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---
license: cc
license_name: license
license_link: LICENSE
configs:
- config_name: default
data_files:
- split: train
path: dataset.csv
---
The SAR data are obtained from the UMBRA Open Data Program (https://umbra.space/open-data/).
The dataset has been created combining the WorldCover by ESA (https://esa-worldcover.org/en) with the UMBRA images.
BIOME information has been extracted from the RESOLVE biome dataset (https://ecoregions.appspot.com/).
Reverse geo-coding with OSM nominatim (https://nominatim.openstreetmap.org).
(more details asap)
**Authors**: Federico Ricciuti, Federico Serva, Alessandro Sebastianelli
**License**: Same as UMBRA Open Data Program in 31/01/2025
**Last extraction from UMBRA Open Data**: 08/12/2024
![image/png](https://cdn-uploads.huggingface.co/production/uploads/64bc339bef8c0e42bf08617b/LvcpsMovWy34b-2z6oy13.png)