For vehicle factors, vehicle type, vehicle safety status and whether the vehicle was a commercial vehicle are significantly associated with traffic violations. Specifically, relative to motorcycles (66.59%), both goods vehicles (77.56%) and passenger vehicles (77.70%) exhibit a higher proportion of traffic violations.