Using K Means Clustering, I found the best accomodation for students in Bangalore by classifying accomodation for incoming students basis their preferences on amenities, budget and proximity to the college.
Please follow this link to view the Final notebook and look at my findings: (Again, make sure you're using Google Chrome, otherwise the map won't show up!):