Overview

You can download the replication package here (about 4GB). It is structured as follows:¹

.
|- JMP_README.md
|- inputs/
|  |- tex-paper/
|  |  |- JMP_brunoconte.bib
|  |  |- JMP_brunoconte.tex
|  |- ...
|- output/
|- programs/
|  |- JMP_01_data.R
|  |- JMP_02_quant.py
|  |- JMP_03_cfac.py
|  |- JMP_04_results.R
|  |- ...
|- results/
|  |- figures/
|  |- tables/

where:

inputs/: contains all inputs (e.g., data, tex inputs to reproduce the final manuscript).
output/: where all output (i.e., quantification and simulation results) is stored.
programs/: contains all R and Python programs used in the replication.
results/: where figures and tables are stored.

Besides, it also contains this JMP_README file.²

Reproducing the Paper

Replicating the paper consists of running sequentially the R and Python codes below:

Table 1. Overall sequence of replicating codes
Code	Description	`WD/temp` line	CPU hours
`JMP_01_data.R`	Processes raw data	11-12	\(\sim\) 250
`JMP_02_quant.py`	Quantifies the model	-	\(\sim\) 700
`JMP_03_cfac.py`	Runs all counterfactuals (sequentially)	-	\(\sim\) 100
`JMP_04_results.R`	Produces plots, tables, and the final `pdf`.	27-28	2

Note that the main JMP_* codes above call several others in the programs/ folder (e.g., model_2025.py, loadfunctions.R).

Instructions and Computational Requirements

Make sure to set local working WD directory to the local package’s root, as indicated in Table 1.³ Note that the Python codes do not need a working directory to be specified, but need to be run from the folder they are stored (i.e., root/programs/).

The last replication reproduced the paper with the following hardware/software:

R version 4.0.3 (2020-10-10) and the following libraries: terra (1.5.21), exactextractr (0.8.1), sf (1.0.7), data.table (1.13.6), tidyverse (1.3.2), lfe (2.8.6), latex2exp (0.4.0), xtable (1.8.4), sp (1.4.6), lwgeom (0.2.6), dineq (0.1.0), raster (3.5.15), tm (0.7.8), stringi (1.5.3), gdistance (1.3.6), rgdal (1.5.29), geosphere (1.5.10), gtools (3.8.2), foreach (1.5.1), igraph (1.2.6), haven (2.5.1), fixest (0.10.2), readxl (1.3.1), and doParallel (1.0.17).
Python version 3.8.2 an the libraries: numpy (1.20.1), pandas (1.2.3), matplotlib (3.4.0), and scipy (1.6.2).
8-core iMac, MacOs 10.15.6, \(\sim\) 100GB of free disk space, and 16 GB of RAM.

The replication with these specifications requires about 1000 hours (see Table 1).

Outcomes

The final outcome will be the paper in pdf format. All ouputs generated (e.g., figures and tables) are described in Appendix Tables A1 and A2.

Data Availability Statement

Table 2 below documents the sources (and location inside the input/ folder) of all the data used in the paper. While all of the data is publicly available, some are proprietary and cannot thus be disseminated with this replication package.⁴ Appendix C explains how to retrieve them.

Table 2. List of Data Sources
Data Name	Data Files	Proprietary	Location	Citation
Conte et al. (2021) data	data_for_quantification.csv	No	`conte-etal-2021/`	Conte et al. (2021)
Murdock ethnic groups	borders_tribes.shp	Yes	`ethnic-tribes-murdoch-nunn/`	Nunn and Wantchekon (2011)
AQUASTAT irrigation	gmia_v5_aei_pct.asc	No	`fao-aquastat/`	Siebert et al. (2013)
FAOSTAT Agric. Produc.	Value_of_Production_E_All_Data.csv	No	`faostat-agric-prod/`	FAO (2018)
G-Econ v4.0	Gecon40_post_final.csv	Yes	`g-econ-v4/`	Nordhaus et al. (2006)
FAO GAEZ	*.zip (or .tiff)	No	`gaez/`	IIASA and FAO (2012)
GAM	friction_surface_2015_v1.tif	No	`gam-friction/`	Weiss et al. (2018)
GED	GEDEvent_v24_1.csv	No	`ged241-csv/`	Sundberg and Melander (2013)
GHSP	*.tif	No	`ghsp/`	Florczyk et al. (2019)
G-Roads	*.tif	No	`groads/`	CIESIN (2013)
IPUMS	*.dta	Yes	`ipums/`	IPUMS (2020)
ITPD-E	*.csv	Yes	`itpd-e-trade/`	Borchet et al. (2021)
Fontagne et al. (2022) data	mmhs6_2007.csv	Yes	`macmap_fontagne/`	Fontagne et al. (2022)
Maddison data	mpd2020.dta	No	`maddison-historial-gdppc/`	Bolt and Zanden (2020)
Migration data	*.csv	No	`mig-data-abel-cohen/`	Abel and Cohen (2019)
Natural Earth	*.shp	No	`ne_*/`	Natural Earth (2018)
Nightlights	*.tif	No	`noaa-nightlights/`	NOAA (2025)
World Population Prospects	*.txt	No	`un-pop-data/`	UN (2019)
WBDI	*.csv	No	`wb-*/`	World Bank (2022)
WFP-VAM	wfpvam_foodprices.csv	Yes	`wfp-vam`	WFP (2019)
WITS Concordance	JobID-64_Concordance_HS_to_I3.csv	Yes	`wits_concordance`	World Bank (2025)

None of the data used in this paper comes from experiments or any other personal data-sensitive data sources.

References and Data Citations

Abel, G.J. and Cohen, J.E., 2019. Bilateral international migration flow estimates for 200 countries. Scientific data, 6(1), p.82.
Bolt, J. and Zanden, J., 2020. Maddison style estimates of the evolution of the world economy. A new 2020 update. [dataset] https://www.rug.nl/ggdc/historicaldevelopment/maddison/releases/maddison-project-database-2020?lang=en Accessed 25-01-2025.
Borchert, I., Larch, M., Shikher, S. and Yotov, Y.V., 2021. The international trade and production database for estimation (ITPD-E). International Economics, 166, pp.140-166.
CIESIN , 2013. Global Roads Open Access Data Set, Version 1 (gROADSv1) (Version 1.00) [dataset] Palisades, NY: NASA Socioeconomic Data and Applications Center (SEDAC). https://doi.org/10.7927/H4VD6WCT Accessed 17-04-2020.
Conte, B., Desmet, K., Nagy, D.K. and Rossi-Hansberg, E., 2021. Local sectoral specialization in a warming world. Journal of Economic Geography, 21(4), pp.493-530. https://doi.org/10.1093/jeg/lbab008 Accessed 21-06-2022.
FAO, 2018. [dataset] Value of Agricultural Production. https://bulks-faostat.fao.org/production/Value_of_Production_E_All_Data.zip Accessed 26-11-2018.
Florczyk, A.J., Corbane, C., Ehrlich, D., Freire, S., Kemper, T., Maffenini, L., Melchiorri, M., Pesaresi, M., Politis, P., Schiavina, M. and Sabo, F., 2019. GHSL data package [dataset] 29788(10.2760), p.290498. https://human-settlement.emergency.copernicus.eu/download.php?ds=pop Accessed 30-06-2019.
Fontagne, L., Guimbard, H. and Orefice, G., 2022. Tariff-based product-level trade elasticities. Journal of International Economics, 137, p.103593.
IIASA and FAO, 2012, Global Agro-Ecological Zones (GAEZ v3.0). https://www.gaez.iiasa.ac.at/ Accessed 21-12-2019.
IPUMS, 2020, Integrated Public Use Microdata Series, International: Version 7.3 [dataset], Technical Report, Minnesota Population Center, Minneapolis, MN.
Natural Earth. 2018. Free vector and raster map data at 1:10m, 1:50m, and 1:110m scales. https://www.naturalearthdata.com/ Accessed 21-05-2018.
NOAA, 2025. Image and data processing by NOAA’s National Geophysical Data Center. DMSP data collected by US Air Force Weather Agency [dataset] https://www.ngdc.noaa.gov/eog/dmsp/downloadV4composites.html Accessed 26-05-2025.
Nordhaus, W., Azam, Q., Corderi, D., Hood, K., Victor, N.M., Mohammed, M., Miltner, A. and Weiss, J., 2006. The G-Econ database on gridded output: methods and data. Yale University, New Haven, 6. https://gecon.yale.edu/data-and-documentation-g-econ-project Accessed 12-10-2019.
Nunn, N. and Wantchekon, L., 2011. The slave trade and the origins of mistrust in Africa. American economic review, 101(7), pp.3221-3252. https://nathannunn.arts.ubc.ca/data/ Accessed 17-12-2024.
Siebert, S., Henrich, V., Frenken, K. and Burke, J., 2013. Update of the digital global map of irrigation areas to version 5. Rheinische Friedrich-Wilhelms-Universität, Bonn, Germany and Food and Agriculture Organization of the United Nations, Rome, Italy, 10(2.1), pp.2660-6728. https://www.fao.org/aquastat/en/geospatial-information/global-maps-irrigated-areas/latest-version Access 03-05-2025.
Sundberg, R. and Melander, E., 2013. Introducing the UCDP georeferenced event dataset. Journal of peace research, 50(4), pp.523-532.
United Nations and Social Affairs, 2019. World Population Prospects 2019: Highlights.
Weiss, D.J., Nelson, A., Gibson, H.S., Temperley, W., Peedell, S., Lieber, A., Hancher, M., Poyart, E., Belchior, S., Fullman, N. and Mappin, B., 2018. A global map of travel time to cities to assess inequalities in accessibility in 2015. Nature, 553(7688), pp.333-336.
WFP, World Food Program’s Vulnerability Analysis and Mapping, 2019. Economic Price data [dataset] https://dataviz.vam.wfp.org/data-explorer/economic/prices Accessed 19-02-2019.
World Bank, 2022. World Development Indicators, The World Bank Group [dataset] https://databank.worldbank.org/source/world-development-indicators Accessed 10-06-2022.
World Bank, 2025. World Integrated Trade Solution (WITS) [dataset] https://wits.worldbank.org/product_concordance.html Accessed 15-04-2025.

License

The replication package is under a CC-BY-NC license. Usage by commercial entities is allowed, reselling it is not.

Appendix

Appendix A - List of Figures and Tables

Table A1. List of Figures
Figure	Program	Line Number	Output file (stored in `results/figures/`).
Figure 1A	`programs/JMP_04_results.R`	86	ssa_2025_wfp_pricedata.png
Figure 1B	`programs/JMP_04_results.R`	184	ssa_2025_ipums_internal_mig.png
Figure 2A	`programs/JMP_04_results.R`	246	ssa_2025_delta_A_levels_gcm_h3a1.png
Figure 2B	`programs/JMP_04_results.R`	297	ssa_2025_sd_A_levels_gcm_h3a1.png
Figure 3 (right)	`programs/JMP_04_results.R`	381	ssa_2025_tau_network_1.png
Figure 3 (left)	`programs/JMP_04_results.R`	401	ssa_2025_tau_network_2.png
Figure 4A	`programs/JMP_04_results.R`	445	fit_population_diffs_1975_2000.png
Figure 4B	`programs/JMP_04_results.R`	506	fit_agric_shares_country_level_2000.png
Figure 5A	`programs/JMP_04_results.R`	579	ssa_2025_pop_diff_country_baseline_1_h3a1.png
Figure 5B	`programs/JMP_04_results.R`	610	ssa_2025_pop_diff_baseline_1_h3a1.png
Figure 5C	`programs/JMP_04_results.R`	643	ssa_2025_lku_change_country_baseline_1_h3a1.png
Figure 5D	`programs/JMP_04_results.R`	676	ssa_2025_lku_change_baseline_1_h3a1.png
Figure 5E	`programs/JMP_04_results.R`	711	ssa_2025_gdppc_change_country_baseline_1_h3a1.png
Figure 5F	`programs/JMP_04_results.R`	742	ssa_2025_gdppc_change_baseline_1_h3a1.png
Figure 5G	`programs/JMP_04_results.R`	775	ssa_2025_welfare_change_country_baseline_1_h3a1.png
Figure 5H	`programs/JMP_04_results.R`	807	ssa_2025_welfare_change_baseline_1_h3a1.png
Figure 6A	`programs/JMP_04_results.R`	884	eu_2025_tau_network_1.png
Figure 6B	`programs/JMP_04_results.R`	932	mc_distribution_EU_ssa_2025.png
Figure 7A	`programs/JMP_04_results.R`	975	ssa_2025_tah.png
Figure 7B	`programs/JMP_04_results.R`	1029	ssa_2025_tah_gdppc_change_change_baseline_1_h3a1
Figure A1A	`programs/JMP_04_results.R`	1434	ssa_2025_input_prod_gain_rice.png
Figure A1B	`programs/JMP_04_results.R`	1461	ssa_2025_input_prod_gain_sorghum.png
Figure A3A	`programs/JMP_04_results.R`	1537	tc_distribution_agric_EU_ssa_2025
Figure A3B	`programs/JMP_04_results.R`	1556	tc_distribution_manuf_EU_ssa_2025
Figure A3C	`programs/JMP_04_results.R`	1518	tc_distribution_others_EU_ssa_2025
Figure A3D	`programs/JMP_04_results.R`	1499	tc_distribution_EU_ssa_2025
Figure A4A	`programs/JMP_04_results.R`	1676	ssa_2025_mig_flows_example.png
Figure A4B	`programs/JMP_04_results.R`	1816	ssa_2025_int_mig_flows_all.png
Figure B1A	`programs/model_line.py`⁵	798	simulated_model_line_PanelA.png
Figure B1B	`programs/model_line.py`	817	simulated_model_line_PanelB.png
Figure B1C	`programs/model_line.py`	839	simulated_model_line_PanelC.png
Figure B1D	`programs/model_line.py`	868	simulated_model_line_PanelD.png
Figure B2A	`programs/model_line.py`	719	simulated_model_line_produc_PanelA.png
Figure B2B	`programs/model_line.py`	779	simulated_model_line_produc_PanelB.png
Figure C1A	`programs/JMP_02_quant.py`	512	fit_total_trade_ssa_2025_1_coarse.png
Figure C1B	`programs/JMP_02_quant.py`	792	fit_internal_migration_ssa_2025_1.png
Figure C2A	`programs/JMP_04_results.R`	1880	ssa_2025_price_series_1.png
Figure C2B	`programs/JMP_04_results.R`	1927	ssa_2025_decomposed_prices_1.png
Figure C2C	`programs/JMP_04_results.R`	1900	ssa_2025_price_series_2.png
Figure C2D	`programs/JMP_04_results.R`	1950	ssa_2025_decomposed_prices_2.png
Figure C3	`programs/JMP_04_results.R`	2024	Fig_C3.png
Figure C4A	`programs/JMP_04_results.R`	2065	ssa_2025_tradecosts_vs_literature.png
Figure C4B	`programs/JMP_04_results.R`	2107	ssa_2025_migcosts_vs_literature.png
Figure C5A	`programs/JMP_04_results.R`	2171	ssa_2025_real_wages.png
Figure C5B	`programs/JMP_04_results.R`	2193	ssa_2025_AK.png
Figure C5C	`programs/JMP_04_results.R`	2215	ssa_2025_b_cassava.png
Figure C5D	`programs/JMP_04_results.R`	2261	ssa_2025_population_2000.png
Figure C5E	`programs/JMP_04_results.R`	2242	ssa_2025_amenities.png
Figure C5F	`programs/JMP_04_results.R`	2293	ssa_2025_mc.png
Figure C6A	`programs/JMP_04_results.R`	2408	Fig_C6_A.png
Figure C6B	`programs/JMP_04_results.R`	2356	Fig_C6_B.png
Figure C7A	`programs/JMP_04_results.R`	2445	Fig_C7_A.png
Figure C7B	`programs/JMP_04_results.R`	2469	Fig_C7_B.png
Figure D1A	`programs/model_line.py`	913	simulated_model_line_tariff_PanelA.png
Figure D1B	`programs/model_line.py`	926	simulated_model_line_tariff_PanelB.png
Figure D1C	`programs/model_line.py`	940	simulated_model_line_tariff_PanelC.png
Figure D1D	`programs/model_line.py`	954	simulated_model_line_tariff_PanelD.png
Figure D2A	`programs/JMP_04_results.R`	2558	ssa_2025_growthAK.png
Figure D2B	`programs/JMP_04_results.R`	2579	ssa_2025_growthAK_changes_distribution.png
Figure D2C	`programs/JMP_04_results.R`	2694	ssa_2025_delta_AK.png
Figure D2D	`programs/JMP_04_results.R`	2715	ssa_2025_delta_AK_distribution.png
Figure D2E	`programs/JMP_04_results.R`	2651	ssa_2025_delta_u.png
Figure D2F	`programs/JMP_04_results.R`	2672	ssa_2025_delta_u_distribution.png
Figure E1A	`programs/JMP_04_results.R`	2773	ssa_2025_withincountry_ineq.png
Figure E1B	`programs/JMP_04_results.R`	2811	ssa_2025_withincountry_ineq_EUmig.png
Figure E1C	`programs/JMP_04_results.R`	2850	ssa_2025_withincountry_ineq_EUtrade.png
Figure E1D	`programs/JMP_04_results.R`	2889	ssa_2025_withincountry_ineq_EUboth.png

Table A2. List of Tables
Table	Program	Line Number	Output file (stored in `results/tables/`).
Table 3A	`programs/JMP_04_results.R`	1085	table3_panelA_2025.tex
Table 3B	`programs/JMP_04_results.R`	1158	table3_panelB_2025.tex
Table 4A	`programs/JMP_04_results.R`	1232	table4_panel_A_2025.tex
Table 4B	`programs/JMP_04_results.R`	1296	table4_panel_B_2025.tex
Table A2A	`programs/JMP_04_results.R`	2923	table_WFP_sum_stats_all.tex
Table A2B	`programs/JMP_04_results.R`	2940	table_WFP_sum_stats_mkt_crop.tex
Table A2C	`programs/JMP_04_results.R`	2957	table_WFP_sum_stats_mkt.tex
Table A2D	`programs/JMP_04_results.R`	2973	table_WFP_sum_stats_country.tex
Table A3A	`programs/JMP_04_results.R`	3017	table_tariffs_sum_stats_all.tex
Table A3B	`programs/JMP_04_results.R`	3047	table_tariffs_sum_stats_agric.tex
Table A3C	`programs/JMP_04_results.R`	3073	table_tariffs_sum_stats_manufac.tex
Table A3D	`programs/JMP_04_results.R`	3099	table_tariffs_sum_stats_serv.tex
Table A3E	`programs/JMP_04_results.R`	3154	table_tariffs_sum_stats_weighted.tex
Table A4	`programs/JMP_04_results.R`	3306	table_IPUMS_data.tex
Table C1	`programs/JMP_01_data.R`	3223	tableC1_2025.tex
Table C2A	`programs/JMP_04_results.R`	3439	tableC2_PanelA_2025.tex
Table C2B	`programs/JMP_04_results.R`	3450	tableC2_PanelB_2025.tex
Table D1	`programs/JMP_04_results.R`	3592	tableD1_panel_baseline_2025.tex
Table D1A	`programs/JMP_04_results.R`	3599	tableD1_panel_A_2025.tex
Table D1B	`programs/JMP_04_results.R`	3606	tableD1_panel_B_2025.tex
Table D1C	`programs/JMP_04_results.R`	3613	tableD1_panel_C_2025.tex
Table D1D	`programs/JMP_04_results.R`	3620	tableD1_panel_D_2025.tex
Table D2A	`programs/JMP_04_results.R`	3758	tableD2_panelA_2025.tex
Table D2B	`programs/JMP_04_results.R`	3831	tableD2_panelB_2025.tex
Table E1	`programs/JMP_04_results.R`	4641	table_reg_prod_trade_mig_2025.tex
Table E2A	`programs/JMP_04_results.R`	4687	tableEX_panelA_2025.tex
Table E2B	`programs/JMP_04_results.R`	4758	tableEX_panelB_2025.tex
Table E2C	`programs/JMP_04_results.R`	4793	tableEX_panelC_2025.tex
Table E3A	`programs/JMP_04_results.R`	1232	table4_panel_A_2025.tex
Table E3B	`programs/JMP_04_results.R`	1296	table4_panel_B_2025.tex
Table E3C	`programs/JMP_04_results.R`	1356	table4_panel_C_2025.tex
Table E4	`programs/JMP_04_results.R`	4866	tableE4_2025.tex
Table E5	`programs/JMP_04_results.R`	4945	tableE5_2025.tex
Table E6A	`programs/JMP_04_results.R`	4998	tableE6_panelA_2025.tex
Table E6B	`programs/JMP_04_results.R`	5063	tableE6_panelB_2025.tex

Appendix B - Retrieving Proprietary Data

While all the data use in the paper is publicly available, some are proprietary (see Table 2) and cannot thus be disseminated with this replication package. The following describes the steps to retrieve them

Murdock ethnic groups

This data (Nunn and Wantchekon, 2011) can be retrieved in its dedicated page, in the link “Murdock ethnic groups [Shapefile]”. The data used in the paper was retrieved in December 2024.

