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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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Suggested Citation:"Appendix D - Experiment A Models." Transportation Research Board. 2014. Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests. Washington, DC: The National Academies Press. doi: 10.17226/22370.
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117 A P P E N D I X D Experiment A Models Mode Identification MNL Model Utility Parameters Name Value Std Error t test p value asc_auto 7.13 1.80e+308 0 1 asc_bike 7.65 1.80e+308 0 1 asc_bus 7.78 1.80e+308 0 1 asc_train 6.44 1.80e+308 0 1 asc_walk 1.86 1.80e+308 0 1 auto_highaccel 16.1 1.18E+03 0.01 0.99 auto_higheraccel 0.785 0.77 1.02 0.31 auto_highspeed 1.44 2.73E+04 0 1 auto_midspeed 0.997 3.23E+03 0 1 bike_lowspeed 0.671 2.80E+04 0 1 bike_midaccel 19 1.76E+03 0.01 0.99 bike_midspeed 13.3 2.79E+04 0 1 bus_highaccel 31.1 1.70E+03 0.02 0.99 bus_higheraccel 0.468 0.737 0.64 0.52 bus_highspeed 1.51 2.73E+04 0 1 bus_midspeed 0.368 3.23E+03 0 1 train_highaccel 4.46 6.26E+03 0 1 train_higherspeed 3.97 1.06 3.75 0 train_highspeed 20.5 2.79E+04 0 1 walk_lowaccel 0.916 1.3 0.7 0.48 walk_lowspeed 7.47 1.44E+04 0 1

118 Trip Purpose MNL Model Utility Coefficients (Excluded Items Equal to Zero) Beta Value Std Error t test p value asc_cra_lu_institutional 1.27 0.0605 20.95 0 asc_cra_nearchurch 1.21 0.0837 14.42 0 asc_ctm_iswalkorwheelchair 2.59 0.0618 41.85 0 asc_ctm_transfervariableatleastonenonauto 0.969 0.131 7.38 0 asc_ctm_transfervariablebothnonauto 3.35 0.121 27.74 0 asc_drp_actdurless10min 1.19 0.0473 25.29 0 asc_drp_dropoffvariable 1.39 0.0745 18.69 0 asc_drp_someonedropped 2.56 0.0805 31.77 0 asc_dth_tripdistgreater10mi 0.0837 0.0222 3.77 0 asc_emo_actdurgreater10min 0.55 0.0389 14.12 0 asc_emo_actdurgreater150min 0.514 0.0775 6.63 0 asc_emo_actdurless120min 0.413 0.057 7.25 0 asc_emo_adultparty12pmto2pm 0.172 0.0339 5.08 0 asc_emo_adultpartyactdur20to40min 0.238 0.0298 7.98 0 asc_emo_complexsubtour 0.377 0.0777 4.85 0 asc_emo_groupeatoutduration 0.69 0.0389 17.75 0 asc_emo_iswalkorwheelchair 0.375 0.0609 6.16 0 asc_emo_simplesubtour 0.954 0.0609 15.66 0 asc_grc_actdurgreater10min 0.61 0.0289 21.15 0 asc_grc_actdurgreater90min 0.571 0.0413 13.82 0 asc_grc_adultparty12pmto2pm 0.113 0.0262 4.32 0 asc_grc_groupgroceryduration 0.179 0.0288 6.21 0 asc_hcr_actdur30to90min 0.105 0.0235 4.48 0 asc_her_actdurgreater45min 0.321 0.0334 9.6 0 asc_lu_parks 1.58 0.0756 20.9 0 asc_orc_nearbigbox 0.76 0.0632 12.02 0 asc_orc_nonmand 0.898 0.141 6.36 0 asc_pbs_complexsubtour 0.213 0.0653 3.26 0 asc_pbs_simplesubtour 0.199 0.0627 3.17 0 asc_pkp_actdurless10min 0.955 0.0455 20.98 0 Utility Functions ID Name Specification 3 auto asc_auto * one + auto_midspeed * midspeed + auto_highspeed * highspeed + auto_highaccel * highaccel + auto_higheraccel * higheraccel 2 bike asc_bike * one + bike_lowspeed * lowspeed + bike_midspeed * midspeed + bike_midaccel * midaccel 5 bus asc_bus * one + bus_midspeed * midspeed + bus_highspeed * highspeed + bus_highaccel * highaccel + bus_higheraccel * higheraccel 7 train asc_train * one + train_highspeed * highspeed + train_higherspeed * higherspeed + train_highaccel * highaccel 1 walk asc_walk * one + walk_lowspeed * lowspeed + walk_lowaccel * lowaccel

119 Beta Value Std Error t test p value asc_wrl_ftworkeractdurless120min 0.953 0.0609 15.64 0 asc_wrl_ptworkeractdurless120min 0.642 0.105 6.1 0 child_dis_discretionary_starttime3pmto7pm 1.06 0.0823 12.91 0 child_dis_eating_out_starttime5pmto7pm 0.401 0.0792 5.06 0 child_dis_maintenance_starttime2pmto6pm 0.156 0.0585 2.67 0.01 child_dis_visiting_starttime2pmto7pm 0.478 0.0699 6.84 0 cra_all 1.54 0.0787 19.57 0 ctm_child 2.43 0.0928 26.2 0 ctm_drvchild 1.36 0.163 8.35 0 ctm_ftw 2.57 0.0725 35.4 0 ctm_nonw 1.21 0.0825 14.67 0 ctm_presc 0.825 0.176 4.7 0 ctm_ptw 1.61 0.0947 16.98 0 ctm_retr 0.803 0.112 7.18 0 ctm_ustu 2.39 0.148 16.17 0 dis_discretionary_highincome 0.219 0.0231 9.45 0 dis_discretionary_lu_commercial 0.482 0.0265 18.22 0 dis_discretionary_zerocars 0.572 0.1 5.72 0 dis_eating_out_highincome 0.137 0.0231 5.95 0 dis_eating_out_lu_commercial 1.38 0.0455 30.37 0 dis_eating_out_zerocars 0.377 0.0948 3.97 0 dis_escorting_female 0.176 0.032 5.49 0 dis_escorting_highschoolenrollment 0.442 0.114 3.87 0 dis_escorting_k8enrollment 0.49 0.126 3.89 0 dis_escorting_nondrivingchildren 0.549 0.0363 15.14 0 dis_maintenance_female 0.128 0.0186 6.88 0 dis_maintenance_lu_commercial 0.959 0.0301 31.84 0 dis_maintenance_lu_institutional 0.431 0.0266 16.24 0 dis_shopping_female 0.164 0.0197 8.31 0 dis_shopping_lu_commercial 1.49 0.0443 33.56 0 drp_child 1.21 0.175 6.91 0 drp_drvchild 1.08 0.165 6.56 0 drp_ftw 1.7 0.11 15.4 0 drp_nonw 1.24 0.116 10.62 0 drp_presc 1.21 0.135 8.92 0 asc_pkp_someonepicked 3.12 0.0903 34.59 0 asc_rec_grouprecreationduration 0.54 0.0545 9.91 0 asc_sch_schoolbusmode 2.38 0.185 12.86 0 asc_sch_schoollocationmatch 6.99 0.0895 78.12 0 asc_shp_actdurless60min 0.793 0.0329 24.07 0 asc_soc 3.15 0.0676 46.64 0 asc_soc_groupsocialvisitduration 0.554 0.0488 11.34 0 asc_srv_actdurgreater30min 0.421 0.0368 11.45 0 asc_wrk_worklocationmatch 6.35 0.0709 89.65 0 asc_wrl_complexsubtour 1.46 0.1 14.57 0 asc_pkp_pickupvariable 0.899 0.0818 10.99 0 (continued on next page)

120 Beta Value Std Error t test p value emo_ptw 1.55 0.131 11.81 0 emo_retr 1.45 0.131 11.09 0 emo_ustu 1.39 0.17 8.19 0 ftw_dis_discretionary_starttime5pmto7pm 0.812 0.0524 15.48 0 ftw_dis_eating_out_starttime11amto1pm 0.408 0.0473 8.63 0 ftw_dis_eating_out_starttime5pmto7pm 0.532 0.0462 11.49 0 ftw_dis_maintenance_starttime3pmto6pm 0.105 0.034 3.1 0 ftw_dis_shopping_starttime3pmto7pm 0.39 0.0362 10.77 0 ftw_dis_visiting_starttime3pmto8pm 0.487 0.0502 9.69 0 mnt_child 3.62 0.084 43.07 0 mnt_drvchild 3.32 0.0946 35.13 0 mnt_ftw 3.83 0.0705 54.24 0 mnt_nonw 3.34 0.0727 45.99 0 mnt_presc 3.3 0.0934 35.35 0 mnt_ptw 3.57 0.0757 47.19 0 mnt_retr 3.48 0.0752 46.22 0 mnt_ustu 3.37 0.11 30.68 0 nonw_dis_discretionary_startttime8amto11am 0.42 0.0687 6.11 0 nonw_dis_eating_out_starttime11amto1pm 0.452 0.0616 7.34 0 nonw_dis_eating_out_starttime5pmto7pm 0.541 0.0692 7.82 0 nonw_dis_maintenance_startttime8amto2pm 0.412 0.0376 10.97 0 nonw_dis_shopping_startttime9amto3pm 0.205 0.0393 5.21 0 presc_dis_eating_out_starttime11amto1pm 0.758 0.149 5.1 0 presc_dis_eating_out_starttime5pmto7pm 0.958 0.137 6.98 0 presc_dis_maintenance_starttime8amto2pm 0.259 0.0784 3.3 0 ptw_dis_discretionary_starttime5pmto7pm 0.507 0.0879 5.76 0 ptw_dis_eating_out_starttime11amto1pm 0.422 0.0697 6.06 0 ptw_dis_eating_out_starttime5pmto7pm 0.314 0.0765 4.11 0 ptw_dis_shopping_starttime11amto3pm 0.0984 0.0466 2.11 0.03 ptw_dis_visiting_starttime4pmto7pm 0.143 0.0782 1.83 0.07 rec_child 2.76 0.104 26.62 0 rec_drvchild 2.37 0.15 15.77 0 rec_ftw 2.92 0.0822 35.46 0 rec_nonw 2.5 0.0845 29.6 0 rec_presc 2.82 0.0948 29.75 0 rec_ptw 2.67 0.0919 29.03 0 rec_retr 2.51 0.096 26.18 0 drp_ptw 1.39 0.12 11.62 0 drp_retr 1.37 0.117 11.73 0 drp_ustu 1.26 0.167 7.56 0 drvchild_dis_discretionary_starttime3pmto7pm 0.661 0.155 4.27 0 drvchild_dis_eating_out_starttime5pmto7pm 0.24 0.149 1.62 0.11 emo_child 1.65 0.139 11.88 0 emo_drvchild 1.44 0.153 9.4 0 emo_ftw 1.85 0.123 14.95 0 emo_nonw 1.27 0.132 9.57 0 emo_presc 0.91 0.17 5.35 0

