GEO-INFER-BAYES

GEO-INFER-BAYES

Comprehensive Bayesian inference framework with probabilistic modeling, uncertainty quantification, and computational methods for geospatial data.

Contents

• config/
• docs/
• examples/
• src/
• tests/
• SKILL.md
• mcmc_traces.png
• mean_prediction.png
• posterior_distributions.png
• pyproject.toml
• spatial_data.png
• uncertainty.png

Public Interface

• No public Python symbols are defined directly in this directory.

Module Metadata

• Module: GEO-INFER-BAYES
• Package: geo_infer_bayes
• Version: 0.4.0
• Install: uv sync --package geo-infer-bayes
• Tests: uv run python GEO-INFER-TEST/run_unified_tests.py --module BAYES

Dependencies

• arviz>=0.12.0
• matplotlib>=3.5.0
• numpy>=1.20.0,<2.0
• pandas>=1.3.0
• scipy>=1.7.0
• tqdm>=4.60.0
• xarray>=2022.3.0

Validation

uv run python GEO-INFER-TEST/run_unified_tests.py --module BAYES

Visualization Contracts

• Spatial prediction, uncertainty, posterior, and model-comparison plots validate finite aligned numeric inputs and confidence levels.
• Spatial prediction handles the single-panel case when uncertainty is omitted and returns a valid figure for both single- and multi-panel layouts.

Documentation Notes

This README describes current repository state only. Keep examples and claims tied to importable code, tracked files, or validation commands.