diff --git a/configs/resident/accessibility.csv b/configs/resident/accessibility.csv index df03420..a617343 100644 --- a/configs/resident/accessibility.csv +++ b/configs/resident/accessibility.csv @@ -19,11 +19,11 @@ auto off-peak total,auOpTotal,df.emp_total * _decay #,, transit peak #,, assume peak outbound transit occurs in AM o-d peak transit time,_inVehicletime_od,"skim_od[('WALK_MIX_TOTALIVTT', 'AM')]" -o-d out of vehicle transit time,_outOfVehicleTime_od,"skim_od[('WALK_MIX_FIRSTWAIT', 'AM')] + skim_od[('WALK_MIX_XFERWAIT', 'AM')] + reindex(df.walk_dist_local_bus, df.orig) + skim_od[('WALK_MIX_XFERWALK', 'AM')] + reindex(df.walk_dist_local_bus, df.dest)" +o-d out of vehicle transit time,_outOfVehicleTime_od,"skim_od[('WALK_MIX_FIRSTWAIT', 'AM')] + skim_od[('WALK_MIX_XFERWAIT', 'AM')] + df.landuse_orig_walk_dist_local_bus + skim_od[('WALK_MIX_XFERWALK', 'AM')] + df.walk_dist_local_bus" total o-d peak transit time,_trPkTime_od,(_inVehicletime_od + out_of_vehicle_time_weight * _outOfVehicleTime_od) #,, assume peak inbound transit occurs in PM o-d peak transit time,_inVehicletime_do,"skim_do[('WALK_MIX_TOTALIVTT', 'PM')]" -o-d out of vehicle transit time,_outOfVehicleTime_do,"skim_do[('WALK_MIX_FIRSTWAIT', 'PM')] + skim_do[('WALK_MIX_XFERWAIT', 'PM')] + reindex(df.walk_dist_local_bus, df.orig) + skim_do[('WALK_MIX_XFERWALK', 'PM')] + reindex(df.walk_dist_local_bus, df.dest)" +o-d out of vehicle transit time,_outOfVehicleTime_do,"skim_do[('WALK_MIX_FIRSTWAIT', 'PM')] + skim_do[('WALK_MIX_XFERWAIT', 'PM')] + df.landuse_orig_walk_dist_local_bus + skim_do[('WALK_MIX_XFERWALK', 'PM')] + df.walk_dist_local_bus" total o-d peak transit time,_trPkTime_do,(_inVehicletime_do + out_of_vehicle_time_weight * _outOfVehicleTime_do) #,, #o-d peak transit time,_trPkTime_do,"skim_do[('WALK_MIX_TOTALIVTT', 'PM')]" diff --git a/configs/resident/accessibility.yaml b/configs/resident/accessibility.yaml index 927af56..d284612 100644 --- a/configs/resident/accessibility.yaml +++ b/configs/resident/accessibility.yaml @@ -1,7 +1,10 @@ -# columns from land_use table to add to df +# columns from land_use table to add to df for destinations land_use_columns: ['emp_ret', 'emp_total', 'hh', 'walk_dist_local_bus'] +# columns from land_use table to add to df for origins +land_use_columns_orig: ['walk_dist_local_bus'] + CONSTANTS: # dispersion parameters dispersion_parameter_automobile: -0.05 diff --git a/configs/resident/atwork_subtour_frequency.yaml b/configs/resident/atwork_subtour_frequency.yaml index ed3ab3e..6de559f 100644 --- a/configs/resident/atwork_subtour_frequency.yaml +++ b/configs/resident/atwork_subtour_frequency.yaml @@ -9,3 +9,6 @@ preprocessor: - land_use - tours - joint_tour_participants + +compute_settings: + fastmath: false diff --git a/configs/resident/cdap.yaml b/configs/resident/cdap.yaml index 73bdae9..a650d9d 100644 --- a/configs/resident/cdap.yaml +++ b/configs/resident/cdap.yaml @@ -47,4 +47,4 @@ annotate_households: - persons compute_settings: - sharrow_skip: true + fastmath: false diff --git a/configs/resident/cdap_joint_tour_coefficients.csv b/configs/resident/cdap_joint_tour_coefficients.csv index 9493d8d..17ebca0 100644 --- a/configs/resident/cdap_joint_tour_coefficients.csv +++ b/configs/resident/cdap_joint_tour_coefficients.csv @@ -15,5 +15,5 @@ Label,description,Expression,dependency,coefficient ,No Car Households,auto_ownership_p1 == 0,,0 ,Cars Less than Workers,auto_ownership_p1 < num_workers_p1,,0.088402389 ,Cars More than Workers,auto_ownership_p1 > num_workers_p1,,-0.005896499 -,WorkAccessForMandatoryDap,"@df.workplace_modechoice_logsum_px.fillna(0)",M_px,0.17217579 +,WorkAccessForMandatoryDap,"@np.nan_to_num(df.workplace_modechoice_logsum_px)",M_px,0.17217579 ,If All Adults stay at Home/ None of the Adults have Dap 1 or 2,(ptype_pxprod < 7) | (ptype_pxprod > 6),H_px,-0.988838929 diff --git a/configs/resident/joint_tour_frequency_composition.csv b/configs/resident/joint_tour_frequency_composition.csv index 1d22d08..a680104 100644 --- a/configs/resident/joint_tour_frequency_composition.csv +++ b/configs/resident/joint_tour_frequency_composition.csv @@ -53,16 +53,16 @@ util_income_between_30000_to_59999__discretionary,"Income Between $30,000 to $59 util_shopping_hov_accessibility_for_2_tours,Shopping HOV accessibility for 2 Tours,(shopping_accessibility) * (num_joint_tours == 2) * shopping,coef_shopping_hov_accessibility_for_2_tours util_maintenance_hov_accessibility,Maintenance HOV Accessibility,shopping_accessibility * othmaint,coef_maintenance_hov_accessibility util_discretionary_hov_accessibility,Discretionary HOV Accessibility,othdiscr_accessibility * othdiscr,coef_discretionary_hov_accessibility -util_constant_for_children_party_shopping_tour,Constant for Children Party/ Shopping Tour,@(df.purpose1==5)*(df.party1==2)+(df.purpose2==5)*(df.party2==2),coef_constant_for_children_party_shopping_tour -util_constant_for_children_party_maintenance_tour,Constant for Children Party/ Maintenance Tour,@(df.purpose1==6)*(df.party1==2)+(df.purpose2==6)*(df.party2==2),coef_constant_for_children_party_maintenance_tour -util_constant_for_children_party_eating_out_tour,Constant for Children Party/ Eating Out Tour,@(df.purpose1==7)*(df.party1==2)+(df.purpose2==7)*(df.party2==2),coef_constant_for_children_party_eating_out_tour -util_constant_for_children_party_visiting_tour,Constant for Children Party/ Visiting Tour,@(df.purpose1==8)*(df.party1==2)+(df.purpose2==8)*(df.party2==2),coef_constant_for_children_party_visiting_tour -util_constant_for_children_party_discretionary_tour,Constant for Children Party/ Discretionary Tour,@(df.purpose1==9)*(df.party1==2)+(df.purpose2==9)*(df.party2==2),coef_constant_for_children_party_discretionary_tour -util_constant_for_mixed_party_shopping_tour,Constant for Mixed Party/ Shopping Tour,@(df.purpose1==5)*(df.party1==2)+(df.purpose2==5)*(df.party2==2),coef_constant_for_mixed_party_shopping_tour -util_constant_for_mixed_party_maintenance_tour,Constant for Mixed Party/ Maintenance Tour,@(df.purpose1==6)*(df.party1==3)+(df.purpose2==6)*(df.party2==3),coef_constant_for_mixed_party_maintenance_tour -util_constant_for_mixed_party_eating_out_tour,Constant for Mixed Party/ Eating Out Tour,@(df.purpose1==7)*(df.party1==3)+(df.purpose2==7)*(df.party2==3),coef_constant_for_mixed_party_eating_out_tour -util_constant_for_mixed_party_visiting_tour,Constant for Mixed Party/ Visiting Tour,@(df.purpose1==8)*(df.party1==3)+(df.purpose2==8)*(df.party2==3),coef_constant_for_mixed_party_visiting_tour -util_constant_for_mixed_party_discretionary_tour,Constant for Mixed Party/ Discretionary Tour,@(df.purpose1==9)*(df.party1==3)+(df.purpose2==9)*(df.party2==3),coef_constant_for_mixed_party_discretionary_tour +util_constant_for_children_party_shopping_tour,Constant for Children Party/ Shopping Tour,@((df.purpose1==5)*(df.party1==2)).astype(int)+((df.purpose2==5)*(df.party2==2)).astype(int),coef_constant_for_children_party_shopping_tour +util_constant_for_children_party_maintenance_tour,Constant for Children Party/ Maintenance Tour,@((df.purpose1==6)*(df.party1==2)).astype(int)+((df.purpose2==6)*(df.party2==2)).astype(int),coef_constant_for_children_party_maintenance_tour +util_constant_for_children_party_eating_out_tour,Constant for Children Party/ Eating Out Tour,@((df.purpose1==7)*(df.party1==2)).astype(int)+((df.purpose2==7)*(df.party2==2)).astype(int),coef_constant_for_children_party_eating_out_tour +util_constant_for_children_party_visiting_tour,Constant for Children Party/ Visiting Tour,@((df.purpose1==8)*(df.party1==2)).astype(int)+((df.purpose2==8)*(df.party2==2)).astype(int),coef_constant_for_children_party_visiting_tour +util_constant_for_children_party_discretionary_tour,Constant for Children Party/ Discretionary Tour,@((df.purpose1==9)*(df.party1==2)).astype(int)+((df.purpose2==9)*(df.party2==2)).astype(int),coef_constant_for_children_party_discretionary_tour +util_constant_for_mixed_party_shopping_tour,Constant for Mixed Party/ Shopping Tour,@((df.purpose1==5)*(df.party1==3)).astype(int)+((df.purpose2==5)*(df.party2==3)).astype(int),coef_constant_for_mixed_party_shopping_tour +util_constant_for_mixed_party_maintenance_tour,Constant for Mixed Party/ Maintenance Tour,@((df.purpose1==6)*(df.party1==3)).astype(int)+((df.purpose2==6)*(df.party2==3)).astype(int),coef_constant_for_mixed_party_maintenance_tour +util_constant_for_mixed_party_eating_out_tour,Constant for Mixed Party/ Eating Out Tour,@((df.purpose1==7)*(df.party1==3)).astype(int)+((df.purpose2==7)*(df.party2==3)).astype(int),coef_constant_for_mixed_party_eating_out_tour +util_constant_for_mixed_party_visiting_tour,Constant for Mixed Party/ Visiting Tour,@((df.purpose1==8)*(df.party1==3)).astype(int)+((df.purpose2==8)*(df.party2==3)).astype(int),coef_constant_for_mixed_party_visiting_tour +util_constant_for_mixed_party_discretionary_tour,Constant for Mixed Party/ Discretionary Tour,@((df.purpose1==9)*(df.party1==3)).astype(int)+((df.purpose2==9)*(df.party2==3)).astype(int),coef_constant_for_mixed_party_discretionary_tour util_number_of_active_full_time_workers_adult_party,Number of Active Full time workers /Adult Party,num_travel_active_full_time_workers * (party1==1) + num_travel_active_full_time_workers * (party2==1),coef_number_of_active_full_time_workers_adult_party util_number_of_active_part_time_workers_adult_party,Number of Active Part time workers /Adult Party,num_travel_active_part_time_workers * (party1==1) + num_travel_active_part_time_workers * (party2==1),coef_number_of_active_part_time_workers_adult_party util_number_of_active_university_students_adult_party,Number of Active University Students /Adult Party,num_travel_active_university_students * (party1==1) + num_travel_active_university_students * (party2==1),coef_number_of_active_university_students_adult_party @@ -74,34 +74,34 @@ util_number_of_active_part_time_workers_mixed_party,Number of Active Part time w util_number_of_active_driving_age_school_children_mixed_party,Number of Active Driving Age School Children /Mixed Party,num_travel_active_driving_age_students * (party1==3) + num_travel_active_driving_age_students * (party2==3),coef_number_of_active_driving_age_school_children_mixed_party util_number_of_active_pre_driving_age_school_children_mixed_party,Number of Active Pre- Driving Age School Children /Mixed Party,num_travel_active_pre_driving_age_school_kids * (party1==3) + num_travel_active_pre_driving_age_school_kids * (party2==3),coef_number_of_active_pre_driving_age_school_children_mixed_party util_number_of_active_preschool_children_mixed_party,Number of Active Preschool Children /Mixed Party,num_travel_active_pre_school_kids * (party1==3) + num_travel_active_pre_school_kids * (party2==3),coef_number_of_active_preschool_children_mixed_party -util_hh_has_no_autos__mixed_party,HH has no autos / Mixed Party,@(df.auto_ownership==0)*(df.party1==3)+(df.auto_ownership==0)*(df.party2==3),coef_hh_has_no_autos__mixed_party -util_hh_has_less_autos_than_workers_mixed_party,HH has less autos than workers/ Mixed Party,@(df.auto_ownership100000)*(df.party1==2)+(df.income>100000)*(df.party2==2),coef_income_more_than_100k_child_party -util_income_more_than_100k_mixed_party,Income more than $100k /Mixed Party,@(df.income>100000)*(df.party1==3)+(df.income>100000)*(df.party2==3),coef_income_more_than_100k_mixed_party -util_log_of_max_window_overlaps_between_adults,Log of max window overlaps between adults,@df.log_time_window_overlap_adult*((df.party1==1)+(df.party2==1)),coef_log_of_max_window_overlaps_between_adults -util_log_of_max_window_overlaps_between_children,Log of max window overlaps between children,@df.log_time_window_overlap_child*((df.party1==2)+(df.party2==2)),coef_log_of_max_window_overlaps_between_children -util_log_of_max_window_overlaps_between_adult_child,Log of max window overlaps between adult & child,@df.log_time_window_overlap_adult_child*((df.party1==3)+(df.party2==3)),coef_log_of_max_window_overlaps_between_adult_child +util_hh_has_no_autos__mixed_party,HH has no autos / Mixed Party,@((df.auto_ownership==0)*(df.party1==3)).astype(int)+((df.auto_ownership==0)*(df.party2==3)).astype(int),coef_hh_has_no_autos__mixed_party +util_hh_has_less_autos_than_workers_mixed_party,HH has less autos than workers/ Mixed Party,@((df.auto_ownership100000)*(df.party1==2)).astype(int)+((df.income>100000)*(df.party2==2)).astype(int),coef_income_more_than_100k_child_party +util_income_more_than_100k_mixed_party,Income more than $100k /Mixed Party,@((df.income>100000)*(df.party1==3)).astype(int)+((df.income>100000)*(df.party2==3)).astype(int),coef_income_more_than_100k_mixed_party +util_log_of_max_window_overlaps_between_adults,Log of max window overlaps between adults,@df.log_time_window_overlap_adult*(df.party1==1)+df.log_time_window_overlap_adult*(df.party2==1),coef_log_of_max_window_overlaps_between_adults +util_log_of_max_window_overlaps_between_children,Log of max window overlaps between children,@(df.log_time_window_overlap_child*(df.party1==2)+df.log_time_window_overlap_child*(df.party2==2)),coef_log_of_max_window_overlaps_between_children +util_log_of_max_window_overlaps_between_adult_child,Log of max window overlaps between adult & child,@(df.log_time_window_overlap_adult_child*(df.party1==3)+df.log_time_window_overlap_adult_child*(df.party2==3)),coef_log_of_max_window_overlaps_between_adult_child util_not_more_than_one_active_adult,Not more than 1 travel active adult in HH,@(df.num_travel_active_adults < 2)*(((df.party1==1)+(df.party2==1))>0),coef_unavailable util_not_more_than_one_active_child,Not more than 1 travel active child in HH,@(df.num_travel_active_children < 2)*(((df.party1==2)+(df.party2==2))>0),coef_unavailable util_not_more_than_one_active_mixed,No travel-active pair adult-child in HH ,@((df.num_travel_active_adults*df.num_travel_active_children) ==0)*(((df.party1==3)+(df.party2==3))>0),coef_unavailable -util_adjustment_for_children_party_shopping_tour,Adjustment for Children Party/ Shopping Tour,@(df.purpose1==5)*(df.party1==2)+(df.purpose2==5)*(df.party2==2),coef_adjustment_for_children_party_shopping_tour -util_adjustment_for_children_party_maintenance_tour,Adjustment for Children Party/ Maintenance Tour,@(df.purpose1==6)*(df.party1==2)+(df.purpose2==6)*(df.party2==2),coef_adjustment_for_children_party_maintenance_tour -util_adjustment_for_children_party_eating_out_tour,Adjustment for Children Party/ Eating Out Tour,@(df.purpose1==7)*(df.party1==2)+(df.purpose2==7)*(df.party2==2),coef_adjustment_for_children_party_eating_out_tour -util_adjustment_for_children_party_visiting_tour,Adjustment for Children Party/ Visiting Tour,@(df.purpose1==8)*(df.party1==2)+(df.purpose2==8)*(df.party2==2),coef_adjustment_for_children_party_visiting_tour -util_adjustment_for_children_party_discretionary_tour,Adjustment for Children Party/ Discretionary Tour,@(df.purpose1==9)*(df.party1==2)+(df.purpose2==9)*(df.party2==2),coef_adjustment_for_children_party_discretionary_tour -util_adjustment_for_mixed_party_shopping_tour,Adjustment for Mixed Party/ Shopping Tour,@(df.purpose1==5)*(df.party1==2)+(df.purpose2==5)*(df.party2==2),coef_adjustment_for_mixed_party_shopping_tour -util_adjustment_for_mixed_party_maintenance_tour,Adjustment for Mixed Party/ Maintenance Tour,@(df.purpose1==6)*(df.party1==3)+(df.purpose2==6)*(df.party2==3),coef_adjustment_for_mixed_party_maintenance_tour -util_adjustment_for_mixed_party_eating_out_tour,Adjustment for Mixed Party/ Eating Out Tour,@(df.purpose1==7)*(df.party1==3)+(df.purpose2==7)*(df.party2==3),coef_adjustment_for_mixed_party_eating_out_tour -util_adjustment_for_mixed_party_visiting_tour,Adjustment for Mixed Party/ Visiting Tour,@(df.purpose1==8)*(df.party1==3)+(df.purpose2==8)*(df.party2==3),coef_adjustment_for_mixed_party_visiting_tour -util_adjustment_for_mixed_party_discretionary_tour,Adjustment for Mixed Party/ Discretionary Tour,@(df.purpose1==9)*(df.party1==3)+(df.purpose2==9)*(df.party2==3),coef_adjustment_for_mixed_party_discretionary_tour +util_adjustment_for_children_party_shopping_tour,Adjustment for Children Party/ Shopping Tour,@((df.purpose1==5)*(df.party1==2)).astype(int)+((df.purpose2==5)*(df.party2==2)).astype(int),coef_adjustment_for_children_party_shopping_tour +util_adjustment_for_children_party_maintenance_tour,Adjustment for Children Party/ Maintenance Tour,@((df.purpose1==6)*(df.party1==2)).astype(int)+((df.purpose2==6)*(df.party2==2)).astype(int),coef_adjustment_for_children_party_maintenance_tour +util_adjustment_for_children_party_eating_out_tour,Adjustment for Children Party/ Eating Out Tour,@((df.purpose1==7)*(df.party1==2)).astype(int)+((df.purpose2==7)*(df.party2==2)).astype(int),coef_adjustment_for_children_party_eating_out_tour +util_adjustment_for_children_party_visiting_tour,Adjustment for Children Party/ Visiting Tour,@((df.purpose1==8)*(df.party1==2)).astype(int)+((df.purpose2==8)*(df.party2==2)).astype(int),coef_adjustment_for_children_party_visiting_tour +util_adjustment_for_children_party_discretionary_tour,Adjustment for Children Party/ Discretionary Tour,@((df.purpose1==9)*(df.party1==2)).astype(int)+((df.purpose2==9)*(df.party2==2)).astype(int),coef_adjustment_for_children_party_discretionary_tour +util_adjustment_for_mixed_party_shopping_tour,Adjustment for Mixed Party/ Shopping Tour,@((df.purpose1==5)*(df.party1==3)).astype(int)+((df.purpose2==5)*(df.party2==3)).astype(int),coef_adjustment_for_mixed_party_shopping_tour +util_adjustment_for_mixed_party_maintenance_tour,Adjustment for Mixed Party/ Maintenance Tour,@((df.purpose1==6)*(df.party1==3)).astype(int)+((df.purpose2==6)*(df.party2==3)).astype(int),coef_adjustment_for_mixed_party_maintenance_tour +util_adjustment_for_mixed_party_eating_out_tour,Adjustment for Mixed Party/ Eating Out Tour,@((df.purpose1==7)*(df.party1==3)).astype(int)+((df.purpose2==7)*(df.party2==3)).astype(int),coef_adjustment_for_mixed_party_eating_out_tour +util_adjustment_for_mixed_party_visiting_tour,Adjustment for Mixed Party/ Visiting Tour,@((df.purpose1==8)*(df.party1==3)).astype(int)+((df.purpose2==8)*(df.party2==3)).astype(int),coef_adjustment_for_mixed_party_visiting_tour +util_adjustment_for_mixed_party_discretionary_tour,Adjustment for Mixed Party/ Discretionary Tour,@((df.purpose1==9)*(df.party1==3)).astype(int)+((df.purpose2==9)*(df.party2==3)).astype(int),coef_adjustment_for_mixed_party_discretionary_tour util_adjustment_for_shopping_tour,Adjustment for shopping tour,shopping,coef_adjustment_for_shopping_tour util_adjustment_for_maintenance_tour,Adjustment for Maintenance tour,othmaint,coef_adjustment_for_maintenance_tour util_adjustment_for_eating_out_tour,Adjustment for eating out tour,eatout,coef_adjustment_for_eating_out_tour util_adjustment_for_visiting_tour,Adjustment for visiting tour,social,coef_adjustment_for_visiting_tour util_adjustment_for_discretionary_tour,Adjustment for discretionary tour,othdiscr,coef_adjustment_for_discretionary_tour util_adjustment_for_share_of_2_joint_tours,Adjustment for share of 2 Joint Tours,num_joint_tours==2,coef_adjustment_for_share_of_2_joint_tours -util_tm2_adjustment_for_children_party,TM2 Adjustment for Children Party,@(df.party1==2)+(df.party2==2),coef_tm2_adjustment_for_children_party -util_tm2_adjustment_for_mixed_party,TM2 Adjustment for Mixed Party,@(df.party1==3)+(df.party2==3),coef_tm2_adjustment_for_mixed_party +util_tm2_adjustment_for_children_party,TM2 Adjustment for Children Party,@(df.party1==2).astype(int)+(df.party2==2).astype(int),coef_tm2_adjustment_for_children_party +util_tm2_adjustment_for_mixed_party,TM2 Adjustment for Mixed Party,@(df.party1==3).astype(int)+(df.party2==3).astype(int),coef_tm2_adjustment_for_mixed_party util_tm2_adjustment_for_share_of_2_joint_tours,TM2 adjustment for share of 2 Joint Tours,num_joint_tours==2,coef_tm2_adjustment_for_share_of_2_joint_tours util_tm2_adjustment_for_share_of_1_joint_tours,TM2 adjustment for share of 1 Joint Tours,num_joint_tours==1,coef_tm2_adjustment_for_share_of_1_joint_tours util_tm2_adjustment_for_share_of_0_joint_tours,TM2 adjustment for share of 0 Joint Tours,num_joint_tours==0,coef_tm2_adjustment_for_share_of_0_joint_tours diff --git a/configs/resident/joint_tour_frequency_composition.yaml b/configs/resident/joint_tour_frequency_composition.yaml index aa7547a..2199196 100644 --- a/configs/resident/joint_tour_frequency_composition.yaml +++ b/configs/resident/joint_tour_frequency_composition.yaml @@ -33,6 +33,3 @@ ALTS_TABLE_STRUCTURE: 1: adults 2: children 3: mixed - -compute_settings: - sharrow_skip: true \ No newline at end of file diff --git a/configs/resident/joint_tour_scheduling.yaml b/configs/resident/joint_tour_scheduling.yaml index e1757ef..eba5986 100644 --- a/configs/resident/joint_tour_scheduling.yaml +++ b/configs/resident/joint_tour_scheduling.yaml @@ -13,4 +13,5 @@ preprocessor: - joint_tour_participants compute_settings: - sharrow_skip: true \ No newline at end of file + use_numexpr: true + # require numexpr for legacy eval to prevent overflow when squaring start times diff --git a/configs/resident/logging.yaml b/configs/resident/logging.yaml index 0a7df5d..5f1f018 100644 --- a/configs/resident/logging.yaml +++ b/configs/resident/logging.yaml @@ -19,8 +19,8 @@ logging: handlers: [console, logfile] propagate: false - orca: - level: WARN + sharrow: + level: INFO handlers: [console, logfile] propagate: false diff --git a/configs/resident/non_mandatory_tour_scheduling.yaml b/configs/resident/non_mandatory_tour_scheduling.yaml index