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Our approach, utilizing random forest, resulted in an impressive accuracy score of 84%. We leveraged K-fold cross-validation to validate the performance of our proposed approach; logistic regression achieved an impressive mean accuracy of 81.897%, with a standard deviation of ±0.255%. Vehicles and traffic management systems in intelligent transportation rely on a variety of sensors for control, safety, and entertainm