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@edzerpebesma @martinfleis Yeah, geopy complains exactly about that: "ValueError: Point coordinates must be finite. (nan, nan, 0.0) has been passed as coordinates." I guess the issue is that #Shapely only complains when coordinates are None but not when they are NaN .