d1cb14b..3471c3c 100644 --- a/configs/resident/non_mandatory_tour_scheduling.yaml +++ b/configs/resident/non_mandatory_tour_scheduling.yaml @@ -54,32 +54,38 @@ SPEC_SEGMENTS: SPEC: tour_scheduling_nonmandatory_escort.csv COEFFICIENTS: tour_scheduling_nonmandatory_escort_coefficients.csv compute_settings: - sharrow_skip: true + use_numexpr: true + use_bottleneck: false shopping: SPEC: tour_scheduling_nonmandatory_shopping.csv COEFFICIENTS: tour_scheduling_nonmandatory_shopping_coefficients.csv compute_settings: - sharrow_skip: true + use_numexpr: true + use_bottleneck: false eatout: SPEC: tour_scheduling_nonmandatory_eatout.csv COEFFICIENTS: tour_scheduling_nonmandatory_eatout_coefficients.csv compute_settings: - sharrow_skip: true + use_numexpr: true + use_bottleneck: false othdiscr: SPEC: tour_scheduling_nonmandatory_othdiscr.csv COEFFICIENTS: tour_scheduling_nonmandatory_othdiscr_coefficients.csv compute_settings: - sharrow_skip: true + use_numexpr: true + use_bottleneck: false othmaint: SPEC: tour_scheduling_nonmandatory_othmaint.csv COEFFICIENTS: tour_scheduling_nonmandatory_othmaint_coefficients.csv compute_settings: - sharrow_skip: true + use_numexpr: true + use_bottleneck: false social: SPEC: tour_scheduling_nonmandatory_social.csv COEFFICIENTS: tour_scheduling_nonmandatory_social_coefficients.csv compute_settings: - sharrow_skip: true + use_numexpr: true + use_bottleneck: false ## alts preprocessor keyed by #ALTS_PREPROCESSOR: @@ -105,4 +111,5 @@ SPEC_SEGMENTS: DESTINATION_FOR_TOUR_PURPOSE: destination compute_settings: - sharrow_skip: true \ No newline at end of file + use_numexpr: true + use_bottleneck: false diff --git a/configs/resident/school_escorting.yaml b/configs/resident/school_escorting.yaml index ad8391b..86c14a8 100644 --- a/configs/resident/school_escorting.yaml +++ b/configs/resident/school_escorting.yaml @@ -47,4 +47,4 @@ CONSTANTS: mins_per_time_bin: 30 compute_settings: - sharrow_skip: true \ No newline at end of file + fastmath: false diff --git a/configs/resident/settings.yaml b/configs/resident/settings.yaml index d9506ef..e8457e0 100644 --- a/configs/resident/settings.yaml +++ b/configs/resident/settings.yaml @@ -110,15 +110,41 @@ output_tables: sort: True tables: - checkpoints - - accessibility - - land_use - - households - - persons - - tours - - trips + - tablename: accessibility + decode_columns: + zone_id: land_use.zone_id + - tablename: land_use + decode_columns: + zone_id: land_use.zone_id + TAZ: land_use_taz.TAZ + - tablename: households + decode_columns: + home_zone_id: land_use.zone_id + TAZ: land_use_taz.TAZ + - tablename: persons + decode_columns: + home_zone_id: land_use.zone_id + school_zone_id: nonnegative | land_use.zone_id + workplace_zone_id: nonnegative | land_use.zone_id + - tablename: trips + decode_columns: + origin: land_use.zone_id + destination: land_use.zone_id + origin_parking_zone: nonnegative | land_use.zone_id + parking_zone: nonnegative | land_use.zone_id + trip_period: time_period + otaz: land_use_taz.TAZ + dtaz: land_use_taz.TAZ + - tablename: tours + decode_columns: + origin: land_use.zone_id + destination: land_use.zone_id - joint_tour_participants - vehicles - - proto_disaggregate_accessibility + - tablename: proto_disaggregate_accessibility + decode_columns: + home_zone_id: land_use.zone_id + TAZ: land_use_taz.TAZ - disaggregate_accessibility distributed_time_factor_work_mean: 1.0 @@ -186,3 +212,13 @@ models: - track_skim_usage - write_trip_matrices - write_tables + +# These skim tables are included in the model as two sets, one as +# time-independent (e.g. BIKE_TIME) and one as time-dependent +# (e.g. BIKE_TIME__AM), although the actual data is all time-independent. +# This prevents the (pseudo-) time-dependent tables from being loaded, +# which would be a waste of memory, and causes problems with the +# two-zone data backing these skims. +omx_ignore_patterns: + - "BIKE_TIME__.+" + - "BIKE_LOGSUM__.+" diff --git a/configs/resident/tour_mode_choice.yaml b/configs/resident/tour_mode_choice.yaml index 78f1ede..7be6c6a 100644 --- a/configs/resident/tour_mode_choice.yaml +++ b/configs/resident/tour_mode_choice.yaml @@ -112,6 +112,3 @@ LOGSUM_CHOOSER_COLUMNS: - transit_pass_ownership MODE_CHOICE_LOGSUM_COLUMN_NAME: mode_choice_logsum - -compute_settings: - sharrow_skip: true \ No newline at end of file diff --git a/configs/resident/tour_mode_choice_annotate_choosers_preprocessor.csv b/configs/resident/tour_mode_choice_annotate_choosers_preprocessor.csv index 3915d35..2072282 100644 --- a/configs/resident/tour_mode_choice_annotate_choosers_preprocessor.csv +++ b/configs/resident/tour_mode_choice_annotate_choosers_preprocessor.csv @@ -163,11 +163,11 @@ Destination Terminal Time,dTermTime,"reindex(land_use.terminal_time,destination) #,,, # Below bike info is not defined and is turned off!!,,, Person is female,female,(df.sex == 2), -bike logsum inbound,bikeLSI,odt_skims['BIKE_LOGSUM'], -bike logsum outbound (same as inbound),bikeLSO,dot_skims['BIKE_LOGSUM'], +bike logsum inbound,bikeLSI,od_skims.reverse('BIKE_LOGSUM'), +bike logsum outbound (same as inbound),bikeLSO,od_skims['BIKE_LOGSUM'], bike availability,bikeAvailable,(bikeLSI > -300) & (bikeLSO > -300) & (od_skims['DIST'] < max_bike_distance), -bike time inbound,bike_time_inb,dot_skims['BIKE_TIME'], -bike time outbound,bike_time_out,odt_skims['BIKE_TIME'], +bike time inbound,bike_time_inb,od_skims.reverse('BIKE_TIME'), +bike time outbound,bike_time_out,od_skims['BIKE_TIME'], #,,, "Cost factor for shared 2 tours, 1/(2^0.8)",costFactorS2,0.57, "Cost factor for shared 3+ tours, 1/(3.5^0.8)",costFactorS3,0.37, diff --git a/configs/resident/tour_scheduling_joint.csv b/configs/resident/tour_scheduling_joint.csv index c914769..d1b4991 100644 --- a/configs/resident/tour_scheduling_joint.csv +++ b/configs/resident/tour_scheduling_joint.csv @@ -21,7 +21,7 @@ util_shop_Departure_Constant_10_00_AM_10_30_AM,SHOPPING - Departure Constant: 10 util_shop_Departure_Constant_10_30_AM_11_00_AM,SHOPPING - Departure Constant: 10:30 AM - 11:00 AM,@((df.tour_category == 'joint') & (df.tour_type == 'shopping') & (df.start==16)),coef_shop_Departure_Constant_10_30_AM_11_00_AM util_shop_Departure_Constant_After_11_00_AM,SHOPPING - Departure Constant: After 11:00 AM,@((df.tour_category == 'joint') & (df.tour_type == 'shopping') & (df.start>16)),coef_shop_Departure_Constant_After_11_00_AM util_shop_Departure_Constant_Shift_for_every_30_minutes_after_11_30_am_Linear,SHOPPING - Departure Constant: Shift for every 30 minutes after 11:30 am - Linear,"@np.where(((df.tour_category == 'joint') & (df.tour_type == 'shopping') & (df.start>17)), ((17-df.start)*(df.start<=17) + (df.start-17)*(df.start>17)), 0)",coef_shop_Departure_Constant_Shift_for_every_30_minutes_after_11_30_am_Linear -util_shop_Departure_Constant_Shift_for_every_30_minutes_after_11_30_am_Squared,SHOPPING - Departure Constant: Shift for every 30 minutes after 11:30 am - Squared,"@np.where(((df.tour_category == 'joint') & (df.tour_type == 'shopping') & (df.start>17)), (((17-df.start)*(df.start<=17) + (df.start-17)*(df.start>17)) ** 2), 0)",coef_shop_Departure_Constant_Shift_for_every_30_minutes_after_11_30_am_Squared +util_shop_Departure_Constant_Shift_for_every_30_minutes_after_11_30_am_Squared,SHOPPING - Departure Constant: Shift for every 30 minutes after 11:30 am - Squared,"@np.where(((df.tour_category == 'joint') & (df.tour_type == 'shopping') & (df.start>17)), (((17-df.start)*(df.start<=17) + (df.start-17)*(df.start>17)).astype(np.float32) ** 2), 0)",coef_shop_Departure_Constant_Shift_for_every_30_minutes_after_11_30_am_Squared util_shop_Arrival_Constant_Shift_for_every_30_minutes_before_12_00_pm_Linear,SHOPPING - Arrival Constant: Shift for every 30 minutes before 12:00 pm - Linear,"@np.where(((df.tour_category == 'joint') & (df.tour_type == 'shopping') & (df.end<19)), ((19-df.end)*(df.end<=19) + (df.end-19)*(df.end>19)), 0)",coef_shop_Arrival_Constant_Shift_for_every_30_minutes_before_12_00_pm_Linear util_shop_Arrival_Constant_Before_12_30_PM,SHOPPING - Arrival Constant: Before 12:30 PM,@((df.tour_category == 'joint') & (df.tour_type == 'shopping') & (df.end<20)),coef_shop_Arrival_Constant_Before_12_30_PM util_shop_Arrival_Constant_12_30_PM_03_00_PM,SHOPPING - Arrival Constant: 12:30 PM - 03:00 PM,@((df.tour_category == 'joint') & (df.tour_type == 'shopping') & ( df.end>=20) & (df.end<=24)),coef_shop_Arrival_Constant_12_30_PM_03_00_PM @@ -70,7 +70,7 @@ util_maint_Departure_Constant_10_00_AM_10_30_AM,MAINTENANCE - Departure Constant util_maint_Departure_Constant_10_30_AM_11_00_AM,MAINTENANCE - Departure Constant: 10:30 AM - 11:00 AM,@((df.tour_category == 'joint') & (df.tour_type == 'othmaint') & (df.start==16)),coef_maint_Departure_Constant_10_30_AM_11_00_AM util_maint_Departure_Constant_After_11_00_AM,MAINTENANCE - Departure Constant: After 11:00 AM,@((df.tour_category == 'joint') & (df.tour_type == 'othmaint') & (df.start>16)),coef_maint_Departure_Constant_After_11_00_AM util_maint_Departure_Constant_Shift_for_every_30_minutes_after_11_30_am_Linear,MAINTENANCE - Departure Constant: Shift for every 30 minutes after 11:30 am - Linear,"@np.where(((df.tour_category == 'joint') & (df.tour_type == 'othmaint') & (df.start>17)), ((17-df.start)*(df.start<=17) + (df.start-17)*(df.start>17)), 0)",coef_maint_Departure_Constant_Shift_for_every_30_minutes_after_11_30_am_Linear -util_maint_Departure_Constant_Shift_for_every_30_minutes_after_11_30_am_Squared,MAINTENANCE - Departure Constant: Shift for every 30 minutes after 11:30 am - Squared,"@np.where(((df.tour_category == 'joint') & (df.tour_type == 'othmaint') & (df.start>17)), (((17-df.start)*(df.start<=17) + (df.start-17)*(df.start>17)) ** 2), 0)",coef_maint_Departure_Constant_Shift_for_every_30_minutes_after_11_30_am_Squared +util_maint_Departure_Constant_Shift_for_every_30_minutes_after_11_30_am_Squared,MAINTENANCE - Departure Constant: Shift for every 30 minutes after 11:30 am - Squared,"@np.where(((df.tour_category == 'joint') & (df.tour_type == 'othmaint') & (df.start>17)), (((17-df.start)*(df.start<=17) + (df.start-17)*(df.start>17)).astype(np.float32) ** 2), 0)",coef_maint_Departure_Constant_Shift_for_every_30_minutes_after_11_30_am_Squared util_maint_Arrival_Constant_Shift_for_every_30_minutes_before_10_00_am_Linear,MAINTENANCE - Arrival Constant: Shift for every 30 minutes before 10:00 am - Linear,"@np.where(((df.tour_category == 'joint') & (df.tour_type == 'othmaint') & (df.end<15)), ((15-df.end)*(df.end<=15) + (df.end-15)*(df.end>15)), 0)",coef_maint_Arrival_Constant_Shift_for_every_30_minutes_before_10_00_am_Linear util_maint_Arrival_Constant_Before_10_30_AM,MAINTENANCE - Arrival Constant: Before 10:30 AM,@((df.tour_category == 'joint') & (df.tour_type == 'othmaint') & (df.end<16)),coef_maint_Arrival_Constant_Before_10_30_AM util_maint_Arrival_Constant_10_30_AM_11_00_AM,MAINTENANCE - Arrival Constant: 10:30 AM - 11:00 AM,@((df.tour_category == 'joint') & (df.tour_type == 'othmaint') & (df.end==16)),coef_maint_Arrival_Constant_10_30_AM_11_00_AM diff --git a/configs/resident/tour_scheduling_nonmandatory_othmaint.csv b/configs/resident/tour_scheduling_nonmandatory_othmaint.csv index d9bda3c..f0d53ce 100644 --- a/configs/resident/tour_scheduling_nonmandatory_othmaint.csv +++ b/configs/resident/tour_scheduling_nonmandatory_othmaint.csv @@ -32,7 +32,7 @@ util_maintenance_departure_constant_10_am_to_10_30_am,MAINTENANCE - Departure Co util_maintenance_departure_constant_10_30_am_to_11_am,MAINTENANCE - Departure Constant: 10:30 AM - 11:00 AM,@((df.start==16)),coef_maintenance_departure_constant_10_30_am_to_11_am util_maintenance_departure_constant_after_11_am,MAINTENANCE - Departure Constant: After 11:00 AM,@((df.start>16)),coef_maintenance_departure_constant_after_11_am util_maintenance_departure_constant_shift_for_every_30_minutes_after_11_30_am_linear,MAINTENANCE - Departure Constant: Shift for every 30 minutes after 11:30 am - Linear,"@np.where((df.start>17), ((17-df.start)*(df.start<=17) + (df.start-17)*(df.start>17)), 0)",coef_maintenance_departure_constant_shift_for_every_30_minutes_after_11_30_am_linear -util_maintenance_departure_constant_shift_for_every_30_minutes_after_11_30_am_squared,MAINTENANCE - Departure Constant: Shift for every 30 minutes after 11:30 am - Squared,"@np.where((df.start>17), (((17-df.start)*(df.start<=17) + (df.start-17)*(df.start>17)) ** 2), 0)",coef_maintenance_departure_constant_shift_for_every_30_minutes_after_11_30_am_squared +util_maintenance_departure_constant_shift_for_every_30_minutes_after_11_30_am_squared,MAINTENANCE - Departure Constant: Shift for every 30 minutes after 11:30 am - Squared,"@np.where((df.start>17), (((17-df.start)*(df.start<=17) + (df.start-17)*(df.start>17)).astype(np.float32) ** 2), 0)",coef_maintenance_departure_constant_shift_for_every_30_minutes_after_11_30_am_squared util_maintenance_arrival_constant_shift_for_every_30_minutes_before_10_am_linear,MAINTENANCE - Arrival Constant: Shift for every 30 minutes before 10:00 am - Linear,"@np.where(((df.end<15)), ((15-df.end)*(df.end<=15) + (df.end-15)*(df.end>15)), 0)",coef_maintenance_arrival_constant_shift_for_every_30_minutes_before_10_am_linear util_maintenance_arrival_constant_before_10_30_am,MAINTENANCE - Arrival Constant: Before 10:30 AM,@((df.end<16)),coef_maintenance_arrival_constant_before_10_30_am util_maintenance_arrival_constant_10_30_am_to_11_am,MAINTENANCE - Arrival Constant: 10:30 AM - 11:00 AM,@((df.end==16)),coef_maintenance_arrival_constant_10_30_am_to_11_am diff --git a/configs/resident/tour_scheduling_nonmandatory_shopping.csv b/configs/resident/tour_scheduling_nonmandatory_shopping.csv index fa7fbf1..a22442d 100644 --- a/configs/resident/tour_scheduling_nonmandatory_shopping.csv +++ b/configs/resident/tour_scheduling_nonmandatory_shopping.csv @@ -29,7 +29,7 @@ util_shopping_departure_constant_10_am_to_10_30_am,SHOPPING - Departure Constant util_shopping_departure_constant_10_30_am_to_11_00_am,SHOPPING - Departure Constant: 10:30 AM - 11:00 AM,@((df.start==16)),coef_shopping_departure_constant_10_30_am_to_11_00_am util_shopping_departure_constant_after_11_am,SHOPPING - Departure Constant: After 11:00 AM,@((df.start>16)),coef_shopping_departure_constant_after_11_am util_shopping_departure_constant_shift_for_every_30_minutes_after_11_30_am_linear,SHOPPING - Departure Constant: Shift for every 30 minutes after 11:30 am - Linear,"@np.where(((df.start>17)), ((17-df.start)*(df.start<=17) + (df.start-17)*(df.start>17)), 0)",coef_shopping_departure_constant_shift_for_every_30_minutes_after_11_30_am_linear -util_shopping_departure_constant_shift_for_every_30_minutes_after_11_30_am_squared,SHOPPING - Departure Constant: Shift for every 30 minutes after 11:30 am - Squared,"@np.where(((df.start>17)), (((17-df.start)*(df.start<=17) + (df.start-17)*(df.start>17)) ** 2), 0)",coef_shopping_departure_constant_shift_for_every_30_minutes_after_11_30_am_squared +util_shopping_departure_constant_shift_for_every_30_minutes_after_11_30_am_squared,SHOPPING - Departure Constant: Shift for every 30 minutes after 11:30 am - Squared,"@np.where(((df.start>17)), (((df.start-17)*(df.start>17)).astype(np.float32) ** 2), 0)",coef_shopping_departure_constant_shift_for_every_30_minutes_after_11_30_am_squared util_shopping_arrival_constant_shift_for_every_30_minutes_before_12_pm_linear,SHOPPING - Arrival Constant: Shift for every 30 minutes before 12:00 pm - Linear,"@np.where(((df.end<19)), ((19-df.end)*(df.end<=19) + (df.end-19)*(df.end>19)), 0)",coef_shopping_arrival_constant_shift_for_every_30_minutes_before_12_pm_linear util_shopping_arrival_constant_before_12_30_pm,SHOPPING - Arrival Constant: Before 12:30 PM,@((df.end<20)),coef_shopping_arrival_constant_before_12_30_pm util_shopping_arrival_constant_12_30_pm_to_3_pm,SHOPPING - Arrival Constant: 12:30 PM - 03:00 PM,@(( df.end>=20) & (df.end<=24)),coef_shopping_arrival_constant_12_30_pm_to_3_pm diff --git a/configs/resident/trip_destination.yaml b/configs/resident/trip_destination.yaml index eadf262..69a8c1c 100644 --- a/configs/resident/trip_destination.yaml +++ b/configs/resident/trip_destination.yaml @@ -56,6 +56,3 @@ CLEANUP: False # this setting is used by testing code to force failed trip_destination # fail_some_trips_for_testing: False - -compute_settings: - sharrow_skip: true \ No newline at end of file diff --git a/configs/resident/trip_destination_sample.csv b/configs/resident/trip_destination_sample.csv index f2aa11a..c3ab19f 100644 --- a/configs/resident/trip_destination_sample.csv +++ b/configs/resident/trip_destination_sample.csv @@ -2,8 +2,8 @@ Description,Expression,work,univ,school,escort,shopping,eatout,othmaint,social,o ,_od_DIST@od_skims['DIST'],1,1,1,1,1,1,1,1,1,1 ,_dp_DIST@dp_skims['DIST'],1,1,1,1,1,1,1,1,1,1 ,_op_DIST@op_skims['DIST'],1,1,1,1,1,1,1,1,1,1 -,_od_bikeL@odt_skims['BIKE_LOGSUM'],1,1,1,1,1,1,1,1,1,1 -,_dp_bikeL@dpt_skims['BIKE_LOGSUM'],1,1,1,1,1,1,1,1,1,1 +,_od_bikeL@od_skims['BIKE_LOGSUM'],1,1,1,1,1,1,1,1,1,1 +,_dp_bikeL@dp_skims['BIKE_LOGSUM'],1,1,1,1,1,1,1,1,1,1 #,,,,,,,,,,, size term,"@np.log1p(size_terms.get(df.alt_dest, df.purpose)) # sharrow: np.log1p(size_terms['sizearray'])",1,1,1,1,1,1,1,1,1,1 no attractions,"@size_terms.get(df.alt_dest, df.purpose) == 0 # sharrow: size_terms['sizearray'] == 0",-999,-999,-999,-999,-999,-999,-999,-999,-999,-999 diff --git a/configs/resident/trip_mode_choice_annotate_trips.csv b/configs/resident/trip_mode_choice_annotate_trips.csv index 44c334e..ce3e85e 100644 --- a/configs/resident/trip_mode_choice_annotate_trips.csv +++ b/configs/resident/trip_mode_choice_annotate_trips.csv @@ -40,15 +40,15 @@ Description,Target,Expression ,distance_walk,"_distance_walk + _origin_mix_dist * np.where(df.trip_mode == 'TNC_MIX',1,0) * np.where(~df.outbound,1,0)" #,, ,_time_mm,0 -,_time_mm,"_time_mm + df.trip_mode.isin(['EBIKE'])* odt_skims['BIKE_TIME'] * bikeSpeed / ebikeSpeed" -,time_mm,"_time_mm + df.trip_mode.isin(['ESCOOTER'])*odt_skims['BIKE_TIME'] * bikeSpeed / escooterSpeed" +,_time_mm,"_time_mm + df.trip_mode.isin(['EBIKE'])* od_skims['BIKE_TIME'] * bikeSpeed / ebikeSpeed" +,time_mm,"_time_mm + df.trip_mode.isin(['ESCOOTER'])*od_skims['BIKE_TIME'] * bikeSpeed / escooterSpeed" ,_distance_mm,0 -,_distance_mm,"_distance_mm + df.trip_mode.isin(['EBIKE'])*odt_skims['BIKE_TIME'] * (bikeSpeed/ebikeSpeed)/60 * ebikeSpeed" -,distance_mm,"_distance_mm + df.trip_mode.isin(['ESCOOTER'])*odt_skims['BIKE_TIME'] * (bikeSpeed/escooterSpeed)/60 * escooterSpeed" +,_distance_mm,"_distance_mm + df.trip_mode.isin(['EBIKE'])*od_skims['BIKE_TIME'] * (bikeSpeed/ebikeSpeed)/60 * ebikeSpeed" +,distance_mm,"_distance_mm + df.trip_mode.isin(['ESCOOTER'])*od_skims['BIKE_TIME'] * (bikeSpeed/escooterSpeed)/60 * escooterSpeed" ,_cost_fare_mm,0 ,_cost_fare_mm,"_cost_fare_mm + df.trip_mode.isin(['EBIKE'])*(microFixedCost + microVarCost*time_mm)" ,cost_fare_mm,"_cost_fare_mm + df.trip_mode.isin(['ESCOOTER'])*(microFixedCost + microVarCost*time_mm)" ,_distance_bike,0 -,distance_bike,"_distance_bike + df.trip_mode.isin(['BIKE'])*odt_skims['BIKE_TIME']/60 * bikeSpeed" +,distance_bike,"_distance_bike + df.trip_mode.isin(['BIKE'])*od_skims['BIKE_TIME']/60 * bikeSpeed" #,, ,time_wait_drive,df.totalWaitSingleTNC+df.totalWaitSharedTNC diff --git a/configs/resident/trip_mode_choice_annotate_trips_preprocessor.csv b/configs/resident/trip_mode_choice_annotate_trips_preprocessor.csv index 022c3ef..a984107 100644 --- a/configs/resident/trip_mode_choice_annotate_trips_preprocessor.csv +++ b/configs/resident/trip_mode_choice_annotate_trips_preprocessor.csv @@ -185,8 +185,8 @@ Final parking cost,parkingCost,parkCostTourDestContrib + parkCostTripOrigContrib Origin Terminal Time,oTermTime,"reindex(land_use.terminal_time,origin)" Destination Terminal Time,dTermTime,"reindex(land_use.terminal_time,destination)" #,, -bike logsum,bikeLS,odt_skims['BIKE_LOGSUM'] -bike time inbound,bike_time,odt_skims['BIKE_TIME'] +bike logsum,bikeLS,od_skims['BIKE_LOGSUM'] +bike time inbound,bike_time,od_skims['BIKE_TIME'] #,, "Cost factor for shared 2 tours, 1/(2^0.8)",costFactorS2,0.57 "Cost factor for shared 3+ tours, 1/(3.5^0.8)",costFactorS3,0.37 diff --git a/configs/resident/vehicle_allocation.yaml b/configs/resident/vehicle_allocation.yaml index 6e3c224..23222fd 100644 --- a/configs/resident/vehicle_allocation.yaml +++ b/configs/resident/vehicle_allocation.yaml @@ -26,6 +26,3 @@ OCCUPANCY_LEVELS: # DF: tours # TABLES: # - vehicles - -compute_settings: - sharrow_skip: true diff --git a/configs/resident/vehicle_type_choice.yaml b/configs/resident/vehicle_type_choice.yaml index 3f3e533..49ac035 100644 --- a/configs/resident/vehicle_type_choice.yaml +++ b/configs/resident/vehicle_type_choice.yaml @@ -137,7 +137,3 @@ CONSTANTS: CHARGERS_PER_CAP: 0.00034592 # chargers per cap used in vehicle type model estimation # CHARGERS_PER_CAP: 0.000721205 - -compute_settings: - sharrow_skip: true - # "body_type.str.contains('-AV')" and similar string-manip expressions not sharrow-safe \ No newline at end of file diff --git a/configs/resident/write_trip_matrices_annotate_trips_preprocessor.csv b/configs/resident/write_trip_matrices_annotate_trips_preprocessor.csv index 379f21b..7b9df1a 100644 --- a/configs/resident/write_trip_matrices_annotate_trips_preprocessor.csv +++ b/configs/resident/write_trip_matrices_annotate_trips_preprocessor.csv @@ -435,7 +435,7 @@ Description,Target,Expression ,_transfersTransit,"_transfersTransit + odt_skims['TNCIN_PRM_XFERS'] * np.where(trips.trip_mode == 