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Nice, but the data needs cleanup / clustering (all the variants on "NEW YORK CITY", "NEW YORK, NY" etc).

I wonder if a bulk data download is available. Some NLP and data analysis could produce some incredible results here.

Where is it coming from?

Serious question: how would one go about doing that? Any pointers?