Understanding how individuals interact with transportation systems is crucial for improving efficiency. Traffic user behavior analysis involves the study of behaviors exhibited by commuters and walkers, aiming to identify factors that affect traffic flow, congestion, and safety. This analysis can be conducted through various approaches, such as su