Home / Repository / PRWP / RR_CAF_2025_520
PRWP

Reproducibility package for Unveiling Hidden Hardships: Leveraging Alternative Data To Map Multidimensional Vulnerability In The Central African Republic

2026
Get Reproducibility Package
Reference ID
RR_CAF_2025_520
DOI
https://doi.org/10.60572/163h-6v45
Author(s)
Pierre Jean-Claude Mandon, Vincent Nossek, Walker Kosmidou-Bradley, Frederic Mortier, Baptiste Cheville
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jan 09, 2026
Last modified
Jan 16, 2026
Download related resources
Other Materials
README for the Reproducibility package for Unveiling Hidden Hardships: Leveraging Alternative Data To Map Multidimensional Vulnerability In The Central African Republic
Download [PDF, 135.68 KB]
Reproducibility package for Unveiling Hidden Hardships: Leveraging Alternative Data To Map Multidimensional Vulnerability In The Central African Republic
Download [ZIP, 220.6 MB]
Download https://reproducibility.worldbank.org//catalog/438/download/1262
Zip preview
reproducibility_report_RR_CAF_2025_520.pdf
data_hash_report.csv
LICENSE.txt
README.pdf
.gitignore
.gitattributes
.Rhistory
3_Regressions.R
main.R
Scripts.Rproj
.Rprofile
1_SectorialGdp_Predictions.r
2_Vulnerability_indices.R
renv.lock
activate.R
.gitignore
saved_source_markers
rmd-outputs
persistent-state
source-pane.pper
windowlayoutstate.pper
workbench-pane.pper
debug-breakpoints.pper
files-pane.pper
28390739
4C614BC6
3BDEB401
3769225D
INDEX
07C1B6A8
4526E548
4526E548-contents
F6E94311
6C8AD20E
F6E94311-contents
5CB2C631-contents
5CB2C631
6C8AD20E-contents
paths
config
HEAD
description
index
COMMIT_EDITMSG
exclude
HEAD
main
commit-msg.sample
pre-rebase.sample
sendemail-validate.sample
pre-commit.sample
applypatch-msg.sample
fsmonitor-watchman.sample
pre-receive.sample
prepare-commit-msg.sample
post-update.sample
pre-merge-commit.sample
pre-applypatch.sample
pre-push.sample
update.sample
push-to-checkout.sample
084eba133ceb2ddc28971c0a8d7634d62b1524
ae83d15485cde723d48852ab1478fff2f0d19d
e8cf61643f7b09c518c3e88c62407942ee9eb6
72339df4d62cb2fbb94f7a5747c2c3e1924658
bf5039986c11343c5d1fff32c24d6adbb84aff
ce6dfae7c2c7416a6f39c182de41a93e7db8d8
dbcd4334cdfab18b489b495c9e6833fcda3813
df907c64acbf74d1d39086a37ae8520765e460
9fe882a62d87ab7cc2d8df47ef046d7498db6e
2911043bfab700c1de17c108b2f2a7e1e7e3aa
feedf874839bfc24b938cfd5ad11e285727ca6
db2e918e66e05c97b6b8530c7c8a7ed0ddd9d9
c0cbba2d7755cbd91956afaa585449906a1e16
d4a92511e0eba1dfb9e3b17e65c0fbf1911d42
bf4ecc685f8a006962919bfd4d5ad58c698e75
a9ce484c2a90e25fbbf4cc0e03c35292eed1dd
b674c62c4cfbb4c422090184f9ec66b8ec9714
667c9abcee8a4f3442851c616a0c0d928dd9eb
9d698c3f3b9daabd4182f34183b687e48e6b3c
0398cdb87811ad9bb5b0ce1fecb8fce1fb79ee
bbf571ef64e1ee56f63ef1ab0a2dd9c5284d31
76079efb1096b7d97015dd126719317024419e
8cc2509c0c9604e4e093bf88be91b3dac0b8bc
e0770424b2a19faf507a501ebfc23be8f54e7b
1a679e2f3bfe970d1ede145c388c58d7ce0909
ddcd538c85bc0d9731091235244393369f5d57
a9b8cac00409b586b40753f0266c3f5502114f
1beba0219e58a480267f3190dc769c66709ed3
5cbadf0074d8b7b2669559a93bc50bb95f82d4
a5f170779b7c649e8ede3dbae0d5565909ee3c
ebcb98aa956d47070bbe7a99058ee39111e4e2
