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

If you drag this HTML file into the Calc application of OpenOffice, or the spreadsheet of LibreOffice, you will be able to perform additional calculations.

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 ValueStd errt-testp-valueRobust Std errRobust t-testp-value
ASC_CAR0.4070.1492.740.010.1422.870.00
ASC_SM1.020.2553.990.000.2703.780.00
BETA_COST_HWH-1.770.299-5.910.000.467-3.780.00
BETA_COST_OTHER-1.500.223-6.740.000.300-5.010.00
BETA_DIST-4.930.551-8.950.000.637-7.740.00
BETA_TIME_CAR_CL0.5010.036113.870.000.037413.380.00
BETA_TIME_CAR_REF-27.05.43-4.980.006.36-4.250.00
BETA_TIME_PT_CL1.630.079220.580.000.073922.040.00
BETA_TIME_PT_REF-5.512.88-1.910.06*3.03-1.820.07*
BETA_WAITING_TIME-0.04900.0113-4.320.000.0162-3.020.00
coef_ContIncome_0_40000.07370.09900.740.46*0.09830.750.45*
coef_ContIncome_10000_more0.1230.04682.620.010.03853.190.00
coef_ContIncome_4000_6000-0.06120.189-0.320.75*0.168-0.360.72*
coef_ContIncome_6000_80000.2630.1821.450.15*0.1531.720.09*
coef_ContIncome_8000_10000-0.4220.186-2.270.020.141-3.000.00
coef_age_65_more-0.3110.0901-3.450.000.0668-4.650.00
coef_haveChildren-0.03410.0726-0.470.64*0.0593-0.580.57*
coef_haveGA-1.280.112-11.400.000.0959-13.340.00
coef_highEducation0.4230.09694.370.000.1044.080.00
coef_individualHouse-0.06950.0705-0.990.32*0.0555-1.250.21*
coef_male0.2100.06333.320.000.04584.590.00
coef_moreThanOneBike-0.1270.0734-1.730.08*0.0464-2.730.01
coef_moreThanOneCar0.5890.06818.660.000.047312.460.00

Correlation of coefficients

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

Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testp-value
coef_ContIncome_4000_6000coef_individualHouse0.001130.08480.040.97*0.001100.1180.050.96*
BETA_WAITING_TIMEcoef_ContIncome_4000_6000-9.89e-05-0.04620.060.95*-0.000567-0.2080.070.94*
ASC_CARcoef_highEducation-0.000583-0.0404-0.090.93*-0.00112-0.0757-0.090.93*
coef_ContIncome_4000_6000coef_haveChildren0.0001690.0123-0.130.89*-0.000378-0.0380-0.150.88*
BETA_DISTBETA_TIME_PT_REF0.4050.2550.210.83*0.5680.2940.200.84*
BETA_WAITING_TIMEcoef_haveChildren-1.86e-05-0.0226-0.200.84*8.78e-050.0911-0.250.80*
coef_ContIncome_6000_8000coef_male-0.000574-0.04980.270.79*-0.000592-0.08420.320.75*
BETA_WAITING_TIMEcoef_individualHouse3.94e-060.004930.290.77*-2.16e-05-0.02400.350.72*
coef_ContIncome_4000_6000coef_moreThanOneBike-0.000400-0.02890.320.75*9.73e-060.001250.380.71*
coef_haveChildrencoef_individualHouse0.0005840.1140.370.71*0.0005890.1790.480.63*
coef_ContIncome_0_4000coef_ContIncome_10000_more0.001700.367-0.530.60*0.001170.310-0.520.60*
coef_ContIncome_0_4000coef_ContIncome_4000_6000-0.0128-0.6830.510.61*-0.0113-0.6830.550.58*