Upon downloading, one needs to unzip all its files in the inputs/ folder as ethnic-tribes-murdoch-nunn/borders_tribes.*'.

G-Econ v4.0

This data (Nordhaus et al., 2006) can be retrieved in its dedicated page, in the link “Spreadsheet with preliminary data for GEcon 4.0 (May 2011)”. The data used in the paper was retrieved in October 2019.

Upon downloading, one needs to store it in the inputs/ folder as g-econ-v4/Gecon40_post_final.csv'.

IPUMS

This data (IPUMS, 2020) can be retrieved from the IPUMS International portal upon a (free) login request. Two sources of IPUMS data are used in the paper:

IPUMS Shapefiles

The IPUMS shapefiles used in the paper are the “Country level” and “Subnational Adminstrative level 1 (ADM1)” available in the IPUMS International portal. They must be downloaded and stored with the following structure:

.
|- inputs/ipums/
|  |- countries/
|  |  |-- world_countries_2020.CPG
|  |  |-- world_countries_2020.dbf
|  |  |-- world_countries_2020.prj
|  |  |-- world_countries_2020.sbn
|  |  |-- world_countries_2020.sbx
|  |  |-- world_countries_2020.shp
|  |  |-- world_countries_2020.xml
|  |  |-- world_countries_2020.shx
|  |- level1/
|  |  |-- world_geolev1_2021.CPG
|  |  |-- world_geolev1_2021.dbf
|  |  |-- world_geolev1_2021.prj
|  |  |-- world_geolev1_2021.sbn
|  |  |-- world_geolev1_2021.sbx
|  |  |-- world_geolev1_2021.shp
|  |  |-- world_geolev1_2021.xml
|  |  |-- world_geolev1_2021.shx

IPUMS micro data

Reconstructing the raw IPUMS micro data used in the paper consists of separately downloading 63 data extracts and storing them inside inputs/ipums/data/ with the following structure (Appendix C documents each variable that must be extracted in each of those):

.
|- inputs/ipums/
|  |- data/
|  |  |-- BEN_BJ_1979.dta
|  |  |-- BEN_BJ_1992.dta
|  |  |-- BEN_BJ_2002.dta
|  |  |-- BEN_BJ_2013.dta
|  |  |-- BFA_BF_1996.dta
|  |  |-- BFA_BF_2006.dta
|  |  |-- BWA_BW_1981.dta
|  |  |-- BWA_BW_1991.dta
|  |  |-- BWA_BW_2001.dta
|  |  |-- BWA_BW_2011.dta
|  |  |-- CMR_CM_1976.dta
|  |  |-- CMR_CM_1987.dta
|  |  |-- CMR_CM_2005.dta
|  |  |-- ETH_ET_1994.dta
|  |  |-- ETH_ET_2007.dta
|  |  |-- GHA_GH_1984.dta
|  |  |-- GHA_GH_2000.dta
|  |  |-- GHA_GH_2010.dta
|  |  |-- GIN_GN_1983.dta
|  |  |-- GIN_GN_1996.dta
|  |  |-- GIN_GN_2014.dta
|  |  |-- KEN_KE_1969.dta
|  |  |-- KEN_KE_1979.dta
|  |  |-- KEN_KE_1989.dta
|  |  |-- KEN_KE_1999.dta
|  |  |-- KEN_KE_2009.dta
|  |  |-- LBR_LR_1974.dta
|  |  |-- LBR_LR_2008.dta
|  |  |-- LSO_LS_1996.dta
|  |  |-- LSO_LS_2006.dta
|  |  |-- MLI_ML_1987.dta
|  |  |-- MLI_ML_1998.dta
|  |  |-- MLI_ML_2009.dta
|  |  |-- MOZ_MZ_1997.dta
|  |  |-- MOZ_MZ_2007.dta
|  |  |-- MUS_MU_1990.dta
|  |  |-- MUS_MU_2000.dta
|  |  |-- MUS_MU_2011.dta
|  |  |-- MWI_MW_1998.dta
|  |  |-- MWI_MW_2008.dta
|  |  |-- RWA_RW_1991.dta
|  |  |-- RWA_RW_2002.dta
|  |  |-- SDN_SD_2008.dta
|  |  |-- SEN_SN_1988.dta
|  |  |-- SEN_SN_2002.dta
|  |  |-- SEN_SN_2013.dta
|  |  |-- SLE_SL_2004.dta
|  |  |-- SLE_SL_2015.dta
|  |  |-- SSD_SS_2008.dta
|  |  |-- TGO_TG_2010.dta
|  |  |-- TZA_TZ_1988.dta
|  |  |-- TZA_TZ_2002.dta
|  |  |-- TZA_TZ_2012.dta
|  |  |-- UGA_UG_1991.dta
|  |  |-- UGA_UG_2002.dta
|  |  |-- ZAF_ZA_2001.dta
|  |  |-- ZAF_ZA_2007.dta
|  |  |-- ZAF_ZA_2011.dta
|  |  |-- ZAF_ZA_2016.dta
|  |  |-- ZMB_ZM_1990.dta
|  |  |-- ZMB_ZM_2000.dta
|  |  |-- ZMB_ZM_2010.dta
|  |  |-- ZWE_ZW_2012.dta

ITPD-E

This data (Borchet et al., 2021) can be retrieved from two different sources:

The trade data for estimation can be downloaded in its dedicated page, in the link “Download ITPD-E Release 1”. Upon downloading, one needs to store it in the inputs/ folder as itpd-e-trade/ITPD_E_R01.csv. The data used in the paper was retreived in May 2020.

The additional concordance tables can be downloaded in its dedicated page, in the “Industry concordances for ITPD-E R02” section (the data used in the paper was retreived in April 2025):

ITPD-E R02 Agriculture (industries 1-26) and FCL items (must be stored in the inputs/ folder as itpd-e-trade/itpd_e_r02_ag_fcl.csv)
ITPD-E R02 Forestry (27) and Fishing (28) and ISIC (must be stored in the inputs/ folder as itpd-e-trade/itpd_e_r02_ff_isic.csv)
ITPD-E R02 Mining and Energy (29-35) and ISIC (must be stored in the inputs/ folder as itpd-e-trade/itpd_e_r02_me_isic.csv)
ITPD-E R02 Manufacturing (26-123) and ISIC (must be stored in the inputs/ folder as itpd-e-trade/itpd_e_r02_manuf_isic.csv)

Fontagne et al. (2022) data

This data (Fontagne et al., 2022) can be retrieved in Fontagne et al. (2022)’s dedicated page, in the “Applied bilateral tariff MacMap (HS 6-digit)” section’s link. This is a very large file. The data used in the paper was retrieved in April 2025.

Upon downloading, one needs to extract the 2007 cross-section and store it in the inputs/ folder as macmap_fontagne/mmhs6_2007.csv'.

WFP-VAM

This data (WFP, 2019) can be retrieved in its dedicated page, by choosing “Prices” in the “Data to export” field and then the country/market/commodity/type/date to be retrieved.

Importantly, the raw data constructed in the paper contains about 13,000 of such combinations, which were retrieved (in February 2019) with a bulk download tools that, unfortunately, is not available anymore (as the WFP-VAM portal changed after so many years).

Hence, to reconstruct my raw data, one woud need to manually extract each of these 13,000 combinations (available here) or designing an automated routine with WFP’s new API functionalities.

Once achieving that, one needs to store this raw data as a unique file in the inputs/ folder as wfp-vam/wfpvam_foodprices.csv'.

WITS Concordance Tables

This data (World Bank, 2025) can be retrived in WITS’ Concordance webpage, in the link “HS Combined to ISIC Rev 3”.

It must be stored in the inputs/ folder as wits_concordance/JobID-64_Concordance_HS_to_I3.CSV. The data used in the paper was retrieved in April 2025.

Appendix C - IPUMS Metadata

The tables below document the variables that must be extracted for each IPUMS data extract. Each table’s title contain the file name that the extract must be stored with in the inputs/ipums/data/ folder.⁶

List of variables in the `BEN_BJ_1979.dta` extract
Country	Year	Variable	Label
Benin	1979	country	country
Benin	1979	year	year
Benin	1979	sample	ipums sample identifier
Benin	1979	serial	household serial number
Benin	1979	hhwt	household weight
Benin	1979	regionw	continent and region of country
Benin	1979	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Benin	1979	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Benin	1979	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Benin	1979	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Benin	1979	areamollwgeo1	area of geolev1 unit in square kilometers
Benin	1979	areamollwgeo2	area of geolev2 unit in square kilometers
Benin	1979	pernum	person number
Benin	1979	perwt	person weight
Benin	1979	relate	relationship to household head [general version]
Benin	1979	related	relationship to household head [detailed version]
Benin	1979	age	age
Benin	1979	age2	age, grouped into intervals
Benin	1979	sex	sex
Benin	1979	marst	marital status [general version]
Benin	1979	marstd	marital status [detailed version]
Benin	1979	polygam	polygamous union
Benin	1979	citizen	citizenship
Benin	1979	bplbj1	department of birth, benin
Benin	1979	bplbj2	commune of birth, benin
Benin	1979	empstat	activity status (employment status) [general version]
Benin	1979	empstatd	activity status (employment status) [detailed version]
Benin	1979	labforce	labor force participation
Benin	1979	occisco	occupation, isco general
Benin	1979	occ	occupation, unrecoded
Benin	1979	indgen	industry, general recode
Benin	1979	ind	industry, unrecoded
Benin	1979	classwk	status in employment (class of worker) [general version]
Benin	1979	classwkd	status in employment (class of worker) [detailed version]
Benin	1979	migratep	migration status, previous residence
Benin	1979	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Benin	1979	migyrs1	years residing in current locality
Benin	1979	mig1_p_bj	department of previous residence, benin; consistent boundaries, gis
Benin	1979	mig2_p_bj	commune of previous residence, benin; consistent boundaries, gis

List of variables in the `BEN_BJ_1992.dta` extract
Country	Year	Variable	Label
Benin	1992	country	country
Benin	1992	year	year
Benin	1992	sample	ipums sample identifier
Benin	1992	serial	household serial number
Benin	1992	hhwt	household weight
Benin	1992	urban	urban-rural status
Benin	1992	regionw	continent and region of country
Benin	1992	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Benin	1992	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Benin	1992	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Benin	1992	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Benin	1992	areamollwgeo1	area of geolev1 unit in square kilometers
Benin	1992	areamollwgeo2	area of geolev2 unit in square kilometers
Benin	1992	pernum	person number
Benin	1992	perwt	person weight
Benin	1992	resident	residence status: de facto, de jure
Benin	1992	relate	relationship to household head [general version]
Benin	1992	related	relationship to household head [detailed version]
Benin	1992	age	age
Benin	1992	age2	age, grouped into intervals
Benin	1992	sex	sex
Benin	1992	marst	marital status [general version]
Benin	1992	marstd	marital status [detailed version]
Benin	1992	consens	consensual union
Benin	1992	polygam	polygamous union
Benin	1992	birthyr	year of birth
Benin	1992	birthmo	month of birth
Benin	1992	citizen	citizenship
Benin	1992	nation	country of citizenship
Benin	1992	bplbj1	department of birth, benin
Benin	1992	bplbj2	commune of birth, benin
Benin	1992	empstat	activity status (employment status) [general version]
Benin	1992	empstatd	activity status (employment status) [detailed version]
Benin	1992	labforce	labor force participation
Benin	1992	occisco	occupation, isco general
Benin	1992	occ	occupation, unrecoded
Benin	1992	isco68a	occupation, isco-1968, 3-digit
Benin	1992	indgen	industry, general recode
Benin	1992	ind	industry, unrecoded
Benin	1992	classwk	status in employment (class of worker) [general version]
Benin	1992	classwkd	status in employment (class of worker) [detailed version]
Benin	1992	migratep	migration status, previous residence
Benin	1992	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Benin	1992	migyrs1	years residing in current locality
Benin	1992	mig1_p_bj	department of previous residence, benin; consistent boundaries, gis
Benin	1992	mig2_p_bj	commune of previous residence, benin; consistent boundaries, gis

List of variables in the `BEN_BJ_2002.dta` extract
Country	Year	Variable	Label
Benin	2002	country	country
Benin	2002	year	year
Benin	2002	sample	ipums sample identifier
Benin	2002	serial	household serial number
Benin	2002	hhwt	household weight
Benin	2002	urban	urban-rural status
Benin	2002	regionw	continent and region of country
Benin	2002	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Benin	2002	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Benin	2002	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Benin	2002	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Benin	2002	areamollwgeo1	area of geolev1 unit in square kilometers
Benin	2002	areamollwgeo2	area of geolev2 unit in square kilometers
Benin	2002	pernum	person number
Benin	2002	perwt	person weight
Benin	2002	resident	residence status: de facto, de jure
Benin	2002	relate	relationship to household head [general version]
Benin	2002	related	relationship to household head [detailed version]
Benin	2002	age	age
Benin	2002	age2	age, grouped into intervals
Benin	2002	sex	sex
Benin	2002	marst	marital status [general version]
Benin	2002	marstd	marital status [detailed version]
Benin	2002	consens	consensual union
Benin	2002	polygam	polygamous union
Benin	2002	subfnum	subfamily membership number
Benin	2002	birthyr	year of birth
Benin	2002	birthmo	month of birth
Benin	2002	nativity	nativity status
Benin	2002	bplcountry	country of birth
Benin	2002	citizen	citizenship
Benin	2002	nation	country of citizenship
Benin	2002	bplbj1	department of birth, benin
Benin	2002	bplbj2	commune of birth, benin
Benin	2002	empstat	activity status (employment status) [general version]
Benin	2002	empstatd	activity status (employment status) [detailed version]
Benin	2002	labforce	labor force participation
Benin	2002	occisco	occupation, isco general
Benin	2002	occ	occupation, unrecoded
Benin	2002	isco68a	occupation, isco-1968, 3-digit
Benin	2002	indgen	industry, general recode
Benin	2002	ind	industry, unrecoded
Benin	2002	classwk	status in employment (class of worker) [general version]
Benin	2002	classwkd	status in employment (class of worker) [detailed version]
Benin	2002	empsect	sector of employment
Benin	2002	migratep	migration status, previous residence
Benin	2002	migctryp	country of previous residence
Benin	2002	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Benin	2002	migyrs1	years residing in current locality
Benin	2002	mig1_p_bj	department of previous residence, benin; consistent boundaries, gis
Benin	2002	mig2_p_bj	commune of previous residence, benin; consistent boundaries, gis

List of variables in the `BEN_BJ_2013.dta` extract
Country	Year	Variable	Label
Benin	2013	country	country
Benin	2013	year	year
Benin	2013	sample	ipums sample identifier
Benin	2013	serial	household serial number
Benin	2013	hhwt	household weight
Benin	2013	urban	urban-rural status
Benin	2013	regionw	continent and region of country
Benin	2013	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Benin	2013	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Benin	2013	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Benin	2013	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Benin	2013	areamollwgeo1	area of geolev1 unit in square kilometers
Benin	2013	areamollwgeo2	area of geolev2 unit in square kilometers
Benin	2013	pernum	person number
Benin	2013	perwt	person weight
Benin	2013	resident	residence status: de facto, de jure
Benin	2013	relate	relationship to household head [general version]
Benin	2013	related	relationship to household head [detailed version]
Benin	2013	age	age
Benin	2013	age2	age, grouped into intervals
Benin	2013	sex	sex
Benin	2013	marst	marital status [general version]
Benin	2013	marstd	marital status [detailed version]
Benin	2013	consens	consensual union
Benin	2013	polygam	polygamous union
Benin	2013	subfnum	subfamily membership number
Benin	2013	birthyr	year of birth
Benin	2013	birthmo	month of birth
Benin	2013	nativity	nativity status
Benin	2013	bplcountry	country of birth
Benin	2013	citizen	citizenship
Benin	2013	nation	country of citizenship
Benin	2013	bplbj1	department of birth, benin
Benin	2013	bplbj2	commune of birth, benin
Benin	2013	empstat	activity status (employment status) [general version]
Benin	2013	empstatd	activity status (employment status) [detailed version]
Benin	2013	labforce	labor force participation
Benin	2013	occisco	occupation, isco general
Benin	2013	occ	occupation, unrecoded
Benin	2013	indgen	industry, general recode
Benin	2013	ind	industry, unrecoded
Benin	2013	classwk	status in employment (class of worker) [general version]
Benin	2013	classwkd	status in employment (class of worker) [detailed version]
Benin	2013	empsect	sector of employment
Benin	2013	migratep	migration status, previous residence
Benin	2013	migctryp	country of previous residence
Benin	2013	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Benin	2013	migyrs1	years residing in current locality
Benin	2013	mig1_p_bj	department of previous residence, benin; consistent boundaries, gis
Benin	2013	mig2_p_bj	commune of previous residence, benin; consistent boundaries, gis

List of variables in the `BFA_BF_1996.dta` extract
Country	Year	Variable	Label
Burkina Faso	1996	country	country
Burkina Faso	1996	year	year
Burkina Faso	1996	sample	ipums sample identifier
Burkina Faso	1996	serial	household serial number
Burkina Faso	1996	hhwt	household weight
Burkina Faso	1996	regionw	continent and region of country
Burkina Faso	1996	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Burkina Faso	1996	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Burkina Faso	1996	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Burkina Faso	1996	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Burkina Faso	1996	areamollwgeo1	area of geolev1 unit in square kilometers
Burkina Faso	1996	areamollwgeo2	area of geolev2 unit in square kilometers
Burkina Faso	1996	pernum	person number
Burkina Faso	1996	perwt	person weight
Burkina Faso	1996	resident	residence status: de facto, de jure
Burkina Faso	1996	relate	relationship to household head [general version]
Burkina Faso	1996	related	relationship to household head [detailed version]
Burkina Faso	1996	age	age
Burkina Faso	1996	age2	age, grouped into intervals
Burkina Faso	1996	sex	sex
Burkina Faso	1996	marst	marital status [general version]
Burkina Faso	1996	marstd	marital status [detailed version]
Burkina Faso	1996	polygam	polygamous union
Burkina Faso	1996	birthyr	year of birth
Burkina Faso	1996	birthmo	month of birth
Burkina Faso	1996	nativity	nativity status
Burkina Faso	1996	bplcountry	country of birth
Burkina Faso	1996	citizen	citizenship
Burkina Faso	1996	nation	country of citizenship
Burkina Faso	1996	bplbf	province of birth, burkina faso
Burkina Faso	1996	empstat	activity status (employment status) [general version]
Burkina Faso	1996	empstatd	activity status (employment status) [detailed version]
Burkina Faso	1996	labforce	labor force participation
Burkina Faso	1996	occisco	occupation, isco general
Burkina Faso	1996	occ	occupation, unrecoded
Burkina Faso	1996	indgen	industry, general recode
Burkina Faso	1996	ind	industry, unrecoded
Burkina Faso	1996	classwk	status in employment (class of worker) [general version]
Burkina Faso	1996	classwkd	status in employment (class of worker) [detailed version]
Burkina Faso	1996	migrate1	migration status, 1 year
Burkina Faso	1996	migctry1	country of residence 1 year ago

