AUTHORS
CHANGELOG.md
CITATION.cff
CODE_OF_CONDUCT.md
CONTRIBUTING.md
GOVERNANCE.md
LICENSE
MANIFEST.in
Makefile
README.md
SECURITY.md
pyproject.toml
docs/conf.py
docs/index.rst
docs/instructions/00_project_overview.md
docs/instructions/01_installation.md
docs/instructions/02_quickstart.md
docs/instructions/03_ucid_standard.md
docs/instructions/04_city_codes_unlocode.md
docs/instructions/05_h3_geohash_s2_interop.md
docs/instructions/06_temporal_model.md
docs/instructions/07_scoring_system.md
docs/instructions/08_context_plugin_architecture.md
docs/instructions/09_context_15min.md
docs/instructions/10_context_transit.md
docs/instructions/11_context_climate.md
docs/instructions/12_context_vitality.md
docs/instructions/13_context_equity.md
docs/instructions/14_context_walkability.md
docs/instructions/15_data_integration_osm.md
docs/instructions/16_data_integration_gtfs.md
docs/instructions/17_data_integration_remote_sensing.md
docs/instructions/18_data_integration_population.md
docs/instructions/19_io_formats.md
docs/instructions/20_database_postgis.md
docs/instructions/21_api_service_fastapi.md
docs/instructions/22_realtime_streaming.md
docs/instructions/23_distributed_compute.md
docs/instructions/24_ml_module.md
docs/instructions/25_benchmarking.md
docs/instructions/26_quality_assurance.md
docs/instructions/27_security_supply_chain.md
docs/instructions/28_release_process.md
docs/instructions/29_governance_community.md
examples/batch_processing.py
examples/demo.py
examples/geojson_export.py
examples/multi_context.py
examples/quickstart.py
notebooks/00_ucid_basics.ipynb
notebooks/01_citygrid_scan_basics.ipynb
notebooks/02_15min_city_isochrones.ipynb
notebooks/03_transit_gtfs_quality.ipynb
notebooks/04_walkability_connectivity.ipynb
notebooks/05_climate_heat_green_shade.ipynb
notebooks/06_vitality_poi_entropy.ipynb
notebooks/07_equity_gap_gini.ipynb
notebooks/08_temporal_trends_anomalies.ipynb
notebooks/09_prediction_baseline_gbdt.ipynb
notebooks/10_transfer_learning_cities.ipynb
notebooks/11_intervention_impact.ipynb
notebooks/12_distributed_dask_grid.ipynb
notebooks/13_distributed_ray_training.ipynb
notebooks/14_realtime_streaming_windows.ipynb
notebooks/15_api_service_end_to_end.ipynb
notebooks/16_geoparquet_export.ipynb
notebooks/17_postgis_roundtrip.ipynb
notebooks/18_comparison_osmnx_pandana.ipynb
notebooks/19_data_quality_uncertainty.ipynb
notebooks/20_i18n_localization.ipynb
notebooks/21_satellite_raster_pipeline.ipynb
notebooks/22_population_normalization.ipynb
notebooks/23_hotspot_spatial_stats.ipynb
notebooks/24_report_generation.ipynb
notebooks/25_dashboard_data_contracts.ipynb
notebooks/26_sensor_iot_mock.ipynb
notebooks/27_ar_vr_export_stub.ipynb
notebooks/28_security_audit.ipynb
notebooks/29_release_dry_run.ipynb
notebooks/README.md
scripts/benchmark.py
scripts/download_sample_data.py
scripts/generate_city_registry.py
scripts/release.py
src/UCID.egg-info/PKG-INFO
src/UCID.egg-info/SOURCES.txt
src/UCID.egg-info/dependency_links.txt
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src/ucid/__init__.py
src/ucid/cli.py
src/ucid/py.typed
src/ucid/api/__init__.py
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src/ucid/api/models.py
src/ucid/api/routes.py
src/ucid/client/__init__.py
src/ucid/client/async_client.py
src/ucid/client/client.py
src/ucid/client/exceptions.py
src/ucid/client/models.py
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src/ucid/compute/backpressure.py
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src/ucid/compute/chunking.py
src/ucid/compute/dask_backend.py
src/ucid/compute/local.py
src/ucid/compute/ray_backend.py
src/ucid/contexts/__init__.py
src/ucid/contexts/base.py
src/ucid/contexts/climate.py
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src/ucid/contexts/fifteen_minute.py
src/ucid/contexts/registry.py
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src/ucid/core/models.py
src/ucid/core/parser.py
src/ucid/core/registry.py
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src/ucid/data/__init__.py
src/ucid/data/cache.py
src/ucid/data/gtfs.py
src/ucid/data/osm.py
src/ucid/data/population.py
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src/ucid/spatial/__init__.py
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src/ucid/spatial/crs.py
src/ucid/spatial/geohash_ops.py
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src/ucid/spatial/s2_ops.py
src/ucid/temporal/__init__.py
src/ucid/temporal/analyzer.py
src/ucid/temporal/anomalies.py
src/ucid/temporal/forecasting.py
src/ucid/temporal/seasonality.py
src/ucid/temporal/trends.py
src/ucid/utils/__init__.py
src/ucid/utils/config.py
src/ucid/utils/errors.py
src/ucid/utils/logging.py
src/ucid/utils/types.py
src/ucid/utils/validation.py
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tests/fixtures/data.py
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tests/unit/test_temporal.py
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tests/unit/test_viz.py