Restaurant

New York City has known for good restaurants. When looking up new place what restaurants are nearby is a good indication. Also, more restaurants give more selection and better quality in the same area. Therefore, a number of restaurants in each area are selected to calculate living score. The restaurant data is gathered from  Miles Grimshaw's blog  \cite{database}. The original data is 2013 restaurants health rating from NYC open data. The addresses are extracted and geocoded by Google API. The Raw data is transformed to point data and find an intersection with NTAs by using Pysal package. Fig. 8 shows the raw data.