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 20:00:09.021972

Report file: 03choiceOnly.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: -1068.869
Likelihood ratio test for the init. model: 2050.171
Rho-square for the init. model: 0.49
Rho-square-bar for the init. model: 0.478
Akaike Information Criterion: 2185.739
Bayesian Information Criterion: 2319.005
Final gradient norm: 5.9438E-03
Nbr of threads: 36
Algorithm: Newton with trust region for simple bound constraints
Proportion analytical hessian: 100.0%
Relative projected gradient: 2.558262e-06
Relative change: 1.0908541134800609e-05
Number of iterations: 379
Number of function evaluations: 904
Number of gradient evaluations: 263
Number of hessian evaluations: 263
Cause of termination: Relative gradient = 2.6e-06 <= 6.1e-06
Optimization time: 0:14:39.129271

Estimated parameters

NameValueStd errt-testp-valueRob. Std errRob. t-testRob. p-value
ASC_CAR0.9040.1326.848.08e-120.1287.051.84e-12
ASC_SM1.990.267.652.04e-140.2547.834.88e-15
BETA_COST_HWH-1.780.338-5.261.48e-070.596-2.980.00288
BETA_COST_OTHER-0.8240.174-4.742.17e-060.26-3.170.00154
BETA_DIST-6.120.756-8.16.66e-160.728-8.410
BETA_TIME_CAR_CL-1.8331.1-0.0590.9530.236-7.796.88e-15
BETA_TIME_CAR_REF-15.74.84-3.240.00124.84-3.240.0012
BETA_TIME_PT_CL-1.3222.3-0.0590.9530.156-8.450
BETA_TIME_PT_REF-5.621.43-3.928.84e-051.39-4.064.96e-05
BETA_WAITING_TIME-0.03620.0122-2.960.003110.0176-2.060.0395
beta_ScaledIncome_10_more-0.007740.141-0.05510.9560.0489-0.1580.874
beta_ScaledIncome_4_60.1562.660.05890.9530.1630.9620.336
beta_ScaledIncome_6_8-0.3165.35-0.0590.9530.203-1.560.119
beta_ScaledIncome_8_100.09231.580.05840.9530.2370.3890.697
beta_ScaledIncome_lessthan_40.0570.9670.05890.9530.06310.9030.367
coef_age_65_more-0.03190.553-0.05770.9540.113-0.2830.777
coef_haveChildren0.007950.1520.05220.9580.07470.1060.915
coef_haveGA-0.64911-0.0590.9530.193-3.370.000764
coef_highEducation-0.04230.72-0.05870.9530.0804-0.5260.599
coef_individualHouse-0.09291.58-0.0590.9530.0516-1.80.0718
coef_male0.11.70.0590.9530.07541.330.183
coef_moreThanOneBike-0.3666.21-0.0590.9530.166-2.20.0278
coef_moreThanOneCar0.90315.30.0590.9530.082810.90
sigma_s0.79113.40.0590.9530.1156.866.65e-12

Correlation of coefficients

Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
ASC_SMASC_CAR0.01240.3614.429.73e-060.009870.3024.391.16e-05
BETA_COST_HWHASC_CAR0.004140.0927-7.632.38e-140.005670.0742-4.468.06e-06
BETA_COST_HWHASC_SM0.004590.0522-9.0600.00790.0521-5.923.15e-09
BETA_COST_OTHERASC_CAR0.002640.115-8.3900.00770.231-6.594.44e-11
BETA_COST_OTHERASC_SM0.005470.121-9.5400.01030.156-8.420
BETA_COST_OTHERBETA_COST_HWH0.005630.09562.610.009080.02470.1591.560.119
BETA_DISTASC_CAR0.009310.0931-9.300.01140.122-9.710
BETA_DISTASC_SM-0.122-0.62-8.630-0.108-0.585-9.010
BETA_DISTBETA_COST_HWH0.007360.0288-5.31.13e-070.03050.0704-4.791.7e-06
BETA_DISTBETA_COST_OTHER-0.00669-0.0509-6.751.43e-11-0.000296-0.00156-6.857.42e-12
BETA_TIME_CAR_CLASC_CAR0.00460.00112-0.08810.930.004740.157-110
