biogeme 3.1.0 [October 1, 2018]

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 2018-12-26 17:56:09.616605

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
Database name: optima

Estimation report

Number of estimated parameters: 23
Sample size: 1906
Excluded observations: 359
Init log likelihood: -2093.955
Final log likelihood: -1077.826
Likelihood ratio test for the init. model: 2032.257
Rho-square for the init. model: 0.485
Rho-square-bar for the init. model: 0.474
Akaike Information Criterion: 2201.653
Bayesian Information Criterion: 2329.366
Final gradient norm: 3.7804E-02
Diagnostic: b'CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL'
Database readings: 1081
Iterations: 969
Data processing time: 0:00:00.000007
Optimization time: 0:29:35.973950
Nbr of threads: 8

Estimated parameters

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

NameValueStd errt-testp-valueRob. Std errRob. t-testRob. p-value
ASC_CAR0.410.1562.640.008380.1692.440.0149
ASC_SM1.010.2613.880.0001040.2943.450.000554
BETA_COST_HWH-1.740.293-5.923.25e-090.452-3.840.000122
BETA_COST_OTHER-1.480.223-6.623.67e-110.311-4.742.14e-06
BETA_DIST-4.870.546-8.9200.635-7.671.69e-14
BETA_TIME_CAR_CL-0.5080.04-12.700.0492-10.30
BETA_TIME_CAR_REF-25.74.99-5.152.66e-075.61-4.584.76e-06
BETA_TIME_PT_CL-1.780.146-12.100.211-8.430
BETA_TIME_PT_REF-4.692.54-1.850.0652.49-1.890.0591
BETA_WAITING_TIME-0.05280.012-4.381.17e-050.0188-2.810.00493
coef_ContIncome_0_4000-0.09030.0917-0.9840.3250.0821-1.10.271
coef_ContIncome_10000_more-0.1040.0449-2.310.02090.0397-2.610.0091
coef_ContIncome_4000_60000.08510.1440.5920.5540.09970.8530.393
coef_ContIncome_6000_8000-0.230.166-1.390.1650.128-1.80.072
coef_ContIncome_8000_100000.3570.1931.850.06440.1552.310.0211
coef_age_65_more0.180.1161.560.1190.1111.620.105
coef_haveChildren0.04770.0650.7340.4630.05150.9270.354
coef_haveGA1.490.1361100.11413.10
coef_highEducation-0.4940.0724-6.829.08e-120.063-7.834.88e-15
coef_individualHouse0.0210.0840.250.8030.09250.2270.82
coef_male-0.120.0714-1.670.0940.0744-1.610.108
coef_moreThanOneBike0.1180.0961.230.220.07661.530.125
coef_moreThanOneCar-0.6030.06-1000.0367-16.40

Correlation of coefficients

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

Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
ASC_SMASC_CAR0.02030.52.650.008020.02510.5072.380.0174
BETA_COST_HWHASC_CAR-1.92e-05-0.000421-6.461.03e-10-0.00611-0.0802-4.341.43e-05
BETA_COST_HWHASC_SM-0.000304-0.00397-6.992.79e-12-0.00606-0.0456-55.73e-07
BETA_COST_OTHERASC_CAR-0.00422-0.121-6.575.02e-11-0.00829-0.158-5.015.55e-07
BETA_COST_OTHERASC_SM-0.00489-0.084-6.973.27e-12-0.0112-0.122-5.493.99e-08
BETA_COST_OTHERBETA_COST_HWH0.02470.3770.8880.3750.07320.520.6640.507
BETA_DISTASC_CAR-0.00173-0.0204-9.250-0.0173-0.162-7.741.02e-14
BETA_DISTASC_SM-0.0897-0.629-7.961.55e-15-0.132-0.707-6.781.18e-11
BETA_DISTBETA_COST_HWH0.02710.169-5.454.95e-080.08180.285-4.72.55e-06