121 Beta Value Std Error t test p value sch_ptw 0.403 0.177 2.28 0.02 sch_retr 3.02 0.593 5.09 0 sch_ustu 0.38 0.287 1.32 0.19 shp_child 1.04 0.19 5.47 0 shp_drvchild 0.74 0.199 3.72 0 shp_ftw 1.12 0.184 6.11 0 shp_nonw 0.885 0.186 4.76 0 shp_presc 0.961 0.189 5.09 0 shp_ptw 0.985 0.187 5.26 0 shp_retr 1 0.187 5.38 0 shp_ustu 0.905 0.204 4.44 0 ustu_dis_eating_out_starttime5pmto7pm 0.244 0.197 1.24 0.21 wrk_ftw 1.56 0.0808 19.36 0 wrk_ptw 1.05 0.104 10.1 0 wrl_ftw 4.02 0.0794 50.65 0 wrl_ptw 3.19 0.108 29.47 0 Nesting Coefficients Beta Value Std Error t test p value agg_non_work 1.88 0.0525 35.85 0.00 dis_escorting 1.18 0.0467 25.24 0.00 dis_work 1.00 1.8e+308 0.00 1.00 rec_ustu 2.4 0.159 15.08 0 retr_dis_discretionary_starttime8amto12pm 0.274 0.0858 3.19 0 retr_dis_eating_out_starttime11amto1pm 0.413 0.0654 6.32 0 retr_dis_eating_out_starttime5pmto7pm 0.478 0.0826 5.78 0 retr_dis_maintenance_starttime8amto2pm 0.348 0.0447 7.77 0 retr_dis_shopping_starttime9amto3pm 0.217 0.0475 4.57 0 sch_ftw 1.16 0.189 6.14 0 sch_nonw 1.38 0.188 7.33 0

122 Utility Equations ID Name Specification 4 change_travel_mode_transfer asc_ctm_iswalkorwheelchair * iswalkorwheelchair + asc_ctm_transfervariablebothnonauto * transfervariablebothnonauto + asc_ctm_transfervariableatleastonenonauto * transfervariableatleastonenonauto + ctm_ftw * finalftworker + ctm_ptw * finalptworker + ctm_ustu * finalunivstud + ctm_nonw * finalnonworker + ctm_retr * finalretiree + ctm_drvchild * finaldrivingagechild + ctm_child * finalpredriving + ctm_presc * finalpreschool 5 dropped_off_passenger_from_car dis_escorting_female * female + dis_escorting_nondrivingchildren * nondrivingchildren + dis_escorting_k8enrollment * k8enrollment + dis_escorting_highschoolenrollment * highschoolenrollment + asc_drp_dropoffvariable * dropoffvariable + asc_drp_someonedropped * someonedropped + asc_drp_actdurless10min * actdurless10min + drp_ftw * finalftworker + drp_ptw * finalptworker + drp_ustu * finalunivstud + drp_nonw * finalnonworker + drp_retr * finalretiree + drp_drvchild * finaldrivingagechild + drp_child * finalpredriving + drp_presc * finalpreschool 6 picked_up_passenger_from_car dis_escorting_female * female + dis_escorting_nondrivingchildren * nondrivingchildren + dis_escorting_k8enrollment * k8enrollment + dis_escorting_highschoolenrollment * highschoolenrollment + asc_pkp_pickupvariable * pickupvariable + asc_pkp_someonepicked * someonepicked + asc_pkp_actdurless10min * actdurless10min + drp_ftw * finalftworker + drp_ptw * finalptworker + drp_ustu * finalunivstud + drp_nonw * finalnonworker + drp_retr * finalretiree + drp_drvchild * finaldrivingagechild + drp_child * finalpredriving + drp_presc * finalpreschool 7 maintenance ftw_dis_maintenance_starttime3pmto6pm * ftw_starttime3pmto6pm + ptw_dis_maintenance_startttime11amto6pm * ptw_startttime11amto6pm + nonw_dis_maintenance_startttime8amto2pm * nonw_startttime8amto2pm + retr_dis_maintenance_starttime8amto2pm * retr_starttime8amto2pm + drvchild_dis_maintenance_starttime2pmto6pm * drvchild_starttime2pmto6pm + child_dis_maintenance_starttime2pmto6pm * child_starttime2pmto6pm + presc_dis_maintenance_starttime8amto2pm * presc_starttime8amto2pm + dis_maintenance_female * female + dis_maintenance_lu_commercial * lu_commercial + dis_maintenance_lu_institutional * lu_institutional + asc_pbs_actdurgreater120min * actdurgreater120min + asc_pbs_actdurless30min * actdurless30min + asc_pbs_complexsubtour * complexsubtourstop + asc_pbs_simplesubtour * simplesubtourstop + asc_dth_actdurgreater10min * actdurgreater10min + asc_dth_tripdistgreater10mi * tripdistgreater10mi + asc_dth_actdurless30min * actdurless30min + asc_srv_actdurgreater30min * actdurgreater30min + asc_srv_actdurless30min * actdurless30min + asc_her_actdurgreater10min * actdurgreater10min + asc_her_tripdistgreater10mi * tripdistgreater10mi + asc_her_actdurgreater45min * actdurgreater45min + asc_her_actdurless30min * actdurless30min + asc_hcr_actdur30to90min * actdur30to90min + mnt_ftw * finalftworker + mnt_ptw * finalptworker + mnt_ustu * finalunivstud + mnt_nonw * finalnonworker + mnt_retr * finalretiree + mnt_drvchild * finaldrivingagechild + mnt_child * finalpredriving + mnt_presc * finalpreschool 8 work_doing_my_job asc_wrk_worklocationmatch * worklocationmatch + wrk_ftw * finalftworker + wrk_ptw * finalptworker + wrk_ustu * finalunivstud + wrk_nonw * finalnonworker

123 ID Name Specification + wrk_retr * finalretiree + wrk_drvchild * finaldrivingagechild + wrk_child * finalpredriving + wrk_presc * finalpreschool 11 school asc_sch_schoolbusmode * schoolbusmode + asc_sch_schoollocationmatch * schoollocationmatch + sch_ftw * finalftworker + sch_ptw * finalptworker + sch_ustu * finalunivstud + sch_nonw * finalnonworker + sch_retr * finalretiree + sch_drvchild * finaldrivingagechild + sch_child * finalpredriving + sch_presc * finalpreschool 13 work_related asc_wrl_simplesubtour * simplesubtourstop + asc_wrl_complexsubtour * complexsubtourstop + asc_wrl_ftworkeractdurless120min * ftworkeractdurless120min + asc_wrl_ptworkeractdurless120min * ptworkeractdurless120min + asc_wrl_univstudactdurless120min * univstudactdurless120min + wrl_ftw * finalftworker + wrl_ptw * finalptworker + wrl_ustu * finalunivstud + wrl_nonw * finalnonworker + wrl_retr * finalretiree + wrl_drvchild * finaldrivingagechild + wrl_child * finalpredriving + wrl_presc * finalpreschool 15 shopping ftw_dis_shopping_starttime3pmto7pm * ftw_starttime3pmto7pm + ptw_dis_shopping_starttime11amto3pm * ptw_starttime11amto3pm + nonw_dis_shopping_startttime9amto3pm * nonw_startttime9amto3pm + retr_dis_shopping_starttime9amto3pm * retr_starttime9amto3pm + drvchild_dis_shopping_starttime3pmto5pm * drvchild_starttime3pmto5pm + child_dis_shopping_starttime2pmto7pm * child_starttime2pmto7pm + presc_dis_shopping_starttime9amto11am * presc_starttime9amto11am + dis_shopping_female * female + dis_shopping_lu_commercial * lu_commercial + asc_grc_adultparty12pmto2pm * adultparty12pmto2pm + asc_grc_actdurgreater10min * actdurgreater10min + asc_grc_tripdistgreater10mi * tripdistgreater10mi + asc_grc_actdurgreater90min * actdurgreater90min + asc_grc_groupgroceryduration * groupgroceryduration + asc_orc_nonmand * nonmand + asc_orc_nearbigbox * nearbigbox + asc_shp_actdurless60min * actdurless60min + shp_ftw * finalftworker + shp_ptw * finalptworker + shp_ustu * finalunivstud + shp_nonw * finalnonworker + shp_retr * finalretiree + shp_drvchild * finaldrivingagechild + shp_child * finalpredriving + shp_presc * finalpreschool 21 eat_meal_out_at_restaurant_diner ftw_dis_eating_out_starttime11amto1pm * ftw_starttime11amto1pm + ftw_dis_eating_out_starttime5pmto7pm * ftw_starttime5pmto7pm + ptw_dis_eating_out_starttime11amto1pm * ptw_starttime11amto1pm + ptw_dis_eating_out_starttime5pmto7pm * ptw_starttime5pmto7pm + ustu_dis_eating_out_starttime11amto1pm * ustu_starttime11amto1pm + ustu_dis_eating_out_starttime5pmto7pm * ustu_starttime5pmto7pm + nonw_dis_eating_out_starttime11amto1pm * nonw_starttime11amto1pm + nonw_dis_eating_out_starttime5pmto7pm * nonw_starttime5pmto7pm + retr_dis_eating_out_starttime11amto1pm * retr_starttime11amto1pm + retr_dis_eating_out_starttime5pmto7pm * retr_starttime5pmto7pm + drvchild_dis_eating_out_starttime5pmto7pm * drvchild_starttime5pmto7pm + child_dis_eating_out_starttime11amto1pm * child_starttime11amto1pm + child_dis_eating_out_starttime5pmto7pm * child_starttime5pmto7pm + presc_dis_eating_out_starttime11amto1pm * presc_starttime11amto1pm + presc_dis_eating_out_starttime5pmto7pm * presc_starttime5pmto7pm + dis_eating_out_zerocars * zerocars + dis_eating_out_highincome * highincome + dis_eating_out_lu_commercial * lu_commercial + asc_emo_iswalkorwheelchair * (continued on next page)

