It was my final project for the Data Wrangling with MongoDB course, from Udacity. I cleaned up the OpenStreetMap data from São Paulo area using Python and reshaped it to Mongo DB.Then, I used the database to assess the quality of the data and perform some exploration.

On this project, I dealt with special characters, evaluated the accuracy using Python and MongoDB and cross-validated the data against another resource.