BETA_DISTBETA_COST_OTHER0.03190.262-6.371.92e-100.06790.343-5.631.85e-08
BETA_TIME_CAR_CLASC_CAR-6.98e-05-0.0112-5.71.2e-08-0.00123-0.149-5.034.79e-07
BETA_TIME_CAR_CLASC_SM-0.00458-0.438-5.426.11e-08-0.00676-0.468-4.761.92e-06
BETA_TIME_CAR_CLBETA_COST_HWH-0.0027-0.234.035.66e-05-0.00952-0.4282.590.00971
BETA_TIME_CAR_CLBETA_COST_OTHER-0.00236-0.2644.094.38e-05-0.00575-0.3762.910.00366
BETA_TIME_CAR_CLBETA_DIST0.008470.3888.22.22e-160.006050.1946.963.5e-12
BETA_TIME_CAR_REFASC_CAR-0.0173-0.0223-5.221.77e-07-0.18-0.19-4.623.84e-06
BETA_TIME_CAR_REFASC_SM-0.127-0.0971-5.321.07e-07-0.366-0.222-4.72.66e-06
BETA_TIME_CAR_REFBETA_COST_HWH0.2650.181-4.841.29e-060.9020.356-4.381.2e-05
BETA_TIME_CAR_REFBETA_COST_OTHER0.3360.302-4.919.01e-070.7370.422-4.411.03e-05
BETA_TIME_CAR_REFBETA_DIST1.130.414-4.341.4e-051.850.521-3.928.91e-05
BETA_TIME_CAR_REFBETA_TIME_CAR_CL-0.0576-0.288-5.034.84e-07-0.109-0.396-4.477.86e-06
BETA_TIME_PT_CLASC_CAR-0.0102-0.446-8.520-0.0208-0.585-6.479.95e-11
BETA_TIME_PT_CLASC_SM-0.0153-0.401-8.058.88e-16-0.0299-0.483-6.41.59e-10
BETA_TIME_PT_CLBETA_COST_HWH-0.00442-0.103-0.1220.903-0.0207-0.218-0.07750.938
BETA_TIME_PT_CLBETA_COST_OTHER-0.0017-0.052-1.110.267-0.00954-0.145-0.7560.45
BETA_TIME_PT_CLBETA_DIST0.007150.08935.592.21e-080.01310.09754.761.91e-06
BETA_TIME_PT_CLBETA_TIME_CAR_CL0.003950.674-10.300.008110.782-7.254.23e-13
BETA_TIME_PT_CLBETA_TIME_CAR_REF-0.145-0.1984.761.94e-06-0.213-0.184.232.37e-05
BETA_TIME_PT_REFASC_CAR0.07770.196-2.030.04260.05120.122-2.060.0389
BETA_TIME_PT_REFASC_SM0.03030.0457-2.240.0249-0.0125-0.0172-2.270.0229
BETA_TIME_PT_REFBETA_COST_HWH0.01290.0173-1.160.2470.07930.0706-1.180.236
BETA_TIME_PT_REFBETA_COST_OTHER0.03610.0637-1.270.2050.09230.119-1.30.193
BETA_TIME_PT_REFBETA_DIST0.3370.2430.07230.9420.4220.2670.07450.941
BETA_TIME_PT_REFBETA_TIME_CAR_CL-0.0165-0.162-1.640.101-0.0318-0.261-1.670.0941
BETA_TIME_PT_REFBETA_TIME_CAR_REF11.50.9047.244.63e-1311.80.8485.62.09e-08
BETA_TIME_PT_REFBETA_TIME_PT_CL-0.0911-0.245-1.130.259-0.144-0.274-1.140.254
BETA_WAITING_TIMEASC_CAR-0.000439-0.234-2.910.00356-0.00153-0.484-2.60.00941
BETA_WAITING_TIMEASC_SM-0.000527-0.168-4.055.16e-05-0.00212-0.386-3.540.000401
BETA_WAITING_TIMEBETA_COST_HWH0.0001490.04215.749.27e-090.00110.1293.740.000182
BETA_WAITING_TIMEBETA_COST_OTHER-5.5e-05-0.02056.361.97e-100.0002280.0394.574.83e-06
BETA_WAITING_TIMEBETA_DIST0.001090.1668.8500.004040.3397.661.82e-14
BETA_WAITING_TIMEBETA_TIME_CAR_CL1.28e-060.0026510.900.0001160.1259.040
BETA_WAITING_TIMEBETA_TIME_CAR_REF0.01260.215.142.77e-070.0330.3134.574.86e-06
BETA_WAITING_TIMEBETA_TIME_PT_CL0.0005930.33612.100.001920.4848.520
BETA_WAITING_TIMEBETA_TIME_PT_REF0.0003830.01251.820.068-0.000213-0.004571.870.0621
coef_ContIncome_0_4000ASC_CAR-0.00139-0.0971-2.660.007811.7e-050.00123-2.670.00753
coef_ContIncome_0_4000ASC_SM7.21e-050.00301-3.996.54e-050.002040.0847-3.70.000212
