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CropNet
Hugging Face dataset CropNet/CropNet
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What's in it
- Data offered docs-verified
- Sentinel-2 agriculture (AG) RGB satellite images, 224x224 · Sentinel-2 NDVI satellite images, 224x224 · WRF-HRRR daily meteorological parameters (9 parameters) · WRF-HRRR monthly meteorological parameters · USDA county-level crop production and yield (corn, cotton, soybeans, winter wheat)
- Coverage docs-verified
- Contiguous United States, county level · 2017-2022 (6 years)
- Resolution docs-verified
- Spatial: 9 km grid for Sentinel-2 and WRF-HRRR; county level for USDA. Temporal: 14-day revisit (Sentinel-2), daily and monthly (WRF-HRRR), annual (USDA).
- Formats docs-verified
- Python package (cropnet, PyPI)
- Access docs-verified
- Free and open under CC BY 4.0 licence; not gated
Useful for
- Use cases llm-inferred
- Benchmarking climate-aware crop yield models against US county-level data for research comparators · Summarising growing-season weather (HRRR) and vegetation (NDVI) context for US agricultural study sites · Building ML baselines for county-level yield prediction using aligned satellite and weather inputs
- Audience llm-inferred
- Data scientists and ML researchers · GIS analysts · Agricultural and climate researchers
Limitations
- Constraints llm-inferred
- US-only coverage (contiguous US counties); no UK data, so limited direct relevance to UK consultancy work · ENTRY metadata lists regions as Global, which the docs do not support · Hub dataset viewer unavailable (500 error on the dataset page) · Time span ends in 2022; the download example notes most 2023 USDA data is not yet available · Only four crop types covered · 9 km grid and 14-day Sentinel-2 revisit are coarse for field-scale work · Very large dataset (size category n>1T); requires Python, conda and ecmwflibs for the CropNet package · Docs give county counts inconsistently (over 2200 vs 2291)
- Licence
- cc-by-4.0
- Authentication
- Unknown — review source docs
- GitHub stars
- Unknown
- Last commit
- Unknown
- Last successful page check
- 14/10/2026
- Page health
- healthy
- Package
- Not recorded
- Verification
- Not independently verified
Provenance & evidence
Verified 2026-10-15 via HF API: exists; 11069 downloads/30d, 29 likes.
Metadata observed 14/10/2026 · research sweep: manual-2026-10-15 (Hugging Face datasets)