Understanding how individuals interact with traffic systems is crucial for improving efficiency. Traffic user behavior analysis involves the study of patterns exhibited by drivers and cyclists, aiming to identify influences that affect traffic flow, congestion, and safety. This analysis can be conducted through various techniques, such as data col