biogeme 3.2.6 [2020-06-05]

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 2020-06-06 06:45:07.728524

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_mc.html
Database name: optima

Estimation report

Number of estimated parameters: 24
Sample size: 1906
Excluded observations: 359
Init log likelihood: -1123.844
Final log likelihood: -1123.784
Likelihood ratio test for the init. model: 0.1199629
Rho-square for the init. model: 5.34e-05
Rho-square-bar for the init. model: -0.0213
Akaike Information Criterion: 2295.567
Bayesian Information Criterion: 2428.833
Final gradient norm: 6.7615E+21
Number of draws: 10000
Draws generation time: 0:00:38.525270
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: 5.683693e-06
Number of iterations: 431
Number of function evaluations: 1250
Number of gradient evaluations: 410
Number of hessian evaluations: 410
Cause of termination: Relative gradient = 5.7e-06 <= 6.1e-06
Optimization time: 18:58:01.965873

Estimated parameters

NameValueActive boundStd errt-testp-valueRob. Std errRob. t-testRob. p-value
ASC_CAR0.84405.31e-581.59e+5702.88e-582.93e+570
ASC_SM0.2160-01.8e+308001.8e+3080
BETA_COST_HWH-1.7303.44e-49-5.02e+4801.87e-49-9.25e+480
BETA_COST_OTHER-1.5307.5e-49-2.04e+4804.07e-49-3.76e+480
BETA_DIST-1.2806.37e-49-2.01e+4803.46e-49-3.71e+480
BETA_TIME_CAR_CL0.13503.92e-483.45e+4602.12e-486.35e+460
BETA_TIME_CAR_REF-10.206.4e-49-1.59e+4903.47e-49-2.92e+490
BETA_TIME_PT_CL-8.9503.15e-48-2.84e+4801.71e-48-5.24e+480
BETA_TIME_PT_REF-4.12e-2511.16e-24-0.3560.7226.28e-25-0.6570.511
BETA_WAITING_TIME-0.084302.82e-47-2.99e+4501.53e-47-5.51e+450
beta_ScaledIncome_10_more-0.65905.14e-48-1.28e+4702.79e-48-2.36e+470
beta_ScaledIncome_4_60.35908.89e-484.04e+4604.82e-487.44e+460
beta_ScaledIncome_6_8-0.69205.72e-48-1.21e+4703.1e-48-2.23e+470
beta_ScaledIncome_8_102.2202.99e-487.4e+4701.62e-481.36e+480
beta_ScaledIncome_lessthan_4-0.55302.04e-47-2.71e+4601.11e-47-4.99e+460
coef_age_65_more1.1704.9e-492.4e+4802.66e-494.42e+480
coef_haveChildren-0.25502.41e-48-1.06e+4701.31e-48-1.95e+470
coef_haveGA6.3901.99e-483.22e+4801.08e-485.93e+480
coef_highEducation-2.2203.1e-48-7.16e+4701.68e-48-1.32e+480
coef_individualHouse0.61503.86e-481.59e+4702.1e-482.93e+470
coef_male-0.95602.61e-48-3.66e+4701.42e-48-6.74e+470
coef_moreThanOneBike1.703.01e-485.64e+4701.63e-481.04e+480
coef_moreThanOneCar-5.6802.29e-48-2.48e+4801.24e-48-4.57e+480
sigma_s5.0803.48e-481.46e+4801.89e-482.69e+480

Correlation of coefficients

Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
ASC_SMASC_CAR-01.8e+308-1.18e+57001.8e+308-2.18e+570
BETA_COST_HWHASC_CAR-1.97e-1161.8e+308-7.47e+480-5.81e-1171.8e+308-1.38e+490
BETA_COST_HWHASC_SM-1.93e-971.8e+308-2.74e+480-5.67e-981.8e+308-5.05e+480
BETA_COST_OTHERASC_CAR-4.31e-1161.8e+308-3.17e+480-1.27e-1161.8e+308-5.83e+480
BETA_COST_OTHERASC_SM-4.2e-971.8e+308-1.47e+480-1.24e-971.8e+308-2.72e+480
BETA_COST_OTHERBETA_COST_HWH2.58e-971.8e+3084.82e+4707.6e-981.8e+3088.88e+470
BETA_DISTASC_CAR3.66e-1161.8e+308-3.34e+4801.08e-1161.8e+308-6.15e+480
BETA_DISTASC_SM3.57e-971.8e+3081.8e+30801.05e-971.8e+3081.8e+3080
BETA_DISTBETA_COST_HWH-2.19e-971.8e+3084.53e+470-6.45e-981.8e+3088.35e+470
BETA_DISTBETA_COST_OTHER-4.78e-971.8e+3081.79e+470-1.41e-971.8e+3083.31e+470