coef_ContIncome_0_4000BETA_COST_HWH0.001160.0435.425.9e-080.002090.05643.620.000294
coef_ContIncome_0_4000BETA_COST_OTHER0.0006280.03075.816.33e-09-5.94e-05-0.002334.31.71e-05
coef_ContIncome_0_4000BETA_DIST-0.00567-0.1138.480-0.00631-0.1217.361.9e-13
coef_ContIncome_0_4000BETA_TIME_CAR_CL-0.000184-0.05024.14.15e-05-0.000175-0.04344.291.82e-05
coef_ContIncome_0_4000BETA_TIME_CAR_REF-0.31-0.6775.064.09e-07-0.293-0.6364.526.28e-06
coef_ContIncome_0_4000BETA_TIME_PT_CL-0.000346-0.02589.660-0.00116-0.06687.293.01e-13
coef_ContIncome_0_4000BETA_TIME_PT_REF-0.191-0.821.760.0788-0.171-0.841.80.0717
coef_ContIncome_0_4000BETA_WAITING_TIME-5.38e-05-0.0487-0.4030.687-0.000123-0.0797-0.4380.661
coef_ContIncome_10000_moreASC_CAR0.001460.209-3.370.0007620.003240.484-3.350.000798
coef_ContIncome_10000_moreASC_SM0.001610.137-4.321.58e-050.003970.34-3.957.66e-05
coef_ContIncome_10000_moreBETA_COST_HWH-1.48e-05-0.001135.53.79e-080.0001560.008713.60.000316
coef_ContIncome_10000_moreBETA_COST_OTHER-0.000694-0.06945.952.65e-09-0.00227-0.1834.271.92e-05
coef_ContIncome_10000_moreBETA_DIST-0.000238-0.009718.690-0.00336-0.1337.431.06e-13
coef_ContIncome_10000_moreBETA_TIME_CAR_CL-0.000294-0.1636.244.41e-10-0.000647-0.3315.562.7e-08
coef_ContIncome_10000_moreBETA_TIME_CAR_REF-0.0159-0.07125.123.02e-07-0.0333-0.154.555.32e-06
coef_ContIncome_10000_moreBETA_TIME_PT_CL-0.00194-0.29610.10-0.00493-0.5887.081.44e-12
coef_ContIncome_10000_moreBETA_TIME_PT_REF-0.00542-0.04751.80.0714-0.00141-0.01421.840.065
coef_ContIncome_10000_moreBETA_WAITING_TIME-6.88e-05-0.127-1.060.288-0.000295-0.395-1.010.311
coef_ContIncome_10000_morecoef_ContIncome_0_40000.0009260.225-0.1440.8850.0006440.198-0.1590.873
coef_ContIncome_4000_6000ASC_CAR0.0002330.0104-1.540.123-0.00102-0.0609-1.620.106
coef_ContIncome_4000_6000ASC_SM-0.000803-0.0214-3.090.00202-0.00283-0.0967-2.910.00361
coef_ContIncome_4000_6000BETA_COST_HWH0.0003310.007855.592.24e-080.004320.09594.025.87e-05
coef_ContIncome_4000_6000BETA_COST_OTHER3.09e-050.0009645.884.01e-090.004860.1565.015.54e-07
coef_ContIncome_4000_6000BETA_DIST0.003680.04688.8800.009660.1537.92.89e-15
coef_ContIncome_4000_6000BETA_TIME_CAR_CL4.57e-050.007933.986.87e-05-0.000538-0.115.123.11e-07
coef_ContIncome_4000_6000BETA_TIME_CAR_REF0.2010.285.21.96e-070.2680.4784.633.67e-06
coef_ContIncome_4000_6000BETA_TIME_PT_CL6.91e-050.003289.090-0.000517-0.02467.912.66e-15
coef_ContIncome_4000_6000BETA_TIME_PT_REF0.1210.3311.910.05590.1250.5051.960.05
coef_ContIncome_4000_6000BETA_WAITING_TIME4.33e-050.0250.9570.3380.0002690.1441.40.163
coef_ContIncome_4000_6000coef_ContIncome_0_4000-0.00882-0.6680.8110.417-0.00575-0.7031.040.296
coef_ContIncome_4000_6000coef_ContIncome_10000_more-0.00324-0.5021.110.269-0.00154-0.3891.560.118
coef_ContIncome_6000_8000ASC_CAR-0.000824-0.032-2.770.00556-0.0016-0.0743-2.920.00345
