Real-Time Return Demand Prediction Based on Multisource Data of One-Way Carsharing Systems

Table 2

Return demand prediction model.

Variable	Coefficient	Std.	Z value	Pr (>|z|)
	−0.8713	0.1060	−8.2230	<2e − 16
	−0.0115	0.0031	−3.6980	0.0002
	0.5241	0.065	8.0670	0
	−0.4051	0.0356	−11.3760	<2e − 16
	−0.0086	0.0032	−2.6670	0.0076
	0.0073	0.0016	4.6790	0
	0.5221	0.1043	5.0080	0
	−0.3653	0.0685	−5.3340	0
	0.5689	0.0948	6.0010	0
	−0.1178	0.0442	−2.6650	0.0077
	−0.0031	0.0006	−5.6120	0
	−0.2841	0.057	−4.9840	0
	0.3848	0.0623	6.1800	0
	−0.0007	0.0001	−4.7190	0
	0.0021	0.0001	20.5680	<2e − 16
	2.1035	0.138	15.2400	<2e − 16
Training AUC: 0.712 validation AUC: 0.715
AIC: 34701

Symbol ‘’ of different numbers means the significant variable in different values, symbol ‘’ means close to zero, symbol ‘’ means 0.001–0.01, and symbol ‘’ means 0.01–0.05.