124 ID Name Specification iswalkorwheelchair + asc_emo_adultparty12pmto2pm * adultparty12pmto2pm + asc_emo_adultpartyactdur20to40min * adultpartyactdur20to40min + asc_emo_simplesubtour12pmto2pm * simplesubtour12pmto2pm + asc_emo_complexsubtour12pmto2pm * complexsubtour12pmto2pm + asc_emo_simplesubtour * simplesubtourstop + asc_emo_complexsubtour * complexsubtourstop + asc_emo_actdurgreater10min * actdurgreater10min + asc_emo_tripdistgreater10mi * tripdistgreater10mi + asc_emo_groupeatoutduration * groupeatoutduration + asc_emo_actdurgreater150min * actdurgreater150min + asc_emo_actdurless120min * actdurless120min + emo_ftw * finalftworker + emo_ptw * finalptworker + emo_ustu * finalunivstud + emo_nonw * finalnonworker + emo_retr * finalretiree + emo_drvchild * finaldrivingagechild + emo_child * finalpredriving + emo_presc * finalpreschool 22 civic_or_religious_activities cra_all * one + cra_notretr * notretiredadult + dis_discretionary_zerocars * zerocars + dis_discretionary_highincome * highincome + dis_discretionary_lu_commercial * lu_commercial + asc_cra_nearchurch * nearchurch + asc_cra_lu_institutional * lu_institutional 23 entertainment ftw_dis_discretionary_starttime5pmto7pm * ftw_starttime5pmto7pm + ptw_dis_discretionary_starttime5pmto7pm * ptw_starttime5pmto7pm + nonw_dis_discretionary_startttime8amto11am * nonw_startttime8amto11am + retr_dis_discretionary_starttime8amto12pm * retr_starttime8amto12pm + drvchild_dis_discretionary_starttime3pmto7pm * drvchild_starttime3pmto7pm + child_dis_discretionary_starttime3pmto7pm * child_starttime3pmto7pm + dis_discretionary_zerocars * zerocars + dis_discretionary_highincome * highincome + dis_discretionary_lu_commercial * lu_commercial + asc_lu_parks * lu_parks + asc_rec_iswalkorwheelchair * iswalkorwheelchair + asc_rec_grouprecreationduration * grouprecreationduration + rec_ftw * finalftworker + rec_ptw * finalptworker + rec_ustu * finalunivstud + rec_nonw * finalnonworker + rec_retr * finalretiree + rec_drvchild * finaldrivingagechild + rec_child * finalpredriving + rec_presc * finalpreschool 25 social_visit_friends_relatives asc_soc * one + ftw_dis_visiting_starttime3pmto8pm * ftw_starttime3pmto8pm + ptw_dis_visiting_starttime4pmto7pm * ptw_starttime4pmto7pm + nonw_dis_visiting_starttime10amto1pm * nonw_starttime10amto1pm + retr_dis_visiting_starttime2pmto5pm * retr_starttime2pmto5pm + drvchild_dis_visiting_starttime2pmto7pm * drvchild_starttime2pmto7pm + child_dis_visiting_starttime2pmto7pm * child_starttime2pmto7pm + presc_dis_visiting_starttime2pmto7pm * presc_starttime2pmto7pm + dis_visiting_highincome * highincome + asc_soc_bikemode * bikemode + asc_soc_groupsocialvisitduration * groupsocialvisitduration + soc_ftw * finalftworker + soc_ptw * finalptworker + soc_ustu * finalunivstud + soc_nonw * finalnonworker + soc_retr * finalretiree + soc_drvchild * finaldrivingagechild + soc_child * finalpredriving + soc_presc * finalpreschool

125 Trip Purpose Decision Tree J48 pruned tree ------------------ schoollocationmatch = 0 | worklocationmatch = 0 | | dropoffvariable = 0 | | | someonepicked = 0 | | | | nonauto = 0 | | | | | someonedropped = 0 | | | | | | actdurgreater150min = 0 | | | | | | | lu_commercial = 0 | | | | | | | | lu_parks = 0 | | | | | | | | | actdurless30min = 0 | | | | | | | | | | arrhour <= 16 | | | | | | | | | | | finalftworker = 0 | | | | | | | | | | | | lu_institutional = 0 | | | | | | | | | | | | | finalptworker = 0 | | | | | | | | | | | | | | actdurgreater30min = 0 | | | | | | | | | | | | | | | arrhour <= 12: 7 (34.0/22.0) | | | | | | | | | | | | | | | arrhour > 12: 15 (43.0/27.0) | | | | | | | | | | | | | | actdurgreater30min = 1 | | | | | | | | | | | | | | | k8enrollment = 0 | | | | | | | | | | | | | | | | final preschool = 0 | | | | | | | | | | | | | | | | | starttime11amto3pm = 0 | | | | | | | | | | | | | | | | | | starttime4pmto7pm = 0 | | | | | | | | | | | | | | | | | | | groupeatoutduration = 0 | | | | | | | | | | | | | | | | | | | | tripdistgreater10mi = 0 | | | | | | | | | | | | | | | | | | | | | actdurless60min = 0: 23 (149.0/96.0) | | | | | | | | | | | | | | | | | | | | | actdurless60min = 1 | | | | | | | | | | | | | | | | | | | | | | tripdistance <= 2.736193: 23 (30.0/20.0) | | | | | | | | | | | | | | | | | | | | | | tripdistance > 2.736193: 7 (32.0/22.0) | | | | | | | | | | | | | | | | | | | | tripdistgreater10mi = 1: 7 (56.0/36.0) | | | | | | | | | | | | | | | | | | | groupeatoutduration = 1: 7 (26.0/16.0) | | | | | | | | | | | | | | | | | | starttime4pmto7pm = 1: 25 (39.0/25.0) | | | | | | | | | | | | | | | | | starttime11amto3pm = 1 | | | | | | | | | | | | | | | | | | arrhour <= 12 | | | | | | | | | | | | | | | | | | | age <= 51: 25 (40.0/23.0) | | | | | | | | | | | | | | | | | | | age > 51: 21 (89.0/57.0) | | | | | | | | | | | | | | | | | | arrhour > 12 | | | | | | | | | | | | | | | | | | | adultpartyactdur20to40min = 0 | | | | | | | | | | | | | | | | | | | | hhmem <= 0: 25 (115.0/68.0) | | | | | | | | | | | | | | | | | | | | hhmem > 0: 7 (60.0/32.0) | | | | | | | | | | | | | | | | | | | adultpartyactdur20to40min = 1: 7 (28.0/16.0) | | | | | | | | | | | | | | | | finalpreschool = 1: 25 (58.0/30.0) | | | | | | | | | | | | | | | k8enrollment = 1 | | | | | | | | | | | | | | | | arrhour <= 14: 7 (37.0/21.0) | | | | | | | | | | | | | | | | arrhour > 14: 23 (44.0/16.0) | | | | | | | | | | | | | finalptworker = 1 | | | | | | | | | | | | | | adultparty = 0: 23 (26.0/19.0) | | | | | | | | | | | | | | adultparty = 1 | | | | | | | | | | | | | | | young = 0: 13 (201.0/125.0) | | | | | | | | | | | | | | | young = 1: 25 (51.0/38.0) | | | | | | | | | | | | lu_institutional = 1 | | | | | | | | | | | | | groupgroceryduration = 0 | | | | | | | | | | | | | | arrhour <= 15: 7 (333.0/149.0) | | | | | | | | | | | | | | arrhour > 15: 23 (36.0/15.0) | | | | | | | | | | | | | groupgroceryduration = 1: 7 (30.0/4.0) | | | | | | | | | | | finalftworker = 1 | | | | | | | | | | | | starttime4pmto7pm = 0 | | | | | | | | | | | | | mixedparty = 0 | | | | | | | | | | | | | | simplesubtour12pmto2pm = 0 | | | | | | | | | | | | | | | hhmem <= 0 | | | | | | | | | | | | | | | | lu_institutional = 0: 13 (463.0/207.0) | | | | | | | | | | | | | | | | lu_institutional = 1 | | | | | | | | | | | | | | | | | tripdistgreater10mi = 0 | | | | | | | | | | | | | | | | | | female = 0: 7 (52.0/33.0) | | | | | | | | | | | | | | | | | | female = 1: 13 (47.0/20.0) | | | | | | | | | | | | | | | | | tripdistgreater10mi = 1: 7 (31.0/19.0) (continued on next page)

