biogeme 3.2.6 [2020-05-31]

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 2020-05-31 18:58:31.688452

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: 24
Sample size: 1906
Excluded observations: 359
Init log likelihood: -2093.955
Final log likelihood: -1068.882
Likelihood ratio test for the init. model: 2050.147
Rho-square for the init. model: 0.49
Rho-square-bar for the init. model: 0.478
Akaike Information Criterion: 2185.763
Bayesian Information Criterion: 2319.029
Final gradient norm: 6.4446E-03
Nbr of threads: 36
Algorithm: Newton with trust region for simple bound constraints
Proportion analytical hessian: 100.0%
Relative projected gradient: 8.147903e-06
Number of iterations: 1000
Number of function evaluations: 2669
Number of gradient evaluations: 835
Number of hessian evaluations: 835
Cause of termination: Maximum number of iterations reached: 1000
Optimization time: 0:24:58.150508

Estimated parameters

NameValueStd errt-testp-valueRob. Std errRob. t-testRob. p-value
ASC_CAR0.9270.1416.565.32e-110.1565.932.97e-09
ASC_SM2.010.2767.263.76e-130.2956.819.58e-12
BETA_COST_HWH-1.770.34-5.211.88e-070.599-2.960.0031
BETA_COST_OTHER-0.830.169-4.928.86e-070.245-3.380.000723
BETA_DIST-6.170.773-7.991.33e-150.747-8.262.22e-16
BETA_TIME_CAR_CL-1.5836.2-0.04370.9651.19-1.330.183
BETA_TIME_CAR_REF-15.44.48-3.420.0006154.28-3.590.000335
BETA_TIME_PT_CL-1.1426.1-0.04370.9650.867-1.320.188
BETA_TIME_PT_REF-5.471.41-3.880.0001061.5-3.660.000255
BETA_WAITING_TIME-0.03910.013-3.010.00260.0191-2.050.0407
beta_ScaledIncome_10_more0.03250.7430.04370.9650.04510.720.471
beta_ScaledIncome_4_60.08461.950.04330.9650.2480.3420.733
beta_ScaledIncome_6_8-0.173.9-0.04360.9650.35-0.4860.627
beta_ScaledIncome_8_10-0.09112.09-0.04350.9650.201-0.4530.65
beta_ScaledIncome_lessthan_40.05371.230.04370.9650.05660.9480.343
coef_age_65_more-0.03190.742-0.04310.9660.129-0.2470.805
coef_haveChildren-0.01760.41-0.04290.9660.0864-0.2030.839
coef_haveGA-0.76517.5-0.04370.9650.608-1.260.208
coef_highEducation-0.01790.419-0.04270.9660.0963-0.1860.853
coef_individualHouse-0.1182.69-0.04370.9650.117-1.010.314
coef_male0.1483.380.04370.9650.1411.050.295
coef_moreThanOneBike-0.3758.57-0.04370.9650.284-1.320.186
coef_moreThanOneCar1.05240.04370.9650.8041.30.193
sigma_s0.93421.40.04370.9650.7121.310.189

Correlation of coefficients

Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
ASC_SMASC_CAR0.01660.4264.31.7e-050.02260.4914.212.61e-05
BETA_COST_HWHASC_CAR0.005980.125-7.681.62e-140.01470.157-4.545.69e-06
BETA_COST_HWHASC_SM0.006670.071-8.9400.0180.102-5.913.51e-09
BETA_COST_OTHERASC_CAR0.002920.122-8.5100.009680.252-6.886.17e-12
BETA_COST_OTHERASC_SM0.005420.116-9.2500.01160.161-8.066.66e-16
BETA_COST_OTHERBETA_COST_HWH0.004210.07342.560.01060.01820.1241.520.128
BETA_DISTASC_CAR0.007960.0728-9.1600.01310.112-9.520
BETA_DISTASC_SM-0.129-0.605-8.470-0.112-0.507-8.780
BETA_DISTBETA_COST_HWH0.009630.0367-5.291.24e-070.04230.0946-4.831.37e-06
BETA_DISTBETA_COST_OTHER-0.00371-0.0284-6.721.88e-110.008580.0468-6.895.47e-12
