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ez_landcover
Hugging Face dataset ivarvdspoel/ez_landcover
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What's in it
- Data offered llm-inferred
- per-patch land-cover class fractions (background, vegetation, built_up, water) · dominant land-cover class per patch (task_dominant_class) · ESA WorldCover 2021 class fractions (wc_frac_* and raw_wc_frac_*) · Sentinel-2 cropped tile references (s2_path) · Koppen climate zone (koppen_zone) · Sentinel-2 cloud and water fractions (s2_cloud_frac, s2_water_frac) · transfer-quality and real-vs-simulated similarity scores
- Coverage llm-inferred
- Global sample of patches (center_lat -45.91 to 67.7; center_lon -125.36 to 153) · 2024-08-13 to 2026-04-17 (date_s2b range)
- Resolution llm-inferred
- 10 m source land-cover tiles (ESA WorldCover); patch size not stated
- Formats llm-inferred
- Parquet (Hugging Face auto-converted viewer) · HDF5 (.h5 label files referenced) · NumPy (.npy mask files referenced) · GeoTIFF (.tif tile and Sentinel-2 references)
- Access docs-verified
- Open licence (Apache-2.0); no authentication listed in ENTRY (auth null)
Useful for
- Use cases llm-inferred
- Train or validate a Sentinel-2 land-cover classifier against ESA WorldCover-derived labels · Screen candidate imagery patches for cloud and water contamination before a land-cover baseline · Benchmark agreement between WorldCover and Sentinel-2 class fractions for a land-cover change study
- Audience llm-inferred
- GIS analysts · ecologists · remote sensing and geospatial data scientists · planners
Limitations
- Constraints llm-inferred
- Train split only, about 10K rows (10K-100K size band) · Global sample; UK coverage is not evidenced in the docs · Four task classes only (background, vegetation, built_up, water) · Labels come from ESA WorldCover 2021, not current-year ground truth · Dataset card has no prose: no methods, update cadence, or quality-score definitions · Sample file paths point to a private cluster path, so the source pipeline is not reproducible from the card
- Licence
- apache-2.0
- 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; 484 downloads/30d, 0 likes.
Metadata observed 14/10/2026 · research sweep: manual-2026-10-15 (Hugging Face datasets)