biogeme 3.2.8 [2021-07-26]

Python package

Home page: http://biogeme.epfl.ch

Submit questions to https://groups.google.com/d/forum/biogeme

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

This file has automatically been generated on 2021-07-26 22:17:39.236116

Report file: 03choiceOnly_mc.html
Database name: optima

Estimation report

Number of estimated parameters: 24
Sample size: 1906
Excluded observations: 359
Init log likelihood: -2093.955
Final log likelihood: -1118.006
Likelihood ratio test for the init. model: 1951.898
Rho-square for the init. model: 0.466
Rho-square-bar for the init. model: 0.455
Akaike Information Criterion: 2284.012
Bayesian Information Criterion: 2417.278
Final gradient norm: 8.7282E-03
Number of draws: 10000
Draws generation time: 0:00:34.840950
Types of draws: ['EC: NORMAL_MLHS']
Nbr of threads: 36
Algorithm: Newton with trust region for simple bound constraints
Proportion analytical hessian: 100.0%
Relative projected gradient: 1.990311e-05
Relative change: 5.687877008900277e-07
Number of iterations: 34
Number of function evaluations: 91
Number of gradient evaluations: 29
Number of hessian evaluations: 29
Cause of termination: Relative change = 5.69e-07 <= 1e-05
Optimization time: 2:25:39.789353

Estimated parameters

NameValueStd errt-testp-valueRob. Std errRob. t-testRob. p-value
ASC_CAR0.8190.1346.129.45e-100.1366.041.51e-09
ASC_SM0.4820.2082.320.02060.50.9630.335
BETA_COST_HWH-1.430.294-4.881.08e-060.499-2.870.0041
BETA_COST_OTHER-0.5910.168-3.520.0004390.241-2.450.0141
BETA_DIST-1.880.194-9.6900.782-2.410.016
BETA_TIME_CAR_CL-1.5156-0.009590.9924.13-0.3620.717
BETA_TIME_CAR_REF-12.33-4.14.09e-053.62-3.40.000684
BETA_TIME_PT_CL-0.72575.6-0.009590.9921.93-0.3750.708
BETA_TIME_PT_REF-4.120.814-5.064.21e-071.26-3.280.00104
BETA_WAITING_TIME-0.04170.0117-3.580.0003470.0145-2.870.00407
beta_ScaledIncome_10_more0.04324.50.009590.9920.09090.4750.635
beta_ScaledIncome_4_60.12913.50.009590.9920.510.2540.8
beta_ScaledIncome_6_8-0.17518.2-0.009590.9920.676-0.2590.796
beta_ScaledIncome_8_10-0.0353.66-0.009580.9920.218-0.160.873
beta_ScaledIncome_lessthan_40.01871.950.009590.9920.050.3740.709
coef_age_65_more-0.02382.48-0.009580.9920.115-0.2070.836
coef_haveChildren0.008420.8820.009550.9920.09390.08970.929
coef_haveGA-0.82886.3-0.009590.9922.26-0.3650.715
coef_highEducation0.07317.620.009590.9920.2080.3520.725
coef_individualHouse-0.098710.3-0.009590.9920.289-0.3420.732
coef_male0.10510.90.009590.9920.2960.3550.723
coef_moreThanOneBike-0.27728.9-0.009590.9920.794-0.3490.727
coef_moreThanOneCar0.77981.20.009590.9922.160.3610.718
sigma_s0.59261.70.009590.9921.650.3580.72