BETA_TIME_CAR_CLASC_CAR2.25e-1151.8e+308-1.81e+4706.62e-1161.8e+308-3.34e+470
BETA_TIME_CAR_CLASC_SM2.19e-961.8e+308-2.46e+4606.45e-971.8e+308-4.54e+460
BETA_TIME_CAR_CLBETA_COST_HWH-1.35e-961.8e+3084.37e+470-3.97e-971.8e+3088.05e+470
BETA_TIME_CAR_CLBETA_COST_OTHER-2.94e-961.8e+3083.57e+470-8.65e-971.8e+3086.58e+470
BETA_TIME_CAR_CLBETA_DIST2.49e-961.8e+3084.32e+4707.34e-971.8e+3087.96e+470
BETA_TIME_CAR_REFASC_CAR3.67e-1161.8e+308-1.72e+4901.08e-1161.8e+308-3.17e+490
BETA_TIME_CAR_REFASC_SM3.58e-971.8e+3081.8e+30801.05e-971.8e+3081.8e+3080
BETA_TIME_CAR_REFBETA_COST_HWH-2.2e-971.8e+308-8.56e+480-6.48e-981.8e+308-1.58e+490
BETA_TIME_CAR_REFBETA_COST_OTHER-4.8e-971.8e+308-6.2e+480-1.41e-971.8e+308-1.14e+490
BETA_TIME_CAR_REFBETA_DIST4.08e-971.8e+308-2.97e+5101.2e-971.8e+308-5.48e+510
BETA_TIME_CAR_REFBETA_TIME_CAR_CL2.51e-961.8e+308-3.14e+4807.38e-971.8e+308-5.79e+480
BETA_TIME_PT_CLASC_CAR-1.81e-1151.8e+308-3.11e+480-5.33e-1161.8e+308-5.73e+480
BETA_TIME_PT_CLASC_SM-1.76e-961.8e+308-2.5e+480-5.19e-971.8e+308-4.61e+480
BETA_TIME_PT_CLBETA_COST_HWH1.08e-961.8e+308-2.57e+4803.19e-971.8e+308-4.74e+480
BETA_TIME_PT_CLBETA_COST_OTHER2.37e-961.8e+308-3.09e+4806.96e-971.8e+308-5.7e+480
BETA_TIME_PT_CLBETA_DIST-2.01e-961.8e+308-2.02e+480-5.91e-971.8e+308-3.73e+480
BETA_TIME_PT_CLBETA_TIME_CAR_CL-1.23e-951.8e+308-1.29e+480-3.63e-961.8e+308-2.37e+480
BETA_TIME_PT_CLBETA_TIME_CAR_REF-2.02e-961.8e+3083.16e+470-5.94e-971.8e+3085.82e+470
BETA_TIME_PT_REFASC_CAR-6.64e-921.8e+308-7.3e+230-1.96e-921.8e+308-1.34e+240
BETA_TIME_PT_REFASC_SM-6.48e-731.8e+308-1.87e+230-1.91e-731.8e+308-3.45e+230
BETA_TIME_PT_REFBETA_COST_HWH3.98e-731.8e+3081.49e+2401.17e-731.8e+3082.75e+240
BETA_TIME_PT_REFBETA_COST_OTHER8.68e-731.8e+3081.32e+2402.56e-731.8e+3082.44e+240
BETA_TIME_PT_REFBETA_DIST-7.37e-731.8e+3081.11e+240-2.17e-731.8e+3082.04e+240
BETA_TIME_PT_REFBETA_TIME_CAR_CL-4.53e-721.8e+308-1.17e+230-1.33e-721.8e+308-2.15e+230
BETA_TIME_PT_REFBETA_TIME_CAR_REF-7.41e-731.8e+3088.77e+240-2.18e-731.8e+3081.62e+250
BETA_TIME_PT_REFBETA_TIME_PT_CL3.65e-721.8e+3087.74e+2401.07e-721.8e+3081.43e+250
BETA_WAITING_TIMEASC_CAR-1.62e-1141.8e+308-3.29e+460-4.76e-1151.8e+308-6.07e+460
BETA_WAITING_TIMEASC_SM-1.58e-951.8e+308-1.05e+460-4.65e-961.8e+308-1.93e+460
BETA_WAITING_TIMEBETA_COST_HWH9.7e-961.8e+3085.89e+4602.85e-961.8e+3081.09e+470
BETA_WAITING_TIMEBETA_COST_OTHER2.12e-951.8e+3085.27e+4606.23e-961.8e+3089.71e+460
BETA_WAITING_TIMEBETA_DIST-1.8e-951.8e+3084.15e+460-5.29e-961.8e+3087.65e+460
BETA_WAITING_TIMEBETA_TIME_CAR_CL-1.1e-941.8e+308-6.83e+450-3.25e-951.8e+308-1.26e+460
BETA_WAITING_TIMEBETA_TIME_CAR_REF-1.8e-951.8e+3083.49e+470-5.31e-961.8e+3086.43e+470
BETA_WAITING_TIMEBETA_TIME_PT_CL8.89e-951.8e+3083.54e+4702.62e-951.8e+3086.53e+470
BETA_WAITING_TIMEBETA_TIME_PT_REF3.26e-711.8e+308-7.29e+2209.61e-721.8e+308-1.34e+230
beta_ScaledIncome_10_moreASC_CAR-2.95e-1151.8e+308-2.92e+470-8.69e-1161.8e+308-5.39e+470
beta_ScaledIncome_10_moreASC_SM-2.88e-961.8e+308-1.54e+470-8.47e-971.8e+308-2.84e+470
beta_ScaledIncome_10_moreBETA_COST_HWH1.77e-961.8e+3082.22e+4705.21e-971.8e+3084.1e+470
beta_ScaledIncome_10_moreBETA_COST_OTHER3.86e-961.8e+3081.98e+4701.14e-961.8e+3083.66e+470
