Grouped the perpetrators by the data of highway accidents and driving violation logs for better behavior modification and accident prevention. --- - Using unsupervised learning to separate the perpetrators into five groups. - Suggested combining qualitative research method for better understanding of them and thus find the precise ways to prevent the accidents. - Honorable Mention Award