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PRWP

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
DOI
https://doi.org/10.60572/t00p-5p24
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
Page views
365
Downloads
230
  • Project Description
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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]
Download https://reproducibility.worldbank.org//catalog/424/download/1207
Reproducibility verification for the reproducibility package for South Africa's Fragmented Cities: The Unequal Burden Of Labor Market Frictions
Download [PDF, 139.77 KB]
Download https://reproducibility.worldbank.org//catalog/424/download/1208
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//catalog/424/download/1230
Zip preview
Reproducibility package
.Rproj.user
090F12C7
pcs
debug-breakpoints.pper
files-pane.pper
source-pane.pper
windowlayoutstate.pper
workbench-pane.pper
persistent-state
rmd-outputs
saved_source_markers
sources
per
t
0B4E0918
0B4E0918-contents
1920CDDE
1920CDDE-contents
214006C7
214006C7-contents
2EF7A5F7
2EF7A5F7-contents
35576C98
35576C98-contents
3CF8D255
3CF8D255-contents
43D0388A
43D0388A-contents
73BEB2DC
73BEB2DC-contents
79412284
79412284-contents
93703B96
93703B96-contents
9388CB12
9388CB12-contents
965B9631
965B9631-contents
ACA42140
ACA42140-contents
E4171D5A
E4171D5A-contents
E54DE2AB
E54DE2AB-contents
E5C2D9BE
E5C2D9BE-contents
FA4B655F
FA4B655F-contents
prop
11BDACCE
13196905
1D3245CF
1DCB4587
1F794A62
24F1C93D
3189057A
35574911
464BC8BB
8DE117F4
9003AA5B
91A0ABAE
A24FB80E
A3FE7572
AAD52D07
C46DB3D1
D88A622D
DF4E43A0
FA00F441
INDEX
shared
notebooks
paths
Code
00_Inputs
00_1_input_census_2011.R
00_2_city_boundaries.R
00_3_input_pop_raster_2020_sp.R
02_Section_2
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_Section_3
03_01_Read_Uber_H3_Shape_Files.R
03_02_append_distance_matrices.R
03_03_Read_Spatial_Tax_Data.R
04_Section_4
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
Function_Library
distance_matrix_bd.R
Master
run_all1.R
run_all2.R
Stata_Master.do
Stata
01_Stata_Volatility_w1.do
02_Stata_employment_reg_coef_plot.do
Data
OD_Matrices
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
Graphs
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
Results
Table5a_asset_index.csv
Table5a_asset_index.xlsx
Table5b_employed_share.csv
Table5b_employed_share.xlsx
Table_1
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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