The idea of this Capstone Project was to find and via supervised machine learning and k-means clustering the locations and quantity of different Brazilian restaurants in Rio de Janeiro and then try to make some conclusions of the investigation. The Data for the neighborhood 'Population' numbers came from the governmental site IBGE (Brazilian Institute of Geography and Statistics). The Data of Brazilian Restaurants was discovered via the Foursquare location platform. In the Project URL and GitHub URL, you will find the complete study and python code.