a6377d105ceebb64fec21551d641d7a1a2918e
5ce819292f77e9d55e1d26d8c0122f33e7ff63
991e939c90205f9176961e53b1d74561a8703d
6fe71468367fb6b1fb4372e048f8518fb8dd5c
12981af31b5d6d333ea018e072221ca47d2f63
9169c94f3358afba502285521404cb73fcfe41
c5e8559563426009f3076c544143e3c2fa3088
151e1759f2ca9cf65ed374266bc6047ff5089e
aa54335fe63a6a16ae1ee297d7df24a4bb0e5e
53ae544b2ae987d5a2988ee9fa6a4e9b01a135
272bd9c3491e860bfb590abe2eab41d143a99d
b63cc4dfdddfc476f0e43823c70b2edbfacf99
4149ce4db3de839a56328b4880ab350dcc2761
1141e8e637228147c353130d5a8ea68a71fedd
0034f4948921ae81e040fbba009c39ed46ab4b
3cfbf19a9c906fd009be6e8673d99d55943be7
a3c2eef8bbed289b1200c69806e8a795965b43
a5ffc4e66339730d05e9003f9525d46d002bb2
1b87d0ae0c620f2345394e54997ce75350c0d7
f45c4643257afee231b3d4a95ed149b4e9a143
c78a6c0f7737985a187f94f5d790958e70422c
e70e94fd86ec52381e5df6ebd227a3255fe736
3438aa112c530a8104497efed683a2f22fd4d7
b960f5c6a8ee40840badd620f8af9743787730
7365da9b34053d8b41074b8371a13277bb8be8
9b84d0ca11b65a5134951d26fa552c1581d051
ec6430dc235cfb82f053698cfc73410d79af3a
365312111c14573e0d0c67df8168c5762da548
da25840d0fa8406a3f15142f91ce7efafe9fac
5229d430be86036ccdfbffb5a2b01ef3379cc9
4c70797b87a2e70f09abb525d2f93a2159dc72
260bf09644ad00f60c464ae7ec23938efb84cd
4897c6c9b8a42edfd7b559f45551aebee43f4d
bedca53a4eb16006773dcce0319f9c92064f6d
30154db192f9715450829b8c5da6199517dbaf
d133c048f2189041151425a73485649e6c32c0
ae6cbb9d5d640197840ae90dafc7b7d44be664
28e6f7d873563502b96c57a42b9b6ff5e5050d
98847ca77a9e335faaf24ce8323db76d5d845e
553c5721858097f5622fd2fb36fbefece60642
2ff2d6cc8f257ffcade7ead1ca4042c0e884b9
6c670a848f3553eff067e79277d4b17e9e937e
6a0652566d10360493952aec6d4a4febc77083
494deefc053dad0ccab25049b6c1ac9d46dbfb
1b84ddacd7d779f155bdfc55f8a95e03e5369c
47ef678e43bf635bf6bba6d7bf6ce34e2002b6
fdec241c8c2a7cb416475414427e45b0253144
68688b8beff33c487aebd7d3cddeb13afb8138
2155cddd02d17a9dbb82b5a93a41f4341534b3
c44b973a04e3aa7f109e2dd159ccbd82f6e631
bbaf1c1925f99d71c04416ca317b7c1871d584
7b926f201eaf53959b04b98f25cd8b0fb4c816
d4761155442e768d99b866b64bd16ee87e3342
35ec496096f2123e963c690f4286b777471e45
782e9ab75fde77fb05b39a97d9da4016c08a9b
f39bd1dfcc26461b6070e3bab62696497eeab5
860fd18f7257a28b41781079cdba2b04d93c35
140028872ad133f581896dcfa6879bb01b9eab
05a803cefc97acceefe40cb7e46749bb2f226b
73434d5174d505cf5ad08a70c78d879ab74346
c1291cf4afdcce6f9f15a3c39188214ca7d390
f0a13bffe19969aabe6ec9caa86d5907d21ab0
0231af9df0fc66a03158f776ea024b742e42e7
1bf85d605df1fc10a2b1c12c30b9a103d9a57a
c197c7be4da5c9d4006de62cd5f0d2cc8f231d
9f571ba7775daa3f173f62f34e66e2ef015f6c
4a39f18396b69df53a1fbb775b98bf253765e6
499658b81042b6b2894c333266ebf6cd874d71
d86643bae10e52e75153c29fb4a74278c504b8
6ec36be3d30bc469c05e126e489e774188854b
9de29bb2d1d6434b8b29ae775ad8c2e48c5391
f54d64ecfbd46bb64bc851fa4c51c4fce1784e
3f40fd5703a60a5dd6d6248e0c1d851364d097
dbb3200f779343ad1aa1a2fb6c74a02fd9b365
26fa3f931da10f02ea77ea60f41f038b427a19
847f4da3f7712a208c42858233fe9988aac74c
683dce196b64932394229bd7e816a93ad9f147
cae6b01e789179b6614d8f32e5930a3c27fb49
25023afe7974aef790ae62712e0243588db20d
181bbf1ae0b14f2901842098e3ccd45d435601