BETA_TIME_CAR_CLASC_CAR-0.0115-0.00225-0.06930.945-0.0202-0.109-2.060.0391
BETA_TIME_CAR_CLASC_SM-0.0265-0.00265-0.09910.921-0.0501-0.143-2.840.00456
BETA_TIME_CAR_CLBETA_COST_HWH-0.00121-9.87e-050.005130.9960.03090.04340.1420.887
BETA_TIME_CAR_CLBETA_COST_OTHER-0.014-0.00229-0.02080.9830.02260.0775-0.6310.528
BETA_TIME_CAR_CLBETA_DIST0.05750.002050.1270.8990.1270.1423.50.000467
BETA_TIME_CAR_REFASC_CAR0.004560.0072-3.630.0002830.06810.102-3.810.000136
BETA_TIME_CAR_REFASC_SM-0.0972-0.0784-3.850.00012-0.00542-0.00429-4.045.25e-05
BETA_TIME_CAR_REFBETA_COST_HWH0.1880.123-3.050.002290.7050.275-3.270.00108
BETA_TIME_CAR_REFBETA_COST_OTHER0.07510.0992-3.250.001160.2770.263-3.440.000584
BETA_TIME_CAR_REFBETA_DIST0.8660.25-2.110.0350.9570.299-2.230.0259
BETA_TIME_CAR_REFBETA_TIME_CAR_CL1.010.00622-0.3770.7061.510.296-3.370.000761
BETA_TIME_PT_CLASC_CAR-0.0128-0.00346-0.07920.937-0.0215-0.159-2.290.0222
BETA_TIME_PT_CLASC_SM-0.0244-0.00338-0.1210.904-0.0456-0.178-3.270.00108
BETA_TIME_PT_CLBETA_COST_HWH-0.00211-0.0002370.02410.9810.01870.0360.6070.544
BETA_TIME_PT_CLBETA_COST_OTHER-0.00963-0.00218-0.0120.990.01690.0795-0.3540.723
BETA_TIME_PT_CLBETA_DIST0.04030.0020.1930.8470.08970.1384.732.2e-06
BETA_TIME_PT_CLBETA_TIME_CAR_CL94610.04370.9651.030.9971.330.182
BETA_TIME_PT_CLBETA_TIME_CAR_REF0.7070.006040.5370.5911.060.2843.450.000561
BETA_TIME_PT_REFASC_CAR0.05630.282-4.643.45e-060.110.469-4.487.57e-06
BETA_TIME_PT_REFASC_SM-0.00201-0.00515-5.192.05e-070.08390.19-5.093.53e-07
BETA_TIME_PT_REFBETA_COST_HWH0.06260.131-2.630.008590.2250.251-2.530.0115
BETA_TIME_PT_REFBETA_COST_OTHER0.01110.0468-3.280.001030.06770.185-3.160.0016
BETA_TIME_PT_REFBETA_DIST0.4230.3880.5340.5940.4450.3990.5110.61
BETA_TIME_PT_REFBETA_TIME_CAR_CL0.2430.00476-0.1070.9150.3140.176-2.230.0255
BETA_TIME_PT_REFBETA_TIME_CAR_REF5.70.9013.020.00255.40.8433.160.00157
BETA_TIME_PT_REFBETA_TIME_PT_CL0.1430.00387-0.1660.8690.1710.132-2.660.0078
BETA_WAITING_TIMEASC_CAR-0.000424-0.231-6.672.55e-11-0.00131-0.439-5.845.33e-09
BETA_WAITING_TIMEASC_SM-0.000345-0.0961-7.361.78e-13-0.0018-0.32-6.791.11e-11
BETA_WAITING_TIMEBETA_COST_HWH-9.03e-05-0.02055.093.62e-070.0006780.05932.90.00378
BETA_WAITING_TIMEBETA_COST_OTHER0.0001190.05434.692.74e-060.0004720.1013.240.00121
BETA_WAITING_TIMEBETA_DIST-0.00099-0.09867.922.44e-15-0.000668-0.04688.22.22e-16
BETA_WAITING_TIMEBETA_TIME_CAR_CL0.0005570.001180.04260.9660.004530.1991.30.193
BETA_WAITING_TIMEBETA_TIME_CAR_REF-0.00182-0.03123.420.0006360.00190.02323.580.000347
BETA_WAITING_TIMEBETA_TIME_PT_CL0.0007140.00210.04220.9660.004090.2471.280.201
BETA_WAITING_TIMEBETA_TIME_PT_REF-0.00524-0.2863.840.000124-0.0114-0.3973.610.000303
beta_ScaledIncome_10_moreASC_CAR-0.000278-0.00265-1.180.237-0.00178-0.253-5.162.41e-07
beta_ScaledIncome_10_moreASC_SM0.0003830.00187-2.490.0127-0.00164-0.123-6.517.68e-11
beta_ScaledIncome_10_moreBETA_COST_HWH-0.00078-0.003092.20.0276-0.00329-0.1222.980.00292
beta_ScaledIncome_10_moreBETA_COST_OTHER0.000270.002161.130.258-0.000302-0.02733.440.000585