ASC_CARBETA_TIME_CAR_CL-0.000814-0.152-0.590.55*-0.00183-0.345-0.590.55*
ASC_CARcoef_ContIncome_6000_8000-0.00133-0.04910.600.55*-0.00369-0.1690.640.53*
BETA_COST_OTHERcoef_haveGA-0.00575-0.230-0.820.41*-0.0111-0.387-0.640.52*
BETA_COST_HWHBETA_COST_OTHER0.02430.365-0.880.38*0.06830.488-0.640.52*
BETA_TIME_CAR_CLcoef_highEducation1.25e-073.56e-050.750.45*0.0001900.04890.710.47*
coef_individualHousecoef_moreThanOneBike-0.000918-0.1780.520.60*-0.000365-0.1420.740.46*
coef_ContIncome_8000_10000coef_age_65_more0.002160.129-0.570.57*0.002650.282-0.810.42*
coef_ContIncome_6000_8000coef_highEducation8.18e-074.63e-05-0.780.44*0.001120.0704-0.890.37*
coef_ContIncome_0_4000coef_haveChildren-0.000545-0.07580.850.40*-0.000214-0.03670.920.36*
coef_ContIncome_10000_morecoef_ContIncome_4000_6000-0.00486-0.5490.840.40*-0.00304-0.4700.970.33*
BETA_COST_HWHcoef_haveGA-0.00520-0.155-1.460.15*-0.0114-0.254-0.980.33*
coef_ContIncome_10000_morecoef_ContIncome_6000_80000.005050.592-0.890.38*0.002560.434-1.000.32*
coef_ContIncome_4000_6000coef_ContIncome_6000_8000-0.0317-0.922-0.890.37*-0.0246-0.954-1.020.31*
coef_haveChildrencoef_moreThanOneBike-0.000947-0.1780.830.41*-0.000565-0.2051.120.26*
ASC_CARcoef_moreThanOneCar-0.000537-0.0530-1.090.27*-0.000562-0.0836-1.190.23*
coef_ContIncome_0_4000coef_male-0.000293-0.0466-1.140.26*-0.000353-0.0783-1.220.22*
BETA_COST_HWHBETA_TIME_PT_REF0.01380.01601.290.20*0.07130.05041.230.22*
BETA_WAITING_TIMEcoef_ContIncome_0_40006.91e-050.0616-1.240.22*0.0001580.0991-1.250.21*
coef_ContIncome_0_4000coef_individualHouse-0.000315-0.04511.150.25*6.57e-050.01201.280.20*
ASC_CARcoef_male0.0001490.01581.220.22*1.65e-050.002541.320.19*
BETA_COST_OTHERBETA_TIME_PT_REF0.05920.09231.400.16*0.1270.1401.340.18*
BETA_TIME_PT_REFcoef_haveGA0.05510.170-1.480.14*0.05680.196-1.410.16*
coef_ContIncome_10000_morecoef_male-0.000271-0.0915-1.070.29*-0.000129-0.0733-1.410.16*
coef_ContIncome_4000_6000coef_age_65_more0.002740.1611.280.20*0.002900.2591.520.13*
coef_highEducationcoef_moreThanOneCar0.0008400.127-1.490.14*0.0006170.126-1.530.13*
BETA_TIME_CAR_CLcoef_moreThanOneCar0.0002020.0824-1.190.24*0.0001710.0966-1.540.12*
coef_ContIncome_0_4000coef_ContIncome_6000_80000.01040.575-1.270.20*0.009180.609-1.560.12*
ASC_SMcoef_moreThanOneCar-0.000561-0.03231.610.11*-0.000316-0.02481.560.12*
BETA_TIME_CAR_CLcoef_ContIncome_6000_80000.0002380.03621.290.20*0.001310.2291.590.11*
BETA_WAITING_TIMEcoef_moreThanOneBike3.88e-050.04661.050.29*4.01e-050.05321.610.11*
coef_ContIncome_4000_6000coef_male0.0004360.0365-1.380.17*0.0008760.114-1.610.11*
coef_highEducationcoef_male-0.00188-0.3061.630.10*-0.00214-0.4501.630.10*
BETA_TIME_PT_REFcoef_ContIncome_8000_10000-0.0884-0.165-1.740.08*-0.110-0.259-1.660.10*
