Predicting Freeway Traffic Crash Severity Using XGBoost-Bayesian Network Model with Consideration of Features Interaction

Table 4

The effect of weather and road type on the severity of crashes.

Road type	Weather	Property loss crash	Injury crash	Fatal crash
Normal section	Sunny	0.0281	0.4141	0.5578
	Overcast	0.0278	0.4137	0.5585
	Rainy	0.0277	0.4131	0.5592
	Snowy	0.0250	0.4098	0.5652
	Foggy	0.0250	0.4102	0.5647
	Sunny	0.1088	0.4097	0.4815
	Overcast	0.1099	0.4122	0.4779
Special section	Rainy	0.1098	0.4123	0.4779
	Snowy	0.1147	0.4233	0.4620
	Foggy	0.1214	0.4397	0.4389
	Sunny	0.1238	0.3530	0.5232
	Overcast	0.1253	0.3534	0.5213
Complex node	Rainy	0.1258	0.3536	0.5205
	Snowy	0.1309	0.3572	0.5118
	Foggy	0.1409	0.3564	0.5027