List of variables in the `BFA_BF_2006.dta` extract
Country	Year	Variable	Label
Burkina Faso	2006	country	country
Burkina Faso	2006	year	year
Burkina Faso	2006	sample	ipums sample identifier
Burkina Faso	2006	serial	household serial number
Burkina Faso	2006	hhwt	household weight
Burkina Faso	2006	urban	urban-rural status
Burkina Faso	2006	regionw	continent and region of country
Burkina Faso	2006	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Burkina Faso	2006	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Burkina Faso	2006	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Burkina Faso	2006	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Burkina Faso	2006	areamollwgeo1	area of geolev1 unit in square kilometers
Burkina Faso	2006	areamollwgeo2	area of geolev2 unit in square kilometers
Burkina Faso	2006	pernum	person number
Burkina Faso	2006	perwt	person weight
Burkina Faso	2006	resident	residence status: de facto, de jure
Burkina Faso	2006	relate	relationship to household head [general version]
Burkina Faso	2006	related	relationship to household head [detailed version]
Burkina Faso	2006	age	age
Burkina Faso	2006	age2	age, grouped into intervals
Burkina Faso	2006	sex	sex
Burkina Faso	2006	marst	marital status [general version]
Burkina Faso	2006	marstd	marital status [detailed version]
Burkina Faso	2006	polygam	polygamous union
Burkina Faso	2006	birthyr	year of birth
Burkina Faso	2006	birthmo	month of birth
Burkina Faso	2006	nativity	nativity status
Burkina Faso	2006	bplcountry	country of birth
Burkina Faso	2006	citizen	citizenship
Burkina Faso	2006	nation	country of citizenship
Burkina Faso	2006	bplbf	province of birth, burkina faso
Burkina Faso	2006	empstat	activity status (employment status) [general version]
Burkina Faso	2006	empstatd	activity status (employment status) [detailed version]
Burkina Faso	2006	labforce	labor force participation
Burkina Faso	2006	classwk	status in employment (class of worker) [general version]
Burkina Faso	2006	classwkd	status in employment (class of worker) [detailed version]
Burkina Faso	2006	migrate1	migration status, 1 year
Burkina Faso	2006	migctry1	country of residence 1 year ago

List of variables in the `BWA_BW_1981.dta` extract
Country	Year	Variable	Label
Botswana	1981	country	country
Botswana	1981	year	year
Botswana	1981	sample	ipums sample identifier
Botswana	1981	serial	household serial number
Botswana	1981	hhwt	household weight
Botswana	1981	regionw	continent and region of country
Botswana	1981	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Botswana	1981	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Botswana	1981	areamollwgeo1	area of geolev1 unit in square kilometers
Botswana	1981	pernum	person number
Botswana	1981	perwt	person weight
Botswana	1981	relate	relationship to household head [general version]
Botswana	1981	related	relationship to household head [detailed version]
Botswana	1981	age	age
Botswana	1981	age2	age, grouped into intervals
Botswana	1981	sex	sex
Botswana	1981	marst	marital status [general version]
Botswana	1981	marstd	marital status [detailed version]
Botswana	1981	citizen	citizenship
Botswana	1981	nation	country of citizenship
Botswana	1981	occisco	occupation, isco general
Botswana	1981	occ	occupation, unrecoded
Botswana	1981	indgen	industry, general recode
Botswana	1981	ind	industry, unrecoded
Botswana	1981	migrate1	migration status, 1 year
Botswana	1981	migctry1	country of residence 1 year ago
Botswana	1981	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Botswana	1981	mig1_1_bw	district of residence 1 year ago, botswana; consistent boundaries, gis

List of variables in the `BWA_BW_1991.dta` extract
Country	Year	Variable	Label
Botswana	1991	country	country
Botswana	1991	year	year
Botswana	1991	sample	ipums sample identifier
Botswana	1991	serial	household serial number
Botswana	1991	hhwt	household weight
Botswana	1991	urban	urban-rural status
Botswana	1991	regionw	continent and region of country
Botswana	1991	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Botswana	1991	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Botswana	1991	areamollwgeo1	area of geolev1 unit in square kilometers
Botswana	1991	pernum	person number
Botswana	1991	perwt	person weight
Botswana	1991	relate	relationship to household head [general version]
Botswana	1991	related	relationship to household head [detailed version]
Botswana	1991	age	age
Botswana	1991	age2	age, grouped into intervals
Botswana	1991	sex	sex
Botswana	1991	marst	marital status [general version]
Botswana	1991	marstd	marital status [detailed version]
Botswana	1991	consens	consensual union
Botswana	1991	citizen	citizenship
Botswana	1991	nation	country of citizenship
Botswana	1991	empstat	activity status (employment status) [general version]
Botswana	1991	empstatd	activity status (employment status) [detailed version]
Botswana	1991	labforce	labor force participation
Botswana	1991	occisco	occupation, isco general
Botswana	1991	occ	occupation, unrecoded
Botswana	1991	indgen	industry, general recode
Botswana	1991	ind	industry, unrecoded
Botswana	1991	classwk	status in employment (class of worker) [general version]
Botswana	1991	classwkd	status in employment (class of worker) [detailed version]
Botswana	1991	migrate1	migration status, 1 year
Botswana	1991	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Botswana	1991	mig1_1_bw	district of residence 1 year ago, botswana; consistent boundaries, gis

List of variables in the `BWA_BW_2001.dta` extract
Country	Year	Variable	Label
Botswana	2001	country	country
Botswana	2001	year	year
Botswana	2001	sample	ipums sample identifier
Botswana	2001	serial	household serial number
Botswana	2001	hhwt	household weight
Botswana	2001	regionw	continent and region of country
Botswana	2001	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Botswana	2001	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Botswana	2001	areamollwgeo1	area of geolev1 unit in square kilometers
Botswana	2001	pernum	person number
Botswana	2001	perwt	person weight
Botswana	2001	relate	relationship to household head [general version]
Botswana	2001	related	relationship to household head [detailed version]
Botswana	2001	age	age
Botswana	2001	age2	age, grouped into intervals
Botswana	2001	sex	sex
Botswana	2001	marst	marital status [general version]
Botswana	2001	marstd	marital status [detailed version]
Botswana	2001	consens	consensual union
Botswana	2001	nativity	nativity status
Botswana	2001	citizen	citizenship
Botswana	2001	nation	country of citizenship
Botswana	2001	bplbw	district of birth, botswana
Botswana	2001	empstat	activity status (employment status) [general version]
Botswana	2001	empstatd	activity status (employment status) [detailed version]
Botswana	2001	labforce	labor force participation
Botswana	2001	occisco	occupation, isco general
Botswana	2001	occ	occupation, unrecoded
Botswana	2001	isco88a	occupation, isco-1988, 3-digit
Botswana	2001	indgen	industry, general recode
Botswana	2001	ind	industry, unrecoded
Botswana	2001	classwk	status in employment (class of worker) [general version]
Botswana	2001	classwkd	status in employment (class of worker) [detailed version]
Botswana	2001	migrate1	migration status, 1 year
Botswana	2001	migctry1	country of residence 1 year ago
Botswana	2001	migctry5	country of residence 5 years ago
Botswana	2001	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Botswana	2001	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co
Botswana	2001	mig1_1_bw	district of residence 1 year ago, botswana; consistent boundaries, gis
Botswana	2001	mig1_5_bw	district of residence 5 years ago, botswana; consistent boundaries, gis

List of variables in the `BWA_BW_2011.dta` extract
Country	Year	Variable	Label
Botswana	2011	country	country
Botswana	2011	year	year
Botswana	2011	sample	ipums sample identifier
Botswana	2011	serial	household serial number
Botswana	2011	hhwt	household weight
Botswana	2011	regionw	continent and region of country
Botswana	2011	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Botswana	2011	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Botswana	2011	areamollwgeo1	area of geolev1 unit in square kilometers
Botswana	2011	pernum	person number
Botswana	2011	perwt	person weight
Botswana	2011	relate	relationship to household head [general version]
Botswana	2011	related	relationship to household head [detailed version]
Botswana	2011	age	age
Botswana	2011	age2	age, grouped into intervals
Botswana	2011	sex	sex
Botswana	2011	marst	marital status [general version]
Botswana	2011	marstd	marital status [detailed version]
Botswana	2011	consens	consensual union
Botswana	2011	nativity	nativity status
Botswana	2011	citizen	citizenship
Botswana	2011	nation	country of citizenship
Botswana	2011	bplbw	district of birth, botswana
Botswana	2011	empstat	activity status (employment status) [general version]
Botswana	2011	empstatd	activity status (employment status) [detailed version]
Botswana	2011	labforce	labor force participation
Botswana	2011	occisco	occupation, isco general
Botswana	2011	occ	occupation, unrecoded
Botswana	2011	isco88a	occupation, isco-1988, 3-digit
Botswana	2011	indgen	industry, general recode
Botswana	2011	ind	industry, unrecoded
Botswana	2011	classwk	status in employment (class of worker) [general version]
Botswana	2011	classwkd	status in employment (class of worker) [detailed version]
Botswana	2011	migrate1	migration status, 1 year
Botswana	2011	migrate5	migration status, 5 years
Botswana	2011	migctry1	country of residence 1 year ago
Botswana	2011	migctry5	country of residence 5 years ago
Botswana	2011	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Botswana	2011	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co
Botswana	2011	mig1_1_bw	district of residence 1 year ago, botswana; consistent boundaries, gis
Botswana	2011	mig1_5_bw	district of residence 5 years ago, botswana; consistent boundaries, gis

List of variables in the `CMR_CM_1976.dta` extract
Country	Year	Variable	Label
Cameroon	1976	country	country
Cameroon	1976	year	year
Cameroon	1976	sample	ipums sample identifier
Cameroon	1976	serial	household serial number
Cameroon	1976	hhwt	household weight
Cameroon	1976	regionw	continent and region of country
Cameroon	1976	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Cameroon	1976	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Cameroon	1976	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Cameroon	1976	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Cameroon	1976	areamollwgeo1	area of geolev1 unit in square kilometers
Cameroon	1976	areamollwgeo2	area of geolev2 unit in square kilometers
Cameroon	1976	pernum	person number
Cameroon	1976	perwt	person weight
Cameroon	1976	resident	residence status: de facto, de jure
Cameroon	1976	relate	relationship to household head [general version]
Cameroon	1976	related	relationship to household head [detailed version]
Cameroon	1976	age	age
Cameroon	1976	age2	age, grouped into intervals
Cameroon	1976	sex	sex
Cameroon	1976	marst	marital status [general version]
Cameroon	1976	marstd	marital status [detailed version]
Cameroon	1976	polygam	polygamous union
Cameroon	1976	birthyr	year of birth
Cameroon	1976	birthmo	month of birth
Cameroon	1976	nativity	nativity status
Cameroon	1976	bplcountry	country of birth
Cameroon	1976	citizen	citizenship
Cameroon	1976	nation	country of citizenship
Cameroon	1976	bplcm	arrondissement of birth, cameroon
Cameroon	1976	empstat	activity status (employment status) [general version]
Cameroon	1976	empstatd	activity status (employment status) [detailed version]
Cameroon	1976	labforce	labor force participation
Cameroon	1976	occisco	occupation, isco general
Cameroon	1976	occ	occupation, unrecoded
Cameroon	1976	classwk	status in employment (class of worker) [general version]
Cameroon	1976	classwkd	status in employment (class of worker) [detailed version]
Cameroon	1976	migratep	migration status, previous residence
Cameroon	1976	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Cameroon	1976	migyrs1	years residing in current locality
Cameroon	1976	mig1_p_cm	province of previous residence, cameroon; consistent boundaries, gis
Cameroon	1976	mig2_p_cm	arrondissement/department of previous residence, cameroon; consistent boundaries

List of variables in the `CMR_CM_1987.dta` extract
Country	Year	Variable	Label
Cameroon	1987	country	country
Cameroon	1987	year	year
Cameroon	1987	sample	ipums sample identifier
Cameroon	1987	serial	household serial number
Cameroon	1987	hhwt	household weight
Cameroon	1987	urban	urban-rural status
Cameroon	1987	regionw	continent and region of country
Cameroon	1987	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Cameroon	1987	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Cameroon	1987	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Cameroon	1987	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Cameroon	1987	areamollwgeo1	area of geolev1 unit in square kilometers
Cameroon	1987	areamollwgeo2	area of geolev2 unit in square kilometers
Cameroon	1987	pernum	person number
Cameroon	1987	perwt	person weight
Cameroon	1987	resident	residence status: de facto, de jure
Cameroon	1987	relate	relationship to household head [general version]
Cameroon	1987	related	relationship to household head [detailed version]
Cameroon	1987	age	age
Cameroon	1987	age2	age, grouped into intervals
Cameroon	1987	sex	sex
Cameroon	1987	marst	marital status [general version]
Cameroon	1987	marstd	marital status [detailed version]
Cameroon	1987	polygam	polygamous union
Cameroon	1987	nativity	nativity status
Cameroon	1987	bplcountry	country of birth
Cameroon	1987	citizen	citizenship
Cameroon	1987	nation	country of citizenship
Cameroon	1987	bplcm	arrondissement of birth, cameroon
Cameroon	1987	empstat	activity status (employment status) [general version]
Cameroon	1987	empstatd	activity status (employment status) [detailed version]
Cameroon	1987	labforce	labor force participation
Cameroon	1987	classwk	status in employment (class of worker) [general version]
Cameroon	1987	classwkd	status in employment (class of worker) [detailed version]
Cameroon	1987	migratec	migration status, last census
Cameroon	1987	migratep	migration status, previous residence
Cameroon	1987	migctryc	country of residence last census
Cameroon	1987	migctryp	country of previous residence
Cameroon	1987	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Cameroon	1987	migyrs1	years residing in current locality
Cameroon	1987	mig1_p_cm	province of previous residence, cameroon; consistent boundaries, gis
Cameroon	1987	mig2_p_cm	arrondissement/department of previous residence, cameroon; consistent boundaries
Cameroon	1987	mig2_11_cm	arrondissement/county of residence 11 years ago, cameroon; consistent boundaries

List of variables in the `CMR_CM_2005.dta` extract
Country	Year	Variable	Label
Cameroon	2005	country	country
Cameroon	2005	year	year
Cameroon	2005	sample	ipums sample identifier
Cameroon	2005	serial	household serial number
Cameroon	2005	hhwt	household weight
Cameroon	2005	urban	urban-rural status
Cameroon	2005	regionw	continent and region of country
Cameroon	2005	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Cameroon	2005	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Cameroon	2005	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Cameroon	2005	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Cameroon	2005	areamollwgeo1	area of geolev1 unit in square kilometers
Cameroon	2005	areamollwgeo2	area of geolev2 unit in square kilometers
Cameroon	2005	pernum	person number
Cameroon	2005	perwt	person weight
Cameroon	2005	resident	residence status: de facto, de jure
Cameroon	2005	relate	relationship to household head [general version]
Cameroon	2005	related	relationship to household head [detailed version]
Cameroon	2005	age	age
Cameroon	2005	age2	age, grouped into intervals
Cameroon	2005	sex	sex
Cameroon	2005	marst	marital status [general version]
Cameroon	2005	marstd	marital status [detailed version]
Cameroon	2005	consens	consensual union
Cameroon	2005	polygam	polygamous union
Cameroon	2005	birthyr	year of birth
Cameroon	2005	birthmo	month of birth
Cameroon	2005	nativity	nativity status
Cameroon	2005	citizen	citizenship
Cameroon	2005	nation	country of citizenship
Cameroon	2005	bplcm	arrondissement of birth, cameroon
Cameroon	2005	empstat	activity status (employment status) [general version]
Cameroon	2005	empstatd	activity status (employment status) [detailed version]
Cameroon	2005	labforce	labor force participation
Cameroon	2005	occisco	occupation, isco general
Cameroon	2005	occ	occupation, unrecoded
Cameroon	2005	indgen	industry, general recode
Cameroon	2005	ind	industry, unrecoded
Cameroon	2005	classwk	status in employment (class of worker) [general version]
Cameroon	2005	classwkd	status in employment (class of worker) [detailed version]
Cameroon	2005	migrate5	migration status, 5 years
Cameroon	2005	migratep	migration status, previous residence
Cameroon	2005	migctry5	country of residence 5 years ago
Cameroon	2005	migctryp	country of previous residence
Cameroon	2005	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Cameroon	2005	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co
Cameroon	2005	migyrs1	years residing in current locality

List of variables in the `ETH_ET_1994.dta` extract
Country	Year	Variable	Label
Ethiopia	1994	country	country
Ethiopia	1994	year	year
Ethiopia	1994	sample	ipums sample identifier
Ethiopia	1994	serial	household serial number
Ethiopia	1994	hhwt	household weight
Ethiopia	1994	urban	urban-rural status
Ethiopia	1994	regionw	continent and region of country
Ethiopia	1994	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Ethiopia	1994	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Ethiopia	1994	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Ethiopia	1994	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Ethiopia	1994	areamollwgeo1	area of geolev1 unit in square kilometers
Ethiopia	1994	areamollwgeo2	area of geolev2 unit in square kilometers
Ethiopia	1994	pernum	person number
Ethiopia	1994	perwt	person weight
Ethiopia	1994	resident	residence status: de facto, de jure
Ethiopia	1994	relate	relationship to household head [general version]
Ethiopia	1994	related	relationship to household head [detailed version]
Ethiopia	1994	age	age
Ethiopia	1994	age2	age, grouped into intervals
Ethiopia	1994	sex	sex
Ethiopia	1994	marst	marital status [general version]
Ethiopia	1994	marstd	marital status [detailed version]
Ethiopia	1994	occisco	occupation, isco general
Ethiopia	1994	occ	occupation, unrecoded
Ethiopia	1994	isco88a	occupation, isco-1988, 3-digit
Ethiopia	1994	indgen	industry, general recode
Ethiopia	1994	ind	industry, unrecoded
Ethiopia	1994	classwk	status in employment (class of worker) [general version]
Ethiopia	1994	classwkd	status in employment (class of worker) [detailed version]
Ethiopia	1994	dayswrk	days worked last week
Ethiopia	1994	migyrs1	years residing in current locality

List of variables in the `ETH_ET_2007.dta` extract
Country	Year	Variable	Label
Ethiopia	2007	country	country
Ethiopia	2007	year	year
Ethiopia	2007	sample	ipums sample identifier
Ethiopia	2007	serial	household serial number
Ethiopia	2007	hhwt	household weight
Ethiopia	2007	formtype	questionnaire type received by household
Ethiopia	2007	urban	urban-rural status
Ethiopia	2007	regionw	continent and region of country
Ethiopia	2007	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Ethiopia	2007	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Ethiopia	2007	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Ethiopia	2007	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Ethiopia	2007	areamollwgeo1	area of geolev1 unit in square kilometers
Ethiopia	2007	areamollwgeo2	area of geolev2 unit in square kilometers
Ethiopia	2007	pernum	person number
Ethiopia	2007	perwt	person weight
Ethiopia	2007	resident	residence status: de facto, de jure
Ethiopia	2007	relate	relationship to household head [general version]
Ethiopia	2007	related	relationship to household head [detailed version]
Ethiopia	2007	age	age
Ethiopia	2007	age2	age, grouped into intervals
Ethiopia	2007	sex	sex
Ethiopia	2007	marst	marital status [general version]
Ethiopia	2007	marstd	marital status [detailed version]
Ethiopia	2007	consens	consensual union
Ethiopia	2007	empstat	activity status (employment status) [general version]
Ethiopia	2007	empstatd	activity status (employment status) [detailed version]
Ethiopia	2007	labforce	labor force participation
Ethiopia	2007	classwk	status in employment (class of worker) [general version]
Ethiopia	2007	classwkd	status in employment (class of worker) [detailed version]
Ethiopia	2007	wrkavail	available to work
Ethiopia	2007	migyrs1	years residing in current locality

