biogeme 2.6a [Mon Apr 17 15:33:55 CEST 2017]

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Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

This file has automatically been generated on Mon Apr 17 15:45:27 2017

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Report file:	03choiceOnly.html
Sample file:	__bin_optima.dat

Estimation report

Number of estimated parameters:	23
Sample size:	1906
Excluded observations:	359
Init log likelihood:	-2093.955
Final log likelihood:	-1077.004
Likelihood ratio test for the init. model:	2033.902
Rho-square for the init. model:	0.486
Rho-square-bar for the init. model:	0.475
Akaike Information Criterion:	2200.008
Bayesian Information Criterion:	2327.722
Final gradient norm:	+2.276e-04
Diagnostic:	CFSQP: Normal termination. Obj: 6.05545e-06 Const: 6.05545e-06
Iterations:	111
Data processing time:	00:00
Run time:	01:07
Nbr of threads:	12

Estimated parameters

Click on the headers of the columns to sort the table [Credits]

Name	Value	Std err	t-test	p-value		Robust Std err	Robust t-test	p-value
ASC_CAR	0.407	0.149	2.74	0.01		0.142	2.87	0.00
ASC_SM	1.02	0.255	3.99	0.00		0.270	3.78	0.00
BETA_COST_HWH	-1.77	0.299	-5.91	0.00		0.467	-3.78	0.00
BETA_COST_OTHER	-1.50	0.223	-6.74	0.00		0.300	-5.01	0.00
BETA_DIST	-4.93	0.551	-8.95	0.00		0.637	-7.74	0.00
BETA_TIME_CAR_CL	0.501	0.0361	13.87	0.00		0.0374	13.38	0.00
BETA_TIME_CAR_REF	-27.0	5.43	-4.98	0.00		6.36	-4.25	0.00
BETA_TIME_PT_CL	1.63	0.0792	20.58	0.00		0.0739	22.04	0.00
BETA_TIME_PT_REF	-5.51	2.88	-1.91	0.06	*	3.03	-1.82	0.07	*
BETA_WAITING_TIME	-0.0490	0.0113	-4.32	0.00		0.0162	-3.02	0.00
coef_ContIncome_0_4000	0.0737	0.0990	0.74	0.46	*	0.0983	0.75	0.45	*
coef_ContIncome_10000_more	0.123	0.0468	2.62	0.01		0.0385	3.19	0.00
coef_ContIncome_4000_6000	-0.0612	0.189	-0.32	0.75	*	0.168	-0.36	0.72	*
coef_ContIncome_6000_8000	0.263	0.182	1.45	0.15	*	0.153	1.72	0.09	*
coef_ContIncome_8000_10000	-0.422	0.186	-2.27	0.02		0.141	-3.00	0.00
coef_age_65_more	-0.311	0.0901	-3.45	0.00		0.0668	-4.65	0.00
coef_haveChildren	-0.0341	0.0726	-0.47	0.64	*	0.0593	-0.58	0.57	*
coef_haveGA	-1.28	0.112	-11.40	0.00		0.0959	-13.34	0.00
coef_highEducation	0.423	0.0969	4.37	0.00		0.104	4.08	0.00
coef_individualHouse	-0.0695	0.0705	-0.99	0.32	*	0.0555	-1.25	0.21	*
coef_male	0.210	0.0633	3.32	0.00		0.0458	4.59	0.00
coef_moreThanOneBike	-0.127	0.0734	-1.73	0.08	*	0.0464	-2.73	0.01
coef_moreThanOneCar	0.589	0.0681	8.66	0.00		0.0473	12.46	0.00

Correlation of coefficients

Click on the headers of the columns to sort the table [Credits]

Coefficient1	Coefficient2	Covariance	Correlation	t-test	p-value		Rob. cov.	Rob. corr.	Rob. t-test	p-value
coef_ContIncome_4000_6000	coef_individualHouse	0.00113	0.0848	0.04	0.97	*	0.00110	0.118	0.05	0.96	*
BETA_WAITING_TIME	coef_ContIncome_4000_6000	-9.89e-05	-0.0462	0.06	0.95	*	-0.000567	-0.208	0.07	0.94	*
ASC_CAR	coef_highEducation	-0.000583	-0.0404	-0.09	0.93	*	-0.00112	-0.0757	-0.09	0.93	*
coef_ContIncome_4000_6000	coef_haveChildren	0.000169	0.0123	-0.13	0.89	*	-0.000378	-0.0380	-0.15	0.88	*
BETA_DIST	BETA_TIME_PT_REF	0.405	0.255	0.21	0.83	*	0.568	0.294	0.20	0.84	*
BETA_WAITING_TIME	coef_haveChildren	-1.86e-05	-0.0226	-0.20	0.84	*	8.78e-05	0.0911	-0.25	0.80	*
