This is cool. As a heavy Instagram user and someone who's worked with their API before, I'm curious about how far back in time you're going with photos at a given location.
And a comment: many of the photos showing around me (Cincinnati, OH) seem to be misplaced, some a half mile or more from where their actual location is. I'm judging this based off knowing what store the photo is taken inside of.