Using the Google Maps distance matrix api.
You will need the Python Client for Google Maps Services:
$ pip install -U googlemaps
And Pandas
$ pip install pandas
Add a file in the root with the name 'api.key' which contains your Google Maps API key.
Please only use in accordance with Google Maps APIs Terms of Service.