The battle of the neighborhoods
Introduction The project is done for the client “Cuppa-Bliss Inc” since they wanted to open a new branch of their coffee shops in New York city. We were asked to find out the top 5 neighborhoods where they could open a new shop. Data The data required is the location of the coffee shops in each neighborhood. To gather the information we used the neighborhoods information from the JSON file provided and we used four squares to find how many coffee shops are there. Methodology With the data as described above, we did the data preparation first. Along with the JSON file, we used four squares to find how many coffee shops are there. Then we filtered the neighborhoods with more no. of Coffee shops, and got a list of neighborhood with only one coffee shop available. Also, the client mentioned that they would not want to open the coffee shop where there is a StarBucks in the area. We also excluded the areas with StarBucks on the analysis. Finally the k means