Understanding how users interact with traffic systems is crucial for improving mobility. Traffic user behavior analysis involves the examination of behaviors exhibited by commuters and walkers, aiming to identify variables that affect traffic flow, congestion, and safety. This analysis can be conducted through various methods, such as data collect