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Reproducibility package for South Africa's Fragmented Cities: The Unequal Burden Of Labor Market Frictions

2025
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Reference ID
RR_ZAF_2025_490
Author(s)
Javier E. Baez, Varun Kshirsagar
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Dec 19, 2025
Last modified
Jan 07, 2026
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Other Materials
README for the reproducibility package for South Africa's Fragmented Cities: The Unequal Burden Of Labor Market Frictions
Download [PDF, 253 KB]
Reproducibility verification for the reproducibility package for South Africa's Fragmented Cities: The Unequal Burden Of Labor Market Frictions
Download [PDF, 139.77 KB]
Reproducibility package for South Africa's Fragmented Cities: The Unequal Burden Of Labor Market Frictions
Download [ZIP, 40.65 MB]
Download https://reproducibility.worldbank.org/index.php/catalog/424/download/1230
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debug-breakpoints.pper
files-pane.pper
source-pane.pper
windowlayoutstate.pper
workbench-pane.pper
persistent-state
rmd-outputs
saved_source_markers
0B4E0918
0B4E0918-contents
1920CDDE
1920CDDE-contents
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214006C7-contents
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9388CB12-contents
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965B9631-contents
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ACA42140-contents
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E4171D5A-contents
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E54DE2AB-contents
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E5C2D9BE-contents
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FA4B655F-contents
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INDEX
paths
00_1_input_census_2011.R
00_2_city_boundaries.R
00_3_input_pop_raster_2020_sp.R
02_01_Read_Rasters.R
02_02_BD_Distance_Matrices.R
02_03_Table1.R
02_04_gradient_data.R
02_05_Figure_2.R
02_06_2000_2010_bounds.R
02_07_Figure_3b.R
02_08_Figure_3a.R
02_09_Figure_4_Figure_A1.R
03_01_Read_Uber_H3_Shape_Files.R
03_02_append_distance_matrices.R
03_03_Read_Spatial_Tax_Data.R
04_01_Three_City_Buildings.R
04_02_extract_city_pois.R
04_03_extract_roads_osm.R
04_04_bd_delineation.R
04_05_Loess.R
04_06_Table_5.R
04_07_Mismatch_Map.R
dependencies.R
distance_matrix_bd.R
run_all1.R
run_all2.R
Stata_Master.do
01_Stata_Volatility_w1.do
02_Stata_employment_reg_coef_plot.do
capetown_subplace_lookup.csv
od_travel_time_city_of_cape_town.csv
od_travel_time_city_of_cape_town_wide.csv
od_travel_time_city_of_johannesburg.csv
od_travel_time_city_of_johannesburg_wide.csv
od_travel_time_ethekwini.csv
od_travel_time_ethekwini_wide.csv
osrm_details.txt
Rscript_od_matrices.R
subplace_lookup_city_of_cape_town.csv
subplace_lookup_city_of_johannesburg.csv
subplace_lookup_ethekwini.csv
Preprocess_sp_shp_new.R
data_hash_report.csv
capetown_4panel_quintiles.png
capetown_4panel_quintiles.rds
durban_4panel_quintiles.png
durban_4panel_quintiles.rds
Figure_1.png
Figure_2.png
Figure_3a.png
Figure_3b.png
Figure_4.png
Figure_5a.png
Figure_5b.png
Figure_6.png
Figure_8a.png
Figure_8b.png
Figure_A1.png
Fig_A2a.png
Fig_A2b.png
Fig_A2c.png
johannesburg_4panel_quintiles.png
johannesburg_4panel_quintiles.rds
LICENSE.txt
README.pdf
renv.lock
Reproducibility package.Rproj
reproducibility_report_RR_ZAF_2025_490.pdf
Table5a_asset_index.csv
Table5a_asset_index.xlsx
Table5b_employed_share.csv
Table5b_employed_share.xlsx
Table_1_100K_04_2020.xlsx
Table_1_100K_09_2020.xlsx
Table_1_100K_14_2020.xlsx
Table_1_110K_04_2020.xlsx
Table_1_110K_09_2020.xlsx
Table_1_110K_14_2020.xlsx
Table_1_80K_04_2020.xlsx
Table_1_80K_09_2020.xlsx
Table_1_80K_14_2020.xlsx
Table_1_90K_04_2020.xlsx
Table_1_90K_09_2020.xlsx
Table_1_90K_14_2020.xlsx
Table_A1_100K_04_2020.xlsx
Table_A1_100K_09_2020.xlsx
Table_A1_100K_14_2020.xlsx
Table_A1_110K_04_2020.xlsx
Table_A1_110K_09_2020.xlsx
Table_A1_110K_14_2020.xlsx
Table_A1_80K_04_2020.xlsx
Table_A1_80K_09_2020.xlsx
Table_A1_80K_14_2020.xlsx
Table_A1_90K_04_2020.xlsx
Table_A1_90K_09_2020.xlsx
Table_A1_90K_14_2020.xlsx
Table_2.txt
Table_2.xls
Table_3.txt
Table_3.xls
Table_4a.txt
Table_4a.xls
Table_4b.txt
Table_4b.xls
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