126 | | | | | | | | | | | | | | | hhmem > 0 | | | | | | | | | | | | | | | | starttime11amto3pm = 0: 23 (34.0/23.0) | | | | | | | | | | | | | | | | starttime11amto3pm = 1: 21 (26.0/16.0) | | | | | | | | | | | | | | simplesubtour12pmto2pm = 1: 21 (30.0/16.0) | | | | | | | | | | | | | mi xedparty = 1: 7 (32.0/18.0) | | | | | | | | | | | | starttime4pmto7pm = 1 | | | | | | | | | | | | | actdurless60min = 0: 23 (26.0/15.0) | | | | | | | | | | | | | actdurless60min = 1: 7 (28.0/18.0) | | | | | | | | | | arrhour > 16 | | | | | | | | | | | lu_institutional = 0 | | | | | | | | | | | | groupgroceryduration = 0 | | | | | | | | | | | | | groupeatoutduration = 0 | | | | | | | | | | | | | | hhmem <= 2 | | | | | | | | | | | | | | | k8enrollment = 0 | | | | | | | | | | | | | | | | ptype = 1: 25 (27.0/12.0) | | | | | | | | | | | | | | | | ptype = 2: 25 (0.0) | | | | | | | | | | | | | | | | ptype = 3: 25 (0.0) | | | | | | | | | | | | | | | | ptype = 7 | | | | | | | | | | | | | | | | | adultpartyactdur20to40min = 0 | | | | | | | | | | | | | | | | | | tottr <= 2 | | | | | | | | | | | | | | | | | | | starttime3pmto8pm = 0: 25 (41.0/17.0) | | | | | | | | | | | | | | | | | | | starttime3pmto8pm = 1 | | | | | | | | | | | | | | | | | | | | starttime2pmto5pm = 0 | | | | | | | | | | | | | | | | | | | | | lowincome = 0 | | | | | | | | | | | | | | | | | | | | | | actdurless60min = 0 | | | | | | | | | | | | | | | | | | | | | | | mixedparty = 0 | | | | | | | | | | | | | | | | | | | | | | | | hhmem <= 0 | | | | | | | | | | | | | | | | | | | | | | | | | adultactdurless100min = 0: 25 (87.0/54.0) | | | | | | | | | | | | | | | | | | | | | | | | | adultactdurless100min = 1: 23 (81.0/50.0) | | | | | | | | | | | | | | | | | | | | | | | | hhmem > 0: 22 (49.0/36.0) | | | | | | | | | | | | | | | | | | | | | | | mixedparty = 1: 23 (35.0/16.0) | | | | | | | | | | | | | | | | | | | | | | actdurless60min = 1: 25 (26.0/19.0) | | | | | | | | | | | | | | | | | | | | | lowincome = 1: 25 (42.0/24.0) | | | | | | | | | | | | | | | | | | | | starttime2pmto5pm = 1: 25 (48.0/32.0) | | | | | | | | | | | | | | | | | | tottr > 2 | | | | | | | | | | | | | | | | | | | arrhour <= 17: 23 (35.0/15.0) | | | | | | | | | | | | | | | | | | | arrhour > 17 | | | | | | | | | | | | | | | | | | | | actdur <= 82: 23 (28.0/16.0) | | | | | | | | | | | | | | | | | | | | actdur > 82: 21 (32.0/19.0) | | | | | | | | | | | | | | | | | adultpartyactdur20to40min = 1: 15 (56.0/37.0) | | | | | | | | | | | | | | | k8enrollment = 1: 23 (71.0/26.0) | | | | | | | | | | | | | | hhmem > 2: 23 (59.0/29.0) | | | | | | | | | | | | | groupeatoutduration = 1 | | | | | | | | | | | | | | lowincome = 0 | | | | | | | | | | | | | | | nondrivingchildren = 0: 21 (41.0/25.0) | | | | | | | | | | | | | | | nondrivingchildren = 1: 23 (41.0/21.0) | | | | | | | | | | | | | | lowincome = 1: 21 (26.0/13.0) | | | | | | | | | | | | groupgroceryduration = 1 | | | | | | | | | | | | | arrhour <= 18: 15 (39.0/16.0) | | | | | | | | | | | | | arrhour > 18: 21 (38.0/19.0) | | | | | | | | | | | lu_institutional = 1 | | | | | | | | | | | | groupeatoutduration = 0 | | | | | | | | | | | | | arrhour <= 17 | | | | | | | | | | | | | | tottr <= 1: 22 (37.0/25.0) | | | | | | | | | | | | | | tottr > 1: 23 (47.0/20.0) | | | | | | | | | | | | | arrhour > 17: 22 (235.0/106.0) | | | | | | | | | | | | groupeatoutduration = 1: 23 (29.0/11.0) | | | | | | | | | actdurless30min = 1 | | | | | | | | | | arrhour <= 7 | | | | | | | | | | | tottr <= 1 | | | | | | | | | | | | finalftworker = 0: 7 (25.0/18.0) | | | | | | | | | | | | finalftworker = 1: 4 (104.0/51.0) | | | | | | | | | | | tottr > 1 | | | | | | | | | | | | highincome = 0: 6 (47.0/26.0) | | | | | | | | | | | | highincome = 1: 5 (25.0/12.0) | | | | | | | | | | arrhour > 7 | | | | | | | | | | | subtourdummy = 0 | | | | | | | | | | | | hhmem <= 1 | | | | | | | | | | | | | mixedparty = 0 | | | | | | | | | | | | | | finalftworker = 0

127 | | | | | | | | | | | | | | | lu_institutional = 0 | | | | | | | | | | | | | | | | actdur <= 6: 7 (240.0/106.0) | | | | | | | | | | | | | | | | actdur > 6 | | | | | | | | | | | | | | | | | age <= 29: 7 (45.0/33.0) | | | | | | | | | | | | | | | | | age > 29 | | | | | | | | | | | | | | | | | | finalptworker = 0 | | | | | | | | | | | | | | | | | | | volunactdurless60min = 0 | | | | | | | | | | | | | | | | | | | | age <= 71 | | | | | | | | | | | | | | | | | | | | | lowincome = 0: 15 (154.0/92.0) | | | | | | | | | | | | | | | | | | | | | lowincome = 1: 7 (70.0/37.0) | | | | | | | | | | | | | | | | | | | | age > 71: 7 (43.0/25.0) | | | | | | | | | | | | | | | | | | | volunactdurless60min = 1 | | | | | | | | | | | | | | | | | | | | adultparty12pmto2pm = 0: 25 (30.0/22.0) | | | | | | | | | | | | | | | | | | | | adultparty12pmto2pm = 1: 15 (27.0/17.0) | | | | | | | | | | | | | | | | | | finalptworker = 1 | | | | | | | | | | | | | | | | | | | actdur <= 13: 7 (61.0/39.0) | | | | | | | | | | | | | | | | | | | actdur > 13: 15 (54.0/36.0) | | | | | | | | | | | | | | | lu_institutional = 1: 7 (166.0/78.0) | | | | | | | | | | | | | | finalftworker = 1 | | | | | | | | | | | | | | | tottr <= 2 | | | | | | | | | | | | | | | | actdurgreater10min = 0: 7 (319.0/176.0) | | | | | | | | | | | | | | | | actdurgreater10min = 1 | | | | | | | | | | | | | | | | | starttime1amto6pm = 0: 15 (50.0/30.0) | | | | | | | | | | | | | | | | | starttime1amto6pm = 1 | | | | | | | | | | | | | | | | | | starttime5pmto7pm = 0 | | | | | | | | | | | | | | | | | | | starttime4pmto7pm = 0: 13 (166.0/90.0) | | | | | | | | | | | | | | | | | | | starttime4pmto7pm = 1: 7 (37.0/23.0) | | | | | | | | | | | | | | | | | | starttime5pmto7pm = 1: 15 (43.0/29.0) | | | | | | | | | | | | | | | tottr > 2: 13 (36.0/8.0) | | | | | | | | | | | | | mixedparty = 1 | | | | | | | | | | | | | | actdur <= 5 | | | | | | | | | | | | | | | starttime2pmto6pm = 0: 6 (36.0/24.0) | | | | | | | | | | | | | | | starttime2pmto6pm = 1: 7 (40.0/19.0) | | | | | | | | | | | | | | actdur > 5 | | | | | | | | | | | | | | | lu_institutional = 0 | | | | | | | | | | | | | | | | groupgroceryduration = 0 | | | | | | | | | | | | | | | | | starttime2pmto6pm = 0: 7 (31.0/13.0) | | | | | | | | | | | | | | | | | starttime2pmto6pm = 1: 15 (34.0/17.0) | | | | | | | | | | | | | | | | groupgroceryduration = 1: 15 (45.0/15.0) | | | | | | | | | | | | | | | lu_institutional = 1: 6 (37.0/24.0) | | | | | | | | | | | | hhmem > 1 | | | | | | | | | | | | | actdur <= 24 | | | | | | | | | | | | | | tripdistance <= 8.796565 | | | | | | | | | | | | | | | startti me8amto2pm = 0 | | | | | | | | | | | | | | | | starttime3pmto8pm = 0: 5 (33.0/16.0) | | | | | | | | | | | | | | | | starttime3pmto8pm = 1: 7 (95.0/40.0) | | | | | | | | | | | | | | | starttime8amto2pm = 1: 7 (33.0/13.0) | | | | | | | | | | | | | | tripdistance > 8.796565: 25 (34.0/21.0) | | | | | | | | | | | | | actdur > 24: 7 (25.0/16.0) | | | | | | | | | | | subtourdummy = 1 | | | | | | | | | | | | starttime8amto11am = 0 | | | | | | | | | | | | | actdurgreater10min = 0: 7 (52.0/32.0) | | | | | | | | | | | | | actdurgreater10min = 1: 13 (49.0/25.0) | | | | | | | | | | | | starttime8amto11am = 1: 13 (28.0/13.0) | | | | | | | | lu_parks = 1 | | | | | | | | | actdurless30min = 0: 23 (245.0/26.0) | | | | | | | | | actdurless30min = 1: 7 (32.0/12.0) | | | | | | | lu_commercial = 1 | | | | | | | | actdurgreater10min = 0 | | | | | | | | | simplesubtour = 0 | | | | | | | | | | actdur <= 5: 7 (2318.0/786.0) | | | | | | | | | | actdur > 5 | | | | | | | | | | | mixedparty = 0 | | | | | | | | | | | | starttime1amto6pm = 0 | | | | | | | | | | | | | tottr <= 1 | | | | | | | | | | | | | | female = 0: 15 (74.0/33.0) | | | | | | | | | | | | | | female = 1 | | | | | | | | | | | | | | | actdurl ess10min = 0: 15 (38.0/21.0) | | | | | | | | | | | | | | | actdurl ess10min = 1: 7 (57.0/21.0) | | | | | | | | | | | | | tottr > 1: 15 (87.0/39.0) (continued on next page)

