We use the passenger card swiping data obtained from the AFC (Automatic Fare Collection System) system to study the contact tracing in the subway system. The first step of the patent is to estimate all possible travel trajectories of passengers through card swipe data. The second is to build a spatiotemporal index to achieve rapid comparison of large-scale trajectory data.