Understanding how people interact with roadways systems is crucial for improving safety. Traffic user behavior analysis involves the examination of behaviors exhibited by motorists and cyclists, aiming to identify influences that impact traffic flow, congestion, and safety. This analysis can be conducted through various techniques, such as observa