diff --git a/notebooks/chronos-2-quickstart.ipynb b/notebooks/chronos-2-quickstart.ipynb index b74adf6f..d2489c17 100644 --- a/notebooks/chronos-2-quickstart.ipynb +++ b/notebooks/chronos-2-quickstart.ipynb @@ -37,7 +37,7 @@ "metadata": {}, "outputs": [], "source": [ - "%pip install 'chronos-forecasting>=2.1' 'pandas[pyarrow]' 'matplotlib'" + "%pip install 'chronos-forecasting>=2.2[extras]' 'matplotlib'" ] }, { @@ -58,7 +58,7 @@ "from chronos import BaseChronosPipeline, Chronos2Pipeline\n", "\n", "# Load the Chronos-2 pipeline\n", - "# GPU recommended for faster inference, but CPU is also supported\n", + "# GPU recommended for faster inference, but CPU is also supported using device_map=\"cpu\"\n", "pipeline: Chronos2Pipeline = BaseChronosPipeline.from_pretrained(\"amazon/chronos-2\", device_map=\"cuda\")" ] }, @@ -511,12 +511,14 @@ "energy_context_df = pd.read_parquet(\n", " \"https://autogluon.s3.amazonaws.com/datasets/timeseries/electricity_price/train.parquet\"\n", ")\n", + "energy_context_df[timestamp_column] = pd.to_datetime(energy_context_df[timestamp_column])\n", "display(energy_context_df.head())\n", "\n", "# Load future values of covariates\n", "energy_test_df = pd.read_parquet(\n", " \"https://autogluon.s3.amazonaws.com/datasets/timeseries/electricity_price/test.parquet\"\n", ")\n", + "energy_test_df[timestamp_column] = pd.to_datetime(energy_test_df[timestamp_column])\n", "energy_future_df = energy_test_df.drop(columns=target)\n", "display(energy_future_df.head())" ] @@ -1005,10 +1007,12 @@ "\n", "# Load historical sales and past values of covariates\n", "sales_context_df = pd.read_parquet(\"https://autogluon.s3.amazonaws.com/datasets/timeseries/retail_sales/train.parquet\")\n", + "sales_context_df[timestamp_column] = pd.to_datetime(sales_context_df[timestamp_column])\n", "display(sales_context_df.head())\n", "\n", "# Load future values of covariates\n", "sales_test_df = pd.read_parquet(\"https://autogluon.s3.amazonaws.com/datasets/timeseries/retail_sales/test.parquet\")\n", + "sales_test_df[timestamp_column] = pd.to_datetime(sales_test_df[timestamp_column])\n", "sales_future_df = sales_test_df.drop(columns=target)\n", "display(sales_future_df.head())" ] @@ -1221,7 +1225,7 @@ "source": [ "## Cross-Learning with Joint Prediction\n", "\n", - "Chronos-2 supports **cross-learning** through the `predict_batches_jointly=True` parameter, which enables the model to share information across all time series in a batch during prediction. This can be particularly beneficial when forecasting multiple related time series with short historical context." + "Chronos-2 supports **cross-learning** through the `cross_learning=True` parameter, which enables the model to share information across all time series in a batch during prediction. This can be particularly beneficial when forecasting multiple related time series with short historical context." ] }, { @@ -1237,7 +1241,7 @@ " context_df,\n", " prediction_length=24,\n", " quantile_levels=[0.1, 0.5, 0.9],\n", - " predict_batches_jointly=True, # Enable cross-learning\n", + " cross_learning=True, # Enable cross-learning\n", " batch_size=100,\n", ")" ] @@ -1247,9 +1251,11 @@ "id": "b427ca20", "metadata": {}, "source": [ + "
\n", + "\n", "### Important Considerations for Cross-Learning\n", "\n", - "When using `predict_batches_jointly=True`, keep these caveats in mind:\n", + "When using `cross_learning=True`, keep these caveats in mind:\n", "\n", "- **Task-dependent results**: Cross-learning may not always improve forecasts and could worsen performance for some tasks. Evaluate this feature for your specific use case.\n", "\n", @@ -1257,7 +1263,9 @@ "\n", "- **Input homogeneity**: This feature works best with homogeneous inputs (e.g., multiple univariate time series of the same type). Mixing different task types may lead to unexpected behavior.\n", "\n", - "- **Short context benefit**: Cross-learning is most helpful when individual time series have limited historical context, as the model can leverage patterns from related series in the batch." + "- **Short context benefit**: Cross-learning is most helpful when individual time series have limited historical context, as the model can leverage patterns from related series in the batch.\n", + "\n", + "
" ] }, { @@ -1403,7 +1411,13 @@ "source": [ "## Fine-Tuning\n", "\n", - "Chronos-2 supports fine-tuning on your own data." + "Chronos-2 supports fine-tuning on your own data. You may either fine-tune all weights of the model (_full fine-tuning_) or a [low rank adapter (LoRA)](https://huggingface.co/docs/peft/en/package_reference/lora), which significantly reduces the number of trainable parameters.\n", + "\n", + "
\n", + "\n", + "**Note:** Fine-tuning functionality is intended for advanced users. The default fine-tuning hyperparameters may not always improve accuracy for your specific use case. We recommend experimenting with different hyperparameters. In case of limited data (too few and/or too short series), fine-tuning may not improve over zero-shot (and may even worsen accuracy sometimes).\n", + "\n", + "
" ] }, { @@ -1415,13 +1429,17 @@ "\n", "The `fit` method accepts:\n", "- `inputs`: Time series for fine-tuning (same format as predict_quantiles)\n", + "- `finetune_mode`: `\"full\"` or `\"lora\"`\n", + "- `lora_config`: The [`LoraConfig`](https://huggingface.co/docs/peft/en/package_reference/lora#peft.LoraConfig), in case `finetune_mode=\"lora\"`\n", "- `prediction_length`: Forecast horizon for fine-tuning\n", "- `validation_inputs`: Optional validation data (same format as inputs)\n", - "- `learning_rate`: Optimizer learning rate (default: 1e-5)\n", + "- `learning_rate`: Optimizer learning rate (default: 1e-6, we recommend a higher learning rate such as 1e-5 for LoRA)\n", "- `num_steps`: Number of training steps (default: 1000)\n", "- `batch_size`: Batch size for training (default: 256)\n", "\n", - "Returns a new pipeline with the fine-tuned model." + "Returns a new pipeline with the fine-tuned model.\n", + "\n", + "Please read the docstring for details about specific arguments." ] }, { @@ -1465,8 +1483,8 @@ "\n", "
\n", " \n", - " \n", - " [50/50 00:03, Epoch 1/9223372036854775807]\n", + " \n", + " [1000/1000 01:13, Epoch 1/9223372036854775807]\n", "
\n", " \n", " \n", @@ -1477,24 +1495,44 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
100.6951001000.645200
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" @@ -1508,14 +1546,14 @@ } ], "source": [ - "# Fine-tune the model\n", + "# Fine-tune the model by default full fine-tuning will be performed\n", "finetuned_pipeline = pipeline.fit(\n", " inputs=train_inputs,\n", " prediction_length=13,\n", - " num_steps=50, # few fine-tuning steps for a quick demo\n", + " num_steps=1000, \n", " learning_rate=1e-5,\n", " batch_size=32,\n", - " logging_steps=10,\n", + " logging_steps=100,\n", ")" ] }, @@ -1527,7 +1565,7 @@ "outputs": [ { "data": { - "image/png": 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", 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nT6NBgwYuS7N5kzZt2gCQVOGVTIhwL3BeXp7NcvvoiZqG0mfjrbfesvHIx8XFAXA+SQFI18Q65J5T0WvSrFkzAIC/v7/b5yEhIQFnz54tt9zRvQZIFRf0er0c9UIQBEGUh8LgCYIg6hg7duxw6H3j+co8bJV73azXzc/Pd2ho2jNq1ChcvnwZq1atKvdZaWmpHGp98+bNcp8nJSUBgNsyVo4YOnQoTCYT3nnnHZvlS5cuhSAIsiK3M9RqNUaOHIlvvvkGx48fL/f59evX5b9HjhyJnJyccscCLNdMrVZDEAQbz2ZGRkY5xW8l14Eb0fbGqSfExsYiKSkJn3zyic1+jh8/ji1btmDo0KEV3ndlSU5OBgD8+eefitbnavu7d++Wl5lMJnzwwQdV37gqROmz0a1bNwwaNEj+4doKQUFBABzfB82bN8fp06dt7tMjR464rK7giujoaPTv3x/vv/++PIlnjfVxhg4div379+PAgQM2n3/++ecO933o0CEAzisaEARBEORZJwiCqHM8+eSTKCkpwb333os2bdpAr9dj7969WL9+PRITE+Xc7DvuuAMajQbDhw/HY489hqKiIqxatQrR0dEOB+7WjBkzBl9++SUef/xx7NixA3369IHJZMLp06fx5ZdfYvPmzejevTtefPFF7N69G8OGDUNCQgKys7Px7rvvonHjxm5rejti+PDhuP322/Hcc88hIyMDnTt3xpYtW/D9999j5syZsoHnitdeew07duxAr169MHnyZLRr1w43b97E4cOHsW3bNtmwHjt2LD799FPMnj0bBw4cQN++fVFcXIxt27bhiSeewD333INhw4ZhyZIlGDJkCB555BFkZ2djxYoVaNGiBY4ePSofU8l1aN68OSIiIrBy5UqEhoYiODgYvXr18jin/I033sCdd96J5ORkTJw4US7dFh4eLtfrrihr167FhQsXUFJSAkAypF9++WUA0j3hKrKhWbNm6NChA7Zt24ZHH33U7bHat2+P3r17Y+7cubh58yYiIyOxbt06GI3GSp2Dt1H6bDgjMDAQ7dq1w/r169GqVStERkaiQ4cO6NChAx599FEsWbIEKSkpmDhxIrKzs7Fy5Uq0b98eBQUFFWrvihUrcOutt6Jjx46YPHkymjVrhmvXrmHfvn24dOkSjhw5AgCYM2cO1q5diyFDhuCpp56SS7clJCTY3OucrVu3okmTJlS2jSAIwhU+UqEnCIIgfMTPP//MHn30UdamTRsWEhLCNBoNa9GiBXvyySfZtWvXbNb94YcfWKdOnVhAQABLTExkr7/+ulyyzLoUk6OSUXq9nr3++uusffv2TKvVsnr16rFu3bqxF154geXn5zPGGNu+fTu75557WFxcHNNoNCwuLo49/PDD7O+//3Z7Ho5KtzHGWGFhIZs1axaLi4tj/v7+rGXLluyNN96wKafGmOOSXJxr166xadOmsfj4eObv789iYmLYwIED2QcffGCzXklJCXvuuedY06ZN5fXuv/9+lpaWJq/z0UcfsZYtWzKtVsvatGnDVq9eLZdF4yi9Dt9//z1r164d8/Pzc1vGzVnpNsYY27ZtG+vTpw8LDAxkYWFhbPjw4ezkyZM26/A2elJWj5cvc/RjXebMGUuWLGEhISHlyt05Kt3GGGNpaWls0KBBTKvVsoYNG7L/+7//Y1u3bvVZ6TZH96OjYyt5Nlyxd+9e1q1bN6bRaMqdx2effcaaNWvGNBoNS0pKYps3b3Zauu2NN95weL721yUtLY2NHTuWxcTEMH9/f9aoUSN21113sa+//tpmvaNHj7J+/fqxgIAA1qhRI/bSSy+xjz76qFx/YTKZWGxsLJs3b57bcyUIgqjLCIw5iIUkCIIgCIKoZvLz89GsWTMsXrwYEydO9HVzCC+xYcMGPPLII0hLS0NsbKyvm0MQBFFjIWOdIAiCIIgaw+uvv47Vq1fj5MmTUKlIWqc2kpycjL59+2Lx4sW+bgpBEESNhox1giAIgiAIgiAIgqhh0JQ1QRAEQRAEQRAEQdQwyFgnCIIgCIIgCIIgiBoGGesEQRAEQRAEQRAEUcMgY50gCIIgCIIgCIIgahh+vm6ArxBFEVeuXEFoaCgEQfB1cwiCIAiCIAiCIIhaDmMMhYWFiIuLc1v1pM4a61euXEF8fLyvm0EQBEEQBEEQBEHUMS5evIjGjRu7XKfOGuuhoaEApIsUFhbm49YQBEEQBEEQBEEQtZ2CggLEx8fL9qgr6qyxzkPfw8LCyFgnCIIgCIIgCKJOYjKZsH37dgDAwIEDoVarfdyiuoGSVGwSmCMIgiAIgiAIgqijmEwm7N27F3v37oXJZPJ1cwgryFgnCIIgCIIgCIIgiBpGnQ2DV4rJZILBYPB1MwiCcIK/vz+FaxEEQRAEQRC1DjLWncAYQ1ZWFvLy8nzdFIIg3BAREYGYmBgqw0gQBEEQBEHUGshYdwI31KOjoxEUFERGAEHUQBhjKCkpQXZ2NgAgNjbWxy0iCIIgCIIgiKqBjHUHmEwm2VCvX7++r5tDEIQLAgMDAQDZ2dmIjo6mkHiCIAiCqASMMXJSEUQNgQTmHMBz1IOCgnzcEoIglMCfVdKXIAiCIIiKM3JLKXp/VwqjyHzdFIIgQJ51l9CsIkH8M6BnlSAIgiAqh1Fk+OmCVLbrYhFD0zB6t9YV/P398cQTT8h/EzUH8qwTBEEQVY5RZFj7twHpBaKvm0IQBEEoIF9v+bvYSJ71uoQgCIiOjkZ0dDQ5QGoYZKwTBEEQVc7WSyZM2qXDM/t1vm4KQRAEoYA8vcVAL6KsMoKoEZCxXsvo378/Zs6c6XIdQRCwYcOGammPNTt37oQgCFVWDi8jIwOCICA1NbVK9ueMhQsXIikpyavHIIjaxpUSadB3rZS8MwRBEP8E8nXWxjr13XUJk8mEnTt3YufOnTCZTL5uDmEFGet1kKtXr+LOO+9UtG5VGva33HILrl69ivDw8CrZnxLS09PxyCOPIC4uDgEBAWjcuDHuuecenD59utraQBB1kUKzh6aYvDMEQRD/CMizXnchY73mQgJzdZCYmJhqP6bBYIBGo6nWYxsMBgwePBitW7fGt99+i9jYWFy6dAk///xzlXn3CYJwDB/oUd4jQRDEPwPrnHXyrBNEzYA86wphjKHY4JsfxjzrMEVRxJw5cxAZGYmYmBgsXLjQ5nNrb7ler8f06dMRGxuLgIAAJCQkYNGiRQCAxMREAMC9994LQRDk/wHgvffeQ/PmzaHRaNC6dWusXbu23DHee+893H333QgODsYrr7ziMAx+z5496N+/P4KCglCvXj2kpKQgNzcXAPDLL7/g1ltvRUREBOrXr4+77roLaWlpiq/DiRMnkJaWhnfffRe9e/dGQkIC+vTpg5dffhm9e/eW13v22WfRqlUrBAUFoVmzZnj++efdlgD78MMP0bZtWwQEBKBNmzZ499135c9cXVOCqCsUmgd6JUYfN4QgCIJQRJ51GDz13QRRIyDPukJKjEDkmmKfHPvm+GAEe1BF4ZNPPsHs2bPxxx9/YN++fRg/fjz69OmDwYMHl1v3v//9L3744Qd8+eWXaNKkCS5evIiLFy8CAA4ePIjo6GisXr0aQ4YMgVqtBgB89913eOqpp7Bs2TIMGjQIP/30EyZMmIDGjRvj9ttvl/e9cOFCvPbaa1i2bBn8/Pxw/vx5m2OnpqZi4MCBePTRR7F8+XL4+flhx44dcvhNcXExZs+ejU6dOqGoqAjz58/Hvffei9TUVKhU7ueZoqKioFKp8PXXX2PmzJly++0JDQ3FmjVrEBcXh2PHjmHy5MkIDQ3FnDlzHK7/+eefY/78+XjnnXfQpUsX/PXXX5g8eTKCg4Mxbtw4l9eUIOoK3FgvJu8MQRDEPwLbMHjquwmiJkDGei2kU6dOWLBgAQCgZcuWeOedd7B9+3aHxnpmZiZatmyJW2+9FYIgICEhQf4sKioKABAREWETvv7mm29i/Pjxcj3G2bNnY//+/XjzzTdtjPVHHnkEEyZMkP+3N9YXL16M7t2723il27dvL/89cuRIm/U//vhjREVF4eTJk+jQoYPb69CoUSP897//xZw5c/DCCy+ge/fuuP322zF69Gg0a9ZMXm/evHny34mJiXj66aexbt06p8b6ggUL8NZbb+G+++4DADRt2hQnT57E+++/j3Hjxrm8pgRRV+Bh8CVGKTKJSsEQBEHUbAqsjHWaaCWImgEZ6woJ8pM83L46tid06tTJ5v/Y2FhkZ2c7XHf8+PFyXveQIUNw11134Y477nC5/1OnTmHKlCk2y/r06YPly5fbLOvevbvL/aSmpuKBBx5w+vnZs2cxf/58/PHHH8jJyYEoSvWaMzMzFRnrADBt2jSMHTsWO3fuxP79+/HVV1/h1VdfxQ8//CBPXqxfvx7//e9/kZaWhqKiIhiNRoSFhTncX3FxMdLS0jBx4kRMnjxZXm40GmXhvIpcU4KobXDPOgNQavK8HyMIgiCqlzybnHXftYMgCAs0fFKIIAgehaL7En9/24YKgiAbuvZ07doV6enp+Pnnn7Ft2zaMGjUKgwYNwtdff13pdgQHu57cCAwMdPn58OHDkZCQgFWrViEuLg6iKKJDhw7Q6/Uut7MnNDQUw4cPx/Dhw/Hyyy8jJSUFL7/8MgYPHox9+/Zh9OjReOGFF5CSkoLw8HCsW7cOb731lsN9FRUVAQBWrVqFXr162XzGw+y9eU0J4p+CtQp8sYGMdYIgiJqOTek2EgcliBpBpQTmXnvtNQiCYFPXu3///hAEwebn8ccft9kuMzMTw4YNQ1BQEKKjo/HMM8/AaLRVsti5cye6du0KrVaLFi1aYM2aNeWOv2LFCiQmJiIgIAC9evXCgQMHKnM6dZawsDA8+OCDWLVqFdavX49vvvkGN2/eBCAZ/vYlHNq2bYs9e/bYLNuzZw/atWvn0XE7deqE7du3O/zsxo0bOHPmDObNm4eBAweibdu2svBcZRAEAW3atEFxsaQ/sHfvXiQkJOC5555D9+7d0bJlS1y4cMHp9g0bNkRcXBzOnz+PFi1a2Pw0bdpUXs/VNSWIukChVQglKcITBEHUfKh0W93Fz88PkydPxuTJk+HnR7PrNYkKfxsHDx7E+++/Xy7kGgAmT56MF198Uf4/KChI/ttkMmHYsGGIiYnB3r17cfXqVYwdOxb+/v549dVXAUi1sYcNG4bHH38cn3/+ObZv345JkyYhNjYWKSkpAKTQ5dmzZ2PlypXo1asXli1bhpSUFJw5cwbR0dEVPa06x5IlSxAbG4suXbpApVLhq6++QkxMDCIiIgBIOdzbt29Hnz59oNVqUa9ePTzzzDMYNWoUunTpgkGDBuHHH3/Et99+i23btnl07Llz56Jjx4544okn8Pjjj0Oj0WDHjh144IEHEBkZifr16+ODDz5AbGwsMjMz8Z///Mej/aempmLBggUYM2YM2rVrB41Gg127duHjjz/Gs88+C0DK6c/MzMS6devQo0cPbNy4Ed99953L/b7wwguYMWMGwsPDMWTIEOh0Ovz555/Izc3F7Nmz3V5TgqgLWBvrJZT7SBAEUePJJ4G5OotKpUKjRo183QzCARXyrBcVFWH06NFYtWoV6tWrV+7zoKAgxMTEyD/W+b9btmzByZMn8dlnnyEpKQl33nknXnrpJaxYsUIOb165ciWaNm2Kt956C23btsX06dNx//33Y+nSpfJ+lixZgsmTJ2PChAlo164dVq5ciaCgIHz88ccVOaU6S2hoqCz01qNHD2RkZGDTpk2y2vpbb72FrVu3Ij4+Hl26dAEAjBgxAsuXL8ebb76J9u3b4/3338fq1avRv39/j47dqlUrbNmyBUeOHEHPnj2RnJyM77//Hn5+flCpVFi3bh0OHTqEDh06YNasWXjjjTc82n/jxo2RmJiIF154Ab169ULXrl2xfPlyvPDCC3juuecAAHfffTdmzZqF6dOnIykpCXv37sXzzz/vcr+TJk3Chx9+iNWrV6Njx47o168f1qxZI3vW3V1TgqgLWHtliqkEEEEQRI3HOme9mDzrBFEjEJinRbwBjBs3DpGRkVi6dCn69++PpKQkLFu2DIAUBn/ixAkwxhATE4Phw4fj+eefl73r8+fPxw8//IDU1FR5f+np6WjWrBkOHz6MLl264LbbbkPXrl3lfQLA6tWrMXPmTOTn50Ov1yMoKAhff/01RowYYdOuvLw8fP/99+XarNPpoNPp5P8LCgoQHx+P/Pz8cmJiZWVlSE9PR9OmTREQEODp5SEIopqhZ7bmUX9NkWywbx4WgP5xFFZHEARRk2nxRTEuFktmQbcGKuy9N8jNFkRtwWQyYf/+/QCA3r17Oy13TFQNBQUFCA8Pd2iH2uPx6GndunU4fPgwDh486PDzRx55BAkJCYiLi8PRo0fx7LPP4syZM/j2228BAFlZWWjYsKHNNvz/rKwsl+sUFBSgtLQUubm5MJlMDtc5ffq0w3YtWrQIL7zwgqenSxAEQXiIyJiNZ72EPOsEQRA1HpucddIaqVOYTCZs3boVANCjRw8y1msQHhnrFy9exFNPPYWtW7c69V5Zl/Tq2LEjYmNjMXDgQKSlpaF58+aVa20lmDt3LmbPni3/zz3rBEEQRNViHz5JOesEQRA1G6PIUGhXxYMgCN/jkbF+6NAhZGdno2vXrvIyk8mE3bt345133oFOpys3E8PLW507dw7NmzdHTExMOdX2a9euAQBiYmLk33yZ9TphYWEIDAyEWq2GWq12uA7fhz1arRZardaT0yUIgiAqQKGdcU456wRBEDWbAruquPb9OEEQvsEjxauBAwfi2LFjSE1NlX+6d++O0aNHIzU11WHIBM9Nj42NBQAkJyfj2LFjyM7OltfZunUrwsLC5NJfycnJ5Up6bd26FcnJyQAAjUaDbt262awjiiK2b98ur0MQBEH4hkI7jwyVbiMIgqjZWIfAA5JIaAVkrQiCqGI88qyHhoaiQ4cONsuCg4NRv359dOjQAWlpafjiiy8wdOhQ1K9fH0ePHsWsWbNw2223ySXe7rjjDrRr1w5jxozB4sWLkZWVhXnz5mHatGmy5/vxxx/HO++8gzlz5uDRRx/Fr7/+ii+//BIbN26Ujzt79myMGzcO3bt3R8+ePbFs2TIUFxdjwoQJlb0mBEEQRCWwL/lTQuGUBEEQNZoCs7Ee7CdFQ5kYoDMBAaQNShA+pUofQY1Gg23btsmGc3x8PEaOHIl58+bJ66jVavz000+YOnUqkpOTERwcjHHjxtnUZW/atCk2btyIWbNmYfny5WjcuDE+/PBDucY6ADz44IO4fv065s+fj6ysLCQlJeGXX34pJzpHEARBVC/lw+DJO0MQBFGT4Z71uGABZ/Olv4uMZKwThK+p9CO4c+dO+e/4+Hjs2rXL7TYJCQnYtGmTy3X69++Pv/76y+U606dPx/Tp0xW1kyAIgqgeyofB+6YdBEEQhDLyzdWN62sFXFIzlJqkKKkGAYJvG0YQdRyaLyMIgiCqFPsw+GISKiIIgqjRcM96uFZAiL+AUhOjvrsO4efnh/Hjx8t/EzUH+jYIgiCIKqXQTlWY6qwTBEHUbLixHqEREOwPXC+TROaIuoFKpUJiYqKvm0E4wCM1eKLmwxjDlClTEBkZCUEQZDX+uoIgCNiwYYNXj/HRRx/hjjvu8OoxvM3OnTshCALy8vJ82o6FCxciKSnJ5ToPPfQQ3nrrreppEFElUM46QRDEP4t87lnXAKH+Uug7lW8jCN9Dxnot45dffsGaNWvw008/4erVq+XU+51RHUauO1atWoXOnTsjJCQEERER6NKlCxYtWuTTNtlTVlaG559/HgsWLPB1U7xOVd8TFd3fvHnz8MorryA/P7/K2kJ4Fx4GH+Yv/V9M3hmCIIgaTZ45Zz1CKyCE+u46h8lkwoEDB3DgwAGYTCZfN4ewgoz1WkZaWhpiY2Nxyy23ICYmptrzTvR6vfuVHPDxxx9j5syZmDFjBlJTU7Fnzx7MmTMHRUVFVdzCyvH1118jLCwMffr0qdR+KnqdahrVcR4dOnRA8+bN8dlnn3n9WETVwAXmGgZJ3pkS8qwTBEHUaCyedQHBflLfXUR9d53BZDJh06ZN2LRpExnrNQwy1hXCGEOpodgnP4wp6yzHjx+PJ598EpmZmRAEQc49SUxMxLJly2zWTUpKwsKFC+XPAeDee++12W78+PEYMWKEzXYzZ85E//795f/79++P6dOnY+bMmWjQoIFcXu/48eO48847ERISgoYNG2LMmDHIyclx2vYffvgBo0aNwsSJE9GiRQu0b98eDz/8MF555RV5nYMHD2Lw4MFo0KABwsPD0a9fPxw+fNjlNbl48SJGjRqFiIgIREZG4p577kFGRob8+c6dO9GzZ08EBwcjIiICffr0wYULF5zub926dRg+fLjNMqPRiBkzZiAiIgL169fHs88+i3HjxtlcO2fXadeuXejZsye0Wi1iY2Pxn//8B0ajJcHX3XcHSB7rDz/8EPfeey+CgoLQsmVL/PDDDzbbbNq0Ca1atUJgYCBuv/12m2vgCGf3BA9b//DDD9G0aVMEBAQoaqez/XHWrl2LxMREhIeH46GHHkJhYaHN58OHD8e6detctpmoOXDPekygNOAjNXiCIIiajXXOOvesU846QfgeEphTSJmxBHd+4psa7j+Pu4ZA/2C36y1fvhzNmzfHBx98gIMHD0KtViva/8GDBxEdHY3Vq1djyJAhirfjfPLJJ5g6dSr27NkDAMjLy8OAAQMwadIkLF26FKWlpXj22WcxatQo/Prrrw73ERMTg127duHChQtISEhwuE5hYSHGjRuHt99+G4wxvPXWWxg6dCjOnj2L0NDQcusbDAakpKQgOTkZv/32G/z8/PDyyy9jyJAhOHr0KFQqFUaMGIHJkyfjf//7H/R6PQ4cOABBcF6m5Pfff8eYMWNslr3++uv4/PPPsXr1arRt2xbLly/Hhg0bcPvtt7u8TpcvX8bQoUMxfvx4fPrppzh9+jQmT56MgIAAG2NcCS+88AIWL16MN954A2+//TZGjx6NCxcuIDIyEhcvXsR9992HadOmYcqUKfjzzz/x73//2+X+XN0T586dwzfffINvv/22Su6xtLQ0bNiwAT/99BNyc3MxatQovPbaazYTNT179sQrr7wCnU4HrVbr0bUhqp8i2bOuAiCSojBBEEQNJ1/HjXUgxJyzbl/ZgyCI6oeM9VpEeHg4QkNDoVarERMTo3i7qKgoAEBERIRH23FatmyJxYsXy/+//PLL6NKlC1599VV52ccff4z4+Hj8/fffaNWqVbl9LFiwAPfddx8SExPRqlUrJCcnY+jQobj//vuhUkkBIAMGDLDZ5oMPPkBERAR27dqFu+66q9w+169fD1EU8eGHH8oG+OrVqxEREYGdO3eie/fuyM/Px1133YXmzZsDANq2bev0PPPy8pCfn4+4uDib5W+//Tbmzp2Le++9FwDwzjvvYNOmTW6v03PPPYf4+Hi88847EAQBbdq0wZUrV/Dss89i/vz58nkrYfz48Xj44YcBAK+++ir++9//4sCBAxgyZAjee+89NG/eXBZpa926NY4dO4bXX3/d6f5c3RN6vR6ffvqpvI4SXO1PFEWsWbNGnnAZM2YMtm/fbmOsx8XFQa/XIysry+lkDlFz4KJEDQN5GLwvW0MQBEG4I8+c1RauFRDsz6OiyFgnCF9DxrpCAvyC8PO4az47dk2mW7duNv8fOXIEO3bsQEhISLl109LSHBrrsbGx2LdvH44fP47du3dj7969GDduHD788EP88ssvUKlUuHbtGubNm4edO3ciOzsbJpMJJSUlyMzMdNiuI0eO4Ny5c+W87mVlZUhLS8Mdd9yB8ePHIyUlBYMHD8agQYMwatQoxMbGOtxfaWkpAMih3wCQn5+Pa9euoWfPnvIytVqNbt26QRRFl9fp1KlTSE5OtvHk9+nTB0VFRbh06RKaNGnisB2O6NSpk/x3cHAwwsLCkJ2dLR+nV69eNusnJycr3rc9CQkJHhnq7khMTLT5jmJjY+W2cwIDAwEAJSUlVXZcwnvIYfBBNOAjCIL4J1BgHQZvtg4oDJ4gfA8Z6woRBEFRKHpNRKVSlct7Nxjc98BKtwsOtr0uRUVFGD58uEPPrTNDmNOhQwd06NABTzzxBB5//HH07dsXu3btwu23345x48bhxo0bWL58ORISEqDVapGcnOxU5KyoqAjdunXD559/Xu4zbmyuXr0aM2bMwC+//IL169dj3rx52Lp1K3r37l1um/r160MQBOTm5ro8B2fYXyclKP0O/P39bf4XBKHcZEFV4eg8KnqPAcrafvPmTQCo0kkCwnvIAnM8Z50GfARBEDUanrMephGodBtB1CBIYK4OEBUVhatXr8r/FxQUID093WYdf3//cuqP9tsBUFS3vWvXrjhx4gQSExPRokULmx9PDNZ27doBAIqLiwEAe/bswYwZMzB06FC0b98eWq3WpWhd165dcfbsWURHR5drR3h4uLxely5dMHfuXOzduxcdOnTAF1984XB/Go0G7dq1w8mTJ+Vl4eHhaNiwIQ4ePCgvM5lMboXvACnkft++fTZG7p49exAaGorGjRsDUPbdKTnOgQMHbJbt37/f7XaO7glnVPQeU8rx48fRuHFjNGjQoELbE9WLHAZv9qwbGaA30aCPIAiiJiIyhgKz3yNCAwRT6TaCqDGQsV4HGDBgANauXYvffvsNx44dw7hx48oJgyUmJmL79u3IysqSPccDBgzAn3/+iU8//RRnz57FggULcPz4cbfHmzZtGm7evImHH34YBw8eRFpaGjZv3owJEyY4NdamTp2Kl156CXv27MGFCxewf/9+jB07FlFRUXLIdsuWLbF27VqcOnUKf/zxB0aPHi2HRzti9OjRaNCgAe655x789ttvSE9Px86dOzFjxgxcunQJ6enpmDt3Lvbt24cLFy5gy5YtOHv2rMu89ZSUFPz+++82y5588kksWrQI33//Pc6cOYOnnnoKubm5LoXqAOCJJ57AxYsX8eSTT+L06dP4/vvvsWDBAsyePdsmT9/dd+eOxx9/HGfPnsUzzzyDM2fO4IsvvsCaNWvcbufonnBGRe8xpfz222+44447PNqG8B1Fdp51gBThCYIgaioFeoBPp4ZrBBKYq4P4+fnhkUcewSOPPFLtZZ8J15CxXgeYO3cu+vXrh7vuugvDhg3DiBEjZEE1zltvvYWtW7ciPj4eXbp0ASAZps8//zzmzJmDHj16oLCwEGPHjnV7vLi4OOzZswcmkwl33HEHOnbsiJkzZyIiIsKpaNqgQYOwf/9+PPDAA2jVqhVGjhyJgIAAbN++HfXr1wcAfPTRR8jNzUXXrl0xZswYzJgxA9HR0U7bERQUhN27d6NJkya477770LZtW0ycOBFlZWUICwtDUFAQTp8+jZEjR6JVq1aYMmUKpk2bhscee8zpPidOnIhNmzYhPz9fXvbss8/i4YcfxtixY5GcnIyQkBCkpKTY5LY7olGjRti0aRMOHDiAzp074/HHH8fEiRMxb948eR0l3507mjRpgm+++QYbNmxA586dsXLlShvxP2c4uiecUdF7TAllZWXYsGEDJk+erHgbwrcUWuU+msv1kiI8QRBEDYWHwAeogQA/S+k28qzXHVQqFVq1aoVWrVp5JHBMeB+BKS3iXcsoKChAeHg48vPzERYWZvNZWVkZ0tPTbepIEwTngQceQNeuXTF37lyHn4uiiLZt22LUqFF46aWXqrl1tY/33nsP3333HbZs2eJ0HXpmaw5GkSH4Iyl15fKYYLRbX4x8PXD0gSC0jqABAEEQRE3jyA0Ten5biphAARf+FYyNF4y4b0sZukepsGdEzRY5Joh/Iq7sUHto5EQQHvLGG2/YKN1fuHABq1atwt9//41jx45h6tSpSE9PxyOPPOLDVtYe/P398fbbb/u6GYRCrNWDQ/2BYD9evq1OzgsTBEHUePLMNdbDtdL/3LNOYfB1B5PJhNTUVKSmplZYX4jwDpSUQBAekpiYiCeffFL+X6VSYc2aNXj66afBGEOHDh2wbds2l7nvhHImTZrk6yYQHsDF5fxVgFYtIMj8lqFwSoIgiJpJniwuJ02u8px16rfrDiaTCRs2bAAgCTx7qo9EeA8y1gmiksTHx2PPnj2+bgZB1Ai4Zz3U7JkJ9hcAMKq1ThAEUUPJN+esh9sZ61S6jSB8D4XBEwRBEFUGH9zxOr3B5inhElKDJwiCqJHwMPgILTfWpeVFBqCOSlsRRI2BjHWCIAiiyuDGOvfMBPnxcEoa8BEEQdRELJ516X/efxsZoBd91SqCIAAy1gmCIIgqpMic+2gJg5d+U511giCImkm+Xc56sFWSbBHlrROETyFjnSAIgqgy7D3rXA2ectYJgiBqJtyzzo11P5WAALO+GCnCE4RvIWOdIAiCqDLknHVzOCVXgy8h7wxBEESNhOesh5mNdcCSt04pTAThW0gNniAIgqgyLGrwZs+6P3nWCYIgajJyGLzWsizEX0BOGUMhTbTWCfz8/PDAAw/IfxM1B/Ks1zIYY5gyZQoiIyMhCAJSU1N93SSCIOoQ5cPgpeWUs04QBFEzybMr3QZY+vAimmitE6hUKrRv3x7t27eHSkXmYU2Cvo1axi+//II1a9bgp59+wtWrV9GhQwdfN6lCJCYmYtmyZb5uBkEQHlJoX2fdnLNeQqGUBEEQNRK5dJu1sW6eaCWBOYLwLRTnUMtIS0tDbGwsbrnllgptzxiDyWSiEBiCICpEsV2d9SBZDZ6MdYIgiJqIXLpNazHW5RQmmmitE4iiiFOnTgEA2rZtS971GkSlvonXXnsNgiBg5syZ8rKysjJMmzYN9evXR0hICEaOHIlr167ZbJeZmYlhw4YhKCgI0dHReOaZZ2A02sZI7ty5E127doVWq0WLFi2wZs2acsdfsWIFEhMTERAQgF69euHAgQOVOR2XMMZgKPbND2PKOsrx48fjySefRGZmJgRBQGJiInQ6HWbMmIHo6GgEBATg1ltvxcGDB+Vtdu7cCUEQ8PPPP6Nbt27QarX4/fffIYoiFi1ahKZNmyIwMBCdO3fG119/bXO8EydO4K677kJYWBhCQ0PRt29fpKWlAQAOHjyIwYMHo0GDBggPD0e/fv1w+PBhm+u5cOFCNGnSBFqtFnFxcZgxYwYAoH///rhw4QJmzZoFQRAgCAIIgvhnYAmDl/63qMH7qkUEQRCEM0TGrEq3WZbzPpw863UDo9GIr776Cl999VU5m4zwLRV2nx48eBDvv/8+OnXqZLN81qxZ2LhxI7766iuEh4dj+vTpuO+++7Bnzx4AgMlkwrBhwxATE4O9e/fi6tWrGDt2LPz9/fHqq68CANLT0zFs2DA8/vjj+Pzzz7F9+3ZMmjQJsbGxSElJAQCsX78es2fPxsqVK9GrVy8sW7YMKSkpOHPmDKKjoyt6Wk4xlgBr4nKqfL9KGH+lAfyD3a+3fPlyNG/eHB988AEOHjwItVqNOXPm4JtvvsEnn3yChIQELF68GCkpKTh37hwiIyPlbf/zn//gzTffRLNmzVCvXj0sWrQIn332GVauXImWLVti9+7d+Ne//oWoqCj069cPly9fxm233Yb+/fvj119/RVhYGPbs2SM/4IWFhRg3bhzefvttMMbw1ltvYejQoTh79ixCQ0PxzTffYOnSpVi3bh3at2+PrKwsHDlyBADw7bffonPnzpgyZQomT57slWtKEIR3KLQXmJPV4Mk7QxAEUdMoNAC8d7YNg6ecdYKoCVTIWC8qKsLo0aOxatUqvPzyy/Ly/Px8fPTRR/jiiy8wYMAAAMDq1avRtm1b7N+/H71798aWLVtw8uRJbNu2DQ0bNkRSUhJeeuklPPvss1i4cCE0Gg1WrlyJpk2b4q233gIghWP8/vvvWLp0qWysL1myBJMnT8aECRMAACtXrsTGjRvx8ccf4z//+U+lLso/lfDwcISGhkKtViMmJgbFxcV47733sGbNGtx5550AgFWrVmHr1q346KOP8Mwzz8jbvvjiixg8eDAAQKfT4dVXX8W2bduQnJwMAGjWrBl+//13vP/+++jXrx9WrFiB8PBwrFu3Dv7+0vRrq1at5P3x75/zwQcfICIiArt27cJdd92FzMxMxMTEYNCgQfD390eTJk3Qs2dPAEBkZCTUajVCQ0MRExPjvQtGEESVU1QuDN6cs04T9QRBEDUOnq+uVQMBftZh8NJvCoMnCN9SIWN92rRpGDZsGAYNGmRjrB86dAgGgwGDBg2Sl7Vp0wZNmjTBvn370Lt3b+zbtw8dO3ZEw4YN5XVSUlIwdepUnDhxAl26dMG+ffts9sHX4eH2er0ehw4dwty5c+XPVSoVBg0ahH379jlss06ng06nk/8vKCjw6Jz9giQPty/wC6rYdmlpaTAYDOjTp4+8zN/fHz179pTzUjjdu3eX/z537hxKSkpk452j1+vRpUsXAEBqair69u0rG+r2XLt2DfPmzcPOnTuRnZ0Nk8mEkpISZGZmAgAeeOABLFu2DM2aNcOQIUMwdOhQDB8+nHLlCeIfDvesB8th8NJvylknCIKoeRToy4vLAZYJVyrdRhC+xWPLaN26dTh8+LBN3jMnKysLGo0GERERNssbNmyIrKwseR1rQ51/zj9ztU5BQQFKS0uRm5sLk8nkcJ3Tp087bPeiRYvwwgsvKD9ROwRBUBSK/k8lONhyckVFRQCAjRs3olGjRjbrabVSEc7AwECX+xs3bhxu3LiB5cuXIyEhAVqtFsnJydDrpcSo+Ph4nDlzBtu2bcPWrVvxxBNP4I033sCuXbucTgAQBFHzKdTbetaDybNOEARRY8kz56uHa2yXy6XbyLNOED7FI4G5ixcv4qmnnsLnn3+OgIAAb7XJK8ydOxf5+fnyz8WLF33dJK/TvHlzaDQaWS8AAAwGAw4ePIh27do53a5du3bQarXIzMxEixYtbH7i4+MBAJ06dcJvv/0Gg8HxlOuePXswY8YMDB06FO3bt4dWq0VOjm3Of2BgIIYPH47//ve/2LlzJ/bt24djx44BADQaDUwmU2UvAUEQ1YwlDF76XxaYowEfQRBEtcAYw+t/6bHypHu3OK+xHqG19axbwuCrvHkEQXiAR571Q4cOITs7G127dpWXmUwm7N69G++88w42b94MvV6PvLw8G+/6tWvX5NzjmJiYcqrtXC3eeh17Bflr164hLCwMgYGBUKvVUKvVDtdxluOs1Wplr3BdITg4GFOnTsUzzzyDyMhINGnSBIsXL0ZJSQkmTpzodLvQ0FA8/fTTmDVrFkRRxK233or8/Hzs2bMHYWFhGDduHKZPn463334bDz30EObOnYvw8HDs378fPXv2ROvWrdGyZUusXbsW3bt3R0FBAZ555hkbb/yaNWtgMpnQq1cvBAUF4bPPPkNgYCASEhIASHXWd+/ejYceegharRYNGvgmBYEgCM/gIZMh5pDKIDkM3kcNIgiCqGN8c96I+X/qIQD4V0s/2UvuiHxzznqY3TqyZ51SmAjCp3jkWR84cCCOHTuG1NRU+ad79+4YPXq0/Le/vz+2b98ub3PmzBlkZmbKQmXJyck4duwYsrOz5XW2bt2KsLAw2dubnJxssw++Dt+HRqNBt27dbNYRRRHbt2+X1yEkXnvtNYwcORJjxoxB165dce7cOWzevBn16tVzud1LL72E559/HosWLULbtm0xZMgQbNy4EU2bNgUA1K9fH7/++iuKiorQr18/dOvWDatWrZJD2D/66CPk5uaia9euGDNmjFw+jhMREYFVq1ahT58+6NSpE7Zt24Yff/wR9evXByAJ3mVkZKB58+aIiory0tUhCKIq0ZsY9KL0t30YfJkJMIk06CMIgvAmJUaG//whxbYzABeLXPe7zjzrIeaJVirdVjdQq9UYMWIERowYAbVa7evmEFYITGkRbyf0798fSUlJWLZsGQBg6tSp2LRpE9asWYOwsDA8+eSTAIC9e/cCkDzxSUlJiIuLw+LFi5GVlYUxY8Zg0qRJNqXbOnTogGnTpuHRRx/Fr7/+ihkzZmDjxo02pdvGjRuH999/Hz179sSyZcvw5Zdf4vTp0+Vy2R1RUFCA8PBw5OfnIywszOazsrIypKeno2nTpv+4cH+CqIvQM1szuFHGELe2GABQPDEYfioBpUaGiNXSspxxwQjVOPfwEARBEJXjpUM6vHzYYmH/MCQAKfHOA2lfOazHi4f0mNjGD+/2tbw/f7pgxMgtZegRpcLvIyqodEwQhENc2aH2VLn09tKlS6FSqTBy5EjodDqkpKTg3XfflT9Xq9X46aefMHXqVCQnJyM4OBjjxo3Diy++KK/TtGlTbNy4EbNmzcLy5cvRuHFjfPjhh7KhDgAPPvggrl+/jvnz5yMrKwtJSUn45ZdfFBnqBEEQRNVTaM5LD1ADfipB/luA5OEpNjIy1gmCILzEhUIRbx6RDPV6WiBXp8CzrnOsBh9izlknzzpB+JZKG+s7d+60+T8gIAArVqzAihUrnG6TkJCATZs2udxv//798ddff7lcZ/r06Zg+fbrithIEQRDew77GOiBV0gj2lwZ8lLdOEAThPeb+oUeZCbgtVoU2ESp8cMqIzCLR5Tb5TsLgQ0kNvk4hiiLOnTsHAGjRogVUKo8ypQkvQt8EQRAEUSXI4nJ21Re5InwJDfoIgiC8wq4rRnyTboRKAJYka5EQIg3xleash2vs1eBJYK4uYTQa8cUXX+CLL76A0Ugz6zUJMtYJgiCIKsG+xjqHFOEJgiC8h1Fk+Pc+SVRuUhs/dKyvRnyI1A+79azrpN8R9nXWSWCOIGoEZKwTBEEQVQIf1IXae9bNxnsxeWgIgiCqnI9OG3Hspoh6WmBhd6lMcZNQDz3r9mrw5n7bIEqVPgiC8A1krBMEQRBVAheYC7EPp+SedfLQEARBVCk3yxgW/im5x+d306B+gNT/NjF71i8VMxhdlM2Uc9bLhcFb/ibvOkH4DjLWCYIgiCqh0IHAHAAE8Zx18qwTBEFUKS8e0uOmDmhfT4UpbS0WdkygAD8BMDHgSol7Y90+Z91fJUBrLrdNeesE4TvIWCcIgiCqBOdh8NJvylknCIKoOk7cNOGDU1LH+1ayRi6ZCQBqlYDGZu+6s1B4xhjypFR3RGjLfy7nrevJWCcIX1HlddZrOyYDg2iqvuOp1IDan+oSEwRR8+ElfkL87cPgzTnrpAZPEARRJTAmicqZGDAiUY3bG5Uf0jcJEZBRyJBZJKIP1OU+LzIAPELe3rMOSH35DR1DEU20EoTPIGPdA0wGhut/A6Zq7LTUfkBUK1ZjDfbExETMnDkTM2fOBCDVVP7uu+8wYsSICu+zKvbhjoULF2LDhg1ITU312jG8zc6dO3H77bcjNzcXERERvm4OQcil2+w961wNvoQGfARBEFXCpWKGHVdMUAvAa70cuMUBNAlRARCdeta5uJy/Cggsb8ubJ14Z1VqvA6jVagwdOlT+m6g5UBi8B4gmyVAXBMnj7e0fQZCOV52e/Mpy9epV3HnnnYrWXbhwIZKSkiq1j4ry9NNPY/v27R5tk5iYiGXLlnmnQQRRC3DmWec566QGTxAEUTVkmfPQ44IENA1zPJzn5dsuFDou32YtLicIjjzr0m8SmKv9qNVq9OzZEz179iRjvYZBnvUKIKgkY9rbiABYNRjqer0eGo3G/YoKiImJqRH7cEdISAhCQkK8fhxHVOX1JoiaRKGzMHies04DPoIgiCrhepnU30YFOo+8lDzrwMViJ551c431cCdDEiq7SRC+hzzrtYz+/ftj+vTpmD59OsLDw9GgQQM8//zzYMzS0SYmJuKll17C2LFjERYWhilTpgAAfv/9d/Tt2xeBgYGIj4/HjBkzUFxcLG+XnZ2N4cOHIzAwEE2bNsXnn39e7viCIGDDhg3y/5cuXcLDDz+MyMhIBAcHo3v37vjjjz+wZs0avPDCCzhy5AgEQZrRXbNmjcN9HDt2DAMGDEBgYCDq16+PKVOmoKioSP58/PjxGDFiBN58803Exsaifv36mDZtGgwG55aBvVff3T769++PCxcuYNasWXJ7Oe6um6Prfcstt+DZZ5+1adP169fh7++P3bt3AwDWrl2L7t27IzQ0FDExMXjkkUeQnZ3t9JwIwtc4C4MPJjV4giCIKuV6qdSfNghwbqxzz3pmoesw+Ait433IAnM00VrrEUURGRkZyMjIgCg6jsQgfAMZ67WQTz75BH5+fjhw4ACWL1+OJUuW4MMPP7RZ580330Tnzp3x119/4fnnn0daWhqGDBmCkSNH4ujRo1i/fj1+//13TJ8+Xd5m/PjxuHjxInbs2IGvv/4a7777rkvjsaioCP369cPly5fxww8/4MiRI5gzZw5EUcSDDz6If//732jfvj2uXr2Kq1ev4sEHHyy3j+LiYqSkpKBevXo4ePAgvvrqK2zbts2mXQCwY8cOpKWlYceOHfjkk0+wZs0a2fhXiqt9fPvtt2jcuDFefPFFub0AFF03R9d79OjRWLdunc0kyvr16xEXF4e+ffsCAAwGA1566SUcOXIEGzZsQEZGBsaPH+/RORFEdeI8DF76TWrwBEEQVQP3rEcr8qyLNuMNjrOybRzel1POeu3HaDTK416jkV7WNQkKg6+FxMfHY+nSpRAEAa1bt8axY8ewdOlSTJ48WV5nwIAB+Pe//y3/P2nSJIwePVoWimvZsiX++9//ol+/fnjvvfeQmZmJn3/+GQcOHECPHj0AAB999BHatm3rtB1ffPEFrl+/joMHDyIyMhIA0KJFC/nzkJAQ+Pn5uQx7/+KLL1BWVoZPP/0UwcHBAIB33nkHw4cPx+uvv46GDRsCAOrVq4d33nkHarUabdq0wbBhw7B9+3abc3aHq31ERkZCrVbLXm7OokWLXF63gIAAAOWv96hRozBz5kzZK8/P9eGHH5a99o8++qi8frNmzfDf//4XPXr0QFFRkc9C+AnCFYXmEkDlS7eRGjxBEERVosSz3iSEG9tArg6IDLD9PE9nyVl3RLCcs059N0H4CvKs10J69+5tE6adnJyMs2fPwmSyJMB3797dZpsjR45gzZo1ci53SEgIUlJSIIoi0tPTcerUKfj5+aFbt27yNm3atHGpQp6amoouXbrIhnpFOHXqFDp37iwb6gDQp08fiKKIM2fOyMvat29vI4gRGxvrcch4Rfbh7rpx7K93VFQU7rjjDjmVID09Hfv27cPo0aPldQ4dOoThw4ejSZMmCA0NRb9+/QAAmZmZHp0XQVQXfEAXqrEv3Sb9Js86QRBE1ZCjIGc90E9AlNmYv1hcPrQ53zzBGu5YTB6h/hZjnyAI30Ce9VoKYwyZRUyeFbXH2vgFpJD1xx57DDNmzCi3bpMmTfD333973IbAwECPt6ko/v62JyoIgsc5NxXZh7vrxrG/3gAwevRozJgxA2+//Ta++OILdOzYER07dgRgCf9PSUnB559/jqioKGRmZiIlJQV6vd6j8yKI6sKZwFwQ5awTBEFUKdml7sPgAcm7fr2M4UIhQ+f6tp9Zq8E7gsLgCcL3kLFeC/njjz9QbJRmXfP1wP79+9GyZUuXpRi6du2KkydP2oSpW9OmTRsYjUYcOnRIDoM/c+YM8vLynO6zU6dO+PDDD3Hz5k2H3nWNRmPj7XdE27ZtsWbNGhQXF8sG7549e6BSqdC6dWuX21Y1jtrr7rq54p577sGUKVPwyy+/4IsvvsDYsWPlz06fPo0bN27gtddeQ3x8PADgzz//rNwJEIQXYYw5F5gjNXiCIIgqhXvWXYXBA5LI3KEc4GKRI8+6mzB4iooiCJ9DYfAVgIlS7XNv/7AKijFmZmZiztOzkXHuDH78eh3efvttPPXUUy63efbZZ7F3715Mnz4dqampOHv2LL7//ntZKK1169YYMmQIHnvsMfzxxx84dOgQJk2a5NJ7/vDDDyMmJgYjRozAnj17cP78eXzzzTfYt28fAEklPT09HampqcjJyYFOpyu3j9GjRyMgIADjxo3D8ePHsWPHDjz55JMYM2aMnK9eXSQmJmL37t24fPkycnJyALi/bq4IDg7GiBEj8Pzzz+PUqVN4+OGH5c+aNGkCjUaDt99+G+fPn8cPP/yAl156yWvnRhCVpcwEmMzOl1D70m1UZ50gCKJKua7Ysy4N9TOLyve/XA0+3JkaPHnWCcLnkLHuASo1oPYDGKsmY51Jx/O0pvvYsWNRUlKKcSnJWPyfJzHtyRlyeTZndOrUCbt27cLff/+Nvn37okuXLpg/fz7i4uLkdVavXo24uDj069cP9913H6ZMmYLo6Gin+9RoNNiyZQuio6MxdOhQdOzYEa+99prs4R85ciSGDBmC22+/HVFRUfjf//5Xbh9BQUHYvHkzbt68iR49euD+++/HwIED8c4773h2UaqAF198ERkZGWjevDmioqIAKLturhg9ejSOHDmCvn372oTNR0VFYc2aNfjqq6/Qrl07vPbaa3jzzTe9cl4E4Y5CvfuBWqHVYC6kXOk26XcJeWcIgiAqDWNMVoNX4lkHgEwHnnV3ddZDZIG5irWTIIjKIzBHtRzqAAUFBQgPD0d+fj7CwsJsPisrK0N6ejqaNm0qq3lzTAYG0XXkdpWiUgNqf9cdsTX9+/dHUlISnnllCbJKpK+2dYSqXA4pQdQmXD2zROXYftmIYZvK8FIPDZ5JcjKiA5BWIKLd+hIE+wE3J4Qo/owgCILwjEI9Q4NPigEAN8cHyxU3HPF9uhGjtpWhR5QKv48Isvks+bsSHM4R8V1KAIY2KZ8Z++MFI+7fUoae0Sr8dk9Quc+J2oPJZML+/fsBSELVrlJnicrjyg61h3LWPUTtL0DtRLStJmG0mkDVmxhAxjpBEBXg18smMAA7r5jwTJLz9WQleAd9jbVnnTFmU62CIAiC8Ixss1c9yA8uDXXA2rPuPAzeqcCcue8uJF3bWo9arUafPn183QzCARQGX0sxiI7/JgiC8ISz+VIHcrnYdRAWH8zZh8ADlpx1BqC0GiOTCIIgaiM55nz1KDch8ADQJFQa6l8rZSiz0w3Jl+usO96Wl+EkvRGC8B3kWa9l7Ny5EwBwKtcyIiZjnSCIinIuXxqkXXZQo9eaQic11gHJ+8MpNtj+TxAEQXhGtoIa65z6WqnPLTECF4sZWoabJ08ZQ55cZ92ZGjwJzNUVRFHE1atXAQCxsbFQqcifW1Ogb6KWYm2g68lYJwiiAoiMIa1A6kAKDECBC6E5Sxh8+c/UKgEB5vQ38tAQBEFUDk8864IgyKHw1uXbio2WCh7O66xLv0lgrvZjNBqxatUqrFq1CkYjqcHWJMhYd4EoVp2VKzKGayViuRAkb8AYswuDp8ExUbupymeVsHC5mKHMZPu/M3iNdWdilnLeOnloCIIgKsV1DzzrgOPybXnmEHg/wXm0E+/P9aJZ/4ggiGqHghEdoNFooFKpcOXKFURFRUGj0VRaEClXJ+JKMUO+RpA7TW9hMDEb17rOCJQFkKojUftgjEGv1+P69etQqVTQaJyrlROecy7fdhLkcrGItvUc91+uBOYASQTpho6hmCbsCYIgKsV1DzzrABx61vO5uJwWTse4wdYpTEZAQ0NJgqh2yFh3gEqlQtOmTXH16lVcuXKlSvaZq2Mo0DPkqwFTkHeNdb2J4XoJgwBJ0EkQAL88FZRON+TrGVSC80E3QdQ0goKC0KRJE8qxqmLOFdh6Ui658KwXyZ51x58HyYrw5J0hCIKoDJ561hMceNbzeb66kxB4ANCoBWhUkme9yMBQz0luO0EQ3oOMdSdoNBo0adIERqMRJlPl5Yvf2VuGrZdMCPYH9t0bXAUtdM7vV42YcViHZmEqnDfnm/46PBANAt0bMheLRIzdVAoAmN7BH1PakaeSqNmo1Wr4+flROTAvcLacZ91VGLz0mfMweGn6kDzrBEEQlaOinnWbMHg3Zds4of7ADR3lrROEr/DIWH/vvffw3nvvISMjAwDQvn17zJ8/H3feeScAoH///ti1a5fNNo899hhWrlwp/5+ZmYmpU6dix44dCAkJwbhx47Bo0SL4+VmasnPnTsyePRsnTpxAfHw85s2bh/Hjx9vsd8WKFXjjjTeQlZWFzp074+2330bPnj09OR23CIIAf39/+PtXvrD6n3kiLuhEQAeUCVpEeHF28orBgAs6oLVWDb1axNUShmyjFo0VhMJn5BildgJ45hCgDVDjsXb/gMLyBEFUOTwMvmGggGulDJdcKMIXuhCYA4Bg83LKWScIgqgcFc9ZLx8G70wJnhNiTmEiRXiC8A0exYw2btwYr732Gg4dOoQ///wTAwYMwD333IMTJ07I60yePBlXr16VfxYvXix/ZjKZMGzYMOj1euzduxeffPIJ1qxZg/nz58vrpKenY9iwYbj99tuRmpqKmTNnYtKkSdi8ebO8zvr16zF79mwsWLAAhw8fRufOnZGSkoLs7OzKXAuvwRiTPdyAbWfpDa6VSB1qTJCAuCCpE75coqyTTTeHvfI8paf26PBlGk2nEkRd5Jy53+oXJ030ufKsF7kRmAvy4/V6q7CBBEEQdZCcsop51i8VMYhM2jbPTY11TrA/lW8jCF/ikbE+fPhwDB06FC1btkSrVq3wyiuvICQkBPv375fXCQoKQkxMjPwTFhYmf7ZlyxacPHkSn332GZKSknDnnXfipZdewooVK6DXS8kzK1euRNOmTfHWW2+hbdu2mD59Ou6//34sXbpU3s+SJUswefJkTJgwAe3atcPKlSsRFBSEjz/+2GnbdTodCgoKbH6qi1ydVPaIc6HIux3eVbNh3jBQQKNgs7HuYpBtTUahNDgf39ofU9r6gQGYsEOHzRdphE0QdQmTyOTJu36x7o31QncCc7KxTgM+giCIisIYQ3apZ571RsECVIKUe37NvK2SnHXAqnwbDQNrNWq1Gv3790f//v2hVpOSYE2iwmpMJpMJ69atQ3FxMZKTk+Xln3/+ORo0aIAOHTpg7ty5KCkpkT/bt28fOnbsiIYNG8rLUlJSUFBQIHvn9+3bh0GDBtkcKyUlBfv27QMA6PV6HDp0yGYdlUqFQYMGyes4YtGiRQgPD5d/4uPjK3rqHnO+0NaTnlnoZc96qZVnPVj6iq+4CF+1JqNQ2jYxVMCyW7R4oJkfjAx4aFsZ9l2rfO4+QRD/DDKLGPQioFUDvRtK/cglF1FBReaBn/sw+KpsJUEQRN0iX28p+KPUs+6vEtAoiCvCmz3rPAzejbEuT7SSZ71WQ8Z6zcVjY/3YsWMICQmBVqvF448/ju+++w7t2rUDADzyyCP47LPPsGPHDsydOxdr167Fv/71L3nbrKwsG0MdgPx/VlaWy3UKCgpQWlqKnJwcmEwmh+vwfThi7ty5yM/Pl38uXrzo6alXmPQCO2Pdy571rBLpeDGBAhpX0LOeGKqCWiXg4/5aDG6sRokRGPFLKY7fJIOdIOoCPAS+WagK8eZ8xzy981BIdwJzQeRZJwiCqDQ8Xz3UHwjwU65/JIvMmcd5+XIYvELPOk20EoRP8FgNvnXr1khNTUV+fj6+/vprjBs3Drt27UK7du0wZcoUeb2OHTsiNjYWAwcORFpaGpo3b16lDfcUrVYLrVbrk2OfN4eS8lJq3s5Zz+Jh8EEq6ETpWJ4a601Dpc5boxawflAAhm4qxf5sEcM2lWHH3YFoFkYlsgiiNsPF5VqECwjXCAj1BwoNUl/SOqL84E4Og3cy8OM6GJSzThAEUXG4EnwDhV51TpMQFfZeE+VUTNmz7mZozCdgC8mzXqthjOH69esAgKioKKqwU4Pw2OLSaDRo0aIFunXrhkWLFqFz585Yvny5w3V79eoFADh37hwAICYmBteuXbNZh/8fExPjcp2wsDAEBgaiQYMGUKvVDtfh+6hppJsN4M71pct90cuedesweEvOuvsJggI9ww2d9HdiqOXWCPYX8F1KINrXUyGrlOGBrWVgjDptgqjNnM2XnvEW4VJf4K4v4V4X52HwFEpJEARRWbhnPVphvjqHe9YtYfDScqWe9WLyrNdqDAYD3n33Xbz77rswGOjLrklU2j0qiiJ0Op3Dz1JTUwEAsbGxAIDk5GQcO3bMRrV969atCAsLk0Ppk5OTsX37dpv9bN26Vc6L12g06Natm806oihi+/btNrnzNQku0nSbWaTJm2HwxQaGQvMzFhMoIC5I+oovFzO3Bjb3qjcIKO8diwwQ8OOdAQCA4zdFWZiEIIjaCQ+Dbykb65a+xBHuw+Cl3yXkWScIgqgw1z0Ul+PYl2/jYfDuBebMavCUwkQQPsEjY33u3LnYvXs3MjIycOzYMcydOxc7d+7E6NGjkZaWhpdeegmHDh1CRkYGfvjhB4wdOxa33XYbOnXqBAC444470K5dO4wZMwZHjhzB5s2bMW/ePEybNk0OUX/88cdx/vx5zJkzB6dPn8a7776LL7/8ErNmzZLbMXv2bKxatQqffPIJTp06halTp6K4uBgTJkyowktTdXCBuf7m8kfXShnKvNTpZZVaSq+Faiye9WKjrSK9I9JlcTnHt0WjYBXCzDOs3HtPEETtRA6DD5P6EFf6F4wx9551ylknCIKoNJ6WbeOU96ybc9bd1Vn3o9JtBOFLPMpZz87OxtixY3H16lWEh4ejU6dO2Lx5MwYPHoyLFy9i27ZtWLZsGYqLixEfH4+RI0di3rx58vZqtRo//fQTpk6diuTkZAQHB2PcuHF48cUX5XWaNm2KjRs3YtasWVi+fDkaN26MDz/8ECkpKfI6Dz74IK5fv4758+cjKysLSUlJ+OWXX8qJztUE9CYmd4zdolQI9pMM58wihlYO8j4ryzU5X13ad7C/gHpaqXzc5SIR4ZHOFR6txeWcER0ooMAglQ1pHVF17SYIouZgEJlcGcI+DP6iA82NYqOkxwG4KN1GoZQEQRCVxtOybZwELjBn7sML5DB419tR300QvsUjY/2jjz5y+ll8fDx27drldh8JCQnYtGmTy3X69++Pv/76y+U606dPx/Tp090ez9dkFDIwSJ7uhoECmoSocCpPRGaRiFYRVS/SxsXlYqw68bggFXJ1Ii6XMLSLdN1WQCrb5oyGgQLOFVhqfBIEUfvIKGQwMSl0Pc488dc4xHkYPA+BVwmWcHd7uGe9hDzrBEEQFYZ71j0VmLOu6lGgZ4pLt8lh8ORZJwifQJLeXoaLyzUNU0EQBDQJ5TOb3gqDN5dtC7J0vo0Ulm9T5Fk37/daqXcV7QmC8B08BL65ud8CXPcjhWYPTYgfnCrIBpIaPEEQRKXhzhJPBeZCNVKkJQCcyRPlWu1uw+B56TbquwnCJ5Cx7mV4HjgvhdbELgypqpHLtgVavlo+yL7i1lh371nnOVLkWSeI2gsXl2sRbukLGrtQgy9yU7YNsMpZJ+8MQRBEhamoZx2wiMwduyn142rBUlbTGcGUs04QPsXjOuuEZ5wv4HXLpQ4yIcS75dt4zrojz/olF+XbGGOKPOt8EoAE5gii9iKXbQuznvST/r6hA0qNDIF+lj7GogTvfJ8875HU4AmCICrO9Qp61gFJZO7IDeDoDWm8F65xHg3F4aKhRZSzXqtRq9W45ZZb5L+JmgMZ614m3WysNzMrKsd727NeWt5YjzMPsl151rNLGUqMgACLCIkj+MuBPOsEUXvhYfC8bBsgiRAF+UnG9qVihpbh1sa69NuZuBwABJEaPEEQRKUQGasCz7oJx2+aALjPVwcsOesUFVW7UavVuOOOO3zdDMIBFAbvZc7zMHizh4qHIF0o9FLOuhwG71nOOg+BbxwsQKN2LTAHWGZ2CYKofchl26yMdUEQrPoS28nGYjc11gFLqCUpChMEQVSMPB3A5zs9Ld0GWBxGPAzeXb46QAJzBOFryFj3kBIjwzvH9YqMVcaYxbMeyo11i+FsEqu+4+Ph6bHWYfDmv6+UOPfmW0LgXXfcFoE56rQJojaiMzFcLOZh8Lb9QeNgx4rw3LPuOgxe2peRSSUtCYIgCM/ILuMK7nDpWHFGgpUivLQf9/sIJoG5GkmejkFkVfcuZYwhLy8PeXl5YFW4X6Ly1Hlj/ccMz3qflScN+Pc+PZ4/qHO77vUyhmIeWm42gmODBPgJ0oD1Son7h8EkMrxyWI9910yK1uVGdEObnHXpa84pA8qchKBaxOVc3xIUBk8QtZvzBQwik/IU7XMiGzuJ0uE5667C4K1FjEgRniAIwnNyeI31CnjVAYtnneOuxjoAhJhTmHQmwOAFJxPhOWfyRDT+rBhTd7u3RZRiMBiwbNkyLFu2DAZD+RA4xhj0JazOGvJGHYPoI0dDnTfWD+W4N4KtOWkOHfo9y/125wssoeVa8wyoWiWgsZy37v5L/+GCCS8e0mPmHvcPZE6ZNMgWYNuR19MCAWatiMtOJgjSFYjLAZYw+BIjhUQRRG3EogSvKic8ZBGrtH32ixQIzGnU0kQlQLmPBEEQFeF6WcXF5QBLdCcnQlHOuuVvSmOqGRzINsEgAn9kV18ZZUMpcCMNyDkHlBXUPaM99yJQcsM3x67zxnpGgWc3Ojdqz+Yz3CxzfaPydZuF2V5mHoakRGTusHky4VSe6DZs/pqVQqifytIBW+eaOhOZS1dQtg2QcpeC/GyPRxBE7UHOVw8r/3rgUTqX7PouJQJzgCWckjzrBEEQnsNTMCsiLgdI40ONVdceriBnXaMW4G/eppAmWmsEV82Ot1xd9X0fjAGiCdAVAjfOAzfTAb2bktC1BcYYTGWAyUeTVWSseyj0lm61/sHrrr3r6QW2NdY5fGZTSfm2I+byGjqT7bEdcdWBuBzHkmvqeIKA56w3dTBAt4dC4QnCwrZLRszZr6s1edhn88vXWOc4E6tUEgYPWOr1lpAiPEEQhMdwz3pUBT3rKkGwCYVX4lkHqHxbTYM73m7qqt/D7acFVGqgNE/ysudeYDC4cV7+0xFNgCgCRr1vjk/GepGo+EYvNTKbQeqBbNfG+vkCx5513lFeKHTvWee1MAHgdJ7r9R3lq3PiXCjCG0UmTxy486wDlsmAbAU59wRR23nugB7Ljxnw6xXPUmpqKmkOaqxz4kMc9yNFCgTmAMhRORRKSRAE4TnXK5mzDliqEgGSUJ0S5PJtNNFaI+CC0XpRSkutblR+gF8AABVQfAO4/jeQf6X2hsaLRimywETGum8oMlhmKt1h74U/4CZXJF32Vtt71nkYvJuw9hJR9pYDCoz1kvJK8BxX5dsuFTOYGKBVO97WHu5ZpzB4ggAumaNVsmrJ5BXPWbeusc7hYfDXy5iNWGWhXqFnnQZ8BEEQFaaynnXANm9dSek2wBIVRVpFNQNr2+BmNYbCWyMIgJob7Qwoug4Yy3zSFK8jGgCIUhi8LyYk6ryxDliE4NzBje9As1jbwesml1/aeTkM3vYyNwnlAnOuje+jN20/P+PGWHcVBh/nonwbD4FvEiJAJSg31ikM3nfk6xle+FOHv93cE4R30ZkYcswvp5xa8DyUGJksHtfCgbEeaSVWaV3NokgOg3e9f64I7wtPAEE4oshQteWPCMKbVFYNHrD3rCvbTwiFwdcorPWnqjNv3RGCAKj8IRmztfTdbjJ71pkIMB8EUZKxDku4utL1BjRSI0AN5OokoTlHlBqZPJi1D4O39qy7MvZ5vjof4FYmDN5ZfWTAklvvTgme01D2rJOh6Cs+OWPAq38Z8PJhH8XkEABsvelKI3RqMryPq6cF6jsYDFqLVVr3JXKddTcDvyCzd4bU4ImawMUiEY3XFmPcjqorf0QQ3iS7Cjzr1jnrSo11OSqK+m6fIzLmFc+6SqVCjx490KNHD6hUnpuHjJk90LUQHgYP5psJCTLW4V64zX691hEqdGkgXTpnees8ZD7MX/JGWRMfbCl/dsPFGIHnq9+dKFnrp3Nd59dnmb3msY486y7U4DPksm3KOu0o8qz7nFPmiRuu3E34BmtjPacWGOvnXOSrc/jE3yUrsUrFAnOkBk+44OgNE7p9U4Lv0qvnBvnzuohSE7BXQSlWgqgJ8PdM5Tzr1gJzyrbhnvXCWmqM/ZO4XiqlrnJyq2iu0c/PD8OGDcOwYcPg5+fn0baCAECQjNraiGiUymIz0TcTEmSsQ7lnPd28XtNQFXpGS7Ggfzgx1q3F5exrFQf4CYgJ5Irwzo995Ia07/ua+kElAAUG2zwVe7jh0DDIUa6pdLyrJQxGuxJwfGLBPlzfGQ0DpfXIWPcd3Ei/oKD8H+E9rvrAs55dKuLj0waveDjksm0OQuA5jbln3Upzo0gu3eZ6/zzvkXLWCUe8fFiP4zdFrP27ekZDV8wTTtmltVcYiag9mERmMdYr5Vm3CoNXmLMeQjnrNYYrdnbAjRriKBBQi8PgDQAEs8gcedZ9g/IweB7WLqCX2Vg/eN3xts7E5Tg8DCnTiVe/xMjwt9nL1TNahWZmr7erUHgeBh/jIAy+YaAAtQCYWHlhOLlsm0JjnQTmfA9Pv8gpq56XJ2MMH502IDWHPFDWWGtAVFfO+gt/6jH1Nx0+PlP1Bs1ZFzXWOY3MfdclmzB46e8QN551rgZf8g/yzmQUiorfEUTFuVws4qcLUv9SXWKNfNCrF4F8yigiajg3dQD3tThKU1JKfIiAUH9Jf0lpvfYQioqqMdhHyFZVzjpjDMXFxSguLq7Q5CVD7Q2DN+kAQQWfRQ+QsQ5lAnOMMSsDXIUe0dKlO3pDdFgz2Jm4HIfnrTvzjB6/KUJkkpEdE6RCm3rS+s6M9WIDk8OTYhzMuKpVgqz0bv+gc8+60jB4EpjzLYV623ylDAUlACvL/mwRT/ymw2O7KbfTmqs+CIM/nCN936dyq/5750rwjmqscxrJ+hfSuiaRyYJxtU0NXm9i6LOhBL2/K0HpP6TN1YXIGM7kKS996o41Z4xyaKerCLKq5KrVu5DeZ0RNh79jIrWAv6rixrpWLWDzsED8MixQ1hFxB5+IJc+677HvH6sqZ91gMOCNN97AG2+8AYPBc6tbEHxXh9zbmAzmUH9GxrrPyCplbkNKs0oZykyAWpDyfeKDJePXxIC/csoPmrlhby8ux7Eowjs+LheX61Rf2r5NhPTb2QA9yzzQCPJzXuvYkTBUiZHJ23oqMFdoAA1gfcA5Oy+fUs2FSh3T7HH9J3gYv0wz4N0T1fPGqG6BOZExuQ+44IXvneesOyrbxrHvR4qsXlxK1eD/Kd6Zc/kicsokr2v6P+Der06WHTOg01clWH2m8l+mUWT4+LRlcJhVymASvf88Xa5lApFE7SbbLOpbmRB4TrcoNXo3VCte36IGT8+JIw5mm9Dxy2L8kOH9l5t9VSdfq8FzBMEcLl7LYCKDaIIU5w/fnGOdN9YjzOJv6W68k9xTHh8iwF8lQBAE9IiSLp+jvPV02bPuuFPlAh/OyrfxfPXOdsb6mTzHDyWvsR4TJJTLkefEyYNsyzEvWAnh1dM63Kwc4RpAY75zyBtR/Zy1E5W7UA2edW6YFRhq9svaKDJM2qXDrL16XKqGfP4rNhNfcBhlU5WkFzKUmrubqo6oKNRbJu6U5KzzMHheY91PALRuxn48Z72kBt9D1py26m+rY1Lsn8RB83vv2M3K34c/XzThUjFDgwBAJUihvtVhPF+1GvTSu4yo6fAyoZURl6soFjX4aj/0P4L1aUb8nc+wPs37xjqPCOJRtL6qs14OAWBGQKyGidbqxGQEsksv4Nfrq2GCHiYfBJjWeWM90RyOnuYmFN5aXI7D89btFeFFq5B5p551q/JtjuBK8PbGurMweO7hcxQCz2nkoHxbuqwEX14IzxmCIMjedRrgVD/25QIzqsGIsBZCdFT+r6ZwqZhBZ34cLzh5tqoS+3C0615+Hk5YGUaZRZ7Xhza4eImmmfu4qADBZTkf7lm/VsqgN1nSb0I1cNuHBMl5jzX3HrLmlFV/625Ct67BJ3pvVoFRveqUdBONa+Uvv1uqIxT+Sh0Jg7cXlSX+mVSlZ91TZIG5f0jfXd1YIt6qwXli7hvbR0pj+hrjWVfVzvJtogH4/OI8fHh+Bg7m/UCedV/AjW934b2OBON6mkOIDmbbbptVYgmZt65naU2CLDBX/rgmkcneik71pWO0Nhvr10qZwwczy9yJO6qxzonjOesO8p2V5qtzPBWZKzKwKhnUERbPOi8BWB0569YG+pXimmu0WF8LV5UWqoosu3A0b+etn7RKg9GLnhk036UbEbm6GC8fcpwiYFGCd90XRAUIcmTNlRImR1q4y1cHrNXglbbat1inHVXHpNg/Ca63cqOSA8X0AhFbLkozbBPb+jvVVqlqCvXMpgyVtyfafMXD20rR4n8l1fKeILwLf78oFYWrSqh0m2u4I61anATmvrG9WcvqZg2REhLMaunVldMtmqqniodoBNQbO2Dkgj+RdS4HokkKja9O6ryxzo1Ud8Y6D4NvbuVZ79pABZUgefOsQ8vtQ+Yd0cS8nxs6lMuXP1cgCTYFqoGW5smBMI0gh5868q5bPOsKSi4Vlx+ANnWh/uwIT0TmGGO4ZUMJ2n9Z7JVyU3UNbqwPbixN5Hgjd9kea+Vv+7Ih3oAxhtl7dZh/0LO3kLVBdcnLL02dieGGuXk8rcXbobsn7TQrPPnuf8k0Qi8CLx3W460j5Q32swpqrAOS99w6b50rwQcrECriOev/FK0LX3jWn92vQ/v1xTWmHI8jigxMDsmt7CTsx2cMYAAGNVKjeZhKrmbibc+6fT92rbT2GbMiY9iYacLVEoYX/6ylyk91CD7eivaFZ10Og6+5/ZKvKNAzeYyUXcq8ng7H+8YONcyzDgGAWD2lzUQTQ85ZQF/k/WOZjEDE4e4IKK6P0r+CwarpHK2p88Z6guxZdxMGb6UEzwnxF9DBPLNl7V13FwIPAOEaAWHmmUr7UPij5nz1jvVVUFsZ+9y7ftqByJx1zroz4hyEwVfUs+5JGHxOmZRrf1NXXhyN8AzGmJWxLlk+GYVVp8jsDOsJHm97vABpIL3ihAGvpxqQr1d+POsQtItebid/YWpUlhxvb5dvO2F+9rld7Im3LM3q2fu/A3p8eMrWRWJRgnf/WrCe+CuyCoN3R9A/KO/RKDIbfYjq8KwzJgmtnStg2Hut5pZJtI4Iq4xnXW9iWGMWqJvSVnohcs+6t8u3XbWLiqmNAnNXrNKCvjhnxPGbNfeequ3oTAyTdpbh078r3vnVBM960T+g765u7B1o3nSg6ExM7qt4GHxNiVoVhOor32bSS0JvhmqIKtDrDdDmNQAAGHIEn4T613ljXfasKxSYsxeM6xldXmRONuzdGMDcu24vMicrwUfafj2u8tazXNRY51h7w7hxZynb5qFnPUh5GLx11MLFaggRqs1cL2PI10sTmLc3kjzrBQYgV2GHlVYgosUXxVhyVLmXpcTIbMKsqsOzbn2feKJAb21QeTsMnhsTsUECogO871k3iFKpLAC4NdbzqAquy3FnvLTt9N91WH/O8saRw+DD3A8Euf7FxSJLGLy7GuuAtRp8ze8H0gsthg5QPZNiF4oYCsxfiaMUqZpChtXzWZkIgB8yjMguZYgLEjA0Qbov44Kke8te8biqsZ90rI1h8Oet+gcG4PmD5F33FZsyTVh71ohpv+kqLH7K79FonxjrVLrNGfZVmpyVZK4KsqydBGaHYKmpaqLVVCoVkpKSkJSUBJWqguZhNdUhN+oA0SQZ7d4mJ/8aAvOjAQDiDS3AyLNe7XAjNbOQORVhKTYw2Si195b3dCAyxw17V551wFoR3va4R2RxOVtpZZfGuvkBbugiPIrnrJeZpBwXxphD4TwleBIGbx0+eqkGi5P9E+Chyk1CBNTTWoT+lL4cfs404mIxw/pzynsa+3Dy6shZtx7MuIt6seZCNd5rV62M9Qbm78GbOevn8hkMouTh6Bsj9Q1KPevFBiZPsnzUPwCPtfMHA/DoTh02XpDuBe5Zbxnhvi+wDYOXlrkr2wZYFIVL/gE563wA1iaCD1ItaszewlpZvTpyHyuK9Tur0CB5yCvCqlPSjTChjZ+cMhYbXL1h8Pw9rFR/5Z8Ef7+3DBegFiSDcU8Wedd9Aa+eoBeB11MrZmHwyeAGPhGYk37/EyZaq5tT1ehZtx53hGskbSygakLh/fz8MGLECIwYMQJ+fn6Kt2MiQ8E5I8puiNVmyBr1ZmO9GjzrVy9lQyVKAxz1jXCIIqv2WuseWWjvvfceOnXqhLCwMISFhSE5ORk///yz/HlZWRmmTZuG+vXrIyQkBCNHjsS1a9ds9pGZmYlhw4YhKCgI0dHReOaZZ2A02p71zp070bVrV2i1WrRo0QJr1qwp15YVK1YgMTERAQEB6NWrFw4cOODJqcjEBQvQqgEjc+715QPielogQmvvWZcGzYeui7Kxz1+QzdwYwBZFeNsH3V4JntOmnnNj/ZoCz3qAn4AGAdLfV4pF5Ooge3ESKhwG795YsDa2qtLbyZjnatj/dHhYLq+DzSNDlIboyoqlHnwPl+2M8+rwrGdaGdoeedatnmFvl27jkxaxwYJcSsebYfAnzCGs7eqpZKHLDIUGXbpVH1Y/QMCyWzR4pIUfjAx4ZHsZvs8wyoZocwX6FY1DLGHwhRURmPsHeGd4FEOXBmp5otPbIl3Hblir/ddcz7q94nFFSgedzhOx86oJKgGY0Noy08Mrmng7DJ571vl7tlZ61s19Z/84Nca3lgbf8w7oqkWUibDlz+uWZ2b1GWOFVMN96VkP9rdMWhK28HEVTxXwpiI877figqUyzbzkcnXnrZdcNeHC92X487kCbL7zJnb+Kw+/PZoHiKxavN1GHcDE6gmDz8nMk/8OzG+IIvGGR2HwhjIGowfpnI7wyFhv3LgxXnvtNRw6dAh//vknBgwYgHvuuQcnTpwAAMyaNQs//vgjvvrqK+zatQtXrlzBfffdJ29vMpkwbNgw6PV67N27F5988gnWrFmD+fPny+ukp6dj2LBhuP3225GamoqZM2di0qRJ2Lx5s7zO+vXrMXv2bCxYsACHDx9G586dkZKSguzsbM8vgCC4DYVPk0Pgy1+u1hHS7FapCThu9oqcl0Xb3ITBy4rwli8xq0REVimDAIt4BId7eC4U2gpYmEQme7hdGeuAJcTwUjGTB54NAwUEKRCHsoYbJ56GwVeV6JdRZBi1tQwJn5eUU+SuzZQ31qXfSsWvuAGSq4PiXHDuoQ435yRXR876pQqEwetMzKZtN3TerXvOU09ig1RyDqE3w+BPmr+79vVUSDBP9Ck1HtPMERncEFcJAj7op8XwBDXKTMBD2yRLPTZIUBTObl0G0pMw+CDZO6Oo2VXK9xlG7L6q3Kto8ayr5JQmrxvrVjnF1SEcCQCbMo0Y9GOJR5Ni9m2rSM7kR2bNhKFN1IgPsbzr4qrJs85z1pPMEWx5+opHCNRU0gstUX7PddUgQA3svSZiYyZ516sTk8hwOEe65k1DBRhE4DUPvetG0SJo6hPPur8lMpNKAdrC3xUDzamJ3oyK4ulBXNujnpbXWq/8vhlj0Ov10Ov15Sb0DEUMmT/rcHxpEX598Ca23ZuLI4uKcGW7Hnrz+KL0mghdrlg9xnqplCMvGryrzM4YQ/7lEvn/wPyGuF5yyaPogfzLQJHn5qkNHhnrw4cPx9ChQ9GyZUu0atUKr7zyCkJCQrB//37k5+fjo48+wpIlSzBgwAB069YNq1evxt69e7F//34AwJYtW3Dy5El89tlnSEpKwp133omXXnoJK1asgF4vfbsrV65E06ZN8dZbb6Ft27aYPn067r//fixdulRux5IlSzB58mRMmDAB7dq1w8qVKxEUFISPP/7Yadt1Oh0KCgpsfjjN3IjMuRKMUwkCukfxUHgRRQaL4ewuDF4u32blQeFe9ZbhgjyTyYkKEBAppUvgbyvvek4Zg4lJecxRbmZcefjqlRJmUYL30KsOeCYwZ2OsV1EI9XMH9PjhggnZpQw7r9SdgYfFWJeuf4KnnnWr+0bp7C8XJOT3+dUSBpOXX9aXHFRXcEdmEQODZBDyGW5vaiTw8imxQVaedS8a67zGert6KnmC8VKR8/Qda3iIu7XX3F8l4LMBAegfpwbfhZJ8dcBaYK5iYfBlJlToHtKbGMb9Wob3T3rm3rlYJOKhbWW4d3MpdAoNMv6stI1QWU2Kefe+P+oDz/rKkwb8liXiyzTlow/7yJwbHg4US40Ma89K3+HktrY3TqyVHoo3jQI+sdeunkoWbKyOWusLDuqwuIJh0J5y3irKr1GwCtM7SNd6/kG91/twwsLf+VI/GeQHfNBPCm/89IzRowkyrg0hAKiv9YWxbvm7pnjXv88wYuCPJXj+oA6pOSafRIwUG5hsnA+Jt4j+eguLZ116J0XKxnrlz91gMODVV1/Fq6++CoPB9kvOO2vEzomFyNxQhuKLIgQ1UK+jH1pNDESf98MRYNbvKssRYTLCq98FExmMOkCllrzr3qx7zkxA8TXLAVSiH3JyshRPSDDGYCwDjJVMoatwzrrJZMK6detQXFyM5ORkHDp0CAaDAYMGDZLXadOmDZo0aYJ9+/YBAPbt24eOHTuiYcOG8jopKSkoKCiQvfP79u2z2Qdfh+9Dr9fj0KFDNuuoVCoMGjRIXscRixYtQnh4uPwTHx8vf8aNamcdZ7oTcTlOL/NNeiDbJD+kkVpJ8d0VXGDO2qA46iRfHZBKJjnKW+fe7ahAAX5OSsVxGlmpOKfLSvCe3wbRQbxkhHtvxHkb0a/KP8Drzhmw7Jjl4bHO8/Qm688Z0OmrYnxz3ncJtzxn3d6zrsTwziljNjm3Sg18bjh3i5JKFZoYkO1l9VEbgTmFL74Mq/uZG5NVNTnkiCsOcta96VnnSvDtI1WIDRLgr5LSdy4riHRIk4112/4hwE/AN3cEyEKZ7SPL9zuOaGTl/czTeRIGb/m7Innrv2eZsC7NiIV/ehbKeyJXhMikQaa1QewMkVnE/NrUUyHRfN28Wb6t2MDkKC5Ayo+vDjEn3necy1d+btyzzr9PTz3rX583IlcnTVgPbmR7z0UFCFAJgMi8azxzz31csCBrsHhbEf5ysYjXUg14/qBefm68icXRIJ3f0501iNBIz8P/PNAtISrHn9clh0LXBircFqvGoEZqGBnw2l/KJ22uWynBq92M87yBVi29c4CaIzL332N6/J4lYnGqAb2+K0X7L0sw/6AOR25Un+HO3xNRAQK6RfHxWPXkrANWnnUv910NOvuhQTc/JNwbgB6vhWLI5kj0XRWBNpODUb+zP4JizMb6NRFMlPLJvYVRLxnpgp/ZWPfi3KfJCOhybJfdzMpTfEzRIF0Lg65yExgeW2nHjh1DSEgItFotHn/8cXz33Xdo164dsrKyoNFoEBERYbN+w4YNkZWVBQDIysqyMdT55/wzV+sUFBSgtLQUOTk5MJlMDtfh+3DE3LlzkZ+fL/9cvHhR/oy/yJwZ69xYcFaLvIc5b/2PbJM82HLnVQekOuwAcLmEwWCe5T5y03G+OseRsX5VrrGuPHz1ilUYvKdl2wBpMkKtwBtRYmQ24YyXiyvnlT1yw4THd0tunNbmtABPjfWTN014+7hevuZK+eysEWfyGB7ZXoYFB3XVni9vEplsdLUol7Pu/hrYl/xTmrfOQ9ITQlRyRMVVL4fCW4vDXSxiiryhF+TKBoIcVuvNWuvWavANvJyzXma0GHLt6kklHXkajZKQO76to3z0EH8BP90ZiHf7avFcVwXucUgCk/4qKcqHR3uEKNg0QC15hoCKCRXxgdFNnWeG1Rmr/tK6coczLhYxFBsBf5U0wcFToLxZvu1krggGKWopwpxy4m1FeMaY/Nz8rdBYLzZYSgclmd9TnpZvW2UOgZ/U1r+c4aFWCV7PWxeZRXAxLlhAVGD1iMxZRwmdcaA9U5UU6C2Ts/z+racV8Exn6eZ68ZBecZQJUTkOXucT3tJYcX436Tv47KzRpjykK3i+ui/KtnHk8m01ZJ6HRzrdGqNCgFp6z72eakDPb0vR4csSvHhI5/Wa53IEVj1BTk+7Xsa8psvC+y0+YV6/Cj3rrhBUAob+GIH2M0MQc5sW/iG2Y4nAhmZl+usmqbSZwnuEMYaibAbRg77IZM5XV6mlMYinnvWSmwxGhddLNAKm61qbZUXXShVHD/CJBWasXLk3j4311q1bIzU1FX/88QemTp2KcePG4eTJkxVvQTWh1WplYTz+w7F41p2EwcuhZI47SS4y93c+w19yXpL7S9swUIBGJXkQuHfsiLnGeidnxroDkTk+wGjoJl8dsDzgl4qZ3NFVxLOuEpR5IzLM1y7UH1AJkiewogOiG2UMD2wpQ6kJuKOxGu/eKoWTHffQWJ+xR4en9+nxs4d5e9bCaq+lGjByS5lHNcAry0VzzVx/lSWFgr8cLhQytx1HRRVL+b3ZOESQhbYuezGfVGeypJKozXU7lRhJfMIiIUSFePN97tUweHPuWJxVGHyBAV4ZAJ/JlzzDkVrLpFyCbEAqEXk0e9ad1FAP1wiY2MYf0YHK+gKVYLkXeL5eqJtIIkCKDqpM3vqZPObwb3dYpw0dzHZ/vfiz0jJcBT+VYAmD9yBs1VOOmvuxDpEqWXzU24rw2aUMpeZuUKnRwJXgwzWWd6cn5duO3DDhj2wRfgIwrpVjxWHuNfKWmOWNMsBgPt2YQKt3mZeNdevIDEdCsd44VlSAYPNsPtHBH3FBAi4UMXxwqobEM/uAAj3Ds/t15cpueYNDZs96D7PntVdDNYbEq2FiwKLDylx0fJwV7YN8dU5IDRIItdao+WJgAC6PCcbaAVrck6hGgBo4V8DwymEDPv3buzML1tomEVpB1vaxr/JUVcjCttyzbh57VLfAnD0BZjuoLFsEROWGqbEMKLoO6IqUH8tofmQE86PgiWddFBkKrgJl+QrXNwCqm8HS337SSZVkG6XoAQW3lokb68zS7orgsZWm0WjQokULdOvWDYsWLULnzp2xfPlyxMTEQK/XIy8vz2b9a9euISYmBgAQExNTTh2e/+9unbCwMAQGBqJBgwZQq9UO1+H78BTZWHdQR1dkVrndTrzlDQIE2TvP8/7cicsB0oA33qp8W7GB4W/zANStZz3X0s5rdmExruDiPZX1rAOWl4Yr4zvNfO1ahKvkwX1FSmoZRYZ//VqGC0UMTUMFfDogQJ7QuFzMFA8WjSKTVVk9yReTjiOt/2ySP7RqqQxO3+9LbAwBb8LDVJuHWcLgmoQIECAJHLoLGeWDQ55brDSvip9342DB5v7xFvz+CFQDbeu5TlGxhhs2iaECGnPPupfC4Musas/HBKkQYRVp4o28dZ6v3r6eCoL5DcWfW3cpEGVGJk9a2IfBVwaealAg56wr27dcvq0CA74zVgalJ55Ja6+xEs86H4C1jbCNYLmoUCOgInAl+E71VbIWhbeNdev939QpM7qtJ8UizQNFTzzrfJJ0WIIaDYMcv+e8Xb6NizRFBwrQqAVZXdvbOevWfa63Pevc+WA/FgnyEzDP7Nl97S89Cqpxwrkm8fZxKZ3upUPe1Q/QmZhcjpd71gGLd/1/aUZFEzc1wbMezD3rNcBYt9aoiQ6UhFFHNffHl4MDcelfwRhvngj867p3NY0snnWpL/NU/NVTLGHwVZ+zXhl4GHxptgjGlJdvM+qldT3J6TbqJCeO9T6UYtJLRrZRoc6KyQj450ZK/zS/KR0vR604esCkByBIxnplwvUrXWddFEXodDp069YN/v7+2L59u/zZmTNnkJmZieTkZABAcnIyjh07ZqPavnXrVoSFhaFdu3byOtb74OvwfWg0GnTr1s1mHVEUsX37dnkdT0k0GzxFhvJe4svFDHoR8BMsg1NH9DLPKslh8Aq91XL5tkIRJ6zCIGOcDGK4sX6uwFIq7qqCGuucxsE8T16UZ/4q4lkHlNVatxa44RMTFfF2Pn9Qj18vmxDkB3x9RwDqaQWEaSxK/tYqyq44kyfKniQlub6cUiNDrvnhnt1Jgx3DA9EoWMCZPIZbvy/B5ovejwuzV4IHAI1akO9Ld97ncoqlCrzVJUaLAm3jYJUsauLNWuu8vF/jEEGOZlFirFvnrFfmXlMCV4LXqqVyaCrBKhTeG8a6+btrZ5VTnigPClwfL71QGtSE+rsXoPSERnZhcErC4IHKKcKfzaugsW7lhU8vZG49qGesQhsBKXpCY9YIqMhkoxJ4H9bRyrPu7TB4+wGlEu86N/CbhAqWEEwP7nn+vuITIY6whMF75/yvWIlDApDD4L1trKdbRe9527N+3kUJ2XGt/NAyXEBOGbD8WPWI3dU0eGUIpekfFeXYTREGEaivtdU96halxl0Jkrjnqwq863xsGuVLz3oNKt9mPWnIJ7A5oRoBdzaRXjRHvaxpZD+x682J1kK9RdA1Ts5Zl/73tWf9Zug5AFLOOgTlYfAmvRQiri9xvy6HK8ED0m+lhjdgVfJN4eRASUkJAvIbAADC20rfMbsRCIjKJiSMOsgzC5600x6PrLS5c+di9+7dyMjIwLFjxzB37lzs3LkTo0ePRnh4OCZOnIjZs2djx44dOHToECZMmIDk5GT07t0bAHDHHXegXbt2GDNmDI4cOYLNmzdj3rx5mDZtGrRa6Y57/PHHcf78ecyZMwenT5/Gu+++iy+//BKzZs2S2zF79mysWrUKn3zyCU6dOoWpU6eiuLgYEyZMqNBFCPAT5PBw+1B4HiqeEOpavI0LNHGUeNYBa0V4y+yrsxB4QMpzD/KTQvj4xIAnYfBxVt4wnUnyBnLDxlNkRXgX3o/zcg6/YDNR4AlfpRmw5KjUQ626TYsOVgZLR3N5O6V563/lWNbzxFjn6wb7SeGf3aLU2DsiEMkNVcjXAyM2l+GtI+XLXVQl9uJyHKV569wASTErlirJWbc/7zgvh6cCljzz+BCVVdSL++NZ56zzCYyLXppUsBZ54QMFuXybFwb81krwHKWe9TQrJXj7QU1laGQ3eanYs85DKT3MJSwyMFws9tzYydMxeXKFp0cccONdtw5tBGCjEeANjwljTO7DOkVWo2fd7rlSYrhkWg2S61fAsy7XinZhdMiTgl7zrEv75f3ZPyEM/oOTBrx6WPk7hhvrjsYifioBL3aXxlzLjhk8SmOoDehNDH9ck/qAtILyEZVVyUFzX9MtSl2u/32+q+Rd/zLNiJNuHA783qzKCVdPCalg3+0NMqze947gpY9P5Ipei4YqNVrSSWXPugeiv57C+61Qf0vaWWQVlm6rCMXGPLx79jGsyp8MACi9ZgIUep0Bs6dbBAwlynLAGWMw6ICLG8tw5PUiQGRSXrjCZ9ikk45nLFO2zdWL2VCJ/mCCCbFt6wMA/G5GQG/SKQr1N5QBgnnYVm3GenZ2NsaOHYvWrVtj4MCBOHjwIDZv3ozBgwcDAJYuXYq77roLI0eOxG233YaYmBh8++238vZqtRo//fQT1Go1kpOT8a9//Qtjx47Fiy++KK/TtGlTbNy4EVu3bkXnzp3x1ltv4cMPP0RKSoq8zoMPPog333wT8+fPR1JSElJTU/HLL7+UE53zBGciczxH0V0OOs9bt+xPoWfdvN/MIlHOV3cWAg9IHrzWdiJz3PsQq2DGNczf1gMWH+JeQd4ZSsLgrcveNQ7xPAz+6A0TppgF5Z7u7I/7m9u67/jExnEFCs8AcNjGWFfemfJ144ItxllMkAqbhwXi0dZ+EBnwfwf0HpU/8hRHnnXA6uXgYmBfoGfydU+Jl+7VfD3cKhJfMhv0jcznHWdVsstb8HbGBwtuKzVwSoxMvg8TQlXyxNClIve5/BXhqp1nDoBXy7ed5ErwVsZ6gkLRszQHZduqgvLGurLteChlsYfeGXuvr1LPOjdA44IE3G6OKjnoIjSSMVYutBGwpEEpFZn7Os2AN1OVGVeZRQz5ekmPonWESo6a8Hb5Nnt1e0886wmhgmyse+JZv15mCUF3Bn+uvCVkKT+/wbbGurerXFjfO+mFDGUKjZ4iA8NTe3V44ZAeZ/KVbWNdY90R9zZVo3WEgCIDsCer7pQ/BYBDOZYIuxKjJVLKK8cyp911jyr/PSQ1UGNEohoMwMuHXXeINcGzzvvuwhrkWXcWGdosTECIv+SUOqvwmfGUs2YtmXpai/OKO+C8oQh/1a7GOmBRg68Kz7pKpUK7du3Qrl07qFTuxwtHcrfjmb96Y1f2FyiJuAoA0N1kMOmZYtE3A6+XblQWJi6FsTOcercYF74rQ94pI5hJ+eQA93QrVZG/liGFvuvCbyCyUQQAIDg/DrnGK26PyUQGk14y1gVBOteK4ljdxQkfffSRy88DAgKwYsUKrFixwuk6CQkJ2LRpk8v99O/fH3/99ZfLdaZPn47p06e7XMcTmoWqsPuqWK6OrqvZaWs6RaqgVUMWAGukwMsNQPbWZBYxOQ/IlbEOSN6ev3JEebDKFXOd5f9ZI5iFof7Or1wIPOBhGHyYgFIjD01WPgCd+psOJUZgUCM1XuyuKfd5x0g1AIMHnnXLoMQTg1NW4LS7xlq1gHf7auGnAj44ZcT2yyY82EKh1eIhzox1PrPsqqwUv1diAgU0ClYhKkDA9TJJtyBJ67xcl0VcTjom90R5K5cUsAuDd1OpgcNfjOEa6eUVYD6lYiOQp7eEilUVjl6a3irfVqi31HF15Fm/XMKgNzFo1I77HFkJPrxqB3l8QoQTotCzHmT2zniq0svv4dYRUvpJZhFDiZHJ+3MG15RoFaFCjyg1Pv3biD9ciMxllUqGs0qwfdbk50xBSoZBZJi0S4dSE9AnVo3khq5L4vH+q02EChq1gCah3hvwWcP33ylShaM3RWXGOh8kh0haDYBnnvVrCjzrMV7uZy6bn1/en1dHGLx1ZRQ+VjhXINpEijnj+E3JKACAYzdMcsSHK867cTQIgoCuDdQ4k2f0ev58TeP3q7aTE2n5DLFB3jkWnxjsHuX4e36+mwYbMkrxTboRx26Y0NFB2V7AUmnEl571UDkMvuZ71lWCgA71VNifLeLYTZPNxGtVwR1mbSMsUWsW54kXPOt2NdYBi2e9Kox1Pz8/jBo1yu16ZaYifJ4+D1uzJJswJqA5ClQ5MPqVwc8YAP1NESYn97E1jJnrpftZQtP93IzVjHpJxM5oHhMVXzEhor0/THpArWDobSgDBHN9dqPO/fFyLxdKx43MR6D5PR6YH42c0nNobmzqtq1MlI4HSKr1oolB5WSs5oqqv3v/oTjz4HHj3Z1nXaMW0LUBF5hQXgcz3iq0Ug6DdHOT8xc1D9WUw+AVzrg2snrQndWOV0JDN551k2glzheqshL9UtapGEQmh62v6Kt1eE2tQ53clYQziQypVh74KyXKy8hdNncM9t5EQBr0DGpsFjPJ8c6gR2eyGGwt7YyuRAUeVv5S4dUEEhUaA7Kxbj7vRtWRsy4f0xIGn17IXJbKs85fA4BAPwENAsz788JL017kBYDXyrdxL29skMWTCUjPX4BaqiZx0cUzlWY2wFpUsWfdXsNDeRi89NvTnHVuUPRpqEak1rZsnMvtzOu0ChfQy1xe5s9sk9P7iferzcMEaK1eqkqeM+t9cM/d1kvuT5SLy/G0Hn4fXytlKPViyCkfUA5uLL1zlHigHHvWlR/TEgbv/H7kk4LeKt1m71lvWA1h8LyvDfO3TMgrrWhw1Oq9pWRi2igyWZOmmQtHQ+tw3o66Zaz/ZhdJkOalKg8FeiZ/x4486wDQIVKN+5tJneJLLnLXs2uQZ93TqChvwN/5rsbmfHx4VGHkpafI6VIO09Oqvi+xT98BrOqsV1PO+qnC3zHnSLJsqKfEPobXk/YgJqi57F0vyzYp8qyLRqkGOS/BZlTgeTbpgMIMy/NbcskkeckVHI8xBmOZ+XjMvTAdExkKr5hj1+uXILCBCkxlgkr0x/Xr2W6PyZXgBZX0UxmROTLWzTgNgy9UHkLawzxzqjQEHrAIzKUVMJQYJQXslm68+Na11osNFsEJJWrwgK3B6U3P+qViBoMoRRo0DhbkfFGlta/TCxhMTBKkSnCSV98sVMrhLzNJpTpc8Xe+dI2D/KRcfRNTXkbuslVNXkd0MU/UnMwVPSrdteuKES3/V4xf3AjUnS9gEJkUamw/KaMkR8o+B1cOoXZjyF60UoIHLOefp1fuGTWInoWiW3LWpTxhtSB5oVwp0DuqbGDRSPBGOFr5MHglpQwrgqN8dUCaJEpQkLdeXWHwSgXmuBq8p+V/eDRQ6wiVfB8rMTIsHnkV2tdTIchP0uxwZijZPyucZh6UyrNOt9l6yX2IMTfAOpqNuHpay/VUWgLIIDKPwuZFqxrrg8zG+rl80eWkWInRUlYxIVRlo0TsajvrNvLcSldGB3+urpV6R33fftAbZaUG7638ZT6WaBqmsnmHK+GoVT6zEmM9s0h6d2rVrscFjkrB1nZMIsNes7HeO5qPv7xz/odzTGCQIihdRT7O66qBAOD7DJPTUnI5NcBYD6lRnnXzO9/FeJk7vpRGXnrKKSvPOsebtdavOhiH8j64yCBpMXgLnbEU7x/+D145MxTZugw00Mbj+fY/4dFmbyJAHYxITQxKIq4