Correlation of coefficients

Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
ASC_SMASC_CAR0.01460.524-1.880.05980.01040.153-0.6770.499
BETA_COST_HWHASC_CAR0.004650.118-7.312.69e-130.01620.24-4.643.41e-06
BETA_COST_HWHASC_SM0.003640.0595-5.474.4e-08-0.0343-0.137-2.540.0111
BETA_COST_OTHERASC_CAR0.0005030.0224-6.643.24e-110.006280.193-5.582.34e-08
BETA_COST_OTHERASC_SM-4.8e-05-0.00137-4.016.15e-05-0.025-0.207-1.790.0731
BETA_COST_OTHERBETA_COST_HWH0.008940.1812.710.006750.03310.2751.720.0862
BETA_DISTASC_CAR0.0002280.00874-11.500.008240.0777-3.450.000561
BETA_DISTASC_SM-0.0229-0.566-6.643.15e-11-0.367-0.936-1.870.0611
BETA_DISTBETA_COST_HWH0.006970.122-1.360.1740.1030.264-0.5580.577
BETA_DISTBETA_COST_OTHER0.0030.0918-5.281.3e-070.05730.304-1.740.0826
BETA_TIME_CAR_CLASC_CAR0.01920.00092-0.01480.988-0.0494-0.0882-0.5580.577
BETA_TIME_CAR_CLASC_SM0.08070.00249-0.01270.990.610.295-0.4930.622
BETA_TIME_CAR_CLBETA_COST_HWH0.08650.00189-0.00040510.1150.0555-0.01530.988
BETA_TIME_CAR_CLBETA_COST_OTHER0.009740.000372-0.00580.995-0.0344-0.0346-0.2180.827
BETA_TIME_CAR_CLBETA_DIST-0.0624-0.002060.002490.998-0.975-0.3020.08760.93
BETA_TIME_CAR_REFASC_CAR0.0140.0348-4.381.2e-050.07120.145-3.640.000273
BETA_TIME_CAR_REFASC_SM0.01480.0237-4.262.05e-05-0.807-0.445-3.30.000958
BETA_TIME_CAR_REFBETA_COST_HWH0.09570.109-3.650.0002660.5380.297-3.10.00194
BETA_TIME_CAR_REFBETA_COST_OTHER0.03420.0679-3.919.07e-050.3150.361-3.310.000947
BETA_TIME_CAR_REFBETA_DIST0.09830.168-3.510.0004561.590.561-3.210.00134
BETA_TIME_CAR_REFBETA_TIME_CAR_CL5.780.0123-0.06930.9453.190.213-2.210.0268
BETA_TIME_PT_CLASC_CAR0.00510.000504-0.02040.984-0.0248-0.0945-0.7910.429
BETA_TIME_PT_CLASC_SM0.03020.00192-0.0160.9870.230.238-0.6420.521
BETA_TIME_PT_CLBETA_COST_HWH0.04010.001810.009370.9930.0610.06320.360.719
BETA_TIME_PT_CLBETA_COST_OTHER0.007590.000598-0.001780.999-0.00237-0.0051-0.06880.945
BETA_TIME_PT_CLBETA_DIST-0.0242-0.001640.01530.988-0.37-0.2440.5140.607
BETA_TIME_PT_CLBETA_TIME_CAR_CL1.18e+0410.009590.9927.970.9970.3490.727
BETA_TIME_PT_CLBETA_TIME_CAR_REF2.790.01230.1530.8781.790.2563.180.00149
BETA_TIME_PT_REFASC_CAR0.04760.437-6.451.09e-100.06350.373-4.074.62e-05
BETA_TIME_PT_REFASC_SM0.03530.208-5.777.84e-09-0.382-0.607-2.860.00427
BETA_TIME_PT_REFBETA_COST_HWH0.02220.0928-3.20.001380.210.335-2.260.0236
BETA_TIME_PT_REFBETA_COST_OTHER-0.0151-0.11-4.153.26e-050.07430.246-2.890.00382
BETA_TIME_PT_REFBETA_DIST0.04920.311-2.880.003990.7680.782-2.760.0057
BETA_TIME_PT_REFBETA_TIME_CAR_CL1.120.00883-0.01680.987-0.223-0.0429-0.60.549
BETA_TIME_PT_REFBETA_TIME_CAR_REF1.850.7563.350.0008053.760.8253.050.00227
BETA_TIME_PT_REFBETA_TIME_PT_CL0.5160.00838-0.04490.964-0.00982-0.00404-1.470.142
BETA_WAITING_TIMEASC_CAR-0.000441-0.282-6.253.98e-10-0.000576-0.293-6.138.92e-10
BETA_WAITING_TIMEASC_SM-0.000361-0.149-2.490.01270.0003990.0549-1.050.295
BETA_WAITING_TIMEBETA_COST_HWH-0.000176-0.05144.722.34e-06-0.000367-0.05062.780.00541
BETA_WAITING_TIMEBETA_COST_OTHER3.92e-050.023.260.00115.12e-050.01462.280.0227
BETA_WAITING_TIMEBETA_DIST-0.000115-0.05079.430-0.00143-0.1262.350.0188
