Understanding how individuals interact with roadways systems is crucial for improving mobility. Traffic user behavior analysis involves the investigation of patterns exhibited by motorists and pedestrians, aiming to identify influences that impact traffic flow, congestion, and safety. This analysis can be conducted through various methods, such as