Reproducibility package for Urban Job Accessibility For The Poor

2026

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FR_WLD_2026_690

Author(s)

Maria Davalos, Henry Stemmler, Varun Kshirsagar

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Flagships and Reports

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Aug 14, 2026

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Aug 17, 2026

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README for the reproducibility package for Urban Job Accessibility For The Poor

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Reproducibility verification for Urban Job Accessibility For The Poor

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Reproducibility package for Urban Job Accessibility For The Poor

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Zip preview	FR_WLD_2026_690 data_hash_report.csv JAI_input_classification.xlsx LICENSE.txt README.pdf Reproducibility package JobIndex-hs .Rproj.user 30C63D3F pcs files-pane.pper source-pane.pper windowlayoutstate.pper workbench-pane.pper rmd-outputs saved_source_markers sources per t 787B1CA6 787B1CA6-contents prop 6DB16B00 INDEX 2.data predictions Data GHSL_FUA GHSL_FUA_2019.pdf GHS_FUA_UCDB2015_GLOBE_R2019A_54009_1K_V1_0.gpkg GOB_Manifest boundary_cleaning_summary.csv gob_download_summary.csv gob_download_summary_hanoi.csv gob_features_summary.csv gob_features_summary_hanoi.csv neighborhood_summary.csv raster_features_summary.csv raster_features_summary_hanoi.csv spatial_features_summary.csv spatial_features_summary_hanoi.csv Hanoi GOB_Manifest gob_download_summary_hanoi.csv gob_features_summary_hanoi.csv raster_features_summary_hanoi.csv spatial_features_summary_hanoi.csv OD_Matrices Accra_od_wide.rds Bogota_od_wide.rds Cali_od_wide.rds CapeTown_od_wide.rds Durban_od_wide.rds Johannesburg_od_wide.rds od_run_summary_Colombia.csv od_run_summary_Ghana.csv od_run_summary_Philippines.csv od_run_summary_SouthAfrica.csv PH_NCR_od_wide.rds Roads Accra_roads.gpkg Bogota_roads.gpkg Cali_roads.gpkg CapeTown_roads.gpkg Durban_roads.gpkg Johannesburg_roads.gpkg PH_NCR_roads.gpkg Features Accra_features.rds Bogota_features.rds Cali_features.rds CapeTown_features.rds Durban_features.rds Hanoi_features.rds Johannesburg_features.rds PH_NCR_features.rds private col VULNRB_IPMxMZ VULNRB_IPMxMZ.cpg VULNRB_IPMxMZ.dbf VULNRB_IPMxMZ.prj VULNRB_IPMxMZ.shp VULNRB_IPMxMZ.shx zaf Data_SAF_JAI od_travel_time_city_of_cape_town_wide.csv od_travel_time_city_of_johannesburg_wide.csv od_travel_time_ethekwini_wide.csv South_Africa_Data_Prep subplace_population_ghsl100m.csv public col mc_barrios mc_barrios.cst mc_barrios.dbf mc_barrios.prj mc_barrios.shp mc_barrios.shx MGN2024_00_COLOMBIA MGN MGN_RUR_SECTOR.cpg MGN_RUR_SECTOR.dbf MGN_RUR_SECTOR.prj MGN_RUR_SECTOR.sbn MGN_RUR_SECTOR.sbx MGN_RUR_SECTOR.shp MGN_RUR_SECTOR.shp.xml MGN_RUR_SECTOR.shx MGN_TEM_CLASE.shx MGN_URB_SECTOR.cpg MGN_URB_SECTOR.dbf MGN_URB_SECTOR.prj MGN_URB_SECTOR.sbn MGN_URB_SECTOR.sbx MGN_URB_SECTOR.shp MGN_URB_SECTOR.shp.xml