coef_ContIncome_6000_8000	coef_male	-0.000574	-0.0498	0.27	0.79	*	-0.000592	-0.0842	0.32	0.75	*
BETA_WAITING_TIME	coef_individualHouse	3.94e-06	0.00493	0.29	0.77	*	-2.16e-05	-0.0240	0.35	0.72	*
coef_ContIncome_4000_6000	coef_moreThanOneBike	-0.000400	-0.0289	0.32	0.75	*	9.73e-06	0.00125	0.38	0.71	*
coef_haveChildren	coef_individualHouse	0.000584	0.114	0.37	0.71	*	0.000589	0.179	0.48	0.63	*
coef_ContIncome_0_4000	coef_ContIncome_10000_more	0.00170	0.367	-0.53	0.60	*	0.00117	0.310	-0.52	0.60	*
coef_ContIncome_0_4000	coef_ContIncome_4000_6000	-0.0128	-0.683	0.51	0.61	*	-0.0113	-0.683	0.55	0.58	*
ASC_CAR	BETA_TIME_CAR_CL	-0.000814	-0.152	-0.59	0.55	*	-0.00183	-0.345	-0.59	0.55	*
ASC_CAR	coef_ContIncome_6000_8000	-0.00133	-0.0491	0.60	0.55	*	-0.00369	-0.169	0.64	0.53	*
BETA_COST_OTHER	coef_haveGA	-0.00575	-0.230	-0.82	0.41	*	-0.0111	-0.387	-0.64	0.52	*
BETA_COST_HWH	BETA_COST_OTHER	0.0243	0.365	-0.88	0.38	*	0.0683	0.488	-0.64	0.52	*
BETA_TIME_CAR_CL	coef_highEducation	1.25e-07	3.56e-05	0.75	0.45	*	0.000190	0.0489	0.71	0.47	*
coef_individualHouse	coef_moreThanOneBike	-0.000918	-0.178	0.52	0.60	*	-0.000365	-0.142	0.74	0.46	*
coef_ContIncome_8000_10000	coef_age_65_more	0.00216	0.129	-0.57	0.57	*	0.00265	0.282	-0.81	0.42	*
coef_ContIncome_6000_8000	coef_highEducation	8.18e-07	4.63e-05	-0.78	0.44	*	0.00112	0.0704	-0.89	0.37	*
coef_ContIncome_0_4000	coef_haveChildren	-0.000545	-0.0758	0.85	0.40	*	-0.000214	-0.0367	0.92	0.36	*
coef_ContIncome_10000_more	coef_ContIncome_4000_6000	-0.00486	-0.549	0.84	0.40	*	-0.00304	-0.470	0.97	0.33	*
BETA_COST_HWH	coef_haveGA	-0.00520	-0.155	-1.46	0.15	*	-0.0114	-0.254	-0.98	0.33	*
coef_ContIncome_10000_more	coef_ContIncome_6000_8000	0.00505	0.592	-0.89	0.38	*	0.00256	0.434	-1.00	0.32	*
coef_ContIncome_4000_6000	coef_ContIncome_6000_8000	-0.0317	-0.922	-0.89	0.37	*	-0.0246	-0.954	-1.02	0.31	*
coef_haveChildren	coef_moreThanOneBike	-0.000947	-0.178	0.83	0.41	*	-0.000565	-0.205	1.12	0.26	*
ASC_CAR	coef_moreThanOneCar	-0.000537	-0.0530	-1.09	0.27	*	-0.000562	-0.0836	-1.19	0.23	*
coef_ContIncome_0_4000	coef_male	-0.000293	-0.0466	-1.14	0.26	*	-0.000353	-0.0783	-1.22	0.22	*
BETA_COST_HWH	BETA_TIME_PT_REF	0.0138	0.0160	1.29	0.20	*	0.0713	0.0504	1.23	0.22	*
BETA_WAITING_TIME	coef_ContIncome_0_4000	6.91e-05	0.0616	-1.24	0.22	*	0.000158	0.0991	-1.25	0.21	*
coef_ContIncome_0_4000	coef_individualHouse	-0.000315	-0.0451	1.15	0.25	*	6.57e-05	0.0120	1.28	0.20	*
ASC_CAR	coef_male	0.000149	0.0158	1.22	0.22	*	1.65e-05	0.00254	1.32	0.19	*
BETA_COST_OTHER	BETA_TIME_PT_REF	0.0592	0.0923	1.40	0.16	*	0.127	0.140	1.34	0.18	*
BETA_TIME_PT_REF	coef_haveGA	0.0551	0.170	-1.48	0.14	*	0.0568	0.196	-1.41	0.16	*
coef_ContIncome_10000_more	coef_male	-0.000271	-0.0915	-1.07	0.29	*	-0.000129	-0.0733	-1.41	0.16	*
coef_ContIncome_4000_6000	coef_age_65_more	0.00274	0.161	1.28	0.20	*	0.00290	0.259	1.52	0.13	*
coef_highEducation	coef_moreThanOneCar	0.000840	0.127	-1.49	0.14	*	0.000617	0.126	-1.53	0.13	*
BETA_TIME_CAR_CL	coef_moreThanOneCar	0.000202	0.0824	-1.19	0.24	*	0.000171	0.0966	-1.54	0.12	*
coef_ContIncome_0_4000	coef_ContIncome_6000_8000	0.0104	0.575	-1.27	0.20	*	0.00918	0.609	-1.56	0.12	*