beta_ScaledIncome_10_moreBETA_DIST-3.28e-961.8e+3081.08e+470-9.64e-971.8e+3081.99e+470
beta_ScaledIncome_10_moreBETA_TIME_CAR_CL-2.01e-951.8e+308-8.77e+460-5.93e-961.8e+308-1.62e+470
beta_ScaledIncome_10_moreBETA_TIME_CAR_REF-3.29e-961.8e+3081.64e+480-9.69e-971.8e+3083.03e+480
beta_ScaledIncome_10_moreBETA_TIME_PT_CL1.62e-951.8e+3084.17e+4804.77e-961.8e+3087.69e+480
beta_ScaledIncome_10_moreBETA_TIME_PT_REF5.95e-721.8e+308-5.7e+2301.75e-721.8e+308-1.05e+240
beta_ScaledIncome_10_moreBETA_WAITING_TIME1.45e-941.8e+308-2.49e+4604.27e-951.8e+308-4.6e+460
beta_ScaledIncome_4_6ASC_CAR-5.1e-1151.8e+308-5.46e+460-1.5e-1151.8e+308-1.01e+470
beta_ScaledIncome_4_6ASC_SM-4.97e-961.8e+3081.51e+460-1.46e-961.8e+3082.78e+460
beta_ScaledIncome_4_6BETA_COST_HWH3.06e-961.8e+3082.44e+4709e-971.8e+3084.5e+470
beta_ScaledIncome_4_6BETA_COST_OTHER6.67e-961.8e+3082.32e+4701.96e-961.8e+3084.28e+470
beta_ScaledIncome_4_6BETA_DIST-5.66e-961.8e+3081.72e+470-1.67e-961.8e+3083.18e+470
beta_ScaledIncome_4_6BETA_TIME_CAR_CL-3.48e-951.8e+3081.75e+460-1.02e-951.8e+3083.22e+460
beta_ScaledIncome_4_6BETA_TIME_CAR_REF-5.69e-961.8e+3081.1e+480-1.67e-961.8e+3082.03e+480
beta_ScaledIncome_4_6BETA_TIME_PT_CL2.8e-951.8e+3081.62e+4808.25e-961.8e+3082.99e+480
beta_ScaledIncome_4_6BETA_TIME_PT_REF1.03e-711.8e+3083.1e+2303.03e-721.8e+3085.72e+230
beta_ScaledIncome_4_6BETA_WAITING_TIME2.51e-941.8e+3082.3e+4607.38e-951.8e+3084.23e+460
beta_ScaledIncome_4_6beta_ScaledIncome_10_more4.57e-951.8e+3082.72e+4701.34e-951.8e+3085.01e+470
beta_ScaledIncome_6_8ASC_CAR-3.28e-1151.8e+308-2.69e+470-9.66e-1161.8e+308-4.95e+470
beta_ScaledIncome_6_8ASC_SM-3.2e-961.8e+308-1.45e+470-9.42e-971.8e+308-2.68e+470
beta_ScaledIncome_6_8BETA_COST_HWH1.97e-961.8e+3081.93e+4705.79e-971.8e+3083.55e+470
beta_ScaledIncome_6_8BETA_COST_OTHER4.29e-961.8e+3081.69e+4701.26e-961.8e+3083.11e+470
beta_ScaledIncome_6_8BETA_DIST-3.64e-961.8e+3089.28e+460-1.07e-961.8e+3081.71e+470
beta_ScaledIncome_6_8BETA_TIME_CAR_CL-2.24e-951.8e+308-8.58e+460-6.59e-961.8e+308-1.58e+470
beta_ScaledIncome_6_8BETA_TIME_CAR_REF-3.66e-961.8e+3081.49e+480-1.08e-961.8e+3082.74e+480
beta_ScaledIncome_6_8BETA_TIME_PT_CL1.8e-951.8e+3083.22e+4805.3e-961.8e+3085.94e+480
beta_ScaledIncome_6_8BETA_TIME_PT_REF6.62e-721.8e+308-5.98e+2301.95e-721.8e+308-1.1e+240
beta_ScaledIncome_6_8BETA_WAITING_TIME1.61e-941.8e+308-2.7e+4604.75e-951.8e+308-4.98e+460
beta_ScaledIncome_6_8beta_ScaledIncome_10_more2.94e-951.8e+308-5.7e+4608.65e-961.8e+308-1.05e+470
beta_ScaledIncome_6_8beta_ScaledIncome_4_65.08e-951.8e+308-3.31e+4701.5e-951.8e+308-6.11e+470
beta_ScaledIncome_8_10ASC_CAR-1.72e-1151.8e+3084.58e+470-5.06e-1161.8e+3088.44e+470
beta_ScaledIncome_8_10ASC_SM-1.68e-961.8e+3085.7e+470-4.93e-971.8e+3081.05e+480
beta_ScaledIncome_8_10BETA_COST_HWH1.03e-961.8e+3081.49e+4803.03e-971.8e+3082.74e+480
beta_ScaledIncome_8_10BETA_COST_OTHER2.25e-961.8e+3081.67e+4806.61e-971.8e+3083.08e+480
beta_ScaledIncome_8_10BETA_DIST-1.91e-961.8e+3089.63e+470-5.61e-971.8e+3081.78e+480
beta_ScaledIncome_8_10BETA_TIME_CAR_CL-1.17e-951.8e+3083.01e+470-3.45e-961.8e+3085.55e+470
beta_ScaledIncome_8_10BETA_TIME_CAR_REF-1.92e-961.8e+3083.4e+480-5.64e-971.8e+3086.27e+480
beta_ScaledIncome_8_10BETA_TIME_PT_CL9.44e-961.8e+3087.02e+4902.78e-961.8e+3081.29e+500