BETA_WAITING_TIMEBETA_TIME_CAR_CL-0.0016-0.0008780.009320.9930.01070.1780.3520.725
BETA_WAITING_TIMEBETA_TIME_CAR_REF6.47e-050.001854.094.35e-050.003130.05953.390.000711
BETA_WAITING_TIMEBETA_TIME_PT_CL-0.000531-0.0006020.009040.9930.005090.1810.3540.724
BETA_WAITING_TIMEBETA_TIME_PT_REF-0.00333-0.3514.986.27e-07-0.00464-0.2543.240.00121
beta_ScaledIncome_10_moreASC_CAR0.0008060.00134-0.1720.863-0.000311-0.0253-4.72.61e-06
beta_ScaledIncome_10_moreASC_SM0.002440.0026-0.09750.9220.01830.403-0.9320.352
beta_ScaledIncome_10_moreBETA_COST_HWH0.002360.001780.3270.7430.001880.04142.930.00339
beta_ScaledIncome_10_moreBETA_COST_OTHER0.000350.0004630.1410.888-0.002-0.09122.390.0167
beta_ScaledIncome_10_moreBETA_DIST-0.00172-0.001960.4280.669-0.0284-0.42.340.0192
beta_ScaledIncome_10_moreBETA_TIME_CAR_CL70210.01020.9920.3280.8720.380.704
beta_ScaledIncome_10_moreBETA_TIME_CAR_REF0.1550.01152.30.02170.07460.2263.430.000612
beta_ScaledIncome_10_moreBETA_TIME_PT_CL34010.01080.9910.1510.860.4140.679
beta_ScaledIncome_10_moreBETA_TIME_PT_REF0.03090.008450.9110.362-0.00677-0.05923.290.001
beta_ScaledIncome_10_moreBETA_WAITING_TIME-5.94e-05-0.001130.01890.9850.0002030.1540.9450.345
beta_ScaledIncome_4_6ASC_CAR0.0001216.67e-05-0.05110.959-0.00834-0.121-1.270.204
beta_ScaledIncome_4_6ASC_SM0.006330.00225-0.02610.9790.04760.187-0.5470.584
beta_ScaledIncome_4_6BETA_COST_HWH0.007030.001770.1160.9080.01550.0612.260.0239
beta_ScaledIncome_4_6BETA_COST_OTHER0.001110.0004890.05330.9570.004890.03991.30.195
beta_ScaledIncome_4_6BETA_DIST-0.00494-0.001880.1490.881-0.0763-0.1911.990.0467
beta_ScaledIncome_4_6BETA_TIME_CAR_CL2.11e+0310.01140.9912.020.960.4460.656
beta_ScaledIncome_4_6BETA_TIME_CAR_REF0.6120.01510.9020.3670.4560.2473.520.000431
beta_ScaledIncome_4_6BETA_TIME_PT_CL1.02e+0310.01380.9890.950.9630.5890.556
beta_ScaledIncome_4_6BETA_TIME_PT_REF0.1170.01070.3140.7530.01110.01733.150.00162
beta_ScaledIncome_4_6BETA_WAITING_TIME-6.72e-05-0.0004270.01270.990.001530.2070.3380.736
beta_ScaledIncome_4_6beta_ScaledIncome_10_more60.710.009580.9920.03630.7840.1950.845
beta_ScaledIncome_6_8ASC_CAR-0.000769-0.000315-0.05450.9570.01020.111-1.470.14
beta_ScaledIncome_6_8ASC_SM-0.00915-0.00241-0.0360.971-0.0738-0.218-0.7110.477
beta_ScaledIncome_6_8BETA_COST_HWH-0.00934-0.001740.06890.945-0.0204-0.06051.460.146
beta_ScaledIncome_6_8BETA_COST_OTHER-0.00105-0.0003430.02280.982-0.00598-0.03670.5730.567
beta_ScaledIncome_6_8BETA_DIST0.007430.002090.09370.9250.1180.2221.870.0612
beta_ScaledIncome_6_8BETA_TIME_CAR_CL-2.85e+03-10.007580.994-2.67-0.9560.2760.782
beta_ScaledIncome_6_8BETA_TIME_CAR_REF-0.776-0.01420.6550.513-0.545-0.2223.170.00154
beta_ScaledIncome_6_8BETA_TIME_PT_CL-1.38e+03-10.005860.995-1.25-0.9560.2120.832
beta_ScaledIncome_6_8BETA_TIME_PT_REF-0.15-0.01010.2160.8290.003330.003922.770.00562
beta_ScaledIncome_6_8BETA_WAITING_TIME7.28e-050.000342-0.00730.994-0.00195-0.198-0.1960.844
beta_ScaledIncome_6_8beta_ScaledIncome_10_more-82.1-1-0.009590.992-0.046-0.749-0.2920.77
beta_ScaledIncome_6_8beta_ScaledIncome_4_6-246-1-0.009590.992-0.341-0.99-0.2570.797
beta_ScaledIncome_8_10ASC_CAR-0.00166-0.0034-0.2330.815-0.00317-0.107-3.170.0015