ASC_SM	coef_moreThanOneCar	-0.000561	-0.0323	1.61	0.11	*	-0.000316	-0.0248	1.56	0.12	*
BETA_TIME_CAR_CL	coef_ContIncome_6000_8000	0.000238	0.0362	1.29	0.20	*	0.00131	0.229	1.59	0.11	*
BETA_WAITING_TIME	coef_moreThanOneBike	3.88e-05	0.0466	1.05	0.29	*	4.01e-05	0.0532	1.61	0.11	*
coef_ContIncome_4000_6000	coef_male	0.000436	0.0365	-1.38	0.17	*	0.000876	0.114	-1.61	0.11	*
coef_highEducation	coef_male	-0.00188	-0.306	1.63	0.10	*	-0.00214	-0.450	1.63	0.10	*
BETA_TIME_PT_REF	coef_ContIncome_8000_10000	-0.0884	-0.165	-1.74	0.08	*	-0.110	-0.259	-1.66	0.10	*
BETA_TIME_PT_REF	coef_age_65_more	0.0390	0.150	-1.81	0.07	*	0.0542	0.268	-1.73	0.08	*
BETA_TIME_PT_REF	coef_ContIncome_4000_6000	-0.121	-0.223	-1.86	0.06	*	-0.171	-0.337	-1.77	0.08	*
BETA_TIME_PT_REF	coef_moreThanOneBike	0.0289	0.137	-1.87	0.06	*	0.0387	0.275	-1.79	0.07	*
coef_ContIncome_6000_8000	coef_haveChildren	-0.00103	-0.0776	1.48	0.14	*	-0.000233	-0.0256	1.79	0.07	*
BETA_TIME_PT_REF	coef_individualHouse	-0.00648	-0.0319	-1.89	0.06	*	0.000400	0.00238	-1.80	0.07	*
BETA_TIME_PT_REF	BETA_WAITING_TIME	0.00200	0.0613	-1.90	0.06	*	0.00571	0.116	-1.81	0.07	*
BETA_TIME_PT_REF	coef_haveChildren	0.00970	0.0463	-1.90	0.06	*	0.0203	0.113	-1.81	0.07	*
ASC_CAR	coef_ContIncome_10000_more	-0.000455	-0.0653	1.79	0.07	*	-0.00132	-0.242	1.82	0.07	*
ASC_CAR	coef_ContIncome_0_4000	0.000262	0.0178	1.88	0.06	*	-0.00127	-0.0909	1.85	0.06	*
BETA_TIME_PT_REF	coef_ContIncome_10000_more	0.0121	0.0894	-1.96	0.05	*	0.0120	0.103	-1.86	0.06	*
BETA_TIME_PT_REF	coef_male	0.0126	0.0690	-1.99	0.05		0.0135	0.0972	-1.89	0.06	*
BETA_TIME_PT_REF	coef_ContIncome_0_4000	0.225	0.788	-1.99	0.05		0.252	0.848	-1.90	0.06	*
coef_ContIncome_6000_8000	coef_individualHouse	-0.00203	-0.158	1.62	0.10	*	-0.00202	-0.238	1.90	0.06	*
BETA_TIME_PT_REF	coef_ContIncome_6000_8000	0.104	0.199	-2.03	0.04		0.148	0.319	-1.94	0.05	*
ASC_CAR	BETA_TIME_PT_REF	0.0666	0.155	2.07	0.04		0.000231	0.000538	1.95	0.05	*
coef_ContIncome_8000_10000	coef_moreThanOneBike	-0.000914	-0.0670	-1.44	0.15	*	-0.000376	-0.0576	-1.96	0.05	*
BETA_TIME_PT_REF	coef_highEducation	0.0128	0.0457	-2.06	0.04		0.0186	0.0591	-1.96	0.05
ASC_SM	BETA_TIME_CAR_CL	0.00351	0.381	2.12	0.03		0.00274	0.271	1.98	0.05
BETA_TIME_CAR_CL	BETA_TIME_PT_REF	0.0130	0.125	2.09	0.04		0.0211	0.186	1.99	0.05
coef_ContIncome_0_4000	coef_moreThanOneBike	0.000369	0.0508	1.67	0.10	*	0.000908	0.199	2.00	0.04
BETA_TIME_PT_REF	coef_moreThanOneCar	0.00403	0.0205	-2.12	0.03		-0.00464	-0.0324	-2.01	0.04
ASC_SM	coef_highEducation	-0.000753	-0.0305	2.16	0.03		-0.00140	-0.0499	2.03	0.04
BETA_WAITING_TIME	coef_ContIncome_6000_8000	2.61e-05	0.0126	-1.71	0.09	*	0.000462	0.185	-2.07	0.04
coef_ContIncome_6000_8000	coef_moreThanOneCar	0.000856	0.0690	-1.72	0.09	*	0.000896	0.123	-2.10	0.04
ASC_SM	BETA_TIME_PT_REF	0.0107	0.0146	2.26	0.02		-0.0900	-0.110	2.13	0.03
ASC_SM	coef_ContIncome_6000_8000	-0.00234	-0.0504	2.35	0.02		-0.00708	-0.171	2.27	0.02
coef_ContIncome_4000_6000	coef_highEducation	-0.00162	-0.0884	-2.21	0.03		-0.00277	-0.159	-2.30	0.02
coef_ContIncome_0_4000	coef_ContIncome_8000_10000	-0.00926	-0.503	1.98	0.05		-0.00781	-0.565	2.33	0.02