beta_ScaledIncome_10_moreBETA_DIST-0.00439-0.007635.778.1e-09-0.00682-0.2028.192.22e-16
beta_ScaledIncome_10_moreBETA_TIME_CAR_CL26.80.9960.04560.964-0.0332-0.6181.330.185
beta_ScaledIncome_10_moreBETA_TIME_CAR_REF-0.0293-0.008793.380.000722-0.0545-0.2833.580.00034
beta_ScaledIncome_10_moreBETA_TIME_PT_CL19.30.9960.04630.963-0.0229-0.5871.310.189
beta_ScaledIncome_10_moreBETA_TIME_PT_REF-0.0111-0.01053.440.000593-0.0292-0.4343.630.000283
beta_ScaledIncome_10_moreBETA_WAITING_TIME5.74e-050.005950.09630.9230.0001950.2261.60.11
beta_ScaledIncome_4_6ASC_CAR-0.00424-0.0154-0.430.667-0.00855-0.221-2.630.00865
beta_ScaledIncome_4_6ASC_SM-0.00635-0.0118-0.9730.33-0.0142-0.195-4.574.78e-06
beta_ScaledIncome_4_6BETA_COST_HWH-0.0013-0.001960.9360.350.002010.01352.880.00401
beta_ScaledIncome_4_6BETA_COST_OTHER-0.00128-0.003880.4660.6410.007690.1262.80.00504
beta_ScaledIncome_4_6BETA_DIST0.007410.004912.990.002830.01450.07818.144.44e-16
beta_ScaledIncome_4_6BETA_TIME_CAR_CL70.40.9950.04870.9610.2710.921.730.0843
beta_ScaledIncome_4_6BETA_TIME_CAR_REF0.270.03093.190.001410.3290.313.670.000246
beta_ScaledIncome_4_6BETA_TIME_PT_CL50.70.9950.05070.960.20.931.910.0563
beta_ScaledIncome_4_6BETA_TIME_PT_REF0.05420.01972.330.01990.03380.09133.720.0002
beta_ScaledIncome_4_6BETA_WAITING_TIME0.0002180.008590.06340.9490.001480.3120.510.61
beta_ScaledIncome_4_6beta_ScaledIncome_10_more1.430.9850.04250.966-0.00373-0.3340.1960.845
beta_ScaledIncome_6_8ASC_CAR0.005180.00939-0.2810.7790.01030.188-3.090.00201
beta_ScaledIncome_6_8ASC_SM0.008660.00803-0.5570.5780.01890.184-5.261.42e-07
beta_ScaledIncome_6_8BETA_COST_HWH0.002360.001780.4080.683-0.00251-0.0122.30.0216
beta_ScaledIncome_6_8BETA_COST_OTHER0.004060.006170.1690.866-0.00823-0.09591.480.139
beta_ScaledIncome_6_8BETA_DIST-0.00866-0.002871.510.132-0.0237-0.09097.041.95e-12
beta_ScaledIncome_6_8BETA_TIME_CAR_CL-141-0.9980.03520.972-0.405-0.9740.9230.356
beta_ScaledIncome_6_8BETA_TIME_CAR_REF-0.326-0.01862.530.0114-0.44-0.2943.450.000554
beta_ScaledIncome_6_8BETA_TIME_PT_CL-102-0.9980.03240.974-0.297-0.980.8020.422
beta_ScaledIncome_6_8BETA_TIME_PT_REF-0.0657-0.01191.270.203-0.0552-0.1053.370.000744
beta_ScaledIncome_6_8BETA_WAITING_TIME-0.000359-0.00707-0.03350.973-0.00196-0.294-0.3680.713
beta_ScaledIncome_6_8beta_ScaledIncome_10_more-2.87-0.991-0.04360.9650.007340.466-0.6120.541
beta_ScaledIncome_6_8beta_ScaledIncome_4_6-7.61-0.998-0.04350.965-0.0827-0.955-0.4310.666
beta_ScaledIncome_8_10ASC_CAR-0.00169-0.00572-0.4850.627-0.00138-0.044-3.928.99e-05
beta_ScaledIncome_8_10ASC_SM-0.00486-0.00841-0.9930.321-0.00662-0.112-5.62.15e-08
beta_ScaledIncome_8_10BETA_COST_HWH0.0009280.001310.7920.4280.008530.07092.720.00656
beta_ScaledIncome_8_10BETA_COST_OTHER-0.00268-0.007580.3520.7250.001270.02572.360.0184
beta_ScaledIncome_8_10BETA_DIST0.01250.007722.730.006250.02810.1878.262.22e-16
beta_ScaledIncome_8_10BETA_TIME_CAR_CL-75.1-0.9910.0390.9690.2210.9221.480.138
beta_ScaledIncome_8_10BETA_TIME_CAR_REF0.1760.01883.110.001890.2570.2993.610.000304
