Data Sources:
- Yelp API data : https://www.yelp.com/dataset/download
- Taxi and Limousine shapefile and data :http://www.nyc.gov/html/tlc/html/about/trip_record_data.shtml
- Instagram web scraped anonymous data for hashtags
- NYC Open data Manhattan boundary shapefile:
https://data.cityofnewyork.us/City-Government/Borough-Boundaries/tqmj-j8zm