BETA_TIME_PT_REFcoef_age_65_more0.03900.150-1.810.07*0.05420.268-1.730.08*
BETA_TIME_PT_REFcoef_ContIncome_4000_6000-0.121-0.223-1.860.06*-0.171-0.337-1.770.08*
BETA_TIME_PT_REFcoef_moreThanOneBike0.02890.137-1.870.06*0.03870.275-1.790.07*
coef_ContIncome_6000_8000coef_haveChildren-0.00103-0.07761.480.14*-0.000233-0.02561.790.07*
BETA_TIME_PT_REFcoef_individualHouse-0.00648-0.0319-1.890.06*0.0004000.00238-1.800.07*
BETA_TIME_PT_REFBETA_WAITING_TIME0.002000.0613-1.900.06*0.005710.116-1.810.07*
BETA_TIME_PT_REFcoef_haveChildren0.009700.0463-1.900.06*0.02030.113-1.810.07*
ASC_CARcoef_ContIncome_10000_more-0.000455-0.06531.790.07*-0.00132-0.2421.820.07*
ASC_CARcoef_ContIncome_0_40000.0002620.01781.880.06*-0.00127-0.09091.850.06*
BETA_TIME_PT_REFcoef_ContIncome_10000_more0.01210.0894-1.960.05*0.01200.103-1.860.06*
BETA_TIME_PT_REFcoef_male0.01260.0690-1.990.050.01350.0972-1.890.06*
BETA_TIME_PT_REFcoef_ContIncome_0_40000.2250.788-1.990.050.2520.848-1.900.06*
coef_ContIncome_6000_8000coef_individualHouse-0.00203-0.1581.620.10*-0.00202-0.2381.900.06*
BETA_TIME_PT_REFcoef_ContIncome_6000_80000.1040.199-2.030.040.1480.319-1.940.05*
ASC_CARBETA_TIME_PT_REF0.06660.1552.070.040.0002310.0005381.950.05*
coef_ContIncome_8000_10000coef_moreThanOneBike-0.000914-0.0670-1.440.15*-0.000376-0.0576-1.960.05*
BETA_TIME_PT_REFcoef_highEducation0.01280.0457-2.060.040.01860.0591-1.960.05
ASC_SMBETA_TIME_CAR_CL0.003510.3812.120.030.002740.2711.980.05
BETA_TIME_CAR_CLBETA_TIME_PT_REF0.01300.1252.090.040.02110.1861.990.05
coef_ContIncome_0_4000coef_moreThanOneBike0.0003690.05081.670.10*0.0009080.1992.000.04
BETA_TIME_PT_REFcoef_moreThanOneCar0.004030.0205-2.120.03-0.00464-0.0324-2.010.04
ASC_SMcoef_highEducation-0.000753-0.03052.160.03-0.00140-0.04992.030.04
BETA_WAITING_TIMEcoef_ContIncome_6000_80002.61e-050.0126-1.710.09*0.0004620.185-2.070.04
coef_ContIncome_6000_8000coef_moreThanOneCar0.0008560.0690-1.720.09*0.0008960.123-2.100.04
ASC_SMBETA_TIME_PT_REF0.01070.01462.260.02-0.0900-0.1102.130.03
ASC_SMcoef_ContIncome_6000_8000-0.00234-0.05042.350.02-0.00708-0.1712.270.02
coef_ContIncome_4000_6000coef_highEducation-0.00162-0.0884-2.210.03-0.00277-0.159-2.300.02
coef_ContIncome_0_4000coef_ContIncome_8000_10000-0.00926-0.5031.980.05-0.00781-0.5652.330.02
coef_ContIncome_8000_10000coef_individualHouse0.001070.0819-1.820.07*0.0002350.0300-2.350.02
ASC_SMBETA_TIME_PT_CL0.006970.345-2.550.010.005410.271-2.360.02
BETA_TIME_PT_CLBETA_TIME_PT_REF0.04290.1882.490.010.04270.1912.370.02
coef_ContIncome_10000_morecoef_haveChildren9.15e-050.02691.840.07*0.0003510.1542.390.02
ASC_CARASC_SM0.01770.465-2.690.010.01460.381-2.420.02
coef_ContIncome_6000_8000coef_moreThanOneBike0.0001120.008381.990.051.32e-050.001862.440.01
