Transit ridership across the US has experienced a decline over the past decade. Researchers, policy-makers and advocates have suggested that transportation and land use policies be modified to encourage transit-friendly environments. Despite the importance of studying the relationship between built environment and transit use, previous research on this topic exhibits several limitations in terms of scope, resolution and robustness of research design, due to availability of built environment and ridership data. Using a historical marked crosswalk dataset generated from Google Street View along...