coef_ContIncome_6000_8000ASC_SM-0.00113-0.0262-3.977.06e-05-0.00095-0.0253-3.850.000119
coef_ContIncome_6000_8000BETA_COST_HWH-0.00198-0.04074.41.1e-05-0.00996-0.1723.070.00212
coef_ContIncome_6000_8000BETA_COST_OTHER-0.00208-0.05624.371.25e-05-0.0104-0.2613.40.000667
coef_ContIncome_6000_8000BETA_DIST-0.000438-0.004858.124.44e-16-0.0108-0.1336.992.77e-12
coef_ContIncome_6000_8000BETA_TIME_CAR_CL0.0005390.08121.660.09610.001720.2732.250.0245
coef_ContIncome_6000_8000BETA_TIME_CAR_REF-0.171-0.2075.064.13e-07-0.283-0.3954.497.03e-06
coef_ContIncome_6000_8000BETA_TIME_PT_CL0.002660.1097.421.18e-130.006550.2437.091.35e-12
coef_ContIncome_6000_8000BETA_TIME_PT_REF-0.0996-0.2361.730.0845-0.124-0.391.760.0788
coef_ContIncome_6000_8000BETA_WAITING_TIME5.41e-050.0271-1.070.285-8.18e-05-0.0341-1.360.172
coef_ContIncome_6000_8000coef_ContIncome_0_40000.006190.408-0.9110.3620.003850.367-1.130.26
coef_ContIncome_6000_8000coef_ContIncome_10000_more0.005280.711-0.9180.3580.002480.489-1.110.267
coef_ContIncome_6000_8000coef_ContIncome_4000_6000-0.0192-0.807-1.070.284-0.0097-0.762-1.470.141
coef_ContIncome_8000_10000ASC_CAR-0.000542-0.0181-0.2150.8290.0002780.0107-0.2370.813
coef_ContIncome_8000_10000ASC_SM0.0007280.0145-2.040.04150.001490.0329-2.010.0447
coef_ContIncome_8000_10000BETA_COST_HWH0.004180.07396.176.62e-100.01530.224.712.47e-06
coef_ContIncome_8000_10000BETA_COST_OTHER0.006010.146.692.16e-110.02060.4296.58.3e-11
coef_ContIncome_8000_10000BETA_DIST-0.00317-0.03018.9400.006660.06798.134.44e-16
coef_ContIncome_8000_10000BETA_TIME_CAR_CL-0.000696-0.09024.311.6e-05-0.00222-0.2924.938.23e-07
coef_ContIncome_8000_10000BETA_TIME_CAR_REF0.1380.1435.241.58e-070.2640.3044.682.92e-06
coef_ContIncome_8000_10000BETA_TIME_PT_CL-0.00246-0.08718.470-0.00708-0.2177.431.09e-13
coef_ContIncome_8000_10000BETA_TIME_PT_REF0.07460.15220.04520.09670.2522.060.0395
coef_ContIncome_8000_10000BETA_WAITING_TIME-8.85e-05-0.03812.110.0345-4.02e-05-0.01392.620.00869
coef_ContIncome_8000_10000coef_ContIncome_0_4000-0.00478-0.271.90.0571-0.00261-0.2062.360.0183
coef_ContIncome_8000_10000coef_ContIncome_10000_more-0.00736-0.8511.980.0475-0.00374-0.6092.530.0113
coef_ContIncome_8000_10000coef_ContIncome_4000_60000.01710.6181.770.07730.008510.5522.090.0365
coef_ContIncome_8000_10000coef_ContIncome_6000_8000-0.0287-0.8981.680.0931-0.0175-0.8852.140.0325
coef_age_65_moreASC_CAR0.0008190.0456-1.210.2250.00190.101-1.20.231
coef_age_65_moreASC_SM0.0009370.0311-2.950.003150.004050.124-2.770.00558
coef_age_65_moreBETA_COST_HWH0.003550.1056.312.82e-100.01210.244.371.25e-05
coef_age_65_moreBETA_COST_OTHER0.002710.1056.95.36e-120.009150.2645.494.02e-08
coef_age_65_moreBETA_DIST-7.52e-05-0.001199.050-0.00513-0.07287.749.77e-15
coef_age_65_moreBETA_TIME_CAR_CL-0.000237-0.05135.542.97e-08-0.0014-0.2575.192.05e-07
coef_age_65_moreBETA_TIME_CAR_REF-0.0332-0.05775.172.29e-07-0.0337-0.0544.64.19e-06
coef_age_65_moreBETA_TIME_PT_CL-0.00222-0.1319.890-0.00625-0.2677.441.03e-13
