This project aims to identify the urban features that most influence health outcomes. It contributes to understanding how urban planning and design can impact a community’s physical and mental health. For our present purposes, we have restricted ourselves to the Washington, D. C. region and focused on the amount of free time people spend on physical activity as the health outcome.