This repository contains all the relevant material associated with the final capstone project titled "The battle of neighbourhoods" of my IBM professional certification in data science and analytics. The jupyter notebook titled segmenting and clustering of toronto data has all the relevant code and the graphs assosciated with analysis of neighbourhoods in toronto city and the assosciated popular venues.This was done using Foursquare api.