128 | | | | | | | | | | | | starttime1amto6pm = 1 | | | | | | | | | | | | | finalretiree = 0 | | | | | | | | | | | | | | starttime4pmto7pm = 0: 7 (1047.0/486.0) | | | | | | | | | | | | | | starttime4pmto7pm = 1 | | | | | | | | | | | | | | | actdurless10min = 0: 15 (120.0/52.0) | | | | | | | | | | | | | | | actdurl ess10min = 1 | | | | | | | | | | | | | | | | highincome = 0: 7 (78.0/33.0) | | | | | | | | | | | | | | | | highincome = 1: 15 (39.0/21.0) | | | | | | | | | | | | | finalretiree = 1 | | | | | | | | | | | | | | actdur <= 7: 7 (71.0/20.0) | | | | | | | | | | | | | | actdur > 7 | | | | | | | | | | | | | | | highincome = 0 | | | | | | | | | | | | | | | | lowincome = 0 | | | | | | | | | | | | | | | | | starttime3pmto5pm = 0: 7 (90.0/33.0) | | | | | | | | | | | | | | | | | starttime3pmto5pm = 1: 15 (31.0/15.0) | | | | | | | | | | | | | | | | lowincome = 1: 15 (59.0/31.0) | | | | | | | | | | | | | | | highincome = 1: 15 (34.0/10.0) | | | | | | | | | | | mixedparty = 1 | | | | | | | | | | | | arrhour <= 12: 7 (112.0/38.0) | | | | | | | | | | | | arrhour > 12 | | | | | | | | | | | | | tripdistance <= 1.317402 | | | | | | | | | | | | | | starttime11amto3pm = 0: 7 (82.0/40.0) | | | | | | | | | | | | | | starttime11amto3pm = 1: 15 (25.0/8.0) | | | | | | | | | | | | | tripdistance > 1.317402: 7 (179.0/79.0) | | | | | | | | | simplesubtour = 1 | | | | | | | | | | female = 0 | | | | | | | | | | | actdur <= 5: 7 (29.0/15.0) | | | | | | | | | | | actdur > 5: 21 (32.0/17.0) | | | | | | | | | | female = 1: 7 (56.0/18.0) | | | | | | | | actdurgreater10min = 1 | | | | | | | | | simplesubtour = 0 | | | | | | | | | | actdurless60min = 0 | | | | | | | | | | | arrhour <= 16 | | | | | | | | | | | | starttime7amto12am = 0: 23 (102.0/40.0) | | | | | | | | | | | | starttime7amto12am = 1 | | | | | | | | | | | | | finalftworker = 0 | | | | | | | | | | | | | | starttime4pmto7pm = 0 | | | | | | | | | | | | | | | nearbigbox = 0 | | | | | | | | | | | | | | | | starttime11amto1pm = 0 | | | | | | | | | | | | | | | | | finalptworker = 0 | | | | | | | | | | | | | | | | | | childparty = 0 | | | | | | | | | | | | | | | | | | | highschoolenrollment = 0 | | | | | | | | | | | | | | | | | | | | actdur <= 115 | | | | | | | | | | | | | | | | | | | | | lu_institutional = 0 | | | | | | | | | | | | | | | | | | | | | | finalpredriving = 0 | | | | | | | | | | | | | | | | | | | | | | | tripdistgreater10mi = 0 | | | | | | | | | | | | | | | | | | | | | | | | arrhour <= 8 | | | | | | | | | | | | | | | | | | | | | | | | | tripdistance <= 3.341837 | | | | | | | | | | | | | | | | | | | | | | | | | | tripdistance <= 1.760107: 15 (25.0/17.0) | | | | | | | | | | | | | | | | | | | | | | | | | | tripdistance > 1.760107: 23 (27.0/15.0) | | | | | | | | | | | | | | | | | | | | | | | | | tripdistance > 3.341837: 7 (26.0/10.0) | | | | | | | | | | | | | | | | | | | | | | | | arrhour > 8 | | | | | | | | | | | | | | | | | | | | | | | | | mi xedparty = 0 | | | | | | | | | | | | | | | | | | | | | | | | | | tottr <= 1 | | | | | | | | | | | | | | | | | | | | | | | | | | | highincome = 0: 15 (185.0/92.0) | | | | | | | | | | | | | | | | | | | | | | | | | | | hi ghincome = 1: 7 (70.0/40.0) | | | | | | | | | | | | | | | | | | | | | | | | | | tottr > 1 | | | | | | | | | | | | | | | | | | | | | | | | | | | arrhour <= 10: 7 (65.0/37.0) | | | | | | | | | | | | | | | | | | | | | | | | | | | arrhour > 10: 15 (86.0/45.0) | | | | | | | | | | | | | | | | | | | | | | | | | mi xedparty = 1 | | | | | | | | | | | | | | | | | | | | | | | | | | tripdistance <= 1.752865: 15 (45.0/16.0) | | | | | | | | | | | | | | | | | | | | | | | | | | tripdistance > 1.752865 | | | | | | | | | | | | | | | | | | | | | | | | | | | actdur <= 69: 15 (30.0/12.0) | | | | | | | | | | | | | | | | | | | | | | | | | | | actdur > 69 | | | | | | | | | | | | | | | | | | | | | | | | | | | | hhmem <= 1: 7 (25.0/15.0) | | | | | | | | | | | | | | | | | | | | | | | | | | | | hhmem > 1: 23 (25.0/12.0) | | | | | | | | | | | | | | | | | | | | | | | tripdistgreater10mi = 1: 7 (100.0/48.0) | | | | | | | | | | | | | | | | | | | | | | finalpredriving = 1: 7 (47.0/23.0) | | | | | | | | | | | | | | | | | | | | | lu_institutional = 1: 7 (40.0/15.0) | | | | | | | | | | | | | | | | | | | | actdur > 115

129 | | | | | | | | | | | | | | | | | | | | | starttime11amto3pm = 0: 7 (117.0/64.0) | | | | | | | | | | | | | | | | | | | | | starttime11amto3pm = 1: 15 (26.0/10.0) | | | | | | | | | | | | | | | | | | | highschoolenrollment = 1: 7 (33.0/11.0) | | | | | | | | | | | | | | | | | | childparty = 1: 23 (32.0/18.0) | | | | | | | | | | | | | | | | | finalptworker = 1 | | | | | | | | | | | | | | | | | | tottr <= 1 | | | | | | | | | | | | | | | | | | | adultactdurless100min = 0: 23 (42.0/30.0) | | | | | | | | | | | | | | | | | | | adultactdurless100min = 1 | | | | | | | | | | | | | | | | | | | | highincome = 0 | | | | | | | | | | | | | | | | | | | | | starttime9amto11am = 0: 7 (52.0/32.0) | | | | | | | | | | | | | | | | | | | | | starttime9amto11am = 1: 23 (26.0/15.0) | | | | | | | | | | | | | | | | | | | | highincome = 1: 15 (31.0/19.0) | | | | | | | | | | | | | | | | | | tottr > 1 | | | | | | | | | | | | | | | | | | | arrhour <= 12: 7 (25.0/12.0) | | | | | | | | | | | | | | | | | | | arrhour > 12: 15 (34.0/19.0) | | | | | | | | | | | | | | | | starttime11amto1pm = 1 | | | | | | | | | | | | | | | | | grouprecreationduration = 0 | | | | | | | | | | | | | | | | | | hhmem <= 1 | | | | | | | | | | | | | | | | | | | actdurless120min = 0: 7 (47.0/32.0) | | | | | | | | | | | | | | | | | | | actdurless120min = 1 | | | | | | | | | | | | | | | | | | | | starttime8amto11am = 0 | | | | | | | | | | | | | | | | | | | | | arrhour <= 12 | | | | | | | | | | | | | | | | | | | | | | finalptworker = 0 | | | | | | | | | | | | | | | | | | | | | | | hhmem <= 0: 15 (164.0/100.0) | | | | | | | | | | | | | | | | | | | | | | | hhmem > 0 | | | | | | | | | | | | | | | | | | | | | | | | adultparty12pmto2pm = 0: 21 (47.0/18.0) | | | | | | | | | | | | | | | | | | | | | | | | adultparty12pmto2pm = 1: 15 (34.0/17.0) | | | | | | | | | | | | | | | | | | | | | | finalptworker = 1: 21 (58.0/34.0) | | | | | | | | | | | | | | | | | | | | | arrhour > 12 | | | | | | | | | | | | | | | | | | | | | | tottr <= 1: 15 (43.0/20.0) | | | | | | | | | | | | | | | | | | | | | | tottr > 1: 7 (29.0/18.0) | | | | | | | | | | | | | | | | | | | | starttime8amto11am = 1: 15 (32.0/18.0) | | | | | | | | | | | | | | | | | | hhmem > 1: 15 (28.0/7.0) | | | | | | | | | | | | | | | | | grouprecreationduration = 1: 7 (42.0/23.0) | | | | | | | | | | | | | | | nearbigbox = 1: 15 (55.0/15.0) | | | | | | | | | | | | | | starttime4pmto7pm = 1 | | | | | | | | | | | | | | | age <= 60: 23 (71.0/44.0) | | | | | | | | | | | | | | | age > 60: 15 (26.0/7.0) | | | | | | | | | | | | | finalftworker = 1 | | | | | | | | | | | | | | hhmem <= 0 | | | | | | | | | | | | | | | tripdistgreater10mi = 0 | | | | | | | | | | | | | | | | tottr <= 1 | | | | | | | | | | | | | | | | | starttime4pmto7pm = 0 | | | | | | | | | | | | | | | | | | female = 0 | | | | | | | | | | | | | | | | | | | nondrivingchildren = 0 | | | | | | | | | | | | | | | | | | | | starttime11amto1pm = 0: 7 (79.0/55.0) | | | | | | | | | | | | | | | | | | | | starttime11amto1pm = 1: 21 (25.0/18.0) | | | | | | | | | | | | | | | | | | | nondrivingchildren = 1: 13 (64.0/37.0) | | | | | | | | | | | | | | | | | | female = 1 | | | | | | | | | | | | | | | | | | | arrhour <= 10: 7 (44.0/30.0) | | | | | | | | | | | | | | | | | | | arrhour > 10: 15 (82.0/53.0) | | | | | | | | | | | | | | | | | starttime4pmto7pm = 1: 7 (33.0/23.0) | | | | | | | | | | | | | | | | tottr > 1: 21 (34.0/19.0) | | | | | | | | | | | | | | | tripdistgreater10mi = 1: 13 (113.0/54.0) | | | | | | | | | | | | | | hhmem > 0: 7 (92.0/48.0) | | | | | | | | | | | arrhour > 16 | | | | | | | | | | | | nearchurch = 0 | | | | | | | | | | | | | lu_institutional = 0 | | | | | | | | | | | | | | starttime3pmto5pm = 0 | | | | | | | | | | | | | | | lowincome = 0 | | | | | | | | | | | | | | | | tottr <= 1 | | | | | | | | | | | | | | | | | actdur <= 68: 15 (48.0/29.0) | | | | | | | | | | | | | | | | | actdur > 68 | | | | | | | | | | | | | | | | | | young = 0 | | | | | | | | | | | | | | | | | | | arrhour <= 17: 23 (49.0/28.0) | | | | | | | | | | | | | | | | | | | arrhour > 17: 21 (148.0/100.0) | | | | | | | | | | | | | | | | | | young = 1: 23 (40.0/23.0) | | | | | | | | | | | | | | | | tottr > 1 | | | | | | | | | | | | | | | | | starttime3pmto8pm = 0: 21 (54.0/24.0) | | | | | | | | | | | | | | | | | starttime3pmto8pm = 1 (continued on next page)