beta_ScaledIncome_8_10ASC_SM-0.00246-0.00322-0.1410.888-0.0186-0.17-0.8930.372
beta_ScaledIncome_8_10BETA_COST_HWH-0.00112-0.001040.3810.7030.00960.08812.650.00799
beta_ScaledIncome_8_10BETA_COST_OTHER-0.00014-0.0002280.1520.8790.00850.1621.870.062
beta_ScaledIncome_8_10BETA_DIST0.002040.002870.5050.6140.02960.1732.390.017
beta_ScaledIncome_8_10BETA_TIME_CAR_CL-569-0.9980.009150.9930.3440.3810.360.719
beta_ScaledIncome_8_10BETA_TIME_CAR_REF-0.059-0.005382.590.009670.06980.08813.40.000678
beta_ScaledIncome_8_10BETA_TIME_PT_CL-276-0.9980.008710.9930.1670.3950.3710.711
beta_ScaledIncome_8_10BETA_TIME_PT_REF-0.0114-0.003821.090.2760.03270.1193.270.00108
beta_ScaledIncome_8_10BETA_WAITING_TIME0.0001020.00240.001830.9990.0002540.08010.03070.976
beta_ScaledIncome_8_10beta_ScaledIncome_10_more-16.4-0.999-0.009590.992-0.000672-0.0338-0.3270.744
beta_ScaledIncome_8_10beta_ScaledIncome_4_6-49.2-0.997-0.009590.9920.05950.534-0.3780.705
beta_ScaledIncome_8_10beta_ScaledIncome_6_866.50.9970.009580.992-0.0883-0.5980.1690.865
beta_ScaledIncome_lessthan_4ASC_CAR0.0005260.00202-0.410.682-0.000278-0.041-5.474.55e-08
beta_ScaledIncome_lessthan_4ASC_SM0.001190.00294-0.2370.8130.01030.413-0.9620.336
beta_ScaledIncome_lessthan_4BETA_COST_HWH3.09e-055.41e-050.7370.461-0.00117-0.04682.880.00398
beta_ScaledIncome_lessthan_4BETA_COST_OTHER-0.000756-0.002310.3120.755-0.00284-0.2362.370.0178
beta_ScaledIncome_lessthan_4BETA_DIST-0.00104-0.002740.9720.331-0.0169-0.4312.360.0181
beta_ScaledIncome_lessthan_4BETA_TIME_CAR_CL3040.9990.009830.9920.06220.3010.3680.713
beta_ScaledIncome_lessthan_4BETA_TIME_CAR_REF-0.0518-0.008873.430.000598-0.0904-0.4993.380.000731
beta_ScaledIncome_lessthan_4BETA_TIME_PT_CL1470.9990.01010.9920.02550.2640.3870.699
beta_ScaledIncome_lessthan_4BETA_TIME_PT_REF-0.00559-0.003531.960.0503-0.0255-0.4073.240.0012
beta_ScaledIncome_lessthan_4BETA_WAITING_TIME-1.16e-05-0.0005130.0310.9756.37e-060.008781.160.245
beta_ScaledIncome_lessthan_4beta_ScaledIncome_10_more8.761-0.009590.9920.0009410.207-0.260.795
beta_ScaledIncome_lessthan_4beta_ScaledIncome_4_626.30.999-0.009590.9920.004730.185-0.220.826
beta_ScaledIncome_lessthan_4beta_ScaledIncome_6_8-35.5-0.9990.009590.992-0.00807-0.2390.2810.779
beta_ScaledIncome_lessthan_4beta_ScaledIncome_8_10-7.11-0.9980.009590.9920.001350.1240.2460.805
coef_age_65_moreASC_CAR-0.00114-0.00344-0.3390.735-0.00111-0.0714-4.594.51e-06
coef_age_65_moreASC_SM-0.00154-0.00297-0.2030.839-0.00737-0.128-0.9590.338
coef_age_65_moreBETA_COST_HWH-0.00224-0.003070.5630.573-0.00449-0.07832.70.00683
coef_age_65_moreBETA_COST_OTHER-0.000545-0.001310.2280.82-0.00196-0.07092.070.0385
coef_age_65_moreBETA_DIST0.0005890.001220.7470.4550.010.1112.390.0168
coef_age_65_moreBETA_TIME_CAR_CL-387-0.9990.009290.993-0.148-0.3120.3530.724
coef_age_65_moreBETA_TIME_CAR_REF-0.101-0.01363.130.00173-0.064-0.1543.370.000748
coef_age_65_moreBETA_TIME_PT_CL-187-0.9990.008980.993-0.0692-0.3110.3550.722
coef_age_65_moreBETA_TIME_PT_REF-0.0224-0.01111.560.118-0.00583-0.04043.230.00122
coef_age_65_moreBETA_WAITING_TIME0.000130.004490.007220.9948.26e-050.04950.1560.876
