Understanding how people interact with transportation systems is crucial for improving safety. Traffic user behavior analysis involves the study of behaviors exhibited by drivers and pedestrians, aiming to identify influences that impact traffic flow, congestion, and safety. This analysis can be conducted through various techniques, such as survey