coef_ContIncome_6000_8000coef_ContIncome_8000_10000-0.0290-0.8571.930.05*-0.0179-0.8302.440.01
ASC_CARcoef_ContIncome_4000_60000.003170.1132.070.040.006340.2662.480.01
coef_ContIncome_10000_morecoef_highEducation-0.000461-0.102-2.690.01-0.00101-0.252-2.520.01
BETA_WAITING_TIMEcoef_ContIncome_8000_10000-5.11e-05-0.02422.000.05-0.000383-0.1682.580.01
coef_age_65_morecoef_moreThanOneBike0.001690.255-1.830.07*0.0008250.266-2.610.01
coef_ContIncome_8000_10000coef_haveChildren0.001410.105-2.020.040.0008090.0969-2.630.01
BETA_COST_HWHcoef_ContIncome_8000_10000-0.00218-0.0393-3.750.00-0.0115-0.175-2.630.01
coef_ContIncome_0_4000coef_highEducation0.001330.139-2.720.010.002180.214-2.760.01
ASC_CARcoef_haveChildren-3.40e-05-0.003152.660.01-0.000688-0.08162.790.01
ASC_CARcoef_individualHouse-0.00208-0.1982.700.01-0.00207-0.2622.880.00
BETA_COST_OTHERcoef_ContIncome_8000_10000-0.00261-0.0631-3.610.00-0.0138-0.327-2.910.00
ASC_SMcoef_male0.0001610.009983.080.000.0004170.03372.970.00
BETA_COST_HWHcoef_age_65_more-0.00258-0.0955-4.540.00-0.00688-0.220-3.000.00
coef_age_65_morecoef_individualHouse0.0006030.0949-2.210.030.0005720.154-3.010.00
ASC_CARBETA_WAITING_TIME-0.000187-0.1113.030.00-0.000584-0.2533.100.00
ASC_SMcoef_ContIncome_0_4000-0.00139-0.05493.390.00-0.00393-0.1483.150.00
BETA_TIME_CAR_CLcoef_ContIncome_4000_60000.0001240.01822.940.00-0.00118-0.1873.150.00
coef_ContIncome_0_4000coef_age_65_more-0.00105-0.1172.720.01-0.000297-0.04523.170.00
coef_ContIncome_10000_morecoef_ContIncome_8000_10000-0.00746-0.8572.400.02-0.00411-0.7603.170.00
BETA_COST_HWHcoef_ContIncome_4000_6000-0.00308-0.0546-4.710.00-0.0174-0.221-3.220.00
coef_ContIncome_6000_8000coef_age_65_more-0.00144-0.08802.730.01-0.00189-0.1853.220.00
ASC_SMcoef_ContIncome_10000_more-0.000745-0.06243.420.00-0.00157-0.1523.220.00
coef_ContIncome_10000_morecoef_individualHouse8.96e-050.02712.300.020.0005590.2623.270.00
coef_haveChildrencoef_highEducation-0.000985-0.140-3.550.00-0.00202-0.329-3.380.00
BETA_COST_HWHcoef_moreThanOneBike-0.00214-0.0974-5.210.00-0.00572-0.264-3.410.00
coef_haveChildrencoef_male0.0004750.103-2.680.010.0005520.203-3.640.00
BETA_COST_HWHcoef_individualHouse0.0006890.0327-5.560.000.001620.0625-3.640.00
coef_ContIncome_4000_6000coef_moreThanOneCar-0.000510-0.0397-3.200.00-0.000676-0.0852-3.650.00
BETA_DISTBETA_TIME_CAR_REF1.230.4124.230.002.100.5183.650.00
BETA_COST_OTHERcoef_age_65_more-0.00122-0.0610-4.860.00-0.00475-0.237-3.700.00
BETA_COST_HWHBETA_WAITING_TIME0.0002470.0727-5.760.000.001930.254-3.710.00
BETA_WAITING_TIMEcoef_age_65_more-5.10e-05-0.04992.860.00-0.000103-0.09493.730.00
BETA_COST_HWHcoef_haveChildren0.0006890.0317-5.670.000.002600.0940-3.730.00
ASC_CARcoef_moreThanOneBike0.0005580.05113.290.000.0009170.1393.730.00