beta_ScaledIncome_8_10BETA_TIME_PT_CL-54.2-0.9910.03730.970.1590.9141.530.127
beta_ScaledIncome_8_10BETA_TIME_PT_REF0.04430.0152.150.03180.07210.243.680.00023
beta_ScaledIncome_8_10BETA_WAITING_TIME4.54e-050.00167-0.02480.980.0003640.0947-0.260.795
beta_ScaledIncome_8_10beta_ScaledIncome_10_more-1.55-0.998-0.04360.965-0.0074-0.818-0.5160.606
beta_ScaledIncome_8_10beta_ScaledIncome_4_6-3.99-0.976-0.04370.9650.03570.717-1.010.313
beta_ScaledIncome_8_10beta_ScaledIncome_6_88.020.9820.04180.967-0.0587-0.8350.1490.881
beta_ScaledIncome_lessthan_4ASC_CAR0.0004430.00255-0.7060.480.001770.2-5.631.82e-08
beta_ScaledIncome_lessthan_4ASC_SM6.03e-050.000177-1.550.1210.00160.0957-6.633.36e-11
beta_ScaledIncome_lessthan_4BETA_COST_HWH-0.00125-0.0031.430.153-0.00293-0.08633.010.00262
beta_ScaledIncome_lessthan_4BETA_COST_OTHER-0.001-0.004830.7120.477-0.00102-0.07343.450.000556
beta_ScaledIncome_lessthan_4BETA_DIST0.0006440.0006784.291.77e-050.003440.08148.360
beta_ScaledIncome_lessthan_4BETA_TIME_CAR_CL44.40.9980.04680.9630.00150.02231.380.169
beta_ScaledIncome_lessthan_4BETA_TIME_CAR_REF-0.191-0.03463.290.00102-0.138-0.5683.570.000355
beta_ScaledIncome_lessthan_4BETA_TIME_PT_CL320.9980.0480.9628.99e-050.001831.380.169
beta_ScaledIncome_lessthan_4BETA_TIME_PT_REF-0.0457-0.02632.910.00357-0.0214-0.2523.660.000256
beta_ScaledIncome_lessthan_4BETA_WAITING_TIME-1.43e-05-0.0008970.07550.94-0.000216-0.1991.470.142
beta_ScaledIncome_lessthan_4beta_ScaledIncome_10_more0.910.9960.04310.966-0.000963-0.3780.2510.802
beta_ScaledIncome_lessthan_4beta_ScaledIncome_4_62.370.988-0.04050.968-0.00367-0.262-0.1150.908
beta_ScaledIncome_lessthan_4beta_ScaledIncome_6_8-4.77-0.9940.04360.9650.001570.07930.640.522
beta_ScaledIncome_lessthan_4beta_ScaledIncome_8_10-2.55-0.9930.04370.9650.002350.2070.7340.463
coef_age_65_moreASC_CAR-0.00278-0.0266-1.260.206-0.00792-0.392-4.025.84e-05
coef_age_65_moreASC_SM-0.00416-0.0203-2.560.0105-0.0125-0.328-5.691.28e-08
coef_age_65_moreBETA_COST_HWH-7.52e-05-0.0002992.130.0331-0.000725-0.009382.830.00461
coef_age_65_moreBETA_COST_OTHER-0.000431-0.003441.050.295-0.00388-0.1222.740.00611
coef_age_65_moreBETA_DIST0.005040.008795.768.45e-090.008760.09088.232.22e-16
coef_age_65_moreBETA_TIME_CAR_CL-26.4-0.9840.0420.9660.01970.1281.320.188
coef_age_65_moreBETA_TIME_CAR_REF-0.0528-0.01593.360.00077-0.0677-0.1223.560.000365
coef_age_65_moreBETA_TIME_PT_CL-19.1-0.9840.04130.9670.0180.1611.30.194
coef_age_65_moreBETA_TIME_PT_REF-0.0299-0.02853.370.000747-0.0646-0.3353.520.000426
coef_age_65_moreBETA_WAITING_TIME0.0002840.02950.009660.9920.0009450.3830.05820.954
coef_age_65_morebeta_ScaledIncome_10_more-0.541-0.981-0.04360.9650.001620.278-0.5180.605
coef_age_65_morebeta_ScaledIncome_4_6-1.41-0.974-0.04350.9650.006290.196-0.4550.649
coef_age_65_morebeta_ScaledIncome_6_82.840.980.04340.965-0.00627-0.1390.3550.723
coef_age_65_morebeta_ScaledIncome_8_101.520.9790.0430.9660.0006880.02650.2510.802
coef_age_65_morebeta_ScaledIncome_lessthan_4-0.897-0.984-0.04360.965-0.00138-0.189-0.5690.569