130 | | | | | | | | | | | | | | | | | | adultpart y = 0 | | | | | | | | | | | | | | | | | | | tottr <= 2: 23 (118.0/59.0) | | | | | | | | | | | | | | | | | | | tottr > 2 | | | | | | | | | | | | | | | | | | | | actdur <= 66 | | | | | | | | | | | | | | | | | | | | | tripdistance <= 3.75533: 21 (32.0/8.0) | | | | | | | | | | | | | | | | | | | | | tripdistance > 3.75533: 15 (27.0/10.0) | | | | | | | | | | | | | | | | | | | | actdur > 66 | | | | | | | | | | | | | | | | | | | | | tripdistance <= 3.969448 | | | | | | | | | | | | | | | | | | | | | | tripdistance <= 2.141056: 21 (73.0/22.0) | | | | | | | | | | | | | | | | | | | | | | tripdistance > 2.141056: 23 (49.0/27.0) | | | | | | | | | | | | | | | | | | | | | tripdistance > 3.969448 | | | | | | | | | | | | | | | | | | | | | | highincom e = 0: 21 (40.0/11.0) | | | | | | | | | | | | | | | | | | | | | | highincom e = 1: 22 (50.0/27.0) | | | | | | | | | | | | | | | | | | adultparty = 1: 21 (266.0/91.0) | | | | | | | | | | | | | | | lowincome = 1 | | | | | | | | | | | | | | | | starttime2pmto7pm = 0: 15 (35.0/20.0) | | | | | | | | | | | | | | | | starttime2pmto7pm = 1 | | | | | | | | | | | | | | | | | actdur <= 84: 15 (47.0/16.0) | | | | | | | | | | | | | | | | | actdur > 84 | | | | | | | | | | | | | | | | | | actdur <= 99: 23 (25.0/15.0) | | | | | | | | | | | | | | | | | | actdur > 99: 22 (45.0/32.0) | | | | | | | | | | | | | | starttime3pmto5pm = 1 | | | | | | | | | | | | | | | tottr <= 1 | | | | | | | | | | | | | | | | highincome = 0: 7 (34.0/21.0) | | | | | | | | | | | | | | | | highincome = 1: 15 (30.0/20.0) | | | | | | | | | | | | | | | tottr > 1: 21 (56.0/34.0) | | | | | | | | | | | | | lu_institutional = 1 | | | | | | | | | | | | | | actdurgreater90min = 0: 23 (29.0/14.0) | | | | | | | | | | | | | | actdurgreater90min = 1: 22 (25.0/16.0) | | | | | | | | | | | | nearchurch = 1: 22 (47.0/21.0) | | | | | | | | | | actdurless60min = 1 | | | | | | | | | | | groupeatoutduration = 0 | | | | | | | | | | | | starttime7amto12am = 0 | | | | | | | | | | | | | actdurgreater30min = 0: 7 (63.0/43.0) | | | | | | | | | | | | | actdurgreater30min = 1: 23 (26.0/17.0) | | | | | | | | | | | | starttime7amto12am = 1 | | | | | | | | | | | | | subtourdummy = 0 | | | | | | | | | | | | | | starttime1amto6pm = 0 | | | | | | | | | | | | | | | actdurl ess30min = 0 | | | | | | | | | | | | | | | | tottr <= 1: 15 (212.0/81.0) | | | | | | | | | | | | | | | | tottr > 1 | | | | | | | | | | | | | | | | | tripdistance <= 4.168607 | | | | | | | | | | | | | | | | | | highincome = 0 | | | | | | | | | | | | | | | | | | | mixedparty = 0: 21 (44.0/21.0) | | | | | | | | | | | | | | | | | | | mixedparty = 1: 15 (46.0/6.0) | | | | | | | | | | | | | | | | | | highincome = 1 | | | | | | | | | | | | | | | | | | | mixedparty = 0: 15 (40.0/16.0) | | | | | | | | | | | | | | | | | | | mixedparty = 1: 21 (27.0/12.0) | | | | | | | | | | | | | | | | | tripdistance > 4.168607: 21 (53.0/22.0) | | | | | | | | | | | | | | | actdurless30min = 1: 15 (614.0/195.0) | | | | | | | | | | | | | | starttime1amto6pm = 1 | | | | | | | | | | | | | | | arrhour <= 8 | | | | | | | | | | | | | | | | actdurgreater30min = 0 | | | | | | | | | | | | | | | | | highincome = 0 | | | | | | | | | | | | | | | | | | tripdistance <= 1.202759: 15 (44.0/15.0) | | | | | | | | | | | | | | | | | | tripdistance > 1.202759: 7 (119.0/68.0) | | | | | | | | | | | | | | | | | highincome = 1: 7 (69.0/40.0) | | | | | | | | | | | | | | | | actdurgreater30min = 1 | | | | | | | | | | | | | | | | | tripdistance <= 4.482676 | | | | | | | | | | | | | | | | | | fi nalftworker = 0: 15 (50.0/24.0) | | | | | | | | | | | | | | | | | | fi nalftworker = 1: 7 (31.0/20.0) | | | | | | | | | | | | | | | | | tripdistance > 4.482676: 7 (38.0/20.0) | | | | | | | | | | | | | | | arrhour > 8 | | | | | | | | | | | | | | | | finalftworker = 0 | | | | | | | | | | | | | | | | | nearbigbox = 0 | | | | | | | | | | | | | | | | | | actdur <= 20 | | | | | | | | | | | | | | | | | | | hhmem <= 2 | | | | | | | | | | | | | | | | | | | | highschoolenrollment = 0 | | | | | | | | | | | | | | | | | | | | | finalptworker = 0 | | | | | | | | | | | | | | | | | | | | | | tottr <= 2

131 | | | | | | | | | | | | | | | | | | | | | | | actdur <= 15 | | | | | | | | | | | | | | | | | | | | | | | | starttim e3pmto5pm = 0 | | | | | | | | | | | | | | | | | | | | | | | | | starttime8amto2pm = 0 | | | | | | | | | | | | | | | | | | | | | | | | | | tottr <= 1: 15 (53.0/22.0) | | | | | | | | | | | | | | | | | | | | | | | | | | tottr > 1: 7 (43.0/20.0) | | | | | | | | | | | | | | | | | | | | | | | | | starttime8amto2pm = 1 | | | | | | | | | | | | | | | | | | | | | | | | | | tripdistance <= 0.294596: 15 (42.0/11.0) | | | | | | | | | | | | | | | | | | | | | | | | | | tripdistance > 0.294596 | | | | | | | | | | | | | | | | | | | | | | | | | | | highincome = 0 | | | | | | | | | | | | | | | | | | | | | | | | | | | | age <= 65 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | starttime10amto1pm = 0: 15 (56.0/25.0) | | | | | | | | | | | | | | | | | | | | | | | | | | | | | starttime10amto1pm = 1: 7 (96.0/45.0) | | | | | | | | | | | | | | | | | | | | | | | | | | | | age > 65: 15 (85.0/34.0) | | | | | | | | | | | | | | | | | | | | | | | | | | | hi ghincome = 1: 15 (57.0/21.0) | | | | | | | | | | | | | | | | | | | | | | | | starttime3pmto5pm = 1: 15 (87.0/44.0) | | | | | | | | | | | | | | | | | | | | | | | actdur > 15: 15 (395.0/140.0) | | | | | | | | | | | | | | | | | | | | | | tottr > 2 | | | | | | | | | | | | | | | | | | | | | | | lowincome = 0 | | | | | | | | | | | | | | | | | | | | | | | | starttime3pmto5pm = 0: 7 (60.0/30.0) | | | | | | | | | | | | | | | | | | | | | | | | starttime3pmto5pm = 1: 15 (32.0/6.0) | | | | | | | | | | | | | | | | | | | | | | | lowincome = 1: 7 (42.0/12.0) | | | | | | | | | | | | | | | | | | | | | finalptworker = 1 | | | | | | | | | | | | | | | | | | | | | | starttime8amto11am = 0: 15 (252.0/109.0) | | | | | | | | | | | | | | | | | | | | | | starttime8amto11am = 1: 7 (48.0/23.0) | | | | | | | | | | | | | | | | | | | | highschoolenrollment = 1: 15 (35.0/14.0) | | | | | | | | | | | | | | | | | | | hhmem > 2: 15 (57.0/19.0) | | | | | | | | | | | | | | | | | | actdur > 20 | | | | | | | | | | | | | | | | | | | tripdistgreater10mi = 0: 15 (2128.0/797.0) | | | | | | | | | | | | | | | | | | | tripdistgreater10mi = 1 | | | | | | | | | | | | | | | | | | | | young = 0 | | | | | | | | | | | | | | | | | | | | | tottr <= 1 | | | | | | | | | | | | | | | | | | | | | | fem ale = 0: 7 (36.0/21.0) | | | | | | | | | | | | | | | | | | | | | | fem ale = 1: 15 (52.0/21.0) | | | | | | | | | | | | | | | | | | | | | tottr > 1 | | | | | | | | | | | | | | | | | | | | | | tripdistance <= 13.666906: 21 (27.0/12.0) | | | | | | | | | | | | | | | | | | | | | | tripdistance > 13.666906: 7 (34.0/20.0) | | | | | | | | | | | | | | | | | | | | young = 1: 15 (31.0/15.0) | | | | | | | | | | | | | | | | | nearbigbox = 1: 15 (127.0/15.0) | | | | | | | | | | | | | | | | finalftworker = 1 | | | | | | | | | | | | | | | | | starttime3pmto6pm = 0 | | | | | | | | | | | | | | | | | | groupgroceryduration = 0 | | | | | | | | | | | | | | | | | | | lu_institutional = 0 | | | | | | | | | | | | | | | | | | | | tripdistgreater10mi = 0 | | | | | | | | | | | | | | | | | | | | | starttime11amto1pm = 0 | | | | | | | | | | | | | | | | | | | | | | lowincome = 0 | | | | | | | | | | | | | | | | | | | | | | | highincome = 0 | | | | | | | | | | | | | | | | | | | | | | | | actdur <= 24 | | | | | | | | | | | | | | | | | | | | | | | | | starttime9amto11am = 0: 15 (50.0/28.0) | | | | | | | | | | | | | | | | | | | | | | | | | starttime9amto11am = 1: 7 (33.0/13.0) | | | | | | | | | | | | | | | | | | | | | | | | actdur > 24: 15 (83.0/44.0) | | | | | | | | | | | | | | | | | | | | | | | highincome = 1 | | | | | | | | | | | | | | | | | | | | | | | | tripdistance <= 1.209368: 15 (35.0/16.0) | | | | | | | | | | | | | | | | | | | | | | | | tripdistance > 1.209368: 7 (79.0/46.0) | | | | | | | | | | | | | | | | | | | | | | lowincome = 1: 15 (45.0/21.0) | | | | | | | | | | | | | | | | | | | | | starttime11amto1pm = 1 | | | | | | | | | | | | | | | | | | | | | | actdurgreater30min = 0 | | | | | | | | | | | | | | | | | | | | | | | adultparty12pmto2pm = 0 | | | | | | | | | | | | | | | | | | | | | | | | tripdistance <= 1.884516: 15 (34.0/17.0) | | | | | | | | | | | | | | | | | | | | | | | | tripdistance > 1.884516: 13 (35.0/22.0) | | | | | | | | | | | | | | | | | | | | | | | adultparty12pmto2pm = 1 | | | | | | | | | | | | | | | | | | | | | | | | actdur <= 23 | | | | | | | | | | | | | | | | | | | | | | | | | female = 0: 15 (32.0/15.0) | | | | | | | | | | | | | | | | | | | | | | | | | female = 1: 7 (34.0/17.0) | | | | | | | | | | | | | | | | | | | | | | | | actdur > 23: 21 (27.0/18.0) | | | | | | | | | | | | | | | | | | | | | | actdurgreater30min = 1 | | | | | | | | | | | | | | | | | | | | | | | highincome = 0 | | | | | | | | | | | | | | | | | | | | | | | | arrhour <= 11: 7 (27.0/17.0) | | | | | | | | | | | | | | | | | | | | | | | | arrhour > 11: 21 (28.0/15.0) | | | | | | | | | | | | | | | | | | | | | | | highincome = 1: 15 (37.0/22.0) | | | | | | | | | | | | | | | | | | | | tripdistgreater10mi = 1 (continued on next page)