coef_ContIncome_4000_6000coef_ContIncome_8000_100000.02700.7682.830.000.01940.8223.770.00
BETA_COST_OTHERcoef_ContIncome_4000_6000-0.00111-0.0264-4.870.00-0.0134-0.266-3.790.00
ASC_SMcoef_haveChildren0.0002340.01263.980.00-0.000321-0.02013.800.00
ASC_SMcoef_ContIncome_4000_60000.005030.1043.590.000.01040.2303.820.00
ASC_SMcoef_individualHouse-0.00212-0.1183.990.00-0.00211-0.1413.850.00
coef_age_65_morecoef_haveChildren0.001620.247-2.740.010.001430.361-3.870.00
BETA_COST_HWHcoef_ContIncome_0_4000-0.000299-0.0101-5.820.000.001680.0365-3.890.00
ASC_SMBETA_WAITING_TIME-0.000216-0.07454.170.00-0.000898-0.2053.910.00
coef_highEducationcoef_individualHouse-0.000978-0.1433.860.00-0.000955-0.1663.930.00
coef_individualHousecoef_male0.0001290.0288-3.000.000.0001530.0602-4.010.00
coef_ContIncome_10000_morecoef_moreThanOneBike0.0001040.03042.910.00-0.000117-0.06574.010.00
BETA_TIME_CAR_REFcoef_haveGA0.06940.114-4.760.000.05330.0874-4.060.00
BETA_COST_HWHBETA_TIME_CAR_REF0.2880.1774.690.000.9880.3334.060.00
BETA_COST_HWHcoef_ContIncome_10000_more9.62e-050.00686-6.250.000.001750.0974-4.070.00
BETA_COST_OTHERBETA_TIME_CAR_REF0.3780.3134.760.000.7910.4154.090.00
BETA_TIME_CAR_CLcoef_ContIncome_0_4000-0.000194-0.05423.980.000.0001770.04814.130.00
BETA_TIME_CAR_REFcoef_ContIncome_8000_10000-0.157-0.156-4.870.00-0.302-0.337-4.150.00
ASC_CARBETA_COST_HWH-0.00233-0.05236.380.00-0.0177-0.2664.160.00
BETA_TIME_CAR_REFcoef_ContIncome_4000_6000-0.214-0.209-4.930.00-0.442-0.415-4.190.00
BETA_TIME_CAR_REFcoef_age_65_more0.05100.104-4.930.000.05180.122-4.210.00
BETA_COST_HWHcoef_male0.0004030.0213-6.490.000.0005430.0253-4.220.00
ASC_SMcoef_moreThanOneBike0.0006130.03274.350.000.0007960.06354.230.00
BETA_TIME_CAR_REFcoef_moreThanOneBike0.03780.0950-4.960.000.04640.157-4.240.00
BETA_TIME_CAR_REFcoef_individualHouse-0.00898-0.0235-4.970.000.004370.0124-4.240.00
BETA_TIME_CAR_REFBETA_WAITING_TIME0.01360.220-4.970.000.03880.376-4.250.00
BETA_TIME_CAR_REFcoef_haveChildren0.02270.0575-4.980.000.06270.166-4.250.00
BETA_TIME_CAR_REFcoef_ContIncome_10000_more0.02150.0846-5.010.000.04290.175-4.280.00
BETA_TIME_CAR_REFcoef_male0.02100.0612-5.020.000.02410.0826-4.290.00
ASC_CARBETA_TIME_CAR_REF-0.0213-0.02635.050.00-0.234-0.2604.290.00
BETA_TIME_CAR_REFcoef_ContIncome_0_40000.3610.671-5.060.000.4440.711-4.310.00
BETA_TIME_CAR_REFcoef_highEducation0.03300.0628-5.060.000.04180.0634-4.320.00
BETA_TIME_CAR_REFcoef_ContIncome_6000_80000.1810.183-5.060.000.3820.392-4.330.00
BETA_TIME_CAR_CLBETA_TIME_CAR_REF0.05620.2875.080.000.1040.4374.340.00
BETA_TIME_CAR_REFcoef_moreThanOneCar0.01600.0433-5.090.00-0.00799-0.0266-4.340.00
ASC_SMBETA_TIME_CAR_REF-0.141-0.1025.140.00-0.459-0.2684.360.00