coef_age_65_morebeta_ScaledIncome_10_more-11.2-0.999-0.009590.992-0.00279-0.267-0.4070.684
coef_age_65_morebeta_ScaledIncome_4_6-33.5-0.999-0.009590.992-0.0153-0.26-0.2780.781
coef_age_65_morebeta_ScaledIncome_6_845.20.9990.009590.9920.02040.2620.2310.818
coef_age_65_morebeta_ScaledIncome_8_109.060.9970.009420.9920.0005060.02020.04590.963
coef_age_65_morebeta_ScaledIncome_lessthan_4-4.83-0.999-0.009590.992-0.000699-0.122-0.3250.745
coef_haveChildrenASC_CAR0.0002980.00252-0.910.363-0.00127-0.0999-4.72.58e-06
coef_haveChildrenASC_SM0.0005080.00277-0.5230.6010.001080.023-0.9340.35
coef_haveChildrenBETA_COST_HWH-0.00018-0.0006961.550.1210.001370.02922.850.00434
coef_haveChildrenBETA_COST_OTHER-3.98e-05-0.0002690.6670.505-0.00115-0.05092.280.0226
coef_haveChildrenBETA_DIST-0.000156-0.0009082.10.0361-0.00355-0.04832.390.0169
coef_haveChildrenBETA_TIME_CAR_CL1370.9950.00970.9920.04870.1250.3650.715
coef_haveChildrenBETA_TIME_CAR_REF0.02730.01033.957.83e-05-0.0135-0.03973.390.000689
coef_haveChildrenBETA_TIME_PT_CL66.30.9950.009820.9920.0210.1150.3810.703
coef_haveChildrenBETA_TIME_PT_REF0.0070.009753.460.000549-0.00556-0.04713.260.0011
coef_haveChildrenBETA_WAITING_TIME-6.77e-05-0.006580.05690.955-0.000102-0.07450.5220.602
coef_haveChildrenbeta_ScaledIncome_10_more3.950.995-0.009590.9920.0001340.0157-0.2680.789
coef_haveChildrenbeta_ScaledIncome_4_611.80.995-0.009590.9920.009250.193-0.2420.809
coef_haveChildrenbeta_ScaledIncome_6_8-16-0.9950.009590.992-0.0129-0.2030.2620.794
coef_haveChildrenbeta_ScaledIncome_8_10-3.2-0.9930.009590.9920.006650.3240.2090.834
coef_haveChildrenbeta_ScaledIncome_lessthan_41.710.995-0.009550.9928.74e-060.00186-0.09650.923
coef_haveChildrencoef_age_65_more-2.17-0.9930.009590.9920.002770.2570.2510.802
coef_haveGAASC_CAR-0.0121-0.00105-0.01910.9850.01990.0648-0.7290.466
coef_haveGAASC_SM-0.0462-0.00257-0.01520.988-0.335-0.295-0.5330.594
coef_haveGABETA_COST_HWH-0.0546-0.002150.007010.994-0.0903-0.07990.2570.797
coef_haveGABETA_COST_OTHER-0.00993-0.000685-0.002750.9980.001950.00359-0.1040.917
coef_haveGABETA_DIST0.03340.001990.01220.990.5190.2930.4870.626
coef_haveGABETA_TIME_CAR_CL-1.35e+04-10.002760.998-9.34-0.9970.1050.917
coef_haveGABETA_TIME_CAR_REF-3.28-0.01270.1330.894-1.99-0.2422.430.0149
coef_haveGABETA_TIME_PT_CL-6.52e+03-1-0.0006350.999-4.36-0.996-0.02450.98
coef_haveGABETA_TIME_PT_REF-0.638-0.009080.03810.970.05430.01911.280.2
coef_haveGABETA_WAITING_TIME0.0009540.000948-0.009110.993-0.00575-0.175-0.3470.729
coef_haveGAbeta_ScaledIncome_10_more-388-1-0.009590.992-0.179-0.871-0.3710.71
coef_haveGAbeta_ScaledIncome_4_6-1.16e+03-1-0.009590.992-1.11-0.959-0.3470.729
coef_haveGAbeta_ScaledIncome_6_81.57e+031-0.009590.9921.460.956-0.40.689
coef_haveGAbeta_ScaledIncome_8_103150.998-0.009590.992-0.191-0.386-0.3360.737
coef_haveGAbeta_ScaledIncome_lessthan_4-168-0.999-0.009590.992-0.0322-0.285-0.3710.71
coef_haveGAcoef_age_65_more2140.999-0.009590.9920.08180.315-0.360.719
coef_haveGAcoef_haveChildren-75.7-0.995-0.009590.992-0.0241-0.113-0.3670.714
coef_highEducationASC_CAR0.001740.0017-0.09790.922-0.000779-0.0277-2.970.00295