AkBThRZNk7LrC2pgFAL0CY92oB4ouWBnrV0RAUB5Cb308k5scctEIlJnTWPzqG6DyF2CKkGrM5WXluz2mSQ9c2anD9vtvIu+UATBVPG+djHUzzmqtKw2DB4AJrSWFVWe1Yx3ROFhSoud0rK9y65VvbTVQ5YOOID/lg2VbY73ynnVnxjq/domhUqRBvLkTyypligxa67BvZ8JYapUg5/Eeu+F6UMxD4JPqW8rIKQ2F5znrjjzrgJRfXV8rqUWf8ODF8PFpIzKLGN464vqpd3Ut+HeYWeQ8UkD2rEd4llfFrw/3qIf5WzyjSq5dgZ6h1f9KMGKzctfbJXmCQAV/K2EvVyJzFm+fpUuLr4BGglIcGeveEpiTleAdhPEluFGE11tFZFR1GHzDQEEuV6dRwWkYvj38/impoGe9VYTKpg90B1eCb2Wumd7NPLHmrITbaQf56oB1uon779faWP/zuug2p/uolRI8YJ6I8TBv/bFdOrT8X4lb8TxOVolU6UQtAH1i1PBXSZOeria3rL3DERrInnUTkzQw3MGfDbUARLoIP4wy31sMyidUPYE/v7w/5waQkUGu+lHVpFu9D+11Z9xxzNqzrsBLKE8MhApQuRCVtJ408KbIGidXx7DxgtFrgl9KOHJDRKFBSpm6p6nUGaW5meivKLxMbDcnXnVO23oq3J0oGZaOxgJ6k6UajU8F5njptiqU5inQM8zZr8Odm0rdauhwigwMOeYhhSuHE9c08pqxnlv+XeHNWuv2NdYB6T7m/1U2FF6v12PhwoVYuHAh9Hrb+/BE9h/49swKMDAMiB6HN5L2o0NEP/nzCP8YFNeTjPWy66Lk7XZzn/AwcQiASqVMZM5QChRlWHZcfEkStFPiWedK8EpzyE1GwJAj9RHaKAGCAKgipRuvOLvMrbFu1APHN55HyWURJ3+5AKZwUsERZKyb4cZ6VqllNqxAb+kQ3IXBA1JZpeOjgsuJoLlCoxZsZsnc5asDQItwAX6CFEZ62JwP1TBQUKz0bB0GXxnPOh/g5JQ59n7YC9w0CICcS6zE0HOWo22PUkV4PoDu0kAtD9KUGuuOcoWsEQQBnRtIJ/eXByFXPJ/t9ywR2aXOt3N1LRoFCfBXSRUCnKknl6sFqjCv6pJd+L+1yJySUPg/r5twpYRh80WTIjGlAj2TB/3c2FYiMufas+7FMHirZ9dbAnMnHIjLcdwpwl8okiIygvws5bCqCrVKkCe9lIrLAZacdU8UhU0ik5+B1hEqtJKNddf7MIoM5wos2wFAD7MYqDOj9rQDbwlg6SuvlTK3USXW2hgiA3ZccW5AlxgZzpmjBjpFWo7ZxEOhol3mPNzfrioz1vkET+NgKdy/uXlC2lVqAe8vEkKlSUOtWpAnX5QoissiWQGujUiVIMh561UdCq83WaIDeBqLVi0gwjzA9pbInHVKmGwkO/GiWiNaVQoApJQXd4Nyuca6m/d78zBpUqTQ4F0dEs7/HdDhvi1lWO9FIVZ38BD4Wxqq0Srcu571P93kq1vzdGdz3fVzxnITdPydohaqXn/FE+RKHlXkMf4+w4ikr0uw/JgBv142KS6By9/39bRAuMZ5P9LB/M68XMyqvOKB3mTpt+3fFd6qtS571q2iNNQqQdYO8aYifNe4/ni4/TN4psXXmNL8HQT5hdl8HqGJsYTBX5dqrbtTS+c1yAVByut2JzLHw9htPOuXTYrLtxn1lvrsgspsvLuYHBCNAHIkMYvghhqo/AD/KNFyjiYpB93p8UqBIvM9ffX8dYCRZ73S1NMKcifIZ6X5g9YgAAhz0SFUliYh1sa6+07dXyWghdlLttM8MFMaAg/YhtBUJme9QYAUFcDg2ECxF7gRBEuJPCXeTouB6rqNHRQa66nmAXTXBip5wuKSwtxr+9xtR3QxT7RYD9RdcaOMyTP6IgN+vOB8u3MuroUUtcC1D8pf11KjRTuADxIt5d7cedal41qX9+MvCiVllbjnkwGy0eQKrj4vhQFzY91xioo1lrJtli6tItUHlHLVQQUGbwnM8dn79pHlu2t3ivDeKtvG4c+zUnE5oGJ5j5lFDGUmyYOfGCIoDiPOKJRScQLVlnu4l2ysO972VK7ts8KRBobS364MaKPI5BzJoU2kY7nKWz9xUwSDlEZhHSqbYFUpxB25Oku1B6X5x9zw5s8Mnwh0aaxblTLl8IgSJTmT18x9hitxOU6sh2Ui918zKfIsceVvfxVkXQvAMvnsrbx1R2Hwf7tJOwAkw7vYKIW08/fPcTfvunRZ2NW91g7vX6sjFD7VPGHuLW0XJXBxuVtj1XJqUFq+dyILXCnB29MzWo3+sWoYGbD8mG3nyMdXDdxMcnkb3s8XVtJYv1wsYtTWUozaWmbjMFF6D6Y7eN87IlQjyGPco24iLz0lrYDByKSJavuIS2+V3rQ4jWyPV5WK8K4Y32k+kiJSHH4WqYlBsdlYV1q+zagHmIHBVMaknG6T6/rnohEwGRmKrHLW9fkMhmJRkRFs0gHMxGAoFCGozPtzMQ4RjYA6V5qUCIsOhX8QENRQGsAYcvykCQkn58gYg66YQZMdJf1/OQSCSnl9d3vIWLeC5yRyA0rp7HRl4XnrgDLPOmAZSO40e2yU1Fjn8NzxID9lgyZn+KkEeaDmKBTeusa65dhmI1nBAPSck7ri9vC8JFcDGJFZxOW6NFB55Fk3ipY6zc5y1vl+ASnMTgl/2pWP2pDuvGdzF2XAZ3IdeVgdlhexynN3NkgpNTLcMHeA1tEYnpRvO23l+VQipmQtLsdxlqJijSPPOp8EU3KveUKZ0RKSGGvVTm941m+UWRSk7WfvAUvf5CxCgovLNVeQxlMRuGhkqAeTmcEVUIM/Y3X/q1WWMOKz+a6FJbnh2jJcJQ9ye5jzVE/kiuVyL3PKmDzZ0trueguCIA8OXU0cncoVUWaSBnGPtZNe7FsvmZw+Z3K+ut1kjCeedevUG6UD3owCPuCVjsP7lr9diMxdsBNyBIBIXmvdE8+6B8a6kvJtOy4b0e+HUkz/3f2ITR7wBtlGo0W7eJdVBelW6tWJoQI05rQDd98vvz/a11PJ4wN3hsd5eWLA/XX2NH++ojDG5MnDcwqEIb2ByBh+N3vW+8ao0TRUcjgUGCBHUVYV10pEZBYxCAC6NnDvhAGAp5Ok/uLj0wab9wi/J32Zrw5YhcFXUGDOJDK8d0KPzl+V4PsME/wE4JnO/nKln1NK+y4H73tneCsU3lrbxH4i3Bu11hljDtPvAEveuidVOaoSxoBwP6uc9WvSebsLgzeUMux7Mh+/PpQLUykDE1yLzBl1QFkOg6GQASrA39y/lV4VIRpce7ml4wFHFxVh8503UZRplEL1XbwyDGUM2jyptnpkbAT8NEB4nORpF24EQxSZ03MUTUB2+k2oRCn0THO9AUST6Nab7wwy1q2wD7c9bzUT7k34oEwlWLzE7uAvWG7AxLhQ1rWnU30VHm3jh5d6aCrtbXNVa51fP+vZfe7dUiL6dbZAWRg8v2YXihjy9Y73ezZfEuILVEuDcE+M9awSKZTYT7AM6ByRZH4hH70hKsrJO2j27PUwz7rvuGJymrN11s3ERVMXnnJLvrpVeZEQPkPuPEeTe+qC/SCHiAKelW+z9vIp8fhdchDB0Nz84nNWmq5AbxGtsjYiuMFf1Xlj/LwD1LbXhU9c5eokIa2qgNdXTwgRHBrECW4iJLjoYlWLy3H4c+RZGLz02xM1eOuybYDkXefGjqvv94xV6LylzSo0DhYgMuCQ3YTZaavrHewgWsDynDm/ly3pNircFquGVi3d16edTFYdveHYWE/0wLN+ItfWWFcyGLAOaQcUetbN19o6GizSAzXibAVl2zhyGLyL9CDOnixpHSUpAM68U9FB3FivekOSMWajXu2nEuTr7c5IPmI2zDtFqmTDw71n3TxRrsDRYMmf9+5AP6fMomugJMrKG5zKFXFTJ/VBXaNUCPAT5HdNVYfC83z11hGC4sjMQY3U6NJAhRIj8O4JSzywtWfdl4RUUBwUkO7z238sxcy9ehQagJ7RKuy/NxAv99QiqQFPC1G23wyFnnUA6BTpHZE5+9RCa7xRa/2GDtCbT8HeWK8uzzrHpJc8xPzHpAPC1bEoNhvrZdlStJgrzzpjDCVZDPmnjSjNEiUBNrgWmTPpgcLz0k6DG6kQkiB9tyVXTJLSuotJJF4mLudPPZgJuJEqrexKEf7mlUKoRH+IggkNoqOh8gei4usBALS5DVBsyHMa6m/SAZnnLsr/q0R/ZGVeBTMpy6+3h4x1K+zDbeVQskqEiiuBC6+1DBfc1gzmtLHrIGI88KyrBAHv9Q3A9A7l65Z7SrST0EHGmHwdm1vnEXNj3U34eZGByYa0u5JT9bQWpXlngxgemt65vjRQ4i9oJV7XK1azma7E/5qHCQj1lwwIJYbpAbOh8EhLP7SNUMEgApsyy/duBXqLZ7+FE2M90YVStbWxzgn0E2QvuzOvrLWonvWkjic5639bDfwVGetWNdY57sLg+ex1fa2th5fv40qJMqVqpXBjPcbOMxeptQi9VFV+nCtxOcDyvV8tYQ41AeQweDcTXhWlYmHwng/45Frp5vNQWxk7Z1wYl2dlUTrb9vU0e9cP2oXCuxqAAcrKt1lrYwT5Cbg1xnUo/HGzuFwnu6gq2bOuYLLpuJVaeL5emSibfZ3iVgqM9Uy70HnAIjKn5J73xFjn6TZKPOv8e7tWynCtxHU/c4WnsNi9M3lkTFWnsQCSoVpkkPoHPpBX6tHmkzmd6qvQUYHhYf3uVVKZxpPKCpXB2kBPL/COyr87fjNP6vRuqIa/+V0uh8JXubEuPZM9FOSrcwRBwDPm3PV3TxjkyB9PnhtvUlGBOZ2J4e6fS/FHtohQf2DZLRrsHB4o15Tn/e25AmWODotn3f393dFL5ducVQ0BvFNrnY+3ogKEcmKu9fmEqZf0NjhqP8BPAykcvB4QFgPUiwfqNwOatbTkrBsKGYzFosucdZMBKEy3vLfyThvdiswZdUBRprRNaFM/BDeyMtZF1/nuJgNQliNCb56ULMqQDHxX4fPX0nMAALqwHIRow6D2ByLipdypoPxY5BguOZ2QMOmB6+l5Nssyz2e69eY7g4x1K5rKIY52YfBe9qwPaqxGfLCAsa2Uu6fsOwilNdarGme11nN1lln0RKvr11gOg3fdqfAXZ32tJczSFe7y1nmOHPd+N/Kg5vsVWRHddTtUgiCHKbrLyWOM4c9sy8v83qZSuzZklH/yechgdKDgVEzFkiNV/rjOXiruvLIWcTnb7Sy11l1fuwI98zgf7aLsubMckz9/N3VwGHngLH8tLkiASpCE96pSUTrLQa1TQDIg65tzYKsqFP6ki3x1QHo+uMCXI6PO22HwQ5v4oU2EgAebK6+AUZE663878JArEemSPfJ2kxVcZM5eEd7VAAywVoR3fsy/rLQxAEsNc0cl3BhjOOokDJ4/n1eKmduSPCftroGSZy3DLqSd62FcKHRercNRzronnnW5xrqCPt2TnHXrclfH3Yi2ORMLlaPEvCC0xu+XuGABAeYJ+Tb1pN/ujGT+TutUXy2/547fdJ7+cVMnhXUDysKEq81Yt5oEMrKqz+dVAs9X7xtjMaCbhXvXs+5OCd6eEYlqNA8TkKsDPjotfZE1xrNuvnc9Ld22+owRF4oYYoMEHHkgCFPba2wcH/HBklClQVSmzG8/0egKXg7zZK6yiQCluJrY9Uat9StOQuCB6vOs+2kFRLcFolsLiEwUEBYrILiBgIBwAdGRUTAFlEIfUAAAKL0uwujKWLcrwZZ7Sm8RmXNizBrKIOerhzZVI9j8bi25LC1z5bG2r89eeN4sTOci/SUnUzoXfeQNSbHeDwiJl77voPyGuFFy0WkYvFEPFF20055Iz1NU390RZKxbIXvwzC9W6/In3qR5mArnHgmW1UCV0Mpu8OmJZ70qcVZrnV/D2CDbaAE5DN6NoXfWKtdUCbxDdla+jRvPfADNDW8lXlcuQucqX53DJwNS3czini+U8sE1KsljMsJcQmbLRVM5j6Ocr+7C4HLl8ePhjfbRGK688YAlRSDersZ9nMJBNDew+CSwEjGliw7C4EP8LVEAjrzrlnBe23b6WamVV2WtdYtnrvy9WdXl206aPaaOlOAB2zxq+/w4o2gRFvRWGHzLcBWOPBCMMR5MNAZVJGfdfA9bG+s8JN6VZ91RGDxgKzJnPYvvrGwbh08cOZvgshaX62LuC7ix/tvV8hURLhZL1Q/8hPITBFEBAgLVkjijq/6SMSZHFHFvvLuQZpPI5GeCPzfRgQLC/KXjpTm4pqVGJk96WaebeDJBdc2D3NsYhek2BpHZRPC4K23mLO8z2pxK5g3PeoaDsQSfQHJlJOfqmJzm0TFShRZh0j1RanJu1PA+Mi5IQKCCSD1eWeFqifM0sqrAPk/dVQSHN2CMyWkSt8ZajHWLyFzVnTtjzOJZj1buWQekSd9/m8eCy48ZoDcxjya5vElIBcRBS40Mr/8lWSf/6aIpN/kPSO+x1gomXwHblBIlnvXEUCniUS9aIrQqi1Fk8r4cacl4o9b6VSfpOwAQae6DlUyYmkSGab+V4bO/y3+JKpUKLVu2RMuWLaFSOR9zOMJP7YcITbSct667Lrr2dOuB3IwS+f+ck6UuReYYY5K6utmhFdpUjaBGUhuLL5nA4NqzbtTbGesZJlnwzZEnnzGGvCtS+1hkMQQVoPYHgmNUYIIIleiPnBs5TicIjDrAdFn6YkqjpGtSnCkqrglvDxnrVvCQsUyzZ4HPiikJJatugv0FOZwO8J2x7qzW+nknKQTxCsPPea6tYmPdhWddZKyctys2SBKWMYjuDSuLZ919W7gifKobRfiD2ZawfK1aQKdIFRJDBZSagC12Hjh3+er4//b+O8yO6kr3gN9ddXKfzjm3AsoSAiFACDBpEBjDgGEGA7YRxvbFn2QbBA7c8Qc2Hpvv2mYGz2OMr/EljD1cbN8BB8BgECAnkYQFAiUkdauVOqlzOqnq+2PXrqpzutLpPh2kXr/n0QNqnVCnumqfvdZ617tgZHIPD6lp/dJJ08irseNFnLO/h21myxsyeOdEh9iEnlUhwS/xudpuSgZDBp9+rE5SeKf+NaPdYXJk8Jnk0mROVVVjbJuDl4Wd82zrIHerDcruqpCpJFs3+J6YESSak5Ric2e3ATs+aozezLx3TiuTIDPuDH7IQv1htQEDjGus2caYcU+vghHNXE5UqpcWS6iJ8HtbmFsJRGC/qFgaI21kjKHBZTQfwJNqvXGeFLuqiSf93Da8R4b5teGXjOQbY0wP3D60CFzE9ZXvTx8fpVfWPRh0iUDYkwxeu2bdRrft7+eO/wK3fm47pZRdS1cuaLYwqxXJUyePAfF91hhlKAryNqylpuq65XvpXjHe7vnCgJHUnMzqemZyYapN5vb183aygGT4xABGm53XynrroIIVvx7C97fb77ibB7iPil8aq5jxwidP8aE6wnBkSMX/3ZfU75uyaZbBixambCrrP92VwNFhFQ1RhlsW2iuwvLaFdMcMg7vGqPv5kBjTFSnv5ahv/UC/irjCPZAyiwTA5MxaP2qj6APMlXX313m9Q8HPdidx95tjr1+fz4ebbroJN910E3w+72o5QUmwOm3WeirhIGmPA/2tRoN64qgfySHe625V7VZSQDKhmirrPr2yPnRE4bPWnZIDMWDwoFEGj3UpSAwqUJLWvfWqAgy383+QymJ8xroP8IUZlOJBAEBfW7/teyZGVfjbuBN88KwefgxHItq/2R+nHTMvCp1GavMYgjKXaL3enkJS5ZVPq5tjJmCuFk2XDF6Y8mTKjA0n+PRLTARhvXHnBd/rjHWB6OV7v3ts9XZ/v4r+BDcEExUzv2TM8XUzmTvikNHMRBilbD/uXEV+S5PIiaw7YwzXaNX1TFd4L+eiMswQkvkIOHMVWWxkI76xFXK3vqrDFs7sgNarDX6fOG1sxZfu0hJJl2E7bQZVVbU0mAMMo6QDFokF3aHaIlgXfhBuHgnZYCeDB3I7vq1thG/4JDZWxm3GTiGxX0+YSdM67ieTvCznrItgvDYv3WRvocvmTlRb6/PGmsVFfEzvERd9632mto1MFYqgKSo2q9AnJZgR/eorS41zzhjDJdqm4uUj6cG6CLhW2GzoRTuI04ZPJHQWFEr667hteEWCrj6a7sPhZDJnvs/M1RWhJvHiRNyZRe9ttW74pjoaNu7KSEy4GUm59aznsmVG0GxRCVxQKIGBBx9264VwfV9u8jPQe3C7rRPC45li43Yv5QLRsy4UMftyWMn2gpDAn1khpSkOxHeT12D9vw8ksadXxTfeitv6UAjjSpGMz5agzPDFZTyr+YN34/o1Of2Vdf7+Iyl4kpQPJVT84F0eWd99WsDxXCwu9nYNiu+5qrA35QjgXMwZD0ICv6jY/rs117PWRc96tVVlPYtWJLGOd4yo6M+xkqYkXGmatc77yFWbulUyBgwfSv9Z354kwKxN5lIxINatItGvAgyINMgIafvn0U4FSkJ1DIITo8BQa/rBDB3ix2glS1cSQLyTn1d/mQLZz7/LZR8gl/InDHbELIN1VVVxrK0NoYEyAMCSixoBAMH2KiQw6ii9t4OCdRMSY3qFUmyqGvOdTcWmE7G4MUyf8YidDN5uzmtBwMg4OkmTsw3WTynkiZahpNHDLBBV7uUl3FxO4HXmu9jc1XpI2iwqkhCSucu6U++VqKwLoysAuFqrij3fmkzrGd3nwRWfMWbqQTe+HESFbWHR2C8Vt8r6EZsKlF9i+u/dSaIqAvNFRZK+GXQK1rtGuTkfs3jPzEkNZpz61+qymD7gFb13zOJLsyyHlXUxjmtegdHnaoXd71Fcf/MKZ9b6JXrWhz32rAspe2brj/h716j1+RZB/ik2VXJRXRN96+LarInYe0OEfEYV0moT9k6GN4bArm9dbB7tpoAYv1v7+0YE/EtLJM/9x1Yj2AC3YF1I4NPPTYlHcyNVVbMyyioLMfgYl+U79ZGLYH1tpbfeVKNCZd2zPimVde3cmUephX3Gmu02KcCczHHzZ/E6Y92MVwnyeFFVVa+kX1bPF4CpdoQXqpZzq9LvzbkmTxQvBl3vmPxoPvtazHLteUvvV89OAm/mc4v9KAzwUYoioTjto9tMxVYvniMPf5BAx4iKOfkMn1rgXKn1mjDKpl9dIMb75spkTtwndgosILtZ60lFdZ3gccxm3QKy61k374WcRpCOh5Kweda6Vu22uU5ivSpS7TwY6JjzFgCgd5e9yVwyDgxohaxIrQRfkEHOY5DD/EtipD2FVNxe0m7ud4+FewFwgzs7w7dUElCOcwlZpNwHWYtbJD8QKNc+Q5cKJTn2PVNxoGVvM39M4XE0ragHAIQHynG4ey9SHsbMZULBegaigrdZ21TNRAm8QGzMysMsLQidSmxl8A5zXkWl9pCDFN4I1r19Lp/EdMfs9zMWZPMoJTPG+DbnBetwFjJ4n8T0LO67NlL4eMqY+X6G6cv8zAoJ1RGG/gQf4wbwRcDrubDqW3eS9ZorslYLnC5JtwhKvcxaN8ZteQvWhey+MszGZOANGXz6+6mqaht4mI/9cA4r66J3zEkGn4sNv24uZ1PlFcyxq6zr5nIzaw2LZOkGrzvBZ1zDeX6m92hbSeHtzOUERt86v9d0czmX862bzFlsdDLbbQQX1frAwANr8xQFvXJqF6zr49scKusi4C+W9GM/6tJ/LNaITD8WscbstQrWM0a9CYQbvFtVpy9ujB4q91AhlBgzjW9zCNa13/PlDT7k+fh7WMn4AWAgruoS2jGj27Tvsv4ELCcrTARxrWRWu93WRSHbPbXU+J4QgYddb342M9YFizz4P5g5Pqrib23OrV5mOkb46FQGI3E11TJ4q351gK8jQmVxwEMVVPSi5/v5dfk//jQ65vtzm+4EP/61tyDAcNsSXl0Xrz7dBnNBmftrAPxecqI/ruKB93jZ8RunB3T3fTvMMngnVaKVSsWNyaqs23mbAN5nrb/RnkLho0P413ecG5mdDOayqqyb9t2Z+6l4PI7vfOc7+M53voN4PPvG6rK8ar1nfbRDgarYScxV9LekAJUhFu7D0cWvAgB6dyd0k7lMl/ZUzGQu1+SDqgCynyFP61sfOcrfz6qHXEkC8X4Fo1oS7fDSlwHw/ncGa0d4JQlI3fkAgGhlBD4tWJd9QF4lvy9TXQGo6tjPmIobTvKp6m4EojIShVwK37qPO8I7udBbMbN2cTMAEZyLAC8bKdlUc7ZWlbUb6zQVmCvr5gX2gMOcV1HttKtoHx815mZnM3LKbkF+RzeXS/+SFsG3U8CpqqrtXF47dEd4m83Ujm4FsRTv+5xv2lBJjOk9p0IK3znKDagY3BNHVnLoXabqdiYi0BlKjpX0jiRV/WeZ/eOAu8lcQlF1mePCIslkpmR/rkXGt86iD82ust7j4nwsZPC57FkXc5+tMty5rKy7OcEL7DL4+ti2GRasmyvrXuaBG0H32N/vAgeTLsNczvq+FS0of+9SEE+pxgbMoVoCmJMjGdl0RcW7GeZygrIQ0wN4odoaTqq6N0fm2DaBl8q62degMGAEHk6JMbvA2xjfZtVu4lxZdxvdJqS8BX44KkXM6I7wDmu0uE+WFEumqrN1IHlk2DiGzHGDhQHe9gYAHTk0mUsohi9C5hrl1KebVFT9s5ll8MuKRfuSdULGqj/eDS+TFcx8/k+juPD3I3j1iDd5jFD5NESZnnw8OOg+5SBXHBxQcHBQhcyAsy0M33QpvEsCoSem6nub/740hIAEPHswhZ/tNs5DUlH1PccZE6isA8CGpX6ETC8x3aPbGGP6PujuN+OOCpYfvZ9AdwxYUMhww3z3/ud5BUz3tnFSwhnmct7PxbIS3nJybFh1TaT/5VgKF/1uGFvb7ZNRblNDzMfn5gj/xN4Ekirws11Jx+/DYzZKRyC3lfVEIoFEYhyDwAGU5lXps9ZHOhQeyFq8VDJuBN4D5QdwvG4HAOD4zlEwCVCUsX3riVi6E7yqApIMhGvcZ63zqjx/7kh+Jzrn8kr+QHMKKrPukU/FVfh7igEAJVWFkDSvHSYxFNfwIF46no9kKjnmPZNxoP8g30AH67S1oWYAANDZ3M2PM8tcyMzaxc0ARAVPXM6T7QQ/EZaUyHjr42E8dUlo2o5BVEhSKvQAezRp9H5aBZhu1c4PTb2mXufOA7DcqKmqqsvg7Svr9gtcd4xLswHv3gVio243vk1U8s4ol8c4a17TxJ/7+4NJzRzO2OS4bXCt5NC7Tb1VmYR8xsY+MxgQ5yTiA4oshhS4zVo/0M8NrPJ8/Pct3t9LZd2qki/uy8ND6WOl3PrX6j22OnhlJKnqJi5WGW4hU/QSrPfFVbx6JGm74dGDsGLnDZ9I0nSMpDvPGsH6zFrDRM+6Ct776IadozuQbtKViV1FXnBKIUNxkN/fO7oVPVBx2oABQJN2PjPHt+3pVTCc5Nf8AovEgqgovqyptnb2KFBUvobaeY64VdaTipFkEEkdL3JSuw3vfC1Y7xxVx2z8DlrMWAeMyvpIytnhP5t+dUG1iyO82ZU5PVi3/uzHHPo+GWOTIoU/NKhCUblnSqYaxylI3tvLk7pRf/o+pCTE9DUy02QuljJ8P7wazAHGNXPAYWyfYDSp6u0cf/ZYXReS93mFXD2W5+P+Kpkta5PFX9sMxUu+RYvLPD0Z7Hw8omI+t4DhIzU+/OuZ/MvxK1tj+v22W1sHon7rdSAbKiMSbl7IowS/BL2FcDr5t3OC8EvAr/Yn8elXYpZ+Ej0xFQ/u4NHIPasCnlpJfRLTzf6c1y6R+PIevkT9TL8f7BJ5gm+8FcNf2xXc+PKoZQIypaiuU0MAQ+nnNGtdVVW8eIgfT9uIajtFKKEYJqtOlfW+uLuXQLqnUW7VLeVRY9b6aHsKgGopg0+ZgvW+iv3ornsfABA7KiOpna/M/vPEiDHqLX+ODFUBmATk1QiTOftZ66mYEaz3VexDX+WHAPjPhCN8JoNHFUiKDwpLobSiHLJp4E1JfQEAINJbhZ74McvKeuIIl9AXNvH4LNzAz/tgawpMzX58GwXrGWQGlzNZBg9wSZzIqk0HAZnpzsAdWm9384AKFVwmVmaRRxCmSXbZUxGsZ1NVB6wr680D3Ck5II1VINR7CNZFMFoW8l4NEkmBd4+nLDOlYv6quV9dcF61jJIg78P9a1sqq979TDm0oqppfeNW2PU7mwNnq1EdtVpV2a7itccUKEmM6RW7thHVclY6YFwP9RaV/PIQQ1QbK2Xe4B3MGD+ViajStw17mFXdncKLh5wrRSJoCMvWGydjdJvjywAAvvzXGC57fhRnPj2CVzIqVKqqplUMnbBynk0pRgVoplXWI+a+