List of variables in the `GHA_GH_1984.dta` extract
Country	Year	Variable	Label
Ghana	1984	country	country
Ghana	1984	year	year
Ghana	1984	sample	ipums sample identifier
Ghana	1984	serial	household serial number
Ghana	1984	hhwt	household weight
Ghana	1984	regionw	continent and region of country
Ghana	1984	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Ghana	1984	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Ghana	1984	areamollwgeo1	area of geolev1 unit in square kilometers
Ghana	1984	pernum	person number
Ghana	1984	perwt	person weight
Ghana	1984	relate	relationship to household head [general version]
Ghana	1984	related	relationship to household head [detailed version]
Ghana	1984	age	age
Ghana	1984	age2	age, grouped into intervals
Ghana	1984	sex	sex
Ghana	1984	nativity	nativity status
Ghana	1984	bplcountry	country of birth
Ghana	1984	citizen	citizenship
Ghana	1984	nation	country of citizenship
Ghana	1984	bplgh	region of birth, ghana
Ghana	1984	empstat	activity status (employment status) [general version]
Ghana	1984	empstatd	activity status (employment status) [detailed version]
Ghana	1984	labforce	labor force participation
Ghana	1984	occisco	occupation, isco general
Ghana	1984	occ	occupation, unrecoded
Ghana	1984	isco68a	occupation, isco-1968, 3-digit
Ghana	1984	indgen	industry, general recode
Ghana	1984	ind	industry, unrecoded
Ghana	1984	classwk	status in employment (class of worker) [general version]
Ghana	1984	classwkd	status in employment (class of worker) [detailed version]
Ghana	1984	empsect	sector of employment
Ghana	1984	dayswrk	days worked last week

List of variables in the `GHA_GH_2000.dta` extract
Country	Year	Variable	Label
Ghana	2000	country	country
Ghana	2000	year	year
Ghana	2000	sample	ipums sample identifier
Ghana	2000	serial	household serial number
Ghana	2000	hhwt	household weight
Ghana	2000	urban	urban-rural status
Ghana	2000	regionw	continent and region of country
Ghana	2000	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Ghana	2000	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Ghana	2000	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Ghana	2000	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Ghana	2000	areamollwgeo1	area of geolev1 unit in square kilometers
Ghana	2000	areamollwgeo2	area of geolev2 unit in square kilometers
Ghana	2000	pernum	person number
Ghana	2000	perwt	person weight
Ghana	2000	relate	relationship to household head [general version]
Ghana	2000	related	relationship to household head [detailed version]
Ghana	2000	age	age
Ghana	2000	age2	age, grouped into intervals
Ghana	2000	sex	sex
Ghana	2000	marst	marital status [general version]
Ghana	2000	marstd	marital status [detailed version]
Ghana	2000	consens	consensual union
Ghana	2000	nativity	nativity status
Ghana	2000	citizen	citizenship
Ghana	2000	bplgh	region of birth, ghana
Ghana	2000	empstat	activity status (employment status) [general version]
Ghana	2000	empstatd	activity status (employment status) [detailed version]
Ghana	2000	labforce	labor force participation
Ghana	2000	occisco	occupation, isco general
Ghana	2000	occ	occupation, unrecoded
Ghana	2000	indgen	industry, general recode
Ghana	2000	ind	industry, unrecoded
Ghana	2000	classwk	status in employment (class of worker) [general version]
Ghana	2000	classwkd	status in employment (class of worker) [detailed version]
Ghana	2000	empsect	sector of employment
Ghana	2000	dayswrk	days worked last week
Ghana	2000	hrswork1	hours worked per week
Ghana	2000	hrswork2	hours worked per week, categorized
Ghana	2000	hrsactual1	actual hours worked per week
Ghana	2000	hrsactual2	actual hours worked per week, categorized
Ghana	2000	migrate5	migration status, 5 years
Ghana	2000	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co
Ghana	2000	mig1_5_gh	region of residence 5 years ago, ghana; consistent boundaries, gis
Ghana	2000	mig2_5_gh	district of residence 5 years ago, ghana; consistent boundaries, gis

List of variables in the `GHA_GH_2010.dta` extract
Country	Year	Variable	Label
Ghana	2010	country	country
Ghana	2010	year	year
Ghana	2010	sample	ipums sample identifier
Ghana	2010	serial	household serial number
Ghana	2010	hhwt	household weight
Ghana	2010	urban	urban-rural status
Ghana	2010	regionw	continent and region of country
Ghana	2010	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Ghana	2010	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Ghana	2010	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Ghana	2010	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Ghana	2010	areamollwgeo1	area of geolev1 unit in square kilometers
Ghana	2010	areamollwgeo2	area of geolev2 unit in square kilometers
Ghana	2010	pernum	person number
Ghana	2010	perwt	person weight
Ghana	2010	relate	relationship to household head [general version]
Ghana	2010	related	relationship to household head [detailed version]
Ghana	2010	age	age
Ghana	2010	age2	age, grouped into intervals
Ghana	2010	sex	sex
Ghana	2010	marst	marital status [general version]
Ghana	2010	marstd	marital status [detailed version]
Ghana	2010	consens	consensual union
Ghana	2010	nativity	nativity status
Ghana	2010	citizen	citizenship
Ghana	2010	bplgh	region of birth, ghana
Ghana	2010	empstat	activity status (employment status) [general version]
Ghana	2010	empstatd	activity status (employment status) [detailed version]
Ghana	2010	labforce	labor force participation
Ghana	2010	occisco	occupation, isco general
Ghana	2010	occ	occupation, unrecoded
Ghana	2010	indgen	industry, general recode
Ghana	2010	ind	industry, unrecoded
Ghana	2010	classwk	status in employment (class of worker) [general version]
Ghana	2010	classwkd	status in employment (class of worker) [detailed version]
Ghana	2010	empsect	sector of employment
Ghana	2010	migyrs1	years residing in current locality

List of variables in the `GIN_GN_1983.dta` extract
Country	Year	Variable	Label
Guinea	1983	country	country
Guinea	1983	year	year
Guinea	1983	sample	ipums sample identifier
Guinea	1983	serial	household serial number
Guinea	1983	hhwt	household weight
Guinea	1983	urban	urban-rural status
Guinea	1983	regionw	continent and region of country
Guinea	1983	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Guinea	1983	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Guinea	1983	areamollwgeo1	area of geolev1 unit in square kilometers
Guinea	1983	pernum	person number
Guinea	1983	perwt	person weight
Guinea	1983	resident	residence status: de facto, de jure
Guinea	1983	relate	relationship to household head [general version]
Guinea	1983	related	relationship to household head [detailed version]
Guinea	1983	age	age
Guinea	1983	age2	age, grouped into intervals
Guinea	1983	sex	sex
Guinea	1983	marst	marital status [general version]
Guinea	1983	marstd	marital status [detailed version]
Guinea	1983	polygam	polygamous union
Guinea	1983	nativity	nativity status
Guinea	1983	bplcountry	country of birth
Guinea	1983	citizen	citizenship
Guinea	1983	nation	country of citizenship
Guinea	1983	bplgn	prefecture of birth, guinea
Guinea	1983	empstat	activity status (employment status) [general version]
Guinea	1983	empstatd	activity status (employment status) [detailed version]
Guinea	1983	labforce	labor force participation
Guinea	1983	occisco	occupation, isco general
Guinea	1983	occ	occupation, unrecoded
Guinea	1983	indgen	industry, general recode
Guinea	1983	ind	industry, unrecoded
Guinea	1983	classwk	status in employment (class of worker) [general version]
Guinea	1983	classwkd	status in employment (class of worker) [detailed version]

List of variables in the `GIN_GN_1996.dta` extract
Country	Year	Variable	Label
Guinea	1996	country	country
Guinea	1996	year	year
Guinea	1996	sample	ipums sample identifier
Guinea	1996	serial	household serial number
Guinea	1996	hhwt	household weight
Guinea	1996	urban	urban-rural status
Guinea	1996	regionw	continent and region of country
Guinea	1996	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Guinea	1996	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Guinea	1996	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Guinea	1996	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Guinea	1996	areamollwgeo1	area of geolev1 unit in square kilometers
Guinea	1996	areamollwgeo2	area of geolev2 unit in square kilometers
Guinea	1996	pernum	person number
Guinea	1996	perwt	person weight
Guinea	1996	resident	residence status: de facto, de jure
Guinea	1996	relate	relationship to household head [general version]
Guinea	1996	related	relationship to household head [detailed version]
Guinea	1996	age	age
Guinea	1996	age2	age, grouped into intervals
Guinea	1996	sex	sex
Guinea	1996	marst	marital status [general version]
Guinea	1996	marstd	marital status [detailed version]
Guinea	1996	consens	consensual union
Guinea	1996	polygam	polygamous union
Guinea	1996	birthyr	year of birth
Guinea	1996	birthmo	month of birth
Guinea	1996	nativity	nativity status
Guinea	1996	bplcountry	country of birth
Guinea	1996	citizen	citizenship
Guinea	1996	nation	country of citizenship
Guinea	1996	bplgn	prefecture of birth, guinea
Guinea	1996	empstat	activity status (employment status) [general version]
Guinea	1996	empstatd	activity status (employment status) [detailed version]
Guinea	1996	labforce	labor force participation
Guinea	1996	occisco	occupation, isco general
Guinea	1996	occ	occupation, unrecoded
Guinea	1996	isco88a	occupation, isco-1988, 3-digit
Guinea	1996	classwk	status in employment (class of worker) [general version]
Guinea	1996	classwkd	status in employment (class of worker) [detailed version]
Guinea	1996	empsect	sector of employment
Guinea	1996	migratep	migration status, previous residence
Guinea	1996	migctryp	country of previous residence
Guinea	1996	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Guinea	1996	migyrs1	years residing in current locality
Guinea	1996	mig1_p_gn	prefecture of previous residence, guinea; consistent boundaries, gis

List of variables in the `GIN_GN_2014.dta` extract
Country	Year	Variable	Label
Guinea	2014	country	country
Guinea	2014	year	year
Guinea	2014	sample	ipums sample identifier
Guinea	2014	serial	household serial number
Guinea	2014	hhwt	household weight
Guinea	2014	urban	urban-rural status
Guinea	2014	regionw	continent and region of country
Guinea	2014	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Guinea	2014	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Guinea	2014	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Guinea	2014	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Guinea	2014	areamollwgeo1	area of geolev1 unit in square kilometers
Guinea	2014	areamollwgeo2	area of geolev2 unit in square kilometers
Guinea	2014	pernum	person number
Guinea	2014	perwt	person weight
Guinea	2014	resident	residence status: de facto, de jure
Guinea	2014	relate	relationship to household head [general version]
Guinea	2014	related	relationship to household head [detailed version]
Guinea	2014	age	age
Guinea	2014	age2	age, grouped into intervals
Guinea	2014	sex	sex
Guinea	2014	marst	marital status [general version]
Guinea	2014	marstd	marital status [detailed version]
Guinea	2014	consens	consensual union
Guinea	2014	polygam	polygamous union
Guinea	2014	birthyr	year of birth
Guinea	2014	birthmo	month of birth
Guinea	2014	bplcountry	country of birth
Guinea	2014	bplgn	prefecture of birth, guinea
Guinea	2014	empstat	activity status (employment status) [general version]
Guinea	2014	empstatd	activity status (employment status) [detailed version]
Guinea	2014	labforce	labor force participation
Guinea	2014	occisco	occupation, isco general
Guinea	2014	occ	occupation, unrecoded
Guinea	2014	indgen	industry, general recode
Guinea	2014	ind	industry, unrecoded
Guinea	2014	classwk	status in employment (class of worker) [general version]
Guinea	2014	classwkd	status in employment (class of worker) [detailed version]
Guinea	2014	empsect	sector of employment
Guinea	2014	migratep	migration status, previous residence
Guinea	2014	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Guinea	2014	migyrs1	years residing in current locality
Guinea	2014	mig1_p_gn	prefecture of previous residence, guinea; consistent boundaries, gis

List of variables in the `KEN_KE_1969.dta` extract
Country	Year	Variable	Label
Kenya	1969	country	country
Kenya	1969	year	year
Kenya	1969	sample	ipums sample identifier
Kenya	1969	serial	household serial number
Kenya	1969	hhwt	household weight
Kenya	1969	regionw	continent and region of country
Kenya	1969	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Kenya	1969	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Kenya	1969	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Kenya	1969	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Kenya	1969	areamollwgeo1	area of geolev1 unit in square kilometers
Kenya	1969	areamollwgeo2	area of geolev2 unit in square kilometers
Kenya	1969	pernum	person number
Kenya	1969	perwt	person weight
Kenya	1969	relate	relationship to household head [general version]
Kenya	1969	related	relationship to household head [detailed version]
Kenya	1969	age	age
Kenya	1969	age2	age, grouped into intervals
Kenya	1969	sex	sex
Kenya	1969	marst	marital status [general version]
Kenya	1969	marstd	marital status [detailed version]
Kenya	1969	nativity	nativity status
Kenya	1969	bplcountry	country of birth
Kenya	1969	citizen	citizenship
Kenya	1969	nation	country of citizenship
Kenya	1969	bplke	district of birth, kenya

List of variables in the `KEN_KE_1979.dta` extract
Country	Year	Variable	Label
Kenya	1979	country	country
Kenya	1979	year	year
Kenya	1979	sample	ipums sample identifier
Kenya	1979	serial	household serial number
Kenya	1979	hhwt	household weight
Kenya	1979	urban	urban-rural status
Kenya	1979	regionw	continent and region of country
Kenya	1979	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Kenya	1979	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Kenya	1979	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Kenya	1979	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Kenya	1979	areamollwgeo1	area of geolev1 unit in square kilometers
Kenya	1979	areamollwgeo2	area of geolev2 unit in square kilometers
Kenya	1979	pernum	person number
Kenya	1979	perwt	person weight
Kenya	1979	relate	relationship to household head [general version]
Kenya	1979	related	relationship to household head [detailed version]
Kenya	1979	age	age
Kenya	1979	age2	age, grouped into intervals
Kenya	1979	sex	sex
Kenya	1979	marst	marital status [general version]
Kenya	1979	marstd	marital status [detailed version]
Kenya	1979	nativity	nativity status
Kenya	1979	bplcountry	country of birth
Kenya	1979	citizen	citizenship
Kenya	1979	nation	country of citizenship
Kenya	1979	bplke	district of birth, kenya
Kenya	1979	migrate1	migration status, 1 year
Kenya	1979	migctry1	country of residence 1 year ago
Kenya	1979	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Kenya	1979	mig1_1_ke	province of residence 1 year ago, kenya; consistent boundaries, gis
Kenya	1979	mig2_1_ke	district of residence 1 year ago, kenya; consistent boundaries, gis

List of variables in the `KEN_KE_1989.dta` extract
Country	Year	Variable	Label
Kenya	1989	country	country
Kenya	1989	year	year
Kenya	1989	sample	ipums sample identifier
Kenya	1989	serial	household serial number
Kenya	1989	hhwt	household weight
Kenya	1989	urban	urban-rural status
Kenya	1989	regionw	continent and region of country
Kenya	1989	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Kenya	1989	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Kenya	1989	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Kenya	1989	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Kenya	1989	areamollwgeo1	area of geolev1 unit in square kilometers
Kenya	1989	areamollwgeo2	area of geolev2 unit in square kilometers
Kenya	1989	pernum	person number
Kenya	1989	perwt	person weight
Kenya	1989	relate	relationship to household head [general version]
Kenya	1989	related	relationship to household head [detailed version]
Kenya	1989	age	age
Kenya	1989	age2	age, grouped into intervals
Kenya	1989	sex	sex
Kenya	1989	marst	marital status [general version]
Kenya	1989	marstd	marital status [detailed version]
Kenya	1989	polygam	polygamous union
Kenya	1989	nativity	nativity status
Kenya	1989	bplcountry	country of birth
Kenya	1989	bplke	district of birth, kenya
Kenya	1989	empstat	activity status (employment status) [general version]
Kenya	1989	empstatd	activity status (employment status) [detailed version]
Kenya	1989	labforce	labor force participation
Kenya	1989	occisco	occupation, isco general
Kenya	1989	occ	occupation, unrecoded
Kenya	1989	migrate1	migration status, 1 year
Kenya	1989	migctry1	country of residence 1 year ago
Kenya	1989	mig1_p_ke	province of previous residence, kenya; consistent boundaries, gis
Kenya	1989	mig2_p_ke	district of previous residence, kenya; consistent boundaries, gis

List of variables in the `KEN_KE_1999.dta` extract
Country	Year	Variable	Label
Kenya	1999	country	country
Kenya	1999	year	year
Kenya	1999	sample	ipums sample identifier
Kenya	1999	serial	household serial number
Kenya	1999	hhwt	household weight
Kenya	1999	urban	urban-rural status
Kenya	1999	regionw	continent and region of country
Kenya	1999	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Kenya	1999	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Kenya	1999	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Kenya	1999	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Kenya	1999	areamollwgeo1	area of geolev1 unit in square kilometers
Kenya	1999	areamollwgeo2	area of geolev2 unit in square kilometers
Kenya	1999	pernum	person number
Kenya	1999	perwt	person weight
Kenya	1999	relate	relationship to household head [general version]
Kenya	1999	related	relationship to household head [detailed version]
Kenya	1999	age	age
Kenya	1999	age2	age, grouped into intervals
Kenya	1999	sex	sex
Kenya	1999	marst	marital status [general version]
Kenya	1999	marstd	marital status [detailed version]
Kenya	1999	polygam	polygamous union
Kenya	1999	nativity	nativity status
Kenya	1999	bplcountry	country of birth
Kenya	1999	bplke	district of birth, kenya
Kenya	1999	empstat	activity status (employment status) [general version]
Kenya	1999	empstatd	activity status (employment status) [detailed version]
Kenya	1999	labforce	labor force participation
Kenya	1999	migrate1	migration status, 1 year
Kenya	1999	migctry1	country of residence 1 year ago
Kenya	1999	migyrs1	years residing in current locality
Kenya	1999	mig1_p_ke	province of previous residence, kenya; consistent boundaries, gis
Kenya	1999	mig2_p_ke	district of previous residence, kenya; consistent boundaries, gis