coef_ContIncome_8000_10000	coef_individualHouse	0.00107	0.0819	-1.82	0.07	*	0.000235	0.0300	-2.35	0.02
ASC_SM	BETA_TIME_PT_CL	0.00697	0.345	-2.55	0.01		0.00541	0.271	-2.36	0.02
BETA_TIME_PT_CL	BETA_TIME_PT_REF	0.0429	0.188	2.49	0.01		0.0427	0.191	2.37	0.02
coef_ContIncome_10000_more	coef_haveChildren	9.15e-05	0.0269	1.84	0.07	*	0.000351	0.154	2.39	0.02
ASC_CAR	ASC_SM	0.0177	0.465	-2.69	0.01		0.0146	0.381	-2.42	0.02
coef_ContIncome_6000_8000	coef_moreThanOneBike	0.000112	0.00838	1.99	0.05		1.32e-05	0.00186	2.44	0.01
coef_ContIncome_6000_8000	coef_ContIncome_8000_10000	-0.0290	-0.857	1.93	0.05	*	-0.0179	-0.830	2.44	0.01
ASC_CAR	coef_ContIncome_4000_6000	0.00317	0.113	2.07	0.04		0.00634	0.266	2.48	0.01
coef_ContIncome_10000_more	coef_highEducation	-0.000461	-0.102	-2.69	0.01		-0.00101	-0.252	-2.52	0.01
BETA_WAITING_TIME	coef_ContIncome_8000_10000	-5.11e-05	-0.0242	2.00	0.05		-0.000383	-0.168	2.58	0.01
coef_age_65_more	coef_moreThanOneBike	0.00169	0.255	-1.83	0.07	*	0.000825	0.266	-2.61	0.01
coef_ContIncome_8000_10000	coef_haveChildren	0.00141	0.105	-2.02	0.04		0.000809	0.0969	-2.63	0.01
BETA_COST_HWH	coef_ContIncome_8000_10000	-0.00218	-0.0393	-3.75	0.00		-0.0115	-0.175	-2.63	0.01
coef_ContIncome_0_4000	coef_highEducation	0.00133	0.139	-2.72	0.01		0.00218	0.214	-2.76	0.01
ASC_CAR	coef_haveChildren	-3.40e-05	-0.00315	2.66	0.01		-0.000688	-0.0816	2.79	0.01
ASC_CAR	coef_individualHouse	-0.00208	-0.198	2.70	0.01		-0.00207	-0.262	2.88	0.00
BETA_COST_OTHER	coef_ContIncome_8000_10000	-0.00261	-0.0631	-3.61	0.00		-0.0138	-0.327	-2.91	0.00
ASC_SM	coef_male	0.000161	0.00998	3.08	0.00		0.000417	0.0337	2.97	0.00
BETA_COST_HWH	coef_age_65_more	-0.00258	-0.0955	-4.54	0.00		-0.00688	-0.220	-3.00	0.00
coef_age_65_more	coef_individualHouse	0.000603	0.0949	-2.21	0.03		0.000572	0.154	-3.01	0.00
ASC_CAR	BETA_WAITING_TIME	-0.000187	-0.111	3.03	0.00		-0.000584	-0.253	3.10	0.00
ASC_SM	coef_ContIncome_0_4000	-0.00139	-0.0549	3.39	0.00		-0.00393	-0.148	3.15	0.00
BETA_TIME_CAR_CL	coef_ContIncome_4000_6000	0.000124	0.0182	2.94	0.00		-0.00118	-0.187	3.15	0.00
coef_ContIncome_0_4000	coef_age_65_more	-0.00105	-0.117	2.72	0.01		-0.000297	-0.0452	3.17	0.00
coef_ContIncome_10000_more	coef_ContIncome_8000_10000	-0.00746	-0.857	2.40	0.02		-0.00411	-0.760	3.17	0.00
BETA_COST_HWH	coef_ContIncome_4000_6000	-0.00308	-0.0546	-4.71	0.00		-0.0174	-0.221	-3.22	0.00
coef_ContIncome_6000_8000	coef_age_65_more	-0.00144	-0.0880	2.73	0.01		-0.00189	-0.185	3.22	0.00
ASC_SM	coef_ContIncome_10000_more	-0.000745	-0.0624	3.42	0.00		-0.00157	-0.152	3.22	0.00
coef_ContIncome_10000_more	coef_individualHouse	8.96e-05	0.0271	2.30	0.02		0.000559	0.262	3.27	0.00
coef_haveChildren	coef_highEducation	-0.000985	-0.140	-3.55	0.00		-0.00202	-0.329	-3.38	0.00
BETA_COST_HWH	coef_moreThanOneBike	-0.00214	-0.0974	-5.21	0.00		-0.00572	-0.264	-3.41	0.00
coef_haveChildren	coef_male	0.000475	0.103	-2.68	0.01		0.000552	0.203	-3.64	0.00
BETA_COST_HWH	coef_individualHouse	0.000689	0.0327	-5.56	0.00		0.00162	0.0625	-3.64	0.00
coef_ContIncome_4000_6000	coef_moreThanOneCar	-0.000510	-0.0397	-3.20	0.00		-0.000676	-0.0852	-3.65	0.00
BETA_DIST	BETA_TIME_CAR_REF	1.23	0.412	4.23	0.00		2.10	0.518	3.65	0.00