BETA_TIME_CAR_CLASC_SM0.008620.00107-0.1230.9020.005210.087-11.50
BETA_TIME_CAR_CLBETA_COST_HWH0.009890.000941-0.001860.9990.03120.222-0.09770.922
BETA_TIME_CAR_CLBETA_COST_OTHER0.003580.000663-0.03250.9740.007540.123-3.070.00212
BETA_TIME_CAR_CLBETA_DIST-0.00833-0.0003550.1380.890.009650.05625.71.21e-08
BETA_TIME_CAR_REFASC_CAR-0.00837-0.0131-3.420.000619-0.000235-0.000379-3.420.000615
BETA_TIME_CAR_REFASC_SM-0.122-0.0967-3.630.000288-0.0944-0.0767-3.630.000282
BETA_TIME_CAR_REFBETA_COST_HWH0.2310.141-2.890.003810.8470.293-2.960.0031
BETA_TIME_CAR_REFBETA_COST_OTHER0.09120.108-3.080.002080.3060.243-3.110.0019
BETA_TIME_CAR_REFBETA_DIST0.8680.237-2.020.04290.8740.248-2.030.0426
BETA_TIME_CAR_REFBETA_TIME_CAR_CL0.1310.000871-0.440.660.160.141-2.880.00402
BETA_TIME_PT_CLASC_CAR-0.000345-0.000117-0.09950.9210.000330.0165-11.10
BETA_TIME_PT_CLASC_SM0.002890.000497-0.1480.8820.001350.0339-11.30
BETA_TIME_PT_CLBETA_COST_HWH0.006120.000810.02050.9840.02080.2230.7870.431
BETA_TIME_PT_CLBETA_COST_OTHER0.003210.000825-0.02210.9820.007180.177-1.770.0759
BETA_TIME_PT_CLBETA_DIST-0.00963-0.000570.2150.830.002710.02396.488.99e-11
BETA_TIME_PT_CLBETA_TIME_CAR_CL69410.0590.9530.03540.9645.435.55e-08
BETA_TIME_PT_CLBETA_TIME_CAR_REF0.08180.0007570.6280.530.1190.1582.980.00288
BETA_TIME_PT_REFASC_CAR0.03770.199-4.623.91e-060.0370.208-4.781.73e-06
BETA_TIME_PT_REFASC_SM-0.0364-0.0975-5.142.81e-07-0.031-0.0881-5.321.03e-07
BETA_TIME_PT_REFBETA_COST_HWH0.06190.128-2.690.00720.1990.241-2.810.00501
BETA_TIME_PT_REFBETA_COST_OTHER0.01040.0418-3.340.0008430.05050.14-3.490.000477
BETA_TIME_PT_REFBETA_DIST0.4360.4020.3770.7060.4250.4210.3950.693
BETA_TIME_PT_REFBETA_TIME_CAR_CL0.06160.00138-0.1220.9030.07350.225-2.80.00509
BETA_TIME_PT_REFBETA_TIME_CAR_REF6.440.9292.830.00466.150.9172.780.00536
BETA_TIME_PT_REFBETA_TIME_PT_CL0.01880.000588-0.1920.8480.0330.153-3.140.00169
BETA_WAITING_TIMEASC_CAR-0.000216-0.134-72.65e-12-0.000468-0.208-7.071.6e-12
BETA_WAITING_TIMEASC_SM-4.94e-06-0.00155-7.787.33e-15-0.000334-0.0748-7.912.66e-15
BETA_WAITING_TIMEBETA_COST_HWH0.0001080.02625.152.61e-070.001850.1772.930.00336
BETA_WAITING_TIMEBETA_COST_OTHER0.0001720.08064.545.52e-060.0009120.23.060.0022
BETA_WAITING_TIMEBETA_DIST-0.000957-0.1038.048.88e-16-0.000635-0.04978.350
BETA_WAITING_TIMEBETA_TIME_CAR_CL-0.000409-0.001080.05790.954-0.000762-0.1847.515.88e-14
BETA_WAITING_TIMEBETA_TIME_CAR_REF-0.000405-0.006843.230.001230.01040.1233.230.00122
BETA_WAITING_TIMEBETA_TIME_PT_CL-8.6e-05-0.0003150.05740.954-0.000167-0.06088.114.44e-16
BETA_WAITING_TIMEBETA_TIME_PT_REF-0.00346-0.1973.890.000101-0.00366-0.154.025.73e-05
beta_ScaledIncome_10_moreASC_CAR0.0004910.0264-4.791.69e-060.0006940.111-6.95.2e-12
beta_ScaledIncome_10_moreASC_SM0.0004720.0129-6.791.11e-110.0003950.0318-7.768.44e-15
beta_ScaledIncome_10_moreBETA_COST_HWH-0.00137-0.02894.781.73e-06-0.00675-0.2322.90.0037
beta_ScaledIncome_10_moreBETA_COST_OTHER-0.000746-0.03053.60.000322-0.00363-0.2852.940.00333
beta_ScaledIncome_10_moreBETA_DIST-0.0003-0.002827.952e-15-0.000238-0.006698.380
