What you get

Ready-to-train labelled points for your area and year, selected only where the evidence for a class is strong. Every point carries a confidence tier, an independent-verification flag and spectral features, delivered as GeoJSON and CSV with a README and metadata.

Quality by class

ClassDefinitionLabel purity

Label purity is the share of labels confirmed by independent reference data: 1,595 expert-checked points in six African cities, and EU field-survey points for tree cover and cropland.

Known limitations