BETA_COST_OTHER	coef_age_65_more	-0.00122	-0.0610	-4.86	0.00		-0.00475	-0.237	-3.70	0.00
BETA_COST_HWH	BETA_WAITING_TIME	0.000247	0.0727	-5.76	0.00		0.00193	0.254	-3.71	0.00
BETA_WAITING_TIME	coef_age_65_more	-5.10e-05	-0.0499	2.86	0.00		-0.000103	-0.0949	3.73	0.00
BETA_COST_HWH	coef_haveChildren	0.000689	0.0317	-5.67	0.00		0.00260	0.0940	-3.73	0.00
ASC_CAR	coef_moreThanOneBike	0.000558	0.0511	3.29	0.00		0.000917	0.139	3.73	0.00
coef_ContIncome_4000_6000	coef_ContIncome_8000_10000	0.0270	0.768	2.83	0.00		0.0194	0.822	3.77	0.00
BETA_COST_OTHER	coef_ContIncome_4000_6000	-0.00111	-0.0264	-4.87	0.00		-0.0134	-0.266	-3.79	0.00
ASC_SM	coef_haveChildren	0.000234	0.0126	3.98	0.00		-0.000321	-0.0201	3.80	0.00
ASC_SM	coef_ContIncome_4000_6000	0.00503	0.104	3.59	0.00		0.0104	0.230	3.82	0.00
ASC_SM	coef_individualHouse	-0.00212	-0.118	3.99	0.00		-0.00211	-0.141	3.85	0.00
coef_age_65_more	coef_haveChildren	0.00162	0.247	-2.74	0.01		0.00143	0.361	-3.87	0.00
BETA_COST_HWH	coef_ContIncome_0_4000	-0.000299	-0.0101	-5.82	0.00		0.00168	0.0365	-3.89	0.00
ASC_SM	BETA_WAITING_TIME	-0.000216	-0.0745	4.17	0.00		-0.000898	-0.205	3.91	0.00
coef_highEducation	coef_individualHouse	-0.000978	-0.143	3.86	0.00		-0.000955	-0.166	3.93	0.00
coef_individualHouse	coef_male	0.000129	0.0288	-3.00	0.00		0.000153	0.0602	-4.01	0.00
coef_ContIncome_10000_more	coef_moreThanOneBike	0.000104	0.0304	2.91	0.00		-0.000117	-0.0657	4.01	0.00
BETA_TIME_CAR_REF	coef_haveGA	0.0694	0.114	-4.76	0.00		0.0533	0.0874	-4.06	0.00
BETA_COST_HWH	BETA_TIME_CAR_REF	0.288	0.177	4.69	0.00		0.988	0.333	4.06	0.00
BETA_COST_HWH	coef_ContIncome_10000_more	9.62e-05	0.00686	-6.25	0.00		0.00175	0.0974	-4.07	0.00
BETA_COST_OTHER	BETA_TIME_CAR_REF	0.378	0.313	4.76	0.00		0.791	0.415	4.09	0.00
BETA_TIME_CAR_CL	coef_ContIncome_0_4000	-0.000194	-0.0542	3.98	0.00		0.000177	0.0481	4.13	0.00
BETA_TIME_CAR_REF	coef_ContIncome_8000_10000	-0.157	-0.156	-4.87	0.00		-0.302	-0.337	-4.15	0.00
ASC_CAR	BETA_COST_HWH	-0.00233	-0.0523	6.38	0.00		-0.0177	-0.266	4.16	0.00
BETA_TIME_CAR_REF	coef_ContIncome_4000_6000	-0.214	-0.209	-4.93	0.00		-0.442	-0.415	-4.19	0.00
BETA_TIME_CAR_REF	coef_age_65_more	0.0510	0.104	-4.93	0.00		0.0518	0.122	-4.21	0.00
BETA_COST_HWH	coef_male	0.000403	0.0213	-6.49	0.00		0.000543	0.0253	-4.22	0.00
ASC_SM	coef_moreThanOneBike	0.000613	0.0327	4.35	0.00		0.000796	0.0635	4.23	0.00
BETA_TIME_CAR_REF	coef_moreThanOneBike	0.0378	0.0950	-4.96	0.00		0.0464	0.157	-4.24	0.00
BETA_TIME_CAR_REF	coef_individualHouse	-0.00898	-0.0235	-4.97	0.00		0.00437	0.0124	-4.24	0.00
BETA_TIME_CAR_REF	BETA_WAITING_TIME	0.0136	0.220	-4.97	0.00		0.0388	0.376	-4.25	0.00
BETA_TIME_CAR_REF	coef_haveChildren	0.0227	0.0575	-4.98	0.00		0.0627	0.166	-4.25	0.00
BETA_TIME_CAR_REF	coef_ContIncome_10000_more	0.0215	0.0846	-5.01	0.00		0.0429	0.175	-4.28	0.00
BETA_TIME_CAR_REF	coef_male	0.0210	0.0612	-5.02	0.00		0.0241	0.0826	-4.29	0.00
ASC_CAR	BETA_TIME_CAR_REF	-0.0213	-0.0263	5.05	0.00		-0.234	-0.260	4.29	0.00
BETA_TIME_CAR_REF	coef_ContIncome_0_4000	0.361	0.671	-5.06	0.00		0.444	0.711	-4.31	0.00
BETA_TIME_CAR_REF	coef_highEducation	0.0330	0.0628	-5.06	0.00		0.0418	0.0634	-4.32	0.00
BETA_TIME_CAR_REF	coef_ContIncome_6000_8000	0.181	0.183	-5.06	0.00		0.382	0.392	-4.33	0.00