List of variables in the `KEN_KE_2009.dta` extract
Country	Year	Variable	Label
Kenya	2009	country	country
Kenya	2009	year	year
Kenya	2009	sample	ipums sample identifier
Kenya	2009	serial	household serial number
Kenya	2009	hhwt	household weight
Kenya	2009	urban	urban-rural status
Kenya	2009	regionw	continent and region of country
Kenya	2009	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Kenya	2009	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Kenya	2009	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Kenya	2009	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Kenya	2009	areamollwgeo1	area of geolev1 unit in square kilometers
Kenya	2009	areamollwgeo2	area of geolev2 unit in square kilometers
Kenya	2009	pernum	person number
Kenya	2009	perwt	person weight
Kenya	2009	relate	relationship to household head [general version]
Kenya	2009	related	relationship to household head [detailed version]
Kenya	2009	age	age
Kenya	2009	age2	age, grouped into intervals
Kenya	2009	sex	sex
Kenya	2009	marst	marital status [general version]
Kenya	2009	marstd	marital status [detailed version]
Kenya	2009	polygam	polygamous union
Kenya	2009	nativity	nativity status
Kenya	2009	bplcountry	country of birth
Kenya	2009	bplke	district of birth, kenya
Kenya	2009	empstat	activity status (employment status) [general version]
Kenya	2009	empstatd	activity status (employment status) [detailed version]
Kenya	2009	labforce	labor force participation
Kenya	2009	empsect	sector of employment
Kenya	2009	hrswork1	hours worked per week
Kenya	2009	hrswork2	hours worked per week, categorized
Kenya	2009	hrsusual2	usual hours worked per week, categorized
Kenya	2009	migrate1	migration status, 1 year
Kenya	2009	migctry1	country of residence 1 year ago
Kenya	2009	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Kenya	2009	migyrs1	years residing in current locality
Kenya	2009	mig1_1_ke	province of residence 1 year ago, kenya; consistent boundaries, gis
Kenya	2009	mig2_1_ke	district of residence 1 year ago, kenya; consistent boundaries, gis

List of variables in the `LBR_LR_1974.dta` extract
Country	Year	Variable	Label
Liberia	1974	country	country
Liberia	1974	year	year
Liberia	1974	sample	ipums sample identifier
Liberia	1974	serial	household serial number
Liberia	1974	hhwt	household weight
Liberia	1974	urban	urban-rural status
Liberia	1974	regionw	continent and region of country
Liberia	1974	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Liberia	1974	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Liberia	1974	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Liberia	1974	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Liberia	1974	areamollwgeo1	area of geolev1 unit in square kilometers
Liberia	1974	areamollwgeo2	area of geolev2 unit in square kilometers
Liberia	1974	pernum	person number
Liberia	1974	perwt	person weight
Liberia	1974	relate	relationship to household head [general version]
Liberia	1974	related	relationship to household head [detailed version]
Liberia	1974	age	age
Liberia	1974	age2	age, grouped into intervals
Liberia	1974	sex	sex
Liberia	1974	marst	marital status [general version]
Liberia	1974	marstd	marital status [detailed version]
Liberia	1974	nativity	nativity status
Liberia	1974	bplcountry	country of birth
Liberia	1974	citizen	citizenship
Liberia	1974	bpllr	county of birth, liberia
Liberia	1974	occisco	occupation, isco general
Liberia	1974	occ	occupation, unrecoded
Liberia	1974	isco68a	occupation, isco-1968, 3-digit
Liberia	1974	indgen	industry, general recode
Liberia	1974	ind	industry, unrecoded
Liberia	1974	classwk	status in employment (class of worker) [general version]
Liberia	1974	classwkd	status in employment (class of worker) [detailed version]

List of variables in the `LBR_LR_2008.dta` extract
Country	Year	Variable	Label
Liberia	2008	country	country
Liberia	2008	year	year
Liberia	2008	sample	ipums sample identifier
Liberia	2008	serial	household serial number
Liberia	2008	hhwt	household weight
Liberia	2008	urban	urban-rural status
Liberia	2008	regionw	continent and region of country
Liberia	2008	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Liberia	2008	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Liberia	2008	areamollwgeo1	area of geolev1 unit in square kilometers
Liberia	2008	pernum	person number
Liberia	2008	perwt	person weight
Liberia	2008	relate	relationship to household head [general version]
Liberia	2008	related	relationship to household head [detailed version]
Liberia	2008	age	age
Liberia	2008	age2	age, grouped into intervals
Liberia	2008	sex	sex
Liberia	2008	marst	marital status [general version]
Liberia	2008	marstd	marital status [detailed version]
Liberia	2008	consens	consensual union
Liberia	2008	polygam	polygamous union
Liberia	2008	nativity	nativity status
Liberia	2008	bplcountry	country of birth
Liberia	2008	citizen	citizenship
Liberia	2008	nation	country of citizenship
Liberia	2008	bpllr	county of birth, liberia
Liberia	2008	empstat	activity status (employment status) [general version]
Liberia	2008	empstatd	activity status (employment status) [detailed version]
Liberia	2008	labforce	labor force participation
Liberia	2008	occisco	occupation, isco general
Liberia	2008	occ	occupation, unrecoded
Liberia	2008	indgen	industry, general recode
Liberia	2008	ind	industry, unrecoded
Liberia	2008	classwk	status in employment (class of worker) [general version]
Liberia	2008	classwkd	status in employment (class of worker) [detailed version]

List of variables in the `LSO_LS_1996.dta` extract
Country	Year	Variable	Label
Lesotho	1996	country	country
Lesotho	1996	year	year
Lesotho	1996	sample	ipums sample identifier
Lesotho	1996	serial	household serial number
Lesotho	1996	hhwt	household weight
Lesotho	1996	urban	urban-rural status
Lesotho	1996	regionw	continent and region of country
Lesotho	1996	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Lesotho	1996	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Lesotho	1996	areamollwgeo1	area of geolev1 unit in square kilometers
Lesotho	1996	pernum	person number
Lesotho	1996	perwt	person weight
Lesotho	1996	resident	residence status: de facto, de jure
Lesotho	1996	relate	relationship to household head [general version]
Lesotho	1996	related	relationship to household head [detailed version]
Lesotho	1996	age	age
Lesotho	1996	age2	age, grouped into intervals
Lesotho	1996	sex	sex
Lesotho	1996	marst	marital status [general version]
Lesotho	1996	marstd	marital status [detailed version]
Lesotho	1996	polygam	polygamous union
Lesotho	1996	nativity	nativity status
Lesotho	1996	bplcountry	country of birth
Lesotho	1996	citizen	citizenship
Lesotho	1996	empstat	activity status (employment status) [general version]
Lesotho	1996	empstatd	activity status (employment status) [detailed version]
Lesotho	1996	labforce	labor force participation
Lesotho	1996	occisco	occupation, isco general
Lesotho	1996	occ	occupation, unrecoded
Lesotho	1996	classwk	status in employment (class of worker) [general version]
Lesotho	1996	classwkd	status in employment (class of worker) [detailed version]
Lesotho	1996	empsect	sector of employment
Lesotho	1996	migrate0	migration status, 10 years
Lesotho	1996	migctry0	country of residence 10 years ago
Lesotho	1996	migyrs1	years residing in current locality

List of variables in the `LSO_LS_2006.dta` extract
Country	Year	Variable	Label
Lesotho	2006	country	country
Lesotho	2006	year	year
Lesotho	2006	sample	ipums sample identifier
Lesotho	2006	serial	household serial number
Lesotho	2006	hhwt	household weight
Lesotho	2006	urban	urban-rural status
Lesotho	2006	regionw	continent and region of country
Lesotho	2006	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Lesotho	2006	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Lesotho	2006	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Lesotho	2006	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Lesotho	2006	areamollwgeo1	area of geolev1 unit in square kilometers
Lesotho	2006	areamollwgeo2	area of geolev2 unit in square kilometers
Lesotho	2006	pernum	person number
Lesotho	2006	perwt	person weight
Lesotho	2006	resident	residence status: de facto, de jure
Lesotho	2006	relate	relationship to household head [general version]
Lesotho	2006	related	relationship to household head [detailed version]
Lesotho	2006	age	age
Lesotho	2006	age2	age, grouped into intervals
Lesotho	2006	sex	sex
Lesotho	2006	marst	marital status [general version]
Lesotho	2006	marstd	marital status [detailed version]
Lesotho	2006	consens	consensual union
Lesotho	2006	polygam	polygamous union
Lesotho	2006	agemarr	age at first marriage or union
Lesotho	2006	birthyr	year of birth
Lesotho	2006	birthmo	month of birth
Lesotho	2006	nativity	nativity status
Lesotho	2006	bplcountry	country of birth
Lesotho	2006	citizen	citizenship
Lesotho	2006	migrate0	migration status, 10 years
Lesotho	2006	migctry0	country of residence 10 years ago
Lesotho	2006	migyrs1	years residing in current locality

List of variables in the `MLI_ML_1987.dta` extract
Country	Year	Variable	Label
Mali	1987	country	country
Mali	1987	year	year
Mali	1987	sample	ipums sample identifier
Mali	1987	serial	household serial number
Mali	1987	hhwt	household weight
Mali	1987	regionw	continent and region of country
Mali	1987	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Mali	1987	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Mali	1987	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Mali	1987	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Mali	1987	areamollwgeo1	area of geolev1 unit in square kilometers
Mali	1987	areamollwgeo2	area of geolev2 unit in square kilometers
Mali	1987	pernum	person number
Mali	1987	perwt	person weight
Mali	1987	resident	residence status: de facto, de jure
Mali	1987	relate	relationship to household head [general version]
Mali	1987	related	relationship to household head [detailed version]
Mali	1987	age	age
Mali	1987	age2	age, grouped into intervals
Mali	1987	sex	sex
Mali	1987	marst	marital status [general version]
Mali	1987	marstd	marital status [detailed version]
Mali	1987	polygam	polygamous union
Mali	1987	nativity	nativity status
Mali	1987	bplcountry	country of birth
Mali	1987	citizen	citizenship
Mali	1987	nation	country of citizenship
Mali	1987	bplml	circle of birth, mali
Mali	1987	empstat	activity status (employment status) [general version]
Mali	1987	empstatd	activity status (employment status) [detailed version]
Mali	1987	labforce	labor force participation
Mali	1987	occisco	occupation, isco general
Mali	1987	occ	occupation, unrecoded
Mali	1987	isco68a	occupation, isco-1968, 3-digit
Mali	1987	indgen	industry, general recode
Mali	1987	ind	industry, unrecoded
Mali	1987	classwk	status in employment (class of worker) [general version]
Mali	1987	classwkd	status in employment (class of worker) [detailed version]
Mali	1987	migyrs1	years residing in current locality

List of variables in the `MLI_ML_1998.dta` extract
Country	Year	Variable	Label
Mali	1998	country	country
Mali	1998	year	year
Mali	1998	sample	ipums sample identifier
Mali	1998	serial	household serial number
Mali	1998	hhwt	household weight
Mali	1998	urban	urban-rural status
Mali	1998	regionw	continent and region of country
Mali	1998	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Mali	1998	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Mali	1998	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Mali	1998	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Mali	1998	areamollwgeo1	area of geolev1 unit in square kilometers
Mali	1998	areamollwgeo2	area of geolev2 unit in square kilometers
Mali	1998	pernum	person number
Mali	1998	perwt	person weight
Mali	1998	resident	residence status: de facto, de jure
Mali	1998	relate	relationship to household head [general version]
Mali	1998	related	relationship to household head [detailed version]
Mali	1998	age	age
Mali	1998	age2	age, grouped into intervals
Mali	1998	sex	sex
Mali	1998	marst	marital status [general version]
Mali	1998	marstd	marital status [detailed version]
Mali	1998	polygam	polygamous union
Mali	1998	birthyr	year of birth
Mali	1998	nativity	nativity status
Mali	1998	bplcountry	country of birth
Mali	1998	citizen	citizenship
Mali	1998	nation	country of citizenship
Mali	1998	bplml	circle of birth, mali
Mali	1998	empstat	activity status (employment status) [general version]
Mali	1998	empstatd	activity status (employment status) [detailed version]
Mali	1998	labforce	labor force participation
Mali	1998	occisco	occupation, isco general
Mali	1998	occ	occupation, unrecoded
Mali	1998	indgen	industry, general recode
Mali	1998	ind	industry, unrecoded
Mali	1998	classwk	status in employment (class of worker) [general version]
Mali	1998	classwkd	status in employment (class of worker) [detailed version]
Mali	1998	migratep	migration status, previous residence
Mali	1998	migctryp	country of previous residence
Mali	1998	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Mali	1998	migyrs1	years residing in current locality
Mali	1998	mig1_p_ml	region of previous residence, mali; consistent boundaries, gis
Mali	1998	mig2_p_ml	circle of previous residence, mali; consistent boundaries, gis

List of variables in the `MLI_ML_2009.dta` extract
Country	Year	Variable	Label
Mali	2009	country	country
Mali	2009	year	year
Mali	2009	sample	ipums sample identifier
Mali	2009	serial	household serial number
Mali	2009	hhwt	household weight
Mali	2009	urban	urban-rural status
Mali	2009	regionw	continent and region of country
Mali	2009	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Mali	2009	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Mali	2009	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Mali	2009	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Mali	2009	areamollwgeo1	area of geolev1 unit in square kilometers
Mali	2009	areamollwgeo2	area of geolev2 unit in square kilometers
Mali	2009	pernum	person number
Mali	2009	perwt	person weight
Mali	2009	relate	relationship to household head [general version]
Mali	2009	related	relationship to household head [detailed version]
Mali	2009	age	age
Mali	2009	age2	age, grouped into intervals
Mali	2009	sex	sex
Mali	2009	marst	marital status [general version]
Mali	2009	marstd	marital status [detailed version]
Mali	2009	consens	consensual union
Mali	2009	polygam	polygamous union
Mali	2009	birthyr	year of birth
Mali	2009	birthmo	month of birth
Mali	2009	nativity	nativity status
Mali	2009	bplcountry	country of birth
Mali	2009	citizen	citizenship
Mali	2009	nation	country of citizenship
Mali	2009	bplml	circle of birth, mali
Mali	2009	empstat	activity status (employment status) [general version]
Mali	2009	empstatd	activity status (employment status) [detailed version]
Mali	2009	labforce	labor force participation
Mali	2009	occisco	occupation, isco general
Mali	2009	occ	occupation, unrecoded
Mali	2009	indgen	industry, general recode
Mali	2009	ind	industry, unrecoded
Mali	2009	classwk	status in employment (class of worker) [general version]
Mali	2009	classwkd	status in employment (class of worker) [detailed version]
Mali	2009	migratep	migration status, previous residence
Mali	2009	migctryp	country of previous residence
Mali	2009	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Mali	2009	migyrs1	years residing in current locality
Mali	2009	mig1_p_ml	region of previous residence, mali; consistent boundaries, gis
Mali	2009	mig2_p_ml	circle of previous residence, mali; consistent boundaries, gis

List of variables in the `MOZ_MZ_1997.dta` extract
Country	Year	Variable	Label
Mozambique	1997	country	country
Mozambique	1997	year	year
Mozambique	1997	sample	ipums sample identifier
Mozambique	1997	serial	household serial number
Mozambique	1997	hhwt	household weight
Mozambique	1997	urban	urban-rural status
Mozambique	1997	regionw	continent and region of country
Mozambique	1997	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Mozambique	1997	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Mozambique	1997	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Mozambique	1997	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Mozambique	1997	areamollwgeo1	area of geolev1 unit in square kilometers
Mozambique	1997	areamollwgeo2	area of geolev2 unit in square kilometers
Mozambique	1997	pernum	person number
Mozambique	1997	perwt	person weight
Mozambique	1997	resident	residence status: de facto, de jure
Mozambique	1997	relate	relationship to household head [general version]
Mozambique	1997	related	relationship to household head [detailed version]
Mozambique	1997	age	age
Mozambique	1997	age2	age, grouped into intervals
Mozambique	1997	sex	sex
Mozambique	1997	marst	marital status [general version]
Mozambique	1997	marstd	marital status [detailed version]
Mozambique	1997	consens	consensual union
Mozambique	1997	nativity	nativity status
Mozambique	1997	bplcountry	country of birth
Mozambique	1997	citizen	citizenship
Mozambique	1997	nation	country of citizenship
Mozambique	1997	bplmz1	province of birth, mozambique
Mozambique	1997	bplmz2	district of birth, mozambique
Mozambique	1997	empstat	activity status (employment status) [general version]
Mozambique	1997	empstatd	activity status (employment status) [detailed version]
Mozambique	1997	labforce	labor force participation
Mozambique	1997	occisco	occupation, isco general
Mozambique	1997	occ	occupation, unrecoded
Mozambique	1997	isco88a	occupation, isco-1988, 3-digit
Mozambique	1997	indgen	industry, general recode
Mozambique	1997	ind	industry, unrecoded
Mozambique	1997	empsect	sector of employment
Mozambique	1997	migrate1	migration status, 1 year
Mozambique	1997	migrate5	migration status, 5 years
Mozambique	1997	migctry1	country of residence 1 year ago
Mozambique	1997	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Mozambique	1997	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co
Mozambique	1997	mig1_1_mz	province of residence one year ago, mozambique; consistent boundaries, gis
Mozambique	1997	mig1_5_mz	province of residence five years ago, mozambique; consistent boundaries, gis
Mozambique	1997	mig2_1_mz	district of residence one year ago, mozambique; consistent boundaries, gis
Mozambique	1997	mig2_5_mz	district of residence five years ago, mozambique; consistent boundaries, gis

List of variables in the `MOZ_MZ_2007.dta` extract
Country	Year	Variable	Label
Mozambique	2007	country	country
Mozambique	2007	year	year
Mozambique	2007	sample	ipums sample identifier
Mozambique	2007	serial	household serial number
Mozambique	2007	hhwt	household weight
Mozambique	2007	urban	urban-rural status
Mozambique	2007	regionw	continent and region of country
Mozambique	2007	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Mozambique	2007	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Mozambique	2007	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Mozambique	2007	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Mozambique	2007	areamollwgeo1	area of geolev1 unit in square kilometers
Mozambique	2007	areamollwgeo2	area of geolev2 unit in square kilometers
Mozambique	2007	pernum	person number
Mozambique	2007	perwt	person weight
Mozambique	2007	resident	residence status: de facto, de jure
Mozambique	2007	relate	relationship to household head [general version]
Mozambique	2007	related	relationship to household head [detailed version]
Mozambique	2007	age	age
Mozambique	2007	age2	age, grouped into intervals
Mozambique	2007	sex	sex
Mozambique	2007	marst	marital status [general version]
Mozambique	2007	marstd	marital status [detailed version]
Mozambique	2007	consens	consensual union
Mozambique	2007	nativity	nativity status
Mozambique	2007	bplcountry	country of birth
Mozambique	2007	citizen	citizenship
Mozambique	2007	nation	country of citizenship
Mozambique	2007	bplmz1	province of birth, mozambique
Mozambique	2007	bplmz2	district of birth, mozambique
Mozambique	2007	empstat	activity status (employment status) [general version]
Mozambique	2007	empstatd	activity status (employment status) [detailed version]
Mozambique	2007	labforce	labor force participation
Mozambique	2007	occisco	occupation, isco general
Mozambique	2007	occ	occupation, unrecoded
Mozambique	2007	isco88a	occupation, isco-1988, 3-digit
Mozambique	2007	indgen	industry, general recode
Mozambique	2007	ind	industry, unrecoded
Mozambique	2007	empsect	sector of employment
Mozambique	2007	migrate1	migration status, 1 year
Mozambique	2007	migrate5	migration status, 5 years
Mozambique	2007	migctry1	country of residence 1 year ago
Mozambique	2007	migctry5	country of residence 5 years ago
Mozambique	2007	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Mozambique	2007	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co
Mozambique	2007	mig1_1_mz	province of residence one year ago, mozambique; consistent boundaries, gis
Mozambique	2007	mig1_5_mz	province of residence five years ago, mozambique; consistent boundaries, gis
Mozambique	2007	mig2_1_mz	district of residence one year ago, mozambique; consistent boundaries, gis
Mozambique	2007	mig2_5_mz	district of residence five years ago, mozambique; consistent boundaries, gis

