The whole-earth embeddings are interesting. Wonder if it'd be any good for looking for fresh water sources in the desert.

Are you thinking of _new_ fresh water sources that emerge in recent years? If you have any candidate lat/lon where this might have happened, we can take a look at the 2024 and earlier embeddings to see if we can spot it.