3f9bdeb57b8a007c114d554d34a6ec76bae3fb
f2e94f4b4fd66e5b17ed67a4e4614ea21848af
2097ca5bf3b07578d0b8346f6727edda5a645b
995f0b6c06cd4454f00ec2e6e1c2431c3e1f31
93a8a7c977f8819a9ea9bff0ed5b7b2deca480
15232b6c096fdd79cc8cd10f79fa5a24afcd7c
d1715997d9139b4047a839bcc25b9acbe4ec78
97ed59c80a1d7cf2f891365c35094bf1a2ab40
d9b98945cd168d81c7bfec3a398155a0b23c31
c12d64a469f873115921d574ba5c8fe4d5a945
b06ee2ff731f02b528d583d330c90796deed61
8038da96d2eebe9710b4d69630aa0d3d3fa162
4382f9e809b8efd94b5fa26ad70191c1c50ffb
2fa99fdf140a452efb7665bc50be1430ac0cbf
10d249a8c906abc747351eb88ea7c777d49922
db455fd99d72db28c7ee8220d1ac164ac02fe0
1debf1391ac28896a17cdc641b19b5c5e39e3c
e2acf3ca124f8a1dc0bfa787131d4373176237
dc01de757f5879d881186182cbc4a846e14c80
1bef112ac6921abda6162a65dbfcd8c6d55c80
2b8dd6af8fa75b1248a5c5b46d8a56ca0ef702
d5f0646989312325a2a66a112878851b19986e
b13f316ddfbc6c7bbb336ef7ead3056f2667be
1f0bba1e6b9b6ea10561953e8f9f01540c296a
c52a4bb331af16f51697c22969d9502acb83e7
3c2ebc99e2e337f7d69948b93529a437590b27
a2b407ac3b5757acd53e322733cb0a712b0b8b
47a181c6730169a7337a99deba4a0f628fcc7a
main
piPairsPlots_final_Fig1a.png
oos_gdp_Fig2.png
smoothed_gdp_Fig2.png
logpi2Overpi3_post_Fig1c.png
smoothed_tertiary_Fig2.png
oos_tertiary_Fig2.png
smoothed_secondary_Fig2.png
oos_secondary_Fig2.png
logpi1Overpi3_post_Fig1b.png
oos_primary_Fig2.png
smoothed_primary_Fig2.png
nightLightCoef_post_Fig1d.png
latex_template.tex
Grid_GDP_Idx_Fig5.png
Commu_GDP_Idx_FigA2.png
Commu_Flood_Idx_FigA6.png
Grid_Uncertainty_GDP_Fig3.png
Commu_Water_Idx_FigA5.png
Commu_Vulnerab_Idx_FigA1.png
Grid_Educ_Idx_Fig6.png
Grid_Vulnerab_Idx_Fig4.png
Grid_Health_Idx_Fig7.png
Commu_Conf_Idx_FigA7.png
Grid_Water_Idx_Fig8.png
Commu_Educ_Idx_FigA3.png
Grid_Floods_Idx_Fig9.png
Commu_Health_Idx_FigA4.png
Grid_Conflicts_Idx_Fig10.png
AccessServices_PrimSecTer_TabA2.docx
AccessServices_Tab1.docx
ComplexIdx_AccessServices_TabA4.docx
Conflits_inondations_Tab2.docx
CompelxIdx_Conflits_inondations_TabA5.docx
Conflits_inondations_PrimSecTer_TabA3.docx
Base_CAF_v1.csv
.Rapp.history
CAR_main_cities.cpg
CAR_main_cities.shp
CAR_main_cities.qmd
CAR_main_cities.shx
gadm41_CAF_1_2020.dbf
BaseGrid_NewPrefs.prj
Grid_5km_CFA_v4.prj
gadm41_CAF_1_2020.shx
gadm41_CAF_1_2020.cpg
gadm41_CAF_1_2020.shp
caf_admbnda_adm3_200k_sigcaf_reach_itos_v2.sbn
caf_admbnda_adm3_200k_sigcaf_reach_itos_v2.prj
CAR_main_cities.dbf
CAR_main_cities.prj
caf_admbnda_adm3_200k_sigcaf_reach_itos_v2.dbf
caf_admbnda_adm3_200k_sigcaf_reach_itos_v2.qix
BaseGrid_NewPrefs.cpg
BaseGrid_NewPrefs.shp
Grid_5km_CFA_v4.qmd
Grid_5km_CFA_v4.shx
BaseGrid_NewPrefs.qmd
caf_admbnda_adm3_200k_sigcaf_reach_itos_v2.shp.xml
BaseGrid_NewPrefs.shx
Grid_5km_CFA_v4.cpg
Grid_5km_CFA_v4.shp
Grid_5km_CFA_v4.dbf
gadm41_CAF_1_2020.prj
BaseGrid_NewPrefs.dbf
caf_admbnda_adm3_200k_sigcaf_reach_itos_v2.shx
caf_admbnda_adm3_200k_sigcaf_reach_itos_v2.sbx
caf_admbnda_adm3_200k_sigcaf_reach_itos_v2.cpg
caf_admbnda_adm3_200k_sigcaf_reach_itos_v2.shp
Reproducibility verification for Unveiling Hidden Hardships: Leveraging Alternative Data To Map Multidimensional Vulnerability In The Central African Republic
Download [PDF, 139.11 KB]
Back to Catalog