dataset-specific
Regenerate the full-lake Lab extract from the current v2 map index before making abundance or range claims.
Run environment-plan then environment-join for governed ERDDAP, Argo, and Bio-ORACLE context.
Backfill coordinate, year, depth, temperature, and salinity coverage through approved source lanes.