coef_haveChildrenASC_CAR-0.00176-0.0304-2.160.0309-0.00521-0.386-4.594.36e-06
coef_haveChildrenASC_SM-0.00481-0.0425-4.025.89e-05-0.00915-0.359-6.041.59e-09
coef_haveChildrenBETA_COST_HWH-0.00196-0.01413.270.00108-0.00863-0.1672.830.00462
coef_haveChildrenBETA_COST_OTHER-0.000534-0.007711.830.0678-0.00461-0.2172.930.00341
coef_haveChildrenBETA_DIST0.007870.02487.111.17e-120.001780.02768.212.22e-16
coef_haveChildrenBETA_TIME_CAR_CL-14.6-0.9820.04280.966-0.0442-0.431.270.203
coef_haveChildrenBETA_TIME_CAR_REF-0.0351-0.01913.40.000672-0.0974-0.2633.560.000367
coef_haveChildrenBETA_TIME_PT_CL-10.5-0.9810.04240.966-0.0289-0.3861.240.213
coef_haveChildrenBETA_TIME_PT_REF-0.0225-0.03893.670.000241-0.0589-0.4563.550.000388
coef_haveChildrenBETA_WAITING_TIME0.0001010.01890.05250.9580.0003390.2050.2550.799
coef_haveChildrenbeta_ScaledIncome_10_more-0.297-0.973-0.04370.9650.00270.695-0.7830.434
coef_haveChildrenbeta_ScaledIncome_4_6-0.782-0.977-0.04340.965-0.00475-0.222-0.3650.715
coef_haveChildrenbeta_ScaledIncome_6_81.570.9810.04350.9650.01020.3380.4610.645
coef_haveChildrenbeta_ScaledIncome_8_100.830.9670.04330.965-0.00897-0.5160.2870.774
coef_haveChildrenbeta_ScaledIncome_lessthan_4-0.495-0.982-0.04360.965-0.00211-0.432-0.5840.559
coef_haveChildrencoef_age_65_more0.2960.9740.04050.9680.004330.3880.1150.908
coef_haveGAASC_CAR0.002950.0012-0.09670.923-9.06e-05-0.000954-2.690.00704
coef_haveGAASC_SM0.004990.00103-0.1590.8740.00740.0413-4.173.02e-05
coef_haveGABETA_COST_HWH-0.00484-0.0008150.05750.954-0.0357-0.09811.130.261
coef_haveGABETA_COST_OTHER0.004430.00150.003720.997-0.0179-0.120.09540.924
coef_haveGABETA_DIST-0.0198-0.001470.3090.757-0.0657-0.1455.261.46e-07
coef_haveGABETA_TIME_CAR_CL-634-10.01530.988-0.708-0.9790.4580.647
coef_haveGABETA_TIME_CAR_REF-0.54-0.006890.8070.42-0.876-0.3373.230.00126
coef_haveGABETA_TIME_PT_CL-457-10.008660.993-0.509-0.9660.2580.796
coef_haveGABETA_TIME_PT_REF-0.151-0.006120.2680.789-0.259-0.2852.660.00776
coef_haveGABETA_WAITING_TIME2.27e-050.0001-0.04150.967-0.00114-0.0981-1.190.234
coef_haveGAbeta_ScaledIncome_10_more-12.9-0.996-0.04370.9650.01940.707-1.380.167
coef_haveGAbeta_ScaledIncome_4_6-34-0.994-0.04370.965-0.129-0.86-1.020.307
coef_haveGAbeta_ScaledIncome_6_868.10.998-0.04370.9650.1960.921-1.880.0603
coef_haveGAbeta_ScaledIncome_8_1036.30.991-0.04370.965-0.114-0.937-0.8430.399
coef_haveGAbeta_ScaledIncome_lessthan_4-21.4-0.998-0.04370.965-0.00331-0.0961-1.330.184
coef_haveGAcoef_age_65_more12.80.984-0.04370.965-0.0045-0.0573-1.170.244
coef_haveGAcoef_haveChildren7.040.982-0.04370.9650.02820.536-1.320.187
coef_highEducationASC_CAR0.003030.0512-2.170.02990.007470.497-6.95.15e-12
coef_highEducationASC_SM0.004270.0369-4.114.03e-050.01160.407-7.56.55e-14
coef_highEducationBETA_COST_HWH0.00140.009823.260.00110.004570.07932.930.00342
coef_highEducationBETA_COST_OTHER-0.000509-0.00721.790.0730.001540.06523.150.00163
coef_highEducationBETA_DIST-0.00238-0.007336.982.94e-12-0.00449-0.06248.114.44e-16
coef_highEducationBETA_TIME_CAR_CL-14.8-0.9750.04280.966-0.016-0.1391.30.194