List of variables in the `MUS_MU_1990.dta` extract
Country	Year	Variable	Label
Mauritius	1990	country	country
Mauritius	1990	year	year
Mauritius	1990	sample	ipums sample identifier
Mauritius	1990	serial	household serial number
Mauritius	1990	hhwt	household weight
Mauritius	1990	urban	urban-rural status
Mauritius	1990	regionw	continent and region of country
Mauritius	1990	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Mauritius	1990	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Mauritius	1990	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Mauritius	1990	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Mauritius	1990	areamollwgeo1	area of geolev1 unit in square kilometers
Mauritius	1990	areamollwgeo2	area of geolev2 unit in square kilometers
Mauritius	1990	pernum	person number
Mauritius	1990	perwt	person weight
Mauritius	1990	resident	residence status: de facto, de jure
Mauritius	1990	relate	relationship to household head [general version]
Mauritius	1990	related	relationship to household head [detailed version]
Mauritius	1990	age	age
Mauritius	1990	age2	age, grouped into intervals
Mauritius	1990	sex	sex
Mauritius	1990	marst	marital status [general version]
Mauritius	1990	marstd	marital status [detailed version]
Mauritius	1990	consens	consensual union
Mauritius	1990	agemarr	age at first marriage or union
Mauritius	1990	marrnum	number of marriages or unions
Mauritius	1990	citizen	citizenship
Mauritius	1990	nation	country of citizenship
Mauritius	1990	empstat	activity status (employment status) [general version]
Mauritius	1990	empstatd	activity status (employment status) [detailed version]
Mauritius	1990	labforce	labor force participation
Mauritius	1990	occisco	occupation, isco general
Mauritius	1990	occ	occupation, unrecoded
Mauritius	1990	isco88a	occupation, isco-1988, 3-digit
Mauritius	1990	indgen	industry, general recode
Mauritius	1990	ind	industry, unrecoded
Mauritius	1990	classwk	status in employment (class of worker) [general version]
Mauritius	1990	classwkd	status in employment (class of worker) [detailed version]
Mauritius	1990	empsect	sector of employment
Mauritius	1990	wrktenure	tenure in current job (months)
Mauritius	1990	wrkmths	months worked last year
Mauritius	1990	hrswork1	hours worked per week
Mauritius	1990	hrswork2	hours worked per week, categorized
Mauritius	1990	hrsactual1	actual hours worked per week
Mauritius	1990	hrsactual2	actual hours worked per week, categorized
Mauritius	1990	wrkavail	available to work
Mauritius	1990	migrate5	migration status, 5 years
Mauritius	1990	migctry5	country of residence 5 years ago
Mauritius	1990	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co
Mauritius	1990	mig1_5_mu	district of residence 5 years ago, mauritius; consistent boundaries, gis
Mauritius	1990	migmu	mvca of residence 5 years ago, mauritius

List of variables in the `MUS_MU_2000.dta` extract
Country	Year	Variable	Label
Mauritius	2000	country	country
Mauritius	2000	year	year
Mauritius	2000	sample	ipums sample identifier
Mauritius	2000	serial	household serial number
Mauritius	2000	hhwt	household weight
Mauritius	2000	urban	urban-rural status
Mauritius	2000	regionw	continent and region of country
Mauritius	2000	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Mauritius	2000	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Mauritius	2000	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Mauritius	2000	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Mauritius	2000	areamollwgeo1	area of geolev1 unit in square kilometers
Mauritius	2000	areamollwgeo2	area of geolev2 unit in square kilometers
Mauritius	2000	pernum	person number
Mauritius	2000	perwt	person weight
Mauritius	2000	resident	residence status: de facto, de jure
Mauritius	2000	relate	relationship to household head [general version]
Mauritius	2000	related	relationship to household head [detailed version]
Mauritius	2000	age	age
Mauritius	2000	age2	age, grouped into intervals
Mauritius	2000	sex	sex
Mauritius	2000	marst	marital status [general version]
Mauritius	2000	marstd	marital status [detailed version]
Mauritius	2000	consens	consensual union
Mauritius	2000	agemarr	age at first marriage or union
Mauritius	2000	marrnum	number of marriages or unions
Mauritius	2000	citizen	citizenship
Mauritius	2000	nation	country of citizenship
Mauritius	2000	empstat	activity status (employment status) [general version]
Mauritius	2000	empstatd	activity status (employment status) [detailed version]
Mauritius	2000	labforce	labor force participation
Mauritius	2000	occisco	occupation, isco general
Mauritius	2000	occ	occupation, unrecoded
Mauritius	2000	isco88a	occupation, isco-1988, 3-digit
Mauritius	2000	indgen	industry, general recode
Mauritius	2000	ind	industry, unrecoded
Mauritius	2000	classwk	status in employment (class of worker) [general version]
Mauritius	2000	classwkd	status in employment (class of worker) [detailed version]
Mauritius	2000	empsect	sector of employment
Mauritius	2000	wrktenure	tenure in current job (months)
Mauritius	2000	hrswork1	hours worked per week
Mauritius	2000	hrswork2	hours worked per week, categorized
Mauritius	2000	hrsactual1	actual hours worked per week
Mauritius	2000	hrsactual2	actual hours worked per week, categorized
Mauritius	2000	wrkavail	available to work
Mauritius	2000	migrate5	migration status, 5 years
Mauritius	2000	migctry5	country of residence 5 years ago
Mauritius	2000	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co
Mauritius	2000	mig1_5_mu	district of residence 5 years ago, mauritius; consistent boundaries, gis
Mauritius	2000	migmu	mvca of residence 5 years ago, mauritius

List of variables in the `MUS_MU_2011.dta` extract
Country	Year	Variable	Label
Mauritius	2011	country	country
Mauritius	2011	year	year
Mauritius	2011	sample	ipums sample identifier
Mauritius	2011	serial	household serial number
Mauritius	2011	hhwt	household weight
Mauritius	2011	urban	urban-rural status
Mauritius	2011	regionw	continent and region of country
Mauritius	2011	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Mauritius	2011	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Mauritius	2011	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Mauritius	2011	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Mauritius	2011	areamollwgeo1	area of geolev1 unit in square kilometers
Mauritius	2011	areamollwgeo2	area of geolev2 unit in square kilometers
Mauritius	2011	pernum	person number
Mauritius	2011	perwt	person weight
Mauritius	2011	resident	residence status: de facto, de jure
Mauritius	2011	relate	relationship to household head [general version]
Mauritius	2011	related	relationship to household head [detailed version]
Mauritius	2011	age	age
Mauritius	2011	age2	age, grouped into intervals
Mauritius	2011	sex	sex
Mauritius	2011	marst	marital status [general version]
Mauritius	2011	marstd	marital status [detailed version]
Mauritius	2011	consens	consensual union
Mauritius	2011	agemarr	age at first marriage or union
Mauritius	2011	marrnum	number of marriages or unions
Mauritius	2011	nativity	nativity status
Mauritius	2011	citizen	citizenship
Mauritius	2011	nation	country of citizenship
Mauritius	2011	empstat	activity status (employment status) [general version]
Mauritius	2011	empstatd	activity status (employment status) [detailed version]
Mauritius	2011	labforce	labor force participation
Mauritius	2011	occisco	occupation, isco general
Mauritius	2011	occ	occupation, unrecoded
Mauritius	2011	indgen	industry, general recode
Mauritius	2011	ind	industry, unrecoded
Mauritius	2011	classwk	status in employment (class of worker) [general version]
Mauritius	2011	classwkd	status in employment (class of worker) [detailed version]
Mauritius	2011	empsect	sector of employment
Mauritius	2011	wrktenure	tenure in current job (months)
Mauritius	2011	hrswork1	hours worked per week
Mauritius	2011	hrswork2	hours worked per week, categorized
Mauritius	2011	hrsactual1	actual hours worked per week
Mauritius	2011	hrsactual2	actual hours worked per week, categorized
Mauritius	2011	wrkavail	available to work
Mauritius	2011	migrate5	migration status, 5 years
Mauritius	2011	migctry5	country of residence 5 years ago
Mauritius	2011	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co
Mauritius	2011	mig1_5_mu	district of residence 5 years ago, mauritius; consistent boundaries, gis
Mauritius	2011	migmu	mvca of residence 5 years ago, mauritius

List of variables in the `MWI_MW_1998.dta` extract
Country	Year	Variable	Label
Malawi	1998	country	country
Malawi	1998	year	year
Malawi	1998	sample	ipums sample identifier
Malawi	1998	serial	household serial number
Malawi	1998	hhwt	household weight
Malawi	1998	urban	urban-rural status
Malawi	1998	regionw	continent and region of country
Malawi	1998	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Malawi	1998	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Malawi	1998	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Malawi	1998	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Malawi	1998	areamollwgeo1	area of geolev1 unit in square kilometers
Malawi	1998	areamollwgeo2	area of geolev2 unit in square kilometers
Malawi	1998	pernum	person number
Malawi	1998	perwt	person weight
Malawi	1998	relate	relationship to household head [general version]
Malawi	1998	related	relationship to household head [detailed version]
Malawi	1998	age	age
Malawi	1998	age2	age, grouped into intervals
Malawi	1998	sex	sex
Malawi	1998	marst	marital status [general version]
Malawi	1998	marstd	marital status [detailed version]
Malawi	1998	nativity	nativity status
Malawi	1998	bplcountry	country of birth
Malawi	1998	citizen	citizenship
Malawi	1998	empstat	activity status (employment status) [general version]
Malawi	1998	empstatd	activity status (employment status) [detailed version]
Malawi	1998	labforce	labor force participation
Malawi	1998	occisco	occupation, isco general
Malawi	1998	occ	occupation, unrecoded
Malawi	1998	indgen	industry, general recode
Malawi	1998	ind	industry, unrecoded
Malawi	1998	classwk	status in employment (class of worker) [general version]
Malawi	1998	classwkd	status in employment (class of worker) [detailed version]

List of variables in the `MWI_MW_2008.dta` extract
Country	Year	Variable	Label
Malawi	2008	country	country
Malawi	2008	year	year
Malawi	2008	sample	ipums sample identifier
Malawi	2008	serial	household serial number
Malawi	2008	hhwt	household weight
Malawi	2008	urban	urban-rural status
Malawi	2008	regionw	continent and region of country
Malawi	2008	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Malawi	2008	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Malawi	2008	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Malawi	2008	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Malawi	2008	areamollwgeo1	area of geolev1 unit in square kilometers
Malawi	2008	areamollwgeo2	area of geolev2 unit in square kilometers
Malawi	2008	pernum	person number
Malawi	2008	perwt	person weight
Malawi	2008	resident	residence status: de facto, de jure
Malawi	2008	relate	relationship to household head [general version]
Malawi	2008	related	relationship to household head [detailed version]
Malawi	2008	age	age
Malawi	2008	age2	age, grouped into intervals
Malawi	2008	sex	sex
Malawi	2008	marst	marital status [general version]
Malawi	2008	marstd	marital status [detailed version]
Malawi	2008	agemarr	age at first marriage or union
Malawi	2008	birthyr	year of birth
Malawi	2008	birthmo	month of birth
Malawi	2008	nativity	nativity status
Malawi	2008	bplcountry	country of birth
Malawi	2008	citizen	citizenship
Malawi	2008	nation	country of citizenship
Malawi	2008	bplmw	district of birth, malawi
Malawi	2008	empstat	activity status (employment status) [general version]
Malawi	2008	empstatd	activity status (employment status) [detailed version]
Malawi	2008	labforce	labor force participation
Malawi	2008	occisco	occupation, isco general
Malawi	2008	occ	occupation, unrecoded
Malawi	2008	indgen	industry, general recode
Malawi	2008	ind	industry, unrecoded
Malawi	2008	classwk	status in employment (class of worker) [general version]
Malawi	2008	classwkd	status in employment (class of worker) [detailed version]
Malawi	2008	wrkavail	available to work
Malawi	2008	migratep	migration status, previous residence
Malawi	2008	migctryp	country of previous residence
Malawi	2008	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Malawi	2008	migyrs1	years residing in current locality
Malawi	2008	mig1_p_mw	district of previous residence, malawi; consistent boundaries, gis

List of variables in the `RWA_RW_1991.dta` extract
Country	Year	Variable	Label
Rwanda	1991	country	country
Rwanda	1991	year	year
Rwanda	1991	sample	ipums sample identifier
Rwanda	1991	serial	household serial number
Rwanda	1991	hhwt	household weight
Rwanda	1991	regionw	continent and region of country
Rwanda	1991	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Rwanda	1991	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Rwanda	1991	areamollwgeo1	area of geolev1 unit in square kilometers
Rwanda	1991	pernum	person number
Rwanda	1991	perwt	person weight
Rwanda	1991	resident	residence status: de facto, de jure
Rwanda	1991	relate	relationship to household head [general version]
Rwanda	1991	related	relationship to household head [detailed version]
Rwanda	1991	age	age
Rwanda	1991	age2	age, grouped into intervals
Rwanda	1991	sex	sex
Rwanda	1991	marst	marital status [general version]
Rwanda	1991	marstd	marital status [detailed version]
Rwanda	1991	consens	consensual union
Rwanda	1991	polygam	polygamous union
Rwanda	1991	birthyr	year of birth
Rwanda	1991	birthmo	month of birth
Rwanda	1991	nativity	nativity status
Rwanda	1991	bplcountry	country of birth
Rwanda	1991	citizen	citizenship
Rwanda	1991	nation	country of citizenship
Rwanda	1991	bplrw1	district of birth, rwanda 1991-2002
Rwanda	1991	empstat	activity status (employment status) [general version]
Rwanda	1991	empstatd	activity status (employment status) [detailed version]
Rwanda	1991	labforce	labor force participation
Rwanda	1991	classwk	status in employment (class of worker) [general version]
Rwanda	1991	classwkd	status in employment (class of worker) [detailed version]
Rwanda	1991	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Rwanda	1991	migyrs1	years residing in current locality

List of variables in the `RWA_RW_2002.dta` extract
Country	Year	Variable	Label
Rwanda	2002	country	country
Rwanda	2002	year	year
Rwanda	2002	sample	ipums sample identifier
Rwanda	2002	serial	household serial number
Rwanda	2002	hhwt	household weight
Rwanda	2002	urban	urban-rural status
Rwanda	2002	regionw	continent and region of country
Rwanda	2002	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Rwanda	2002	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Rwanda	2002	areamollwgeo1	area of geolev1 unit in square kilometers
Rwanda	2002	pernum	person number
Rwanda	2002	perwt	person weight
Rwanda	2002	resident	residence status: de facto, de jure
Rwanda	2002	relate	relationship to household head [general version]
Rwanda	2002	related	relationship to household head [detailed version]
Rwanda	2002	age	age
Rwanda	2002	age2	age, grouped into intervals
Rwanda	2002	sex	sex
Rwanda	2002	marst	marital status [general version]
Rwanda	2002	marstd	marital status [detailed version]
Rwanda	2002	consens	consensual union
Rwanda	2002	polygam	polygamous union
Rwanda	2002	birthyr	year of birth
Rwanda	2002	birthmo	month of birth
Rwanda	2002	nativity	nativity status
Rwanda	2002	bplcountry	country of birth
Rwanda	2002	citizen	citizenship
Rwanda	2002	nation	country of citizenship
Rwanda	2002	bplrw1	district of birth, rwanda 1991-2002
Rwanda	2002	empstat	activity status (employment status) [general version]
Rwanda	2002	empstatd	activity status (employment status) [detailed version]
Rwanda	2002	labforce	labor force participation
Rwanda	2002	occisco	occupation, isco general
Rwanda	2002	occ	occupation, unrecoded
Rwanda	2002	isco88a	occupation, isco-1988, 3-digit
Rwanda	2002	indgen	industry, general recode
Rwanda	2002	ind	industry, unrecoded
Rwanda	2002	classwk	status in employment (class of worker) [general version]
Rwanda	2002	classwkd	status in employment (class of worker) [detailed version]
Rwanda	2002	empsect	sector of employment
Rwanda	2002	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Rwanda	2002	migyrs1	years residing in current locality
Rwanda	2002	mig1_p_rw	province of previous residence, rwanda, 1991-2002; consistent boundaries, gis
Rwanda	2002	migrw4	district of previous residence, rwanda

List of variables in the `SDN_SD_2008.dta` extract
Country	Year	Variable	Label
Sudan	2008	country	country
Sudan	2008	year	year
Sudan	2008	sample	ipums sample identifier
Sudan	2008	serial	household serial number
Sudan	2008	hhwt	household weight
Sudan	2008	urban	urban-rural status
Sudan	2008	regionw	continent and region of country
Sudan	2008	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Sudan	2008	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Sudan	2008	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Sudan	2008	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Sudan	2008	areamollwgeo1	area of geolev1 unit in square kilometers
Sudan	2008	areamollwgeo2	area of geolev2 unit in square kilometers
Sudan	2008	pernum	person number
Sudan	2008	perwt	person weight
Sudan	2008	relate	relationship to household head [general version]
Sudan	2008	related	relationship to household head [detailed version]
Sudan	2008	age	age
Sudan	2008	age2	age, grouped into intervals
Sudan	2008	sex	sex
Sudan	2008	marst	marital status [general version]
Sudan	2008	marstd	marital status [detailed version]
Sudan	2008	agemarr	age at first marriage or union
Sudan	2008	nativity	nativity status
Sudan	2008	citizen	citizenship
Sudan	2008	nation	country of citizenship
Sudan	2008	bplsd	state of birth, sudan
Sudan	2008	empstat	activity status (employment status) [general version]
Sudan	2008	empstatd	activity status (employment status) [detailed version]
Sudan	2008	labforce	labor force participation
Sudan	2008	occisco	occupation, isco general
Sudan	2008	occ	occupation, unrecoded
Sudan	2008	indgen	industry, general recode
Sudan	2008	ind	industry, unrecoded
Sudan	2008	classwk	status in employment (class of worker) [general version]
Sudan	2008	classwkd	status in employment (class of worker) [detailed version]
Sudan	2008	migrate1	migration status, 1 year
Sudan	2008	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Sudan	2008	migyrs1	years residing in current locality

List of variables in the `SEN_SN_1988.dta` extract
Country	Year	Variable	Label
Senegal	1988	country	country
Senegal	1988	year	year
Senegal	1988	sample	ipums sample identifier
Senegal	1988	serial	household serial number
Senegal	1988	hhwt	household weight
Senegal	1988	regionw	continent and region of country
Senegal	1988	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Senegal	1988	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Senegal	1988	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Senegal	1988	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Senegal	1988	areamollwgeo1	area of geolev1 unit in square kilometers
Senegal	1988	areamollwgeo2	area of geolev2 unit in square kilometers
Senegal	1988	pernum	person number
Senegal	1988	perwt	person weight
Senegal	1988	resident	residence status: de facto, de jure
Senegal	1988	relate	relationship to household head [general version]
Senegal	1988	related	relationship to household head [detailed version]
Senegal	1988	age	age
Senegal	1988	age2	age, grouped into intervals
Senegal	1988	sex	sex
Senegal	1988	marst	marital status [general version]
Senegal	1988	marstd	marital status [detailed version]
Senegal	1988	polygam	polygamous union
Senegal	1988	subfnum	subfamily membership number
Senegal	1988	nativity	nativity status
Senegal	1988	bplcountry	country of birth
Senegal	1988	citizen	citizenship
Senegal	1988	nation	country of citizenship
Senegal	1988	bplsn	department of birth, senegal
Senegal	1988	empstat	activity status (employment status) [general version]
Senegal	1988	empstatd	activity status (employment status) [detailed version]
Senegal	1988	labforce	labor force participation
Senegal	1988	occisco	occupation, isco general
Senegal	1988	occ	occupation, unrecoded
Senegal	1988	indgen	industry, general recode
Senegal	1988	ind	industry, unrecoded
Senegal	1988	classwk	status in employment (class of worker) [general version]
Senegal	1988	classwkd	status in employment (class of worker) [detailed version]
Senegal	1988	migrate5	migration status, 5 years
Senegal	1988	migctry5	country of residence 5 years ago
Senegal	1988	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co