beta_ScaledIncome_10_moreBETA_TIME_CAR_CL-4.08-0.9330.05850.953-0.00239-0.2087.32.94e-13
beta_ScaledIncome_10_moreBETA_TIME_CAR_REF-0.0299-0.0443.230.00123-0.0541-0.2293.230.00124
beta_ScaledIncome_10_moreBETA_TIME_PT_CL-2.93-0.9330.05830.953-0.00189-0.2487.516.13e-14
beta_ScaledIncome_10_moreBETA_TIME_PT_REF-0.00498-0.02473.890.000101-0.00682-0.1014.045.45e-05
beta_ScaledIncome_10_moreBETA_WAITING_TIME-4.88e-05-0.02840.2010.841-0.000298-0.3470.4950.62
beta_ScaledIncome_4_6ASC_CAR-0.00225-0.00641-0.2810.779-0.00318-0.152-3.370.000757
beta_ScaledIncome_4_6ASC_SM-0.0021-0.00303-0.6870.492-0.00405-0.098-5.825.79e-09
beta_ScaledIncome_4_6BETA_COST_HWH0.001320.001470.7220.470.01120.1163.220.00126
beta_ScaledIncome_4_6BETA_COST_OTHER0.001190.002570.3680.7130.01010.2383.60.000313
beta_ScaledIncome_4_6BETA_DIST0.0006070.0003022.270.0230.003730.03158.470
beta_ScaledIncome_4_6BETA_TIME_CAR_CL82.40.9980.070.9440.004840.1267.411.29e-13
beta_ScaledIncome_4_6BETA_TIME_CAR_REF0.1840.01432.890.003910.2340.2973.30.000957
beta_ScaledIncome_4_6BETA_TIME_PT_CL59.20.9980.07490.940.004810.197.273.54e-13
beta_ScaledIncome_4_6BETA_TIME_PT_REF0.0390.01021.920.05450.0360.164.222.43e-05
beta_ScaledIncome_4_6BETA_WAITING_TIME0.0001180.003630.07250.9420.0008480.2971.220.223
beta_ScaledIncome_4_6beta_ScaledIncome_10_more-0.354-0.9470.05890.953-0.00564-0.710.820.412
beta_ScaledIncome_6_8ASC_CAR0.001920.00271-0.2280.820.002950.114-5.377.94e-08
beta_ScaledIncome_6_8ASC_SM-0.000994-0.000713-0.430.667-0.000202-0.00392-7.081.45e-12
beta_ScaledIncome_6_8BETA_COST_HWH-0.00221-0.001220.2720.785-0.018-0.1492.220.0263
beta_ScaledIncome_6_8BETA_COST_OTHER-0.00158-0.001690.09490.924-0.0157-0.2971.360.174
beta_ScaledIncome_6_8BETA_DIST0.01030.002531.070.2830.008780.05957.86e-15
beta_ScaledIncome_6_8BETA_TIME_CAR_CL-166-0.9990.04170.967-0.00129-0.02714.821.41e-06
beta_ScaledIncome_6_8BETA_TIME_CAR_REF-0.161-0.006232.120.0339-0.238-0.2423.140.00169
beta_ScaledIncome_6_8BETA_TIME_PT_CL-119-0.9990.03620.971-0.00184-0.0583.820.000135
beta_ScaledIncome_6_8BETA_TIME_PT_REF-0.0339-0.004410.9570.339-0.0307-0.1093.730.00019
beta_ScaledIncome_6_8BETA_WAITING_TIME-0.000241-0.00369-0.05220.958-0.00134-0.377-1.330.183
beta_ScaledIncome_6_8beta_ScaledIncome_10_more0.710.944-0.0590.9530.008570.866-1.90.0575
beta_ScaledIncome_6_8beta_ScaledIncome_4_6-14.2-0.999-0.0590.953-0.0287-0.872-1.340.182
beta_ScaledIncome_8_10ASC_CAR-0.00245-0.0117-0.5110.609-0.00446-0.147-2.840.00452
beta_ScaledIncome_8_10ASC_SM-0.00122-0.00297-1.180.236-0.0037-0.0614-5.31.17e-07
beta_ScaledIncome_8_10BETA_COST_HWH0.006180.01161.160.2460.0330.2333.180.00148
beta_ScaledIncome_8_10BETA_COST_OTHER0.002740.009970.5770.5640.01670.273.040.00234
beta_ScaledIncome_8_10BETA_DIST-0.00412-0.003453.540.0003950.003180.01848.164.44e-16
beta_ScaledIncome_8_10BETA_TIME_CAR_CL48.60.9890.06530.9480.01470.2636.711.91e-11
beta_ScaledIncome_8_10BETA_TIME_CAR_REF0.1560.02043.120.001830.2620.2283.290.000997
beta_ScaledIncome_8_10BETA_TIME_PT_CL34.90.9890.06790.9460.01150.315.874.28e-09
beta_ScaledIncome_8_10BETA_TIME_PT_REF0.02830.01252.70.007040.03080.09364.133.63e-05