BETA_WAITING_TIMEcoef_ContIncome_10000_more3.17e-050.0596-3.610.000.0001190.190-4.420.00
BETA_COST_HWHcoef_ContIncome_6000_80000.002980.0548-5.940.000.01570.219-4.430.00
coef_ContIncome_8000_10000coef_male0.0005610.0477-3.270.000.0008220.127-4.440.00
BETA_WAITING_TIMEcoef_highEducation-3.50e-05-0.0319-4.820.00-0.000129-0.0767-4.450.00
coef_ContIncome_8000_10000coef_highEducation-0.00202-0.112-3.860.00-0.00259-0.177-4.470.00
BETA_TIME_CAR_REFBETA_TIME_PT_CL0.09410.219-5.300.000.1200.255-4.520.00
BETA_COST_OTHERcoef_moreThanOneBike-0.000278-0.0170-5.840.000.0002410.0173-4.550.00
BETA_COST_HWHcoef_highEducation0.0007180.0248-7.020.000.0007410.0153-4.590.00
BETA_COST_OTHERcoef_haveChildren-0.000918-0.0568-6.160.00-0.00198-0.112-4.700.00
BETA_COST_OTHERcoef_individualHouse0.0004040.0258-6.180.000.0008290.0498-4.740.00
ASC_CARcoef_ContIncome_8000_100000.001570.05673.580.000.004770.2394.750.00
BETA_COST_HWHBETA_DIST0.02950.1795.470.000.09550.3214.810.00
ASC_SMBETA_COST_HWH-0.00310-0.04066.950.00-0.0209-0.1664.830.00
coef_ContIncome_0_4000coef_moreThanOneCar0.0002840.0421-4.380.000.0003130.0673-4.860.00
BETA_COST_OTHERBETA_WAITING_TIME-4.60e-05-0.0182-6.510.000.0006910.142-4.880.00
ASC_SMcoef_age_65_more0.002010.08745.050.000.002720.1514.960.00
BETA_COST_HWHBETA_TIME_CAR_CL0.002240.207-7.720.000.007120.407-5.010.00
BETA_COST_HWHcoef_moreThanOneCar0.001190.0585-7.780.000.0007290.0330-5.040.00
ASC_SMcoef_ContIncome_8000_100000.002440.05154.680.000.006790.1795.130.00
ASC_CARcoef_age_65_more0.001350.1014.320.000.002600.2745.150.00
BETA_TIME_CAR_CLcoef_male7.67e-050.03354.050.000.0001560.09105.150.00
coef_age_65_morecoef_highEducation-0.00149-0.171-5.130.00-0.00250-0.361-5.160.00
coef_highEducationcoef_moreThanOneBike0.0007220.1024.770.000.0008530.1775.190.00
BETA_COST_OTHERcoef_ContIncome_0_40000.0001850.00837-6.480.000.004000.136-5.210.00
ASC_CARBETA_COST_OTHER-0.00389-0.1176.770.00-0.0116-0.2745.230.00
coef_malecoef_moreThanOneBike-1.56e-05-0.003363.470.005.43e-050.02555.230.00
BETA_WAITING_TIMEcoef_male2.73e-060.00380-4.030.00-5.26e-06-0.00706-5.320.00
coef_ContIncome_10000_morecoef_age_65_more-0.000366-0.08674.120.00-0.000332-0.1295.330.00
coef_ContIncome_8000_10000coef_haveGA0.0005210.02503.990.000.002070.1535.440.00
BETA_TIME_CAR_REFBETA_TIME_PT_REF14.40.920-7.180.0017.00.883-5.450.00
BETA_COST_OTHERcoef_ContIncome_10000_more-1.09e-05-0.00105-7.140.000.001550.135-5.470.00
BETA_COST_OTHERcoef_male4.82e-050.00342-7.400.00-0.000127-0.00926-5.640.00
ASC_SMBETA_COST_OTHER-0.00479-0.08437.150.00-0.0174-0.2165.670.00
BETA_DISTcoef_haveGA0.003060.0495-6.560.000.003480.0569-5.710.00
BETA_COST_OTHERBETA_DIST0.03340.2736.410.000.07360.3855.810.00
BETA_COST_OTHERcoef_ContIncome_6000_80000.001480.0366-6.250.000.01290.281-5.970.00