coef_age_65_moreBETA_TIME_PT_REF-0.0196-0.06691.910.0563-0.0294-0.1061.950.0513
coef_age_65_moreBETA_WAITING_TIME-0.000109-0.07811.990.0465-0.000386-0.1852.010.0445
coef_age_65_morecoef_ContIncome_0_4000-0.00186-0.1751.70.09-0.000598-0.06561.90.0573
coef_age_65_morecoef_ContIncome_10000_more0.0009920.1922.460.01410.00140.3172.690.00707
coef_age_65_morecoef_ContIncome_4000_60000.001020.06140.5320.5950.0003850.03480.6490.516
coef_age_65_morecoef_ContIncome_6000_80000.003230.1692.210.02680.002760.1952.70.007
coef_age_65_morecoef_ContIncome_8000_10000-0.00257-0.116-0.7470.455-0.00129-0.0752-0.8940.371
coef_haveChildrenASC_CAR0.0001030.0102-2.160.031-0.000554-0.0638-2.020.0431
coef_haveChildrenASC_SM-0.000104-0.00613-3.580.000338-0.00106-0.0704-3.20.00136
coef_haveChildrenBETA_COST_HWH-0.00112-0.05895.864.51e-09-0.00334-0.1433.860.000113
coef_haveChildrenBETA_COST_OTHER-0.000778-0.05366.461.01e-10-0.00264-0.1654.72.55e-06
coef_haveChildrenBETA_DIST-3.03e-05-0.0008548.940-0.00172-0.05267.691.49e-14
coef_haveChildrenBETA_TIME_CAR_CL0.0005330.2058.058.88e-160.001060.41810.20
coef_haveChildrenBETA_TIME_CAR_REF-0.0185-0.0575.152.58e-07-0.0499-0.1734.584.73e-06
coef_haveChildrenBETA_TIME_PT_CL0.002260.23712.600.004460.419.340
coef_haveChildrenBETA_TIME_PT_REF-0.00353-0.02141.860.0625-0.0136-0.1061.90.0572
coef_haveChildrenBETA_WAITING_TIME4.57e-050.05841.540.1250.0001090.1131.90.0569
coef_haveChildrencoef_ContIncome_0_4000-0.000857-0.1441.150.25-0.000696-0.1651.330.184
coef_haveChildrencoef_ContIncome_10000_more0.000330.1132.030.04280.0001250.06122.40.0164
coef_haveChildrencoef_ContIncome_4000_60000.0006540.0698-0.2430.8080.0001720.0335-0.3380.735
coef_haveChildrencoef_ContIncome_6000_80000.000490.04551.580.1130.001550.2352.20.0276
coef_haveChildrencoef_ContIncome_8000_10000-0.00197-0.157-1.450.147-0.00306-0.384-1.710.0875
coef_haveChildrencoef_age_65_more0.0009430.125-1.060.290.0004560.0797-1.120.264
coef_haveGAASC_CAR-0.00174-0.0825.044.71e-07-0.000106-0.005525.321.06e-07
coef_haveGAASC_SM-0.000769-0.02161.620.1060.003750.1121.590.113
coef_haveGABETA_COST_HWH0.006980.17510.700.01820.3547.63.04e-14
coef_haveGABETA_COST_OTHER0.007790.25712.900.01720.48710.80
coef_haveGABETA_DIST-0.00253-0.03411.20-0.0075-0.1049.690
coef_haveGABETA_TIME_CAR_CL-0.000277-0.050813.90-0.00189-0.33814.50
coef_haveGABETA_TIME_CAR_REF-0.053-0.07815.435.57e-08-0.0255-0.03994.841.32e-06
coef_haveGABETA_TIME_PT_CL0.0004150.020816.50-0.00571-0.23812.50
coef_haveGABETA_TIME_PT_REF-0.0471-0.1362.410.0159-0.0473-0.1682.470.0136
coef_haveGABETA_WAITING_TIME-0.000135-0.082311.20-0.000393-0.184130
coef_haveGAcoef_ContIncome_0_40000.0002840.02289.7500.0009760.10511.90
coef_haveGAcoef_ContIncome_10000_more-7.78e-05-0.012711.100.0001330.029513.40
coef_haveGAcoef_ContIncome_4000_6000-6.94e-05-0.003557.11.25e-120.0001060.009349.360