coef_highEducationASC_SM0.00380.0024-0.05360.9570.01740.168-0.8040.421
coef_highEducationBETA_COST_HWH0.00520.002320.1970.8440.008550.08262.870.00409
coef_highEducationBETA_COST_OTHER-0.0002-0.0001560.0870.9310.0003980.007972.10.036
coef_highEducationBETA_DIST-0.00179-0.001210.2570.797-0.0263-0.1622.330.02
coef_highEducationBETA_TIME_CAR_CL1.19e+0310.01060.9920.7510.8750.3970.691
coef_highEducationBETA_TIME_CAR_REF0.280.01221.520.1290.2060.2733.470.00053
coef_highEducationBETA_TIME_PT_CL57610.01170.9910.3550.8850.4550.649
coef_highEducationBETA_TIME_PT_REF0.05730.009240.5470.5840.01630.06243.330.000882
coef_highEducationBETA_WAITING_TIME-0.000124-0.001390.01510.9880.0003150.1040.5560.578
coef_highEducationbeta_ScaledIncome_10_more34.310.009580.9920.01450.7680.20.841
coef_highEducationbeta_ScaledIncome_4_61031-0.009580.9920.08720.824-0.1570.875
coef_highEducationbeta_ScaledIncome_6_8-139-10.009590.992-0.113-0.8060.2910.771
coef_highEducationbeta_ScaledIncome_8_10-27.8-0.9980.009590.9920.009510.210.4040.686
coef_highEducationbeta_ScaledIncome_lessthan_414.80.9990.009590.9920.0020.1930.2670.79
coef_highEducationcoef_age_65_more-18.9-0.9990.009590.992-0.00887-0.3720.3560.722
coef_highEducationcoef_haveChildren6.690.9950.009590.9920.0004890.02510.2870.774
coef_highEducationcoef_haveGA-658-10.009590.992-0.412-0.8770.3680.713
coef_individualHouseASC_CAR-0.00168-0.00122-0.08920.9290.002130.0543-2.940.00328
coef_individualHouseASC_SM-0.00527-0.00246-0.05640.955-0.0362-0.25-0.9110.362
coef_individualHouseBETA_COST_HWH-0.00678-0.002240.130.897-0.0145-0.1012.220.0265
coef_individualHouseBETA_COST_OTHER-0.00062-0.0003580.04780.9620.001730.02491.330.185
coef_individualHouseBETA_DIST0.003290.001640.1740.8620.05480.2432.330.0197
coef_individualHouseBETA_TIME_CAR_CL-1.6e+03-10.00840.993-1.13-0.9490.3170.751
coef_individualHouseBETA_TIME_CAR_REF-0.391-0.01271.140.256-0.24-0.233.30.000971
coef_individualHouseBETA_TIME_PT_CL-778-10.007290.994-0.529-0.9470.2830.777
coef_individualHouseBETA_TIME_PT_REF-0.0784-0.009370.3890.697-0.00518-0.01433.110.00188
coef_individualHouseBETA_WAITING_TIME0.0001340.00111-0.005540.996-0.000618-0.147-0.1960.845
coef_individualHousebeta_ScaledIncome_10_more-46.3-1-0.009590.992-0.0218-0.832-0.3860.7
coef_individualHousebeta_ScaledIncome_4_6-139-1-0.009590.992-0.134-0.908-0.2920.77
coef_individualHousebeta_ScaledIncome_6_818810.009580.9920.1770.9050.1760.86
coef_individualHousebeta_ScaledIncome_8_1037.60.998-0.009580.992-0.0241-0.383-0.150.881
coef_individualHousebeta_ScaledIncome_lessthan_4-20-0.999-0.009590.992-0.0052-0.361-0.3780.705
coef_individualHousecoef_age_65_more25.50.999-0.009590.9920.00840.253-0.2650.791
coef_individualHousecoef_haveChildren-9.03-0.995-0.009590.992-0.00547-0.202-0.3340.739
coef_individualHousecoef_haveGA88810.009590.9920.6190.9470.3660.715
coef_individualHousecoef_highEducation-78.4-1-0.009590.992-0.0491-0.82-0.3620.717
coef_maleASC_CAR0.001940.00132-0.06530.948-0.00158-0.0395-2.160.0305
coef_maleASC_SM0.005810.00255-0.03450.9730.04090.276-0.7450.456
coef_maleBETA_COST_HWH0.005870.001830.140.8880.008890.06022.720.00647
