Research Article

Individual Driver Crash Risk Classification Based on IoV Data and Offline Consumer Behavior Data

Table 3

Driving behavior variables and descriptive statistics of different samples.

Variable typePredictor variableMean
Collision-freeSevere collisionGeneral collision

Speed specificAverage recorded speed (km/h)26.86925.54425.323
1/4 quantile of recorded speed (km/h)0.3290.3160.293
Median quantile of recorded speed (km/h)17.54116.99116.294
3/4 quantile of recorded speed (km/h)46.43344.15943.792
Maximum recorded speed (km/h)131.850133.457130.390
Standard deviation of recorded speed (km/h)39.55437.49737.424
Proportion of idling speed0.3240.3420.329
Proportion of recorded speed between 0 and 15 km/h0.1570.1450.161
Proportion of recorded speed between 15 and 30 km/h0.1460.1400.149
Proportion of recorded speed between 30 and 60 km/h0.2180.2110.213
Proportion of recorded speed between 60 and 90 km/h0.1060.1090.106
Proportion of recorded speed between 90 and 120 km/h0.0470.0500.040
Proportion of recorded speed above 120 km/h0.0020.0030.002

Acceleration specificFrequency of acceleration/deceleration per 100 km233.894240.643277.220
Frequency of mild acceleration/deceleration per 100 km148.843149.734174.904
Frequency of moderate acceleration/deceleration per 100 km71.04674.32285.141
Frequency of severe acceleration/deceleration per 100 km14.00516.58717.175
Proportion of mild acceleration/deceleration0.6510.6160.646
Proportion of moderate acceleration/deceleration0.2940.3060.297
Proportion of severe acceleration/deceleration0.0550.0790.057

Turning specificProportion of right turns0.7190.6880.713
Proportion of left turns0.2120.2020.214
Proportion of turning around0.0690.1110.073
Average speed of right turns17.70917.82117.638
Standard deviation of right-turn speed13.21013.45713.276
Average speed of left turns17.91517.94017.901
Standard deviation of left-turn speed13.16513.41513.226
Average speed of turning around14.09412.55914.088
Standard deviation of turning around speed10.88210.72410.892
Frequency of left turns per 100 km12.63711.44612.874
Frequency of right turns per 100 km42.83339.41242.793
Frequency of turning around per 100 km4.3474.5754.342