BETA_TIME_CAR_CLcoef_ContIncome_8000_100000.0001170.01744.890.00-0.000646-0.1236.150.00
coef_malecoef_moreThanOneCar0.0006800.158-4.440.000.0004020.185-6.380.00
coef_ContIncome_4000_6000coef_haveGA-0.000907-0.04285.450.000.0005950.03706.400.00
BETA_COST_OTHERcoef_highEducation0.002690.125-8.320.000.006050.195-6.470.00
BETA_DISTcoef_ContIncome_8000_10000-0.00405-0.0395-7.660.00-0.0153-0.170-6.670.00
coef_ContIncome_8000_10000coef_moreThanOneCar-0.000298-0.0235-5.070.00-0.000274-0.0412-6.730.00
BETA_TIME_CAR_CLcoef_ContIncome_10000_more-0.000202-0.1196.060.00-8.23e-05-0.05716.850.00
BETA_COST_OTHERBETA_TIME_CAR_CL0.002110.263-9.270.000.003720.331-6.920.00
coef_haveChildrencoef_moreThanOneCar-0.00102-0.205-5.710.00-0.00117-0.417-6.930.00
ASC_SMBETA_DIST-0.0877-0.6248.070.00-0.125-0.7286.970.00
BETA_DISTcoef_ContIncome_4000_6000-0.00584-0.0562-8.220.00-0.0232-0.217-7.020.00
coef_ContIncome_10000_morecoef_moreThanOneCar-0.000432-0.135-5.320.00-0.000345-0.190-7.030.00
BETA_COST_OTHERcoef_moreThanOneCar0.002050.136-9.340.000.003420.242-7.160.00
BETA_DISTcoef_age_65_more-0.00133-0.0268-8.240.001.34e-050.000314-7.210.00
coef_age_65_morecoef_male0.0002280.0400-4.820.000.0007360.240-7.300.00
BETA_COST_HWHBETA_TIME_PT_CL0.0008900.0376-11.080.000.003730.108-7.310.00
BETA_DISTcoef_moreThanOneBike-0.000360-0.00891-8.640.00-0.000403-0.0136-7.510.00
BETA_DISTcoef_individualHouse-0.000606-0.0156-8.740.000.0007210.0204-7.610.00
BETA_TIME_CAR_CLcoef_individualHouse-0.000343-0.1356.840.00-0.000493-0.2377.710.00
BETA_DISTBETA_WAITING_TIME0.0008680.139-8.890.000.003350.324-7.720.00
BETA_DISTcoef_haveChildren0.0003550.00887-8.820.000.003770.0996-7.720.00
coef_individualHousecoef_moreThanOneCar-0.00130-0.270-5.970.00-0.000843-0.321-7.870.00
ASC_CARBETA_DIST0.0008170.009979.380.00-0.0119-0.1317.960.00
BETA_DISTcoef_ContIncome_0_40000.006450.118-9.130.000.01080.173-7.970.00
BETA_DISTcoef_ContIncome_10000_more0.001420.0551-9.180.000.002970.121-7.970.00
BETA_DISTcoef_male0.0001830.00524-9.280.00-0.000882-0.0302-8.030.00
ASC_CARBETA_TIME_PT_CL0.003120.265-8.210.000.001520.145-8.140.00
ASC_SMcoef_haveGA0.002640.09238.540.000.002310.08928.270.00
BETA_DISTcoef_highEducation0.0004540.00851-9.590.00-0.000365-0.00552-8.290.00
BETA_TIME_CAR_CLcoef_haveChildren0.0002710.1036.890.000.0003900.1768.320.00
BETA_DISTcoef_ContIncome_6000_80000.003800.0378-9.060.000.02070.212-8.340.00
BETA_DISTBETA_TIME_CAR_CL-0.00795-0.400-9.590.00-0.00364-0.153-8.430.00
BETA_TIME_PT_CLcoef_ContIncome_6000_80000.0009570.06637.050.000.001480.1308.470.00
BETA_DISTcoef_moreThanOneCar-0.000734-0.0196-9.920.00-0.00392-0.130-8.560.00
BETA_TIME_PT_CLcoef_highEducation-0.00149-0.1948.840.00-0.00178-0.2328.580.00
