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> your model would just learn to interpolate between geographically proximate locations

At a particular scale, this is entirely correct; if what I'm looking for is 'large', a measurement 1m away from a known hit would also be likely to be a hit.

That particular issue sounds like it should be addressed with more negative samples.



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