BETA_TIME_CAR_CL	BETA_TIME_CAR_REF	0.0562	0.287	5.08	0.00		0.104	0.437	4.34	0.00
BETA_TIME_CAR_REF	coef_moreThanOneCar	0.0160	0.0433	-5.09	0.00		-0.00799	-0.0266	-4.34	0.00
ASC_SM	BETA_TIME_CAR_REF	-0.141	-0.102	5.14	0.00		-0.459	-0.268	4.36	0.00
BETA_WAITING_TIME	coef_ContIncome_10000_more	3.17e-05	0.0596	-3.61	0.00		0.000119	0.190	-4.42	0.00
BETA_COST_HWH	coef_ContIncome_6000_8000	0.00298	0.0548	-5.94	0.00		0.0157	0.219	-4.43	0.00
coef_ContIncome_8000_10000	coef_male	0.000561	0.0477	-3.27	0.00		0.000822	0.127	-4.44	0.00
BETA_WAITING_TIME	coef_highEducation	-3.50e-05	-0.0319	-4.82	0.00		-0.000129	-0.0767	-4.45	0.00
coef_ContIncome_8000_10000	coef_highEducation	-0.00202	-0.112	-3.86	0.00		-0.00259	-0.177	-4.47	0.00
BETA_TIME_CAR_REF	BETA_TIME_PT_CL	0.0941	0.219	-5.30	0.00		0.120	0.255	-4.52	0.00
BETA_COST_OTHER	coef_moreThanOneBike	-0.000278	-0.0170	-5.84	0.00		0.000241	0.0173	-4.55	0.00
BETA_COST_HWH	coef_highEducation	0.000718	0.0248	-7.02	0.00		0.000741	0.0153	-4.59	0.00
BETA_COST_OTHER	coef_haveChildren	-0.000918	-0.0568	-6.16	0.00		-0.00198	-0.112	-4.70	0.00
BETA_COST_OTHER	coef_individualHouse	0.000404	0.0258	-6.18	0.00		0.000829	0.0498	-4.74	0.00
ASC_CAR	coef_ContIncome_8000_10000	0.00157	0.0567	3.58	0.00		0.00477	0.239	4.75	0.00
BETA_COST_HWH	BETA_DIST	0.0295	0.179	5.47	0.00		0.0955	0.321	4.81	0.00
ASC_SM	BETA_COST_HWH	-0.00310	-0.0406	6.95	0.00		-0.0209	-0.166	4.83	0.00
coef_ContIncome_0_4000	coef_moreThanOneCar	0.000284	0.0421	-4.38	0.00		0.000313	0.0673	-4.86	0.00
BETA_COST_OTHER	BETA_WAITING_TIME	-4.60e-05	-0.0182	-6.51	0.00		0.000691	0.142	-4.88	0.00
ASC_SM	coef_age_65_more	0.00201	0.0874	5.05	0.00		0.00272	0.151	4.96	0.00
BETA_COST_HWH	BETA_TIME_CAR_CL	0.00224	0.207	-7.72	0.00		0.00712	0.407	-5.01	0.00
BETA_COST_HWH	coef_moreThanOneCar	0.00119	0.0585	-7.78	0.00		0.000729	0.0330	-5.04	0.00
ASC_SM	coef_ContIncome_8000_10000	0.00244	0.0515	4.68	0.00		0.00679	0.179	5.13	0.00
ASC_CAR	coef_age_65_more	0.00135	0.101	4.32	0.00		0.00260	0.274	5.15	0.00
BETA_TIME_CAR_CL	coef_male	7.67e-05	0.0335	4.05	0.00		0.000156	0.0910	5.15	0.00
coef_age_65_more	coef_highEducation	-0.00149	-0.171	-5.13	0.00		-0.00250	-0.361	-5.16	0.00
coef_highEducation	coef_moreThanOneBike	0.000722	0.102	4.77	0.00		0.000853	0.177	5.19	0.00
BETA_COST_OTHER	coef_ContIncome_0_4000	0.000185	0.00837	-6.48	0.00		0.00400	0.136	-5.21	0.00
ASC_CAR	BETA_COST_OTHER	-0.00389	-0.117	6.77	0.00		-0.0116	-0.274	5.23	0.00
coef_male	coef_moreThanOneBike	-1.56e-05	-0.00336	3.47	0.00		5.43e-05	0.0255	5.23	0.00
BETA_WAITING_TIME	coef_male	2.73e-06	0.00380	-4.03	0.00		-5.26e-06	-0.00706	-5.32	0.00
coef_ContIncome_10000_more	coef_age_65_more	-0.000366	-0.0867	4.12	0.00		-0.000332	-0.129	5.33	0.00
coef_ContIncome_8000_10000	coef_haveGA	0.000521	0.0250	3.99	0.00		0.00207	0.153	5.44	0.00
BETA_TIME_CAR_REF	BETA_TIME_PT_REF	14.4	0.920	-7.18	0.00		17.0	0.883	-5.45	0.00
BETA_COST_OTHER	coef_ContIncome_10000_more	-1.09e-05	-0.00105	-7.14	0.00		0.00155	0.135	-5.47	0.00
BETA_COST_OTHER	coef_male	4.82e-05	0.00342	-7.40	0.00		-0.000127	-0.00926	-5.64	0.00
ASC_SM	BETA_COST_OTHER	-0.00479	-0.0843	7.15	0.00		-0.0174	-0.216	5.67	0.00
