Future travel demands should be predicted accurately in order to plan, make operational decisions, and manage urban public transportation systems. The success of the developed prediction model will directly affect the success of the transportation plan. Many factors, such as day of the week, weather, whether there is a large organization in the city, whether schools are open, affect the demand for urban public transportation.