Understanding how users interact with traffic systems is crucial for improving safety. Traffic user behavior analysis involves the study of behaviors exhibited by commuters and pedestrians, aiming to identify variables that affect traffic flow, congestion, and safety. This analysis can be conducted through various approaches, such as surveys from