Purpose of this study is to examine the drivers' attitudes and behaviors in traffic via statistical techniques. With this purpose, the reactions of the motor vehicle drivers in traffic, and how they describe themselves and how they feel while they are driving is examined. To measure the driver’s attitudes and behaviors in traffic, a Likert scale type questionnaire, which had been used in Çınar's (2007) study, ranging from 1 ‘strongly disagree’ to 5 ‘strongly agree’ is applied on a face-to-face basis. Drivers attitudes and behaviors and the behavior types whether they do or they exposure, on their feelings and determinations of themselves as a driver is examined via CHAID and Multiple Correspondence Analysis. SPSS Software is used to perform the statistical analysis. Some of the important results of the analysis are that the drivers who feel themselves as aggressive while driving are those who describe themselves as congenital, describe their car as a good friend and as an education level they have a graduate degree and the common behavior they exposure and do is swearing while they are driving.