The final result of the analysis is an interactive map with the cities from both countries plotted in the color of each cluster. You can zoom in and out and click the point to check the cluster and name of each city.
Python package to get venues from Foursquare API into Pandas DataFrame
I needed to get the venues around a coordinate for a project, but wanted to get them on a dataframe to play with the data using pandas. I found [https://pypi.python.org/pypi/foursquare/]() which works really good, but still had to clean the result, thus this.