beta_ScaledIncome_8_10BETA_TIME_PT_REF3.46e-721.8e+3081.91e+2401.02e-721.8e+3083.53e+240
beta_ScaledIncome_8_10BETA_WAITING_TIME8.44e-951.8e+3089.12e+4602.48e-951.8e+3081.68e+470
beta_ScaledIncome_8_10beta_ScaledIncome_10_more1.54e-951.8e+3081.34e+4804.53e-961.8e+3082.47e+480
beta_ScaledIncome_8_10beta_ScaledIncome_4_62.66e-951.8e+3083.15e+4707.83e-961.8e+3085.81e+470
beta_ScaledIncome_8_10beta_ScaledIncome_6_81.71e-951.8e+3081.07e+4805.04e-961.8e+3081.97e+480
beta_ScaledIncome_lessthan_4ASC_CAR-1.17e-1141.8e+308-6.84e+460-3.45e-1151.8e+308-1.26e+470
beta_ScaledIncome_lessthan_4ASC_SM-1.14e-951.8e+308-3.67e+460-3.37e-961.8e+308-6.76e+460
beta_ScaledIncome_lessthan_4BETA_COST_HWH7.03e-961.8e+3085.84e+4602.07e-961.8e+3081.08e+470
beta_ScaledIncome_lessthan_4BETA_COST_OTHER1.53e-951.8e+3084.96e+4604.52e-961.8e+3089.15e+460
beta_ScaledIncome_lessthan_4BETA_DIST-1.3e-951.8e+3083.46e+460-3.83e-961.8e+3086.37e+460
beta_ScaledIncome_lessthan_4BETA_TIME_CAR_CL-8.01e-951.8e+308-2.82e+460-2.36e-951.8e+308-5.21e+460
beta_ScaledIncome_lessthan_4BETA_TIME_CAR_REF-1.31e-951.8e+3084.55e+470-3.85e-961.8e+3088.39e+470
beta_ScaledIncome_lessthan_4BETA_TIME_PT_CL6.44e-951.8e+3084.86e+4701.9e-951.8e+3088.95e+470
beta_ScaledIncome_lessthan_4BETA_TIME_PT_REF2.37e-711.8e+308-4.78e+2306.96e-721.8e+308-8.81e+230
beta_ScaledIncome_lessthan_4BETA_WAITING_TIME5.77e-941.8e+308-6.05e+4601.7e-941.8e+308-1.11e+470
beta_ScaledIncome_lessthan_4beta_ScaledIncome_10_more1.05e-941.8e+3086.93e+4503.09e-951.8e+3081.28e+460
beta_ScaledIncome_lessthan_4beta_ScaledIncome_4_61.82e-941.8e+308-7.89e+4605.35e-951.8e+308-1.45e+470
beta_ScaledIncome_lessthan_4beta_ScaledIncome_6_81.17e-941.8e+3089.43e+4503.44e-951.8e+3081.74e+460
beta_ScaledIncome_lessthan_4beta_ScaledIncome_8_106.12e-951.8e+308-1.59e+4701.8e-951.8e+308-2.92e+470
coef_age_65_moreASC_CAR-2.81e-1161.8e+3086.74e+470-8.27e-1171.8e+3081.24e+480
coef_age_65_moreASC_SM-2.74e-971.8e+3081.08e+480-8.07e-981.8e+3081.99e+480
coef_age_65_moreBETA_COST_HWH1.68e-971.8e+3081.99e+4904.96e-981.8e+3083.67e+490
coef_age_65_moreBETA_COST_OTHER3.67e-971.8e+3081.04e+4901.08e-971.8e+3081.91e+490
coef_age_65_moreBETA_DIST-3.12e-971.8e+3082.18e+480-9.18e-981.8e+3084.02e+480
coef_age_65_moreBETA_TIME_CAR_CL-1.92e-961.8e+3082.36e+470-5.64e-971.8e+3084.35e+470
coef_age_65_moreBETA_TIME_CAR_REF-3.13e-971.8e+3081e+490-9.22e-981.8e+3081.85e+490
coef_age_65_moreBETA_TIME_PT_CL1.54e-961.8e+3083.8e+4804.54e-971.8e+3087.01e+480
coef_age_65_moreBETA_TIME_PT_REF5.67e-731.8e+3081.01e+2401.67e-731.8e+3081.87e+240
coef_age_65_moreBETA_WAITING_TIME1.38e-951.8e+3084.54e+4604.06e-961.8e+3088.37e+460
coef_age_65_morebeta_ScaledIncome_10_more2.52e-961.8e+3083.94e+4707.41e-971.8e+3087.27e+470
coef_age_65_morebeta_ScaledIncome_4_64.35e-961.8e+3089.71e+4601.28e-961.8e+3081.79e+470
coef_age_65_morebeta_ScaledIncome_6_82.8e-961.8e+3083.57e+4708.24e-971.8e+3086.58e+470
coef_age_65_morebeta_ScaledIncome_8_101.47e-961.8e+308-4.16e+4704.31e-971.8e+308-7.66e+470
coef_age_65_morebeta_ScaledIncome_lessthan_41e-951.8e+3088.66e+4602.95e-961.8e+3081.6e+470
coef_haveChildrenASC_CAR-1.39e-1151.8e+308-4.55e+470-4.08e-1161.8e+308-8.39e+470
coef_haveChildrenASC_SM-1.35e-961.8e+308-1.61e+470-3.98e-971.8e+308-2.97e+470