beta_ScaledIncome_8_10BETA_WAITING_TIME0.0002620.01360.08130.9350.001480.3550.5540.579
beta_ScaledIncome_8_10beta_ScaledIncome_10_more-0.216-0.9730.05820.954-0.0112-0.9630.3510.725
beta_ScaledIncome_8_10beta_ScaledIncome_4_64.170.994-0.05850.9530.02940.761-0.4140.679
beta_ScaledIncome_8_10beta_ScaledIncome_6_8-8.4-0.9940.05890.953-0.0422-0.8780.9570.339
beta_ScaledIncome_lessthan_4ASC_CAR0.000390.00305-0.8680.3850.0006470.08-6.129.27e-10
beta_ScaledIncome_lessthan_4ASC_SM0.0004940.00196-1.930.05340.0006030.0376-7.459.68e-14
beta_ScaledIncome_lessthan_4BETA_COST_HWH-0.00139-0.004251.790.0738-0.00512-0.1363.020.00256
beta_ScaledIncome_lessthan_4BETA_COST_OTHER-0.000757-0.00450.8960.37-0.00242-0.1473.180.00145
beta_ScaledIncome_lessthan_4BETA_DIST-0.0011-0.001515.034.9e-070.0005560.01218.460
beta_ScaledIncome_lessthan_4BETA_TIME_CAR_CL300.9980.06280.950.002030.1378.048.88e-16
beta_ScaledIncome_lessthan_4BETA_TIME_CAR_REF-0.221-0.04723.160.00158-0.22-0.723.220.00128
beta_ScaledIncome_lessthan_4BETA_TIME_PT_CL21.60.9980.06440.9490.0008880.09038.440
beta_ScaledIncome_lessthan_4BETA_TIME_PT_REF-0.0546-0.03933.230.00126-0.05-0.5723.996.55e-05
beta_ScaledIncome_lessthan_4BETA_WAITING_TIME-8.31e-06-0.0007020.09630.923-0.000178-0.161.370.172
beta_ScaledIncome_lessthan_4beta_ScaledIncome_10_more-0.125-0.920.05890.9530.001130.3681.010.312
beta_ScaledIncome_lessthan_4beta_ScaledIncome_4_62.550.992-0.05850.953-0.00706-0.688-0.4720.637
beta_ScaledIncome_lessthan_4beta_ScaledIncome_6_8-5.15-0.9950.0590.9530.006720.5252.10.036
beta_ScaledIncome_lessthan_4beta_ScaledIncome_8_101.50.982-0.05390.957-0.00559-0.373-0.1320.895
coef_age_65_moreASC_CAR-0.00158-0.0217-1.640.102-0.00335-0.231-4.947.87e-07
coef_age_65_moreASC_SM-0.00333-0.0231-3.280.00105-0.00602-0.21-6.761.37e-11
coef_age_65_moreBETA_COST_HWH0.0002380.001272.690.00710.002090.03112.890.00383
coef_age_65_moreBETA_COST_OTHER-0.000706-0.007331.360.173-0.00239-0.08122.710.00666
coef_age_65_moreBETA_DIST0.007220.01736.555.57e-110.01070.138.430
coef_age_65_moreBETA_TIME_CAR_CL-16.8-0.9790.0570.955-0.0125-0.475.93.58e-09
coef_age_65_moreBETA_TIME_CAR_REF-0.0113-0.004233.210.001330.01120.02053.230.00122
coef_age_65_moreBETA_TIME_PT_CL-12.1-0.9790.05620.955-0.0076-0.4315.631.84e-08
coef_age_65_moreBETA_TIME_PT_REF-0.011-0.01383.620.000294-0.0124-0.078946.45e-05
coef_age_65_moreBETA_WAITING_TIME0.0001730.02560.007610.9940.0005340.2690.03850.969
coef_age_65_morebeta_ScaledIncome_10_more0.07010.902-0.05620.955-0.00137-0.249-0.1810.856
coef_age_65_morebeta_ScaledIncome_4_6-1.43-0.973-0.05890.9530.005240.286-1.110.266
coef_age_65_morebeta_ScaledIncome_6_82.890.9760.0590.953-0.00612-0.2681.10.269
coef_age_65_morebeta_ScaledIncome_8_10-0.841-0.962-0.05870.9530.008610.321-0.5460.585
coef_age_65_morebeta_ScaledIncome_lessthan_4-0.524-0.979-0.05880.953-0.00201-0.283-0.6170.537
coef_haveChildrenASC_CAR1.34e-050.000666-4.448.86e-067.83e-050.00817-6.061.39e-09
coef_haveChildrenASC_SM-0.00259-0.0654-6.391.62e-10-0.00305-0.161-7.177.27e-13
