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

Table 5

The effect of weather and road alignment on the crash severity.

Road alignment	Weather	Property loss crash	Injury crash	Fatal crash
Straight	Sunny	0.0068	0.3930	0.6002
	Overcast	0.0280	0.4259	0.5461
	Rainy	0.0030	0.3892	0.6077
	Snowy	0.0014	0.3900	0.6086
	Foggy	0.0455	0.4528	0.5018
Nonstraight	Sunny	0.0021	0.4895	0.5084
	Overcast	0.0145	0.4944	0.4911
	Rainy	0.0049	0.4830	0.5121
	Snowy	0.0146	0.4665	0.5190
	Foggy	0.0597	0.5158	0.4245