coef_haveChildrenBETA_COST_HWH8.3e-971.8e+3087.11e+4702.44e-971.8e+3081.31e+480
coef_haveChildrenBETA_COST_OTHER1.81e-961.8e+3087.67e+4705.33e-971.8e+3081.41e+480
coef_haveChildrenBETA_DIST-1.54e-961.8e+3083.37e+470-4.53e-971.8e+3086.2e+470
coef_haveChildrenBETA_TIME_CAR_CL-9.45e-961.8e+308-6.16e+460-2.78e-961.8e+308-1.14e+470
coef_haveChildrenBETA_TIME_CAR_REF-1.54e-961.8e+3083.24e+480-4.55e-971.8e+3085.97e+480
coef_haveChildrenBETA_TIME_PT_CL7.61e-961.8e+3081.18e+4902.24e-961.8e+3082.17e+490
coef_haveChildrenBETA_TIME_PT_REF2.79e-721.8e+308-2.2e+2308.22e-731.8e+308-4.06e+230
coef_haveChildrenBETA_WAITING_TIME6.81e-951.8e+308-6.61e+4502e-951.8e+308-1.22e+460
coef_haveChildrenbeta_ScaledIncome_10_more1.24e-951.8e+3081.48e+4703.65e-961.8e+3082.73e+470
coef_haveChildrenbeta_ScaledIncome_4_62.15e-951.8e+308-9.48e+4606.31e-961.8e+308-1.75e+470
coef_haveChildrenbeta_ScaledIncome_6_81.38e-951.8e+3081.32e+4704.06e-961.8e+3082.44e+470
coef_haveChildrenbeta_ScaledIncome_8_107.22e-961.8e+308-4.26e+4802.13e-961.8e+308-7.86e+480
coef_haveChildrenbeta_ScaledIncome_lessthan_44.93e-951.8e+3081.65e+4601.45e-951.8e+3083.05e+460
coef_haveChildrencoef_age_65_more1.18e-961.8e+308-7.43e+4703.48e-971.8e+308-1.37e+480
coef_haveGAASC_CAR-1.14e-1151.8e+3082.79e+480-3.35e-1161.8e+3085.15e+480
coef_haveGAASC_SM-1.11e-961.8e+3082.49e+480-3.27e-971.8e+3084.58e+480
coef_haveGABETA_COST_HWH6.83e-971.8e+3084.95e+4802.01e-971.8e+3089.12e+480
coef_haveGABETA_COST_OTHER1.49e-961.8e+3086.42e+4804.38e-971.8e+3081.18e+490
coef_haveGABETA_DIST-1.26e-961.8e+3082.93e+480-3.72e-971.8e+3085.39e+480
coef_haveGABETA_TIME_CAR_CL-7.77e-961.8e+3081.06e+480-2.29e-961.8e+3081.95e+480
coef_haveGABETA_TIME_CAR_REF-1.27e-961.8e+3086.3e+480-3.74e-971.8e+3081.16e+490
coef_haveGABETA_TIME_PT_CL6.26e-961.8e+3081.31e+4901.84e-961.8e+3082.42e+490
coef_haveGABETA_TIME_PT_REF2.3e-721.8e+3085.52e+2406.76e-731.8e+3081.02e+250
coef_haveGABETA_WAITING_TIME5.6e-951.8e+3082.47e+4701.65e-951.8e+3084.55e+470
coef_haveGAbeta_ScaledIncome_10_more1.02e-951.8e+3082.23e+4803e-961.8e+3084.12e+480
coef_haveGAbeta_ScaledIncome_4_61.76e-951.8e+3088.74e+4705.19e-961.8e+3081.61e+480
coef_haveGAbeta_ScaledIncome_6_81.13e-951.8e+3081.9e+4803.34e-961.8e+3083.5e+480
coef_haveGAbeta_ScaledIncome_8_105.94e-961.8e+3084.14e+4801.75e-961.8e+3087.63e+480
coef_haveGAbeta_ScaledIncome_lessthan_44.06e-951.8e+3083.76e+4701.19e-951.8e+3086.93e+470
coef_haveGAcoef_age_65_more9.72e-971.8e+3083.49e+4802.86e-971.8e+3086.43e+480
coef_haveGAcoef_haveChildren4.79e-961.8e+3081.55e+4901.41e-961.8e+3082.86e+490
coef_highEducationASC_CAR-1.78e-1151.8e+308-9.88e+470-5.24e-1161.8e+308-1.82e+480
coef_highEducationASC_SM-1.74e-961.8e+308-6.73e+470-5.11e-971.8e+308-1.24e+480
coef_highEducationBETA_COST_HWH1.07e-961.8e+308-1.79e+4703.14e-971.8e+308-3.3e+470
coef_highEducationBETA_COST_OTHER2.33e-961.8e+308-2.93e+4706.85e-971.8e+308-5.4e+470
coef_highEducationBETA_DIST-1.98e-961.8e+308-2.51e+470-5.82e-971.8e+308-4.63e+470
coef_highEducationBETA_TIME_CAR_CL-1.21e-951.8e+308-3.36e+470-3.58e-961.8e+308-6.18e+470
coef_highEducationBETA_TIME_CAR_REF-1.99e-961.8e+3082.12e+480-5.84e-971.8e+3083.91e+480
coef_highEducationBETA_TIME_PT_CL9.78e-961.8e+3081.33e+5002.88e-961.8e+3082.46e+500