coef_haveGAcoef_ContIncome_6000_8000-6.29e-05-0.002798.038.88e-16-0.00123-0.08479.680
coef_haveGAcoef_ContIncome_8000_100000.00240.09135.044.67e-070.005520.3147.081.42e-12
coef_haveGAcoef_age_65_more0.004950.3158.8600.007290.57812.70
coef_haveGAcoef_haveChildren-0.00156-0.1768.990-0.00206-0.35110.30
coef_highEducationASC_CAR0.002630.233-5.816.26e-090.005690.535-6.244.38e-10
coef_highEducationASC_SM0.002970.157-5.86.55e-090.006360.344-5.426.05e-08
coef_highEducationBETA_COST_HWH-0.000894-0.04214.074.64e-05-0.000469-0.01652.720.00658
coef_highEducationBETA_COST_OTHER-0.000558-0.03454.153.39e-05-0.00081-0.04133.070.00217
coef_highEducationBETA_DIST-0.00123-0.0317.912.44e-15-0.00341-0.08526.81.02e-11
coef_highEducationBETA_TIME_CAR_CL-0.000535-0.1850.1610.872-0.000947-0.3060.1570.875
coef_highEducationBETA_TIME_CAR_REF0.004180.01165.054.48e-07-0.00625-0.01774.497.25e-06
coef_highEducationBETA_TIME_PT_CL-0.00458-0.4326.791.16e-11-0.00825-0.625.044.67e-07
coef_highEducationBETA_TIME_PT_REF0.01660.09041.650.0980.02680.1711.70.09
coef_highEducationBETA_WAITING_TIME-0.000153-0.176-5.845.08e-09-0.000527-0.445-6.011.84e-09
coef_highEducationcoef_ContIncome_0_4000-6.18e-05-0.00931-3.440.0005895.93e-050.0115-3.928.84e-05
coef_highEducationcoef_ContIncome_10000_more0.001020.316-5.416.38e-080.001560.624-7.922.44e-15
coef_highEducationcoef_ContIncome_4000_6000-0.00158-0.151-3.390.000688-0.00115-0.183-4.545.51e-06
coef_highEducationcoef_ContIncome_6000_80000.002470.206-1.580.1130.001520.188-2.010.0446
coef_highEducationcoef_ContIncome_8000_10000-0.00363-0.26-3.810.000136-0.00241-0.247-4.72.57e-06
coef_highEducationcoef_age_65_more0.0006010.0718-5.113.18e-070.001680.24-5.923.13e-09
coef_highEducationcoef_haveChildren0.0005630.119-5.933.09e-090.0003380.104-7.022.24e-12
coef_highEducationcoef_haveGA-0.00162-0.164-12.10-0.000796-0.111-14.60
coef_individualHouseASC_CAR0.002610.199-2.410.01590.007150.458-2.590.0097
coef_individualHouseASC_SM0.002760.126-3.760.0001710.008060.297-3.540.0004
coef_individualHouseBETA_COST_HWH0.001020.04135.825.8e-090.00610.1463.928.71e-05
coef_individualHouseBETA_COST_OTHER-0.000799-0.04266.195.89e-100.0004320.0154.633.72e-06
coef_individualHouseBETA_DIST0.0002250.00498.860-0.000165-0.002827.622.51e-14
coef_individualHouseBETA_TIME_CAR_CL-0.000824-0.2455.211.89e-07-0.00246-0.5414.22.72e-05
coef_individualHouseBETA_TIME_CAR_REF0.02410.05765.152.54e-070.06570.1264.594.48e-06
coef_individualHouseBETA_TIME_PT_CL-0.00555-0.4519.040-0.0145-0.7416.283.31e-10
coef_individualHouseBETA_TIME_PT_REF0.01790.08381.860.06320.04540.1971.910.0563
coef_individualHouseBETA_WAITING_TIME-0.000123-0.1220.8550.393-0.000461-0.2660.7440.457
coef_individualHousecoef_ContIncome_0_4000-0.00011-0.01420.8880.3740.0005310.06990.9330.351
coef_individualHousecoef_ContIncome_10000_more0.0002190.0581.340.180.001270.3471.430.153
coef_individualHousecoef_ContIncome_4000_60000.001150.0951-0.4020.6880.0010.109-0.4990.618