coef_highEducationBETA_TIME_CAR_REF0.002340.001253.410.0006580.03460.08393.590.000333
coef_highEducationBETA_TIME_PT_CL-10.7-0.9760.04240.966-0.0152-0.1821.260.206
coef_highEducationBETA_TIME_PT_REF0.01760.02973.730.0001880.05550.3853.730.00019
coef_highEducationBETA_WAITING_TIME-0.000211-0.03880.05060.96-0.000811-0.4410.20.841
coef_highEducationbeta_ScaledIncome_10_more-0.303-0.973-0.04360.965-0.000808-0.186-0.4430.658
coef_highEducationbeta_ScaledIncome_4_6-0.795-0.972-0.04340.965-0.0059-0.247-0.3570.721
coef_highEducationbeta_ScaledIncome_6_81.590.9730.04350.9650.004980.1480.4360.663
coef_highEducationbeta_ScaledIncome_8_100.8460.9660.04330.965-0.00255-0.1320.3130.754
coef_highEducationbeta_ScaledIncome_lessthan_4-0.5-0.972-0.04370.9650.001360.249-0.7240.469
coef_highEducationcoef_age_65_more0.2960.9530.03860.969-0.00533-0.4280.07360.941
coef_highEducationcoef_haveChildren0.1630.949-0.002180.998-0.00338-0.407-0.001880.998
coef_highEducationcoef_haveGA7.140.9750.04370.9650.002440.04171.220.222
coef_individualHouseASC_CAR0.001890.00498-0.3880.6980.003770.207-5.982.21e-09
coef_individualHouseASC_SM0.004110.00553-0.7860.4320.00730.212-7.254.09e-13
coef_individualHouseBETA_COST_HWH0.0006860.0007510.610.5420.001860.02672.720.00645
coef_individualHouseBETA_COST_OTHER0.001720.003790.2640.792-0.000639-0.02232.60.00937
coef_individualHouseBETA_DIST-0.00446-0.002142.160.0305-0.00692-0.07937.912.44e-15
coef_individualHouseBETA_TIME_CAR_CL-97.4-10.03770.97-0.112-0.8041.140.254
coef_individualHouseBETA_TIME_CAR_REF-0.0682-0.005662.910.00365-0.095-0.193.540.000401
coef_individualHouseBETA_TIME_PT_CL-70.2-10.03560.972-0.0823-0.8141.060.288
coef_individualHouseBETA_TIME_PT_REF-0.00872-0.00231.760.0783-0.00152-0.008693.570.000363
coef_individualHouseBETA_WAITING_TIME-0.000141-0.00405-0.02920.977-0.000692-0.31-0.6330.527
coef_individualHousebeta_ScaledIncome_10_more-1.99-0.996-0.04370.9650.001910.363-1.380.168
coef_individualHousebeta_ScaledIncome_4_6-5.22-0.994-0.04360.965-0.0226-0.783-0.5830.56
coef_individualHousebeta_ScaledIncome_6_810.50.9980.04260.9660.0350.8570.2040.838
coef_individualHousebeta_ScaledIncome_8_105.570.991-0.0390.969-0.0156-0.665-0.09060.928
coef_individualHousebeta_ScaledIncome_lessthan_4-3.3-0.998-0.04370.965-3.88e-05-0.00587-1.320.188
coef_individualHousecoef_age_65_more1.960.983-0.04360.965-0.00262-0.174-0.4540.65
coef_individualHousecoef_haveChildren1.080.982-0.04370.9650.00370.367-0.8550.393
coef_individualHousecoef_haveGA4710.04370.9650.05170.7281.220.221
coef_individualHousecoef_highEducation1.10.973-0.04360.965-0.000277-0.0246-0.6510.515
coef_maleASC_CAR-0.000717-0.0015-0.230.818-0.00225-0.102-3.530.00042
coef_maleASC_SM0.00110.00117-0.5480.584-0.00118-0.0285-5.631.8e-08
coef_maleBETA_COST_HWH-0.00263-0.002290.5640.573-0.00585-0.06933.070.00213
coef_maleBETA_COST_OTHER-0.00115-0.002010.2890.7730.003990.1153.640.000273
coef_maleBETA_DIST-0.00999-0.003821.820.0686-0.0118-0.1128.154.44e-16
coef_maleBETA_TIME_CAR_CL12210.05270.9580.1220.7261.590.113