coef_haveChildrenBETA_COST_HWH-0.00171-0.03324.751.99e-06-0.0089-0.22.90.00374
coef_haveChildrenBETA_COST_OTHER-0.000936-0.03533.540.000405-0.00531-0.2732.870.00408
coef_haveChildrenBETA_DIST0.007570.06578.058.88e-160.006620.1228.480
coef_haveChildrenBETA_TIME_CAR_CL4.180.8840.05960.9530.0007280.04147.554.51e-14
coef_haveChildrenBETA_TIME_CAR_REF-0.00151-0.002053.240.0012-0.034-0.0943.240.00121
coef_haveChildrenBETA_TIME_PT_CL3.010.8840.05980.9520.001110.09557.971.55e-15
coef_haveChildrenBETA_TIME_PT_REF-0.00237-0.01083.99.63e-05-0.00374-0.03614.055.13e-05
coef_haveChildrenBETA_WAITING_TIME-0.000113-0.06080.2870.774-0.000448-0.3420.5350.592
coef_haveChildrenbeta_ScaledIncome_10_more-0.0168-0.7830.05670.9550.001860.510.2410.81
coef_haveChildrenbeta_ScaledIncome_4_60.3560.88-0.05890.953-0.00195-0.161-0.7840.433
coef_haveChildrenbeta_ScaledIncome_6_8-0.717-0.8790.0590.9530.007120.471.80.0721
coef_haveChildrenbeta_ScaledIncome_8_100.2070.859-0.05810.954-0.00767-0.433-0.3030.762
coef_haveChildrenbeta_ScaledIncome_lessthan_40.1290.875-0.05860.953-0.0004-0.0848-0.4810.63
coef_haveChildrencoef_age_65_more-0.0717-0.8510.0580.954-0.000308-0.03660.290.772
coef_haveGAASC_CAR-0.000903-0.000622-0.1410.888-0.000888-0.0359-6.64.18e-11
coef_haveGAASC_SM-0.00579-0.00203-0.240.81-0.0026-0.053-8.076.66e-16
coef_haveGABETA_COST_HWH-0.00955-0.002570.1030.918-0.0348-0.3031.660.097
coef_haveGABETA_COST_OTHER-0.005-0.002610.0160.987-0.0113-0.2250.4920.623
coef_haveGABETA_DIST0.01030.001240.4970.619-0.00746-0.05317.177.25e-13
coef_haveGABETA_TIME_CAR_CL-341-10.02820.978-0.0417-0.9182.830.00469
coef_haveGABETA_TIME_CAR_REF-0.0735-0.001381.250.211-0.142-0.1523.080.00204
coef_haveGABETA_TIME_PT_CL-245-10.02010.984-0.0276-0.9191.960.0498
coef_haveGABETA_TIME_PT_REF-0.026-0.001650.4490.654-0.0418-0.1563.480.000498
coef_haveGABETA_WAITING_TIME0.0001140.000846-0.05570.956-5.1e-06-0.00151-3.160.00155
coef_haveGAbeta_ScaledIncome_10_more1.440.934-0.0590.9530.003950.42-3.60.000313
coef_haveGAbeta_ScaledIncome_4_6-29.1-0.998-0.0590.953-0.00738-0.235-2.880.00402
coef_haveGAbeta_ScaledIncome_6_858.80.999-0.0590.9530.007420.19-1.320.186
coef_haveGAbeta_ScaledIncome_8_10-17.2-0.99-0.0590.953-0.0229-0.5-1.990.047
coef_haveGAbeta_ScaledIncome_lessthan_4-10.6-0.998-0.0590.953-0.00127-0.105-3.380.000734
coef_haveGAcoef_age_65_more5.950.979-0.0590.9530.004510.207-3.050.00229
coef_haveGAcoef_haveChildren-1.48-0.883-0.0590.9530.001340.0932-3.280.00103
coef_highEducationASC_CAR0.00130.0137-1.30.1950.001850.18-6.838.77e-12
coef_highEducationASC_SM0.0007220.00385-2.660.007830.002120.104-7.863.77e-15
coef_highEducationBETA_COST_HWH-0.0019-0.007832.180.0296-0.00912-0.192.810.00491
coef_highEducationBETA_COST_OTHER-0.00192-0.01531.050.293-0.00304-0.1452.760.00578
coef_highEducationBETA_DIST0.0010.001855.835.51e-09-0.00411-0.07038.242.22e-16
coef_highEducationBETA_TIME_CAR_CL-22.2-0.9950.05640.955-0.011-0.5826.186.25e-10
coef_highEducationBETA_TIME_CAR_REF-0.00607-0.001743.190.0014-0.029-0.07473.230.00125
coef_highEducationBETA_TIME_PT_CL-16-0.9950.05540.956-0.00806-0.6425.893.8e-09