MGN_URB_SECTOR.shx pm.xlsx SHP_MGN2018_INTGRD_MANZ.zip gha accra.gtfs agency.txt calendar.txt frequencies.txt routes.txt shapes.txt stops.txt stop_times.txt trips.txt accra.gtfs.zip World Bank Official Boundaries - Admin 2.gpkg code 00.master.R annotate_data_hash.R Data_Prep_Code boundaries_clean.R buildings_download.R Hanoi 01b_hanoi_boundary_ghsl.R 02b_download_gob_hanoi.R 03b_hanoi_neighborhoods.R 04b_gob_features_hanoi.R 06b_raster_features_hanoi.R 07b_spatial_features_hanoi.R 08a_population_hanoi.R 09b_hanoi_artifact.R README.md morphology_features.R neighborhoods.R od_matrix_colombia.R od_matrix_ghana.R od_matrix_philippines.R od_matrix_southafrica.R outcomes_colombia_accra.R outcomes_ph_ncr.R outcomes_southafrica.R raster_features.R roads_extract.R run_data_prep.R spatial_features.R part1_01.setup.R part1_02a.data_load_COL_bog.r part1_02a.data_load_COL_cali.r part1_02a.data_load_GHA.r part1_02b.data_process_COL_bog.r part1_02b.data_process_COL_cali.r part1_02b.data_process_GHA.r part1_02b.data_process_PHL.r part1_02b.data_process_ZAF.r part1_03.config.R part1_04.plotting_functions.R part1_04b.sim_tt_fct.R part1_04c.city_table.R part1_05.visualizations.R part2_01_labels.R part2_02a_engine_dc.R part2_02b_engine_pd.R part2_02c_engine_cw.R part2_02d_engine_wb.R part2_03a_diagnostics_dc.R part2_03b_diagnostics_pd.R part2_04_fig_ablation.R part2_05_fig_typology_recall.R part2_06_fig_label_map.R part2_07_fig_targeting_profile.R part2_08_fig_feature_maps.R part2_09_predict_hanoi.R part2_config.R data processed col tt_matrix_bogota_fua.rds tt_matrix_cali_fua.rds gha tt_matrix_accra_fua.rds tt_matrix_accra_transit.rds tt_matrix_accra_walk.rds Job_Accessibility_Index.Rproj outputs figures fig1_jobs_by_travel_time_band_all_cities.png fig2_cross_city_jai_comparison.png fig2_cross_city_jpr_comparison.png fig3_accra_formal_informal_jpr_pct_diff.png fig4_accra_sector_jpr_pct_diff.png fig4_bogot__sector_jpr_pct_diff.png fig4_johannesburg_sector_jpr_pct_diff.png fig4_metro_manila_sector_jpr_pct_diff.png fig5_simulation_jai_impact.png fig6a_accra_transit_coverage_map.png fig6b_accra_transit_walk_comparison.png fig6c_accra_transit_jobs_by_time_threshold.png fig7a_accra__transit__jai_jpr_pct_diff_panel.png fig7a_accra__transit__jai_pct_diff.png fig7a_accra__transit__jpr_pct_diff.png fig7b_accra__transit__formal_informal_jpr_pct_diff.png fig8_accra_bivariate_jpr.png fig8_accra__transit__bivariate_jpr.png figa1_accra_employment.png figa1_accra_population_density.png figa1_accra_poverty_rate.png figa1_bogot__employment.png figa1_bogot__population_density.png figa1_bogot__poverty_rate.png figa1_cali_employment.png figa1_cali_population_density.png figa1_cali_poverty_rate.png figa1_cape_town_employment.png figa1_cape_town_population_density.png figa1_cape_town_poverty_rate.png figa1_ethekwini_employment.png figa1_ethekwini_population_density.png figa1_ethekwini_poverty_rate.png figa1_johannesburg_employment.png figa1_johannesburg_population_density.png figa1_johannesburg_poverty_rate.png