List of variables in the `SEN_SN_2002.dta` extract
Country	Year	Variable	Label
Senegal	2002	country	country
Senegal	2002	year	year
Senegal	2002	sample	ipums sample identifier
Senegal	2002	serial	household serial number
Senegal	2002	hhwt	household weight
Senegal	2002	urban	urban-rural status
Senegal	2002	regionw	continent and region of country
Senegal	2002	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Senegal	2002	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Senegal	2002	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Senegal	2002	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Senegal	2002	areamollwgeo1	area of geolev1 unit in square kilometers
Senegal	2002	areamollwgeo2	area of geolev2 unit in square kilometers
Senegal	2002	pernum	person number
Senegal	2002	perwt	person weight
Senegal	2002	resident	residence status: de facto, de jure
Senegal	2002	relate	relationship to household head [general version]
Senegal	2002	related	relationship to household head [detailed version]
Senegal	2002	age	age
Senegal	2002	age2	age, grouped into intervals
Senegal	2002	sex	sex
Senegal	2002	marst	marital status [general version]
Senegal	2002	marstd	marital status [detailed version]
Senegal	2002	polygam	polygamous union
Senegal	2002	birthyr	year of birth
Senegal	2002	nativity	nativity status
Senegal	2002	citizen	citizenship
Senegal	2002	nation	country of citizenship
Senegal	2002	bplsn	department of birth, senegal
Senegal	2002	empstat	activity status (employment status) [general version]
Senegal	2002	empstatd	activity status (employment status) [detailed version]
Senegal	2002	labforce	labor force participation
Senegal	2002	occisco	occupation, isco general
Senegal	2002	occ	occupation, unrecoded
Senegal	2002	isco88a	occupation, isco-1988, 3-digit
Senegal	2002	classwk	status in employment (class of worker) [general version]
Senegal	2002	classwkd	status in employment (class of worker) [detailed version]
Senegal	2002	migrate5	migration status, 5 years
Senegal	2002	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co

List of variables in the `SEN_SN_2013.dta` extract
Country	Year	Variable	Label
Senegal	2013	country	country
Senegal	2013	year	year
Senegal	2013	sample	ipums sample identifier
Senegal	2013	serial	household serial number
Senegal	2013	hhwt	household weight
Senegal	2013	urban	urban-rural status
Senegal	2013	regionw	continent and region of country
Senegal	2013	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Senegal	2013	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Senegal	2013	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Senegal	2013	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Senegal	2013	areamollwgeo1	area of geolev1 unit in square kilometers
Senegal	2013	areamollwgeo2	area of geolev2 unit in square kilometers
Senegal	2013	pernum	person number
Senegal	2013	perwt	person weight
Senegal	2013	resident	residence status: de facto, de jure
Senegal	2013	relate	relationship to household head [general version]
Senegal	2013	related	relationship to household head [detailed version]
Senegal	2013	age	age
Senegal	2013	age2	age, grouped into intervals
Senegal	2013	sex	sex
Senegal	2013	marst	marital status [general version]
Senegal	2013	marstd	marital status [detailed version]
Senegal	2013	consens	consensual union
Senegal	2013	polygam	polygamous union
Senegal	2013	birthyr	year of birth
Senegal	2013	birthmo	month of birth
Senegal	2013	bplcountry	country of birth
Senegal	2013	nation	country of citizenship
Senegal	2013	bplsn	department of birth, senegal
Senegal	2013	empstat	activity status (employment status) [general version]
Senegal	2013	empstatd	activity status (employment status) [detailed version]
Senegal	2013	labforce	labor force participation
Senegal	2013	occisco	occupation, isco general
Senegal	2013	occ	occupation, unrecoded
Senegal	2013	indgen	industry, general recode
Senegal	2013	ind	industry, unrecoded
Senegal	2013	classwk	status in employment (class of worker) [general version]
Senegal	2013	classwkd	status in employment (class of worker) [detailed version]
Senegal	2013	migrate1	migration status, 1 year
Senegal	2013	migrate5	migration status, 5 years
Senegal	2013	migrate0	migration status, 10 years
Senegal	2013	migctry1	country of residence 1 year ago
Senegal	2013	migctry5	country of residence 5 years ago
Senegal	2013	migctry0	country of residence 10 years ago
Senegal	2013	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Senegal	2013	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co
Senegal	2013	geomig1_10	1st subnational geographic level of residence 10 years prior to survey, world [c
Senegal	2013	migcause	reason for migration

List of variables in the `SLE_SL_2004.dta` extract
Country	Year	Variable	Label
Sierra Leone	2004	country	country
Sierra Leone	2004	year	year
Sierra Leone	2004	sample	ipums sample identifier
Sierra Leone	2004	serial	household serial number
Sierra Leone	2004	hhwt	household weight
Sierra Leone	2004	urban	urban-rural status
Sierra Leone	2004	regionw	continent and region of country
Sierra Leone	2004	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Sierra Leone	2004	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Sierra Leone	2004	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Sierra Leone	2004	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Sierra Leone	2004	areamollwgeo1	area of geolev1 unit in square kilometers
Sierra Leone	2004	areamollwgeo2	area of geolev2 unit in square kilometers
Sierra Leone	2004	pernum	person number
Sierra Leone	2004	perwt	person weight
Sierra Leone	2004	relate	relationship to household head [general version]
Sierra Leone	2004	related	relationship to household head [detailed version]
Sierra Leone	2004	age	age
Sierra Leone	2004	age2	age, grouped into intervals
Sierra Leone	2004	sex	sex
Sierra Leone	2004	marst	marital status [general version]
Sierra Leone	2004	marstd	marital status [detailed version]
Sierra Leone	2004	polygam	polygamous union
Sierra Leone	2004	nativity	nativity status
Sierra Leone	2004	bplcountry	country of birth
Sierra Leone	2004	citizen	citizenship
Sierra Leone	2004	bplsl	chiefdom of birth, sierra leone
Sierra Leone	2004	empstat	activity status (employment status) [general version]
Sierra Leone	2004	empstatd	activity status (employment status) [detailed version]
Sierra Leone	2004	labforce	labor force participation
Sierra Leone	2004	occisco	occupation, isco general
Sierra Leone	2004	occ	occupation, unrecoded
Sierra Leone	2004	indgen	industry, general recode
Sierra Leone	2004	ind	industry, unrecoded

List of variables in the `SLE_SL_2015.dta` extract
Country	Year	Variable	Label
Sierra Leone	2015	country	country
Sierra Leone	2015	year	year
Sierra Leone	2015	sample	ipums sample identifier
Sierra Leone	2015	serial	household serial number
Sierra Leone	2015	hhwt	household weight
Sierra Leone	2015	urban	urban-rural status
Sierra Leone	2015	regionw	continent and region of country
Sierra Leone	2015	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Sierra Leone	2015	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Sierra Leone	2015	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Sierra Leone	2015	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Sierra Leone	2015	areamollwgeo1	area of geolev1 unit in square kilometers
Sierra Leone	2015	areamollwgeo2	area of geolev2 unit in square kilometers
Sierra Leone	2015	pernum	person number
Sierra Leone	2015	perwt	person weight
Sierra Leone	2015	relate	relationship to household head [general version]
Sierra Leone	2015	related	relationship to household head [detailed version]
Sierra Leone	2015	age	age
Sierra Leone	2015	age2	age, grouped into intervals
Sierra Leone	2015	sex	sex
Sierra Leone	2015	marst	marital status [general version]
Sierra Leone	2015	marstd	marital status [detailed version]
Sierra Leone	2015	consens	consensual union
Sierra Leone	2015	polygam	polygamous union
Sierra Leone	2015	nativity	nativity status
Sierra Leone	2015	bplcountry	country of birth
Sierra Leone	2015	citizen	citizenship
Sierra Leone	2015	nation	country of citizenship
Sierra Leone	2015	bplsl	chiefdom of birth, sierra leone
Sierra Leone	2015	empstat	activity status (employment status) [general version]
Sierra Leone	2015	empstatd	activity status (employment status) [detailed version]
Sierra Leone	2015	labforce	labor force participation
Sierra Leone	2015	occisco	occupation, isco general
Sierra Leone	2015	occ	occupation, unrecoded
Sierra Leone	2015	classwk	status in employment (class of worker) [general version]
Sierra Leone	2015	classwkd	status in employment (class of worker) [detailed version]
Sierra Leone	2015	empsect	sector of employment
Sierra Leone	2015	migrate5	migration status, 5 years
Sierra Leone	2015	migctry5	country of residence 5 years ago
Sierra Leone	2015	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co

List of variables in the `SSD_SS_2008.dta` extract
Country	Year	Variable	Label
South Sudan	2008	country	country
South Sudan	2008	year	year
South Sudan	2008	sample	ipums sample identifier
South Sudan	2008	serial	household serial number
South Sudan	2008	hhwt	household weight
South Sudan	2008	urban	urban-rural status
South Sudan	2008	regionw	continent and region of country
South Sudan	2008	geolev1	1st subnational geographic level, world [consistent boundaries over time]
South Sudan	2008	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
South Sudan	2008	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
South Sudan	2008	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
South Sudan	2008	areamollwgeo1	area of geolev1 unit in square kilometers
South Sudan	2008	areamollwgeo2	area of geolev2 unit in square kilometers
South Sudan	2008	pernum	person number
South Sudan	2008	perwt	person weight
South Sudan	2008	relate	relationship to household head [general version]
South Sudan	2008	related	relationship to household head [detailed version]
South Sudan	2008	age	age
South Sudan	2008	age2	age, grouped into intervals
South Sudan	2008	sex	sex
South Sudan	2008	marst	marital status [general version]
South Sudan	2008	marstd	marital status [detailed version]
South Sudan	2008	agemarr	age at first marriage or union
South Sudan	2008	nativity	nativity status
South Sudan	2008	nation	country of citizenship
South Sudan	2008	bplss	state of birth, south sudan
South Sudan	2008	empstat	activity status (employment status) [general version]
South Sudan	2008	empstatd	activity status (employment status) [detailed version]
South Sudan	2008	labforce	labor force participation
South Sudan	2008	occisco	occupation, isco general
South Sudan	2008	occ	occupation, unrecoded
South Sudan	2008	indgen	industry, general recode
South Sudan	2008	ind	industry, unrecoded
South Sudan	2008	classwk	status in employment (class of worker) [general version]
South Sudan	2008	classwkd	status in employment (class of worker) [detailed version]
South Sudan	2008	migrate1	migration status, 1 year
South Sudan	2008	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
South Sudan	2008	migyrs1	years residing in current locality

List of variables in the `TGO_TG_2010.dta` extract
Country	Year	Variable	Label
Togo	2010	country	country
Togo	2010	year	year
Togo	2010	sample	ipums sample identifier
Togo	2010	serial	household serial number
Togo	2010	hhwt	household weight
Togo	2010	urban	urban-rural status
Togo	2010	regionw	continent and region of country
Togo	2010	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Togo	2010	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Togo	2010	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Togo	2010	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Togo	2010	areamollwgeo1	area of geolev1 unit in square kilometers
Togo	2010	areamollwgeo2	area of geolev2 unit in square kilometers
Togo	2010	pernum	person number
Togo	2010	perwt	person weight
Togo	2010	resident	residence status: de facto, de jure
Togo	2010	relate	relationship to household head [general version]
Togo	2010	related	relationship to household head [detailed version]
Togo	2010	age	age
Togo	2010	age2	age, grouped into intervals
Togo	2010	sex	sex
Togo	2010	marst	marital status [general version]
Togo	2010	marstd	marital status [detailed version]
Togo	2010	consens	consensual union
Togo	2010	polygam	polygamous union
Togo	2010	birthyr	year of birth
Togo	2010	nativity	nativity status
Togo	2010	bplcountry	country of birth
Togo	2010	nation	country of citizenship
Togo	2010	empstat	activity status (employment status) [general version]
Togo	2010	empstatd	activity status (employment status) [detailed version]
Togo	2010	labforce	labor force participation
Togo	2010	occisco	occupation, isco general
Togo	2010	occ	occupation, unrecoded
Togo	2010	indgen	industry, general recode
Togo	2010	ind	industry, unrecoded
Togo	2010	classwk	status in employment (class of worker) [general version]
Togo	2010	classwkd	status in employment (class of worker) [detailed version]
Togo	2010	migratep	migration status, previous residence
Togo	2010	migctryp	country of previous residence
Togo	2010	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Togo	2010	migyrs1	years residing in current locality

List of variables in the `TZA_TZ_1988.dta` extract
Country	Year	Variable	Label
Tanzania	1988	country	country
Tanzania	1988	year	year
Tanzania	1988	sample	ipums sample identifier
Tanzania	1988	serial	household serial number
Tanzania	1988	hhwt	household weight
Tanzania	1988	regionw	continent and region of country
Tanzania	1988	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Tanzania	1988	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Tanzania	1988	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Tanzania	1988	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Tanzania	1988	areamollwgeo1	area of geolev1 unit in square kilometers
Tanzania	1988	areamollwgeo2	area of geolev2 unit in square kilometers
Tanzania	1988	pernum	person number
Tanzania	1988	perwt	person weight
Tanzania	1988	relate	relationship to household head [general version]
Tanzania	1988	related	relationship to household head [detailed version]
Tanzania	1988	age	age
Tanzania	1988	age2	age, grouped into intervals
Tanzania	1988	sex	sex
Tanzania	1988	marst	marital status [general version]
Tanzania	1988	marstd	marital status [detailed version]
Tanzania	1988	nativity	nativity status
Tanzania	1988	bplcountry	country of birth
Tanzania	1988	citizen	citizenship
Tanzania	1988	nation	country of citizenship
Tanzania	1988	bpltz	region of birth, tanzania
Tanzania	1988	empstat	activity status (employment status) [general version]
Tanzania	1988	empstatd	activity status (employment status) [detailed version]
Tanzania	1988	labforce	labor force participation
Tanzania	1988	occisco	occupation, isco general
Tanzania	1988	occ	occupation, unrecoded
Tanzania	1988	classwk	status in employment (class of worker) [general version]
Tanzania	1988	classwkd	status in employment (class of worker) [detailed version]
Tanzania	1988	migrate0	migration status, 10 years
Tanzania	1988	migctry0	country of residence 10 years ago
Tanzania	1988	geomig1_10	1st subnational geographic level of residence 10 years prior to survey, world [c

List of variables in the `TZA_TZ_2002.dta` extract
Country	Year	Variable	Label
Tanzania	2002	country	country
Tanzania	2002	year	year
Tanzania	2002	sample	ipums sample identifier
Tanzania	2002	serial	household serial number
Tanzania	2002	hhwt	household weight
Tanzania	2002	urban	urban-rural status
Tanzania	2002	regionw	continent and region of country
Tanzania	2002	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Tanzania	2002	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Tanzania	2002	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Tanzania	2002	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Tanzania	2002	areamollwgeo1	area of geolev1 unit in square kilometers
Tanzania	2002	areamollwgeo2	area of geolev2 unit in square kilometers
Tanzania	2002	pernum	person number
Tanzania	2002	perwt	person weight
Tanzania	2002	relate	relationship to household head [general version]
Tanzania	2002	related	relationship to household head [detailed version]
Tanzania	2002	age	age
Tanzania	2002	age2	age, grouped into intervals
Tanzania	2002	sex	sex
Tanzania	2002	marst	marital status [general version]
Tanzania	2002	marstd	marital status [detailed version]
Tanzania	2002	consens	consensual union
Tanzania	2002	nativity	nativity status
Tanzania	2002	bplcountry	country of birth
Tanzania	2002	citizen	citizenship
Tanzania	2002	nation	country of citizenship
Tanzania	2002	bpltz	region of birth, tanzania
Tanzania	2002	empstat	activity status (employment status) [general version]
Tanzania	2002	empstatd	activity status (employment status) [detailed version]
Tanzania	2002	labforce	labor force participation
Tanzania	2002	occisco	occupation, isco general
Tanzania	2002	occ	occupation, unrecoded
Tanzania	2002	indgen	industry, general recode
Tanzania	2002	ind	industry, unrecoded
Tanzania	2002	classwk	status in employment (class of worker) [general version]
Tanzania	2002	classwkd	status in employment (class of worker) [detailed version]
Tanzania	2002	migrate1	migration status, 1 year
Tanzania	2002	migctry1	country of residence 1 year ago
Tanzania	2002	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co

List of variables in the `TZA_TZ_2012.dta` extract
Country	Year	Variable	Label
Tanzania	2012	country	country
Tanzania	2012	year	year
Tanzania	2012	sample	ipums sample identifier
Tanzania	2012	serial	household serial number
Tanzania	2012	hhwt	household weight
Tanzania	2012	urban	urban-rural status
Tanzania	2012	regionw	continent and region of country
Tanzania	2012	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Tanzania	2012	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Tanzania	2012	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Tanzania	2012	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Tanzania	2012	areamollwgeo1	area of geolev1 unit in square kilometers
Tanzania	2012	areamollwgeo2	area of geolev2 unit in square kilometers
Tanzania	2012	pernum	person number
Tanzania	2012	perwt	person weight
Tanzania	2012	relate	relationship to household head [general version]
Tanzania	2012	related	relationship to household head [detailed version]
Tanzania	2012	age	age
Tanzania	2012	age2	age, grouped into intervals
Tanzania	2012	sex	sex
Tanzania	2012	marst	marital status [general version]
Tanzania	2012	marstd	marital status [detailed version]
Tanzania	2012	nativity	nativity status
Tanzania	2012	bplcountry	country of birth
Tanzania	2012	citizen	citizenship
Tanzania	2012	nation	country of citizenship
Tanzania	2012	bpltz	region of birth, tanzania
Tanzania	2012	empstat	activity status (employment status) [general version]
Tanzania	2012	empstatd	activity status (employment status) [detailed version]
Tanzania	2012	labforce	labor force participation
Tanzania	2012	occisco	occupation, isco general
Tanzania	2012	occ	occupation, unrecoded
Tanzania	2012	indgen	industry, general recode
Tanzania	2012	ind	industry, unrecoded
Tanzania	2012	classwk	status in employment (class of worker) [general version]
Tanzania	2012	classwkd	status in employment (class of worker) [detailed version]
Tanzania	2012	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co

List of variables in the `UGA_UG_1991.dta` extract
Country	Year	Variable	Label
Uganda	1991	country	country
Uganda	1991	year	year
Uganda	1991	sample	ipums sample identifier
Uganda	1991	serial	household serial number
Uganda	1991	hhwt	household weight
Uganda	1991	urban	urban-rural status
Uganda	1991	regionw	continent and region of country
Uganda	1991	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Uganda	1991	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Uganda	1991	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Uganda	1991	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Uganda	1991	areamollwgeo1	area of geolev1 unit in square kilometers
Uganda	1991	areamollwgeo2	area of geolev2 unit in square kilometers
Uganda	1991	pernum	person number
Uganda	1991	perwt	person weight
Uganda	1991	relate	relationship to household head [general version]
Uganda	1991	related	relationship to household head [detailed version]
Uganda	1991	age	age
Uganda	1991	age2	age, grouped into intervals
Uganda	1991	sex	sex
Uganda	1991	marst	marital status [general version]
Uganda	1991	marstd	marital status [detailed version]
Uganda	1991	nativity	nativity status
Uganda	1991	bplcountry	country of birth
Uganda	1991	citizen	citizenship
Uganda	1991	nation	country of citizenship
Uganda	1991	bplug	district of birth, uganda
Uganda	1991	empstat	activity status (employment status) [general version]
Uganda	1991	empstatd	activity status (employment status) [detailed version]
Uganda	1991	labforce	labor force participation
Uganda	1991	occisco	occupation, isco general
Uganda	1991	occ	occupation, unrecoded
Uganda	1991	isco88a	occupation, isco-1988, 3-digit
Uganda	1991	classwk	status in employment (class of worker) [general version]
Uganda	1991	classwkd	status in employment (class of worker) [detailed version]
Uganda	1991	migctryp	country of previous residence
Uganda	1991	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Uganda	1991	migyrs1	years residing in current locality