coef_highEducationBETA_TIME_PT_REF3.59e-721.8e+308-1.92e+2401.06e-721.8e+308-3.54e+240
coef_highEducationBETA_WAITING_TIME8.75e-951.8e+308-8.51e+4602.57e-951.8e+308-1.57e+470
coef_highEducationbeta_ScaledIncome_10_more1.59e-951.8e+308-7.65e+4704.69e-961.8e+308-1.41e+480
coef_highEducationbeta_ScaledIncome_4_62.76e-951.8e+308-4.46e+4708.11e-961.8e+308-8.22e+470
coef_highEducationbeta_ScaledIncome_6_81.77e-951.8e+308-5.84e+4705.22e-961.8e+308-1.08e+480
coef_highEducationbeta_ScaledIncome_8_109.28e-961.8e+308-4.09e+4902.73e-961.8e+308-7.53e+490
coef_highEducationbeta_ScaledIncome_lessthan_46.34e-951.8e+308-9.61e+4601.87e-951.8e+308-1.77e+470
coef_highEducationcoef_age_65_more1.52e-961.8e+308-1.3e+4804.47e-971.8e+308-2.4e+480
coef_highEducationcoef_haveChildren7.49e-961.8e+308-2.86e+4802.2e-961.8e+308-5.26e+480
coef_highEducationcoef_haveGA6.16e-961.8e+308-7.71e+4801.81e-961.8e+308-1.42e+490
coef_individualHouseASC_CAR-2.22e-1151.8e+308-5.93e+460-6.53e-1161.8e+308-1.09e+470
coef_individualHouseASC_SM-2.16e-961.8e+3089.09e+460-6.37e-971.8e+3081.67e+470
coef_individualHouseBETA_COST_HWH1.33e-961.8e+3086.65e+4703.91e-971.8e+3081.23e+480
coef_individualHouseBETA_COST_OTHER2.9e-961.8e+3086.89e+4708.54e-971.8e+3081.27e+480
coef_individualHouseBETA_DIST-2.46e-961.8e+3084.21e+470-7.25e-971.8e+3087.77e+470
coef_individualHouseBETA_TIME_CAR_CL-1.51e-951.8e+3086.17e+460-4.45e-961.8e+3081.14e+470
coef_individualHouseBETA_TIME_CAR_REF-2.47e-961.8e+3082.39e+480-7.28e-971.8e+3084.41e+480
coef_individualHouseBETA_TIME_PT_CL1.22e-951.8e+3081.34e+4903.59e-961.8e+3082.48e+490
coef_individualHouseBETA_TIME_PT_REF4.47e-721.8e+3085.32e+2301.32e-721.8e+3089.8e+230
coef_individualHouseBETA_WAITING_TIME1.09e-941.8e+3082.87e+4603.21e-951.8e+3085.3e+460
coef_individualHousebeta_ScaledIncome_10_more1.99e-951.8e+3089.98e+4705.85e-961.8e+3081.84e+480
coef_individualHousebeta_ScaledIncome_4_63.43e-951.8e+3085.1e+4601.01e-951.8e+3089.41e+460
coef_individualHousebeta_ScaledIncome_6_82.21e-951.8e+3087.06e+4706.5e-961.8e+3081.3e+480
coef_individualHousebeta_ScaledIncome_8_101.16e-951.8e+308-1.84e+4803.4e-961.8e+308-3.39e+480
coef_individualHousebeta_ScaledIncome_lessthan_47.9e-951.8e+3087.05e+4602.33e-951.8e+3081.3e+470
coef_individualHousecoef_age_65_more1.89e-961.8e+308-1.66e+4705.57e-971.8e+308-3.06e+470
coef_individualHousecoef_haveChildren9.33e-961.8e+3086e+4702.75e-961.8e+3081.11e+480
coef_individualHousecoef_haveGA7.67e-961.8e+308-3.07e+4802.26e-961.8e+308-5.66e+480
coef_individualHousecoef_highEducation1.2e-951.8e+3083.72e+4803.53e-961.8e+3086.85e+480
coef_maleASC_CAR-1.5e-1151.8e+308-6.89e+470-4.42e-1161.8e+308-1.27e+480
coef_maleASC_SM-1.46e-961.8e+308-3.75e+470-4.31e-971.8e+308-6.92e+470
coef_maleBETA_COST_HWH8.99e-971.8e+3083.39e+4702.65e-971.8e+3086.25e+470
coef_maleBETA_COST_OTHER1.96e-961.8e+3083.08e+4705.77e-971.8e+3085.68e+470
coef_maleBETA_DIST-1.67e-961.8e+3081e+470-4.9e-971.8e+3081.85e+470
coef_maleBETA_TIME_CAR_CL-1.02e-951.8e+308-1.67e+470-3.01e-961.8e+308-3.08e+470
coef_maleBETA_TIME_CAR_REF-1.67e-961.8e+3082.83e+480-4.92e-971.8e+3085.21e+480
coef_maleBETA_TIME_PT_CL8.24e-961.8e+3081.49e+4902.43e-961.8e+3082.74e+490
coef_maleBETA_TIME_PT_REF3.03e-721.8e+308-8.26e+2308.91e-731.8e+308-1.52e+240