coef_maleBETA_COST_OTHER0.0006310.0003430.06350.949-0.00319-0.04481.790.0742
coef_maleBETA_DIST-0.00389-0.001830.1820.856-0.0636-0.2752.190.0287
coef_maleBETA_TIME_CAR_CL1.71e+0310.0110.9911.170.9590.4160.678
coef_maleBETA_TIME_CAR_REF0.4120.01261.10.2720.2460.233.480.000503
coef_maleBETA_TIME_PT_CL82710.01280.990.5490.960.5020.616
coef_maleBETA_TIME_PT_REF0.08160.009160.3850.7-0.00325-0.008743.270.00109
coef_maleBETA_WAITING_TIME-0.000129-0.001010.01340.9890.0006560.1530.4990.618
coef_malebeta_ScaledIncome_10_more49.210.009590.9920.02330.8650.2790.781
coef_malebeta_ScaledIncome_4_61481-0.009550.9920.1350.896-0.08820.93
coef_malebeta_ScaledIncome_6_8-200-10.009590.992-0.178-0.8930.2950.768
coef_malebeta_ScaledIncome_8_10-39.9-0.9980.009590.9920.0190.2940.4490.653
coef_malebeta_ScaledIncome_lessthan_421.30.9990.009590.9920.004010.2710.3010.763
coef_malecoef_age_65_more-27.2-0.9990.009590.992-0.0125-0.3680.3630.716
coef_malecoef_haveChildren9.60.9950.009590.9920.0030.1080.3210.748
coef_malecoef_haveGA-944-10.009590.992-0.643-0.9590.3660.715
coef_malecoef_highEducation83.410.009580.9920.05290.8620.2030.839
coef_malecoef_individualHouse-113-10.009590.992-0.079-0.9250.3550.722
coef_moreThanOneBikeASC_CAR-0.00382-0.000986-0.03790.970.01040.0963-1.380.166
coef_moreThanOneBikeASC_SM-0.016-0.00266-0.02630.979-0.123-0.309-0.7150.474
coef_moreThanOneBikeBETA_COST_HWH-0.0154-0.001810.040.968-0.0191-0.04831.210.228
coef_moreThanOneBikeBETA_COST_OTHER-0.0012-0.0002470.01080.9910.00740.03870.3820.703
coef_moreThanOneBikeBETA_DIST0.01270.002260.05560.9560.1980.3181.750.0808
coef_moreThanOneBikeBETA_TIME_CAR_CL-4.51e+03-10.006590.995-3.26-0.9920.2480.804
coef_moreThanOneBikeBETA_TIME_CAR_REF-1.09-0.01250.4130.679-0.553-0.1923.120.00181
coef_moreThanOneBikeBETA_TIME_PT_CL-2.18e+03-10.004280.997-1.52-0.9870.1640.869
coef_moreThanOneBikeBETA_TIME_PT_REF-0.213-0.009060.1330.8940.06160.06182.660.00781
coef_moreThanOneBikeBETA_WAITING_TIME0.0002810.000833-0.008150.993-0.00202-0.175-0.2960.768
coef_moreThanOneBikebeta_ScaledIncome_10_more-130-1-0.009590.992-0.0628-0.87-0.3660.714
coef_moreThanOneBikebeta_ScaledIncome_4_6-390-1-0.009590.992-0.385-0.95-0.3160.752
coef_moreThanOneBikebeta_ScaledIncome_6_85271-0.009590.9920.5080.947-0.3840.701
coef_moreThanOneBikebeta_ScaledIncome_8_101060.998-0.009590.992-0.0644-0.371-0.270.787
coef_moreThanOneBikebeta_ScaledIncome_lessthan_4-56.3-0.999-0.009590.992-0.014-0.354-0.3640.716
coef_moreThanOneBikecoef_age_65_more71.70.999-0.009590.9920.02780.305-0.330.741
coef_moreThanOneBikecoef_haveChildren-25.4-0.995-0.009590.992-0.0136-0.183-0.350.726
coef_moreThanOneBikecoef_haveGA2.49e+0310.009590.9921.780.9880.3710.711
coef_moreThanOneBikecoef_highEducation-220-1-0.009590.992-0.143-0.865-0.3580.72
coef_moreThanOneBikecoef_individualHouse2971-0.009590.9920.2160.943-0.3370.736
coef_moreThanOneBikecoef_male-316-1-0.009590.992-0.223-0.948-0.3540.723
coef_moreThanOneCarASC_CAR0.01160.00106-0.0004971-0.0214-0.0734-0.01860.985
coef_moreThanOneCarASC_SM0.04480.002650.003650.9970.3390.3140.1440.885
coef_moreThanOneCarBETA_COST_HWH0.04390.001840.02720.9780.0580.05391.010.312
