Understanding how people interact with traffic systems is crucial for improving efficiency. Traffic user behavior analysis involves the examination of trends exhibited by drivers and walkers, aiming to identify influences that contribute traffic flow, congestion, and safety. This analysis can be conducted through various approaches, such as observ