figa1_metro_manila_employment.png figa1_metro_manila_population_density.png figa1_metro_manila_poverty_rate.png figa2_fig_jobs_per_wap_by_quintile.png figa3_accra_jpr_index.png figa3_bogot__jpr_index.png figa3_cali_jpr_index.png figa3_cape_town_jpr_index.png figa3_ethekwini_jpr_index.png figa3_johannesburg_jpr_index.png figa3_metro_manila_jpr_index.png figa4_accra_jai_pct_diff.png figa4_bogot__jai_pct_diff.png figa4_cali_jai_pct_diff.png figa4_cape_town_jai_pct_diff.png figa4_ethekwini_jai_pct_diff.png figa4_johannesburg_jai_pct_diff.png figa4_metro_manila_jai_pct_diff.png figa5_cape_town_sector_jpr_pct_diff.png figa5_ethekwini_sector_jpr_pct_diff.png simulation_jai_results.csv predictions Ablation fig_ablation_recall_5bar.png tbl_ablation_5bar_diagnostic.csv tbl_ablation_5bar_long.csv tbl_ablation_5bar_recall_wide.csv Diagnostics_DC fig_appendix_ols_shap_dc.png fig_boxplot_dc.png fig_confusion_features_dc.png fig_corr_dc.png fig_map_dc_appendix_a.png fig_map_dc_appendix_b.png fig_roc_dc.png map_dc_actual_Accra.png map_dc_actual_Bogota.png map_dc_actual_Cali.png map_dc_actual_CapeTown.png map_dc_actual_Durban.png map_dc_actual_Johannesburg.png map_dc_actual_PH_NCR.png map_dc_predicted_Accra.png map_dc_predicted_Bogota.png map_dc_predicted_Cali.png map_dc_predicted_CapeTown.png map_dc_predicted_Durban.png map_dc_predicted_Johannesburg.png map_dc_predicted_PH_NCR.png medoid_table_Accra_dc.csv medoid_table_Bogota_dc.csv medoid_table_Cali_dc.csv medoid_table_CapeTown_dc.csv medoid_table_Durban_dc.csv medoid_table_Johannesburg_dc.csv medoid_table_PH_NCR_dc.csv pam_cluster_detail_dc.csv pam_cluster_quality_dc.csv pam_silhouette_Accra_dc.png pam_silhouette_Bogota_dc.png pam_silhouette_Cali_dc.png pam_silhouette_CapeTown_dc.png pam_silhouette_Durban_dc.png pam_silhouette_Johannesburg_dc.png pam_silhouette_PH_NCR_dc.png panel_dc_Accra.png panel_dc_Bogota.png panel_dc_Cali.png panel_dc_CapeTown.png panel_dc_Durban.png panel_dc_Johannesburg.png panel_dc_PH_NCR.png recovery_summary_dc.csv run_comparison_dc.csv tbl_confusion_features_dc.csv tbl_feature_comparison_dc_long.csv tbl_feature_comparison_dc_wide.csv tbl_gbm_hyperparams_dc.csv tbl_moran_i_dc.csv tbl_ols_dc.csv tbl_ols_shap_dc_long.csv tbl_ols_shap_dc_wide.csv tbl_rf_hyperparams_dc.csv Diagnostics_PD fig_boxplot_pd.png fig_confusion_features_pd.png fig_corr_pd.png fig_map_pd_appendix_a.png fig_map_pd_appendix_b.png fig_roc_pd.png fig_score_by_3group_m2_pd.png map_pd_actual_Accra.png map_pd_actual_Bogota.png map_pd_actual_Cali.png map_pd_actual_CapeTown.png map_pd_actual_Durban.png map_pd_actual_Johannesburg.png map_pd_actual_PH_NCR.png map_pd_predicted_Accra.png map_pd_predicted_Bogota.png map_pd_predicted_Cali.png map_pd_predicted_CapeTown.png map_pd_predicted_Durban.png map_pd_predicted_Johannesburg.png map_pd_predicted_PH_NCR.png medoid_table_Accra_pd.csv medoid_table_Bogota_pd.csv medoid_table_Cali_pd.csv medoid_table_CapeTown_pd.csv medoid_table_Durban_pd.csv medoid_table_Johannesburg_pd.csv medoid_table_PH_NCR_pd.csv pam_cluster_detail_pd.csv