Still, this would allow for standard deviations in the data, where each restaurant will have certain standard deviations and with lower deviations, there will be higher correlations between the number of taxi drops and Instagram posts. Thus making it true that there are some restaurants that have higher Instagram posts and drops near them.
This makes these areas very social, highly desirable and food trending in many ways. The environment at Night for people in New York usually revolves around this that allows them to eat great food and wait outside their bar / restaurants and wait for their cabs and taxis to show up. This creates certain hotspots within New York City. This was thus the essence that was trying to be captured through this report.