List of variables in the `UGA_UG_2002.dta` extract
Country	Year	Variable	Label
Uganda	2002	country	country
Uganda	2002	year	year
Uganda	2002	sample	ipums sample identifier
Uganda	2002	serial	household serial number
Uganda	2002	hhwt	household weight
Uganda	2002	urban	urban-rural status
Uganda	2002	regionw	continent and region of country
Uganda	2002	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Uganda	2002	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Uganda	2002	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Uganda	2002	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Uganda	2002	areamollwgeo1	area of geolev1 unit in square kilometers
Uganda	2002	areamollwgeo2	area of geolev2 unit in square kilometers
Uganda	2002	pernum	person number
Uganda	2002	perwt	person weight
Uganda	2002	resident	residence status: de facto, de jure
Uganda	2002	relate	relationship to household head [general version]
Uganda	2002	related	relationship to household head [detailed version]
Uganda	2002	age	age
Uganda	2002	age2	age, grouped into intervals
Uganda	2002	sex	sex
Uganda	2002	marst	marital status [general version]
Uganda	2002	marstd	marital status [detailed version]
Uganda	2002	polygam	polygamous union
Uganda	2002	birthyr	year of birth
Uganda	2002	birthmo	month of birth
Uganda	2002	nativity	nativity status
Uganda	2002	bplcountry	country of birth
Uganda	2002	citizen	citizenship
Uganda	2002	bplug	district of birth, uganda
Uganda	2002	empstat	activity status (employment status) [general version]
Uganda	2002	empstatd	activity status (employment status) [detailed version]
Uganda	2002	labforce	labor force participation
Uganda	2002	occisco	occupation, isco general
Uganda	2002	occ	occupation, unrecoded
Uganda	2002	isco88a	occupation, isco-1988, 3-digit
Uganda	2002	indgen	industry, general recode
Uganda	2002	ind	industry, unrecoded
Uganda	2002	classwk	status in employment (class of worker) [general version]
Uganda	2002	classwkd	status in employment (class of worker) [detailed version]
Uganda	2002	migctryp	country of previous residence
Uganda	2002	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
Uganda	2002	migyrs1	years residing in current locality

List of variables in the `ZAF_ZA_2001.dta` extract
Country	Year	Variable	Label
South Africa	2001	country	country
South Africa	2001	year	year
South Africa	2001	sample	ipums sample identifier
South Africa	2001	serial	household serial number
South Africa	2001	hhwt	household weight
South Africa	2001	urban	urban-rural status
South Africa	2001	regionw	continent and region of country
South Africa	2001	geolev1	1st subnational geographic level, world [consistent boundaries over time]
South Africa	2001	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
South Africa	2001	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
South Africa	2001	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
South Africa	2001	areamollwgeo1	area of geolev1 unit in square kilometers
South Africa	2001	areamollwgeo2	area of geolev2 unit in square kilometers
South Africa	2001	pernum	person number
South Africa	2001	perwt	person weight
South Africa	2001	relate	relationship to household head [general version]
South Africa	2001	related	relationship to household head [detailed version]
South Africa	2001	age	age
South Africa	2001	age2	age, grouped into intervals
South Africa	2001	sex	sex
South Africa	2001	marst	marital status [general version]
South Africa	2001	marstd	marital status [detailed version]
South Africa	2001	consens	consensual union
South Africa	2001	polygam	polygamous union
South Africa	2001	nativity	nativity status
South Africa	2001	bplcountry	country of birth
South Africa	2001	citizen	citizenship
South Africa	2001	nation	country of citizenship
South Africa	2001	bplza	province of birth, south africa
South Africa	2001	empstat	activity status (employment status) [general version]
South Africa	2001	empstatd	activity status (employment status) [detailed version]
South Africa	2001	labforce	labor force participation
South Africa	2001	occisco	occupation, isco general
South Africa	2001	occ	occupation, unrecoded
South Africa	2001	isco88a	occupation, isco-1988, 3-digit
South Africa	2001	indgen	industry, general recode
South Africa	2001	ind	industry, unrecoded
South Africa	2001	classwk	status in employment (class of worker) [general version]
South Africa	2001	classwkd	status in employment (class of worker) [detailed version]
South Africa	2001	hrswork1	hours worked per week
South Africa	2001	hrswork2	hours worked per week, categorized
South Africa	2001	hrsactual1	actual hours worked per week
South Africa	2001	hrsactual2	actual hours worked per week, categorized
South Africa	2001	wrkavail	available to work
South Africa	2001	migrate5	migration status, 5 years
South Africa	2001	geomig1_5	1st subnational geographic level of residence 5 years prior to survey, world [co
South Africa	2001	migyrs2	years residing in current dwelling

List of variables in the `ZAF_ZA_2007.dta` extract
Country	Year	Variable	Label
South Africa	2007	country	country
South Africa	2007	year	year
South Africa	2007	sample	ipums sample identifier
South Africa	2007	serial	household serial number
South Africa	2007	hhwt	household weight
South Africa	2007	urban	urban-rural status
South Africa	2007	regionw	continent and region of country
South Africa	2007	geolev1	1st subnational geographic level, world [consistent boundaries over time]
South Africa	2007	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
South Africa	2007	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
South Africa	2007	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
South Africa	2007	areamollwgeo1	area of geolev1 unit in square kilometers
South Africa	2007	areamollwgeo2	area of geolev2 unit in square kilometers
South Africa	2007	pernum	person number
South Africa	2007	perwt	person weight
South Africa	2007	resident	residence status: de facto, de jure
South Africa	2007	relate	relationship to household head [general version]
South Africa	2007	related	relationship to household head [detailed version]
South Africa	2007	age	age
South Africa	2007	age2	age, grouped into intervals
South Africa	2007	sex	sex
South Africa	2007	marst	marital status [general version]
South Africa	2007	marstd	marital status [detailed version]
South Africa	2007	consens	consensual union
South Africa	2007	polygam	polygamous union
South Africa	2007	birthyr	year of birth
South Africa	2007	nativity	nativity status
South Africa	2007	bplza	province of birth, south africa
South Africa	2007	empstat	activity status (employment status) [general version]
South Africa	2007	empstatd	activity status (employment status) [detailed version]
South Africa	2007	labforce	labor force participation
South Africa	2007	occisco	occupation, isco general
South Africa	2007	occ	occupation, unrecoded
South Africa	2007	isco88a	occupation, isco-1988, 3-digit
South Africa	2007	indgen	industry, general recode
South Africa	2007	ind	industry, unrecoded
South Africa	2007	classwk	status in employment (class of worker) [general version]
South Africa	2007	classwkd	status in employment (class of worker) [detailed version]
South Africa	2007	wrkavail	available to work
South Africa	2007	migratep	migration status, previous residence
South Africa	2007	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
South Africa	2007	migyrs2	years residing in current dwelling
South Africa	2007	mighouse	same house 5 years ago

List of variables in the `ZAF_ZA_2011.dta` extract
Country	Year	Variable	Label
South Africa	2011	country	country
South Africa	2011	year	year
South Africa	2011	sample	ipums sample identifier
South Africa	2011	serial	household serial number
South Africa	2011	hhwt	household weight
South Africa	2011	urban	urban-rural status
South Africa	2011	regionw	continent and region of country
South Africa	2011	geolev1	1st subnational geographic level, world [consistent boundaries over time]
South Africa	2011	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
South Africa	2011	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
South Africa	2011	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
South Africa	2011	areamollwgeo1	area of geolev1 unit in square kilometers
South Africa	2011	areamollwgeo2	area of geolev2 unit in square kilometers
South Africa	2011	pernum	person number
South Africa	2011	perwt	person weight
South Africa	2011	relate	relationship to household head [general version]
South Africa	2011	related	relationship to household head [detailed version]
South Africa	2011	age	age
South Africa	2011	age2	age, grouped into intervals
South Africa	2011	sex	sex
South Africa	2011	marst	marital status [general version]
South Africa	2011	marstd	marital status [detailed version]
South Africa	2011	consens	consensual union
South Africa	2011	birthyr	year of birth
South Africa	2011	birthmo	month of birth
South Africa	2011	nativity	nativity status
South Africa	2011	bplcountry	country of birth
South Africa	2011	citizen	citizenship
South Africa	2011	yrimm	year of immigration
South Africa	2011	yrsimm	years since immigrated
South Africa	2011	yrsimm2	years since immigrated, categorized
South Africa	2011	bplza	province of birth, south africa
South Africa	2011	empstat	activity status (employment status) [general version]
South Africa	2011	empstatd	activity status (employment status) [detailed version]
South Africa	2011	labforce	labor force participation
South Africa	2011	wrkavail	available to work
South Africa	2011	migratep	migration status, previous residence
South Africa	2011	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
South Africa	2011	migyrs2	years residing in current dwelling

List of variables in the `ZAF_ZA_2016.dta` extract
Country	Year	Variable	Label
South Africa	2016	country	country
South Africa	2016	year	year
South Africa	2016	sample	ipums sample identifier
South Africa	2016	serial	household serial number
South Africa	2016	hhwt	household weight
South Africa	2016	urban	urban-rural status
South Africa	2016	regionw	continent and region of country
South Africa	2016	geolev1	1st subnational geographic level, world [consistent boundaries over time]
South Africa	2016	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
South Africa	2016	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
South Africa	2016	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
South Africa	2016	areamollwgeo1	area of geolev1 unit in square kilometers
South Africa	2016	areamollwgeo2	area of geolev2 unit in square kilometers
South Africa	2016	pernum	person number
South Africa	2016	perwt	person weight
South Africa	2016	relate	relationship to household head [general version]
South Africa	2016	related	relationship to household head [detailed version]
South Africa	2016	age	age
South Africa	2016	age2	age, grouped into intervals
South Africa	2016	sex	sex
South Africa	2016	marst	marital status [general version]
South Africa	2016	marstd	marital status [detailed version]
South Africa	2016	consens	consensual union
South Africa	2016	birthyr	year of birth
South Africa	2016	birthmo	month of birth
South Africa	2016	nativity	nativity status
South Africa	2016	bplcountry	country of birth
South Africa	2016	citizen	citizenship
South Africa	2016	nation	country of citizenship
South Africa	2016	yrimm	year of immigration
South Africa	2016	bplza	province of birth, south africa
South Africa	2016	migratep	migration status, previous residence
South Africa	2016	geomig1_p	1st subnational geographic level of previous residence, world [consistent bounda
South Africa	2016	migyrs2	years residing in current dwelling
South Africa	2016	migcause	reason for migration

List of variables in the `ZMB_ZM_1990.dta` extract
Country	Year	Variable	Label
Zambia	1990	country	country
Zambia	1990	year	year
Zambia	1990	sample	ipums sample identifier
Zambia	1990	serial	household serial number
Zambia	1990	hhwt	household weight
Zambia	1990	urban	urban-rural status
Zambia	1990	regionw	continent and region of country
Zambia	1990	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Zambia	1990	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Zambia	1990	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Zambia	1990	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Zambia	1990	areamollwgeo1	area of geolev1 unit in square kilometers
Zambia	1990	areamollwgeo2	area of geolev2 unit in square kilometers
Zambia	1990	pernum	person number
Zambia	1990	perwt	person weight
Zambia	1990	resident	residence status: de facto, de jure
Zambia	1990	relate	relationship to household head [general version]
Zambia	1990	related	relationship to household head [detailed version]
Zambia	1990	age	age
Zambia	1990	age2	age, grouped into intervals
Zambia	1990	sex	sex
Zambia	1990	marst	marital status [general version]
Zambia	1990	marstd	marital status [detailed version]
Zambia	1990	agemarr	age at first marriage or union
Zambia	1990	nativity	nativity status
Zambia	1990	bplcountry	country of birth
Zambia	1990	citizen	citizenship
Zambia	1990	nation	country of citizenship
Zambia	1990	bplzm	district of birth, zambia
Zambia	1990	empstat	activity status (employment status) [general version]
Zambia	1990	empstatd	activity status (employment status) [detailed version]
Zambia	1990	labforce	labor force participation
Zambia	1990	occisco	occupation, isco general
Zambia	1990	occ	occupation, unrecoded
Zambia	1990	isco68a	occupation, isco-1968, 3-digit
Zambia	1990	indgen	industry, general recode
Zambia	1990	ind	industry, unrecoded
Zambia	1990	classwk	status in employment (class of worker) [general version]
Zambia	1990	classwkd	status in employment (class of worker) [detailed version]
Zambia	1990	migrate1	migration status, 1 year
Zambia	1990	migctry1	country of residence 1 year ago
Zambia	1990	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Zambia	1990	migyrs1	years residing in current locality

List of variables in the `ZMB_ZM_2000.dta` extract
Country	Year	Variable	Label
Zambia	2000	country	country
Zambia	2000	year	year
Zambia	2000	sample	ipums sample identifier
Zambia	2000	serial	household serial number
Zambia	2000	hhwt	household weight
Zambia	2000	urban	urban-rural status
Zambia	2000	regionw	continent and region of country
Zambia	2000	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Zambia	2000	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Zambia	2000	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Zambia	2000	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Zambia	2000	areamollwgeo1	area of geolev1 unit in square kilometers
Zambia	2000	areamollwgeo2	area of geolev2 unit in square kilometers
Zambia	2000	pernum	person number
Zambia	2000	perwt	person weight
Zambia	2000	resident	residence status: de facto, de jure
Zambia	2000	relate	relationship to household head [general version]
Zambia	2000	related	relationship to household head [detailed version]
Zambia	2000	age	age
Zambia	2000	age2	age, grouped into intervals
Zambia	2000	sex	sex
Zambia	2000	marst	marital status [general version]
Zambia	2000	marstd	marital status [detailed version]
Zambia	2000	consens	consensual union
Zambia	2000	nativity	nativity status
Zambia	2000	bplcountry	country of birth
Zambia	2000	citizen	citizenship
Zambia	2000	nation	country of citizenship
Zambia	2000	bplzm	district of birth, zambia
Zambia	2000	empstat	activity status (employment status) [general version]
Zambia	2000	empstatd	activity status (employment status) [detailed version]
Zambia	2000	labforce	labor force participation
Zambia	2000	occisco	occupation, isco general
Zambia	2000	occ	occupation, unrecoded
Zambia	2000	isco68a	occupation, isco-1968, 3-digit
Zambia	2000	indgen	industry, general recode
Zambia	2000	ind	industry, unrecoded
Zambia	2000	classwk	status in employment (class of worker) [general version]
Zambia	2000	classwkd	status in employment (class of worker) [detailed version]
Zambia	2000	migrate1	migration status, 1 year
Zambia	2000	migctry1	country of residence 1 year ago
Zambia	2000	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Zambia	2000	migyrs1	years residing in current locality

List of variables in the `ZMB_ZM_2010.dta` extract
Country	Year	Variable	Label
Zambia	2010	country	country
Zambia	2010	year	year
Zambia	2010	sample	ipums sample identifier
Zambia	2010	serial	household serial number
Zambia	2010	hhwt	household weight
Zambia	2010	regionw	continent and region of country
Zambia	2010	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Zambia	2010	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Zambia	2010	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Zambia	2010	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Zambia	2010	areamollwgeo1	area of geolev1 unit in square kilometers
Zambia	2010	areamollwgeo2	area of geolev2 unit in square kilometers
Zambia	2010	pernum	person number
Zambia	2010	perwt	person weight
Zambia	2010	resident	residence status: de facto, de jure
Zambia	2010	relate	relationship to household head [general version]
Zambia	2010	related	relationship to household head [detailed version]
Zambia	2010	age	age
Zambia	2010	age2	age, grouped into intervals
Zambia	2010	sex	sex
Zambia	2010	marst	marital status [general version]
Zambia	2010	marstd	marital status [detailed version]
Zambia	2010	consens	consensual union
Zambia	2010	agemarr	age at first marriage or union
Zambia	2010	nativity	nativity status
Zambia	2010	bplcountry	country of birth
Zambia	2010	citizen	citizenship
Zambia	2010	nation	country of citizenship
Zambia	2010	bplzm	district of birth, zambia
Zambia	2010	empstat	activity status (employment status) [general version]
Zambia	2010	empstatd	activity status (employment status) [detailed version]
Zambia	2010	labforce	labor force participation
Zambia	2010	occisco	occupation, isco general
Zambia	2010	occ	occupation, unrecoded
Zambia	2010	isco88a	occupation, isco-1988, 3-digit
Zambia	2010	indgen	industry, general recode
Zambia	2010	ind	industry, unrecoded
Zambia	2010	classwk	status in employment (class of worker) [general version]
Zambia	2010	classwkd	status in employment (class of worker) [detailed version]
Zambia	2010	migrate1	migration status, 1 year
Zambia	2010	migctry1	country of residence 1 year ago
Zambia	2010	geomig1_1	1st subnational geographic level of residence 1 years prior to survey, world [co
Zambia	2010	migyrs1	years residing in current locality

List of variables in the `ZWE_ZW_2012.dta` extract
Country	Year	Variable	Label
Zimbabwe	2012	country	country
Zimbabwe	2012	year	year
Zimbabwe	2012	sample	ipums sample identifier
Zimbabwe	2012	serial	household serial number
Zimbabwe	2012	hhwt	household weight
Zimbabwe	2012	urban	urban-rural status
Zimbabwe	2012	regionw	continent and region of country
Zimbabwe	2012	geolev1	1st subnational geographic level, world [consistent boundaries over time]
Zimbabwe	2012	geolev2	2nd subnational geographic level, world [consistent boundaries over time]
Zimbabwe	2012	popdensgeo1	population density of geolev1 unit, in persons per square kilometer
Zimbabwe	2012	popdensgeo2	population density of geolev2 unit, in persons per square kilometer
Zimbabwe	2012	areamollwgeo1	area of geolev1 unit in square kilometers
Zimbabwe	2012	areamollwgeo2	area of geolev2 unit in square kilometers
Zimbabwe	2012	pernum	person number
Zimbabwe	2012	perwt	person weight
Zimbabwe	2012	relate	relationship to household head [general version]
Zimbabwe	2012	related	relationship to household head [detailed version]
Zimbabwe	2012	age	age
Zimbabwe	2012	age2	age, grouped into intervals
Zimbabwe	2012	sex	sex
Zimbabwe	2012	marst	marital status [general version]
Zimbabwe	2012	marstd	marital status [detailed version]
Zimbabwe	2012	nativity	nativity status
Zimbabwe	2012	bplcountry	country of birth
Zimbabwe	2012	citizen	citizenship
Zimbabwe	2012	nation	country of citizenship
Zimbabwe	2012	empstat	activity status (employment status) [general version]
Zimbabwe	2012	empstatd	activity status (employment status) [detailed version]
Zimbabwe	2012	labforce	labor force participation
Zimbabwe	2012	occisco	occupation, isco general
Zimbabwe	2012	occ	occupation, unrecoded
Zimbabwe	2012	isco88a	occupation, isco-1988, 3-digit
Zimbabwe	2012	migrate0	migration status, 10 years
Zimbabwe	2012	geomig1_10	1st subnational geographic level of residence 10 years prior to survey, world [c

The HTML version of this package can be accessed at (https://brunoconteleite.github.io/about/JMP_README.html).↩︎
The structure of this replication package benefitted from the “README for social science replication packages” (https://social-science-data-editors.github.io/template_README/), to whom I am very thankful.↩︎
Make sure also to set the temp directory to the directory of your preference – it will be erased upon completion.↩︎
If state as non-proprietary in Table 2, I certify to have legitimate access to and permission to use the data used in the paper and to have documented permission (or through the license of the provider) to redistribute/publish the data contained within this replication package.↩︎
Executed by programs/JMP_03_cfac.py, line 462.↩︎
Importantly, that folder contains additional data that are data crosswalks (built by me) to allow the integration of all data files into a unique dataset.↩︎

Climate Change and Migration: the case of Africa - Replication Package

Bruno Conte

2026-01-09