coef_ContIncome_6000_8000coef_haveGA0.002010.09827.550.000.001100.07488.830.00
BETA_TIME_PT_CLcoef_ContIncome_4000_60000.0009930.06648.470.006.00e-050.004849.240.00
coef_haveGAcoef_highEducation-0.00445-0.409-9.690.00-0.00657-0.660-9.360.00
coef_age_65_morecoef_moreThanOneCar-0.00119-0.194-7.320.00-0.00127-0.402-9.360.00
coef_haveGAcoef_individualHouse-0.00215-0.272-8.180.00-0.00166-0.311-9.690.00
coef_ContIncome_0_4000coef_haveGA0.0004320.03899.220.002.94e-050.003129.870.00
BETA_COST_OTHERBETA_TIME_PT_CL-0.000302-0.0171-13.180.00-0.00214-0.0966-9.930.00
BETA_TIME_CAR_CLcoef_moreThanOneBike-0.000135-0.05087.530.00-0.000142-0.081910.130.00
BETA_DISTBETA_TIME_PT_CL-0.00427-0.0979-11.630.00-0.000255-0.00540-10.220.00
coef_moreThanOneBikecoef_moreThanOneCar-0.000812-0.163-6.640.00-0.000193-0.0880-10.360.00
BETA_TIME_CAR_CLcoef_age_65_more0.0003110.09568.650.00-7.01e-05-0.028010.470.00
BETA_TIME_PT_CLcoef_moreThanOneCar-0.00110-0.2059.090.00-0.000854-0.24410.720.00
coef_age_65_morecoef_haveGA0.002290.2277.630.000.003040.47411.120.00
ASC_CARcoef_haveGA0.003290.19710.050.000.003740.27511.400.00
coef_haveGAcoef_moreThanOneBike0.002170.264-9.870.000.0007720.173-11.640.00
coef_haveChildrencoef_haveGA-9.07e-05-0.01119.270.000.0009510.16711.970.00
BETA_TIME_PT_CLcoef_ContIncome_0_4000-0.00101-0.12811.570.00-0.000788-0.10812.040.00
BETA_WAITING_TIMEcoef_moreThanOneCar1.04e-050.0135-9.270.00-4.38e-05-0.0570-12.540.00
BETA_WAITING_TIMEcoef_haveGA5.85e-050.045910.960.000.0001210.077412.810.00
BETA_TIME_PT_CLcoef_ContIncome_8000_100000.0008230.055910.360.000.001110.10613.510.00
coef_ContIncome_10000_morecoef_haveGA0.0001720.032811.670.008.23e-050.022313.670.00
coef_haveGAcoef_male7.58e-050.0107-11.610.000.0009240.210-15.320.00
BETA_TIME_CAR_CLBETA_WAITING_TIME6.77e-050.16515.270.000.0001920.31615.360.00
BETA_TIME_PT_CLcoef_individualHouse-0.00144-0.25814.310.00-0.00178-0.43415.440.00
BETA_TIME_PT_CLcoef_ContIncome_10000_more-0.000492-0.13315.510.00-0.000572-0.20116.760.00
coef_haveGAcoef_moreThanOneCar0.0002030.0266-14.410.00-0.000266-0.0587-17.080.00
BETA_TIME_CAR_CLcoef_haveGA0.0002330.057515.360.00-1.24e-05-0.0034517.270.00
BETA_TIME_PT_CLcoef_male0.0002910.058014.410.000.0005830.17217.740.00
BETA_TIME_PT_CLcoef_moreThanOneBike-0.000498-0.085815.620.00-0.000334-0.097219.290.00
BETA_TIME_CAR_CLBETA_TIME_PT_CL0.001780.623-17.830.000.001730.627-19.360.00
BETA_TIME_PT_CLBETA_WAITING_TIME-8.70e-05-0.096920.710.002.11e-050.017522.260.00
BETA_TIME_PT_CLcoef_haveChildren0.001930.33518.970.000.001840.42122.870.00
BETA_TIME_PT_CLcoef_age_65_more0.002150.30219.320.000.002020.40925.290.00
BETA_TIME_PT_CLcoef_haveGA0.002640.29724.960.000.003300.46632.410.00

Smallest singular value: 0.0267398