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To overcome this setback, I tried to structure a three pronged investigation of metadata on the locations and find ways in which to describe Pittsburgh and what might be the experience of those tweeting from those locations:

1. The first one would have to understand the basic land use ordinance issues of the locations. This seemed to prove the hypothesis that vibrancy or check ins are more popular around non residential areas. Pittsburgh in particular benefits from having long river fronts and industrial spaces that have heritage value. 

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