coef_maleBETA_TIME_CAR_REF0.08840.005832.770.005630.1190.1973.640.00027
coef_maleBETA_TIME_PT_CL88.310.05670.9550.08850.7241.670.0942
coef_maleBETA_TIME_PT_REF0.02040.004271.540.1250.01190.05643.760.00017
coef_maleBETA_WAITING_TIME0.0001350.003070.05530.9560.0006880.2551.360.174
coef_malebeta_ScaledIncome_10_more2.50.9960.04370.965-0.00188-0.2960.720.472
coef_malebeta_ScaledIncome_4_66.570.9940.04340.9650.02610.7470.370.711
coef_malebeta_ScaledIncome_6_8-13.2-0.9980.04360.965-0.0396-0.8040.6750.499
coef_malebeta_ScaledIncome_8_10-7.01-0.9910.04370.9650.01620.5721.430.152
coef_malebeta_ScaledIncome_lessthan_44.150.9980.04360.965-0.00025-0.03140.6130.54
coef_malecoef_age_65_more-2.47-0.9850.04370.965-0.00307-0.1680.870.384
coef_malecoef_haveChildren-1.36-0.9820.04370.965-0.0047-0.3860.8630.388
coef_malecoef_haveGA-59.1-10.04370.965-0.0569-0.6631.290.198
coef_malecoef_highEducation-1.38-0.9740.04370.9650.0001190.008730.9740.33
coef_malecoef_individualHouse-9.09-0.9990.04370.965-0.0126-0.7671.090.274
coef_moreThanOneBikeASC_CAR0.004090.00337-0.1520.8790.006720.151-4.31.68e-05
coef_moreThanOneBikeASC_SM0.008080.00341-0.2780.7810.01510.181-6.431.25e-10
coef_moreThanOneBikeBETA_COST_HWH0.0002167.4e-050.1630.871-0.00831-0.04892.070.0387
coef_moreThanOneBikeBETA_COST_OTHER0.002510.001740.0530.958-0.00625-0.08971.160.245
coef_moreThanOneBikeBETA_DIST-0.0125-0.001880.6740.501-0.0302-0.1426.944.03e-12
coef_moreThanOneBikeBETA_TIME_CAR_CL-311-10.0270.978-0.323-0.9560.8260.409
coef_moreThanOneBikeBETA_TIME_CAR_REF-0.229-0.005971.540.123-0.327-0.2693.430.000602
coef_moreThanOneBikeBETA_TIME_PT_CL-224-10.02210.982-0.236-0.9590.6720.502
coef_moreThanOneBikeBETA_TIME_PT_REF-0.0462-0.003820.5860.558-0.0534-0.1263.270.00107
coef_moreThanOneBikeBETA_WAITING_TIME-0.000192-0.00172-0.03920.969-0.00117-0.217-1.160.244
coef_moreThanOneBikebeta_ScaledIncome_10_more-6.35-0.996-0.04370.9650.007910.618-1.580.115
coef_moreThanOneBikebeta_ScaledIncome_4_6-16.6-0.994-0.04370.965-0.0615-0.874-0.8930.372
coef_moreThanOneBikebeta_ScaledIncome_6_833.40.998-0.04370.9650.09030.91-1.370.17
coef_moreThanOneBikebeta_ScaledIncome_8_1017.80.991-0.04360.965-0.0528-0.926-0.5960.551
coef_moreThanOneBikebeta_ScaledIncome_lessthan_4-10.5-0.998-0.04370.965-0.00056-0.0348-1.470.141
coef_moreThanOneBikecoef_age_65_more6.260.984-0.04370.965-0.00496-0.135-1.050.295
coef_moreThanOneBikecoef_haveChildren3.450.981-0.04370.9650.009440.385-1.360.174
coef_moreThanOneBikecoef_haveGA15010.04370.9650.1620.9391.10.272
coef_moreThanOneBikecoef_highEducation3.510.976-0.04370.9650.00740.271-1.30.192
coef_moreThanOneBikecoef_individualHouse230.999-0.04370.9650.02270.686-1.170.243
coef_moreThanOneBikecoef_male-29-1-0.04370.965-0.0266-0.666-1.330.182
coef_moreThanOneCarASC_CAR-0.0104-0.003080.005030.996-0.0168-0.1340.1440.886
coef_moreThanOneCarASC_SM-0.0207-0.00313-0.04010.968-0.0385-0.162-1.070.286
coef_moreThanOneCarBETA_COST_HWH-0.00121-0.0001480.1180.9060.02220.04622.880.00403
coef_moreThanOneCarBETA_COST_OTHER-0.00834-0.002060.07840.9380.0180.09142.290.0219
