Hash function that maps similar inputs to similar outputs?

I wouldn't call this a hash because the point of a hash is exactly the opposite. However, with your stated goal of small changes in input producing small changes in output, I would look at using either a soundex function or the Ratcliff algorithm.

I would recommend the simhash, algorithm by Mark Manasse.

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