coef_highEducationBETA_TIME_PT_REF0.005050.004893.480.0004930.002960.02664.035.66e-05
coef_highEducationBETA_WAITING_TIME-7.56e-05-0.00859-0.008480.993-0.000257-0.182-0.07150.943
coef_highEducationbeta_ScaledIncome_10_more0.09450.935-0.05850.9530.001440.367-0.4470.655
coef_highEducationbeta_ScaledIncome_4_6-1.9-0.993-0.05890.953-0.00214-0.164-1.030.303
coef_highEducationbeta_ScaledIncome_6_83.830.9940.0590.9530.001270.07781.290.197
coef_highEducationbeta_ScaledIncome_8_10-1.12-0.988-0.05870.953-0.00858-0.45-0.4760.634
coef_highEducationbeta_ScaledIncome_lessthan_4-0.691-0.993-0.05890.953-0.000398-0.0784-0.9360.349
coef_highEducationcoef_age_65_more0.3880.973-0.04670.963-0.000205-0.0226-0.07360.941
coef_highEducationcoef_haveChildren-0.0959-0.875-0.05870.9530.0004390.0731-0.4750.635
coef_highEducationcoef_haveGA7.870.9950.0590.9530.01160.754.252.15e-05
coef_individualHouseASC_CAR0.0002830.00136-0.6310.5280.0003960.0598-7.361.8e-13
coef_individualHouseASC_SM0.0005210.00127-1.30.1920.0002860.0218-8.066.66e-16
coef_individualHouseBETA_COST_HWH-0.000902-0.001691.040.296-0.00216-0.07022.80.00517
coef_individualHouseBETA_COST_OTHER9.39e-050.0003430.4610.645-0.000532-0.03962.740.00623
coef_individualHouseBETA_DIST-0.000747-0.0006273.450.000562-0.00173-0.04618.232.22e-16
coef_individualHouseBETA_TIME_CAR_CL-48.9-0.9990.05330.9570.002270.1877.525.44e-14
coef_individualHouseBETA_TIME_CAR_REF-0.00594-0.0007793.060.00221-0.0124-0.04953.220.00129
coef_individualHouseBETA_TIME_PT_CL-35.2-0.9990.05130.9590.001690.217.971.55e-15
coef_individualHouseBETA_TIME_PT_REF-0.00048-0.0002122.60.00946-0.00156-0.02183.986.76e-05
coef_individualHouseBETA_WAITING_TIME-3.17e-05-0.00164-0.0360.971-0.000175-0.193-0.9850.325
coef_individualHousebeta_ScaledIncome_10_more0.2070.933-0.05890.9530.0005740.228-1.360.173
coef_individualHousebeta_ScaledIncome_4_6-4.17-0.997-0.0590.953-0.000943-0.112-1.420.156
coef_individualHousebeta_ScaledIncome_6_88.420.9980.05890.9530.002670.2561.140.255
coef_individualHousebeta_ScaledIncome_8_10-2.46-0.988-0.05890.953-0.00224-0.183-0.7350.462
coef_individualHousebeta_ScaledIncome_lessthan_4-1.52-0.997-0.0590.953-7.2e-05-0.0221-1.820.0689
coef_individualHousecoef_age_65_more0.8510.976-0.05850.953-0.0018-0.309-0.4420.658
coef_individualHousecoef_haveChildren-0.21-0.876-0.0590.9530.002170.562-1.610.107
coef_individualHousecoef_haveGA17.30.9990.0590.953-0.00114-0.1152.710.00676
coef_individualHousecoef_highEducation1.130.993-0.05860.953-0.00064-0.154-0.4970.619
coef_maleASC_CAR0.001130.00502-0.4710.6380.001860.193-5.923.18e-09
coef_maleASC_SM0.002980.00672-1.10.2720.003290.172-7.487.17e-14
coef_maleBETA_COST_HWH-0.000677-0.001181.080.279-0.00293-0.06523.10.00195
coef_maleBETA_COST_OTHER0.000520.001760.5410.5890.001450.07413.480.000498
coef_maleBETA_DIST-0.00671-0.005223.340.000851-0.00644-0.1178.40
coef_maleBETA_TIME_CAR_CL52.80.9990.06590.9470.00820.4629.140
coef_maleBETA_TIME_CAR_REF0.004110.0004993.080.0021-0.00395-0.01083.260.00112
coef_maleBETA_TIME_PT_CL380.9990.06880.9450.005060.4310.10