132 | | | | | | | | | | | | | | | | | | | | | age <= 47: 15 (36.0/24.0) | | | | | | | | | | | | | | | | | | | | | age > 47: 13 (56.0/32.0) | | | | | | | | | | | | | | | | | | | lu_institutional = 1: 13 (32.0/21.0) | | | | | | | | | | | | | | | | | | groupgroceryduration = 1: 15 (60.0/26.0) | | | | | | | | | | | | | | | | | starttime3pmto6pm = 1: 15 (714.0/271.0) | | | | | | | | | | | | | subtourdummy = 1 | | | | | | | | | | | | | | starttime11amto3pm = 0: 13 (28.0/12.0) | | | | | | | | | | | | | | starttime11amto3pm = 1 | | | | | | | | | | | | | | | actdur <= 23: 15 (55.0/31.0) | | | | | | | | | | | | | | | actdur > 23: 21 (90.0/46.0) | | | | | | | | | | | groupeatoutduration = 1 | | | | | | | | | | | | starttime1amto6pm = 0: 21 (253.0/104.0) | | | | | | | | | | | | starttime1amto6pm = 1 | | | | | | | | | | | | | starttime5pmto7pm = 0 | | | | | | | | | | | | | | adultparty12pmto2pm = 0 | | | | | | | | | | | | | | | highincome = 0: 15 (419.0/177.0) | | | | | | | | | | | | | | | highincome = 1 | | | | | | | | | | | | | | | | tripdistance <= 2.108016 | | | | | | | | | | | | | | | | | actdurgreater45min = 0: 21 (36.0/18.0) | | | | | | | | | | | | | | | | | actdurgreater45min = 1: 15 (35.0/14.0) | | | | | | | | | | | | | | | | tripdistance > 2.108016 | | | | | | | | | | | | | | | | | tripdistance <= 4.656515: 7 (47.0/26.0) | | | | | | | | | | | | | | | | | tripdistance > 4.656515: 15 (38.0/21.0) | | | | | | | | | | | | | | adultparty12pmto2pm = 1 | | | | | | | | | | | | | | | arrhour <= 12: 21 (37.0/13.0) | | | | | | | | | | | | | | | arrhour > 12 | | | | | | | | | | | | | | | | tripdistance <= 4.433623: 15 (33.0/13.0) | | | | | | | | | | | | | | | | tripdistance > 4.433623: 21 (26.0/9.0) | | | | | | | | | | | | | starttime5pmto7pm = 1: 21 (135.0/61.0) | | | | | | | | | simplesubtour = 1 | | | | | | | | | | arrhour <= 10: 13 (36.0/20.0) | | | | | | | | | | arrhour > 10: 21 (431.0/150.0) | | | | | | actdurgreater150min = 1 | | | | | | | finalpreschool = 0 | | | | | | | | finalpredriving = 0 | | | | | | | | | arrhour <= 14 | | | | | | | | | | finalretiree = 0 | | | | | | | | | | | finalnonworker = 0 | | | | | | | | | | | | groupsocialvisitduration = 0 | | | | | | | | | | | | | arrhour <= 3 | | | | | | | | | | | | | | ptype = 1: 13 (139.0/70.0) | | | | | | | | | | | | | | ptype = 2: 13 (0.0) | | | | | | | | | | | | | | ptype = 3: 13 (0.0) | | | | | | | | | | | | | | ptype = 7 | | | | | | | | | | | | | | | finalftworker = 0: 25 (48.0/23.0) | | | | | | | | | | | | | | | finalftworker = 1 | | | | | | | | | | | | | | | | female = 0: 13 (100.0/33.0) | | | | | | | | | | | | | | | | female = 1: 25 (40.0/23.0) | | | | | | | | | | | | | arrhour > 3 | | | | | | | | | | | | | | ptype = 1: 8 (34.0/16.0) | | | | | | | | | | | | | | ptype = 2: 13 (0.0) | | | | | | | | | | | | | | ptype = 3: 13 (0.0) | | | | | | | | | | | | | | ptype = 7: 13 (657.0/309.0) | | | | | | | | | | | | groupsocialvisitduration = 1: 7 (85.0/52.0) | | | | | | | | | | | finalnonworker = 1 | | | | | | | | | | | | ptype = 1 | | | | | | | | | | | | | age <= 49: 5 (33.0/24.0) | | | | | | | | | | | | | age > 49: 7 (27.0/19.0) | | | | | | | | | | | | ptype = 2: 7 (0.0) | | | | | | | | | | | | ptype = 3: 7 (0.0) | | | | | | | | | | | | ptype = 7 | | | | | | | | | | | | | lu_institutional = 0 | | | | | | | | | | | | | | tottr <= 0: 25 (41.0/18.0) | | | | | | | | | | | | | | tottr > 0 | | | | | | | | | | | | | | | actdur <= 412 | | | | | | | | | | | | | | | | age <= 60 | | | | | | | | | | | | | | | | | lu_commercial = 0: 25 (63.0/35.0) | | | | | | | | | | | | | | | | | lu_commercial = 1 | | | | | | | | | | | | | | | | | | age <= 42: 15 (26.0/17.0) | | | | | | | | | | | | | | | | | | age > 42: 7 (41.0/25.0)

133 | | | | | | | | | | | | | | | | age > 60: 25 (38.0/28.0) | | | | | | | | | | | | | | | actdur > 412 | | | | | | | | | | | | | | | | arrhour <= 8: 13 (27.0/12.0) | | | | | | | | | | | | | | | | arrhour > 8: 25 (27.0/18.0) | | | | | | | | | | | | | lu_institutional = 1: 7 (76.0/34.0) | | | | | | | | | | finalretiree = 1 | | | | | | | | | | | age <= 54: 25 (26.0/13.0) | | | | | | | | | | | age > 54 | | | | | | | | | | | | lowincome = 0 | | | | | | | | | | | | | ptype = 1: 23 (29.0/19.0) | | | | | | | | | | | | | ptype = 2: 7 (0.0) | | | | | | | | | | | | | ptype = 3: 7 (0.0) | | | | | | | | | | | | | ptype = 7 | | | | | | | | | | | | | | starttime9amto3pm = 0 | | | | | | | | | | | | | | | arrhour <= 6: 7 (27.0/16.0) | | | | | | | | | | | | | | | arrhour > 6: 23 (42.0/23.0) | | | | | | | | | | | | | | starttime9amto3pm = 1 | | | | | | | | | | | | | | | tottr <= 1: 25 (44.0/29.0) | | | | | | | | | | | | | | | tottr > 1: 7 (35.0/18.0) | | | | | | | | | | | | lowincome = 1 | | | | | | | | | | | | | tripdistance <= 2.371755: 25 (32.0/21.0) | | | | | | | | | | | | | tripdistance > 2.371755: 7 (53.0/32.0) | | | | | | | | | arrhour > 14 | | | | | | | | | | lu_institutional = 0 | | | | | | | | | | | lu_commercial = 0: 25 (482.0/222.0) | | | | | | | | | | | lu_commercial = 1 | | | | | | | | | | | | actdur <= 324 | | | | | | | | | | | | | starttime2pmto7pm = 0 | | | | | | | | | | | | | | finalftworker = 0: 21 (28.0/13.0) | | | | | | | | | | | | | | finalftworker = 1: 25 (30.0/18.0) | | | | | | | | | | | | | starttime2pmto7pm = 1 | | | | | | | | | | | | | | finalptworker = 0 | | | | | | | | | | | | | | | finalnonworker = 0 | | | | | | | | | | | | | | | | starttime5pmto7pm = 0: 23 (56.0/44.0) | | | | | | | | | | | | | | | | starttime5pmto7pm = 1 | | | | | | | | | | | | | | | | | tripdistgreater10mi = 0 | | | | | | | | | | | | | | | | | | age <= 47: 21 (32.0/22.0) | | | | | | | | | | | | | | | | | | age > 47: 23 (29.0/15.0) | | | | | | | | | | | | | | | | | tripdistgreater10mi = 1: 21 (25.0/15.0) | | | | | | | | | | | | | | | finalnonworker = 1: 15 (29.0/22.0) | | | | | | | | | | | | | | finalptworker = 1: 13 (44.0/31.0) | | | | | | | | | | | | actdur > 324: 25 (38.0/27.0) | | | | | | | | | | lu_institutional = 1 | | | | | | | | | | | adultparty = 0: 23 (25.0/8.0) | | | | | | | | | | | adultparty = 1 | | | | | | | | | | | | actdur <= 261: 22 (64.0/41.0) | | | | | | | | | | | | actdur > 261: 25 (25.0/17.0) | | | | | | | | finalpredriving = 1 | | | | | | | | | ptype = 1: 23 (25.0/18.0) | | | | | | | | | ptype = 2: 25 (0.0) | | | | | | | | | ptype = 3: 25 (0.0) | | | | | | | | | ptype = 7 | | | | | | | | | | lu_commercial = 0 | | | | | | | | | | | lu_institutional = 0: 25 (140.0/57.0) | | | | | | | | | | | lu_institutional = 1: 23 (29.0/18.0) | | | | | | | | | | lu_commercial = 1: 23 (56.0/32.0) | | | | | | | finalpreschool = 1 | | | | | | | | lu_commercial = 0: 25 (102.0/38.0) | | | | | | | | lu_commercial = 1: 11 (41.0/27.0) | | | | | someonedropped = 1 | | | | | | actdurgreater45min = 0 | | | | | | | actdurgreater30min = 0 | | | | | | | | adultpartyactdur20to40min = 0: 5 (959.0/200.0) | | | | | | | | adultpartyactdur20to40min = 1 | | | | | | | | | lu_commercial = 0: 5 (36.0/18.0) | | | | | | | | | lu_commercial = 1: 7 (36.0/23.0) | | | | | | | actdurgreater30min = 1 | | | | | | | | lu_commercial = 0: 5 (29.0/15.0) | | | | | | | | lu_commercial = 1: 15 (27.0/16.0) | | | | | | actdurgreater45min = 1 (continued on next page)

