Understanding how people interact with transportation systems is crucial for improving safety. Traffic user behavior analysis involves the investigation of behaviors exhibited by commuters and cyclists, aiming to identify variables that affect traffic flow, congestion, and safety. This analysis can be conducted through various methods, such as sur