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