pam_cluster_quality_pd.csv pam_silhouette_Accra_pd.png pam_silhouette_Bogota_pd.png pam_silhouette_Cali_pd.png pam_silhouette_CapeTown_pd.png pam_silhouette_Durban_pd.png pam_silhouette_Johannesburg_pd.png pam_silhouette_PH_NCR_pd.png panel_pd_Accra.png panel_pd_Bogota.png panel_pd_Cali.png panel_pd_CapeTown.png panel_pd_Durban.png panel_pd_Johannesburg.png panel_pd_PH_NCR.png recovery_summary_pd.csv run_comparison_pd.csv tbl_confusion_features_pd.csv tbl_feature_comparison_pd_long.csv tbl_feature_comparison_pd_wide.csv tbl_moran_i_pd.csv tbl_ols_pd.csv tbl_score_by_3group_m2_pd.csv Feature_Maps feature_maps_Accra.png feature_maps_Bogota.png feature_maps_Cali.png feature_maps_CapeTown.png feature_maps_Durban.png feature_maps_Johannesburg.png feature_maps_PH_NCR.png Hanoi_Predictions Hanoi_final_A2_M2_coefficients.csv Hanoi_final_A2_M2_facet_all_normalized_features_no_pop_density.png Hanoi_final_A2_M2_priority_uncertainty_clean.png Hanoi_final_A2_M2_scores.csv Hanoi_final_A2_M2_scores.rds Hanoi_final_A2_M2_weight_diagnostics.csv Labels Accra_labels.rds Bogota_labels.rds Cali_labels.rds CapeTown_labels.rds Durban_labels.rds Johannesburg_labels.rds joint_label_prevalence.csv PH_NCR_labels.rds Label_Map fig_label_map.png Stage2_CW 09_c_census_welfare_results_full.rds 09_c_census_welfare_results_table.csv log_A1_cw_Accra.txt log_A1_cw_Bogota.txt log_A1_cw_Cali.txt log_A1_cw_CapeTown.txt log_A1_cw_Durban.txt log_A1_cw_Johannesburg.txt log_A1_cw_PH_NCR.txt log_A2_cw_Accra.txt log_A2_cw_Bogota.txt log_A2_cw_Cali.txt log_A2_cw_CapeTown.txt log_A2_cw_Durban.txt log_A2_cw_Johannesburg.txt log_A2_cw_PH_NCR.txt Stage2_DC 09a_results_full.rds 09a_results_table.csv log_A1_dc_Accra.txt log_A1_dc_Bogota.txt log_A1_dc_Cali.txt log_A1_dc_CapeTown.txt log_A1_dc_Durban.txt log_A1_dc_Johannesburg.txt log_A1_dc_PH_NCR.txt log_A2_dc_Accra.txt log_A2_dc_Bogota.txt log_A2_dc_Cali.txt log_A2_dc_CapeTown.txt log_A2_dc_Durban.txt log_A2_dc_Johannesburg.txt log_A2_dc_PH_NCR.txt Stage2_PD 09_b_partial_data_results_full.rds 09_b_partial_data_results_table.csv log_A2_dc_Accra.txt log_A2_dc_Bogota.txt log_A2_dc_Cali.txt log_A2_dc_CapeTown.txt log_A2_dc_Durban.txt log_A2_dc_Johannesburg.txt log_A2_dc_PH_NCR.txt Stage2_WB 09c_welfare_benchmark_results_full.rds 09c_welfare_benchmark_results_table.csv log_A1_wb_Accra.txt log_A1_wb_Bogota.txt log_A1_wb_Cali.txt log_A1_wb_CapeTown.txt log_A1_wb_Durban.txt log_A1_wb_Johannesburg.txt log_A1_wb_PH_NCR.txt log_A2_wb_Accra.txt log_A2_wb_Bogota.txt log_A2_wb_Cali.txt log_A2_wb_CapeTown.txt log_A2_wb_Durban.txt log_A2_wb_Johannesburg.txt log_A2_wb_PH_NCR.txt Targeting_Profile fig_composition_bars.png fig_group_precision_bars.png fig_targeting_profile.png tbl_group_composition.csv tbl_targeting_profile.csv Typology_Recall fig_typology_recall.png tbl_typology_recall.csv tables table_a2_cities.docx table_a2_cities.md table_a2_values.csv renv activate.R renv.lock reproducibility_report_FR_WLD_2026_690.pdf WB-IGO-RIDER.txt

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