coef_moreThanOneCarBETA_COST_OTHER0.003280.000240.01690.987-0.016-0.03070.6290.529
coef_moreThanOneCarBETA_DIST-0.0339-0.002150.03280.974-0.534-0.3171.060.29
coef_moreThanOneCarBETA_TIME_CAR_CL1.27e+0410.03040.9768.90.9981.150.252
coef_moreThanOneCarBETA_TIME_CAR_REF3.070.01260.1610.8721.740.2223.460.00054
coef_moreThanOneCarBETA_TIME_PT_CL6.14e+0310.2670.794.150.9944.871.12e-06
coef_moreThanOneCarBETA_TIME_PT_REF0.6050.009160.06030.952-0.105-0.03891.930.0536
coef_moreThanOneCarBETA_WAITING_TIME-0.000771-0.0008140.01010.9920.005820.1860.3810.703
coef_moreThanOneCarbeta_ScaledIncome_10_more36510.009590.9920.1710.8720.3540.723
coef_moreThanOneCarbeta_ScaledIncome_4_61.1e+0310.009590.9921.060.960.3880.698
coef_moreThanOneCarbeta_ScaledIncome_6_8-1.48e+03-10.009590.992-1.4-0.9580.3390.734
coef_moreThanOneCarbeta_ScaledIncome_8_10-296-0.9980.009590.9920.1810.3840.3910.696
coef_moreThanOneCarbeta_ScaledIncome_lessthan_41580.9990.009590.9920.03180.2950.3550.723
coef_moreThanOneCarcoef_age_65_more-201-0.9990.009590.992-0.0765-0.3090.3660.714
coef_moreThanOneCarcoef_haveChildren71.30.9950.009590.9920.02290.1130.3590.72
coef_moreThanOneCarcoef_haveGA-7.01e+03-10.009590.992-4.87-0.9970.3640.716
coef_moreThanOneCarcoef_highEducation61910.009590.9920.390.8710.3570.721
coef_moreThanOneCarcoef_individualHouse-836-10.009590.992-0.59-0.9480.3610.718
coef_moreThanOneCarcoef_male88910.009590.9920.610.9570.3590.719
coef_moreThanOneCarcoef_moreThanOneBike-2.35e+03-10.009590.992-1.7-0.9910.3590.72
sigma_sASC_CAR0.008750.00106-0.003680.997-0.0178-0.0796-0.1360.892
sigma_sASC_SM0.03490.002710.001780.9990.2770.3350.07050.944
sigma_sBETA_COST_HWH0.0320.001760.03280.9740.03320.04021.190.236
sigma_sBETA_COST_OTHER0.001920.0001850.01920.985-0.0165-0.04150.7040.482
sigma_sBETA_DIST-0.0283-0.002360.04010.968-0.442-0.3421.20.228
sigma_sBETA_TIME_CAR_CL9.63e+0310.02220.9826.820.9980.840.401
sigma_sBETA_TIME_CAR_REF2.330.01260.2090.8351.210.2033.520.000433
sigma_sBETA_TIME_PT_CL4.67e+0310.09510.9243.180.9933.770.000164
sigma_sBETA_TIME_PT_REF0.4550.009060.07630.939-0.135-0.06512.20.0277
sigma_sBETA_WAITING_TIME-0.000598-0.0008310.01030.9920.004480.1870.3840.701
sigma_sbeta_ScaledIncome_10_more27810.009590.9920.1320.880.3490.727
sigma_sbeta_ScaledIncome_4_683310.009590.9920.8040.9530.3930.694
sigma_sbeta_ScaledIncome_6_8-1.13e+03-10.009590.992-1.06-0.9510.3330.739
sigma_sbeta_ScaledIncome_8_10-225-0.9980.009590.9920.1310.3620.3950.693
sigma_sbeta_ScaledIncome_lessthan_41200.9990.009590.9920.02550.3090.350.726
sigma_scoef_age_65_more-153-0.9990.009590.992-0.0595-0.3130.3640.716
sigma_scoef_haveChildren54.20.9950.009590.9920.01790.1160.3550.723
sigma_scoef_haveGA-5.33e+03-10.009590.992-3.73-0.9970.3630.717
sigma_scoef_highEducation47110.009590.9920.2990.8720.3520.725
sigma_scoef_individualHouse-635-10.009590.992-0.451-0.9440.3580.72
sigma_scoef_male67610.009590.9920.4690.9590.3550.723
sigma_scoef_moreThanOneBike-1.78e+03-10.009590.992-1.3-0.9910.3560.722
sigma_scoef_moreThanOneCar5.01e+031-0.009590.9923.560.999-0.3640.716

Smallest eigenvalue: 2.01726e-05

Largest eigenvalue: 27115.5

Condition number: 1.34417e+09