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