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