coef_maleBETA_TIME_PT_REF0.006120.002512.570.010.006250.05994.143.51e-05
coef_maleBETA_WAITING_TIME-4.32e-05-0.002080.08020.936-0.000183-0.1381.710.0868
coef_malebeta_ScaledIncome_10_more-0.223-0.9320.0590.9530.0007180.1951.330.184
coef_malebeta_ScaledIncome_4_64.510.997-0.05790.9543.54e-050.00289-0.3140.754
coef_malebeta_ScaledIncome_6_8-9.09-0.9980.0590.9530.001170.07681.980.0483
coef_malebeta_ScaledIncome_8_102.660.9880.02870.977-0.00422-0.2360.03050.976
coef_malebeta_ScaledIncome_lessthan_41.640.9970.05850.9530.0002310.04860.4520.651
coef_malecoef_age_65_more-0.924-0.9820.05890.953-0.00572-0.6720.7650.444
coef_malecoef_haveChildren0.2290.8850.05890.9530.00130.2310.9930.321
coef_malecoef_haveGA-18.7-0.9990.0590.953-0.00257-0.1773.420.000626
coef_malecoef_highEducation-1.22-0.9940.0590.9530.0005550.09161.360.175
coef_malecoef_individualHouse-2.68-0.9980.0590.9530.0005950.1532.290.0223
coef_moreThanOneBikeASC_CAR-0.000166-0.000202-0.2050.838-0.000428-0.02-5.992.16e-09
coef_moreThanOneBikeASC_SM0.001120.000691-0.3790.7040.003990.0944-8.114.44e-16
coef_moreThanOneBikeBETA_COST_HWH-0.00231-0.00110.2270.82-0.00568-0.05722.250.0247
coef_moreThanOneBikeBETA_COST_OTHER-0.000451-0.0004180.07380.9410.002160.04991.520.129
coef_moreThanOneBikeBETA_DIST-0.00319-0.000680.9210.357-0.0138-0.1147.525.35e-14
coef_moreThanOneBikeBETA_TIME_CAR_CL-193-10.03940.969-0.0274-0.6983.957.73e-05
coef_moreThanOneBikeBETA_TIME_CAR_REF-0.054-0.00181.940.052-0.0439-0.05453.160.0016
coef_moreThanOneBikeBETA_TIME_PT_CL-139-10.03340.973-0.0195-0.7513.160.0016
coef_moreThanOneBikeBETA_TIME_PT_REF-0.0147-0.001650.8250.409-0.021-0.09083.730.000194
coef_moreThanOneBikeBETA_WAITING_TIME0.0002020.00267-0.05320.9580.000740.253-2.030.0428
coef_moreThanOneBikebeta_ScaledIncome_10_more0.8130.932-0.0590.953-0.00182-0.224-1.950.051
coef_moreThanOneBikebeta_ScaledIncome_4_6-16.4-0.998-0.0590.9530.00110.0406-2.290.0218
coef_moreThanOneBikebeta_ScaledIncome_6_833.20.999-0.05630.955-0.0127-0.376-0.1650.869
coef_moreThanOneBikebeta_ScaledIncome_8_10-9.69-0.989-0.0590.9530.005170.131-1.690.0912
coef_moreThanOneBikebeta_ScaledIncome_lessthan_4-5.99-0.997-0.0590.953-0.000879-0.0837-2.310.0207
coef_moreThanOneBikecoef_age_65_more3.360.979-0.0590.9530.006770.36-2.040.0416
coef_moreThanOneBikecoef_haveChildren-0.838-0.887-0.0590.953-0.00691-0.556-1.720.0847
coef_moreThanOneBikecoef_haveGA68.210.0590.9530.01810.5641.670.0956
coef_moreThanOneBikecoef_highEducation4.440.995-0.0590.9530.006010.449-2.180.0295
coef_moreThanOneBikecoef_individualHouse9.760.999-0.0590.953-0.00443-0.516-1.380.168
coef_moreThanOneBikecoef_male-10.5-0.999-0.0590.953-0.00447-0.357-2.270.0234
coef_moreThanOneCarASC_CAR0.0005120.000253-2.82e-0510.001490.141-0.003020.998
coef_moreThanOneCarASC_SM0.00370.00093-0.0710.9430.004250.202-4.331.49e-05
coef_moreThanOneCarBETA_COST_HWH0.003560.0006890.1750.8610.01450.2934.643.46e-06
coef_moreThanOneCarBETA_COST_OTHER0.002180.0008190.1130.910.007480.3477.071.5e-12
coef_moreThanOneCarBETA_DIST-0.00884-0.0007640.4590.647-0.00591-0.09819.480
