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This project was done as part of the University of Pennsylvania’s Master of Urban Spatial Analytics (MUSA) Spring 2022 Practicum. The instructors were Michael Fichman and Matthew Harris. We would like to thank them for their tireless help with this project. The group would also like to thank the team at US Ignite, Palak Agarwal and Kyle Compton, for their help in supplying the data and high-level guidance.

This report documents the data analysis pipeline through multiple steps. First is processing, exploration and visualization, then building the traffic prediction model through feature engineering, model training and validation testing.