Pyronear Risks - Wildfire risk score and open source datasets

This first release provides models and datasets for wildfire risk estimation. Among others, this introduces a D-5 wildfire risk inference for French regional areas.

Note: pyro_risks mainly requires pandas, geopandas and scikit-learn , while the API only requires fastapi and uvicorn

Highlights

Datasets

Various datasets with entries indexed by location and time of measurement.
New

• Added NOAA & BDIFF (#6), NASAFIRMS (#7), FWI (#10), ERA5Land (#13), NASAVIIRS (#18), MergedEraFwiViirs (#22), ERA5T (#24, #29) datasets
• Added dataset merging utilities (#9, #13), and closest neighbour aggregation (#13)
• Added data source URL download for modis and ghcn (#4)
• Added live API data fetching (#25)

Models

Trainable models to estimate wildfire risk
New

• Added Random Forest and XGBoost risk estimation models (#22, #25, #29)

Documentation

The documentation of the python library
New

• Added Sphinx documentation autobuild (#1)
• Added datasets page (#6)
• Updated README (#1, #16, #27) and added CONTRIBUTING (#16)

Tests

Unittests for the python package
New

• Added unittest for dataset instantiation (#6, #7, #4, #10, #13, #18, #23, #24, #25, #29)
• Added unittests for model inference (#22, #25, #29)

Web Server

Web server made to expose some of the python library features
New

• Added basic FastAPI web server to expose wildfire risk inference (#27)

Others

New

• Added package setup (#1, #6) and CI job (#1, #17)
• Added CI jobs for lint checking, doc building and unittesting (#1, #5, #14)
• Fixed geopandas installation in CI (#6)
• Renamed repo and package (#12)
• Added example scripts (#13, #18, #22, #24)
• Added org funding option
• Added docker orchestration for web server (#27)
• Added Heroku deployment of web server (#27)

Biosphere - Wildfire - Jupyter Notebook
Published by frgfm over 4 years ago

Pyronear Risks - Data file checkpoints

This release is only here as a safeguard if some files cannot be accessed on the source server.

Biosphere - Wildfire - Jupyter Notebook
Published by chloeskt over 4 years ago