coef_individualHousecoef_ContIncome_6000_8000-0.00304-0.2191.250.213-0.00479-0.4051.350.177
coef_individualHousecoef_ContIncome_8000_100000.002630.162-1.70.08920.004540.317-2.190.0282
coef_individualHousecoef_age_65_more-0.00232-0.239-1.010.314-0.00119-0.116-1.040.297
coef_individualHousecoef_haveChildren-0.00112-0.205-0.230.818-0.00228-0.478-0.2130.832
coef_individualHousecoef_haveGA0.0008780.0767-9.5400.002260.215-11.30
coef_individualHousecoef_highEducation-0.000835-0.1374.351.33e-050.0009770.16755.63e-07
coef_maleASC_CAR-0.00144-0.13-2.950.00315-0.00565-0.45-2.490.0127
coef_maleASC_SM-0.00194-0.104-4.084.51e-05-0.00727-0.333-3.480.000507
coef_maleBETA_COST_HWH-0.00165-0.07895.261.44e-07-0.00694-0.2063.420.000629
coef_maleBETA_COST_OTHER-0.00185-0.1165.62.09e-08-0.00549-0.2374.035.68e-05
coef_maleBETA_DIST0.001810.04648.6800.0040.08467.516.06e-14
coef_maleBETA_TIME_CAR_CL0.0005480.1925.192.14e-070.001890.5166.011.86e-09
coef_maleBETA_TIME_CAR_REF-0.00972-0.02735.123.06e-07-0.029-0.06964.555.38e-06
coef_maleBETA_TIME_PT_CL0.003370.32211.800.01110.719.960
coef_maleBETA_TIME_PT_REF-0.0114-0.06271.790.0727-0.0298-0.1611.830.0673
coef_maleBETA_WAITING_TIME0.0001490.173-0.950.3420.0005980.428-0.9760.329
coef_malecoef_ContIncome_0_40005.9e-060.000901-0.2520.801-0.000336-0.0551-0.2580.796
coef_malecoef_ContIncome_10000_more-0.00107-0.333-0.1660.868-0.00167-0.565-0.1560.876
coef_malecoef_ContIncome_4000_60000.0003910.038-1.290.1950.0003560.048-1.680.0921
coef_malecoef_ContIncome_6000_8000-0.000964-0.08140.5940.5530.0009610.1010.7810.435
coef_malecoef_ContIncome_8000_100000.0009220.067-2.370.0179-0.00155-0.134-2.640.00829
coef_malecoef_age_65_more-0.000328-0.0397-2.170.03-0.00166-0.201-2.060.0394
coef_malecoef_haveChildren0.0001230.0265-1.760.07920.0009620.251-2.110.0345
coef_malecoef_haveGA-0.00215-0.221-9.650-0.00347-0.411-10.10
coef_malecoef_highEducation-0.00127-0.2463.30.000983-0.00229-0.4883.150.00162
coef_malecoef_individualHouse-0.00134-0.223-1.150.248-0.00419-0.608-0.9380.348
coef_moreThanOneBikeASC_CAR0.0001950.013-1.610.1070.001030.0801-1.630.103
coef_moreThanOneBikeASC_SM0.0002970.0119-3.230.001220.001580.0701-3.010.00265
coef_moreThanOneBikeBETA_COST_HWH0.00260.09236.186.54e-100.008730.2524.222.4e-05
coef_moreThanOneBikeBETA_COST_OTHER0.001790.08356.771.28e-110.004340.1825.192.07e-07
coef_moreThanOneBikeBETA_DIST9.77e-050.0018690-3.39e-05-0.0006977.86.22e-15
coef_moreThanOneBikeBETA_TIME_CAR_CL-0.000316-0.08225.854.97e-09-0.000797-0.2116.293.1e-10
coef_moreThanOneBikeBETA_TIME_CAR_REF-0.0415-0.08675.162.47e-07-0.0347-0.08064.594.42e-06
coef_moreThanOneBikeBETA_TIME_PT_CL-0.00115-0.082110.40-0.00357-0.2217.92.66e-15
coef_moreThanOneBikeBETA_TIME_PT_REF-0.0301-0.1231.880.0599-0.0321-0.1681.920.0544
coef_moreThanOneBikeBETA_WAITING_TIME-4.94e-05-0.04271.750.0797-0.000165-0.1152.10.0353
