 The algorithms recreate traffic simulations using data captured by a network of urban sensors and cameras.This analysis is able to reduce traffic jams as well as CO2 emissions, and can also inform drivers of how their movements affect traffic, how much energy they consume, and the amount of emissions they produce.Her work leverages multimodal data sources including individual travelers and vehicles to analyze and optimize the performance of transportation systems at the scale of entire metropolitan areas.