coef_moreThanOneCarBETA_TIME_CAR_CL47510.1740.8620.0140.71714.80
coef_moreThanOneCarBETA_TIME_CAR_REF0.05430.0007331.030.3020.09110.2273.440.000584
coef_moreThanOneCarBETA_TIME_PT_CL34210.3160.7520.009180.7119.60
coef_moreThanOneCarBETA_TIME_PT_REF0.0170.0007730.4250.6710.02530.224.761.9e-06
coef_moreThanOneCarBETA_WAITING_TIME-7.59e-06-4.06e-050.06140.9515.18e-050.035611.20
coef_moreThanOneCarbeta_ScaledIncome_10_more-2.01-0.9340.0590.953-0.00173-0.4268.096.66e-16
coef_moreThanOneCarbeta_ScaledIncome_4_640.60.9980.0590.9530.002810.2094.497.11e-06
coef_moreThanOneCarbeta_ScaledIncome_6_8-81.8-0.9990.0590.953-0.00439-0.2625.123.05e-07
coef_moreThanOneCarbeta_ScaledIncome_8_1023.90.9890.0590.9530.007540.3843.70.000216
coef_moreThanOneCarbeta_ScaledIncome_lessthan_414.80.9980.0590.9530.0001630.03118.262.22e-16
coef_moreThanOneCarcoef_age_65_more-8.29-0.9790.0590.953-0.00513-0.5495.416.25e-08
coef_moreThanOneCarcoef_haveChildren2.060.8830.0590.953-0.00207-0.3356.953.61e-12
coef_moreThanOneCarcoef_haveGA-168-10.0590.953-0.011-0.6886.041.51e-09
coef_moreThanOneCarcoef_highEducation-11-0.9950.0590.953-0.00194-0.2917.215.54e-13
coef_moreThanOneCarcoef_individualHouse-24.1-0.9990.0590.9530.0007320.17111.10
coef_moreThanOneCarcoef_male260.9990.0590.9530.002150.3448.840
coef_moreThanOneCarcoef_moreThanOneBike-94.9-10.0590.953-0.00554-0.4025.942.81e-09
sigma_sASC_CAR0.000930.000525-0.008440.9930.001110.075-0.6810.496
sigma_sASC_SM0.004560.00131-0.08950.9290.002490.085-4.448.96e-06
sigma_sBETA_COST_HWH0.004010.0008860.1920.8480.01420.2074.41.08e-05
sigma_sBETA_COST_OTHER0.001720.0007370.1210.9040.005060.1696.071.31e-09
sigma_sBETA_DIST-0.00994-0.0009810.5150.6060.00150.01799.410
sigma_sBETA_TIME_CAR_CL41610.1490.8820.02660.979210
sigma_sBETA_TIME_CAR_REF0.060.0009261.160.2480.07820.143.410.000642
sigma_sBETA_TIME_PT_CL29910.2360.8140.01760.97842.60
sigma_sBETA_TIME_PT_REF0.02270.001180.4760.6340.02890.1814.682.83e-06
sigma_sBETA_WAITING_TIME-0.000125-0.0007650.06170.951-0.000225-0.1116.982.91e-12
sigma_sbeta_ScaledIncome_10_more-1.76-0.9330.0590.953-0.00126-0.2235.923.14e-09
sigma_sbeta_ScaledIncome_4_635.50.9980.0590.9530.003240.1733.480.000501
sigma_sbeta_ScaledIncome_6_8-71.6-0.9990.0590.953-0.00188-0.08064.594.41e-06
sigma_sbeta_ScaledIncome_8_1020.90.9890.0590.9530.008280.3033.030.00241
sigma_sbeta_ScaledIncome_lessthan_412.90.9980.0590.9530.001010.1395.952.72e-09
sigma_scoef_age_65_more-7.25-0.9790.0590.953-0.00579-0.4454.242.2e-05
sigma_scoef_haveChildren1.80.8840.0590.9530.0003520.04095.816.21e-09
sigma_scoef_haveGA-147-10.0590.953-0.0206-0.9274.761.96e-06
sigma_scoef_highEducation-9.59-0.9950.0590.953-0.00538-0.5814.771.84e-06
sigma_scoef_individualHouse-21.1-0.9990.0590.9530.001060.1777.525.64e-14
sigma_scoef_male22.80.9990.0590.9530.003910.456.546.05e-11
sigma_scoef_moreThanOneBike-83.1-10.0590.953-0.0133-0.6944.458.58e-06
sigma_scoef_moreThanOneCar2051-0.0590.9530.006870.72-1.410.159

Smallest eigenvalue: 0.000480175

Largest eigenvalue: 116768

Condition number: 2.43179e+08