Understanding how people interact with roadways systems is crucial for improving mobility. Traffic user behavior analysis involves the investigation of behaviors exhibited by drivers and walkers, aiming to identify variables that contribute traffic flow, congestion, and safety. This analysis can be conducted through various techniques, such as dat