coef_maleBETA_WAITING_TIME7.37e-951.8e+308-3.41e+4602.17e-951.8e+308-6.28e+460
coef_malebeta_ScaledIncome_10_more1.34e-951.8e+308-1.17e+4703.96e-961.8e+308-2.16e+470
coef_malebeta_ScaledIncome_4_62.32e-951.8e+308-2.1e+4706.84e-961.8e+308-3.86e+470
coef_malebeta_ScaledIncome_6_81.49e-951.8e+308-8.51e+4604.4e-961.8e+308-1.57e+470
coef_malebeta_ScaledIncome_8_107.83e-961.8e+308-8.37e+4802.3e-961.8e+308-1.54e+490
coef_malebeta_ScaledIncome_lessthan_45.34e-951.8e+308-2.26e+4601.57e-951.8e+308-4.16e+460
coef_malecoef_age_65_more1.28e-961.8e+308-1e+4803.77e-971.8e+308-1.85e+480
coef_malecoef_haveChildren6.31e-961.8e+308-3.5e+4801.86e-961.8e+308-6.44e+480
coef_malecoef_haveGA5.19e-961.8e+308-1.17e+4901.53e-961.8e+308-2.15e+490
coef_malecoef_highEducation8.11e-961.8e+3082.59e+4802.39e-961.8e+3084.78e+480
coef_malecoef_individualHouse1.01e-951.8e+308-1.26e+4802.97e-961.8e+308-2.32e+480
coef_moreThanOneBikeASC_CAR-1.73e-1151.8e+3082.83e+470-5.09e-1161.8e+3085.22e+470
coef_moreThanOneBikeASC_SM-1.68e-961.8e+3084.2e+470-4.96e-971.8e+3087.74e+470
coef_moreThanOneBikeBETA_COST_HWH1.04e-961.8e+3081.28e+4803.05e-971.8e+3082.37e+480
coef_moreThanOneBikeBETA_COST_OTHER2.26e-961.8e+3081.43e+4806.65e-971.8e+3082.63e+480
coef_moreThanOneBikeBETA_DIST-1.92e-961.8e+3088.17e+470-5.64e-971.8e+3081.51e+480
coef_moreThanOneBikeBETA_TIME_CAR_CL-1.18e-951.8e+3082.25e+470-3.47e-961.8e+3084.16e+470
coef_moreThanOneBikeBETA_TIME_CAR_REF-1.93e-961.8e+3083.25e+480-5.67e-971.8e+3085.98e+480
coef_moreThanOneBikeBETA_TIME_PT_CL9.49e-961.8e+3087.49e+4902.79e-961.8e+3081.38e+500
coef_moreThanOneBikeBETA_TIME_PT_REF3.48e-721.8e+3081.47e+2401.03e-721.8e+3082.7e+240
coef_moreThanOneBikeBETA_WAITING_TIME8.49e-951.8e+3087.07e+4602.5e-951.8e+3081.3e+470
coef_moreThanOneBikebeta_ScaledIncome_10_more1.55e-951.8e+3081.11e+4804.56e-961.8e+3082.04e+480
coef_moreThanOneBikebeta_ScaledIncome_4_62.68e-951.8e+3082.28e+4707.87e-961.8e+3084.2e+470
coef_moreThanOneBikebeta_ScaledIncome_6_81.72e-951.8e+3088.83e+4705.06e-961.8e+3081.63e+480
coef_moreThanOneBikebeta_ScaledIncome_8_109.01e-961.8e+308-3.08e+4902.65e-961.8e+308-5.67e+490
coef_moreThanOneBikebeta_ScaledIncome_lessthan_46.15e-951.8e+3081.29e+4701.81e-951.8e+3082.38e+470
coef_moreThanOneBikecoef_age_65_more1.47e-961.8e+3082.07e+4704.34e-971.8e+3083.82e+470
coef_moreThanOneBikecoef_haveChildren7.27e-961.8e+3083.27e+4802.14e-961.8e+3086.03e+480
coef_moreThanOneBikecoef_haveGA5.98e-961.8e+308-4.58e+4801.76e-961.8e+308-8.44e+480
coef_moreThanOneBikecoef_highEducation9.34e-961.8e+3084.27e+4902.75e-961.8e+3087.88e+490
coef_moreThanOneBikecoef_individualHouse1.16e-951.8e+3081.27e+4803.42e-961.8e+3082.33e+480
coef_moreThanOneBikecoef_male7.87e-961.8e+3086.7e+4802.32e-961.8e+3081.24e+490
coef_moreThanOneCarASC_CAR-1.31e-1151.8e+308-2.85e+480-3.87e-1161.8e+308-5.25e+480
coef_moreThanOneCarASC_SM-1.28e-961.8e+308-2.11e+480-3.77e-971.8e+308-3.89e+480
coef_moreThanOneCarBETA_COST_HWH7.87e-971.8e+308-2.03e+4802.32e-971.8e+308-3.75e+480
coef_moreThanOneCarBETA_COST_OTHER1.72e-961.8e+308-2.7e+4805.05e-971.8e+308-4.97e+480
coef_moreThanOneCarBETA_DIST-1.46e-961.8e+308-1.5e+480-4.29e-971.8e+308-2.77e+480
coef_moreThanOneCarBETA_TIME_CAR_CL-8.96e-961.8e+308-9.37e+470-2.64e-961.8e+308-1.73e+480
