So, to get location, I looked at each entry and typed in the city name, then ran those locations through the Google Maps geocoding API. To get more specific locations, I would have to get the address of each company, which generally isn't posted. Maybe LinkedIn API to grab the address, based on company name? Haven't played with that one yet.