GeoSeek · landscape similarity explorer

Click the map — a continuous similarity field over Clay v1.5 embeddings (Sentinel-2, lat/lon ablated) + nearest neighbours.

source ↗

Analysis

Click anywhere on the map. The click snaps to the nearest grid node of the R. microplus accessible area (xnicher), renders a continuous cosine-similarity field interpolated over all grid nodes, and lists the nearest neighbours — frozen Clay embeddings, imagery only, no geolocation tokens.

Suitability = frozen-embedding probe score on the presence-vs-background task (spatial-CV AUC 0.85); not a validated species distribution model. Similarity = cosine over Clay v1.5 mean-pooled embeddings with lat/lon tokens ablated.