The path most traveled: Travel demand estimation using big data resources

•A full implementation of a travel demand estimation model using big data.•Methods to denoise trajectory data, estimate OD matrices, and route trips.•A modular, efficient, generalized system architecture for easy portability to many cities.•An interactive visualization platform to explore and communicate results.