The main investigation of this study is: to identify driver mistakes they make and driving behavior which depends on a questionnaire, which may cause traffic fatalities and highlight their effect on traffic safety. Also, to develop traffic accidents regression prediction models. The propose is to reduce the frequency and severity of traffic accidents. All the analysis depends on the questionnaire by using SPSS software to predict accident rates and compare the results with the model reports developed in Chichbhavan to Buttibori. The data for this study was collected from a survey questionnaire which was distributed to a sample of drivers in Chichbhavan to Buttibori. The data from the survey questionnaire were analyzed and used in forming the regression models. It was found that the driver’s behavior is considered aggressive, in the first part of the study is to identify the behavior of driver and second part is to frequency and percentage of the coefficient of determination. In conclusion, aggressive behavior increases the chance of exposure to accidents.