134 | | | | | | | arrhour <= 14 | | | | | | | | lu_commercial = 0 | | | | | | | | | finalftworker = 0 | | | | | | | | | | starttime11amto3pm = 0: 5 (49.0/34.0) | | | | | | | | | | starttime11amto3pm = 1: 25 (47.0/25.0) | | | | | | | | | finalftworker = 1: 13 (44.0/30.0) | | | | | | | | lu_commercial = 1 | | | | | | | | | starttime11amto1pm = 0 | | | | | | | | | | actdurgreater120min = 0: 7 (26.0/15.0) | | | | | | | | | | actdurgreater120min = 1: 25 (32.0/22.0) | | | | | | | | | starttime11amto1pm = 1: 21 (25.0/9.0) | | | | | | | arrhour > 14 | | | | | | | | lu_institutional = 0 | | | | | | | | | lu_commercial = 0 | | | | | | | | | | mixedparty = 0: 25 (65.0/29.0) | | | | | | | | | | mixedparty = 1: 23 (50.0/23.0) | | | | | | | | | lu_commercial = 1 | | | | | | | | | | arrhour <= 17: 23 (47.0/29.0) | | | | | | | | | | arrhour > 17: 21 (47.0/18.0) | | | | | | | | lu_institutional = 1: 23 (41.0/13.0) | | | | nonauto = 1 | | | | | actdurless30min = 0 | | | | | | simplesubtour = 0 | | | | | | | k8enrollment = 0 | | | | | | | | tripdistance <= 51.838412 | | | | | | | | | schoolbusmode = 0 | | | | | | | | | | finalftworker = 0 | | | | | | | | | | | lu_commercial = 0 | | | | | | | | | | | | lu_institutional = 0 | | | | | | | | | | | | | tripdistance <= 1.716877 | | | | | | | | | | | | | | actdurless60min = 0: 25 (79.0/36.0) | | | | | | | | | | | | | | actdurless60min = 1: 23 (42.0/26.0) | | | | | | | | | | | | | tripdistance > 1.716877: 7 (28.0/18.0) | | | | | | | | | | | | lu_institutional = 1: 7 (61.0/22.0) | | | | | | | | | | | lu_commercial = 1 | | | | | | | | | | | | actdur <= 237 | | | | | | | | | | | | | lowincome = 0 | | | | | | | | | | | | | | tottr <= 1 | | | | | | | | | | | | | | | actdur <= 64: 15 (28.0/16.0) | | | | | | | | | | | | | | | actdur > 64: 7 (25.0/14.0) | | | | | | | | | | | | | | tottr > 1: 21 (35.0/23.0) | | | | | | | | | | | | | lowincome = 1: 15 (154.0/79.0) | | | | | | | | | | | | actdur > 237: 7 (38.0/28.0) | | | | | | | | | | finalftworker = 1 | | | | | | | | | | | actdur <= 160 | | | | | | | | | | | | arrhour <= 16 | | | | | | | | | | | | | lu_commercial = 0: 4 (42.0/28.0) | | | | | | | | | | | | | lu_commercial = 1 | | | | | | | | | | | | | | tripdistance <= 0.297274: 21 (29.0/18.0) | | | | | | | | | | | | | | tripdistance > 0.297274: 23 (26.0/19.0) | | | | | | | | | | | | arrhour > 16: 21 (58.0/34.0) | | | | | | | | | | | actdur > 160: 13 (42.0/25.0) | | | | | | | | | schoolbusmode = 1: 23 (37.0/24.0) | | | | | | | | tripdistance > 51.838412 | | | | | | | | | adultactdurless100min = 0: 13 (55.0/26.0) | | | | | | | | | adultactdurless100min = 1: 4 (26.0/10.0) | | | | | | | k8enrollment = 1 | | | | | | | | starttime2pmto6pm = 0: 11 (33.0/20.0) | | | | | | | | starttime2pmto6pm = 1: 25 (61.0/29.0) | | | | | | simplesubtour = 1: 21 (47.0/18.0) | | | | | actdurless30min = 1 | | | | | | simplesubtour = 0 | | | | | | | groupgroceryduration = 0 | | | | | | | | hhmem <= 1: 4 (2878.0/464.0) | | | | | | | | hhmem > 1 | | | | | | | | | mixedparty = 0: 4 (25.0/8.0) | | | | | | | | | mixedparty = 1: 15 (49.0/25.0) | | | | | | | groupgroceryduration = 1: 15 (32.0/21.0) | | | | | | simplesubtour = 1: 21 (42.0/25.0) | | | someonepicked = 1

135 | | | | actdurless60min = 0 | | | | | arrhour <= 9 | | | | | | hhmem <= 0: 13 (69.0/45.0) | | | | | | hhmem > 0: 5 (36.0/27.0) | | | | | arrhour > 9 | | | | | | lu_commercial = 0 | | | | | | | starttime5pmto7pm = 0 | | | | | | | | actdurgreater120min = 0 | | | | | | | | | young = 0: 6 (60.0/33.0) | | | | | | | | | young = 1: 25 (46.0/28.0) | | | | | | | | actdurgreater120min = 1: 25 (107.0/55.0) | | | | | | | starttime5pmto7pm = 1: 23 (77.0/44.0) | | | | | | lu_commercial = 1 | | | | | | | lowincome = 0 | | | | | | | | adultparty = 0: 23 (37.0/22.0) | | | | | | | | adultparty = 1 | | | | | | | | | arrhour <= 17: 7 (38.0/27.0) | | | | | | | | | arrhour > 17: 21 (31.0/19.0) | | | | | | | lowincome = 1: 15 (33.0/21.0) | | | | actdurless60min = 1 | | | | | nonauto = 0 | | | | | | starttime7amto12am = 0 | | | | | | | actdurless10min = 0: 4 (30.0/16.0) | | | | | | | actdurless10min = 1: 6 (73.0/29.0) | | | | | | starttime7amto12am = 1: 6 (2932.0/365.0) | | | | | nonauto = 1 | | | | | | nondrivingchildren = 0: 4 (130.0/43.0) | | | | | | nondrivingchildren = 1 | | | | | | | schoolageactdurless150min = 0 | | | | | | | | starttime2pmto5pm = 0: 4 (44.0/18.0) | | | | | | | | starttime2pmto5pm = 1: 6 (91.0/20.0) | | | | | | | schoolageactdurless150min = 1: 4 (146.0/54.0) | | dropoffvariable = 1 | | | zerocars = 0 | | | | finalpredriving = 0: 5 (2082.0/93.0) | | | | finalpredriving = 1 | | | | | iswalkorwheelchair = 0 | | | | | | tottr <= 2: 4 (28.0/9.0) | | | | | | tottr > 2: 5 (286.0/39.0) | | | | | iswalkorwheelchair = 1: 4 (30.0/7.0) | | | zerocars = 1: 4 (26.0/6.0) | worklocationmatch = 1 | | actdurless10min = 0 | | | volunactdurless60min = 0 | | | | actdurless30min = 0: 8 (8722.0/296.0) | | | | actdurless30min = 1 | | | | | iswalkorwheelchair = 0: 8 (143.0/48.0) | | | | | iswalkorwheelchair = 1: 4 (28.0/14.0) | | | volunactdurless60min = 1 | | | | partysizechange = 0: 8 (25.0/8.0) | | | | partysizechange = 1: 6 (35.0/15.0) | | actdurless10min = 1 | | | nonauto = 0 | | | | someonedropped = 0 | | | | | someonepicked = 0: 8 (59.0/32.0) | | | | | someonepicked = 1: 6 (29.0/6.0) | | | | someonedropped = 1: 5 (57.0/8.0) | | | nonauto = 1: 4 (166.0/15.0) schoollocationmatch = 1 | actdurless10min = 0 | | actdurless30min = 0: 11 (4509.0/173.0) | | actdurless30min = 1 | | | hhmem <= 0: 11 (28.0/15.0) | | | hhmem > 0: 6 (25.0/13.0) | actdurless10min = 1 | | someonedropped = 0 | | | age <= 18: 6 (33.0/18.0) | | | age > 18: 4 (35.0/3.0) | | someonedropped = 1: 5 (30.0/13.0) (continued on next page)

136 Number of Leaves: 389 Size of the tree: 765 Time taken to build model: 18.81 seconds Time taken to test model on training data: 1.26 seconds === Error on training data === Correctly Classified Instances 36860 70.5387 % Incorrectly Classified Instances 15395 29.4613 % Kappa statistic 0.6681 Mean absolute error 0.0689 Root mean squared error 0.1856 Relative absolute error 46.3931 % Root relative squared error 68.1127 % Total Number of Instances 52255

Next: Appendix E - Experiment B Models »
Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests Get This Book
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 Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests
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TRB’s National Cooperative Highway Research Program (NCHRP) Report 775: Applying GPS Data to Understand Travel Behavior, Volume I: Background, Methods, and Tests describes the research process that was used to develop guidelines on the use of multiple sources of Global Positioning System (GPS) data to understand travel behavior and activity. The guidelines, which are included in NCHRP Report 775, Volume II are intended to provide a jump-start for processing GPS data for travel behavior purposes and provide key information elements that practitioners should consider when using GPS data.

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