coef_moreThanOneCarBETA_DIST0.03740.002020.3010.7630.08540.1427.11.22e-12
coef_moreThanOneCarBETA_TIME_CAR_CL86810.2140.830.9530.9976.672.51e-11
coef_moreThanOneCarBETA_TIME_CAR_REF0.650.006050.6740.5010.9910.2883.986.93e-05
coef_moreThanOneCarBETA_TIME_PT_CL62611.010.3110.6950.99725.10
coef_moreThanOneCarBETA_TIME_PT_REF0.1390.004110.2720.7860.1770.1484.14.14e-05
coef_moreThanOneCarBETA_WAITING_TIME0.0006180.001990.04540.9640.003560.2321.360.174
coef_moreThanOneCarbeta_ScaledIncome_10_more17.70.9960.04370.965-0.0222-0.6121.220.223
coef_moreThanOneCarbeta_ScaledIncome_4_646.50.9950.04370.9650.1820.9151.640.1
coef_moreThanOneCarbeta_ScaledIncome_6_8-93.4-0.9980.04370.965-0.273-0.9731.060.288
coef_moreThanOneCarbeta_ScaledIncome_8_10-49.7-0.9910.04370.9650.1490.9241.830.0676
coef_moreThanOneCarbeta_ScaledIncome_lessthan_429.40.9980.04370.9650.001040.02281.240.217
coef_moreThanOneCarcoef_age_65_more-17.5-0.9840.04370.9650.01580.1521.360.174
coef_moreThanOneCarcoef_haveChildren-9.64-0.9820.04370.965-0.0288-0.4151.260.207
coef_moreThanOneCarcoef_haveGA-419-10.04370.965-0.475-0.9711.290.196
coef_moreThanOneCarcoef_highEducation-9.79-0.9750.04370.965-0.0118-0.1521.290.196
coef_moreThanOneCarcoef_individualHouse-64.4-10.04370.965-0.0754-0.8031.290.196
coef_moreThanOneCarcoef_male8110.04370.9650.08020.7071.270.206
coef_moreThanOneCarcoef_moreThanOneBike-205-10.04370.965-0.22-0.9621.320.188
sigma_sASC_CAR-0.00793-0.002630.0003391-0.0124-0.1120.009720.992
sigma_sASC_SM-0.0143-0.00242-0.05020.96-0.028-0.133-1.330.183
sigma_sBETA_COST_HWH-0.00118-0.0001630.1270.8990.01860.04382.970.00295
sigma_sBETA_COST_OTHER-0.00806-0.002230.08260.9340.01580.09052.410.0159
sigma_sBETA_DIST0.02560.001550.3330.740.06950.1317.391.48e-13
sigma_sBETA_TIME_CAR_CL77410.1690.8650.8460.9995.251.52e-07
sigma_sBETA_TIME_CAR_REF0.6070.006340.7470.4550.9160.3013.957.81e-05
sigma_sBETA_TIME_PT_CL55810.4370.6620.6150.99712.40
sigma_sBETA_TIME_PT_REF0.1420.004710.2990.7650.1890.1784.173.11e-05
sigma_sBETA_WAITING_TIME0.0003940.001420.04560.9640.002770.2041.370.169
sigma_sbeta_ScaledIncome_10_more15.80.9960.04370.965-0.0198-0.6161.220.223
sigma_sbeta_ScaledIncome_4_641.50.9950.04370.9650.1620.9191.720.0852
sigma_sbeta_ScaledIncome_6_8-83.3-0.9980.04370.965-0.243-0.9751.050.295
sigma_sbeta_ScaledIncome_8_10-44.3-0.9910.04370.9650.1320.9211.930.054
sigma_sbeta_ScaledIncome_lessthan_426.20.9980.04370.9650.00120.02991.240.216
sigma_scoef_age_65_more-15.6-0.9840.04370.9650.01070.1171.360.172
sigma_scoef_haveChildren-8.6-0.9820.04370.965-0.027-0.4391.260.207
sigma_scoef_haveGA-374-10.04370.965-0.424-0.9811.290.196
sigma_scoef_highEducation-8.73-0.9750.04370.965-0.00896-0.1311.30.192
sigma_scoef_individualHouse-57.4-10.04370.965-0.0668-0.8041.30.193
sigma_scoef_male72.210.04370.9650.07370.7341.280.201
sigma_scoef_moreThanOneBike-183-10.04370.965-0.193-0.9561.330.184
sigma_scoef_moreThanOneCar5121-0.04370.9650.570.996-0.9760.329

Smallest eigenvalue: 0.000289881

Largest eigenvalue: 83304

Condition number: 2.87374e+08