Leveraging geolocation data and k-means clustering to identify the best neighborhoods to open an Italian restaurant in Philadelphia — Background Location is a critical factor for any business, and it’s especially important in the restaurant industry which typically operates on thin margins, relies heavily on foot traffic, and is heavily impacted by the level of competition in the area. …