'TNC_PRM',1,0) * np.where(~trips.outbound,1,0)" ,transfersTransit,"_transfersTransit + odt_skims['TNCIN_MIX_XFERS'] * np.where(trips.trip_mode == 'TNC_MIX',1,0) * np.where(~trips.outbound,1,0)" #bikeskim,, -,timeBike,"odt_skims['BIKE_TIME'] * np.where(trips.trip_mode == 'BIKE',1,0)" +,timeBike,"od_skims['BIKE_TIME'] * np.where(trips.trip_mode == 'BIKE',1,0)" ,timeWalk,"od_skims['walkTime'] * np.where(trips.trip_mode == 'WALK',1,0)" # totals,, ,cost_total, costOperatingDrive + costTollDrive + costFareTransit diff --git a/test/regress/final_accessibility.csv b/test/regress/final_accessibility.csv new file mode 100644 index 0000000..dfdc4ee --- /dev/null +++ b/test/regress/final_accessibility.csv @@ -0,0 +1,875 @@ 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b/test/regress/final_joint_tour_participants.csv new file mode 100644 index 0000000..75a4965 --- /dev/null +++ b/test/regress/final_joint_tour_participants.csv @@ -0,0 +1,39 @@ +"tour_id","household_id","person_id","participant_num","participant_id" +105027019,784728,2100540,1,10502701901 +105027019,784728,2100541,2,10502701902 +105027020,784728,2100540,1,10502702001 +105027020,784728,2100541,2,10502702002 +106078615,796337,2121572,1,10607861501 +106078615,796337,2121573,2,10607861502 +106126071,796974,2122521,1,10612607101 +106126071,796974,2122522,2,10612607102 +106315571,799176,2126311,1,10631557101 +106315571,799176,2126312,2,10631557102 +107471515,812300,2149430,1,10747151501 +107471515,812300,2149431,2,10747151502 +107471516,812300,2149430,1,10747151601 +107471516,812300,2149431,2,10747151602 +109113569,830248,2182271,1,10911356901 +109113569,830248,2182272,2,10911356902 +109460513,833995,2189210,1,10946051301 +109460513,833995,2189211,2,10946051302 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+"household_id","age","PNUM","sex","pemploy","pstudent","ptype","educ","naics2_original_code","soc2","age_16_to_19","age_16_p","adult","male","female","has_non_worker","has_retiree","has_preschool_kid","has_driving_kid","has_school_kid","has_full_time","has_part_time","has_university","student_is_employed","nonstudent_to_school","is_student","is_preschool","is_gradeschool","is_highschool","is_university","school_segment","is_worker","is_fulltime_worker","is_parttime_worker","is_internal_worker","is_external_worker","home_zone_id","time_factor_work","time_factor_nonwork","naics_code","occupation","is_income_less25K","is_income_25K_to_60K","is_income_60K_to_120K","is_income_greater60K","is_income_greater120K","is_non_worker_in_HH","is_all_adults_full_time_workers","is_pre_drive_child_in_HH","work_from_home","is_out_of_home_worker","external_workplace_zone_id","external_workplace_location_logsum","external_workplace_modechoice_logsum","school_zone_id","school_location_logsum","school_modechoice_logsum","distance_to_school","roundtrip_auto_time_to_school","workplace_zone_id","workplace_location_logsum","workplace_modechoice_logsum","distance_to_work","workplace_in_cbd","work_zone_area_type","auto_time_home_to_work","roundtrip_auto_time_to_work","work_auto_savings","exp_daily_work","non_toll_time_work","toll_time_work","toll_dist_work","toll_cost_work","toll_travel_time_savings_work","transit_pass_subsidy","transit_pass_ownership","free_parking_at_work","telecommute_frequency","cdap_activity","travel_active","under16_not_at_school","has_preschool_kid_at_home","has_school_kid_at_home","mandatory_tour_frequency","work_and_school_and_worker","work_and_school_and_student","num_mand","num_work_tours","has_pre_school_child_with_mandatory","has_driving_age_child_with_mandatory","num_joint_tours","non_mandatory_tour_frequency","num_non_mand","num_escort_tours","num_eatout_tours","num_shop_tours","num_maint_tours","num_discr_tours","num_social_tours","num_non_escort_tours","num_shop_maint_tours","num_shop_maint_escort_tours","num_add_shop_maint_tours","num_soc_discr_tours","num_add_soc_discr_tours","person_id" 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+789606,84,1,2,3,3,5,13,"0",0,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,506,0.5344375404255298,0.9394382100542269,0,,false,false,true,true,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2109633 +791851,38,1,1,1,3,1,13,"56",15,false,true,true,true,false,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,0,true,true,false,false,false,707,0.7059101010438935,0.6973773978068605,56,"mngt_busi_scic_arts",false,false,false,true,true,false,false,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2113804 +791851,30,2,2,2,3,2,13,"81",39,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,false,true,false,false,707,1.506678146768629,2.204815705833107,81,"services",false,false,false,true,true,false,false,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,1,1,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2113805 +791940,55,1,2,1,3,1,13,"52",13,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,708,0.7796457494359021,1.370567825265504,52,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,2547,11.550836923028251,-0.9553681952304092,1.2144128,true,1,6.119696,13.672489,0,17.67712159680479,6.5036035,6.119696,0,0,0.38390732,0,1,false,"2_3_days_week","M",true,false,false,false,"work2",false,false,2,2,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2113948 +791940,55,2,1,1,3,1,13,"53",41,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,708,1.1274920864148168,1.086279016727954,53,"sales_office",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,10208,11.243323363998666,-1.1619399916980766,1.1239089,true,1,5.70612,11.510508,0,17.853728521879635,5.70612,5.487528,0,0,0.21859217,0,1,true,"No_Telecommute","M",true,false,false,false,"work2",false,false,2,2,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2113949 +795895,32,1,2,3,2,3,13,"0",0,false,true,true,false,true,true,false,true,false,false,false,false,false,false,false,true,false,false,false,true,4,false,false,false,false,false,981,0.43396814189383315,0.6777842212450432,0,,true,false,false,false,false,true,false,false,false,false,-1,,,6603,6.879682919272327,1.9331437966563294,0.9151393,11.984777,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,true,false,0,0,2,2,0,0,0,0,0,0,0,2,0,0,0,2120764 +795895,38,2,1,3,3,4,13,"99",99,false,true,true,true,false,false,false,true,false,false,false,false,true,false,false,false,false,false,false,false,0,false,false,false,false,false,981,1.4388042961179721,1.0712158645967937,99,,true,false,false,false,false,true,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","H",false,false,false,false,"",false,false,0,0,true,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2120765 +795895,4,3,2,4,1,8,0,"0",0,false,false,false,false,true,true,false,true,false,false,false,false,true,false,false,true,true,false,false,false,1,false,false,false,false,false,981,1.0394977425976981,1.2407147003658383,0,,true,false,false,false,false,true,false,false,false,false,-1,,,2728,24.8424294859227,28.730307953250254,0.48411602,8.163584,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","M",true,false,false,false,"school1",false,false,1,0,true,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2120766 +795895,3,4,1,4,1,8,0,"0",0,false,false,false,true,false,true,false,true,false,false,false,false,true,false,false,true,true,false,false,false,1,false,false,false,false,false,981,0.2974689902338765,0.6648799034132927,0,,true,false,false,false,false,true,false,false,false,false,-1,,,1062,24.85341339037914,29.109281150554843,0.02435727,0.14614363,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,true,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2120767 +795895,0,5,2,4,1,8,0,"0",0,false,false,false,false,true,true,false,true,false,false,false,false,true,false,false,true,true,false,false,false,1,false,false,false,false,false,981,0.19636206414986349,2.2694150342086084,0,,true,false,false,false,false,true,false,false,false,false,-1,,,162,25.02441989003216,29.44677795353639,0.27535856,3.4394944,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,true,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2120768 +795936,34,1,2,1,3,1,13,"62",29,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,984,0.33693282200557795,1.400466099244483,62,"health",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,8578,12.635715859138278,1.5362896932189976,3.3303936,false,2,14.160138,29.074745,0,11.98548695768696,14.160138,14.160138,0,0,0,0,1,true,"1_day_week","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2120828 +795936,35,2,1,1,3,1,13,"54",13,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,984,0.565001356644433,1.078000789282338,54,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,991,13.570704731520877,3.043480507499412,0.6976653,true,1,5.319375,9.669935,0,18.924346205695137,5.338289,5.319375,0,0,0.018913746,0,1,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2120829 +796337,40,1,1,1,3,1,13,"52",41,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1013,1.603732357849969,0.7854862191932295,52,"sales_office",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,1272,11.27346852386874,-1.5990707414043694,0.73267883,true,1,4.310476,9.655664,0,18.555916064827496,4.310476,4.310476,0,0,0,0,1,true,"4_days_week","N",true,false,false,false,"",false,false,0,0,false,false,1,35,1,0,0,1,0,1,0,1,1,1,0,1,0,2121572 +796337,34,2,2,1,3,1,13,"22",13,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1013,1.3358768070348894,0.8840511385036043,22,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,1038,11.49709803258575,-1.3833247159906923,0.8057942,true,1,4.8420696,10.445799,0,18.755420090365853,4.8420696,4.8420696,0,0,0,0,1,false,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2121573 +796974,54,1,1,1,3,1,13,"54",17,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1038,0.284628845400175,0.7596670188682234,54,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,1185,11.792466120618217,-0.8025291901875169,1.1527057,true,1,6.805912,13.5541935,0,17.31274694537741,6.805912,6.777702,0,0,0.028210163,0,0,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,2122521 +796974,50,2,2,1,3,1,13,"54",43,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1038,1.8023184031497894,2.3950241899251203,54,"sales_office",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,991,10.79600801546311,-2.2453812129222768,0.35270017,true,1,2.778541,4.5916,0,18.924346205695137,2.778541,2.778541,0,0,0,0,0,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2122522 +797235,28,1,2,1,3,1,13,"MIL",55,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1050,0.8778337280428401,0.23579567796116496,9000,"military",false,true,false,false,false,false,true,false,false,true,-1,,,-1,,,,0,6660,3.5469209434707416,-2.9218029741343683,3.0141153,false,2,12.2840395,25.757763,0,15.792295272326696,12.2840395,12.2840395,0,0,0,0,0,true,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2122917 +797317,37,1,2,2,3,2,13,"44",37,false,true,true,false,true,false,false,true,true,true,true,false,false,false,false,false,false,false,false,false,0,true,false,true,true,false,1056,0.654922000931099,2.1625849819714427,44,"services",false,true,false,false,false,false,false,true,false,true,-1,,,-1,,,,0,615,13.342834513886261,2.4561275602458608,0.9975774,true,1,7.9559245,14.941677,0,19.68145279663628,7.9559245,7.9559245,0,0,0,0,0,true,"No_Telecommute","M",true,false,true,false,"work2",false,false,2,2,false,true,0,156,2,2,0,0,0,0,0,0,0,2,0,0,0,2123021 +797317,17,2,2,3,1,6,0,"0",0,true,true,false,false,true,false,false,true,true,true,true,true,false,false,false,true,false,false,true,false,3,false,false,false,false,false,1056,0.4567312472415232,0.692843850077382,0,,false,true,false,false,false,false,false,true,false,false,-1,,,6452,15.69708789555066,30.594274964882704,0.40484786,5.557156,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,true,false,"school1",false,false,1,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2123022 +797317,10,3,1,4,1,7,0,"0",0,false,false,false,true,false,false,false,true,true,false,true,true,false,false,false,true,false,true,false,false,2,false,false,false,false,false,1056,0.83736982708875,1.3642087389202622,0,,false,true,false,false,false,false,false,true,false,false,-1,,,1155,15.917999141657036,30.203424532732495,0.17608312,1.8475174,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,true,false,"school1",false,false,1,0,false,true,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2123023 +797317,2,4,2,4,1,8,0,"0",0,false,false,false,false,true,false,false,true,true,true,true,true,false,false,false,true,true,false,false,false,1,false,false,false,false,false,1056,0.33400983374282034,0.596430851504277,0,,false,true,false,false,false,false,false,true,false,false,-1,,,1369,25.160087437728023,30.69925804168151,0.19767733,3.0724661,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,true,true,false,"",false,false,0,0,false,true,0,90,2,1,0,0,0,1,0,1,0,1,0,1,0,2123024 +797317,1,5,1,4,1,8,0,"0",0,false,false,false,true,false,false,false,true,true,true,true,true,false,false,false,true,true,false,false,false,1,false,false,false,false,false,1056,0.18142588494602566,0.5410902435685566,0,,false,true,false,false,false,false,false,true,false,false,-1,,,3531,25.134000854505526,30.345302013081145,0.63005185,7.8917093,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","H",false,true,true,false,"",false,false,0,0,false,true,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2123025 +797317,0,6,2,4,1,8,0,"0",0,false,false,false,false,true,false,false,true,true,true,true,true,false,false,false,true,true,false,false,false,1,false,false,false,false,false,1056,1.8352512640444214,1.6814915446321261,0,,false,true,false,false,false,false,false,true,false,false,-1,,,2569,24.71154510629912,28.629670795077335,0.9269357,12.6314945,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","H",false,true,true,false,"",false,false,0,0,false,true,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2123026 +797317,17,7,2,3,1,6,0,"0",0,true,true,false,false,true,false,false,true,true,true,true,true,false,false,false,true,false,false,true,false,3,false,false,false,false,false,1056,2.2420528700642977,0.9050825549313091,0,,false,true,false,false,false,false,false,true,false,false,-1,,,2550,15.381031853220222,29.329584020375062,0.7344329,6.9748325,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","H",false,false,true,false,"",false,false,0,0,false,true,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2123027 +797317,43,8,1,1,3,1,13,"61",37,false,true,true,true,false,false,false,true,true,true,false,true,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1056,1.2361690429599486,0.7216440004894071,61,"services",false,true,false,false,false,false,false,true,false,true,-1,,,-1,,,,0,3426,12.830609547769297,1.456120043644169,0.87792194,true,1,7.314542,13.692648,0,19.989581226307426,7.314542,7.314542,0,0,0,0,0,false,"No_Telecommute","M",true,false,true,false,"work2",false,false,2,2,false,true,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2123028 +797657,28,1,1,1,3,1,13,"54",23,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1062,1.535016143726845,0.7918033489155917,54,"mngt_busi_scic_arts",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,159,13.262618225268039,0.7297258224734089,1.3598498,true,1,7.7037888,15.420378,0,18.11483450321883,7.7037888,7.7037888,0,0,0,0,1,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2123609 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+799627,42,1,1,1,3,1,13,"62",29,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1272,0.4130621690544148,1.1303173718876547,62,"health",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,10674,11.103147424063023,-0.9202841424472991,2.3851657,false,2,8.415234,17.479351,0,13.330934764673833,8.415234,8.415234,0,0,0,0,0,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2127090 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+799627,24,3,1,1,3,1,13,"722",35,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1272,1.146770695420535,1.5089274854401187,722,"services",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,1477,12.615713467949078,1.377173459255042,0.18319912,true,1,0.9243928,1.67911,0,19.026511018150213,0.9243928,0.9243928,0,0,0,0,1,true,"No_Telecommute","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2127092 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+803225,41,1,1,1,3,1,13,"92",43,false,true,true,true,false,false,false,true,false,false,false,true,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1492,0.5218053058084277,1.1623877742337203,92,"sales_office",false,false,true,true,false,false,false,false,false,true,-1,,,-1,,,,0,3426,11.191274963267821,-0.9807473937933154,1.3519138,true,1,10.046299,19.01157,0,19.989581226307426,10.046299,10.046299,0,0,0,0,0,true,"4_days_week","M",true,false,false,false,"work1",false,false,1,1,true,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2133551 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+807979,31,1,1,1,3,1,13,"44",41,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1753,0.8618036113912076,0.6306001756296243,44,"sales_office",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,8527,11.17727848401677,-1.4094587470103765,1.1955072,true,1,8.658716,17.374844,-3.9958676528930663,18.78335403898398,8.658716,8.658716,0,0,0,0,1,false,"2_3_days_week","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2141996 +807979,31,2,2,1,3,1,13,"722",35,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1753,0.645781745551846,0.9620209202867286,722,"services",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,5821,11.555662546858514,-2.0231706324105443,5.283613,false,2,14.178685,31.547028,0,13.369200861279522,14.850896,12.881649,0,0,1.9692469,0,0,true,"No_Telecommute","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2141997 +808447,69,1,1,3,3,5,13,"0",0,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,1793,1.6303693634470655,1.227127180855847,0,,false,true,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,35,1,0,0,1,0,0,0,1,1,1,0,0,0,2142915 +812300,40,1,1,1,3,1,13,"61",21,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1965,0.6997322804036962,0.6376548936807699,61,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,3410,11.56238257879739,-0.4800192404307991,0.80435365,true,1,5.520021,10.741952,0,18.00317346008858,5.520021,5.520021,0,0,0,0,1,true,"2_3_days_week","N",true,false,false,false,"",false,false,0,0,false,false,2,1,1,0,0,0,0,3,0,1,0,0,0,3,2,2149430 +812300,44,2,2,1,3,1,13,"54",13,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,1965,2.094360880586491,0.9357742549684234,54,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,551,10.361952697542815,-0.7999473975591743,0.1949296,true,1,0.86988693,1.7984791,0,17.97417759666703,0.86988693,0.86988693,0,0,0,0,0,false,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2149431 +812556,68,1,1,1,3,1,13,"54",23,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,false,false,1974,0.6608789106238449,0.9574398016303113,54,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,1,1,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2149791 +812688,62,1,2,3,3,4,13,"0",0,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,1975,1.8981683111225838,0.7440312006346942,0,,false,false,true,true,false,true,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2149986 +816340,57,1,1,1,3,1,13,"62",29,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,2252,0.3589614135874946,0.6058173221410982,62,"health",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,2918,10.844465388349752,-0.6583425088944613,0.99080056,false,2,3.5188284,6.7211657,0,17.20413626956078,3.617159,3.5188284,0,0,0.0983305,0,1,true,"No_Telecommute","M",true,false,false,false,"work2",false,false,2,2,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2156934 +816592,86,1,2,3,3,5,13,"0",0,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,2280,0.6844059643298964,1.1573862189035253,0,,false,true,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2157387 +817136,84,1,2,3,3,5,13,"0",0,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,2324,0.31501040915701434,1.2870446135749054,0,,false,true,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2158370 +818181,27,1,1,1,3,1,13,"61",25,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,2391,0.6642735220351018,1.208532565707116,61,"services",false,true,false,false,false,false,true,false,false,true,-1,,,-1,,,,0,1814,11.138575743066752,-1.9585976769262934,1.1090115,true,1,8.647511,16.202925,0,19.878254024769017,8.647511,8.647511,0,0,0,0,1,false,"4_days_week","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2160330 +818678,78,1,2,3,3,5,13,"0",0,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,2457,1.0641912877087345,1.7811159957435392,0,,false,false,true,true,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2161210 +818816,36,1,1,1,3,1,13,"53",11,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,false,false,2477,1.5515390338280817,0.7129182469463364,53,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,2,2,0,0,0,0,2,0,2,0,0,0,2,1,2161422 +820094,69,1,1,3,3,5,13,"0",0,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,2538,0.31523433272617335,0.4821231747299386,0,,false,true,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,35,1,0,0,1,0,0,0,1,1,1,0,0,0,2163877 +822459,34,1,2,1,3,1,13,"MIL",13,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,2728,1.2289872304508906,0.9439073982838353,9000,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,2728,11.163302892359273,0.07552966403399436,0.025354847,true,1,0.07606454,0.15212908,0,19.62228443445688,0.07606454,0.07606454,0,0,0,0,1,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2168938 +823163,35,1,1,1,3,1,13,"49",43,false,true,true,true,false,false,false,true,false,true,true,true,false,false,false,false,false,false,false,false,0,true,true,false,true,false,2761,2.273979023573959,0.698418926481372,49,"sales_office",false,false,true,true,false,false,false,true,false,true,-1,,,-1,,,,0,2728,9.166928815112467,-5.238966663857737,4.4825177,true,1,15.651669,28.575851,0,19.62228443445688,15.701952,14.097431,0,0,1.6045208,0,0,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,14,3,0,0,0,1,2,0,3,1,1,0,2,1,2170052 +823163,36,2,2,2,3,2,13,"61",25,false,true,true,false,true,false,false,true,false,true,true,false,false,false,false,false,false,false,false,false,0,true,false,true,true,false,2761,1.3142026611640016,1.33335280257759,61,"services",false,false,true,true,false,false,false,true,false,true,-1,,,-1,,,,0,2794,10.205530811431826,-0.9445386267679442,1.0146405,false,2,5.132523,10.360931,0,12.6775664862187,5.218815,5.132523,0,0,0.08629179,0,0,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,89,2,2,0,0,0,0,0,0,0,2,0,0,0,2170053 +823163,15,3,1,4,1,7,0,"0",0,false,false,false,true,false,false,false,true,false,true,true,true,false,false,false,true,false,false,true,false,3,false,false,false,false,false,2761,0.6511358596516091,1.6078748848915223,0,,false,false,true,true,false,false,false,true,false,false,-1,,,2550,8.467278519887671,4.133298838636539,2.434682,12.943266,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2170054 +823163,9,4,1,4,1,7,0,"0",0,false,false,false,true,false,false,false,true,false,true,true,true,false,false,false,true,false,true,false,false,2,false,false,false,false,false,2761,0.4337385173326726,1.1185989775226914,0,,false,false,true,true,false,false,false,true,false,false,-1,,,8813,7.260530252616975,8.046376703256179,0.59744406,6.039295,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2170055 +823163,3,5,1,4,1,8,0,"0",0,false,false,false,true,false,false,false,false,false,true,true,true,false,false,false,true,true,false,false,false,1,false,false,false,false,false,2761,3.895988218739787,0.5114858267024606,0,,false,false,true,true,false,false,false,true,false,false,-1,,,147,11.245413047706986,7.699465868077697,0.30689383,3.0985184,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,true,false,false,"",false,false,0,0,false,false,0,89,1,1,0,0,0,0,0,0,0,1,0,0,0,2170056 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+823520,58,1,2,1,3,1,13,"53",41,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,2768,0.7000848525632298,1.1401806899211053,53,"sales_office",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,3168,10.911152399128799,-2.1517384693524875,2.2474406,false,2,8.784266,17.980984,0,12.39146661854772,9.848143,8.784266,0,0,1.0638762,0,0,false,"No_Telecommute","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2170725 +823520,70,2,1,1,3,1,13,"54",47,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,2768,1.1219799071259697,1.2524300523201617,54,"constr_maint",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,8527,9.27625933549637,-2.672174960517444,0.94444025,true,1,6.622697,13.555843,-3.439875488281251,18.78335403898398,6.622697,6.622697,0,0,0,0,0,true,"4_days_week","N",true,false,false,false,"",false,false,0,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2170726 +824076,72,1,2,3,3,5,13,"0",0,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,2784,0.7191770566143684,2.7145929620013454,0,,true,false,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,6,1,0,1,0,0,0,0,1,0,0,0,0,0,2171597 +824360,37,1,1,1,3,1,13,"54",15,false,true,true,true,false,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,0,true,true,false,true,false,2794,1.1833011154199473,1.0062139142259234,54,"mngt_busi_scic_arts",false,false,false,true,true,false,false,false,false,true,-1,,,-1,,,,0,10674,10.330100431800284,-1.0211480053412259,0.4655894,false,2,2.6057978,5.4186516,0,13.330934764673833,2.6057978,2.6057978,0,0,0,0,0,false,"4_days_week","N",true,false,false,false,"",false,false,0,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2172024 +824360,39,2,2,2,3,2,13,"54",31,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,false,true,true,false,2794,1.1011153613523166,1.532288474137303,54,"health",false,false,false,true,true,false,false,false,false,true,-1,,,-1,,,,0,5995,10.49370853270062,-1.5536834008400473,1.0181111,false,2,5.6759377,12.104946,0,11.294669288670647,5.6759377,5.6759377,0,0,0,0,0,true,"4_days_week","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2172025 +824748,34,1,2,1,3,1,13,"45",13,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,2815,0.9160745069950245,0.9743441481956141,45,"mngt_busi_scic_arts",false,true,false,false,false,false,true,false,false,true,-1,,,-1,,,,0,3426,10.804692995921341,-1.8753957118900482,0.6788835,true,1,3.4345262,7.9332724,0,19.989581226307426,3.4345262,3.4345262,0,0,0,0,0,true,"1_day_week","M",true,false,false,false,"work2",false,false,2,2,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2172708 +825301,33,1,2,1,3,1,13,"62",29,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,2834,1.6762824121697932,2.0145804058791876,62,"health",false,true,false,false,false,false,true,false,false,true,-1,,,-1,,,,0,8527,9.614921493402141,-2.548869601333853,0.45401436,true,1,2.8633451,6.337796,0,18.78335403898398,2.8633451,2.8633451,0,0,0,0,1,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,6,1,0,1,0,0,0,0,1,0,0,0,0,0,2173608 +830248,84,1,1,3,3,5,13,"0",0,false,true,true,true,false,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,3198,0.7138495861976047,0.7209003756669349,0,,false,true,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,1,1,1,0,0,1,0,1,0,1,1,1,0,1,0,2182271 +830248,81,2,2,3,3,5,13,"0",0,false,true,true,false,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,3198,0.6673052340134499,0.7046881494739566,0,,false,true,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2182272 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+830642,62,2,1,1,3,1,13,"51",27,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,false,false,3243,0.6710360644070725,1.0721548285236977,51,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,36,2,0,0,1,0,1,0,2,1,1,0,1,0,2183106 +831701,72,1,1,3,3,5,13,"0",0,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,3303,0.7587129099527179,0.6973718297276277,0,,true,false,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,30,3,0,1,0,2,0,0,3,2,2,1,0,0,2184988 +833913,37,1,1,1,3,1,13,"92",11,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,3409,0.7914386674457222,2.2384016692000763,92,"mngt_busi_scic_arts",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,7026,11.38256413032931,-1.112497976206695,0.5314847,true,1,3.721341,6.9297276,0,19.2766708329847,3.721341,3.721341,0,0,0,0,0,true,"No_Telecommute","M",true,false,false,false,"work2",false,false,2,2,false,false,0,3,1,0,0,0,0,0,1,1,0,0,0,1,0,2189087 +833995,29,1,1,1,3,1,13,"81",51,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,3409,0.20568887904800573,1.0063625853316405,81,"prod_trans_move",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,2547,11.566306489746212,0.3687809291172122,0.1227517,true,1,0.5109558,1.0435722,0,17.67712159680479,0.5109558,0.5109558,0,0,0,0,0,false,"2_3_days_week","N",true,false,false,false,"",false,false,0,0,false,false,2,1,1,0,1,1,0,1,0,1,1,1,0,1,0,2189210 +833995,28,2,1,1,3,1,13,"71",37,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,3409,0.9659317805064427,0.1514149317235436,71,"services",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,11249,11.864565986738295,-3.1531899842881437,3.098567,false,2,12.863894,26.706194,0,10.809213145320454,12.863894,12.863894,0,0,0,0,0,true,"1_day_week","N",true,false,false,false,"",false,false,0,0,false,false,2,18,2,0,1,0,1,0,0,2,1,1,0,0,0,2189211 +834673,49,1,2,1,3,1,13,"62",21,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,3450,1.1079356287596533,0.4558610951546,62,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,300,10.071189088122761,-2.81633797647227,2.9277282,true,1,12.431959,22.854927,0,19.687082424981927,12.431959,12.431959,0,0,0,0,0,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2190530 +835091,44,1,1,1,3,1,13,"44",41,false,true,true,true,false,true,false,true,false,true,true,true,false,false,false,false,false,false,false,false,0,true,true,false,true,false,3504,1.5052902615021684,0.6982208177654103,44,"sales_office",false,false,true,true,false,true,false,true,false,true,-1,,,-1,,,,0,7026,12.902162849863767,1.6422666921864477,0.7540589,true,1,4.393873,9.747394,0,19.2766708329847,4.393873,4.393873,0,0,0,0,1,true,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,true,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2191196 +835091,36,2,2,3,3,4,13,"0",0,false,true,true,false,true,false,false,true,false,true,true,true,false,false,false,false,false,false,false,false,0,false,false,false,false,false,3504,1.4287188269392117,1.6706845589837949,0,,false,false,true,true,false,true,false,true,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","N",true,false,false,false,"",false,false,0,0,true,false,0,89,3,3,0,0,0,0,0,0,0,3,0,0,0,2191197 +835091,14,3,1,4,1,7,0,"0",0,false,false,false,true,false,true,false,true,false,true,true,true,false,false,false,true,false,true,false,false,2,false,false,false,false,false,3504,0.7689250046356733,1.7521357804683908,0,,false,false,true,true,false,true,false,true,false,false,-1,,,8813,12.678516795561611,29.59846496618382,3.8468664,24.076344,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,true,false,0,3,1,0,0,0,0,0,1,1,0,0,0,1,0,2191198 +835091,12,4,1,4,1,7,0,"0",0,false,false,false,true,false,true,false,true,false,true,true,true,false,false,false,true,false,true,false,false,2,false,false,false,false,false,3504,0.4189168074547697,0.8577128007542527,0,,false,false,true,true,false,true,false,true,false,false,-1,,,10639,15.052388717151922,30.325886465356472,0.62892884,7.946575,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,true,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2191199 +835091,3,5,2,4,1,8,0,"0",0,false,false,false,false,true,true,false,false,false,true,true,true,false,false,false,true,true,false,false,false,1,false,false,false,false,false,3504,1.4163788485334965,0.9473051264606548,0,,false,false,true,true,false,true,false,true,false,false,-1,,,8527,25.29785169155511,29.716873208981397,0.44705248,6.94464,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2191200 +835091,21,6,1,2,3,2,9,"45",53,false,true,true,true,false,true,false,true,false,true,true,false,false,false,false,false,false,false,false,false,0,true,false,true,true,false,3504,0.9649393912063938,0.8968250560393591,45,"prod_trans_move",false,false,true,true,false,true,false,true,false,true,-1,,,-1,,,,0,2788,13.481405751924635,3.5992778439060924,0.37491572,true,1,1.4185677,3.710715,0,17.642282920456548,1.4185677,1.4185677,0,0,0,0,1,true,"2_3_days_week","N",true,false,false,false,"",false,false,0,0,true,false,0,35,2,1,0,1,0,0,0,1,1,2,0,0,0,2191201 +835091,21,7,2,1,3,1,9,"3M",53,false,true,true,false,true,true,false,true,false,true,true,true,false,false,false,false,false,false,false,false,0,true,true,false,true,false,3504,0.7045265458034498,1.4605180237494937,3000,"prod_trans_move",false,false,true,true,false,true,false,true,false,true,-1,,,-1,,,,0,6072,13.52053045983368,3.3742895578391296,0.87567,false,2,3.881539,8.853988,0,15.837662090352683,3.881539,3.881539,0,0,0,0,1,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,true,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2191202 +836353,45,1,2,1,3,1,13,"54",17,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,3583,1.0374185797306485,1.473543705154909,54,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,10208,11.163295712691301,-1.4047897079297138,0.27948716,true,1,1.8594244,3.8580074,0,17.853728521879635,1.87701,1.8594244,0,0,0.017585635,0,0,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2193567 +836353,43,2,1,1,3,1,13,"722",35,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,3583,0.2799371568998754,0.5134867269154978,722,"services",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,3350,11.893313629995475,-0.6333906197850793,0.5196471,true,1,2.9980958,6.398041,0,18.397479991707577,3.0156815,2.9980958,0,0,0.017585754,0,1,false,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,47,2,0,0,1,1,0,0,2,2,2,1,0,0,2193568 +837064,34,1,2,1,3,1,13,"51",27,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,3651,0.34435839276522734,0.7963801753517257,51,"mngt_busi_scic_arts",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,1305,11.437007884133273,-0.567505436179779,0.38539565,true,1,2.772998,4.94526,0,18.506061537205586,2.772998,2.772998,0,0,0,0,0,true,"2_3_days_week","N",true,false,false,false,"",false,false,0,0,false,false,0,89,1,1,0,0,0,0,0,0,0,1,0,0,0,2194803 +838789,33,1,1,1,3,1,13,"92",33,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,3709,3.4262407539319244,0.855533124079897,92,"services",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,6921,9.825431168447077,-2.8815598284083324,0.63195145,true,1,3.9051251,8.038406,0,14.20497187392411,3.9051251,3.9051251,0,0,0,0,0,true,"4_days_week","N",true,false,false,false,"",false,false,0,0,false,false,2,35,1,0,0,3,0,0,0,1,3,3,2,0,0,2197923 +838789,36,2,2,1,3,1,13,"52",13,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,false,false,3709,0.7815451265552382,1.7960969066561343,52,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","N",true,false,false,false,"",false,false,0,0,false,false,2,2,2,0,0,0,0,2,0,2,0,0,0,2,1,2197924 +841437,94,1,1,3,3,5,13,"0",0,false,true,true,true,false,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,4174,2.091277599343979,0.5432780579264291,0,,false,false,true,true,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2202726 +841437,94,2,2,3,3,5,13,"0",0,false,true,true,false,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,4174,1.337380984108536,1.4446212419668945,0,,false,false,true,true,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2202727 +841609,36,1,1,1,3,1,13,"54",15,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,4176,1.4978761047102174,0.9951185639150275,54,"mngt_busi_scic_arts",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,7016,9.648100648166295,-1.931157562874638,1.2598321,false,2,5.3221855,10.799503,0,9.489014729413569,5.3221855,5.3221855,0,0,0,0,1,true,"1_day_week","M",true,false,false,false,"work1",false,false,1,1,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2203047 +842852,86,1,1,3,3,5,13,"0",0,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,4198,0.4504459240755644,0.8406219010161696,0,,true,false,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2205213 +843391,43,1,1,1,3,1,13,"92",23,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,4621,1.1543987412670198,0.4765920209249663,92,"mngt_busi_scic_arts",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,2171,13.158741726316222,2.0827893960725636,0.4614033,true,1,2.7429118,5.609212,0,19.46237979125901,2.7429118,2.7429118,0,0,0,0,1,true,"No_Telecommute","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2206345 +843870,34,1,2,1,3,1,13,"51",27,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,4972,1.0699727173212543,0.7483436256131706,51,"mngt_busi_scic_arts",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,3410,11.915126494471446,1.0482063612870653,2.4695506,true,1,7.905427,14.664864,0,18.00317346008858,7.905427,7.905427,0,0,0,0,0,false,"1_day_week","M",true,false,false,false,"work1",false,false,1,1,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2207200 +845801,49,1,1,1,3,1,13,"44",41,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,5334,0.6076068451712001,0.9766009840379578,44,"sales_office",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,1444,10.623958588153764,-1.9206967593349118,4.3554554,true,1,11.13288,20.701527,0,15.366609138815669,13.255653,10.940081,0,0,2.3155727,0,0,false,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,13,2,0,0,0,1,1,0,2,1,1,0,1,0,2210684 +845801,40,2,2,1,3,1,13,"44",41,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,5334,0.26969513500140146,1.4539235793603584,44,"sales_office",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,2104,11.022966291377474,-0.3826694657262543,1.0215728,false,2,3.9415045,8.926178,0,14.73121027299238,3.9415045,3.9415045,0,0,0,0,1,true,"No_Telecommute","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2210685 +847093,38,1,1,1,3,1,13,"56",15,false,true,true,true,false,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,0,true,true,false,false,false,5583,0.6707082667108238,0.6307112184813063,56,"mngt_busi_scic_arts",false,false,false,true,true,false,false,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,13,2,0,0,0,1,1,0,2,1,1,0,1,0,2213132 +847093,30,2,2,2,3,2,13,"81",39,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,false,true,true,false,5583,2.6187492481139643,0.8165253483618393,81,"services",false,false,false,true,true,false,false,false,false,true,-1,,,-1,,,,0,2835,9.757246756050208,-2.5905360081208224,0.89283466,false,2,3.1498873,6.375071,0,16.457872348902733,3.1498873,3.1498873,0,0,0,0,1,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2213133 +847266,65,1,2,3,3,5,13,"0",0,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,5625,0.5663769422020005,1.7199769309974091,0,,true,false,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,54,4,0,1,1,1,1,0,4,2,2,1,1,0,2213405 +847360,35,1,2,1,3,1,13,"92",17,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,5625,0.35597446739146693,0.6834866394185755,92,"mngt_busi_scic_arts",false,false,true,true,false,false,true,false,false,true,-1,,,-1,,,,0,4923,13.109463279679217,2.8481251278054063,1.2515751,true,1,7.5873737,14.709045,0,17.88721675468582,7.5873737,7.5873737,0,0,0,0,1,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2213534 +849829,74,1,2,3,3,5,13,"0",0,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,6104,0.3187057733950488,0.5898633094820542,0,,false,false,false,true,true,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2218638 +850412,45,1,2,1,3,1,13,"53",11,false,true,true,false,true,false,false,true,false,true,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,6196,1.2799155932339374,1.1013510023361903,53,"mngt_busi_scic_arts",false,false,false,true,true,false,true,true,false,true,-1,,,-1,,,,0,7026,9.435286958183813,-3.3691215317333176,4.5287037,true,1,14.153193,30.57489,0,19.2766708329847,14.153193,14.153193,0,0,0,0,0,true,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,true,false,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,2219704 +850412,45,2,1,1,3,1,13,"33",15,false,true,true,true,false,false,false,true,false,true,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,6196,0.4780022825825484,1.6193933763420327,33,"mngt_busi_scic_arts",false,false,false,true,true,false,true,true,false,true,-1,,,-1,,,,0,11155,10.608462721811302,-0.7696052521020232,2.294755,false,2,9.208688,19.190357,0,12.720581135588365,9.208688,9.208688,0,0,0,0,0,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,true,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2219705 +850412,14,3,1,4,1,7,0,"0",0,false,false,false,true,false,false,false,true,false,true,true,false,false,false,false,true,false,true,false,false,2,false,false,false,false,false,6196,0.6709630085423584,1.4297397241992698,0,,false,false,false,true,true,false,true,true,false,false,-1,,,11171,4.352050285924065,3.077916464552382,1.1181142,7.3840904,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,true,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2219706 +850412,13,4,2,4,1,7,0,"0",0,false,false,false,false,true,false,false,true,false,true,true,false,false,false,false,true,false,true,false,false,2,false,false,false,false,false,6196,1.1575360670569856,0.538445824555247,0,,false,false,false,true,true,false,true,true,false,false,-1,,,586,4.6180164837227515,2.481141485021646,1.1787264,7.265704,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,true,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2219707 +850412,5,5,1,4,1,8,0,"0",0,false,false,false,true,false,false,false,false,false,true,true,false,false,false,false,true,true,false,false,false,1,false,false,false,false,false,6196,0.9394267503689258,0.2993838546338024,0,,false,false,false,true,true,false,true,true,false,false,-1,,,5495,10.658739341492957,2.732911237921855,2.2901201,18.055595,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2219708 +851027,27,1,1,1,3,1,13,"33",51,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,6419,1.649319833823006,0.4183112322344673,33,"prod_trans_move",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,3410,9.518856238103979,-2.6921140581666827,0.7512364,true,1,5.318409,10.366142,0,18.00317346008858,5.318409,5.318409,0,0,0,0,1,true,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2220901 +852013,78,1,2,1,3,1,13,"71",39,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,false,false,6625,0.8635695701595083,0.5665675461795734,71,"services",false,true,false,false,false,false,true,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,35,1,0,0,1,0,0,0,1,1,1,0,0,0,2222818 +858401,65,1,1,1,3,1,13,"81",11,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,false,false,7775,0.5129342534337146,0.5747280012531214,81,"mngt_busi_scic_arts",false,false,true,true,false,false,true,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,3,1,0,0,0,0,0,1,1,0,0,0,1,0,2234379 +859711,30,1,1,2,3,2,13,"61",25,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,false,true,true,false,8000,0.5077536138852632,1.3753187369761515,61,"services",false,false,true,true,false,false,false,false,false,true,-1,,,-1,,,,0,4972,10.454748098772258,-0.6145099474105628,0.42318553,false,2,1.6646981,3.1219087,0,11.256217009978112,1.6646981,1.6646981,0,0,0,0,0,false,"4_days_week","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2236695 +859711,28,2,1,1,3,1,13,"22",15,false,true,true,true,false,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,0,true,true,false,true,false,8000,0.2855528879320143,1.3681828205783566,22,"mngt_busi_scic_arts",false,false,true,true,false,false,false,false,false,true,-1,,,-1,,,,0,3112,10.84048797591547,-0.6561792801719318,1.338578,false,2,6.2321744,12.380672,0,12.097403489763169,6.2321744,6.2321744,0,0,0,0,1,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2236696 +860567,76,1,2,3,3,5,13,"0",0,false,true,true,false,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,8188,1.1207929331403044,0.6011859658245597,0,,false,false,true,true,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,2,0,0,0,0,2,0,0,0,0,2,2,1,0,0,2238297 +860567,71,2,1,3,3,5,13,"0",0,false,true,true,true,false,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,8188,1.0446695475751986,2.28617834525864,0,,false,false,true,true,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,2,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2238298 +861214,49,1,2,1,3,1,13,"92",17,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,false,false,8267,1.1750172253651474,0.703008097797503,92,"mngt_busi_scic_arts",false,false,true,true,false,false,true,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2239386 +861865,36,1,1,1,3,1,13,"54",11,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,8470,0.7916470255339267,3.3067286890328274,54,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,8000,10.436332009875516,-0.12574325324965804,0.20668493,false,2,0.7213211,1.4495103,0,7.545298652326461,0.7213211,0.7213211,0,0,0,1,1,false,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,2,0,0,0,1,1,0,0,0,0,1,1,0,0,0,2240587 +861865,35,2,2,1,3,1,13,"56",13,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,8470,0.9173337249075147,1.5518038618437793,56,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,10674,10.525503679392584,-1.145966088267207,0.9900552,false,2,5.114493,10.318559,0,13.330934764673833,5.114493,5.114493,0,0,0,0,0,true,"2_3_days_week","N",true,false,false,false,"",false,false,0,0,false,false,2,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2240588 +862635,25,1,2,1,3,1,13,"MIL",49,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,8769,0.7346046984640264,0.9164839027808156,9000,"constr_maint",false,true,false,false,false,false,true,false,false,true,-1,,,-1,,,,0,1038,9.81263312780342,-0.951509964487058,0.35862824,true,1,1.6635396,2.9221601,0,18.755420090365853,1.6635396,1.6635396,0,0,0,0,0,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,3,1,0,0,0,0,0,1,1,0,0,0,1,0,2242136 +863066,65,1,1,1,3,1,13,"62",29,false,true,true,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,8861,0.3750265211014667,1.267622778588032,62,"health",false,false,false,true,true,false,true,true,false,true,-1,,,-1,,,,0,2117,10.85266820938351,-0.8984029951818328,3.2421522,true,1,10.342203,20.658527,0,19.22180806081744,10.463712,9.955374,0,0,0.508338,0,1,true,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,1,0,2,2,0,1,0,0,0,0,1,3,0,0,0,2242922 +863066,13,2,2,4,1,7,0,"0",0,false,false,false,false,true,false,false,false,false,false,true,false,false,false,false,true,false,true,false,false,2,false,false,false,false,false,8861,0.462880702826623,1.1542361097481593,0,,false,false,false,true,true,false,true,true,false,false,-1,,,11171,8.279160383583264,6.637452261172511,0.3378316,2.6743784,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,false,false,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2242923 +863724,54,1,2,1,3,1,13,"92",11,false,true,true,false,true,false,false,false,false,true,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,9066,0.3756003764661354,1.222231138219967,92,"mngt_busi_scic_arts",false,false,false,true,true,false,true,true,false,true,-1,,,-1,,,,0,615,10.5271225095623,-1.050589488364883,3.4939597,true,1,12.154297,23.705887,0,19.68145279663628,12.154297,11.457477,0,0,0.69682026,0,1,false,"No_Telecommute","M",true,false,false,false,"work2",false,false,2,2,false,false,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,2244181 +863724,14,2,2,4,1,7,0,"0",0,false,false,false,false,true,false,false,false,false,false,true,false,false,false,false,true,false,true,false,false,2,false,false,false,false,false,9066,0.5177887157630292,0.7785251513722048,0,,false,false,false,true,true,false,true,true,false,false,-1,,,11171,5.084840070566579,4.407511756040851,0.8441732,6.315757,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2244182 +865747,71,1,2,2,3,2,13,"53",41,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,false,true,true,false,10627,1.1249943861935523,0.725348332812677,53,"sales_office",false,true,false,false,false,false,false,false,false,true,-1,,,-1,,,,0,8578,9.097971446155645,-2.8860895178295123,1.6970183,false,2,9.271362,19.111443,0,11.98548695768696,9.271362,9.271362,0,0,0,0,0,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2248362 +865889,65,1,2,2,3,2,13,"62",31,false,true,true,false,true,false,true,false,false,false,true,true,false,false,false,false,false,false,false,false,0,true,false,true,true,false,10629,1.008964350568211,0.5138717238760004,62,"health",false,false,true,true,false,false,false,false,false,true,-1,,,-1,,,,0,11155,11.62933780862646,0.1469008725754914,3.3651872,false,2,13.615152,28.280836,0,12.720581135588365,13.871886,13.549194,0,0,0.32269192,0,1,false,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2248596 +865889,65,2,1,3,3,5,13,"0",0,false,true,true,true,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,0,false,false,false,false,false,10629,0.34659311532632636,0.5298804967722553,0,,false,false,true,true,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,36,2,0,0,1,0,1,0,2,1,1,0,1,0,2248597 +865889,41,3,1,1,3,1,13,"62",29,false,true,true,true,false,false,true,false,false,false,false,true,false,false,false,false,false,false,false,false,0,true,true,false,true,false,10629,1.185399417226753,1.33212370210499,62,"health",false,false,true,true,false,false,false,false,false,true,-1,,,-1,,,,0,11250,11.812838144974272,0.5122456493100525,2.3920617,false,2,6.5525174,14.795538,0,18.600121044133424,6.8092513,6.5525174,0,0,0.2567339,0,1,false,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,35,1,0,0,1,0,0,0,1,1,1,0,0,0,2248598 +865889,22,4,2,2,3,2,13,"722",35,false,true,true,false,true,false,true,false,false,false,true,true,false,false,false,false,false,false,false,false,0,true,false,true,true,false,10629,0.8563225168365628,2.6175348877462095,722,"services",false,false,true,true,false,false,false,false,false,true,-1,,,-1,,,,0,1920,13.908384021674122,3.9752861276756004,0.8141764,true,1,3.9542685,7.596302,0,19.24392993068709,4.211002,3.9542685,0,0,0.25673342,0,1,true,"1_day_week","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2248599 +866001,66,1,1,1,3,1,13,"52",41,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,10629,1.0473208924752584,2.41434904447235,52,"sales_office",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,2250,10.973365321519365,-1.873672274401875,0.97517973,true,1,6.213637,12.765951,0,17.654219418282526,6.213637,6.213637,0,0,0,0,0,true,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2248786 +868110,79,1,2,3,3,5,13,"0",0,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,10675,0.4321871998233188,0.5355748868031883,0,,false,true,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2252254 +868143,42,1,2,1,3,1,13,"61",11,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,10675,0.22621629998843823,1.7041392717081196,61,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,10208,10.962980371230014,-0.7417888312687149,2.6614022,true,1,10.634984,20.938812,0,17.853728521879635,10.634984,10.634984,0,0,0,0,0,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,2252304 +868143,41,2,1,1,3,1,13,"61",15,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,10675,1.2588754514960994,0.7704483202330468,61,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,3112,10.125203867865721,-1.7707766023352496,1.1495345,false,2,4.926222,10.148266,0,12.097403489763169,4.926222,4.926222,0,0,0,0,0,true,"4_days_week","N",true,false,false,false,"",false,false,0,0,false,false,1,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2252305 +868503,57,1,1,1,3,1,13,"61",11,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,10677,0.4223211690722549,1.5137715748792067,61,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,7073,10.622253153773064,-1.5084689058438185,4.1071205,true,1,16.274828,30.803543,0,20.032328689028024,16.231941,16.197823,0,0,0.034118652,0,0,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2252912 +868503,57,2,1,1,3,1,13,"61",25,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,10677,0.10727055659833004,0.4056573122830117,61,"services",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,342,11.269477219477084,-0.3721184108048677,1.8016161,false,2,6.576649,12.5056305,0,12.43784021520898,7.034724,6.576649,0,0,0.45807505,0,0,true,"4_days_week","M",true,false,false,false,"work2",false,false,2,2,false,false,0,6,1,0,1,0,0,0,0,1,0,0,0,0,0,2252913 +868536,53,1,1,1,3,1,13,"54",15,false,true,true,true,false,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,false,false,10678,0.5399849171828397,0.9566548960556043,54,"mngt_busi_scic_arts",false,false,true,true,false,false,false,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,112,3,1,0,0,2,0,0,2,2,3,1,0,0,2252973 +868536,82,2,1,3,3,5,13,"0",0,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,10678,1.2744135756947947,0.9848490722219196,0,,false,false,true,true,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2252974 +868615,22,1,1,1,3,1,13,"71",41,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,false,false,10681,0.5667246076336777,2.9618747248467225,71,"sales_office",false,false,false,true,true,false,true,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2253130 +868615,22,2,2,1,3,1,13,"44",43,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,10681,1.8709674065594362,1.1457948051542217,44,"sales_office",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,10635,10.329813147277248,-2.640328808853381,1.5058132,true,1,7.2298727,13.868897,0,18.48134364336749,7.2298727,7.2298727,0,0,0,0,0,false,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2253131 +868881,79,1,2,3,3,5,13,"0",0,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,10702,0.5691536197625877,0.329643592552466,0,,true,false,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2253658 +868944,85,1,1,3,3,5,13,"0",0,false,true,true,true,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,0,false,false,false,false,false,10703,2.8527466480316703,2.9125419497731126,0,,false,false,false,true,true,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,89,1,1,0,0,0,0,0,0,0,1,0,0,0,2253760 +868944,67,2,2,1,3,1,13,"62",31,false,true,true,false,true,false,true,false,false,false,false,true,false,false,false,false,false,false,false,false,0,true,true,false,true,false,10703,0.7923844522461332,2.16175580888174,62,"health",false,false,false,true,true,false,false,false,false,true,-1,,,-1,,,,0,11170,10.592723217824263,-1.5015384514741374,2.361497,false,2,9.66952,19.426996,0,6.962556390776173,9.66952,9.66952,0,0,0,0,1,true,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2253761 +868944,48,3,2,2,3,2,13,"23",43,false,true,true,false,true,false,true,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,false,true,true,false,10703,0.744462584706069,1.161842672403008,23,"sales_office",false,false,false,true,true,false,false,false,false,true,-1,,,-1,,,,0,3331,10.279999660799348,-0.9159748698336976,1.1513811,false,2,6.1568747,13.398003,0,13.89090013657188,6.1568747,6.1568747,0,0,0,0,1,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2253762 +871640,23,1,1,2,2,3,13,"722",35,false,true,true,true,false,false,false,false,false,false,false,false,false,true,false,true,false,false,false,true,4,true,false,true,true,false,11137,0.7526429040956288,0.9168011478125402,722,"services",true,false,false,false,false,false,false,false,false,true,-1,,,6603,6.308183975456066,1.2206943639429908,2.735546,12.254082,3410,13.0815722815115,2.48279336972682,2.5223207,true,1,7.894087,13.974264,0,18.00317346008858,8.58128,7.894087,0,0,0.6871929,0,1,false,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2259543 +871938,45,1,1,1,3,1,13,"61",17,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,11145,1.0429153378392566,0.9232365251655462,61,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,1185,10.384538927535461,-3.2934403223966577,3.1682231,true,1,13.316507,26.023098,0,17.31274694537741,13.328897,13.316507,0,0,0.012390137,0,1,true,"1_day_week","N",true,false,false,false,"",false,false,0,0,false,false,0,35,1,0,0,1,0,0,0,1,1,1,0,0,0,2260058 +872062,44,1,1,1,3,1,13,"45",41,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,11146,0.5836342276153312,1.308028655262401,45,"sales_office",false,true,false,false,false,false,true,false,false,true,-1,,,-1,,,,0,2701,12.196458111767143,1.3589775956787356,1.3002411,true,1,4.543796,9.612963,0,16.87022278251495,4.543796,4.543796,0,0,0,0,1,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,6,1,0,1,0,0,0,0,1,0,0,0,0,0,2260254 +872090,38,1,1,1,3,1,13,"56",15,false,true,true,true,false,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,0,true,true,false,true,false,11147,0.4725952519295433,0.657793947654103,56,"mngt_busi_scic_arts",false,false,false,true,true,false,false,false,false,true,-1,,,-1,,,,0,3168,10.804817608294478,-0.7329757479186942,1.879589,false,2,5.942001,12.140236,0,12.39146661854772,5.942001,5.942001,0,0,0,0,1,true,"2_3_days_week","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2260306 +872090,30,2,2,2,3,2,13,"81",39,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,false,true,true,false,11147,0.7732249616821613,0.4917073407969227,81,"services",false,false,false,true,true,false,false,false,false,true,-1,,,-1,,,,0,3640,10.307674306743868,-1.2798286859177856,1.9635435,false,2,6.434241,14.328356,0,9.06692028713665,6.434241,6.434241,0,0,0,0,0,false,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,2260307 +872123,44,1,1,1,3,1,13,"23",17,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,11147,0.2843821050730119,0.9931985509990463,23,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,8861,11.048551053843049,-0.2821763037445388,0.70031077,false,2,3.044032,6.1274867,0,8.510239927322841,3.044032,2.979867,0,0,0.064165115,0,1,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,0,7,2,0,1,0,0,1,0,2,0,0,0,1,0,2260358 +872123,51,2,2,1,3,1,13,"92",19,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,11147,0.324119836453584,1.0515311494070696,92,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,7456,10.990177713900378,-0.48355210416392325,1.0814421,false,2,4.454918,11.768776,0,14.277609192392037,4.454918,4.454918,0,0,0,0,1,false,"4_days_week","N",true,false,false,false,"",false,false,0,0,false,false,0,12,1,0,0,0,1,0,0,1,1,1,0,0,0,2260359 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+872550,29,1,1,1,3,1,13,"54",23,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,11159,0.722041250654401,1.2610795227218112,54,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,2835,10.430862953185393,-1.4358812438665245,2.7440937,false,2,9.892651,18.988663,0,16.457872348902733,9.892651,9.581838,0,0,0.31081295,0,0,true,"4_days_week","M",true,false,false,false,"work2",false,false,2,2,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2261093 +872550,27,2,1,1,3,1,13,"53",13,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,true,false,true,false,11159,0.15491211071647681,0.5012121525431983,53,"mngt_busi_scic_arts",false,false,false,true,true,false,true,false,false,true,-1,,,-1,,,,0,6072,11.013535450111652,-0.397745382365675,3.1377087,false,2,9.303664,19.617273,0,15.837662090352683,9.303664,9.303664,0,0,0,0,1,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2261094 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+872821,35,1,1,1,3,1,13,"62",29,false,true,true,true,false,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,0,true,true,false,true,false,11165,1.5831256180848108,0.6665387533975334,62,"health",false,false,false,true,true,false,false,false,false,true,-1,,,-1,,,,0,10674,9.730722614540774,-2.2471550894146524,1.7231215,false,2,5.464694,11.894108,0,13.330934764673833,5.464694,5.464694,0,0,0,0,1,false,"No_Telecommute","M",true,false,false,false,"work1",false,false,1,1,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2261550 +872821,35,2,2,1,3,1,13,"722",11,false,true,true,false,true,false,false,false,false,false,true,true,false,false,false,false,false,false,false,false,0,true,true,false,true,false,11165,0.24453081267358176,0.6829501297394542,722,"mngt_busi_scic_arts",false,false,false,true,true,false,false,false,false,true,-1,,,-1,,,,0,2841,11.139855559331657,-0.1609648826323922,2.6309865,true,1,9.401718,18.062891,0,20.387247801258315,9.401718,9.401718,0,0,0,0,0,true,"No_Telecommute","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2261551 +872821,37,3,2,2,3,2,13,"722",43,false,true,true,false,true,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,false,true,true,false,11165,0.5837822671121634,0.6252257412852908,722,"sales_office",false,false,false,true,true,false,false,false,false,true,-1,,,-1,,,,0,10674,10.547972427756228,-0.6061187912192452,1.7231215,false,2,5.464694,11.894108,0,13.330934764673833,5.464694,5.464694,0,0,0,0,1,true,"No_Telecommute","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2261552 +873254,51,1,1,2,3,2,13,"81",21,false,true,true,true,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,0,true,false,true,true,false,11179,1.0211878032223614,0.2883831392043701,81,"mngt_busi_scic_arts",false,false,false,true,true,false,false,false,false,true,-1,,,-1,,,,0,2705,9.12407391659136,-3.2024039055263427,3.9762719,true,1,11.290378,22.551735,0,19.628669207126176,11.290378,11.256349,0,0,0.034029007,0,1,true,"No_Telecommute","N",true,false,false,false,"",false,false,0,0,false,false,1,1,1,0,1,0,0,1,0,1,0,0,0,1,0,2262297 +873254,49,2,1,1,3,1,13,"54",13,false,true,true,true,false,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,0,true,true,false,false,false,11179,0.6684798528102218,0.6312859717555583,54,"mngt_busi_scic_arts",false,false,false,true,true,false,false,false,true,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","N",true,false,false,false,"",false,false,0,0,false,false,1,35,1,0,0,1,0,0,0,1,1,1,0,0,0,2262298 +1233342,17,1,1,3,1,6,0,"0",0,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,true,false,false,true,false,3,false,false,false,false,false,2,0.6378757161390666,0.8068211869911992,0,,true,false,false,false,false,false,true,false,false,false,-1,,,2550,14.296890405080124,26.301073237637127,1.4124311,13.631781,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","M",true,false,false,false,"school1",false,false,1,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,3238914 +1234751,60,1,2,3,3,4,13,"0",0,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,751,0.3324363019264754,0.9715251322761025,0,,true,false,false,false,false,true,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3240323 +1235116,55,1,2,3,3,4,13,"45",53,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,751,1.16167061314918,0.924475440362047,45,"prod_trans_move",true,false,false,false,false,true,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,0,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3240688 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+1237313,49,1,1,3,3,4,13,"0",0,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,1729,0.9846247897947334,1.3811101117487792,0,,true,false,false,false,false,true,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","N",true,false,false,false,"",false,false,0,0,false,false,0,1,1,0,0,0,0,1,0,1,0,0,0,1,0,3242885 +1239207,27,1,2,3,3,4,13,"722",41,false,true,true,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,2918,0.9173862562372176,0.6725859639050054,722,"sales_office",true,false,false,false,false,true,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3244779 +1242103,80,1,1,3,3,5,13,"0",0,false,true,true,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,0,false,false,false,false,false,5495,1.4921366498703188,0.6819701566980244,0,,true,false,false,false,false,false,false,false,false,false,-1,,,-1,,,,0,-1,,,,false,,,0,0,0,0,0,0,0,0,0,1,false,"","H",false,false,false,false,"",false,false,0,0,false,false,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3247675 diff --git a/test/regress/final_tours.csv b/test/regress/final_tours.csv new file mode 100644 index 0000000..93dbc32 --- /dev/null +++ b/test/regress/final_tours.csv @@ -0,0 +1,234 @@ +"person_id","tour_type","tour_type_count","tour_type_num","tour_num","tour_count","tour_category","number_of_participants","destination","origin","household_id","start","end","duration","school_esc_outbound","school_esc_inbound","num_escortees","tdd","tour_id_temp","composition","is_external_tour","is_internal_tour","destination_logsum","vehicle_occup_1","vehicle_occup_2","vehicle_occup_3.5","tour_mode","mode_choice_logsum","selected_vehicle","atwork_subtour_frequency","parent_tour_id","stop_frequency","primary_purpose","tour_id" +2100540,"shopping",4,1,1,4,"joint",2,551,49,784728,21,24,3,,,,773,7,"adults",false,true,12.755162653974342,"Car_6_Gas","Car_6_Gas","Car_6_Gas","SHARED2",-0.3646324328297362,"Car_6_Gas","",,"0out_1in","shopping",105027019 +2100540,"shopping",4,2,2,4,"joint",2,81,49,784728,15,16,1,,,,582,8,"adults",false,true,13.33541094609413,"Car_6_Gas","Car_6_Gas","Car_6_Gas","SHARED2",-0.8227751067391206,"Car_6_Gas","",,"0out_1in","shopping",105027020 +2100540,"shopping",4,3,3,4,"non_mandatory",1,49,49,784728,14,15,1,,,,547,,,false,true,13.619093192315283,"Car_6_Gas","Car_6_Gas","Car_6_Gas","WALK",2.767122046751919,,"",,"0out_0in","shopping",105027041 +2100540,"shopping",4,4,4,4,"non_mandatory",1,12985,49,784728,25,26,1,,,,877,,,false,true,12.072700824910033,"Car_6_Gas","Car_6_Gas","Car_6_Gas","SHARED2",2.240865760532948,"Car_6_Gas","",,"3out_2in","shopping",105027042 +2100541,"othmaint",1,1,1,1,"non_mandatory",1,3225,49,784728,33,33,0,,,,1040,,,false,true,14.355862692505736,"Car_6_Gas","Car_6_Gas","Car_6_Gas","WALK",1.7813973888898362,,"",,"1out_1in","othmaint",105027079 +2101065,"eat",1,1,1,1,"atwork",1,2787,2547,785054,18,20,2,,,,682,,,,,11.382989549829059,,,,"WALK",3.3712348306097457,,"",105053298,"0out_0in","atwork",105053254 +2101065,"work",1,1,1,1,"mandatory",1,2547,81,785054,10,30,20,,,,416,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",3.119226446259047,,"eat",,"1out_0in","work",105053298 +2101546,"shopping",1,1,1,1,"non_mandatory",1,1293,86,785371,16,18,2,,,,617,,,false,true,14.051084901509052,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",4.29506546567065,,"",,"0out_0in","shopping",105077341 +2101632,"othdiscr",2,1,2,3,"non_mandatory",1,86,86,785431,17,31,14,,,,662,,,false,true,17.57207213190535,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",2.4563964057858447,,"",,"0out_2in","othdiscr",105081625 +2101632,"othdiscr",2,2,3,3,"non_mandatory",1,2832,86,785431,9,14,5,,,,361,,,false,true,17.938811259179793,"non_hh_veh","non_hh_veh","non_hh_veh","ESCOOTER",2.4414222360590716,,"",,"0out_1in","othdiscr",105081626 +2101632,"othmaint",1,1,1,3,"non_mandatory",1,86,86,785431,16,17,1,,,,616,,,false,true,15.90916105205408,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",4.472287535827275,,"",,"0out_1in","othmaint",105081629 +2102989,"othmaint",1,1,1,1,"non_mandatory",1,11155,147,786196,28,28,0,,,,945,,,false,true,13.355899709747325,"SUV_11_Gas","SUV_11_Gas","SUV_11_Gas","SHARED2",-2.105549035265567,"SUV_11_Gas","",,"0out_0in","othmaint",105149479 +2104424,"work",1,1,1,1,"mandatory",1,1625,204,786980,18,37,19,,,,699,,,false,true,,"Pickup_20_Gas","Pickup_20_Gas","Pickup_20_Gas","SHARED2",-1.4915093030990183,"Pickup_20_Gas","no_subtours",,"0out_0in","work",105221248 +2104425,"eatout",1,1,2,2,"non_mandatory",1,3243,204,786980,28,29,1,,,,946,,,false,true,15.649425764263873,"Pickup_20_Gas","Pickup_20_Gas","Pickup_20_Gas","WALK",1.326694335905833,,"",,"0out_0in","eatout",105221256 +2104425,"work",1,1,1,2,"mandatory",1,8578,204,786980,10,28,18,,,,414,,,false,true,,"Pickup_20_Gas","Pickup_20_Gas","Pickup_20_Gas","SHARED2",-1.2249786466101384,"Pickup_20_Gas","no_subtours",,"0out_0in","work",105221298 +2104426,"eat",1,1,1,1,"atwork",1,1770,5503,786980,23,23,0,,,,825,,,,,8.925952582905957,,,,"SHARED2",0.3399376467472319,"Pickup_20_Gas","",105221348,"0out_0in","atwork",105221304 +2104426,"work",1,1,1,1,"mandatory",1,5503,204,786980,11,39,28,,,,463,,,false,true,,"Pickup_20_Gas","Pickup_20_Gas","Pickup_20_Gas","DRIVEALONE",-0.2505963192493303,"Pickup_20_Gas","eat",,"0out_0in","work",105221348 +2106557,"eatout",1,1,2,2,"non_mandatory",1,288,288,788147,13,14,1,,,,511,,,false,true,16.531337065296576,"Car_11_Gas","Car_11_Gas","Car_11_Gas","WALK",1.626398957157073,,"",,"0out_0in","eatout",105327856 +2106557,"shopping",1,1,1,2,"non_mandatory",1,6726,288,788147,19,24,5,,,,716,,,false,true,10.051607605141044,"Car_11_Gas","Car_11_Gas","Car_11_Gas","SHARED2",-0.13811377381883996,"Car_11_Gas","",,"0out_1in","shopping",105327891 +2109633,"othdiscr",1,1,1,1,"non_mandatory",1,3359,506,789606,19,23,4,,,,715,,,false,true,20.983338761205285,"Car_20_Gas","Car_20_Gas","Car_20_Gas","WALK",1.6941686735099382,,"",,"0out_0in","othdiscr",105481675 +2113804,"othmaint",1,1,1,1,"non_mandatory",1,1015,707,791851,10,21,11,,,,407,,,false,true,13.062362881238311,"Car_9_Gas","Car_9_Gas","Car_9_Gas","WALK",1.6067487380667687,,"",,"0out_0in","othmaint",105690229 +2113948,"othmaint",1,1,3,3,"non_mandatory",1,10641,708,791940,28,35,7,,,,952,,,false,true,13.139161362481882,"SUV_10_Gas","SUV_10_Gas","SUV_10_Gas","DRIVEALONE",0.5745956489082705,"SUV_10_Gas","",,"3out_3in","othmaint",105697429 +2113948,"work",2,1,1,3,"mandatory",1,2547,708,791940,9,28,19,,,,375,,,false,true,,"SUV_10_Gas","SUV_10_Gas","SUV_10_Gas","DRIVEALONE",-0.9518064646963446,"SUV_10_Gas","no_subtours",,"0out_1in","work",105697448 +2113948,"work",2,2,2,3,"mandatory",1,2547,708,791940,35,36,1,,,,1072,,,false,true,,"SUV_10_Gas","SUV_10_Gas","SUV_10_Gas","WALK",-0.8764793693034127,,"no_subtours",,"0out_0in","work",105697449 +2113949,"work",2,1,1,2,"mandatory",1,10208,708,791940,6,16,10,,,,240,,,false,true,,"SUV_10_Gas","SUV_10_Gas","SUV_10_Gas","WALK",-1.1027455410046467,,"no_subtours",,"0out_0in","work",105697498 +2113949,"work",2,2,2,2,"mandatory",1,10208,708,791940,21,30,9,,,,779,,,false,true,,"SUV_10_Gas","SUV_10_Gas","SUV_10_Gas","WALK",-1.0622584856138302,,"no_subtours",,"0out_0in","work",105697499 +2120764,"school",1,1,1,3,"mandatory",1,6603,981,795895,14,27,13,,,,559,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","SHARED3",0.47709053200508994,"non_hh_veh","",,"2out_0in","univ",106038233 +2120764,"escort",2,1,2,3,"non_mandatory",1,2728,981,795895,11,11,0,"pure_escort",,1,435,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",4.377405868917867,,"",,"0out_0in","escort",106038235 +2120764,"escort",2,2,3,3,"non_mandatory",1,162,981,795895,31,31,0,,"pure_escort",1,1005,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",4.881079885771263,,"",,"0out_0in","escort",106038236 +2120766,"school",1,1,1,1,"mandatory",1,2728,981,795895,11,35,24,"pure_escort",,,459,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",28.687361899774313,,"",,"0out_0in","school",106038333 +2120767,"school",1,1,1,1,"mandatory",1,1062,981,795895,12,13,1,,,,474,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","SHARED3",30.43926078199769,"non_hh_veh","",,"1out_2in","school",106038383 +2120768,"school",1,1,1,1,"mandatory",1,162,981,795895,13,31,18,,"pure_escort",,528,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",28.33901842516976,,"",,"0out_0in","school",106038433 +2120829,"eat",1,1,1,1,"atwork",1,10208,991,795936,22,23,1,,,,799,,,,,8.993684437292792,,,,"WALK",2.5566860387469807,,"",106041498,"0out_0in","atwork",106041454 +2120829,"work",1,1,1,1,"mandatory",1,991,984,795936,9,32,23,,,,379,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",3.022597252898535,,"eat",,"0out_0in","work",106041498 +2121572,"othdiscr",1,1,1,2,"joint",2,1013,1013,796337,31,36,5,,,,1010,9,"adults",false,true,21.006820635700127,"SUV_11_Gas","SUV_11_Gas","SUV_11_Gas","SHARED2",-0.011376820683846297,"SUV_11_Gas","",,"0out_0in","othdiscr",106078615 +2121572,"shopping",1,1,2,2,"non_mandatory",1,1874,1013,796337,27,30,3,,,,926,,,false,true,11.98196048751896,"SUV_11_Gas","SUV_11_Gas","SUV_11_Gas","WALK",0.697024835500282,,"",,"3out_3in","shopping",106078641 +2122521,"social",1,1,1,1,"joint",2,24329,1038,796974,13,22,9,,,,519,17,"adults",false,true,6.48621040135154,"Pickup_20_Gas","Pickup_20_Gas","Pickup_20_Gas","SHARED2",-6.353637496424448,"Pickup_20_Gas","",,"0out_1in","social",106126071 +2122917,"work",1,1,1,1,"mandatory",1,6660,1050,797235,11,32,21,,,,456,,,false,true,,"Car_8_Gas","Car_8_Gas","Car_8_Gas","DRIVEALONE",-2.3479421663117277,"Car_8_Gas","no_subtours",,"0out_0in","work",106145898 +2123021,"escort",2,1,3,4,"non_mandatory",1,10646,1056,797317,10,10,0,,,,396,,,false,true,17.58729511874158,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",0.9418148280041408,,"",,"0out_1in","escort",106151059 +2123021,"escort",2,2,4,4,"non_mandatory",1,1056,1056,797317,25,25,0,,,,876,,,false,true,17.455095780976677,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",5.174009373520314,,"",,"0out_0in","escort",106151060 +2123021,"work",2,1,1,4,"mandatory",1,615,1056,797317,10,13,3,,,,399,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",2.5334159013677646,,"no_subtours",,"0out_0in","work",106151098 +2123021,"work",2,2,2,4,"mandatory",1,615,1056,797317,25,27,2,,,,878,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",2.536855094751961,,"no_subtours",,"0out_0in","work",106151099 +2123022,"school",1,1,1,1,"mandatory",1,6452,1056,797317,8,27,19,,,,334,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","SCH_BUS",30.068724806809257,,"",,"0out_0in","school",106151133 +2123023,"school",1,1,1,1,"mandatory",1,1155,1056,797317,11,27,16,,,,451,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","SHARED3",29.238338133253063,"non_hh_veh","",,"0out_3in","school",106151183 +2123024,"escort",1,1,1,2,"non_mandatory",1,3225,1056,797317,25,27,2,,,,878,,,false,true,19.0314430121121,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",6.861870954364158,,"",,"0out_1in","escort",106151209 +2123024,"othdiscr",1,1,2,2,"non_mandatory",1,1056,1056,797317,15,24,9,,,,590,,,false,true,21.86854070969569,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",7.163137976841204,,"",,"0out_0in","othdiscr",106151225 +2123028,"eat",1,1,1,1,"atwork",1,3426,3426,797317,31,31,0,,,,1005,,,,,11.632610668839284,,,,"WALK",3.514632768183314,"non_hh_veh","",106151449,"0out_0in","atwork",106151405 +2123028,"work",2,1,1,2,"mandatory",1,3426,1056,797317,8,30,22,,,,337,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",1.4881702372018342,,"no_subtours",,"0out_0in","work",106151448 +2123028,"work",2,2,2,2,"mandatory",1,3426,1056,797317,31,40,9,,,,1014,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","SHARED2",1.5165248380181051,"non_hh_veh","eat",,"0out_0in","work",106151449 +2123609,"eat",1,1,1,1,"atwork",1,8582,159,797657,33,41,8,,,,1048,,,,,9.171094576751614,,,,"WALK",2.106025594876127,,"",106180498,"0out_1in","atwork",106180454 +2123609,"othdiscr",1,1,2,2,"non_mandatory",1,1062,1062,797657,21,22,1,,,,771,,,false,true,22.329432338316085,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",4.418210915284427,,"",,"0out_0in","othdiscr",106180475 +2123609,"work",1,1,1,2,"mandatory",1,159,1062,797657,29,47,18,,,,984,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","TNC_SINGLE",0.6970889234254593,,"eat",,"0out_0in","work",106180498 +2126311,"social",1,1,1,1,"joint",2,493,1215,799176,30,33,3,,,,989,1,"adults",false,true,16.782986817522907,"non_hh_veh","non_hh_veh","non_hh_veh","SHARED2",-1.1850023219373726,"non_hh_veh","",,"0out_0in","social",106315571 +2127090,"othmaint",1,1,1,1,"non_mandatory",1,2787,1272,799627,9,30,21,,,,377,,,false,true,14.07128507854513,"Car_18_Gas","Car_18_Gas","Car_18_Gas","WALK",1.8967668279009036,,"",,"2out_2in","othmaint",106354529 +2127091,"othdiscr",1,1,1,1,"non_mandatory",1,1272,1272,799627,15,15,0,,,,581,,,false,true,20.601041390176206,"Car_18_Gas","Car_18_Gas","Car_18_Gas","WALK",2.8069820296280774,,"",,"0out_1in","othdiscr",106354575 +2133551,"work",1,1,1,1,"mandatory",1,3426,1492,803225,17,37,20,,,,668,,,false,true,,"Car_19_Gas","Car_19_Gas","Car_19_Gas","WALK",-0.7168863869868026,,"no_subtours",,"0out_0in","work",106677598 +2133552,"escort",2,1,1,2,"non_mandatory",1,1178,1492,803225,10,11,1,"pure_escort",,1,397,,,false,true,,"Car_19_Gas","Car_19_Gas","Car_19_Gas","WALK",0.4208603642934834,,"",,"0out_0in","escort",106677635 +2133552,"escort",2,2,2,2,"non_mandatory",1,1178,1492,803225,15,16,1,,"pure_escort",1,582,,,false,true,,"Car_19_Gas","Car_19_Gas","non_hh_veh","SHARED2",0.42067914555532687,"Car_19_Gas","",,"0out_0in","escort",106677636 +2133553,"school",1,1,1,1,"mandatory",1,1178,1492,803225,10,16,6,"pure_escort","pure_escort",,402,,,false,true,,"Car_19_Gas","Car_19_Gas","Car_19_Gas","WALK",8.44196141386537,,"",,"0out_0in","school",106677683 +2136799,"eat",1,1,1,1,"atwork",1,9009,10635,805047,13,14,1,,,,511,,,,,6.893371682437719,,,,"WALK",-0.470726860082319,,"",106839998,"0out_0in","atwork",106839954 +2136799,"othdiscr",1,1,3,3,"non_mandatory",1,1577,1577,805047,20,28,8,,,,749,,,false,true,21.612356525768806,"Car_11_Hybrid","Car_8_Gas","Car_8_Gas","WALK",2.9229849153805443,,"",,"0out_0in","othdiscr",106839975 +2136799,"social",1,1,2,3,"non_mandatory",1,1577,1577,805047,35,42,7,,,,1078,,,false,true,19.13459174664915,"Car_8_Gas","Car_11_Hybrid","Car_8_Gas","WALK",2.922981820667133,,"",,"1out_0in","social",106839995 +2136799,"work",1,1,1,3,"mandatory",1,10635,1577,805047,7,15,8,,,,281,,,false,true,,"Car_11_Hybrid","Car_11_Hybrid","Car_8_Gas","BIKE",-2.0775214664367696,,"eat",,"0out_0in","work",106839998 +2141996,"othmaint",1,1,1,1,"non_mandatory",1,1437,1753,807979,15,16,1,,,,582,,,false,true,12.970535765261108,"Car_7_Gas","Car_7_Gas","Car_7_Gas","WALK",0.40549539839159565,,"",,"0out_0in","othmaint",107099829 +2142915,"shopping",1,1,1,1,"non_mandatory",1,3470,1793,808447,30,32,2,,,,988,,,false,true,10.891059711297785,"Car_14_Gas","Car_14_Gas","Car_14_Gas","DRIVEALONE",0.5027868524510218,"Car_14_Gas","",,"0out_0in","shopping",107145791 +2149430,"othdiscr",3,1,1,3,"joint",2,1965,1965,812300,28,30,2,,,,947,5,"adults",false,true,21.342604672734616,"Pickup_10_Gas","Pickup_10_Gas","Pickup_10_Gas","SHARED2",0.10180078585582104,"Pickup_10_Gas","",,"0out_0in","othdiscr",107471515 +2149430,"othdiscr",3,2,2,3,"joint",2,1185,1965,812300,32,34,2,,,,1025,6,"adults",false,true,20.635624296757438,"Pickup_10_Gas","Pickup_10_Gas","Pickup_10_Gas","SHARED2",0.1743963893446103,"Pickup_10_Gas","",,"0out_0in","othdiscr",107471516 +2149430,"othdiscr",3,3,3,3,"non_mandatory",1,7449,1965,812300,21,22,1,,,,771,,,false,true,21.78307155501488,"Pickup_10_Gas","Pickup_10_Gas","Pickup_10_Gas","WALK",2.0498572144600247,,"",,"0out_0in","othdiscr",107471525 +2156934,"business",1,1,1,1,"atwork",1,7047,2918,816340,7,15,8,,,,281,,,,,7.046217654380687,,,,"WALK",-0.7042781919958776,"Car_11_Gas","",107846748,"1out_1in","atwork",107846700 +2156934,"work",2,1,1,2,"mandatory",1,2918,2252,816340,7,15,8,,,,281,,,false,true,,"Car_11_Gas","Car_11_Gas","Car_11_Gas","DRIVEALONE",-0.355068834909153,"Car_11_Gas","business1",,"0out_0in","work",107846748 +2156934,"work",2,2,2,2,"mandatory",1,2918,2252,816340,21,26,5,,,,775,,,false,true,,"Car_11_Gas","Car_11_Gas","Car_11_Gas","DRIVEALONE",-0.3548449382264418,"Car_11_Gas","no_subtours",,"0out_0in","work",107846749 +2157387,"othdiscr",1,1,1,1,"non_mandatory",1,2280,2280,816592,11,15,4,,,,439,,,false,true,19.372301587129716,"Pickup_4_Gas","Pickup_4_Gas","Pickup_4_Gas","WALK",2.536304995757039,,"",,"0out_2in","othdiscr",107869375 +2160330,"othmaint",1,1,1,1,"non_mandatory",1,1543,2391,818181,13,21,8,,,,518,,,false,true,14.12148386430613,"Car_11_Gas","Car_11_Gas","Car_11_Gas","WALK",2.14557999947192,,"",,"0out_0in","othmaint",108016529 +2161422,"othdiscr",2,1,1,2,"non_mandatory",1,2477,2477,818816,32,36,4,,,,1027,,,false,true,19.792726095671092,"Car_10_Gas","Car_10_Gas","Car_10_Gas","BIKE",3.436313679110279,,"",,"0out_0in","othdiscr",108071125 +2161422,"othdiscr",2,2,2,2,"non_mandatory",1,2477,2477,818816,19,29,10,,,,721,,,false,true,19.82220836183364,"Car_10_Gas","Car_10_Gas","Car_10_Gas","BIKE",3.4363139245466003,,"",,"1out_1in","othdiscr",108071126 +2163877,"shopping",1,1,1,1,"non_mandatory",1,1874,2538,820094,22,24,2,,,,800,,,false,true,11.69345236845228,"Car_12_Gas","Car_12_Gas","Car_12_Gas","WALK",1.3307464668500373,,"",,"0out_0in","shopping",108193891 +2168938,"othdiscr",1,1,2,2,"non_mandatory",1,2728,2728,822459,10,10,0,,,,396,,,false,true,21.14429327643945,"SUV_7_Gas","SUV_7_Gas","SUV_7_Gas","WALK",3.0658113694623523,,"",,"0out_0in","othdiscr",108446925 +2168938,"work",1,1,1,2,"mandatory",1,2728,2728,822459,13,32,19,,,,529,,,false,true,,"SUV_7_Gas","SUV_7_Gas","SUV_7_Gas","DRIVEALONE",0.075523273401594,"SUV_7_Gas","no_subtours",,"0out_0in","work",108446948 +2170052,"othdiscr",2,1,2,3,"non_mandatory",1,7687,2761,823163,19,23,4,,,,715,,,false,true,14.508035212237752,"Van_9_Gas","Car_5_Gas","Car_5_Gas","WALK",1.7441843058458815,,"",,"0out_1in","othdiscr",108502625 +2170052,"othdiscr",2,2,3,3,"non_mandatory",1,3359,2761,823163,23,24,1,,,,826,,,false,true,14.814017913951192,"Van_9_Gas","Van_9_Gas","Van_9_Gas","WALK_PRM",-0.0814666170228552,,"",,"0out_1in","othdiscr",108502626 +2170052,"othmaint",1,1,1,3,"non_mandatory",1,3112,2761,823163,9,16,7,,,,363,,,false,true,11.368023723811003,"Car_5_Gas","Van_9_Gas","Van_9_Gas","WALK",0.655533846253063,,"",,"2out_0in","othmaint",108502629 +2170053,"escort",2,2,3,3,"non_mandatory",1,940,2761,823163,5,9,4,,,,190,,,false,true,13.948690959856972,"Van_9_Gas","Van_9_Gas","Car_5_Gas","SHARED2",-0.3813549717446779,"Van_9_Gas","",,"3out_3in","escort",108502659 +2170053,"maint",1,1,1,1,"atwork",1,86,2794,823163,18,20,2,,,,682,,,,,8.805577446893409,,,,"SHARED2",-1.3237196675557454,"Car_5_Gas","",108502698,"0out_1in","atwork",108502673 +2170053,"escort",2,1,2,3,"non_mandatory",1,8813,2761,823163,9,10,1,"pure_escort",,1,357,,,false,true,,"Car_5_Gas","Car_5_Gas","Car_5_Gas","SHARED3",0.7586551546630665,"Car_5_Gas","",,"0out_0in","escort",108502685 +2170053,"work",1,1,1,3,"mandatory",1,2794,2761,823163,11,29,18,"ride_share",,1,453,,,false,true,,"Car_5_Gas","Van_9_Gas","Car_5_Gas","SHARED3",-1.1688883078068777,"Car_5_Gas","maint",,"1out_0in","work",108502698 +2170054,"school",1,1,1,1,"mandatory",1,2550,2761,823163,11,27,16,"ride_share",,,451,,,false,true,,"Van_9_Gas","Car_5_Gas","Van_9_Gas","SHARED3",-0.4209124388130832,"Van_9_Gas","",,"0out_0in","school",108502733 +2170055,"school",1,1,1,1,"mandatory",1,8813,2761,823163,9,26,17,"pure_escort",,,373,,,false,true,,"Car_5_Gas","Van_9_Gas","Van_9_Gas","SHARED3",7.46154888146453,"Van_9_Gas","",,"0out_0in","school",108502783 +2170056,"escort",1,1,1,1,"non_mandatory",1,2761,2761,823163,10,10,0,,,,396,,,false,true,13.287768930645674,"Car_5_Gas","Van_9_Gas","Van_9_Gas","WALK",2.6720067290907643,,"",,"0out_0in","escort",108502809 +2170057,"eat",1,1,1,1,"atwork",1,3419,3640,823163,18,19,1,,,,681,,,,,8.110322805601859,,,,"SHARED2",-0.05516016185184461,"non_hh_veh","",108502898,"0out_0in","atwork",108502854 +2170057,"work",1,1,1,1,"mandatory",1,3640,2761,823163,9,30,21,,,,377,,,false,true,,"Van_9_Gas","Car_5_Gas","Car_5_Gas","WALK",-0.4723443340952479,,"eat",,"1out_1in","work",108502898 +2170726,"othdiscr",1,1,1,1,"non_mandatory",1,2768,2768,823520,14,17,3,,,,549,,,false,true,20.62138329173837,"Car_20_Gas","Car_4_Gas","Car_4_Gas","WALK",2.6522895823468065,,"",,"0out_0in","othdiscr",108536325 +2171597,"eatout",1,1,1,1,"non_mandatory",1,551,2784,824076,16,17,1,,,,616,,,false,true,18.07692280585488,"SUV_5_Gas","SUV_5_Gas","SUV_5_Gas","WALK",2.1281610390088077,,"",,"0out_0in","eatout",108579856 +2172024,"othdiscr",1,1,1,1,"non_mandatory",1,2104,2794,824360,12,16,4,,,,477,,,false,true,16.304891153486892,"SUV_5_Gas","SUV_5_Gas","Pickup_4_Gas","WALK",1.8756663095723234,,"",,"0out_1in","othdiscr",108601225 +2172025,"othmaint",1,1,1,1,"non_mandatory",1,2104,2794,824360,12,27,15,,,,488,,,false,true,13.758163266762963,"Car_9_Gas","Pickup_4_Gas","SUV_5_Gas","WALK",0.670588758706673,,"",,"1out_1in","othmaint",108601279 +2172708,"eat",1,1,1,1,"atwork",1,1991,3426,824748,22,25,3,,,,801,,,,,7.297726032265398,,,,"WALK",-1.4080535220669503,"Pickup_12_Gas","",108635448,"0out_0in","atwork",108635404 +2172708,"work",2,1,1,2,"mandatory",1,3426,2815,824748,6,32,26,,,,256,,,false,true,,"Pickup_12_Gas","Pickup_12_Gas","non_hh_veh","DRIVEALONE",-1.4439125500462107,"Pickup_12_Gas","eat",,"3out_3in","work",108635448 +2172708,"work",2,2,2,2,"mandatory",1,3426,2815,824748,33,37,4,,,,1044,,,false,true,,"Pickup_12_Gas","Pickup_12_Gas","Pickup_12_Gas","DRIVEALONE",-1.4402996653130544,"Pickup_12_Gas","no_subtours",,"0out_0in","work",108635449 +2173608,"eatout",1,1,1,1,"non_mandatory",1,1812,2834,825301,35,40,5,,,,1076,,,false,true,19.902851326203667,"Car_12_Gas","Car_12_Gas","Car_12_Gas","WALK",2.8758201741256038,,"",,"0out_0in","eatout",108680406 +2182271,"shopping",1,1,1,2,"joint",2,6726,3198,830248,19,28,9,,,,720,13,"adults",false,true,12.027750822863176,"Car_14_Gas","Van_9_Gas","Van_9_Gas","SHARED2",-1.8352695640190675,"Van_9_Gas","",,"0out_1in","shopping",109113569 +2182271,"othdiscr",1,1,2,2,"non_mandatory",1,430,3198,830248,10,14,4,,,,400,,,false,true,15.921276285773995,"Van_9_Gas","Car_14_Gas","Van_9_Gas","WALK",1.325067241668493,,"",,"0out_0in","othdiscr",109113575 +2183105,"eat",1,1,1,1,"atwork",1,86,3072,830642,16,18,2,,,,617,,,,,5.771617925719842,,,,"DRIVEALONE",0.5505704320424112,"Car_5_Diesel","",109155298,"1out_0in","atwork",109155254 +2183105,"work",1,1,1,1,"mandatory",1,3072,3243,830642,12,28,16,,,,489,,,false,true,,"Car_5_Diesel","Car_5_Diesel","Car_2_Gas","DRIVEALONE",-1.0074572473771368,"Car_5_Diesel","eat",,"0out_0in","work",109155298 +2183106,"othdiscr",1,1,2,2,"non_mandatory",1,6625,3243,830642,18,22,4,,,,684,,,false,true,15.511970129203684,"Car_5_Diesel","Car_5_Diesel","Car_5_Diesel","WALK",1.5420052930601327,,"",,"0out_0in","othdiscr",109155325 +2183106,"shopping",1,1,1,2,"non_mandatory",1,5779,3243,830642,14,15,1,,,,547,,,false,true,10.259969108155806,"Car_5_Diesel","Car_2_Gas","Car_2_Gas","DRIVEALONE",-1.3372636634120654,"Car_5_Diesel","",,"0out_0in","shopping",109155341 +2184988,"eatout",1,1,3,3,"non_mandatory",1,1874,3303,831701,13,14,1,,,,511,,,false,true,17.12607720573062,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",3.452564256795707,,"",,"1out_0in","eatout",109249406 +2184988,"othmaint",2,1,1,3,"non_mandatory",1,1444,3303,831701,22,22,0,,,,798,,,false,true,14.975207712129567,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",5.149109852499464,,"",,"0out_0in","othmaint",109249429 +2184988,"othmaint",2,2,2,3,"non_mandatory",1,5736,3303,831701,16,17,1,,,,616,,,false,true,14.647940131977059,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",4.701777228953113,,"",,"0out_0in","othmaint",109249430 +2189087,"social",1,1,3,3,"non_mandatory",1,792,3409,833913,27,35,8,,,,931,,,false,true,16.008964384384964,"Car_16_Gas","non_hh_veh","Car_16_Gas","WALK",0.5143188355548337,,"",,"1out_0in","social",109454395 +2189087,"work",2,1,1,3,"mandatory",1,7026,3409,833913,10,17,7,,,,403,,,false,true,,"Car_16_Gas","Car_20_Gas","Car_16_Gas","DRIVEALONE",-0.7630495425305887,"Car_16_Gas","no_subtours",,"0out_0in","work",109454398 +2189087,"work",2,2,2,3,"mandatory",1,7026,3409,833913,18,27,9,,,,689,,,false,true,,"Car_16_Gas","Car_16_Gas","Car_16_Gas","DRIVEALONE",-0.7612241569080548,"Car_16_Gas","no_subtours",,"0out_0in","work",109454399 +2189210,"eatout",1,1,2,3,"joint",2,7047,3409,833995,23,26,3,,,,828,24,"adults",false,true,18.177932620023057,"Car_7_Gas","Car_7_Gas","Car_7_Gas","SHARED2",-0.7362305749287926,"Car_7_Gas","",,"0out_0in","eatout",109460513 +2189210,"shopping",1,1,1,3,"joint",2,2787,3409,833995,20,22,2,,,,743,23,"adults",false,true,14.093650051075013,"Car_7_Gas","Car_7_Gas","Car_7_Gas","SHARED2",-0.8208141937747746,"Car_7_Gas","",,"0out_0in","shopping",109460519 +2189210,"othdiscr",1,1,3,3,"non_mandatory",1,3409,3409,833995,32,36,4,,,,1027,,,false,true,19.765513308915466,"Car_7_Gas","Car_7_Gas","Car_7_Gas","WALK",2.371085786474964,,"",,"0out_0in","othdiscr",109460525 +2189211,"eatout",1,1,2,2,"non_mandatory",1,3409,3409,833995,33,33,0,,,,1040,,,false,true,21.26357914480635,"Car_7_Gas","Car_7_Gas","Car_7_Gas","WALK",2.443675048486735,,"",,"0out_0in","eatout",109460556 +2189211,"othmaint",1,1,1,2,"non_mandatory",1,3059,3409,833995,11,14,3,,,,438,,,false,true,14.127152667705403,"Car_7_Gas","Car_7_Gas","Car_7_Gas","WALK",2.60614832150133,,"",,"2out_0in","othmaint",109460579 +2190530,"othmaint",1,1,1,1,"non_mandatory",1,10674,3450,834673,15,30,15,,,,596,,,false,true,12.323113959008879,"Car_12_Hybrid","Car_12_Hybrid","Car_12_Hybrid","WALK",0.8196310895218003,,"",,"0out_0in","othmaint",109526529 +2191196,"eat",1,1,1,1,"atwork",1,6611,7026,835091,18,21,3,,,,683,,,,,8.388002310269744,,,,"WALK",2.877123625632755,,"",109559848,"0out_0in","atwork",109559804 +2191196,"work",1,1,1,1,"mandatory",1,7026,3504,835091,7,32,25,,,,298,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","TNC_SINGLE",1.5940070007601423,,"eat",,"0out_1in","work",109559848 +2191197,"escort",3,3,3,3,"non_mandatory",1,2569,3504,835091,23,25,2,,,,827,,,false,true,17.057223403020146,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",3.2853551511761805,,"",,"0out_0in","escort",109559859 +2191197,"escort",3,1,1,3,"non_mandatory",1,10639,3504,835091,14,16,2,"pure_escort",,1,548,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",2.8282818050151888,,"",,"0out_0in","escort",109559885 +2191197,"escort",3,2,2,3,"non_mandatory",1,10639,3504,835091,26,26,0,,"pure_escort",2,900,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",2.8523132182623057,,"",,"0out_1in","escort",109559886 +2191198,"school",1,1,1,2,"mandatory",1,8813,3504,835091,10,26,17,"pure_escort","pure_escort",,412,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","TAXI",27.851272531625455,,"",,"0out_1in","school",109559933 +2191198,"social",1,1,2,2,"non_mandatory",1,2728,3504,835091,38,39,1,,,,1111,,,false,true,19.265726829178448,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",5.967974899162831,,"",,"0out_0in","social",109559945 +2191199,"school",1,1,1,1,"mandatory",1,10639,3504,835091,14,26,12,"pure_escort","pure_escort",,558,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",29.448542288528802,,"",,"0out_0in","school",109559983 +2191200,"school",1,1,1,1,"mandatory",1,8527,3504,835091,8,31,23,,,,338,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","SCH_BUS",29.929337808016275,,"",,"0out_0in","school",109560033 +2191201,"escort",1,1,1,2,"non_mandatory",1,8813,3504,835091,10,11,1,"pure_escort",,1,397,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","TAXI",-0.3087863608913127,,"",,"0out_0in","escort",109560085 +2191201,"shopping",1,1,2,2,"non_mandatory",1,10644,3504,835091,18,19,1,,,,681,,,false,true,14.498090849443809,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",5.327931825238734,,"",,"0out_0in","shopping",109560091 +2191202,"work",1,1,1,1,"mandatory",1,6072,3504,835091,24,40,16,,,,867,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",3.384237518555318,,"no_subtours",,"0out_0in","work",109560148 +2193567,"othdiscr",1,1,1,1,"non_mandatory",1,3583,3583,836353,18,26,8,,,,688,,,false,true,22.09902097029608,"Car_3_Hybrid","Car_3_Hybrid","Car_5_Diesel","WALK",3.0725404731871233,,"",,"0out_3in","othdiscr",109678375 +2193568,"othmaint",1,1,2,2,"non_mandatory",1,2006,3583,836353,18,22,4,,,,684,,,false,true,13.827261928490131,"Car_3_Hybrid","Car_3_Hybrid","Car_3_Hybrid","WALK",1.829133011946788,,"",,"0out_0in","othmaint",109678429 +2193568,"shopping",1,1,1,2,"non_mandatory",1,2787,3583,836353,25,25,0,,,,876,,,false,true,11.597059639801785,"Car_5_Diesel","Car_3_Hybrid","Car_5_Diesel","DRIVEALONE",1.8752049867449354,"Car_5_Diesel","",,"1out_0in","shopping",109678441 +2194803,"escort",1,1,1,1,"non_mandatory",1,8088,3651,837064,40,41,1,,,,1132,,,false,true,14.8767193091276,"Pickup_7_Gas","Pickup_7_Gas","Pickup_7_Gas","WALK",-0.24501662104310123,,"",,"0out_0in","escort",109740159 +2197923,"shopping",3,1,1,3,"joint",2,1369,3709,838789,15,20,5,,,,586,19,"adults",false,true,10.513446459480562,"Car_10_Gas","SUV_3_Gas","SUV_3_Gas","SHARED2",-1.382490546722338,"SUV_3_Gas","",,"0out_0in","shopping",109896169 +2197923,"shopping",3,2,2,3,"joint",2,1874,3709,838789,21,24,3,,,,773,20,"adults",false,true,11.7189931792594,"SUV_3_Gas","Car_10_Gas","SUV_3_Gas","SHARED2",-1.0451170957937992,"Car_10_Gas","",,"0out_0in","shopping",109896170 +2197923,"shopping",3,3,3,3,"non_mandatory",1,6726,3709,838789,24,24,0,,,,851,,,false,true,9.125598386492488,"Car_10_Gas","Car_10_Gas","SUV_3_Gas","DRIVEALONE",-0.900773394759097,"Car_10_Gas","",,"0out_0in","shopping",109896191 +2197924,"othdiscr",2,1,1,2,"non_mandatory",1,3709,3709,838789,28,30,2,,,,947,,,false,true,19.703013558182956,"Car_10_Gas","SUV_3_Gas","SUV_3_Gas","WALK",3.0225832018431955,,"",,"0out_0in","othdiscr",109896225 +2197924,"othdiscr",2,2,2,2,"non_mandatory",1,3709,3709,838789,9,14,5,,,,361,,,false,true,20.03418716599925,"Car_10_Gas","Car_10_Gas","SUV_3_Gas","WALK",3.016046296038428,,"",,"0out_0in","othdiscr",109896226 +2203047,"work",1,1,1,1,"mandatory",1,7016,4176,841609,11,29,18,,,,453,,,false,true,,"Van_1_Gas","Van_1_Gas","Van_1_Gas","DRIVEALONE",-1.6775897141165255,"Van_1_Gas","no_subtours",,"0out_0in","work",110152398 +2207200,"eat",1,1,1,1,"atwork",1,3410,3410,843870,20,21,1,,,,742,,,,,12.515903405326121,,,,"WALK",3.5134360965738964,,"",110360048,"0out_0in","atwork",110360004 +2207200,"work",1,1,1,1,"mandatory",1,3410,4972,843870,11,30,19,,,,454,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",1.0495026427596768,,"eat",,"0out_0in","work",110360048 +2210684,"othdiscr",1,1,2,2,"non_mandatory",1,5565,5334,845801,28,29,1,,,,946,,,false,true,14.070252328484559,"SUV_4_Gas","Car_3_Gas","SUV_4_Gas","DRIVEALONE",1.3407279467787545,"SUV_4_Gas","",,"0out_0in","othdiscr",110534225 +2210684,"othmaint",1,1,1,2,"non_mandatory",1,2177,5334,845801,18,27,9,,,,689,,,false,true,12.614357031103676,"Car_3_Gas","SUV_4_Gas","SUV_4_Gas","WALK",-0.47122982039878497,,"",,"1out_1in","othmaint",110534229 +2213132,"othdiscr",1,1,2,2,"non_mandatory",1,12694,5583,847093,29,34,5,,,,971,,,false,true,14.568242319600474,"Car_6_Gas","Car_6_Gas","Car_6_Gas","WALK",0.8046254578607741,,"",,"0out_3in","othdiscr",110656625 +2213132,"othmaint",1,1,1,2,"non_mandatory",1,8909,5583,847093,16,27,11,,,,626,,,false,true,12.425254940550785,"Car_6_Gas","Car_6_Gas","Car_6_Gas","SHARED2",0.17252510581236977,"Car_6_Gas","",,"0out_2in","othmaint",110656629 +2213133,"othdiscr",1,1,1,1,"non_mandatory",1,5583,5583,847093,25,27,2,,,,878,,,false,true,17.469025040355756,"Car_20_Gas","Car_6_Gas","Car_20_Gas","DRIVEALONE",2.114223049881036,"Car_20_Gas","",,"0out_2in","othdiscr",110656675 +2213405,"eatout",1,1,3,4,"non_mandatory",1,5625,5625,847266,12,15,3,,,,476,,,false,true,18.464866260284573,"Car_3_Gas","Car_3_Gas","Car_3_Gas","WALK",2.0180237507806806,,"",,"0out_0in","eatout",110670256 +2213405,"othdiscr",1,1,4,4,"non_mandatory",1,3359,5625,847266,7,12,5,,,,278,,,false,true,14.495217324131804,"Car_3_Gas","Car_3_Gas","Car_3_Gas","WALK",-0.6791704353985916,,"",,"0out_1in","othdiscr",110670275 +2213405,"othmaint",1,1,2,4,"non_mandatory",1,7456,5625,847266,20,24,4,,,,745,,,false,true,12.591351404170192,"Car_3_Gas","Car_3_Gas","Car_3_Gas","BIKE",-6.427276499256868,,"",,"0out_0in","othmaint",110670279 +2213405,"shopping",1,1,1,4,"non_mandatory",1,8388,5625,847266,31,37,6,,,,1011,,,false,true,10.345991559227688,"Car_3_Gas","Car_3_Gas","Car_3_Gas","WALK",-1.0388751673920378,,"",,"0out_0in","shopping",110670291 +2213534,"eat",1,1,1,1,"atwork",1,7047,4923,847360,19,21,2,,,,713,,,,,11.057586234334948,,,,"WALK",3.5805280208587646,,"",110676748,"0out_0in","atwork",110676704 +2213534,"work",1,1,1,1,"mandatory",1,4923,5625,847360,8,32,24,,,,339,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",2.843215981320671,,"eat",,"0out_1in","work",110676748 +2219704,"eat",1,1,1,1,"atwork",1,436,7026,850412,20,22,2,,,,743,,,,,8.093075052417857,,,,"WALK",-0.5857841478078787,"SUV_2_Gas","",110985248,"0out_0in","atwork",110985204 +2219704,"escort",1,1,2,2,"non_mandatory",1,11171,6196,850412,33,33,0,,"pure_escort",1,1040,,,false,true,,"Van_11_Gas","Van_11_Gas","Van_11_Gas","SHARED2",-1.4050645846097165,"Van_11_Gas","",,"1out_0in","escort",110985235 +2219704,"work",1,1,1,2,"mandatory",1,7026,6196,850412,7,28,21,,,,294,,,false,true,,"SUV_2_Gas","SUV_2_Gas","SUV_2_Gas","SHARED3",-3.049982907669199,"SUV_2_Gas","eat",,"0out_0in","work",110985248 +2219705,"eat",1,1,1,1,"atwork",1,2104,11155,850412,17,22,5,,,,653,,,,,5.5417846841093805,,,,"WALK",-2.6271340082689263,"Van_11_Gas","",110985298,"0out_1in","atwork",110985254 +2219705,"work",1,1,1,1,"mandatory",1,11155,6196,850412,7,32,25,,,,298,,,false,true,,"Van_11_Gas","Van_11_Gas","SUV_2_Gas","SHARED2",-0.7778773046456867,"Van_11_Gas","eat",,"1out_2in","work",110985298 +2219706,"school",1,1,1,1,"mandatory",1,11171,6196,850412,9,33,24,,"pure_escort",,380,,,false,true,,"SUV_2_Gas","SUV_2_Gas","Van_11_Gas","SHARED2",2.8984709518092373,"SUV_2_Gas","",,"1out_0in","school",110985333 +2219707,"school",1,1,1,1,"mandatory",1,586,6196,850412,9,27,18,,,,374,,,false,true,,"SUV_2_Gas","SUV_2_Gas","SUV_2_Gas","WALK",3.4700761831223996,,"",,"1out_0in","school",110985383 +2219708,"school",1,1,1,1,"mandatory",1,5495,6196,850412,11,26,15,,,,450,,,false,true,,"Van_11_Gas","Van_11_Gas","Van_11_Gas","BIKE",3.851251912827023,,"",,"1out_3in","school",110985433 +2220901,"work",1,1,1,1,"mandatory",1,3410,6419,851027,10,27,17,,,,413,,,false,true,,"SUV_12_Gas","SUV_12_Gas","SUV_12_Gas","DRIVEALONE",-2.449878364143738,"SUV_12_Gas","no_subtours",,"1out_0in","work",111045098 +2222818,"shopping",1,1,1,1,"non_mandatory",1,1293,6625,852013,16,24,8,,,,623,,,false,true,10.047425249949052,"SUV_7_Hybrid","SUV_7_Hybrid","SUV_7_Hybrid","DRIVEALONE",0.5271360462633754,"SUV_7_Hybrid","",,"1out_1in","shopping",111140941 +2234379,"social",1,1,1,1,"non_mandatory",1,747,7775,858401,8,20,12,,,,327,,,false,true,15.213791590783288,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",2.148083385085991,,"",,"0out_0in","social",111718995 +2236695,"othmaint",1,1,1,1,"non_mandatory",1,3640,8000,859711,27,28,1,,,,924,,,false,true,12.656731662098455,"Car_1_Gas","Car_2_Gas","Car_2_Gas","WALK",0.5053069768727934,,"",,"0out_0in","othmaint",111834779 +2236696,"eat",1,1,1,1,"atwork",1,1861,3112,859711,19,22,3,,,,714,,,,,5.503464705474933,,,,"BIKE",-6.211688543732448,"Car_2_Gas","",111834848,"0out_0in","atwork",111834804 +2236696,"work",1,1,1,1,"mandatory",1,3112,8000,859711,13,33,20,,,,530,,,false,true,,"Car_2_Gas","Car_1_Gas","Car_2_Gas","DRIVEALONE",-0.677293605180317,"Car_2_Gas","eat",,"0out_0in","work",111834848 +2238297,"shopping",2,1,1,2,"joint",2,5565,8188,860567,20,23,3,,,,744,25,"adults",false,true,8.909014262490194,"Van_2_Gas","Van_2_Gas","Van_2_Gas","SHARED2",-1.3997321994662375,"Van_2_Gas","",,"0out_0in","shopping",111914869 +2238297,"shopping",2,2,2,2,"joint",2,24330,8188,860567,26,39,13,,,,913,26,"adults",false,true,1.87331749181836,"Car_10_Gas","Car_10_Gas","Van_2_Gas","SHARED2",-6.850718021486247,"Car_10_Gas","",,"0out_1in","shopping",111914870 +2238298,"othdiscr",1,1,1,1,"non_mandatory",1,3160,8188,860567,9,14,5,,,,361,,,false,true,14.182557864010231,"Van_2_Gas","Van_2_Gas","Van_2_Gas","DRIVEALONE",0.44278496486190455,"Van_2_Gas","",,"0out_1in","othdiscr",111914925 +2239386,"othmaint",1,1,1,1,"non_mandatory",1,5779,8267,861214,23,24,1,,,,826,,,false,true,13.338042515080154,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",4.2789287099066815,,"",,"0out_3in","othmaint",111969329 +2240587,"eatout",1,1,2,2,"joint",2,1618,8470,861865,17,17,0,,,,648,4,"adults",false,true,15.360546913209381,"Car_8_Diesel","Car_1_Gas","Car_1_Gas","SHARED2",-0.9246288131391496,"Car_1_Gas","",,"0out_0in","eatout",112029363 +2240587,"shopping",1,1,1,2,"joint",2,1293,8470,861865,15,16,1,,,,582,3,"adults",false,true,11.61467939501416,"Car_8_Diesel","Car_8_Diesel","Car_1_Gas","SHARED2",-2.2180410629280307,"Car_8_Diesel","",,"3out_3in","shopping",112029369 +2240588,"othdiscr",1,1,1,1,"non_mandatory",1,8470,8470,861865,10,12,2,,,,398,,,false,true,15.053090185603354,"Car_1_Gas","Car_8_Diesel","Car_1_Gas","WALK",2.448823373448565,,"",,"0out_0in","othdiscr",112029425 +2242136,"social",1,1,1,1,"non_mandatory",1,1606,8769,862635,32,36,4,,,,1027,,,false,true,15.900807146578394,"Car_15_Gas","Car_15_Gas","Car_15_Gas","WALK",2.817609795560262,,"",,"0out_0in","social",112106845 +2242922,"shopping",1,1,4,4,"joint",2,232,8861,863066,34,39,5,,,,1061,15,"mixed",false,true,10.598625291515782,"SUV_2_Gas","SUV_2_Gas","SUV_2_Gas","SHARED2",-2.5754774713988136,"SUV_2_Gas","",,"0out_0in","shopping",112146119 +2242922,"escort",2,1,2,4,"non_mandatory",1,11171,8861,863066,9,9,0,"pure_escort",,1,356,,,false,true,,"SUV_2_Gas","SUV_2_Gas","SUV_2_Gas","SHARED2",-1.2095245325548583,"SUV_2_Gas","",,"0out_0in","escort",112146135 +2242922,"escort",2,2,3,4,"non_mandatory",1,11171,8861,863066,31,34,3,,"pure_escort",1,1008,,,false,true,,"SUV_2_Gas","SUV_2_Gas","SUV_2_Gas","WALK",-1.2181192969928305,,"",,"0out_0in","escort",112146136 +2242922,"work",1,1,1,4,"mandatory",1,2117,8861,863066,11,26,15,,,,450,,,false,true,,"SUV_2_Gas","SUV_2_Gas","SUV_2_Gas","DRIVEALONE",-0.7272826794627243,"SUV_2_Gas","no_subtours",,"0out_0in","work",112146148 +2242923,"school",1,1,1,1,"mandatory",1,11171,8861,863066,9,34,25,"pure_escort","pure_escort",,381,,,false,true,,"SUV_2_Gas","SUV_2_Gas","SUV_2_Gas","SHARED2",6.216240000765823,"SUV_2_Gas","",,"0out_0in","school",112146183 +2244181,"escort",1,1,3,3,"non_mandatory",1,11171,9066,863724,8,8,0,"pure_escort",,1,315,,,false,true,,"Car_16_Gas","Car_16_Gas","Car_16_Gas","SHARED2",-1.5563593646190348,"Car_16_Gas","",,"0out_1in","escort",112209085 +2244181,"work",2,1,1,3,"mandatory",1,615,9066,863724,10,29,9,,"ride_share",1,415,,,false,true,,"Car_16_Gas","Car_16_Gas","Car_16_Gas","WALK",-2.153112915185813,,"no_subtours",,"0out_1in","work",112209098 +2244181,"work",2,2,2,3,"mandatory",1,615,9066,863724,25,28,3,,,,879,,,false,true,,"Car_16_Gas","Car_16_Gas","Car_16_Gas","DRIVEALONE",-1.0508859716951946,"Car_16_Gas","no_subtours",,"0out_1in","work",112209099 +2244182,"school",1,1,1,1,"mandatory",1,11171,9066,863724,8,29,21,"pure_escort","ride_share",,336,,,false,true,,"Car_16_Gas","Car_16_Gas","Car_16_Gas","SHARED2",3.9148652824632046,"Car_16_Gas","",,"0out_0in","school",112209133 +2248362,"work",1,1,1,1,"mandatory",1,8578,10627,865747,25,32,7,,,,883,,,false,true,,"Pickup_12_Gas","Pickup_12_Gas","Pickup_12_Gas","DRIVEALONE",-2.679168959274726,"Pickup_12_Gas","no_subtours",,"0out_1in","work",112418148 +2248596,"othmaint",1,1,1,1,"non_mandatory",1,10641,10629,865889,16,17,1,,,,616,,,false,true,14.448859039290705,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",3.827992957773237,,"",,"0out_0in","othmaint",112429829 +2248597,"othdiscr",1,1,2,2,"non_mandatory",1,4171,10629,865889,7,11,4,,,,277,,,false,true,15.130841918584286,"non_hh_veh","non_hh_veh","non_hh_veh","SHARED2",1.8420934070030102,"non_hh_veh","",,"0out_1in","othdiscr",112429875 +2248597,"shopping",1,1,1,2,"non_mandatory",1,10644,10629,865889,16,18,2,,,,617,,,false,true,12.440802558139215,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",3.5266039587639355,,"",,"3out_3in","shopping",112429891 +2248598,"shopping",1,1,1,1,"non_mandatory",1,3059,10629,865889,16,17,1,,,,616,,,false,true,11.995336139157551,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",3.5294014793118027,,"",,"1out_1in","shopping",112429941 +2248599,"othmaint",1,1,1,1,"non_mandatory",1,5619,10629,865889,23,26,3,,,,828,,,false,true,14.909599289689089,"non_hh_veh","non_hh_veh","non_hh_veh","KNR_PRM",5.116419512876289,"non_hh_veh","",,"0out_0in","othmaint",112429979 +2248786,"work",1,1,1,1,"mandatory",1,2250,10629,866001,12,24,12,,,,485,,,false,true,,"Car_8_Gas","Car_8_Gas","Car_8_Gas","DRIVEALONE",-1.661875010336821,"Car_8_Gas","no_subtours",,"0out_0in","work",112439348 +2252254,"othdiscr",1,1,1,1,"non_mandatory",1,7122,10675,868110,7,11,4,,,,277,,,false,true,13.497897576185629,"Car_19_Gas","Car_5_Gas","Car_5_Gas","SHARED2",-0.6194734359123253,"Car_5_Gas","",,"1out_0in","othdiscr",112612725 +2252304,"eatout",1,1,2,2,"joint",2,10675,10675,868143,34,34,0,,,,1056,21,"adults",false,true,15.229693299065477,"SUV_6_Gas","SUV_6_Gas","Car_1_Gas","SHARED2",-0.43427513134961526,"SUV_6_Gas","",,"0out_0in","eatout",112615213 +2252304,"maint",1,1,1,1,"atwork",1,10208,10208,868143,20,22,2,,,,743,,,,,10.459067099910722,,,,"DRIVEALONE",0.8720341340262698,"SUV_6_Gas","",112615248,"0out_0in","atwork",112615223 +2252304,"work",1,1,1,2,"mandatory",1,10208,10675,868143,12,34,22,,,,495,,,false,true,,"SUV_6_Gas","SUV_6_Gas","Car_1_Gas","DRIVEALONE",-0.7382538499693629,"SUV_6_Gas","maint",,"0out_0in","work",112615248 +2252305,"othdiscr",1,1,1,1,"non_mandatory",1,10675,10675,868143,33,33,0,,,,1040,,,false,true,15.034974741060124,"Car_1_Gas","Car_1_Gas","Car_1_Gas","DRIVEALONE",1.0747869520817226,"Car_1_Gas","",,"0out_0in","othdiscr",112615275 +2252912,"eat",1,1,1,1,"atwork",1,10645,7073,868503,20,24,4,,,,745,,,,,7.315220929872762,,,,"WALK",-0.6634300638196912,"Pickup_9_Gas","",112645648,"0out_0in","atwork",112645604 +2252912,"othdiscr",1,1,2,2,"non_mandatory",1,7480,10677,868503,9,9,0,,,,356,,,false,true,13.49231635653312,"SUV_20_Gas","Car_3_Gas","Car_3_Gas","WALK",0.30125524174672225,,"",,"0out_1in","othdiscr",112645625 +2252912,"work",1,1,1,2,"mandatory",1,7073,10677,868503,9,32,23,,,,379,,,false,true,,"Pickup_9_Gas","Car_20_Gas","Car_3_Gas","DRIVEALONE",-1.5221009597589374,"Pickup_9_Gas","eat",,"0out_0in","work",112645648 +2252913,"eatout",1,1,3,3,"non_mandatory",1,1272,10677,868503,35,42,7,,,,1078,,,false,true,14.352459016061928,"Car_3_Gas","Car_20_Gas","Car_3_Gas","WALK",0.26583728542909707,,"",,"2out_0in","eatout",112645656 +2252913,"work",2,1,1,3,"mandatory",1,342,10677,868503,10,16,6,,,,402,,,false,true,,"Car_20_Gas","Car_20_Gas","Car_3_Gas","DRIVEALONE",-0.16755308813614056,"Car_20_Gas","no_subtours",,"0out_1in","work",112645698 +2252913,"work",2,2,2,3,"mandatory",1,342,10677,868503,20,29,9,,,,750,,,false,true,,"Pickup_9_Gas","Pickup_9_Gas","Car_3_Gas","DRIVEALONE",-0.17730522441863464,"Pickup_9_Gas","no_subtours",,"0out_0in","work",112645699 +2252973,"escort",1,1,1,3,"non_mandatory",1,6726,10678,868536,35,35,0,,,,1071,,,false,true,13.616787732947703,"Car_4_Gas","Car_4_Gas","Van_3_Gas","WALK",-0.3184819904883097,,"",,"0out_0in","escort",112648659 +2252973,"othmaint",2,1,2,3,"non_mandatory",1,86,10678,868536,14,24,10,,,,556,,,false,true,11.898154510430636,"Van_3_Gas","Car_4_Gas","Van_3_Gas","WALK",-0.45962163889583246,,"",,"0out_0in","othmaint",112648679 +2252973,"othmaint",2,2,3,3,"non_mandatory",1,10638,10678,868536,29,30,1,,,,967,,,false,true,11.878772499171681,"Car_6_Gas","Car_4_Gas","Van_3_Gas","DRIVEALONE",-1.663219514137119,"Car_6_Gas","",,"1out_0in","othmaint",112648680 +2252974,"othdiscr",1,1,1,1,"non_mandatory",1,7136,10678,868536,8,19,11,,,,326,,,false,true,12.792471602433963,"Car_4_Gas","Van_3_Gas","Van_3_Gas","WALK_LOC",-2.539650641798697,,"",,"0out_3in","othdiscr",112648725 +2253130,"othmaint",1,1,1,1,"non_mandatory",1,1625,10681,868615,17,27,10,,,,658,,,false,true,12.06443118774376,"Van_5_Gas","Van_5_Gas","Van_5_Gas","PNR_PRM",-1.4028208606376866,"Van_5_Gas","",,"0out_0in","othmaint",112656529 +2253131,"othmaint",1,1,1,1,"non_mandatory",1,465,10681,868615,12,23,11,,,,484,,,false,true,11.219367463080031,"Van_5_Gas","Car_20_Gas","Van_5_Gas","DRIVEALONE",1.209607870859273,"Van_5_Gas","",,"0out_0in","othmaint",112656579 +2253760,"escort",1,1,1,1,"non_mandatory",1,3396,10703,868944,12,14,2,,,,475,,,false,true,13.035211860929813,"Car_1_Gas","Car_1_Gas","Car_1_Gas","DRIVEALONE",-0.8359035239945302,"Car_1_Gas","",,"0out_0in","escort",112688009 +2253761,"work",1,1,1,1,"mandatory",1,11170,10703,868944,11,32,21,,,,456,,,false,true,,"Car_1_Gas","Car_1_Gas","Car_1_Gas","DRIVEALONE",-1.4100629383964127,"Car_1_Gas","no_subtours",,"1out_2in","work",112688098 +2253762,"othdiscr",1,1,1,1,"non_mandatory",1,7122,10703,868944,25,25,0,,,,876,,,false,true,14.553699882647656,"Car_1_Gas","Car_1_Gas","Car_1_Gas","SHARED2",-0.19394377855892012,"Car_1_Gas","",,"0out_0in","othdiscr",112688125 +2259543,"othdiscr",1,1,1,1,"non_mandatory",1,11136,11137,871640,31,31,0,,,,1005,,,false,true,15.470390477706834,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",2.991878999068832,,"",,"0out_0in","othdiscr",112977175 +2260058,"shopping",1,1,1,1,"non_mandatory",1,5503,11145,871938,38,40,2,,,,1112,,,false,true,9.578652366614529,"Motorcycle_1_Gas","Motorcycle_1_Gas","Motorcycle_1_Gas","WALK",-0.007030333572398747,,"",,"0out_0in","shopping",113002941 +2260254,"eatout",1,1,1,1,"non_mandatory",1,11145,11146,872062,23,25,2,,,,827,,,false,true,17.160328536868164,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",2.2744667558282274,,"",,"0out_0in","eatout",113012706 +2260306,"othmaint",1,1,1,1,"non_mandatory",1,11155,11147,872090,13,29,16,,,,526,,,false,true,12.513981670203536,"Car_9_Gas","Car_9_Gas","Car_9_Gas","WALK_LOC",0.561015821857357,,"",,"0out_1in","othmaint",113015329 +2260307,"othdiscr",1,1,1,1,"non_mandatory",1,3359,11147,872090,11,31,20,,,,455,,,false,true,14.47482894950809,"Car_9_Gas","Car_9_Gas","Car_9_Gas","SHARED3",0.7219241814479751,"Car_9_Gas","",,"0out_1in","othdiscr",113015375 +2260358,"eatout",1,1,1,2,"non_mandatory",1,8928,11147,872123,20,21,1,,,,742,,,false,true,14.098612220040128,"SUV_9_Gas","SUV_9_Gas","SUV_9_Gas","WALK",0.4152401897502216,,"",,"0out_0in","eatout",113017906 +2260358,"othdiscr",1,1,2,2,"non_mandatory",1,11147,11147,872123,17,18,1,,,,649,,,false,true,14.900606821787777,"SUV_9_Gas","SUV_9_Gas","Pickup_7_Gas","WALK",1.5312886575189282,,"",,"0out_0in","othdiscr",113017925 +2260359,"othmaint",1,1,1,1,"non_mandatory",1,1920,11147,872123,13,29,16,,,,526,,,false,true,12.536099966947933,"Pickup_7_Gas","SUV_9_Gas","SUV_9_Gas","DRIVEALONE",-1.8162295020613675,"Pickup_7_Gas","",,"0out_2in","othmaint",113017979 +2260636,"eatout",1,1,2,2,"non_mandatory",1,1717,11150,872300,37,40,3,,,,1101,,,false,true,17.965434221088433,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",4.024141132861485,,"",,"0out_0in","eatout",113031806 +2260636,"shopping",1,1,1,2,"non_mandatory",1,232,11150,872300,19,25,6,,,,717,,,false,true,13.271558023185825,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",5.344406005594376,,"",,"0out_0in","shopping",113031841 +2261093,"work",2,1,1,2,"mandatory",1,2835,11159,872550,9,35,26,,,,382,,,false,true,,"SUV_10_Gas","SUV_10_Gas","SUV_10_Gas","DRIVEALONE",-1.241487134107681,"SUV_10_Gas","no_subtours",,"0out_1in","work",113054698 +2261093,"work",2,2,2,2,"mandatory",1,2835,11159,872550,35,35,0,,,,1071,,,false,true,,"SUV_13_Gas","SUV_10_Gas","Car_5_Gas","DRIVEALONE",-1.2874641909680964,"SUV_13_Gas","no_subtours",,"0out_0in","work",113054699 +2261094,"work",1,1,1,1,"mandatory",1,6072,11159,872550,12,34,22,,,,495,,,false,true,,"SUV_10_Gas","SUV_13_Gas","SUV_10_Gas","DRIVEALONE",-0.39389508395748396,"SUV_10_Gas","no_subtours",,"0out_0in","work",113054748 +2261095,"othdiscr",1,1,1,1,"non_mandatory",1,1726,11159,872550,23,23,0,,,,825,,,false,true,14.799670133594313,"Car_5_Gas","SUV_10_Gas","SUV_10_Gas","DRIVEALONE",-1.8699471357512985,"Car_5_Gas","",,"0out_1in","othdiscr",113054775 +2261362,"escort",1,1,1,1,"non_mandatory",1,11155,11163,872713,29,30,1,,,,967,,,false,true,14.39152117680985,"Car_1_Gas","Car_1_Gas","Car_1_Gas","WALK",-0.07976353553786297,,"",,"0out_0in","escort",113068109 +2261550,"eat",1,1,1,1,"atwork",1,1770,10674,872821,19,21,2,,,,713,,,,,6.064168345873846,,,,"SHARED2",-0.7732578974681419,"non_hh_veh","",113077548,"0out_1in","atwork",113077504 +2261550,"work",1,1,1,1,"mandatory",1,10674,11165,872821,10,28,18,,,,414,,,false,true,,"Car_9_Gas","Car_9_Gas","Car_10_Gas","WALK_PRM",-2.243396304018573,,"eat",,"0out_0in","work",113077548 +2262297,"eatout",1,1,1,2,"joint",2,3371,11179,873254,29,32,3,,,,969,11,"adults",false,true,12.77180625930334,"SUV_6_Gas","SUV_6_Gas","SUV_6_Gas","SHARED2",-1.3667377368914064,"SUV_6_Gas","",,"1out_0in","eatout",113114863 +2262297,"othdiscr",1,1,2,2,"non_mandatory",1,574,11179,873254,9,13,4,,,,360,,,false,true,12.26203327638827,"Van_20_Gas","SUV_6_Gas","SUV_6_Gas","WALK",0.22166467435488915,,"",,"0out_1in","othdiscr",113114875 +2262298,"shopping",1,1,1,1,"non_mandatory",1,5565,11179,873254,13,15,2,,,,512,,,false,true,8.513192275934927,"SUV_6_Gas","SUV_6_Gas","SUV_6_Gas","DRIVEALONE",-0.4145426599332153,"SUV_6_Gas","",,"1out_0in","shopping",113114941 +3238914,"othdiscr",1,1,2,2,"non_mandatory",1,1480,2,1233342,29,34,5,,,,971,,,false,true,22.771415808458528,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",5.644104206255496,,"",,"0out_0in","othdiscr",161945725 +3238914,"school",1,1,1,2,"mandatory",1,2550,2,1233342,10,26,16,,,,412,,,false,true,,"non_hh_veh","non_hh_veh","non_hh_veh","SCH_BUS",28.801950086070327,,"",,"0out_0in","school",161945733 +3242020,"shopping",1,1,1,1,"non_mandatory",1,7026,1625,1236448,30,31,1,,,,987,,,false,true,13.386972398176283,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",5.387808285258874,,"",,"0out_1in","shopping",162101041 +3242885,"othdiscr",1,1,1,1,"non_mandatory",1,1729,1729,1237313,30,30,0,,,,986,,,false,true,21.20544597091905,"non_hh_veh","non_hh_veh","non_hh_veh","WALK",4.247977016307931,,"",,"0out_1in","othdiscr",162144275 diff --git a/test/regress/final_trips.csv b/test/regress/final_trips.csv index dbc43f2..02e0c16 100644 --- a/test/regress/final_trips.csv +++ b/test/regress/final_trips.csv @@ -1,616 +1,628 @@ -trip_id,person_id,household_id,primary_purpose,trip_num,outbound,trip_count,destination,origin,tour_id,escort_participants,school_escort_direction,purpose,destination_logsum,depart,trip_mode,mode_choice_logsum,vot_da,vot_s2,vot_s3,ownsTransponder,parkingCost,totalWaitSingleTNC,totalWaitSharedTNC,s2_time_skims,s2_dist_skims,s2_cost_skims,cost_parking,cost_fare_drive,distance_walk,time_mm,distance_mm,cost_fare_mm,distance_bike,time_wait_drive,parking_zone,trip_period,tour_participants,distance,costOperatingDrive,weightTrip,weightPersonTrip,is_ea,is_am,is_md,is_pm,is_ev,ownTrp,vot1,vot2,vot3,inbound,DRIVEALONE_NOTR_EA_LOW,SHARED2_NOTR_EA_LOW,SHARED3_NOTR_EA_LOW,DRIVEALONE_TR_EA_LOW,SHARED2_TR_EA_LOW,SHARED3_TR_EA_LOW,DRIVEALONE_NOTR_EA_MED,SHARED2_NOTR_EA_MED,SHARED3_NOTR_EA_MED,DRIVEALONE_TR_EA_MED,SHARED2_TR_EA_MED,SHARED3_TR_EA_MED,DRIVEALONE_NOTR_EA_HIGH,SHARED2_NOTR_EA_HIGH,SHARED3_NOTR_EA_HIGH,DRIVEALONE_TR_EA_HIGH,SHARED2_TR_EA_HIGH,SHARED3_TR_EA_HIGH,WALK_LOC_EA,WALK_PRM_EA,WALK_MIX_EA,PNR_LOCOUT_EA,PNR_PRMOUT_EA,PNR_MIXOUT_EA,KNR_LOCOUT_EA,KNR_PRMOUT_EA,KNR_MIXOUT_EA,TNC_LOCOUT_EA,TNC_PRMOUT_EA,TNC_MIXOUT_EA,PNR_LOCIN_EA,PNR_PRMIN_EA,PNR_MIXIN_EA,KNR_LOCIN_EA,KNR_PRMIN_EA,KNR_MIXIN_EA,TNC_LOCIN_EA,TNC_PRMIN_EA,TNC_MIXIN_EA,BIKE_EA,WALK_EA,DRIVEALONE_NOTR_AM_LOW,SHARED2_NOTR_AM_LOW,SHARED3_NOTR_AM_LOW,DRIVEALONE_TR_AM_LOW,SHARED2_TR_AM_LOW,SHARED3_TR_AM_LOW,DRIVEALONE_NOTR_AM_MED,SHARED2_NOTR_AM_MED,SHARED3_NOTR_AM_MED,DRIVEALONE_TR_AM_MED,SHARED2_TR_AM_MED,SHARED3_TR_AM_MED,DRIVEALONE_NOTR_AM_HIGH,SHARED2_NOTR_AM_HIGH,SHARED3_NOTR_AM_HIGH,DRIVEALONE_TR_AM_HIGH,SHARED2_TR_AM_HIGH,SHARED3_TR_AM_HIGH,WALK_LOC_AM,WALK_PRM_AM,WALK_MIX_AM,PNR_LOCOUT_AM,PNR_PRMOUT_AM,PNR_MIXOUT_AM,KNR_LOCOUT_AM,KNR_PRMOUT_AM,KNR_MIXOUT_AM,TNC_LOCOUT_AM,TNC_PRMOUT_AM,TNC_MIXOUT_AM,PNR_LOCIN_AM,PNR_PRMIN_AM,PNR_MIXIN_AM,KNR_LOCIN_AM,KNR_PRMIN_AM,KNR_MIXIN_AM,TNC_LOCIN_AM,TNC_PRMIN_AM,TNC_MIXIN_AM,BIKE_AM,WALK_AM,DRIVEALONE_NOTR_MD_LOW,SHARED2_NOTR_MD_LOW,SHARED3_NOTR_MD_LOW,DRIVEALONE_TR_MD_LOW,SHARED2_TR_MD_LOW,SHARED3_TR_MD_LOW,DRIVEALONE_NOTR_MD_MED,SHARED2_NOTR_MD_MED,SHARED3_NOTR_MD_MED,DRIVEALONE_TR_MD_MED,SHARED2_TR_MD_MED,SHARED3_TR_MD_MED,DRIVEALONE_NOTR_MD_HIGH,SHARED2_NOTR_MD_HIGH,SHARED3_NOTR_MD_HIGH,DRIVEALONE_TR_MD_HIGH,SHARED2_TR_MD_HIGH,SHARED3_TR_MD_HIGH,WALK_LOC_MD,WALK_PRM_MD,WALK_MIX_MD,PNR_LOCOUT_MD,PNR_PRMOUT_MD,PNR_MIXOUT_MD,KNR_LOCOUT_MD,KNR_PRMOUT_MD,KNR_MIXOUT_MD,TNC_LOCOUT_MD,TNC_PRMOUT_MD,TNC_MIXOUT_MD,PNR_LOCIN_MD,PNR_PRMIN_MD,PNR_MIXIN_MD,KNR_LOCIN_MD,KNR_PRMIN_MD,KNR_MIXIN_MD,TNC_LOCIN_MD,TNC_PRMIN_MD,TNC_MIXIN_MD,BIKE_MD,WALK_MD,DRIVEALONE_NOTR_PM_LOW,SHARED2_NOTR_PM_LOW,SHARED3_NOTR_PM_LOW,DRIVEALONE_TR_PM_LOW,SHARED2_TR_PM_LOW,SHARED3_TR_PM_LOW,DRIVEALONE_NOTR_PM_MED,SHARED2_NOTR_PM_MED,SHARED3_NOTR_PM_MED,DRIVEALONE_TR_PM_MED,SHARED2_TR_PM_MED,SHARED3_TR_PM_MED,DRIVEALONE_NOTR_PM_HIGH,SHARED2_NOTR_PM_HIGH,SHARED3_NOTR_PM_HIGH,DRIVEALONE_TR_PM_HIGH,SHARED2_TR_PM_HIGH,SHARED3_TR_PM_HIGH,WALK_LOC_PM,WALK_PRM_PM,WALK_MIX_PM,PNR_LOCOUT_PM,PNR_PRMOUT_PM,PNR_MIXOUT_PM,KNR_LOCOUT_PM,KNR_PRMOUT_PM,KNR_MIXOUT_PM,TNC_LOCOUT_PM,TNC_PRMOUT_PM,TNC_MIXOUT_PM,PNR_LOCIN_PM,PNR_PRMIN_PM,PNR_MIXIN_PM,KNR_LOCIN_PM,KNR_PRMIN_PM,KNR_MIXIN_PM,TNC_LOCIN_PM,TNC_PRMIN_PM,TNC_MIXIN_PM,BIKE_PM,WALK_PM,DRIVEALONE_NOTR_EV_LOW,SHARED2_NOTR_EV_LOW,SHARED3_NOTR_EV_LOW,DRIVEALONE_TR_EV_LOW,SHARED2_TR_EV_LOW,SHARED3_TR_EV_LOW,DRIVEALONE_NOTR_EV_MED,SHARED2_NOTR_EV_MED,SHARED3_NOTR_EV_MED,DRIVEALONE_TR_EV_MED,SHARED2_TR_EV_MED,SHARED3_TR_EV_MED,DRIVEALONE_NOTR_EV_HIGH,SHARED2_NOTR_EV_HIGH,SHARED3_NOTR_EV_HIGH,DRIVEALONE_TR_EV_HIGH,SHARED2_TR_EV_HIGH,SHARED3_TR_EV_HIGH,WALK_LOC_EV,WALK_PRM_EV,WALK_MIX_EV,PNR_LOCOUT_EV,PNR_PRMOUT_EV,PNR_MIXOUT_EV,KNR_LOCOUT_EV,KNR_PRMOUT_EV,KNR_MIXOUT_EV,TNC_LOCOUT_EV,TNC_PRMOUT_EV,TNC_MIXOUT_EV,PNR_LOCIN_EV,PNR_PRMIN_EV,PNR_MIXIN_EV,KNR_LOCIN_EV,KNR_PRMIN_EV,KNR_MIXIN_EV,TNC_LOCIN_EV,TNC_PRMIN_EV,TNC_MIXIN_EV,BIKE_EV,WALK_EV,timeDrive,distanceDrive,costTollDrive,timeTransitInVehicle,timeRapidTransitInVehicle,timeExpressBusTransitInVehicle,timeLocalBusTransitInVehicle,timeLightRailTransitInVehicle,timeCommuterRailTransitInVehicle,timeTransitInitialWait,costFareTransit,transfersTransit,timeBike,timeWalk,cost_total,time_total,time_transit_wait,value_of_time_category_id,origin_micro_prm_dist,dest_micro_prm_dist,microtransit_orig,microtransit_dest,microtransit_available,nev_orig,nev_dest,nev_available,microtransit_access_available_out,nev_access_available_out,microtransit_egress_available_out,nev_egress_available_out,microtransit_access_available_in,nev_access_available_in,microtransit_egress_available_in,nev_egress_available_in,trip_veh_body,trip_veh_age,trip_veh_fueltype,origin_purpose,sample_rate,origin_parking_zone,otaz,dtaz 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b/test/regress/final_vehicles.csv new file mode 100644 index 0000000..710de52 --- /dev/null +++ b/test/regress/final_vehicles.csv @@ -0,0 +1,104 @@ +"household_id","vehicle_num","vehicle_type","auto_operating_cost","Range","MPG","vehicle_year","vehicle_id" +784728,1,"Car_6_Gas",17.0648934015778,0,24,2017,7847281 +786196,1,"SUV_11_Gas",19.936918666776435,0,19.5,2012,7861961 +786980,1,"Pickup_20_Gas",23.11192490428947,0,15.8,2003,7869801 +788147,1,"Car_11_Gas",17.820298057846397,0,22.4,2012,7881471 +789606,1,"Car_20_Gas",18.87049477963766,0,20.5,2003,7896061 +791851,1,"Car_9_Gas",17.429571510333602,0,23.2,2014,7918511 +791851,2,"Car_10_Gas",17.47693230884273,0,23.1,2013,7918512 +791940,1,"SUV_10_Gas",19.611513586939683,0,20,2013,7919401 +796337,1,"SUV_11_Gas",19.936918666776435,0,19.5,2012,7963371 +796974,1,"Car_6_Gas",17.0648934015778,0,24,2017,7969741 +796974,2,"Pickup_20_Gas",23.11192490428947,0,15.8,2003,7969742 +797235,1,"Car_8_Gas",17.33606430426194,0,23.4,2015,7972351 +799627,1,"Car_18_Gas",18.931187261725146,0,20.4,2005,7996271 +803225,1,"Car_19_Gas",18.810391548234733,0,20.6,2004,8032251 +805047,1,"Car_11_Hybrid",13.910747629872247,0,34.2,2012,8050471 +805047,2,"Car_8_Gas",17.33606430426194,0,23.4,2015,8050472 +807979,1,"Car_7_Gas",17.198762583204516,0,23.7,2016,8079791 +808447,1,"Car_14_Gas",18.575702722575528,0,21,2009,8084471 +812300,1,"Pickup_10_Gas",22.066319476415917,0,16.9,2013,8123001 +812688,1,"Car_5_Gas",16.79497197929317,0,29.449734763848717,2018,8126881 +812688,2,"Pickup_14_Gas",22.15571647981107,0,16.8,2009,8126882 +816340,1,"Car_11_Gas",17.820298057846397,0,22.4,2012,8163401 +816592,1,"Pickup_4_Gas",20.428738641848003,0,23.09647750296356,2019,8165921 +818181,1,"Car_11_Gas",17.820298057846397,0,22.4,2012,8181811 +818678,1,"Car_3_Gas",16.436795052240633,0,30.339852997086037,2020,8186781 +818816,1,"Car_10_Gas",17.47693230884273,0,23.1,2013,8188161 +820094,1,"Car_12_Gas",18.18581644127645,0,21.7,2011,8200941 +822459,1,"SUV_7_Gas",18.78127444907544,0,21.4,2016,8224591 +822459,2,"Pickup_14_Gas",22.15571647981107,0,16.8,2009,8224592 +823163,1,"Car_5_Gas",16.79497197929317,0,29.449734763848717,2018,8231631 +823163,2,"Van_9_Gas",22.77429762122196,0,15.7,2014,8231632 +823520,1,"Car_4_Gas",16.61588351576692,0,29.891480785306445,2019,8235201 +823520,2,"Car_20_Gas",18.87049477963766,0,20.5,2003,8235202 +824076,1,"SUV_5_Gas",18.484195416495552,0,26.005885999114497,2018,8240761 +824360,1,"Car_9_Gas",17.429571510333602,0,23.2,2014,8243601 +824360,2,"Pickup_4_Gas",20.428738641848003,0,23.09647750296356,2019,8243602 +824360,3,"SUV_5_Gas",18.484195416495552,0,26.005885999114497,2018,8243603 +824748,1,"Pickup_12_Gas",21.719066383613818,0,17.3,2011,8247481 +825301,1,"Car_12_Gas",18.18581644127645,0,21.7,2011,8253011 +830248,1,"Car_14_Gas",18.575702722575528,0,21,2009,8302481 +830248,2,"Van_9_Gas",22.77429762122196,0,15.7,2014,8302482 +830642,1,"Car_5_Diesel",14.033846104420407,0,41.48711268918141,2018,8306421 +830642,2,"Car_2_Gas",16.257706588714385,0,30.794950792042325,2021,8306422 +833913,1,"Car_20_Gas",18.87049477963766,0,20.5,2003,8339131 +833913,2,"Car_16_Gas",18.99247770038479,0,20.3,2007,8339132 +833995,1,"Car_7_Gas",17.198762583204516,0,23.7,2016,8339951 +834673,1,"Car_12_Hybrid",14.043274768042874,0,33.6,2011,8346731 +836353,1,"Car_3_Hybrid",12.741244004308445,0,47.267169887810006,2020,8363531 +836353,2,"Car_5_Diesel",14.033846104420407,0,41.48711268918141,2018,8363532 +837064,1,"Pickup_7_Gas",20.767405215983143,0,18.5,2016,8370641 +838789,1,"SUV_3_Gas",18.029059938997804,0,26.791913903437724,2020,8387891 +838789,2,"Car_10_Gas",17.47693230884273,0,23.1,2013,8387892 +841437,1,"Pickup_7_Gas",20.767405215983143,0,18.5,2016,8414371 +841609,1,"Van_1_Gas",19.755614559788665,0,22.54594266184607,2022,8416091 +845801,1,"Car_3_Gas",16.436795052240633,0,30.339852997086037,2020,8458011 +845801,2,"SUV_4_Gas",18.25662767774663,0,26.39597428910121,2019,8458012 +847093,1,"Car_6_Gas",17.0648934015778,0,24,2017,8470931 +847093,2,"Car_20_Gas",18.87049477963766,0,20.5,2003,8470932 +847266,1,"Car_3_Gas",16.436795052240633,0,30.339852997086037,2020,8472661 +849829,1,"Van_10_Gas",22.570943890916585,0,15.9,2013,8498291 +850412,1,"SUV_2_Gas",17.801492200248884,0,27.193792611989288,2021,8504121 +850412,2,"Van_11_Gas",23.08923181952813,0,15.4,2012,8504122 +851027,1,"SUV_12_Gas",20.0040125059567,0,19.4,2011,8510271 +852013,1,"SUV_7_Hybrid",15.64291344148985,0,29.1,2016,8520131 +859711,1,"Car_1_Gas",16.07861812518814,0,31.25687505392296,2022,8597111 +859711,2,"Car_2_Gas",16.257706588714385,0,30.794950792042325,2021,8597112 +860567,1,"Van_2_Gas",20.027091707348827,0,22.21275139098135,2021,8605671 +860567,2,"Car_10_Gas",17.47693230884273,0,23.1,2013,8605672 +861865,1,"Car_1_Gas",16.07861812518814,0,31.25687505392296,2022,8618651 +861865,2,"Car_8_Diesel",14.227519802649143,0,32.8,2015,8618652 +862635,1,"Car_15_Gas",18.87049477963766,0,20.5,2008,8626351 +863066,1,"SUV_2_Gas",17.801492200248884,0,27.193792611989288,2021,8630661 +863724,1,"Car_16_Gas",18.99247770038479,0,20.3,2007,8637241 +865747,1,"Pickup_12_Gas",21.719066383613818,0,17.3,2011,8657471 +866001,1,"Car_8_Gas",17.33606430426194,0,23.4,2015,8660011 +868110,1,"Car_19_Gas",18.810391548234733,0,20.6,2004,8681101 +868110,2,"Car_5_Gas",16.79497197929317,0,29.449734763848717,2018,8681102 +868143,1,"SUV_6_Gas",18.893166518476317,0,21.2,2017,8681431 +868143,2,"Car_1_Gas",16.07861812518814,0,31.25687505392296,2022,8681432 +868503,1,"Pickup_9_Gas",21.890662211930348,0,17.1,2014,8685031 +868503,2,"Car_3_Gas",16.436795052240633,0,30.339852997086037,2020,8685032 +868503,3,"SUV_20_Gas",22.028808497151836,0,16.8,2003,8685033 +868503,4,"Car_20_Gas",18.87049477963766,0,20.5,2003,8685034 +868536,1,"Van_3_Gas",20.29856885490899,0,21.884484129045667,2020,8685361 +868536,2,"Car_4_Gas",16.61588351576692,0,29.891480785306445,2019,8685362 +868536,3,"Car_6_Gas",17.0648934015778,0,24,2017,8685363 +868536,4,"Motorcycle_10_Gas",10.567523956067463,0,53,2013,8685364 +868615,1,"Car_20_Gas",18.87049477963766,0,20.5,2003,8686151 +868615,2,"Van_5_Gas",20.841523150029314,0,21.24243163294006,2018,8686152 +868944,1,"Car_1_Gas",16.07861812518814,0,31.25687505392296,2022,8689441 +871938,1,"Motorcycle_1_Gas",10.567523956067463,0,72.42030067138434,2022,8719381 +872090,1,"Car_9_Gas",17.429571510333602,0,23.2,2014,8720901 +872090,2,"Car_9_Gas",17.429571510333602,0,23.2,2014,8720902 +872123,1,"SUV_9_Gas",19.423964841426173,0,20.3,2014,8721231 +872123,2,"Pickup_7_Gas",20.767405215983143,0,18.5,2016,8721232 +872550,1,"Car_5_Gas",16.79497197929317,0,29.449734763848717,2018,8725501 +872550,2,"SUV_10_Gas",19.611513586939683,0,20,2013,8725502 +872550,3,"SUV_13_Gas",20.350131472880967,0,18.9,2010,8725503 +872713,1,"Car_1_Gas",16.07861812518814,0,31.25687505392296,2022,8727131 +872821,1,"Car_9_Gas",17.429571510333602,0,23.2,2014,8728211 +872821,2,"Car_10_Gas",17.47693230884273,0,23.1,2013,8728212 +873254,1,"SUV_6_Gas",18.893166518476317,0,21.2,2017,8732541 +873254,2,"Van_20_Gas",22.671977231070805,0,15.8,2003,8732542 diff --git a/test/regress/reference-pipeline-hh100-recode.parquetpipeline/accessibility/compute_accessibility.parquet b/test/regress/reference-pipeline-hh100-recode.parquetpipeline/accessibility/compute_accessibility.parquet new file mode 100644 index 0000000..2b0b64d Binary files /dev/null and b/test/regress/reference-pipeline-hh100-recode.parquetpipeline/accessibility/compute_accessibility.parquet differ diff --git a/test/regress/reference-pipeline-hh100-recode.parquetpipeline/accessibility/initialize_proto_population.parquet b/test/regress/reference-pipeline-hh100-recode.parquetpipeline/accessibility/initialize_proto_population.parquet new file mode 100644 index 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b/test/regress/reference-pipeline-hh100.parquetpipeline/workplace_shadow_prices/workplace_location.parquet new file mode 100644 index 0000000..782ff06 Binary files /dev/null and b/test/regress/reference-pipeline-hh100.parquetpipeline/workplace_shadow_prices/workplace_location.parquet differ diff --git a/test/regress/reference-pipeline-hh100.zip b/test/regress/reference-pipeline-hh100.zip deleted file mode 100644 index 4d06202..0000000 Binary files a/test/regress/reference-pipeline-hh100.zip and /dev/null differ diff --git a/test/test_sandag_abm3.py b/test/test_sandag_abm3.py index 0ea4e9f..1c68db3 100644 --- a/test/test_sandag_abm3.py +++ b/test/test_sandag_abm3.py @@ -22,20 +22,20 @@ def _test_path(dirname) -> Path: return Path(__file__).parent.joinpath(dirname) -def regress(out_dir: Path, regress_dir: Path = None): +def regress(out_dir: Path, regress_dir: Path = None, filename="final_trips.csv"): if regress_dir is None: regress_dir = _test_path("regress") - regress_trips_df = pd.read_csv(regress_dir.joinpath("final_trips.csv")) - final_trips_df = pd.read_csv(out_dir / "final_trips.csv") + regress_df = pd.read_csv(regress_dir.joinpath(filename)) + final_df = pd.read_csv(out_dir / filename) # columns that are in the regression target must be in the output - missing_columns = set(regress_trips_df.columns) - set(final_trips_df.columns) + missing_columns = set(regress_df.columns) - set(final_df.columns) assert missing_columns == set() # column order may not match, so fix it before checking - final_trips_df = final_trips_df[regress_trips_df.columns] + final_df = final_df[regress_df.columns] - pdt.assert_frame_equal(final_trips_df, regress_trips_df) + pdt.assert_frame_equal(final_df, regress_df) EXPECTED_MODELS = [ @@ -135,7 +135,7 @@ def test_sandag_abm3_progressive(use_sharrow): tags = "".join(tags) ref_pipeline = Path(__file__).parent.joinpath( - f"regress/reference-pipeline{tags}.zip" + f"regress/reference-pipeline{tags}.parquetpipeline" ) for step_name in EXPECTED_MODELS: @@ -156,9 +156,23 @@ def test_sandag_abm3_progressive(use_sharrow): # make new reference pipeline file if it is missing import shutil - shutil.make_archive( - ref_pipeline.with_suffix(""), "zip", state.checkpoint.store.filename - ) + if ref_pipeline.suffix == ".zip": + shutil.make_archive( + ref_pipeline.with_suffix(""), "zip", state.checkpoint.store.filename + ) + else: + shutil.copytree(state.checkpoint.store.filename, ref_pipeline) + if (ref_pipeline / ".gitignore").exists(): + os.remove(ref_pipeline / ".gitignore") + + # check final outputs + regress(out_dir, filename="final_trips.csv") + regress(out_dir, filename="final_households.csv") + regress(out_dir, filename="final_persons.csv") + regress(out_dir, filename="final_tours.csv") + regress(out_dir, filename="final_vehicles.csv") + regress(out_dir, filename="final_accessibility.csv") + regress(out_dir, filename="final_joint_tour_participants.csv") if __name__ == "__main__":