BETA_DIST	coef_haveGA	0.00306	0.0495	-6.56	0.00		0.00348	0.0569	-5.71	0.00
BETA_COST_OTHER	BETA_DIST	0.0334	0.273	6.41	0.00		0.0736	0.385	5.81	0.00
BETA_COST_OTHER	coef_ContIncome_6000_8000	0.00148	0.0366	-6.25	0.00		0.0129	0.281	-5.97	0.00
BETA_TIME_CAR_CL	coef_ContIncome_8000_10000	0.000117	0.0174	4.89	0.00		-0.000646	-0.123	6.15	0.00
coef_male	coef_moreThanOneCar	0.000680	0.158	-4.44	0.00		0.000402	0.185	-6.38	0.00
coef_ContIncome_4000_6000	coef_haveGA	-0.000907	-0.0428	5.45	0.00		0.000595	0.0370	6.40	0.00
BETA_COST_OTHER	coef_highEducation	0.00269	0.125	-8.32	0.00		0.00605	0.195	-6.47	0.00
BETA_DIST	coef_ContIncome_8000_10000	-0.00405	-0.0395	-7.66	0.00		-0.0153	-0.170	-6.67	0.00
coef_ContIncome_8000_10000	coef_moreThanOneCar	-0.000298	-0.0235	-5.07	0.00		-0.000274	-0.0412	-6.73	0.00
BETA_TIME_CAR_CL	coef_ContIncome_10000_more	-0.000202	-0.119	6.06	0.00		-8.23e-05	-0.0571	6.85	0.00
BETA_COST_OTHER	BETA_TIME_CAR_CL	0.00211	0.263	-9.27	0.00		0.00372	0.331	-6.92	0.00
coef_haveChildren	coef_moreThanOneCar	-0.00102	-0.205	-5.71	0.00		-0.00117	-0.417	-6.93	0.00
ASC_SM	BETA_DIST	-0.0877	-0.624	8.07	0.00		-0.125	-0.728	6.97	0.00
BETA_DIST	coef_ContIncome_4000_6000	-0.00584	-0.0562	-8.22	0.00		-0.0232	-0.217	-7.02	0.00
coef_ContIncome_10000_more	coef_moreThanOneCar	-0.000432	-0.135	-5.32	0.00		-0.000345	-0.190	-7.03	0.00
BETA_COST_OTHER	coef_moreThanOneCar	0.00205	0.136	-9.34	0.00		0.00342	0.242	-7.16	0.00
BETA_DIST	coef_age_65_more	-0.00133	-0.0268	-8.24	0.00		1.34e-05	0.000314	-7.21	0.00
coef_age_65_more	coef_male	0.000228	0.0400	-4.82	0.00		0.000736	0.240	-7.30	0.00
BETA_COST_HWH	BETA_TIME_PT_CL	0.000890	0.0376	-11.08	0.00		0.00373	0.108	-7.31	0.00
BETA_DIST	coef_moreThanOneBike	-0.000360	-0.00891	-8.64	0.00		-0.000403	-0.0136	-7.51	0.00
BETA_DIST	coef_individualHouse	-0.000606	-0.0156	-8.74	0.00		0.000721	0.0204	-7.61	0.00
BETA_TIME_CAR_CL	coef_individualHouse	-0.000343	-0.135	6.84	0.00		-0.000493	-0.237	7.71	0.00
BETA_DIST	BETA_WAITING_TIME	0.000868	0.139	-8.89	0.00		0.00335	0.324	-7.72	0.00
BETA_DIST	coef_haveChildren	0.000355	0.00887	-8.82	0.00		0.00377	0.0996	-7.72	0.00
coef_individualHouse	coef_moreThanOneCar	-0.00130	-0.270	-5.97	0.00		-0.000843	-0.321	-7.87	0.00
ASC_CAR	BETA_DIST	0.000817	0.00997	9.38	0.00		-0.0119	-0.131	7.96	0.00
BETA_DIST	coef_ContIncome_0_4000	0.00645	0.118	-9.13	0.00		0.0108	0.173	-7.97	0.00
BETA_DIST	coef_ContIncome_10000_more	0.00142	0.0551	-9.18	0.00		0.00297	0.121	-7.97	0.00
BETA_DIST	coef_male	0.000183	0.00524	-9.28	0.00		-0.000882	-0.0302	-8.03	0.00
ASC_CAR	BETA_TIME_PT_CL	0.00312	0.265	-8.21	0.00		0.00152	0.145	-8.14	0.00
ASC_SM	coef_haveGA	0.00264	0.0923	8.54	0.00		0.00231	0.0892	8.27	0.00
BETA_DIST	coef_highEducation	0.000454	0.00851	-9.59	0.00		-0.000365	-0.00552	-8.29	0.00
BETA_TIME_CAR_CL	coef_haveChildren	0.000271	0.103	6.89	0.00		0.000390	0.176	8.32	0.00
BETA_DIST	coef_ContIncome_6000_8000	0.00380	0.0378	-9.06	0.00		0.0207	0.212	-8.34	0.00
BETA_DIST	BETA_TIME_CAR_CL	-0.00795	-0.400	-9.59	0.00		-0.00364	-0.153	-8.43	0.00
BETA_TIME_PT_CL	coef_ContIncome_6000_8000	0.000957	0.0663	7.05	0.00		0.00148	0.130	8.47	0.00
BETA_DIST	coef_moreThanOneCar	-0.000734	-0.0196	-9.92	0.00		-0.00392	-0.130	-8.56	0.00
