Public transportation systems in major cities around the world have been plagued since the novel coronavirus disease 2019 (COVID-19) first broke out in Wuhan, the capital city of Hubei Province, China in the end of 2019 (Huang et al. 2020). When the COVID-19 pandemic quickly spread out to surrounding cities, many municipal governments imposed lockdown policies and human mobility restrictions. As the center of the pandemic, Wuhan ordered a complete lockdown on January 23rd, 2020. Within hours, orders were issued to lockdown cities and towns near Wuhan. A total of 57 million people in Hubei Province were required to stay at home with travel restrictions. In this extreme case, public transportation stopped operation in Wuhan and its surrounding cities completely for several months.Different from China, many western countries hesitated to order total lockdown or travel restrictions. For example, Sweden had no lockdown policy at all and allowed people voluntarily adjusted their travel behavior without any government interventions (Born et al. 2020;Oum and Wang 2020). The U.S. government did not impose lockdown or domestic travel restrictions at the initiation and early spread of the COVID-19. When the White House issued new guidelines on March 16th, 2020 to slow down the rapid spread of coronavirus, the federal government allowed each state to decide when to start and when to end the lockdown period independently. Urban public transit either stopped services all together or reduced services significantly in all American metropolitan areas since then.