coef_moreThanOneCarBETA_TIME_CAR_REF-1.46e-961.8e+3081.53e+480-4.31e-971.8e+3082.82e+480
coef_moreThanOneCarBETA_TIME_PT_CL7.21e-961.8e+3083.79e+4802.12e-961.8e+3086.99e+480
coef_moreThanOneCarBETA_TIME_PT_REF2.65e-721.8e+308-4.91e+2407.79e-731.8e+308-9.04e+240
coef_moreThanOneCarBETA_WAITING_TIME6.45e-951.8e+308-2.16e+4701.9e-951.8e+308-3.98e+470
coef_moreThanOneCarbeta_ScaledIncome_10_more1.18e-951.8e+308-1.76e+4803.46e-961.8e+308-3.24e+480
coef_moreThanOneCarbeta_ScaledIncome_4_62.03e-951.8e+308-9.15e+4705.99e-961.8e+308-1.69e+480
coef_moreThanOneCarbeta_ScaledIncome_6_81.31e-951.8e+308-1.45e+4803.85e-961.8e+308-2.68e+480
coef_moreThanOneCarbeta_ScaledIncome_8_106.85e-961.8e+308-1.12e+4902.02e-961.8e+308-2.06e+490
coef_moreThanOneCarbeta_ScaledIncome_lessthan_44.68e-951.8e+308-2.82e+4701.38e-951.8e+308-5.2e+470
coef_moreThanOneCarcoef_age_65_more1.12e-961.8e+308-3.81e+4803.3e-971.8e+308-7.02e+480
coef_moreThanOneCarcoef_haveChildren5.52e-961.8e+308-4.32e+4901.63e-961.8e+308-7.96e+490
coef_moreThanOneCarcoef_haveGA4.54e-961.8e+308-3.98e+4901.34e-961.8e+308-7.34e+490
coef_moreThanOneCarcoef_highEducation7.1e-961.8e+308-4.25e+4802.09e-961.8e+308-7.83e+480
coef_moreThanOneCarcoef_individualHouse8.84e-961.8e+308-3.99e+4802.6e-961.8e+308-7.36e+480
coef_moreThanOneCarcoef_male5.98e-961.8e+308-1.45e+4901.76e-961.8e+308-2.67e+490
coef_moreThanOneCarcoef_moreThanOneBike6.89e-961.8e+308-1.02e+4902.03e-961.8e+308-1.88e+490
sigma_sASC_CAR2e-1151.8e+3081.22e+4805.88e-1161.8e+3082.24e+480
sigma_sASC_SM1.95e-961.8e+3081.7e+4805.73e-971.8e+3083.13e+480
sigma_sBETA_COST_HWH-1.2e-961.8e+3081.78e+480-3.52e-971.8e+3083.28e+480
sigma_sBETA_COST_OTHER-2.61e-961.8e+3081.56e+480-7.69e-971.8e+3082.88e+480
sigma_sBETA_DIST2.22e-961.8e+3082.24e+4806.52e-971.8e+3084.12e+480
sigma_sBETA_TIME_CAR_CL1.36e-951.8e+3081.13e+4904.01e-961.8e+3082.09e+490
sigma_sBETA_TIME_CAR_REF2.23e-961.8e+3085.36e+4806.56e-971.8e+3089.88e+480
sigma_sBETA_TIME_PT_CL-1.1e-951.8e+3082.12e+480-3.23e-961.8e+3083.9e+480
sigma_sBETA_TIME_PT_REF-4.03e-721.8e+3084.39e+240-1.19e-721.8e+3088.09e+240
sigma_sBETA_WAITING_TIME-9.81e-951.8e+3081.63e+470-2.89e-951.8e+3083e+470
sigma_sbeta_ScaledIncome_10_more-1.79e-951.8e+3086.65e+470-5.27e-961.8e+3081.23e+480
sigma_sbeta_ScaledIncome_4_6-3.09e-951.8e+3083.82e+470-9.1e-961.8e+3087.03e+470
sigma_sbeta_ScaledIncome_6_8-1.99e-951.8e+3086.27e+470-5.86e-961.8e+3081.16e+480
sigma_sbeta_ScaledIncome_8_10-1.04e-951.8e+3084.42e+470-3.07e-961.8e+3088.15e+470
sigma_sbeta_ScaledIncome_lessthan_4-7.11e-951.8e+3082.35e+470-2.09e-951.8e+3084.34e+470
sigma_scoef_age_65_more-1.7e-961.8e+3089.83e+470-5.02e-971.8e+3081.81e+480
sigma_scoef_haveChildren-8.4e-961.8e+3089.05e+470-2.47e-961.8e+3081.67e+480
sigma_scoef_haveGA-6.91e-961.8e+308-2.4e+470-2.03e-961.8e+308-4.43e+470
sigma_scoef_highEducation-1.08e-951.8e+3081.11e+480-3.18e-961.8e+3082.04e+480
sigma_scoef_individualHouse-1.34e-951.8e+3086.08e+470-3.96e-961.8e+3081.12e+480
sigma_scoef_male-9.1e-961.8e+3089.9e+470-2.68e-961.8e+3081.82e+480
sigma_scoef_moreThanOneBike-1.05e-951.8e+3085.21e+470-3.08e-961.8e+3089.6e+470
sigma_scoef_moreThanOneCar-7.96e-961.8e+3081.86e+480-2.34e-961.8e+3083.44e+480

Smallest eigenvalue: 0.737175

Largest eigenvalue: 7.46654e+47

Condition number: 1.01286e+48