coef_moreThanOneBikecoef_ContIncome_0_4000-0.000263-0.02991.540.1230.0002850.04531.890.0581
coef_moreThanOneBikecoef_ContIncome_10000_more0.0002540.05892.140.03260.0006150.2022.80.00503
coef_moreThanOneBikecoef_ContIncome_4000_6000-2.01e-05-0.001460.1880.8510.0001720.02250.2610.794
coef_moreThanOneBikecoef_ContIncome_6000_8000-0.000817-0.05141.780.0758-0.000175-0.01792.310.0207
coef_moreThanOneBikecoef_ContIncome_8000_100006.61e-050.00357-1.110.2677.82e-050.0066-1.390.165
coef_moreThanOneBikecoef_age_65_more0.006510.587-0.6420.5210.006230.731-0.8260.409
coef_moreThanOneBikecoef_haveChildren-0.000257-0.04120.5920.5540.0001280.03250.7680.442
coef_moreThanOneBikecoef_haveGA0.00340.26-9.5100.003690.424-12.90
coef_moreThanOneBikecoef_highEducation0.0009840.1425.474.47e-080.001110.2372.54e-12
coef_moreThanOneBikecoef_individualHouse-0.00155-0.1920.6940.488-0.000392-0.05530.7830.434
coef_moreThanOneBikecoef_male-0.000722-0.1051.890.0588-0.00108-0.1892.040.0417
coef_moreThanOneCarASC_CAR0.0005410.0579-6.25.8e-100.001350.218-6.167.19e-10
coef_moreThanOneCarASC_SM0.0005690.0364-6.081.19e-090.001160.108-5.543.05e-08
coef_moreThanOneCarBETA_COST_HWH-0.00127-0.07193.730.000189-0.00105-0.06312.490.0129
coef_moreThanOneCarBETA_COST_OTHER-0.00161-0.123.670.000243-0.00267-0.2342.710.00671
coef_moreThanOneCarBETA_DIST0.000590.0187.787.11e-150.002390.1036.751.47e-11
coef_moreThanOneCarBETA_TIME_CAR_CL0.0001580.0657-1.360.175-5.5e-06-0.00305-1.540.123
coef_moreThanOneCarBETA_TIME_CAR_REF-0.0071-0.02375.025.07e-070.01250.06064.477.84e-06
coef_moreThanOneCarBETA_TIME_PT_CL-0.000798-0.09087.25.94e-13-0.00142-0.1845.331e-07
coef_moreThanOneCarBETA_TIME_PT_REF0.0008410.005511.610.1080.01130.1241.650.0994
coef_moreThanOneCarBETA_WAITING_TIME1.33e-050.0184-9.0202.47e-050.0358-13.50
coef_moreThanOneCarcoef_ContIncome_0_4000-0.000119-0.0216-4.633.64e-06-0.000162-0.0538-5.592.25e-08
coef_moreThanOneCarcoef_ContIncome_10000_more0.0003160.118-7.081.48e-120.000490.336-11.30
coef_moreThanOneCarcoef_ContIncome_4000_6000-0.0005-0.058-4.331.52e-05-0.000251-0.0685-6.342.37e-10
coef_moreThanOneCarcoef_ContIncome_6000_80000.0008320.0837-2.180.02950.0004390.0936-2.880.00398
coef_moreThanOneCarcoef_ContIncome_8000_10000-0.00187-0.162-4.555.43e-06-0.00152-0.268-5.71.17e-08
coef_moreThanOneCarcoef_age_65_more0.0003050.0441-6.138.86e-10-0.000127-0.0312-6.633.27e-11
coef_moreThanOneCarcoef_haveChildren0.0007630.196-8.192.22e-160.0005380.284-120
coef_moreThanOneCarcoef_haveGA-0.00053-0.0649-13.80-0.000859-0.206-16.60
coef_moreThanOneCarcoef_highEducation0.001770.408-1.50.1330.001070.461-1.930.0532
coef_moreThanOneCarcoef_individualHouse-0.000289-0.0574-5.893.97e-090.0003580.105-6.517.65e-11
coef_moreThanOneCarcoef_male-0.000402-0.0939-4.967.16e-07-0.000447-0.164-5.484.24e-08
coef_moreThanOneCarcoef_moreThanOneBike-0.000728-0.126-6.031.62e-09-0.000204-0.0724-8.252.22e-16

Smallest eigenvalue: 0.0328562

Smallest singular value: 0.0328562