BETA_TIME_PT_CL	coef_highEducation	-0.00149	-0.194	8.84	0.00		-0.00178	-0.232	8.58	0.00
coef_ContIncome_6000_8000	coef_haveGA	0.00201	0.0982	7.55	0.00		0.00110	0.0748	8.83	0.00
BETA_TIME_PT_CL	coef_ContIncome_4000_6000	0.000993	0.0664	8.47	0.00		6.00e-05	0.00484	9.24	0.00
coef_haveGA	coef_highEducation	-0.00445	-0.409	-9.69	0.00		-0.00657	-0.660	-9.36	0.00
coef_age_65_more	coef_moreThanOneCar	-0.00119	-0.194	-7.32	0.00		-0.00127	-0.402	-9.36	0.00
coef_haveGA	coef_individualHouse	-0.00215	-0.272	-8.18	0.00		-0.00166	-0.311	-9.69	0.00
coef_ContIncome_0_4000	coef_haveGA	0.000432	0.0389	9.22	0.00		2.94e-05	0.00312	9.87	0.00
BETA_COST_OTHER	BETA_TIME_PT_CL	-0.000302	-0.0171	-13.18	0.00		-0.00214	-0.0966	-9.93	0.00
BETA_TIME_CAR_CL	coef_moreThanOneBike	-0.000135	-0.0508	7.53	0.00		-0.000142	-0.0819	10.13	0.00
BETA_DIST	BETA_TIME_PT_CL	-0.00427	-0.0979	-11.63	0.00		-0.000255	-0.00540	-10.22	0.00
coef_moreThanOneBike	coef_moreThanOneCar	-0.000812	-0.163	-6.64	0.00		-0.000193	-0.0880	-10.36	0.00
BETA_TIME_CAR_CL	coef_age_65_more	0.000311	0.0956	8.65	0.00		-7.01e-05	-0.0280	10.47	0.00
BETA_TIME_PT_CL	coef_moreThanOneCar	-0.00110	-0.205	9.09	0.00		-0.000854	-0.244	10.72	0.00
coef_age_65_more	coef_haveGA	0.00229	0.227	7.63	0.00		0.00304	0.474	11.12	0.00
ASC_CAR	coef_haveGA	0.00329	0.197	10.05	0.00		0.00374	0.275	11.40	0.00
coef_haveGA	coef_moreThanOneBike	0.00217	0.264	-9.87	0.00		0.000772	0.173	-11.64	0.00
coef_haveChildren	coef_haveGA	-9.07e-05	-0.0111	9.27	0.00		0.000951	0.167	11.97	0.00
BETA_TIME_PT_CL	coef_ContIncome_0_4000	-0.00101	-0.128	11.57	0.00		-0.000788	-0.108	12.04	0.00
BETA_WAITING_TIME	coef_moreThanOneCar	1.04e-05	0.0135	-9.27	0.00		-4.38e-05	-0.0570	-12.54	0.00
BETA_WAITING_TIME	coef_haveGA	5.85e-05	0.0459	10.96	0.00		0.000121	0.0774	12.81	0.00
BETA_TIME_PT_CL	coef_ContIncome_8000_10000	0.000823	0.0559	10.36	0.00		0.00111	0.106	13.51	0.00
coef_ContIncome_10000_more	coef_haveGA	0.000172	0.0328	11.67	0.00		8.23e-05	0.0223	13.67	0.00
coef_haveGA	coef_male	7.58e-05	0.0107	-11.61	0.00		0.000924	0.210	-15.32	0.00
BETA_TIME_CAR_CL	BETA_WAITING_TIME	6.77e-05	0.165	15.27	0.00		0.000192	0.316	15.36	0.00
BETA_TIME_PT_CL	coef_individualHouse	-0.00144	-0.258	14.31	0.00		-0.00178	-0.434	15.44	0.00
BETA_TIME_PT_CL	coef_ContIncome_10000_more	-0.000492	-0.133	15.51	0.00		-0.000572	-0.201	16.76	0.00
coef_haveGA	coef_moreThanOneCar	0.000203	0.0266	-14.41	0.00		-0.000266	-0.0587	-17.08	0.00
BETA_TIME_CAR_CL	coef_haveGA	0.000233	0.0575	15.36	0.00		-1.24e-05	-0.00345	17.27	0.00
BETA_TIME_PT_CL	coef_male	0.000291	0.0580	14.41	0.00		0.000583	0.172	17.74	0.00
BETA_TIME_PT_CL	coef_moreThanOneBike	-0.000498	-0.0858	15.62	0.00		-0.000334	-0.0972	19.29	0.00
BETA_TIME_CAR_CL	BETA_TIME_PT_CL	0.00178	0.623	-17.83	0.00		0.00173	0.627	-19.36	0.00
BETA_TIME_PT_CL	BETA_WAITING_TIME	-8.70e-05	-0.0969	20.71	0.00		2.11e-05	0.0175	22.26	0.00
BETA_TIME_PT_CL	coef_haveChildren	0.00193	0.335	18.97	0.00		0.00184	0.421	22.87	0.00
BETA_TIME_PT_CL	coef_age_65_more	0.00215	0.302	19.32	0.00		0.00202	0.409	25.29	0.00
BETA_TIME_PT_CL	coef_haveGA	0.00264	0.297	24.96	0.00		0.00330	0.466	32.41	0.00

Smallest singular value: 0.0267398