R5cEfkJR9ZFKVsG63firhOnz28ngJcb0ytebHSlP0kbA7Aiffj2ZzeWsNqeX1PEPvvlIEoqq6jLm5aWS7TicBpMKyWoTtr9fRSzFz6kI6LxUSY156emfNeo3evIzZcqtA0bi0Ey+35DGOlXXs3GCFxjj2+yTgnGFf/7GfKMFyU4ibtevLii3aeuaCM2mxEimb4iTx4CQwC8vGes3Yqcia9G+e/N83loNBNURPrZPUd2ry290pBDT4p13PfYAi2tpfgH/PhFr0lRJ4e0k8IJ5Hh3hMyvmX1zmx8W1MkZSwM2vjCKWMvrLV5XJOfE72rTCj+Ign6pit05MJVc2+vDUJSH4JeC/m5P41CujYwL2B9+Loy/OCyjXzvXuKr64mH++8SQa3RDqJae+9V09Cra2838/OqziC38e2+JwcFDFaIq3BDgV87xU1nf2KGmFhBdarRMJ7cP8vvYxa98C83SOXocgUFVVtDrI4CdKeX4VhovaAPAAOd6nWsrgU3FgUEtSDFQcQFV5HQZLuNtc7x7+hIQx1Q1KSoUSN41tm+vDB31b8Mf2nyJcw3+vw0f43HSrYD0ZM8zl+iv3oa9yHwAu1U8OK5Y95F2H+vljCjpQEq6CZLqM87XEe6SvGl3xQ2M+Y3xEge9YCQCgam4ZkjGgpIFX41NHItzxnmTwE2NssD79i+NMR2y+RObPGB1j/eUiqgJuwbrXfnWBcIQ/0K/qTvOiur28ZOxoJCGDd+pnzqZfXbC0WIKP8YDbqqIrKuurLSRyPonhyka+KjzTnF2w3qQbzPH3bB1UMZzkGXm76qounc/I/h5x+dx6z7pNxSuzX7jANB7Iqh8WgK0TPMCrXrojvGlD5da/Vh7ixoMq3Nsd/vHFUVz1wqjed2yFeWyb1bWdzeg2cR180KPg8udH8U9/HNE3r62DvLfWLwHzPdwH5pFiAP+9xBX+/MwpANONLDFd2unmCG9WaFjJ/+xmre93eZ7gLC1h9trRlL6pcgvW7TwCdG8MG+nr2ZUS8v18Xfh7l5IWjNlRFWEISFy5ZHX9in71JSZXYtF/bLfhTSpG9dVq9JFYa8z36UhS1fvGMwN8xpinvvVsZqwLRFBtN77NLEeVGEubCmKFPqvYRiUl7t+cBuv99pVAkYA6NKSOmY4iggqr60PI4nccT1+rDvQ7f/fakTbn2qFVCQC2HDPe022mvUC0RImgWKxpU2Uy92cbczmBV0d4UVkXLS0SY/jZR4IoDfIJMN98O673tK+aQL+6maZ8Cbuuz8PzHw3n5PVywccaffjVP/A2gGeaU7jx5VE9Gd41quJHH/As7D2nB7KaROKWaFRUY6RyNpV1wNgfOvWtP7qbH/fKUj5u9rctKTy2Jz0SE2vOgkLJ0SuqwcOs9T9oAatov3nBplhwzNSvbnU+fRJPtgHOJok9sXRjQC8eDdlQllcDxRfHSH4nAC6Ft5OlD7byA+mr2I8zSj6qS+F1k7kRo00uFQdGehTEtbUp0sDwHwc+jUcP3Imu0g8A8PFttjL4GNDdwset9VfuRyg/gOECnlQYOpiy7CHvaOkBAIwWdSHgC6VV1qN1/BcW6atE1+jhMe95uLsF0a5GAED9/FqoClDVVA0ACLfXoD/VkbUjPAXrGTRF+Vgq/e8zuGd9ppBpMndAN9NxrnbaBcn7PMwVt6I8zFAVZlBhbGLfsZHAA+kyeLteIafZlnaEfEzf8GdK4XtjKvZqn8+un+0ftb713x1M6kGvl8SF2ES3jagYSRpSrVMcvlQaMwJ8gejxtgqcAfdeUquK/gIXMyVhaGdVWQesZ60bFULr42SMmdou7L/EPuhR9Kq0XXYbcB7bBhij247HnGfQjySNyu/NC3yQGfC7gymc9v+G8T/fiOF1rV9uYZHkaswDjO1tFtWxpvzpM590Qu9bdzGZ22tKVlltUkSA0TKgppmCmSXwTkGL6Ft/vjUFFVxB42biJJJirQMqUqaKkp25nMAvMVxQY0jh39fkmHZj2wAeDIhki5Wr8Ps9/DWWmRIMbvOKDw2qSKm8MmRlkijWGrMjvLg3on6gJDjmKXqw7lhZ17wespLBi3Ybu2A9w2dAyOAPDVkreERy0c5/pHISZPAiqWPVQ14aYnqCINMkUVStV5SO/Z6wq6w3Dzh/9zrhdc71lqPG+nhw0F4pZUYE5aLNQvx3KirrbcMKPuxTwQCstQvWC0Vl3U0Gn15ZB4CaPAk/OZ9LCP/tvQSe0fxmrJLx46U4ONZ0dbr5aIMPv740hKDMv7tu2MyVBQ+8G8dggu+5rmrK7hy4XYPHtCS0zLJPQruZzMVSKv7rQx513XtGAN86g8vV7twaS7s3vSqwioJMbyG0a2MSSr4vLeeR4BsdimWiX+yzrNp3BF761sUI26D2azk06N72kg1F4XIwMN1kLtaVsqx0J0ZVDGqffaiyFacWX4JuLVjv250cYzKXjAGDmow9Ui3hqLILg6luAMDevD8C4D3rUFTLIDgxAvS38BcLNwLz8lehr4pL4QdtgvWewzy4T5X06TPWBXnVElSmQFL8ON7RlVZZV1IqDrR8CF8iDEVOIFLtB2NAUSOfsZ7f1YTW4feRjHnz7BFQJJpByMf0IK4yzMaY0BBjqQjzy6hdD9ZFz5z15VVvksFbXazZjm0zo1cctAX577oT/NgvDbFhG00Z/faZCKd4p+qcFafp89bTAz+RdZ+Tz2wrTBfXysj38ySC6A30ci5KglySCvBNlFF1sj92O8dSXQZv84UozoedPNWqz9jN+fiQS4JgrkVfYYsHZ9h6D9MHNpvmX292ME3SZzTbKA5EoKeo9tcUwINQFfx39r/PD+Ltj4dxSa2MuAI88F4CN7/Kn+zmBC/InASwf4ZK4AVi7rnb+B/zRAErKsN8Q6So6VW6vRnKDjvEhlq4lLuZywE8UeOXgKRqJIDM5nKZRpZm/kGTwr90OGlUTm3M5QR637pFFeQD09g2gejjb85IYAhED2VD1LpKc4qFyZx54oJV8qNUC+CdqjrtE+lZt0m0iVYRsXEuChoTAqyq68dsZqwLdBm8B2XMrh7F1rPDjNXYNjN2SogduhO8RWXdpCCwNHYdx33vJVgfTqp4Q5N5i4Tbey4O26qq6hVrPVgXMvgcy3Ct+GuboVCwaxkU56t9RLV1OW8fVnBoiAf9KzN+J1c1+fDZRfyECGPWXFXWZzKX1fvw//4hhJDMjfY+/uIoHhZV9VWBrGX7Zg8Sq72h+H6ry8s+CS1k8Lt6FMs++9+1JHE8xvc2l9bJuGOFHxfUyBhOAje/aigHvIxtEzTaqLAA7lnzN+3avHWRH8tKJKgAXj489ktR7DucikYlImHqEKyL4sayYsmyrXCi+CQfioIVaePbrCrdQ4cVKMMMipREsCaFxshydNfzvvXuXbExJnPJmCGBj86Rsbv/b/pr/d33DJgPUJPAaJcyJghWUirigypSbTyhVntKJWr9i/W+9cEWPi/YnFRQVRWDbdqNXDoCJqUH674wg1rEdfp9HYNpz03FgWP7ubIgVdkDJjFAAiJVElQ5CV8ijEOHD0BNZWcyd/KvJuNAVPBmsrncTEI35RlNr6zbbRjqTEFypgu5oqqe5orbYc6eqqrqWO0KyoahkN34tqPjkMEDxpf59ozKuuhnW23hSCsI+Rgub+ArgzC383IuGGNpjvB7PJmgWPdVucvg+c+7Y7xKbEZVVdN8d+MeEm7eVpvBlKLq1TO7jPkcCxm8nUO1GbfpAwDwiilYf71Dsd2wOY1tA3j1VGTTnapzu0z96IwxLCmR8ezlITx9aQjzC5hucOl10oPhCK9V1meoE7wgojvCu1TWXYJ1s3zXPGlAVOTtzOUEpSGWNpHBbWwbwGX84noTm7C9fSqGHMzlBJdovW5/aVPQG+c9iG6Gdo1OlXWLYL0qzD0MMhMYAjeDJqtZ627eEMZG0f5zGAZz3q/JapfRbbt6xq5xTo7wbuu51571I0MKzn5mGJc+N+JaHRFj2+zOt5UhYPuwgvYRHhhaJexOKeTtPUPJ9M22Xlkfx33vpnwCgNfbU0go/Dv8wloxu9rZsKt9hLf0SAyYq10/Imh364/PBX9y6VcHgMKAoXCwkwZv6zK+06xM6r53dlC/9yvCbIy3w8nKpfU+PL2OB+wvH0lhJMX9eC6vz15ZsKCQu7Z3x4z9pBknlYobjVEuFY8r1tf4o5rc/eYFPvgknsj8Px8JojjIW5zu28YjK6+VdfGegPXa/cqRFJIq/76YWyDhMu18vXBo7P1kyODt39NTZV0kavOt2woZY2hqakJTU9O4/RFKQiaTuU6FzyFX0oPnvv38Mw6WHEJJpAryaBT+eUP8OUcZEtrvOZEWrAtzOR929f1Vf70jsd0IVPLHDx9LQUkBqukUJmPC1E1CPNSPBfWnoi68RO9bHziQBNR0R3glCYx28P/3lSUg+5F2PmQfIJfz62G4PZ6WkEjGgb6D3LTIXxuDqgCSBEgBBlTyan1Hczev5lOwPjHERTyeL7zZiC6D1xaUA3rPuvXNbg6SD2dUO48O8T5rH8veQAQwgvX3u1M4OMhHwPkl+/FXtS4SaSNoze5YVmrVtUx3z7c8zl+9uslI4wWksaZOdjSaTE28jBfRK+uD6Znswy6fuyjATdaAsRLVthEV/drmbL4pyeDkCH9smEtzfQy2zti6DF67vlRVtXWoNiOCf7vKejyl6gZEER+QUIwNXiZtDrNOBV7Gt+20+N0wxnBFow9/vy6C750dwOX1sqeRN4BVZV0E6zNzwygc4T1X1h0CYCvFhpfnCc4yJc68VEuAsSZzIil4qo25nGBegYS5pmTMwiLJVd4qXIUzK+sjSVVXUJhl8Iwxx95Po0pu/b4iaPuwz6jamivrVpSKOb+OMngtWM/K+Iy/X8eIOqYallJUXcFj3jg7yV2PeZTBuwXrr7crGE1x9YHb7GYRYMy1+T6zmmggqtXzC5muQjHjk5ieyDP3jRsjU8cvg9/jMOdaSODPr5b19g0nwy7AaGtriDLdN0YkyFoHrdUfueQvWr/6eTYSeIExvs36eN6xkMCbyfMz/PyiEGoiDDcv8M0IM7ip4uJaH36zLqTvCb55RvZVdQAI+5i+79tlsXYZicbsX5sxZt8+0q/glSMpMEB33wf42NqHz+MV2R+8m8BrR5Oe9lUCp1nrL2g92+vq+Xf8Zdp//3gomdZeBcDT+OBSD7PWhRy/Pk/CPO270ezT4Pf7sX79eqxfvx5+v9/yNdwoCVfq49usZq0nY4are3/FfpQG6sBkoLZsDgZKWgEAfRkmc8lRsxO8hN0DPFjPDxQDAGIV7QCA4aNj+9ZTMaBzfy9/3cp9WJi/Bo3RpYYjfIvmCG8yBVaSQKqL/z5C5TLkDDNhyQ+EtD18vIshlTD118eA+GF+I+Q3+rV58DxgD9Xzcz3Ymsx6fBtFoxZc1uBDQIKe6SKcMRvMKaqqL6hO2U/hxH4oI0gW1Zw5BcxTr24m5sVYfLkuK7HfEOvBuk1P0REPi6QVK7S5nkeGVHSMGMHlW53ulXUAWFcv6yZc8wqcAwAz5sr6bou+8UwaNI+G4WR6JlsoDeptPrd53mpm37oIlObkp/fZCUnygf6xG29zcsDuswqlRssAv846Rnhih8G5f61Ol8Fb/47f6FAwlOTX8SfmC8du62Ddi4eBl/Ftuxyc3gMyw5eXB/Cby8JjzLzsMJxnRWVdk8GPQ50yFeRp+wCnnnVVVR3HtgkyK5Pm57lV1gHgzErjXvRSWQcMSbMIxHQneAcJvEBI4QH7+epmGoSvRMb1u6tH0fvsM6XlhqTZQgbvUllvymfwMb4miHvbe2XdXQafjcFcaYgnW4GxJnN8zBgfidZkuv+NhG36BllRVaP308Vgzq1n3dze9MfD9pXlvriqqw1sK+uFFsG66Fcvsb+eVmQoCFRV1av44yk0zNXmXI+k7HtshbncR2pknKr10rvJ4PdZqHwqwrzKmWsZbibdo6p+Haytcj4nbo7wb3faq/QEK8tkHLgxgn8908LY4STnwlof/nZ1GL+7LISLa707wGfitHZ5aXtzYrm4ZjMSTI/v4dHdRbXymNe+Zo4Ptyz0QQVw48ujGNKKSV6MXxttHOFVVcWL2roh4oyzKyUUBrg6SUwMEnjZdwhHeOfKuqFeNCrrub3/SvOqTZV1bfa5KVhPxbmpGwD0VxxAWaABsg9oCC9Hd326yVx8mFfizTL4eE07ehPt8LEA/mn5RgBAV/FOAKJvPT0ITsaBQ/sO8/+v6US+VI66vAXor9oPABhpU5AaTXeETyUAHOc95tGKIHwZwbrsA6KV/IQrx4O8mq/9ykZG45A1J/iKuaVQVcAfAeQAUNwY5a9/OIKkmqDK+kS5Zo4P3bfk4RPzx5dZmm1UmKoRR4f4BsrHnKvBdTbVzg/HaS4nWFjEndj74nxWOQCc5rAhFnJIWxm81itUm4XBHADkB5hu1CSk8K2DPMD0sbE9b5lE/Uyfy+zlS0EggrY32lPojfPqttO5DMpG0C2+UEaSKro0SZCT/L9WD9bTz534ks0MsGrz+HzdpDrWyEdcB3b96gC/nnwMiKV4EkQEELV5zuY7bjJ40aN+UY2MS03jtawQPa92MnjAPL7NvbLuRUrnBVHx7I7xAEHIS2euDN69ss5nffNkzHyHazizst41Ck/PE5xpUrlkW1lvyaisO23kBZfUGgHYMgdzOYFeWc9YK9/XrqFlxfKYKpbTrHW30Ud+ienJCJE8PeiySS7xUlkfx+g2iXHTUGDsrHVzhcuc4Ftm08/dNconBDDY378VHivr5vamlyxkqwJxrstCsJROA0aCaH+fkcQUlT+nZE7mTPm2ERUjKb7mO7UF2WGec22lfhpMGGPJPlIt614LH3Rb9wAL9LFtpnuRMab/3W46SC74q27UyVDpICEGzCZzY49HVVU9IbfKxThuNlXUM1lSIuuV4vFipTQR6GvXOBVjyy3UIElFxX/u5V9Ety6y3vP/YE0Q8wqYnng7pdCr8auhXDTzXreCY8MqIj4+rhfg665I5Ga6wnsxmDPWYPvjEQZzjVHJ5AGU2/uvLK9KN5gbaVcANb2ybh7b1l+xH6X+OjAf0BheYZjM7eEmc2oKiA0AsV4FsW5+DlqLeVV9QdEqnN90Ff9cBa8DAIYPc6PYpFmWPgr0tHCJfV6TBFUBQsEwSopLMZLPte5Dh1JQTEF+Kq5C7ikEABRWRdP61QGASQzFtXwUW6C7BMOJPr2a39r9IaKdTQCAqrmlYAB8QcAfAkobuRIg2tmIttg+pLJwhJ+ZO7kZwHiqurMVs3TwgJjF6+JCLaqdmRXtiZjLAbwqKRZ74cpqZS5nHAc/RquxSMNJHiwAQK2N/NOJ0zKk8G9po7pWlEoIe5jZ/uXlAVSGGT4xz/uXn9hMb+0wNuRu75XpJC7ORcSXPr8zEzFWKXN8m91s9/T+4vQvCKGwsHOCB/hmUlQZD/Qr+he328a0QW91sP5SEv3qF9XKuKBGhsR4wiGzRQMwy+Dtj9NtfNto0rhPchWs5weYbvL1ejvvG5THuWmfCgwZvP0mf2+vIZ91uoYXmjb9iqrq11ZDlOlJASdWlEq4qFbGlY2yY3uDGaEaau7n77ldN5dz/31eUCPrc8mdnOAF4po/NJjuPm9lLidwMnM0quT2751pMufmDSHc4LtsqjqjSRV92kYom2AdMDaomcH6bpveUbt+brHhrQjbq7bM/itO0xzM88X/2p6y9bho6femMstMYhpO8PbPyww8xIi4+jw2ZkypVxY5zLn+WxvvsW2MMswpkDAnnyFf6wHOdLI3o5vLZQRYU+EIL6ZqrK10V7w4jW87MqSifUSFzKwN/4jcsdgx0eisCnJjRYYBMcB7xI8OqygLAR9rtL5Oon6G/7wopK/bYh68G3az1l/UgtULa+S0QoNd3/ox3WDO/nN76VlvHTAq61bXezwex/e+9z1873vfQzyeRdnXRHm0GkPFmgy+U4GSTJ+1noybZp6XH0BpoB6MAQ15K/TxbT27ErrJ3Gg/MHCAPz5cJWF38k8AgGVla9FYtAhV0Ub0lR4AAAxpezlzZT0xCqQO8VaGmvnlYABCBUB9ZGm6yVzK6CEfblchKT4oLIWSitK0sW2Cwho+SpHPWj/Ce/NVFc0du5HXWwMAyGvkigxfEPCFgHzNi6qgcy4Ojb6f1ax1WnWICWOWwevmci6LqV21UwTr8ydQERSbmBFtvTvdoT/cqWddBK15PugzLLNBfKmLqtubes+bt892XrWM1k/m4bp53t9cyEHFnj4rx1JtE292wHeqEuibaBsZvJV0Wfwsc3Onj4pzCS7N0i2v81brtARATwxjZhn3xozWhItqZRQHmf77yZTCDydV9GqLuVNbRFmG4WImPKjkiZCqLAMXJ8R5EMdt7hGdaegGcxZOsQIvEnjAkO8OJ/l9nI0EHuBJoD98NIz/d2nYc1Vsjmnk4d4+bqAVlt2PFQAKAgx3n8Y9Cc53ML0S1ES4oiShpAesVuZyApEo29unpAX4sZSqr2tOiZwFpgTIqGnGeoPNvabPWbe55sW94JegGzB6RXeEzwjWd9q4Mpv7ud83BdVHXfrVAUMVk1KhJ2ozOaaZv0mMB8YJBXjNxuPigAfDt7QkZg8/32INdUrmCElv8wB3MD8wAQm8wMkR/k8mCTwAba49f/y7Dn3romc9U+UigvfJnLUuFBCnexijZsjgx17DYmTb0mJviXZi/Nj5bSQUVd+njadnHeC/Pwa+V23XAuDHNAn8J0/xOyr0ziiX8d2zAmAw+svdsJu1LvrVM1/nUk1N+U6Xgjbt+LzuO0Qrkl3PeixlrOP1psp6S8YI0uHhYQwPD3v6fFaU5lVhNL8TipTklfGedEf40R6VV9xhVNYDeUCxvxLJJs1F/qiKhLYuxIeAAdGv3iRjV99WAMCKqrVgjOHshnUYKG0BIGatq0hpa7eiqBgYGECwnc84P2XxIoABwSjQkLcEvdr4toHmFFQG/Xn9mrJhtKADpeFqSBZb8Gg9P3+R3mp0jR6CkgSUBHBk/zEwVYKSNwJ/PgNjXAIvB4CI9vvN66nFod7dae0BbmS1qt9///1YvXo18vPzUVFRgauvvhp79uxJe8wFF1wAxljan9tuuy3tMa2trbjiiisQiURQUVGBr3zlK0gm04/6tddew+mnn45gMIj58+fj8ccfH3M8Dz30EJqamhAKhXDWWWfhzTffzObjEDlCVNbjijEqzc5cTiCqnWNl8KKyPv4vxOWmDY6PpZsvZWLMWrfKpnsLWu0Q49vEOXlbq6yf6dKvPhEyA1cvJiiZ/c6HXRyTBaJ/KtNgzjFYt+jP5O/pLoMH0k3mmj1K4goCTE+2ZPatbzmWgqJyR1ZR1b9YkylnBusiWAjLzskbN4O5XaYgI5eSSdEfJ5QCM1UCDwARfXSbfRXAbWybwCzf3d2juDrI5wJxn7WNqPhbm2Eu53Wc0DdWcU+CkIeNv08yxomae4k/0GXwYz8n94vg0yTMTsSHBlWo4NewU4Xb7Agv3jPPZ4xoy0SYG9n1rHeaxrZle80LFcuxjDXaygleYGUk5davDnBlllAT2UnhRQC4oJAbQgLcFMqKZo+GWOa2hV29ClIqH+voZGxaFmL6GvxBj7EejsdcLvM4rCrler+6KcG0wqVv3Ty2LXM9MhzhJ6dnXVWNcYpequEieDkypI6ZUrFNS7h7TbQT40coI48Oq+iLp69diso9Ksab5M7zM72tcEc3H734B63Ku36he1Hky8sDOL4+L82EzgmrWes9MVVXPq7L8MWqjEhYpe0bhRfGUZPS0Wnf4VZZF/u6sMzbcuryeJI7oThPysmWskg1VElBrLALADDSoeiVdVVV0bePf67RSDdi0R6UBesRKgAkmaGmbI4eePftSYIBUFWjX93XMIKOWDMYJCyrPhMAsKb+MgyWHobKFKSGVST6VL1inYoBu/a9BzkVQMo/ipq6WjCZV7mbipegX6+sc0f4hPa8roN9AIDhwjYUBiohW+RmonVasN5Xia7YYaQSvDLf3cId3+XaYUBlYJJWWQ8AwWIGRHnmpf1gl97n7oWsVp4tW7Zgw4YNeP311/HSSy8hkUjg0ksvxdDQUNrjPve5z+HYsWP6n+9973v6v6VSKVxxxRWIx+P429/+hieeeAKPP/447rnnHv0xzc3NuOKKK3DhhRdi+/btuP322/HZz34WL774ov6YX/7yl9i0aRPuvfdevPPOOzj11FOxbt06dHR0ZPORiBwQ8hnBkJCduWX3RbXTvEgkFMOcbrwyeCA9WF9SLDluiI2e9bEz3w0HzvEdy0pT5aNr1Oh5s3OTzQVmOTTgzTBL9FWJcy8qb3bmcgJx7sw96wNxI/ttNePazhHeMD5xq6KOrazbOVSbqdevt/T3NSTwxmoszHFeOZJKk8LqEniX5I2bSVWu+9UFIoAUAcpMNZcDjBnNTj3rXoN1/hh+zvf0GSMLF0zi5y8OGhsnL+02E6XJNLUBAI6PqnryyMqkUJaYvoaaE2N660i+8zUskqUf9in6ezbm2yeXSlwq67q5XBZO8AJ9fJspKZhSVFsZPGA9vu2Yh1nFgLlv3XonJQLAlaWy7ivyx8Mpm7nQWrXbRf1jdmI3m8u5JTaWmaTwE5mxnnkcmcnUgbiqV5fPrzEH6+lS/EyODfORhhIbOwrXmLXuvmP987EU1jwzjHc6ncfEmTk6rKJzlCsgvHhDlAQN1UdzxjEJwy8vFXpiYhQGmH7P7xnH2uWG3j7SreDne5NIqcA5lZLn72Or6QxOZM5a33w4CUXlyXqrVqTLGvg19get+n7MZC7n9LlLXNzgxTSR+ih/HVli+j2Zy771kkgVAGCwkJu6jXYouixdSXL3dQAYqDiAfF8pQr4I/GFeeW4IL0d3HZ+33rs7yaXwSWNsW59WCW+KnIqCvAIAwMrq8+ALyBgu1Kryx1LcnV1RkYwDLbubAQCp6m6oYNyZ3QfMKzWNb2vmjvBJzRH+eGs/ACBe3A2/7LesrOdVS1CZAknxo7vrOHeQjwMjh/g5jTbK3Ak+wBMRcpD/N1inff6DickL1l944QWsX78eS5cuxamnnorHH38cra2t2LZtW9rjIpEIqqqq9D8FBQX6v/3xj3/Ezp078Ytf/AIrV67E5Zdfjm9/+9t46KGH9B6Jn/zkJ5gzZw4eeOABLF68GBs3bsR1112Hf//3f9df59/+7d/wuc99DrfccguWLFmCn/zkJ4hEInj00Uctjz0Wi6G/vz/tD5E7xAZHDxTcpMmmXnEhwWkZ4AZAEV/27utmlpuy6G49pKJyMZSE3lMpEEGrW7XXjpKQMY/5vz5MYCQFFAbSZ49PBuYvAG8yeK2yPphZWXc+zhqLfn+hjKgIM30Db0aM0trTaz0qzsnVHUCaKYqbUZYZw9Aw/YtMGMldbDL9OqtCQtTPpWvmTaio7Llt9l0r61nMac2GzC/+mTq2DTD1rDu4wWcXrBvBzl5dPj95n58xpickRcLHqd1mogizTtFzKKrqjVHrmc+AdeAlquxurSMi0G8ZUPV72kk2LyrrvXFu2JTJeMzlBNUWCp6WQRWjKSAoW1eSnSrrbsnXCpdk27uaE/ypZRIuqJHhl/h52mchn9bd2V3WKPPvSlSpl3uoBi83JSX0GesTqKyLBFfXaPr69Ze2FFIqf+0GU3L0VFOwbpWsEJLyRouWHFFZt6pkZ/K/tsfxTpeC/73ToW8mA6GAWFgoefKuYIzp1X/z75Kby/Hf+SoPnhTExLEyyJxov7pATFh477iCRzUJ/GdsjOVygVg3xX5F9KOLoDwTIY1/+XAKCUU1kowu+7ESl8q68AUy379zHVo/xktJuAIMDEPFRwBwR3ghg0/FjRFsfRX7eb+6zAPaQARojKxID9ZlLi0XzzlUwo3klhSdA0lbT4K+ME6tOB8Dpa0AuCO8qnBH91QM6GrhsV64iY+RC0T4vV5XPBdDVQe15yhIxXhFXlVU9B3jzm9q6RCYBEgWvypfmAHFPLofaBtBKgEMDA9CbisGAJTNKeJO8LxdHpLMkwRFjdxlXjpWiKFUj+fzOqGrvq+PSwVKSkrSfv5f//VfKCsrw7Jly3D33Xen9T9s3boVy5cvR2Vlpf6zdevWob+/Hx988IH+mEsuuSTtNdetW4etW3mvQjwex7Zt29IeI0kSLrnkEv0xmdx///0oLCzU/9TX10/gkxOZiE2YNvnAVQZfHWGQGX+8yBya+9WlCWROq8IMZdoNcppLJjziYyjRKtGZUvjxjm0zs1L7cn9kF1+tVpXLE/psXjAHr14CHWMWKFcXCGO1OpeKdY2pl1Rs1PQ+Y5s2hnmFEiQG9Ceg90/FUqouOa1z2UibTVFaPRhlCeosTOZaBxV82MdNgz5iqhYFZKb3Er9sksKLYKHKxVXYbXTbToexbRMhM2kxs2Xw/L/DNpX10aTh9r/AQ0uMCHZ2HFd06fFkyuAB43yLOMOLudx4EQm1Fu3e/ECrGDtVDBcJtYGp91Ofl+5yz1RHGKJ+vj6/ps3WdnqO2YjSqte7Y2Tiwbq5Z11I4BcWWo+1XK5tyA/0q7pPhZfxR4Bx/7bbyeD1yrqEqJ9hrTa/O1MKbx5j6hZg6MmmPgXvHTeMSN0Qj3m/OzeV9Tw/0xND5qqmkMBfUJP+fbq0mK/nnaNGP6wZKyd4QWnIaDnY72AyN5RQ9X75NzvtH5eJroDI4r60coRvHuBGswHJW4WemDiiyGCetT7RsW0CkQR7pjmJlgEVBX7g43Mm5mDvhL6/GuSmlZkj2zJZVSahLMT3SFvbFX0f6mRqC5hHt8HSHFMUKsxTmibDEd4n+VEYLMOQGN/WoehzyJNxYFCb0sTHttXDH+TBsz/EHeGP178HAOjTKuuJIQUxLfG2s+A5AMDS0nPS3vPs+sswWKYF3ke0YD0ODI/EkTjE5TIV84oBFfBzXzgEwz6UlVdiJMrl+kOH+PMSo8BIBz9GuTQGX8B6woPsA3xl/Hc50plAKg60dO9GQedcAEDpHO4W79NiEcYY/GGgsIEfQEHnXBwe3e35vI77qlcUBbfffjvWrl2LZcuW6T+/8cYb8Ytf/AKvvvoq7r77bvz85z/HJz/5Sf3f29ra0gJ1APrf29raHB/T39+PkZERdHV1IZVKWT5GvEYmd999N/r6+vQ/hw4dGu9HJyzI3IS5yeBlUx+mqKpO1AlewBjDP831ozBgvyCa0Z3pM/p2jJ718R/PaZoUXrgqr56CnjfxZVaXx1BgU3UzU5/HZ62Ppvim+ojHyrrYRMcV6KPehCmMXaAUlA3pldgMmnupShzc5wFDTtoX5+8rM2/KB5FNNk8fEBXR1eUSCjPOk1XfuuEE772ynlltiqVUPYvtdUyYVzLbAWZysO7mBr+/n5vwFQYMTwwnxPX2Zid/Xr4/t+Z9VpilzWHZmz/EeBHXr6isO5nLCawq6y0uru4CxgwZ/atHRLBu/xyfZPRmWvWtd4xjxrrACNaNz+HUry7epyrMoMJIjnkZfwQAFWH+mlYGkX1xVQ+KxZxxsxTezLFhVV+j3BRD8wp48npQ26Dz1/deWd9+XNGTCxMxmAOsq5pbjqabywnCPqYn06xM5vbpTvDWxzTfopKdyStHU4hpp3ZXj2LrvJ/JdqGAyMK9XU8Gm5IH2zqN5MlMNew82bAa3+Z17XJD3DOj2jV1/Xxf1tL2bGg0eQJt71LQMaIi6gfOsZlQIEsM68QIt9akIYN3WbdEz7qKsSpRwCyDN+6HeSYPoFxSGjbPWlf0OeSpOA+KAcMJ3qcFz74gUB2aj4EGLk0fPqog0a9gVPOECZYDB1Wu4l5esSbt/dY0XYqBUh6s9x0e4bPdE8Dezr8jv30OAKBmfiUYM4JnXxBoMDvCH0xCVbihXaKD/24C5bzqb4XkB8IV/FwmOiWkEsCB4ztR0MGD9WiDDKhIm9HuDwJ52vdFfsdcHBnZ6fmcjntV37BhA95//3089dRTaT///Oc/j3Xr1mH58uW46aab8J//+Z945plnsH///vG+VU4IBoMoKChI+0PkDnOwXhFmiHpY/PRqp1YtyoW5nODBtUF03Bz1lIWttZBzA94rMU5kZvVXT6K5nEAEaV5l1gGZ6b+LlgHVs9lbQGb6713Mo/fi4G1Ilvn5FSaDopfKiTw/SwvC6vKcRwSaHwekG3SZR7ZlIvrW/9qWwogWUB7zGKyLvtyEMvZLc28vDyaLAu6vky3myjrDxOSwk43es26jahXXxkKPJnxCvisU2F6fNxHM53tFFuZy4yGzVcXJXE5gDtZF0uigxx5qwEia9mu/oyYXpY1oezluEeR2TqSynmdIs+OadGuXB3VK5hxycf/Weu5ZH/s5RFtMfR7THfDXaZuvPx1LYdSUfBKj1Bqi7mtUQDZGKSUUbozqJfmzoEhCQDIUKsVBY9M+XjLduHtjxmjCj1hMLxAmczusgvU+4Z9hfUxexreJ3l2AByLC7M2Nd00KCK9YOcJvE47yJIGfMoQqyMpvw8va5URDlKVNpLCbrZ4r9FnrA6ougb+4VnZM/AiJ/AuHUp6MMQFeCBHfq1Z9661Dxnok0GXwWjGJMYaamhrU1NRM6PuzNFKFocxZ6wkgMaIawXrlfpQF6uDTCjS+IOCTfaguaUB/Ge8z792d1Me2qfW9AIDa0CKU5JenvV9NYSMCNfxxx1v7AAYkY8AHXX9FQcc8AEC00cfN3nRZOkNDdDH6tb71weYUoPJgXTnOHxQp91uObQN4ZT2/kmca1O4wkokUDh9tQWC0ACpTEamRdXM5/TlBIE8rIBZ0zsHh0V2ez+m4rvqNGzfi2Wefxauvvoq6ujrHx5511lkAgH37+AmpqqpCe3t72mPE36uqqhwfU1BQgHA4jLKyMsiybPkY8RrE1FIZNvXBeAwSRIbvkF5Z5/+daGU9W+wc4Y9OsGcdsAjWp6Cy/s/zfLhjhR/fXu19RpIIBvb0KXqV3E2SDpj6SbVzZQ6y7Mis3Bhj27ydG3OLhdcvbmNUIH9PRVUtzeUEi4p4AiOW4v2agJG8cfvSDPn4/GFgbHXO3K+e62Ay7DMSGfVR5slpfLoQlYzdvUqa1FGg96t7XAvyAyxNCeL1eRPBnAhcOYnmcoCx4TukSSnFjHUnWe4pWstJb9yQdOvVKQ9rdGb7gdtzyhyCdfH+FeMwmCsN8pFvgNE6o99HDuuMkLvuOK4gllL1e7HaZV0TyTarYH27qV9dsKxEQnWEYTjJZ64LmrOU7ZqD80XFkuMYKYFfYmlJ2YkGMsDY9fkvbXxiximFzLLff4XD+DZRMXetrNsE66qq6jOpRRLl7Q73KmBvzGhBEAoIL8yzkAWLyvpkGsMS6Yh7oWVA1ZPlLR4nK7jBTCMHV5ZKk2oMCpim7QwqeEFrlVnnMvrtklofJMaTsm9p159bkhFw7ls3G8wJdBn8AE/o+v1+fP7zn8fnP/95+P3jT2KU5lViWAvWRztSvNKdBAZaFaRGAUVOYrDkEMoCDXrlWQ4CTAYaIobJXN/uJAY0A9f+Sl7wXRg9x7LaPXdBEwAgdoT/PmODwL6Du+CPRQFZQbhGhuRHWvA9p2SJXlkfaE5BBRAfViH3RAEABZV5tsE6kxiKavjjwr0V6Im1o6u5HwAgVYyA+bkTvGwK1n0BIK9WBpiKwGgB2tuPej6nWa3sqqpi48aNeOaZZ/DKK69gzpw5rs/Zvn07AKC6ms+5W7NmDXbs2JHm2v7SSy+hoKAAS5Ys0R+zefPmtNd56aWXsGYNlz4EAgGsWrUq7TGKomDz5s36Y4ipxVwx8dozJ4Jg0UuzL0cy+GypMznCC5KK0YM3kZ716oikB1ANUeba75wLCgIM/7+zgll9CYlgYKsWmIbl9D5UO8zj25KKYUblVBUyOx8DJnM5j+fZfH15CToAkxv8IJemv9+toHNURZ6PG8plwhgbI4UXc0+9VMTtTOYmywleIM7HRPpWp4KVpRIK/Px3f+bTw7j/nbheNQW8z1g3Y36s1xnrE8EsN57sqltdlEFiXLr5TpeC/gSvvjqtlSEf0zeKu3sVjJjmpXsJIDNf263P3cmNeCKVdcYMd+hjQzxZIQJJp2kXYkP+fndKr6oHJPvxcwLRdmFlMPdu19hqLWNMn4/8x0NGsK5XAj0aPZo/i9N89UzM009ycd9nrs+6BN6iqg6YHOG70yveqqrqcnKrnnX+c35u7Bzh3+9WcHhIRVgGvrCE75rf9OAIL0wAG6PWRqd2CHVD66CKWIpfa2KKyyoa2zZlVIa5n4GicsXlcFLVE34T7VkHgMsaeLC8acXkVtUBo4WpaxR4U4xsq3Pem5WEGM6uMBIWgHuSETBUNZkJU1VV9aKYWQY/J5+3QA4mrNt+xktZniGDj3WrSI6qSCWgj20bLjsMVU6iLFinB7N633oo3WROuMcfKeWjuRcXrE2rVgtOO/UMAIA8EEViOIlELIXO/b0AgGBtCowx3VxOMK9sKXqr9gIABpoTYAwY7VLBUj4oLIWi8iJLJ3hBtIZfR5HeGnTFDmG4lZ/DSAOX/Uu+dHM6OciN6QKV/DoYOGzRr2BDVlf9hg0b8Itf/AJPPvkk8vPz0dbWhra2NoyMcEe8/fv349vf/ja2bduGlpYW/O53v8OnP/1pnH/++VixYgUA4NJLL8WSJUvwqU99Cu+++y5efPFFfOMb38CGDRsQDPLfwG233YYDBw7gq1/9Knbv3o0f//jH+NWvfoU77rhDP5ZNmzbhkUcewRNPPIFdu3bhC1/4AoaGhnDLLbdk85GIHFGZFqx7+3I0VzuHEsbIL7sv9smiVj8OY7FqG+YzPX1sfBtMM6K6vnoGZ+ZFkCeqyHUeJOmAkcg4OsSNvRIKD/SdejQzZ/ke0g3tsg/WvX5xi8TQSAo4HjMC8POq7eVoerCu9aLqMngPX5rlNlJa84z1yUCcj5nsBA/wQHfbdRFcVi8jrgDf3BbHmt+M4G1tIz6e8Wvmavpkm8sBQJPpep3sYN0vMb2y8pxm0LOwyL2H1pDCq3oLSNTv7g0BpAfrTjPWBaU2G0VgYm7wQPr4toMDKoaTPPB2us7NjvBmKanbuqbfuxafY7s+tzt9LbfqWxcy+Lke1yjz9evFCV5gVlfkovVFXDOtg9ylXZ+vXuMcrH/Yl+7qfnRYxUiK9+zbVUMNGbx1oPAHLflxYa2M87RkwdseTOa2ZzFf3Qxv4eNy++YBFXv7VAwmJt+TgkiHMZbWxiPGtBb4vRUR3Ni0wo/WmyK4fv7kB+vmWesq+LrkRUV4WUb13UuRwK6y3jmqIpbi7XFmpWhQZvpeLZeO8KWRKsTyeqD4eTAa71KQGDbGtvWU7wEAlIXr03u6I9r4NpPJ3GAzf86BolcBAIsLzrGsdp86fzVied0AgL37d6B1aCeCbbxIXDw3AgbDXE5QVViLeA1XaA8fVaAkVIxo6qjR/E6URqosZ6wL8vRZ61VoHnoXvvZS/vmb8qEq/P3M3zeyn6sHChr4RRzqrLZ/8QyyWn0efvhh9PX14YILLkB1dbX+55e//CUAXvF++eWXcemll2LRokW48847ce211+L3v/+9cbCyjGeffRayLGPNmjX45Cc/iU9/+tO477779MfMmTMHzz33HF566SWceuqpeOCBB/Czn/0M69at0x9z/fXX4wc/+AHuuecerFy5Etu3b8cLL7wwxnSOmBoqTAuJ1+y+udop3FdLgtB7AacKq551sxP8RN3br53L7/Z/njd5jqMTRQR5e/uEuZy336Exa101AqwiZzd/EYAdGuJOzXrG1+N7mpNBXiVxQVN//eFBRQ/WL7boVxcIefx73Qqa+xW9/zwXlfVcO8ELLquXEZDcZXYzgYaohN+sC+GJC4MoDfIq2nm/HcFXX4/p49eyqZCbR7V5cZCfKCEfw1dX+nHzAt+UuESLXsPnW92d4AXm/mN9TnHUWwuGOVhv8PAcfdZ6xkZRUdUJGcwB5vFtii6BX1Dk7BOwsEiCT2sDeLNDk5J6UO/YJdpiKVVPtmW2N12kyVZ39ii6B0tzFqMlgfFX1s2u8bmorJeF+PewCuD19pTep3++TWW9KszXVkWF3p4BGEq5pnwGv83vScjg20ZUS+M40a9+eb0Pp5Xxto4jQ+qYlrVMdAVElhJn8/i2/X2KLoE/rWxyPSmIsZiDdXNLSS7axyTGUDkFKkeBWZW0zoPpMTB2tJsX76RirR87cw0WidrqyNgRiiKZeKBfQSKRwIMPPogHH3wQiYT3MYmZlEaqAQbEirnT+nBHCvFhYwRbf/kB+FkQJXllYKb7yhcE6sNL0V3LJ4MNH1N4zzuA3so9KA80oiK/Lu05gmDYD7VyAACwd/8H2NX/NxS2nwIAyG/yAcwYoybwhxgqyqswGukGVIahQykMHeNrznDRMRQHqx0r6/n1/NyF+yrxbs9LurlcYVNIe/30xwv1QFRTduR3Ntm/eAZZ7eis5miaqa+vx5YtW1xfp7GxEc8//7zjYy644AL8/e9/d3zMxo0bsXHjRtf3IyYfc8XEa9+ckD0fGlL1zPpUS+ABI+A0bwByYS4n+NQpPvzzXN+M7iHOlJN77dMX5+fIsEma6hJglYYYykMMnaNcNm/0rHusrJuuLy9j2wT1eQwdI9yN/S/H3IP18jDDylIJ248reHIfX8AjPp7dd0P0vXaZNvxpTvCTFKzfeIof/zTPZ7s5nmkwxvCJ+X5cXOvDXVtjeGp/Ej/cwTcJMstOISCuO4lNnRP+t1fnoMzjkcZ8CX9tV/Sq4VIP15B5wysSRF6Dx4IA90BoG1E9tZuIynp3RoKqJ2aM9CwfZyKWjy3icvahpDd1SlBmWFgk4YMeRa94u40/AgyV2GACGE6q+ozuD7oVJFUeyGa27JSGGFaXS3ijQ8FLh1O4ZZGky1e9urMvLORmcSk1uz7r5TmurIuq5t/aFfyf3Umo4B4edi1cogd485EU3utWdBNV0a/udC8WBY3vgn39SlrrVveoitc12fBlDTKifoalxRJ2dCt4u0NB7Rz71x1vZZ0fL8O7x/lECvE7PH0Gq+JOVnTvhB4VZaHsEl8zjcYov6aAsRVzO1aUSKiJMBwdVlEShKf9o1FZT/+51dg2wdxChteO8WBdVRl6e3sBuMd7TpRGuHfYUNFRhDtqMNqhQEkCQ1qiub9iP0oDdQhkrCm+EBDx56O0uAL9Zc0o6OKt1krxEOKRfiyMXjEmANafGwCidQEkDwDHDrYhtWIHCts/AYA7s5vN5QRyAKjPW4L+qn0IHTgTgweT6OnsByBjuKgNhYGLbHvWASCvSoLKFMipAPYf+wAXdH6F/7yeO8Fb9db7QkBEmMx1NTmcxXRI10PkhKow730BvG+whRSoY0TF+z38Jp6WYF0LOPvi0LP7h3Mwtk3A2Mw2+wLGjv3yHKzrMnhVl7V7kSCLKuieXsXkPu+1sm4K1rMY4yKSAb8+kMBIil+zbhVuEcz/4kMeQHqR0QJGZd3cB/Zhn4KUyseR5SIJZMeJEqibKQ8zPHFRCM+sC+mB0ILC7EYlrSqXUZfHcFm9POPvt/GQudFyGtsmMPcft3icsW5GTObw8hzdDT6jqiMq1MVBjHv0lXnW+u4s1CkikP2zlpzz4j+S7weCWmxm7lsXBmorSmXLNcCQwicxklT1hK/X5HV+gOGX/xDCU5eEslIgVIQlLCpiCMrAspLcBJXiuvmNZu70kRrnAEMExWaTObd+dYHet55hMvfS4SQUlSelRN+vMGh16lsfSRqJ42yc4AVmR3jDXI62ylONSGjv6lVM5nIn5u9BrJ+FAeDsSm+fgTGmjx72kmQE7H1DWvWJO2NfZ16+cb3nirIIl3f3Fx4EwMe3qQowqAXrfZX7+di2jFy3PwgwSZjM7dB/PljF3eEX5Vv3qwO8P7xmDk8SJI8FsaN3Mwrb5wMA8hp8kHxjg2fGGJoKlqC3Uutbb0mhr20IAJAq7ofPx4N8O3wRBlbEMyPB42WIHq8HYEoOWByrzzy+jYJ1YqrJ8zN896wAvr064FleVBoEQtre4rUj0xes5wcYCrWbWPStHzXJ4GcDwsBK4F0GLzbRisnB2/2cCXnzW52GvNxtFrGgPMzwP5b4sX6Bz5OsVSCSAc8eNEa2uQXeF2uLqpit7DXILguPlcGb+9Une6zYicpHG3z4+3URfPfMAB4+P7uqdUGAYc8nInj6UpvU+wlOZsDsqbKuPebosIr3urOvTolK53IPiQHR055ZWe8Y4e873qo6YMxGPzasZmXSKI47rsWBXlpYGGO6a71ZCr/dZRTYpdps5M1HUnpbV75HfwDBRxt8uKop+xaWV66M4N3rIuNuM8hErM+iBf0CGwm8YIXuvG8E0caMdedjMhzh068b0a9+uUkOLKr2To7wH/TwpGhZyFvbQyYiWN/bZ6hYTp9kx3BiLCJh9GGfktZScSIi1qGPNmSnevsnrXXSa7JIGMz1jGYG68JczqKybjEBYaIUhysAAENFRwDwYD0xqCCmtacMlB9AaaAurV8dACQfgxxIN5kDgPZSrrJelLfWdu45Ywzl8/IBAPldDUj1+xAcLgYYEKmT4c8wlxPMLV2KPjG+rSWFkeO8MMPKRniPucNeTfYB/nJtWsWBMyEpfiCURLBU4jPdrSrrASCqJWHyepynqaU9z/MjCcKFTSu8jwoD+E1QH2X4sE/FGx3T4wQvqM2T0BdXcGRIweJiSe9ZH8+X/YmIX+KjylqzlKSLjG/XKBBLuTs0C8QXsTBvKw4CUb/3c/0fa7OXH4svqoT2nWQ1Xz2TtZUyQjJ34Qbg2c1fBCbmytxk96ufLOQHGO48Nbu1RHAy95WaK+tRv7dJCIUB7qR+bFjVq8tu89LN/H9XBXBBjaxXjZ0o0X0a0n8u7oHKCQSSIsg+MqTqs+K9GH4tywisva7nFWGGQ0NqWrAuHMYz+9UFZ5RLKA5yCeqv9vOK9Jwc9di6URpiOfV6yTy357kE66dqwch73QoUVYXEmB58u1fWtWDdFCykFBV/PGT0qwtEZf3trhRSigrZ4n7f3mWYAI7n3M8rNNQYCYW3PZ0yBR4YRDoNUYaIDxhOGsa3J2pl/aZTfAj7jISeVy6q9WH7dRHPhQy7yrow8bWSwc/Tru0DOays++UAioJlplnrKQwc5MeQKhhEPNKPsmCDZeU5EOaV9S31L+o/667ahUJ/BarC82yDdQAonMfXqejxRhR28Kp6pFqCHGQIhK2fM6d0kT6+rX9/AvEC/nNfacrxvQBA8gORCh/69gJVe88FAITrVEBl3AneQkIvB4FwpQQpBEgj3q+HE/PKJ04aRLVTZPCn60sx02TuqC6Dnz1f0uastVcZfEnQkIwOJLjbqN1MXTNCKi/MorxK4CdCZp+pl2A95GM4t8p4nJfKHGBtMLfLw7gpgrDDXFlfWuxs4mhG3Gsi4eR13CHA1QpXNPo8ydfLbAzm2idoLgcY993uXgVDST53fb6H74pMRYDVnHArxLGKNpaUoupGaytt+sllieFizZTysT1asD7DpzLYYQ7WlxZLrr+7BUUSgjLv828e4CPPhLrAzT9CVN7NMvi3OhUcjwFFGbLhJcUS8nz8fYSSK5PtWlJlPP3q/HjTk7qnl8kTNpklskdiTDejFeq7XHgyTAc+ieGf5/lRFMz++BcXS54LGXZu8If0yvrYe0J4AHWOqui3MHkcLyWRKn1822inos9LH63i1fbyYJ1tT3dTaAV6anfqP+ur3IdF+WshScyyWi0onM/X5khvNYqPLgYARJtkMIztVxeUFpQBdb0AuCN86hh/YLhCdg3WZR9QUBXhn6eZj44ragpDVfj7WSUL5QAgyUyvrnuFdo3EtJKZMZwqY6hM6jKC9cN6ZX323CLmvnWvn5sxliYNb8r31p+/MKPa4jU5MBHM41IWFTHPn/FiU1Wx2uNxljvI4KmyTowHc7LJiwRekFklnazqVIlpdJvZnMgY2zb+9xUKHkVP6kqe5KQ1EZY26slrsq0iwxF+X7+KoSQf4eU0aUDMW+/I4Uzo6aAhyvQWNbuRbWZ8EtOvyfeOKzgypGI0xUefukmXrSrrwgX+H+p8aWoZWWL6mMQ3bUa4vevSruBGdYQhbPrIp1O/+rSRuXZl47cxGym2SZi2OlTW8wNMVwI251AKXxqp0ivrox2Kbi7XV74fAFCRVw/JIgnsCwHFgWqE8gPYd+Yv0T3nPRyvfxeLomvBZOtqtSBawyCHAEmVUbPrAv6zRh+YbB+s+4JARWUVYuFeQGFgPXkAgLzKkKO5HAAwiSG/mr+wL8n/m9/oh6qOdYIXSBKX+udRsE6cSJiD9do8hrwspNC5RFTQDw8pUFU1p27wJwqi4haWs+uzNKsPvM6iNW8GAe+y+4lgvtZEBcwL/1A7/sp6pxa4xFPGxIPJmrFOnNyEfEy//ryYywkWmUbaFQYwruqOF4QMO6lylY1AVNbHO2Md4OtRwPSRvd5Dwqlc4HU9zwzWhQR+ealkKb0WZLYLnKiVQFliemX6Eg8KJMAYN/fecaNnvymfubamiAR91yjQqwUZVv3qAtG3/lbHWJO5lKJih3CCH2efucRYmonpKpu2B2LyMftSVISnb394oiD2bWY3+OGkqrcmNdi0QAk1SfMAUF5ejvLy8gm375TlVeuV9cSAin5tok5nGe9Fry6st3yeL8grz415K/DG9V/HHzb+IxR/HAuj58AXdO4h94UYItp6VbOfy9KjDTIP1h2M6RryF+tSeABQmYKisgJIHraJeRnJzLx6GWD27wfw+esUrBMnFGb58ynTVFUHzOPbVByPATFtHzBbDOYAI2tdm+fN8VxglpZ6cYIH+GYwc47zZFMVZhBFfy8SeMGyEglV2ubd63GKTHUsxSWb+/r42KcC/+xqrSByy2la4GBuzXDDnEDLnPqQS8I+oyJ53KQoET3rEzGYY4ylJcqyUacIh/TCADxv9jM9J4w+aOf3rcmT0kepTeN32kT53+eH8H8+EsRHLQJmK1aYHOG99qsDvLIn1td9/dw35t3jChise3zPFMG6RWV9b5+KkRQfsXnKBFoQzBNtVtHYtmnDvHadqOZyU0mxqWddqJuED1G+H7qRciYiOXVwRMaGDRuwYcMG+P0eZtQ6UBquRDI0BCUywo9pO8/gdpftBgBUFtRaPs8XBJgMNIaX6z/Lk4tQF1xiW60WyH7DaR1JzcStQUYgbB/kM8bQVLgEfVX79J+N5HegJK/KtbIOAHl16WtctMEHBt6bbocvSME6cYJhlj976UGc7OM4MqTq/erlIYbgOEcNnYicXy2jMABc0ZidCYq5WuU1WM987FTI4GWJ4dbFfpxfLWUVrDPG8MRFQfzr6gDO8Th2Jc9vBC6do+kO1uQET4yX/7wwhHeuDWNlFlVDs0fCZG94Sy1kmLkwmAPSVS1enOAFIniu8WgOCRiVdaEKMOZ2u593c3X9RJXBA/wcf3KB3/N6tUI7Nzu6FcMJ3qNhrHl824taVX11hXWvvHDGfr9bwXAyXe4rFBArSpwVEG4Ik7mSIAWJ08nCtGD9xL2XpgrRipQyqZsMczn7vcfcAmEyl0MZfB4f35Yo7ubHpFX3+yv2o9BXgXDEOvJmjMEfAhpCRrC+sOBsyEx2DIDFc6MZycVoA3eCd4I7whuV9eGiNpQEqj1V1qMZwXpencTHtjn0u8sBIC9Ls0G6+olpxWx4MV1O8IA5WFdmnRO8oClfwrFP5eF7Z2fntG7eRHuVwfPHmgztpqCyDnAX+Zc+FkEkyzncF9T48JWVgawCbXPfujCXo351YiLkBxiWZjlLuypsjKac7J5Pc9+6IBcGc0C6X0Q299FHG2QsKZbwqQXeN0cVJoM5VTWby7m/76XmYH0K2ntmCiIp0jqo4m1Noj7PY3XbPL5N9KubXeDN1OVxlUVKBf7elR5cbJ+gBF4grq+zKsbnKE/khvmFhhqOkibuhH1Ge6FImB5yGNsmmKePb8udwVxpmM88Hy5uN37oUzBUcpg7wTsEs/4I0BBZof99UcE5UJlzACwomGOs0cEyCb6oZNuvLphbtigjWD+G4oC3ynq0WtIj6VC5BDksgcljZ7qb8QWAaGN238W0cySmFfMCMp3Beq0WLHbHDKOb2SSBF4ynGmFOaszkyvpUU2aS0orKejbJDILIBYwx/brLxgl+PIjxbcdjVgZzE62s88/gY96DQICPW/z7dZGsxgHqwfoI9y/pHFUhM94S48a51TKun+fDnSv8nsw2TxaKggyN2vf5X9rEjHWvlXX+uJ09CjYfse9XB/j1LKrrmX3rol1hvOZyghvm+/DAmgD+/ZzsR4QSucMvMV11QZV1b2Q6wgtzOadgXcjg93XH8NBDD+Ghhx5CIpGwfbwXRGV9oOiQ8cPqAaiSwmesu8jEq4OnwC/xKHtR/low5hwAC4QjPADkN/F+dTf5fDQvD/4Go9F/pLAdBcFSMA+XnC/CENS+F6INMneCd+utDwL+qIRgFusUzVknppWon6E2j+HokOppIzRZFPj57OLBBPCWNvN9NpnLTQRRFS/PctavOVg/GVUM5vFtu3r4FydV1onp4LYlfiSVBK7MssUlW8Q1Lyrrw0kVg9qeb+LBOn/+/ELmaZTcRDCPbntHCwAXFkkIewi+/RLDf17ksjs8SVlRKuHgYAoiVeNdBs8f92xrErEUV4M4+QOcWSHj9wdTaX3rqqrqMviJBut+iWHjMu/JHWLyWL/Qj5/uSng2OpztFAcZjg6r+hosKutOfiVCBn94SMGx9g74JJY20WM8iMp6b8F+NGg/S1TzKnt5uA6Sw1rqCwF+2Y//MfdH6IgfxLzIat4H7iVYn2dcJ3kNMiQHczmBHAQqqysQD/UjMFoAtXQY/qC3lkXZxyvqsS4FeVqw7reZ6S5gMn9eXq0EtLh/JoCCdWIG8PSlIbSNqNM6loMxnjTY06viDS1bPxWzv08GziyX8IUlfpzlsZ9bsLRYwrp6GQ3Rk9MbQJhUHRtW8WGf0bNOEFPNjaf4ceMpEzMM8oJwIxYSTOGmHpS5wdFEEDLrc7Iw1xsv4t5VVOCVI7kJAGcDp5ZK+P1Bfr78kvWoKCvErHVh7HpZvfNsc6vK+qEhFd0xrrzIZloCMbO5Y0UAd6ygxIlXDEd47zL48hBD1A8MJIHeOFCWg1xjSaQSADBYeFj/2WDlQQBAZZ61E7zAFwSYBJxTej1kH5CK85Ftkoelv3AOl6GrKa1fPcRHrDkhSQwN+UvQW7MbFQfOhFQ57ElyD/DjyquV0bcriYK57k7wAI83fGEV4SwSUBSsE9NONmZJk0ltnoQ9vSm0DGhj207Cau9kIEsMD67NXi7okxh+d5lLCvIEpkyrzm1tTyGp8mDlZJT7E4SgVK+s87+bzeUm2vt7Wb2MN64JY8EUtJL4JIbSIHA8Brx0mPdQuznBE8CKEhkAl1LM8TC2TTAvowJ/eYPz1nRVuQwG4OCgio4RBRVhSZfALy6WTsrkL0F4wXCE538/qMvg7dcvxhjmFUjYPgJ0j6q6QmoiBOQgCoIl+qx1wHCCrypwDtZlH4PsV5GMAfDBk7Rc4I9wk7mB5hTy5/kQyPN2vHOKl+DRq7+Jmt0XIHJ6m6cqPj9WYMFnIog2yai7PAgGb731/hBQepof+JW396FvH4LQyAykTkZpNjF1iOrc39p49Yec4ImTnRLT6CDAZC6Xg80fYwwry+SszSHHi5DCf6iNIVtJ87ZdWWFKaMzLYmxdxMf071+/5D5aszDAsFAzKBVta7mSwBPEiYxImPbEVKQUVTdMdlO5CCl8TzyHJnORKgwXG8H6sZJ3ALgH6wAQiPAgHQBU1b3vXMAYw6r78rHsriiKlvpcq9yCuaVL0VO7Cx9c/DCKwxWenOABXrUvmCtj/qcj3FxOch7bJpADQGUWnhi0qhGERmZwXksyeGICiOx0v9azu4TM5YiTnNKMnvXOHDnBTweV4fT7dUWWLvyzkaZ8hgKt3cFrv7pAmNGtrZJREHC/Xox56zxIN5zgaZ0lZi/mWevtIyoSCiCz9Kk9VszV2lB7YrkL1ssi1RgubAPCSUhB4EjJWwCAqqI61+f6QoA4Yq/96oLy03youzwESWauTvCChpJ5kBlfvIr83pzgBbIfgMKTC25j2wS+AJBN7YZWNYLQyAzOqbJOTISyjABlEfWrEyc5mZX1jhzNWJ8OzAmGxijTne4JexhjenU92+ku51Txx39inreS1hnlWrAuKuu6EzwlVYjZi9kNvlXrV6/Lc29JEa0ouQzWSyJVUHwJJP/lD1j0b0NIhoYQlCIoyS91fa4vBIBp1XWPY9v05wb5cyQZnoP1cCSAmtApAIBijzPWBXKAV/91ub6H9h9Z68v3CvWsE4SGOTiP+uEpu08QdmRKf8kJnjjZyaysd4yeuJV18/1L/ereufeMIH6+N4F/mpvd9vLrpwVwZaMPp3msjJ9ZwR/3dmcKnSMqDmlyX/pdEbMZc2X9kIexbYK5+QwAQ79ciKKiQE5a9soifHxbT8MHGK2YC3wAlAbrIPvdX1uYzClJAFJ2lXU5CEgSD9Qlj74ZcgC4svbLeLXtF1hZdGl2lXVRJVe9JwdkP3eF9woF6wShYe5Zp6o6MVEyTVrICZ442bGTwU90bNt0YFYDzBQT1BOB86tlnF+d/fkKygynl3t/3rISCSGZu1c/3cxNAOcWMEqyE7MavbI+quKg7gTvvveYWyCB+fwYOP//gy/ekgfZY5DrRKnmCN+TaENnjM9bLw/Ve0oE+II8mE3FeGCbTbAuAn2v5nIAVwVdVH8j1uTdCF8A2VXWfYAKgKnuTvDm9/Nn4ctMu0eC0DDL4GsidGsQE8NcTYz6gXpKABEnOaXaRnEoCcRSqm4wdyIG6+b7l6q1Mw+/xPQq/M92cWMQ+j0Rs51ifXymMbbNywjFujyGgAQkFOgqlYlSqlXWexPHcHyUj3CrjLqbywFaMBsCFEWMbfP+HSIHeIDv1ZROIOajM1927yf5eaCuwnuwDgByFsdHKxtBaJQEgZCW2KcRW8REKfBzZ2MAWFxETvDEyU9hgJsZAby63plDN/ipxhysk8P4zGS1Vol/r5v61QkCgO6t0ZMmg3dfv2SJoSmfP/dAv5KTYymNVAEAehPt6NIq616DdQDwR7i5XLZBtyQxlMwBwkXZPU9U831ZSOABXlmHpD03i2A9m8fSNxBBaDDGdPk7zVgnJgpjTA9SqF+dmA0wxtJM5jpHT1yDOfFdUB5i1BY1Q1ldkb6uUmWdmO2Ye9Zbs6isA0BTJIXUnx7F4z97BIlEYsLHIirrPYlj6Ii1AgAq892d4AW+IJeje+0DN+MPM09Gb2nvF4Ln0WtmJD/vWZdYlnL9LJIC1LNOECbq8yTs70/R2DYiJ5SFGI4Oq+QET8waSkJA5yh3gu86gQ3mTi+T8PWVfqwql0kVM0NZndHjvpLGthGzHJEsjSvAh328Qt7gobIOcJM5tbcNBw5JUNWJS+FLwrxnPanG0Tq8AwBQXdTg+fkiWM8mAJ4IviB3kM/GXA7glXUmjUOun00VPrtDIoiTm43L/QjIwFVNJKcjJs4Z5RHe8JgAABnaSURBVBLe61ZwwTgMlwjiRIT3rav4sE+FonIZY6bZ4omAxBi+tTrLEgsxpTTlM5SFgK5Rrt6oJq8ZYpaT5+PtdwkFGE3xn3lxgweAOQWGhD4XBH0hFARL0B/rxkDyOACg2sOMdYE/NL7e8/Ei+xj8YTUreTrAR7VJPhWBcHbPy2YcHa1sBGHiykYffn95mL70iZzwo3ODOHhTJCuXY4I4kRE9k7t6eFWnNATXGb8EMR4YY3p1nSTwBJHeigRwL6aoh1FpADAnX8xaz93xlGiO8ADAwFCeV+v5uZKPoewUIDCFbUglc4BwcfbP80f4n2zIRqZPqxtBEMQkIUsMVZT4IWYRZdpGcVcvD9bLQ3T9E5PHFY1cILqunhKiBAEYjvCAN3M5wdwCLViPqzmRwQNAabjKdFxV8Gepac9GVp4LJJmNq+2puAHIK5uEA9IgGTxBEARBEDlBVNb3aMH6iWguR5w4fHaRD+dVy1hQSNcZQQCib13MWPd+XzTlM1xcK6MkyKDkJlZHWV61/v8VEe9O8Ccak+1rklXK+/7778fq1auRn5+PiooKXH311dizZ0/aY0ZHR7FhwwaUlpYiGo3i2muvRXt7e9pjWltbccUVVyASiaCiogJf+cpXkEwm0x7z2muv4fTTT0cwGMT8+fPx+OOPjzmehx56CE1NTQiFQjjrrLPw5ptvZvNxCIIgCILIIWLW+rHhE9dcjjhxYIxhUZEEiUwACQKA4QgPeDeXA4CgzHBOlYxFxRLkHLUulZgq69mMbSPSySpY37JlCzZs2IDXX38dL730EhKJBC699FIMDQ3pj7njjjvw+9//Hr/+9a+xZcsWHD16FB//+Mf1f0+lUrjiiisQj8fxt7/9DU888QQef/xx3HPPPfpjmpubccUVV+DCCy/E9u3bcfvtt+Ozn/0sXnzxRf0xv/zlL7Fp0ybce++9eOedd3Dqqadi3bp16OjomMj5IAiCIAhinJRkmMlRsE4QBDF1lJrW4Gwq6wAQiUQQiWTZfO1AWcQUrBd4N5cj0mHqBBoTOjs7UVFRgS1btuD8889HX18fysvL8eSTT+K6664DAOzevRuLFy/G1q1bcfbZZ+MPf/gDPvaxj+Ho0aOorOTGAz/5yU/wta99DZ2dnQgEAvja176G5557Du+//77+Xp/4xCfQ29uLF154AQBw1llnYfXq1fjRj34EAFAUBfX19fjiF7+Ir3/962OONRaLIRYzXBP6+/tRX1+Pvr4+FBQUjPcUEARBEASh8dvmJP755VH97986I4CvnzZFs3cIgiBmOV99PYYf7uBz0p+8OIRr505fx/NrB57GN1/5NADgy+c8gGuW/I9pO5aZRn9/PwoLCz3FoRNyfunr6wMAlJSUAAC2bduGRCKBSy65RH/MokWL0NDQgK1btwIAtm7diuXLl+uBOgCsW7cO/f39+OCDD/THmF9DPEa8Rjwex7Zt29IeI0kSLrnkEv0xmdx///0oLCzU/9TXkxyDIAiCIHIJVdYJgiCmD7MbfLaV9VxTGjF61ivzKO4aL+MO1hVFwe233461a9di2bJlAIC2tjYEAgEUFRWlPbayshJtbW36Y8yBuvh38W9Oj+nv78fIyAi6urqQSqUsHyNeI5O7774bfX19+p9Dhw6N74MTBEEQBGFJacaM2goK1gmCIKaM4hkVrBsy+ArqWR8349ZGbNiwAe+//z7+8pe/5PJ4Jo1gMIhgMMtJ9wRBEARBeKY0o7JeEaJgnSAIYqoo0UKdgJTdNI5EIoH/+q//AgDcdNNN8Pv9Ez6W0kg1/FIAiqqgKr9hwq83WxlXsL5x40Y8++yz+NOf/oS6OsMwoKqqCvF4HL29vWnV9fb2dlRVVemPyXRtF27x5sdkOsi3t7ejoKAA4XAYsixDlmXLx4jXIAiCIAhiaiEZPEEQxPRRpq3B9VGW1ZQEVVXR0tKi/38uCPpC+NbFv0BKTSIaKMzJa85GspLBq6qKjRs34plnnsErr7yCOXPmpP37qlWr4Pf7sXnzZv1ne/bsQWtrK9asWQMAWLNmDXbs2JHm2v7SSy+hoKAAS5Ys0R9jfg3xGPEagUAAq1atSnuMoijYvHmz/hiCIAiCIKYWv8RQYCrI0Jx1giCIqePcahmfW+zDd8+cGWricxo/ivOarpruwzihyaqyvmHDBjz55JP47W9/i/z8fL0/vLCwEOFwGIWFhbj11luxadMmlJSUoKCgAF/84hexZs0anH322QCASy+9FEuWLMGnPvUpfO9730NbWxu+8Y1vYMOGDbpM/bbbbsOPfvQjfPWrX8VnPvMZvPLKK/jVr36F5557Tj+WTZs24eabb8YZZ5yBM888Ew8++CCGhoZwyy235OrcEARBEASRJSUhhv6EiogPyPNTsE4QBDFV+CWGH50bmu7DIHJIVsH6ww8/DAC44IIL0n7+2GOPYf369QCAf//3f4ckSbj22msRi8Wwbt06/PjHP9YfK8synn32WXzhC1/AmjVrkJeXh5tvvhn33Xef/pg5c+bgueeewx133IEf/vCHqKurw89+9jOsW7dOf8z111+Pzs5O3HPPPWhra8PKlSvxwgsvjDGdIwiCIAhi6igNMrQMqCinfnWCIAiCmBATmrN+IpPNfDuCIAiCILzxsT+M4KXDKZxZIeHP/xiZ7sMhCIIgXIjH4/jud78LAPif//N/IhAITPMRndxM2Zx1giAIgiAIM6Xa6CCqrBMEQRDExBj36DaCIAiCIIhMxPg2MpcjCII4ccjFuDYi91CwThAEQRBEzriwVsZjexK4uFae7kMhCIIgPBAIBPAv//Iv030YhAUUrBMEQRAEkTOubPSh6+Y8yBJV1gmCIAhiIlDPOkEQBEEQOYUCdYIgCIKYOFRZJwiCIAiCIAiCmKUkk0n88pe/BMDHY/t8FCLOFOg3QRAEQRAEQRAEMUtRFAUffvih/v/EzIFk8ARBEARBEARBEAQxw6BgnSAIgiAIgiAIgiBmGBSsEwRBEARBEARBEMQMg4J1giAIgiAIgiAIgphhULBOEARBEARBEARBEDOMWesGr6oqAKC/v3+aj4QgCIIgCIIgCGJ6iMfjiMViAHhsFAgEpvmITm5E/CniUSeY6uVRJyEHDhzAvHnzpvswCIIgCIIgCIIgiFnG/v37MXfuXMfHzNrKeklJCQCgtbUVhYWFOX3t1atX46233srpa86k93PiZP/sM+lcAyf/559J53s2fPaZcr77+/tRX1+PQ4cOoaCgYEreczb8fu2YDdfabD7fs/mzT8d7ztbzPRvW7el6Tzvo2j5xP3tfXx8aGhr0eNSJWRusSxJv1y8sLMz5oiLL8pQtVNPxfk6c7J99Jp1r4OT//DPpfM+Gzz6TzjcAFBQUTNnxzIbfrx2z4Vqbzed7Nn/26XjP2X6+T+Z1e7re0w66tk/8zy7iUcfH5PxdCWzYsOGkfj8nTvbPPpPONXDyf/6ZdL5nw2efSed7qpkNv187ZsO1NpvP92z+7NPxnrP9fE8ls+F6coKu7ZP3/czM2p71/v5+FBYWoq+vb8ZkiQiCIAhanwmCIE40aN0mCO9kc7/M2sp6MBjEvffei2AwON2HQhAEQZig9ZkgCOLEgtZtgvBONvfLrK2sEwRBEARBEARBEMRMZdZW1gmCIAiCIAiCIAhipkLBOkGcZDDG8Jvf/Ga6D4MgCILwCK3bBEEQJxZTtW5TsE4QM5z169fj6quvnu7DIAiCIDxC6zZBEMSJxUxdtylYJwiCIAiCIAiCIIgZBgXrBHEC0dTUhAcffDDtZytXrsQ3v/nNaTkegsiWmZq5JojJgtZt4mSA1m5iNjGT1m0K1gmCIAiCIAiCIAhihkHBOkEQBDEtvPDCCzj33HNRVFSE0tJSfOxjH8P+/fv1f29paQFjDE8//TQuvPBCRCIRnHrqqdi6des0HjVBEMTshtZugpg6KFgnCIIgpoWhoSFs2rQJb7/9NjZv3gxJknDNNddAUZS0x/3Lv/wL7rrrLmzfvh0LFizADTfcgGQyOU1HTRAEMbuhtZsgpg7fdB8AQRDekSQJqqqm/SyRSEzT0RDExLj22mvT/v7oo4+ivLwcO3fuxLJly/Sf33XXXbjiiisAAN/61rewdOlS7Nu3D4sWLZrS4yWI8UDrNnGyQWs3cbIzk9ZtqqwTxAlEeXk5jh07pv+9v78fzc3N03hEBDF+PvzwQ9xwww2YO3cuCgoK0NTUBABobW1Ne9yKFSv0/6+urgYAdHR0TNlxEsREoHWbONmgtZs42ZlJ6zYF6wRxAnHRRRfh5z//Of785z9jx44duPnmmyHL8nQfFkGMiyuvvBLd3d145JFH8MYbb+CNN94AAMTj8bTH+f1+/f8ZYwAwRm5JEDMVWreJkw1au4mTnZm0bpMMniBmOIqiwOfjt+rdd9+N5uZmfOxjH0NhYSG+/e1vU4WGOCE5fvw49uzZg0ceeQTnnXceAOAvf/nLNB8VQeQGWreJkxVau4mTlZm6blOwThAznI6ODsyfPx8AUFBQgKeeeirt32+++ea0v2f22BDETKS4uBilpaX46U9/iurqarS2tuLrX//6dB8WQeQEWreJkxVau4mTlZm6bpMMniBmKD09PXj22Wfx2muv4ZJLLpnuwyGInCAy15Ik4amnnsK2bduwbNky3HHHHfj+978/3YdHEBOC1m3iZIXWbuJkZaav21RZJ4gZymc+8xm89dZbuPPOO/GP//iP0304BJETzJnrSy65BDt37kz7d3OmuqmpaUzmuqioiKqQxIyF1m3iZIXWbuJkZaav20ylO4cgCIKYZHp6evDXv/4V1113HZ566ilcffXV031IBEEQhAu0dhPE9EKVdYIgCGLSmemZa4IgCGIstHYTxPRClXWCIAiCIAiCIAiCmGGQwRxBEARBEARBEARBzDAoWCcIgiAIgiAIgiCIGQYF6wRBEEROuf/++7F69Wrk5+ejoqICV199Nfbs2ZP2mNHRUWzYsAGlpaWIRqO49tpr0d7envaYL33pS1i1ahWCwSBWrlzp+J779u1Dfn4+ioqKcvxpCIIgZgdTtXa3tLSAMTbmz+uvvz6ZH48gTkgoWCcIgiByypYtW7Bhwwa8/vrreOmll5BIJHDppZdiaGhIf8wdd9yB3//+9/j1r3+NLVu24OjRo/j4xz8+5rU+85nP4Prrr3d8v0QigRtuuAHnnXdezj8LQRDEbGGq1+6XX34Zx44d0/+sWrUq55+JIE50yGCOIAiCmFQ6OztRUVGBLVu24Pzzz0dfXx/Ky8vx5JNP4rrrrgMA7N69G4sXL8bWrVtx9tlnpz3/m9/8Jn7zm99g+/btlq//ta99DUePHsXFF1+M22+/Hb29vZP8iQiCIE5+JmvtbmlpwZw5c/D3v//dVTVFELMdqqwTBEEQk0pfXx8AoKSkBACwbds2JBIJXHLJJfpjFi1ahIaGBmzdujWr137llVfw61//Gg899FDuDpggCIKY1LUbAK666ipUVFTg3HPPxe9+97vcHDRBnGRQsE4QBEFMGoqi4Pbbb8fatWuxbNkyAEBbWxsCgcCY/vLKykq0tbV5fu3jx49j/fr1ePzxx1FQUJDLwyYIgpjVTObaHY1G8cADD+DXv/41nnvuOZx77rm4+uqrKWAnCAt8030ABEEQxMnLhg0b8P777+Mvf/lLzl/7c5/7HG688Uacf/75OX9tgiCI2cxkrt1lZWXYtGmT/vfVq1fj6NGj+P73v4+rrroq5+9HECcyVFknCIIgJoWNGzfi2Wefxauvvoq6ujr951VVVYjH42N6y9vb21FVVeX59V955RX84Ac/gM/ng8/nw6233oq+vj74fD48+uijufoYBEEQs4rJXrutOOuss7Bv374JvQZBnIxQsE4QBEHkFFVVsXHjRjzzzDN45ZVXMGfOnLR/X7VqFfx+PzZv3qz/bM+ePWhtbcWaNWs8v8/WrVuxfft2/c99992H/Px8bN++Hddcc03OPg9BEMRsYKrWbiu2b9+O6urqCb0GQZyMkAyeIAiCyCkbNmzAk08+id/+9rfIz8/XexkLCwsRDodRWFiIW2+9FZs2bUJJSQkKCgrwxS9+EWvWrElzE963bx8GBwfR1taGkZER3VF4yZIlCAQCWLx4cdr7vv3225AkSe+vJAiCILwzVWv3E088gUAggNNOOw0A8PTTT+PRRx/Fz372syn/zAQx06HRbQRBEEROYYxZ/vyxxx7D+vXrAQCjo6O488478X//7/9FLBbDunXr8OMf/zhNSnnBBRdgy5YtY16nubkZTU1NY37++OOP0+g2giCIcTJVa/cTTzyB//W//hcOHjwIn8+HRYsW4Stf+Yo+Do4gCAMK1gmCIAiCIAiCIAhihkE96wRBEARBEARBEAQxw6BgnSAIgiAIgiAIgiBmGBSsEwRBEARBEARBEMQMg4J1giAIgiAIgiAIgphhULBOEARBEARBEARBEDMMCtYJgiAIgiAIgiAIYoZBwTpBEARBEARBEARBzDAoWCcIgiAIgiAIgiCIGQYF6wRBEARxAvLaa6+BMYbe3t7pPhSCIAiCICYBCtYJgiAI4gTgggsuwO23367//ZxzzsGxY8dQWFg4bcdECQOCIAiCmDx8030ABEEQBEFkTyAQQFVV1XQfBkEQBEEQkwRV1gmCIAhihrN+/Xps2bIFP/zhD8EYA2MMjz/+eFpV+/HHH0dRURGeffZZLFy4EJFIBNdddx2Gh4fxxBNPoKmpCcXFxfjSl76EVCqlv3YsFsNdd92F2tpa5OXl4ayzzsJrr72m//vBgwdx5ZVXori4GHl5eVi6dCmef/55tLS04MILLwQAFBcXgzGG9evXAwBeeOEFnHvuuSgqKkJpaSk+9rGPYf/+/fprtrS0gDGGX/3qVzjvvPMQDoexevVq7N27F2+99RbOOOMMRKNRXH755ejs7Ew7D1dffTW+9a1voby8HAUFBbjtttsQj8cn7+QTBEEQxDRBlXWCIAiCmOH88Ic/xN69e7Fs2TLcd999AIAPPvhgzOOGh4fxH//xH3jqqacwMDCAj3/847jmmmtQVFSE559/HgcOHMC1116LtWvX4vrrrwcAbNy4ETt37sRTTz2FmpoaPPPMM7jsssuwY8cOnHLKKdiwYQPi8Tj+9Kc/IS8vDzt37kQ0GkV9fT3++7//G9deey327NmDgoIChMNhAMDQ0BA2bdqEFStWYHBwEPfccw+uueYabN++HZJk1AnuvfdePPjgg2hoaMBnPvMZ3HjjjcjPz8cPf/hDRCIR/PM//zPuuecePPzww/pzNm/ejFAohNdeew0tLS245ZZbUFpaiu985zuT+SsgCIIgiCmHgnWCIAiCmOEUFhYiEAggEono0vfdu3ePeVwikcDDDz+MefPmAQCuu+46/PznP0d7ezui0SiWLFmCCy+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" ] @@ -1554,22 +1592,149 @@ " sales_test_df,\n", " target_column=\"Sales\",\n", " timeseries_id=\"1\",\n", - " title_suffix=\"(fine-tuned)\",\n", + " title_suffix=\"(full fine-tuned)\",\n", ")" ] }, { - "cell_type": "markdown", - "id": "91083481", + "cell_type": "code", + "execution_count": 21, + "id": "7944046c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Could not estimate the number of tokens of the input, floating-point operations will not be computed\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "
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StepTraining Loss
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10000.583500

" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Fine-tune the model with LoRA\n", + "lora_finetuned_pipeline = pipeline.fit(\n", + " inputs=train_inputs,\n", + " prediction_length=13,\n", + " num_steps=1000,\n", + " learning_rate=1e-4,\n", + " batch_size=32,\n", + " logging_steps=100,\n", + " finetune_mode=\"lora\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "44e5d367", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "**Note:** Fine-tuning functionality is intended for advanced users. The default fine-tuning hyperparameters may not always improve accuracy for your specific use case. We recommend experimenting with different hyperparameters. " + "# Use the LoRA fine-tuned model for predictions\n", + "lora_finetuned_pred_df = lora_finetuned_pipeline.predict_df(\n", + " sales_context_df,\n", + " future_df=sales_future_df,\n", + " prediction_length=13,\n", + " quantile_levels=[0.1, 0.5, 0.9],\n", + " id_column=\"id\",\n", + " timestamp_column=\"timestamp\",\n", + " target=\"Sales\",\n", + ")\n", + "\n", + "plot_forecast(\n", + " sales_context_df,\n", + " lora_finetuned_pred_df,\n", + " sales_test_df,\n", + " target_column=\"Sales\",\n", + " timeseries_id=\"1\",\n", + " title_suffix=\"(LoRA fine-tuned)\",\n", + ")" ] }, { - "cell_type": "markdown", - "id": "771d7f6a", + "cell_type": "code", + "execution_count": null, + "id": "7c899976", "metadata": {}, + "outputs": [], "source": [] } ],