Predict the pick up density of yellow cabs at a given particular time and a location in New York City.
Source of Data : http://www.nyc.gov/html/tlc/html/about/trip_record_data.shtml
In the given notebook I am considering only the yellow taxis for the time period between Jan - Mar 2015 & Jan - Mar 2016