data api · Global

Earth Index Embeddings

Embeddings created by EarthGenome for the EarthIndex project

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What's in it

Data offered docs-verified: Sentinel-2 temporal-mosaic embeddings (embedding: float[384] per point) · point id (uint64) and WKB point geometry
Coverage docs-verified: Global · Set per artifact by the date range in its filename (example: 2024-01-01 to 2025-01-01)
Formats docs-verified: GeoParquet
Access docs-verified: Free and open; public, anonymous HTTPS/S3 access via data.source.coop (per ENTRY auth). Licence: CC BY 4.0, attribution required.

Useful for

Use cases llm-inferred: Screen for land-cover or surface change between two Sentinel-2 date ranges using embedding similarity · Use embedding vectors as ML input features for habitat or land-use classification in a site study area · Pull embeddings for a site's UTM grid tile as a desk-based surface baseline before field survey
Audience llm-inferred: GIS analysts · ecologists · hydrologists · planners · data scientists building ML pipelines

Limitations

Constraints llm-inferred: Docs give the projection as EPSG:4626, which looks like a typo for EPSG:4326; confirm before reprojecting · No spatial resolution is stated in the docs · Artifacts are split by UTM grid tile, so a site may need several files and a tile lookup · Embeddings come from the SoftCon model by Zhu Labs; outputs are model-derived, not direct observations · Point geometries only; no raster or pixel-level data · No API or MCP tools; access is by file download from source.coop · Metadata shows last update 21 Aug 2025; check currency for recent periods

Licence: see product README
Authentication: Public; anonymous HTTPS/S3 access via data.source.coop
GitHub stars: Unknown
Last commit: Unknown
Last successful page check: 14/10/2026
Page health: page reachable
Package: Not recorded
Verification: Not independently verified

Provenance & evidence

Verified via Source Cooperative API /api/v1/products/earthgenome (public product, updated 2025-08-21).

Metadata observed 14/10/2026 · research sweep: manual-2026-10-15 (source.coop)