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UCID - Urban Context Identifier
Copyright 2026 UCID Foundation
This product includes software developed by the UCID Foundation
(https://github.com/ucid-foundation/ucid).
This product includes the following third-party components:
---
H3: Hexagonal Hierarchical Spatial Index
Copyright 2018 Uber Technologies, Inc.
Licensed under the Apache License, Version 2.0
https://github.com/uber/h3
---
Pydantic: Data validation using Python type hints
Copyright 2017-present Samuel Colvin and other contributors
Licensed under the MIT License
https://github.com/pydantic/pydantic
---
FastAPI: Modern, fast web framework for building APIs
Copyright 2018-present Sebastián Ramírez
Licensed under the MIT License
https://github.com/tiangolo/fastapi
---
NumPy: The fundamental package for scientific computing with Python
Copyright 2005-2024 NumPy Developers
Licensed under the BSD 3-Clause License
https://numpy.org/
---
Pandas: Powerful data structures for data analysis
Copyright 2008-2024 AQR Capital Management, LLC, Lambda Foundry, Inc.
Licensed under the BSD 3-Clause License
https://pandas.pydata.org/
---
GeoPandas: Geographic pandas extensions
Copyright 2013-2024 GeoPandas developers
Licensed under the BSD 3-Clause License
https://geopandas.org/
---
Shapely: Manipulation and analysis of geometric objects
Copyright 2007-2024 Sean Gillies and the Shapely contributors
Licensed under the BSD 3-Clause License
https://shapely.readthedocs.io/
---
OpenStreetMap Data
Copyright OpenStreetMap contributors
Licensed under the Open Database License (ODbL)
https://www.openstreetmap.org/copyright
---
This NOTICE file is provided for informational purposes only. It is not
intended to modify the terms of any license under which such software
is distributed.