This project involved extracting data from OpenStreetMaps and then through auditing the data, determine any data that needed to be cleaned. Once the data was cleaned it could then be converted to JSON and imported into MongoDB for analysis.

All code for this project can be found in the GitHub Repo and a copy of the report can be found at Project Report