Datasets:
country_name stringclasses 1
value | country_iso3 stringclasses 1
value | year int64 1.96k 2.03k | indicator_name stringlengths 10 141 | indicator_code stringlengths 6 29 | value float64 -7,058,886,746,100 206,419B | esa_source stringclasses 1
value | esa_processed stringdate 2026-04-14 00:00:00 2026-04-14 00:00:00 |
|---|---|---|---|---|---|---|---|
Congo, Dem. Rep. | COD | 1,998 | Population, age 1, male | SP.POP.AG01.MA.UN | 973,521 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,020 | Net primary income (Net income from abroad) (current LCU) | NY.GSR.NFCY.CN | -2,347,131,107,000 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,015 | Population ages 25-29, male (% of male population) | SP.POP.2529.MA.5Y | 7.152477 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,992 | Exports of goods and services (constant LCU) | NE.EXP.GNFS.KN | 433,543,563,267.149 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,003 | Employment in services, female (% of female employment) (modeled ILO estimate) | SL.SRV.EMPL.FE.ZS | 21.119852 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,020 | Foreign direct investment, net inflows (BoP, current US$) | BX.KLT.DINV.CD.WD | 1,498,084,807.8648 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,993 | Exports of goods and services (annual % growth) | NE.EXP.GNFS.KD.ZG | -8.886721 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,986 | Inflation, GDP deflator (annual %) | NY.GDP.DEFL.KD.ZG | 28.453257 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,973 | Gross enrolment ratio, primary to tertiary, both sexes (%) | SE.TOT.ENRR | 44.96403 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,021 | People using safely managed drinking water services, urban (% of urban population) | SH.H2O.SMDW.UR.ZS | 24.030322 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,969 | Military expenditure (% of GDP) | MS.MIL.XPND.GD.ZS | 0.000042 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,002 | Age population, age 00, female | SP.POP.AG00.FE.IN | 1,102,218.5 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,007 | Gross fixed capital formation (current LCU) | NE.GDI.FTOT.CN | 1,606,247,685,400 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,008 | Net acquisition of financial assets (% of GDP) | GC.AST.TOTL.GD.ZS | 0.208401 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,998 | Individuals using the Internet (% of population) | IT.NET.USER.ZS | 0.000413 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,989 | Age population, age 02, male | SP.POP.AG02.MA.IN | 650,726.5 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,006 | GNI growth (annual %) | NY.GNP.MKTP.KD.ZG | 7.502022 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,992 | Population, ages 14-18, female | SP.POP.1418.FE.UN | 2,230,311 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,007 | Bank concentration (%) | GFDD.OI.01 | 68.20572 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,010 | Population, age 16, female | SP.POP.AG16.FE.UN | 750,290 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,977 | Methane (CH4) emissions from Agriculture (Mt CO2e) | EN.GHG.CH4.AG.MT.CE.AR5 | 1.8685 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,004 | Poverty Headcount reduction (%) - Domestic Private Transfers -1st quintile (poorest) -rural | per_pr_dp_p0_rur | 1.744908 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,002 | Mortality rate, under-5, male (per 1,000 live births) | SH.DYN.MORT.MA | 159.3 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,976 | Primary completion rate, total (% of relevant age group) | SE.PRM.CMPT.ZS | 53.501862 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,975 | Children out of school (% of primary school age) | SE.PRM.UNER.ZS | 30.69062 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,004 | Average per capita transfer held by 5th quintile (richest) - Domestic Private Transfers (preT) | per_pr_dp.avt_q5_preT_tot | 1.195871 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,006 | Net official flows from UN agencies, UNHCR (current US$) | DT.NFL.UNCR.CD | 50,000.000745 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,018 | Place of delivery (births at health facility) (% of births): Q4 | SH.STA.BRTF.Q4.ZS | 90.7 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,965 | Barro-Lee: Population in thousands, age 40-44, female | BAR.POP.4044.FE | 413 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,019 | Statistical performance indicators (SPI): Pillar 2 data services score (scale 0-100) | IQ.SPI.PIL2 | 26.266667 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,977 | Merchandise imports from economies in the Arab World (% of total merchandise imports) | TM.VAL.MRCH.AL.ZS | 2.036723 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,016 | Gross domestic savings (current LCU) | NY.GDS.TOTL.CN | 7,786,542,159,900 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,006 | Agriculture, forestry, and fishing, value added (current LCU) | NV.AGR.TOTL.CN | 1,478,151,266,700 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,009 | Labor force participation rate, female (% of female population ages 15+) (modeled ILO estimate) | SL.TLF.CACT.FE.ZS | 66.381 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,008 | Net ODA received (% of GNI) | DT.ODA.ODAT.GN.ZS | 8.259029 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,975 | Barro-Lee: Percentage of population age 35-39 with no education | BAR.NOED.3539.ZS | 72.01 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,014 | Adjusted savings: net national savings (% of GNI) | NY.ADJ.NNAT.GN.ZS | 10.926841 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,007 | School age population, secondary education, both sexes (number) | SP.SEC.TOTL.IN | 7,692,302 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,013 | Labor force participation rate, male (% of male population ages 15+) (modeled ILO estimate) | SL.TLF.CACT.MA.ZS | 69.421 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,015 | Net ODA received (% of central government expense) | DT.ODA.ODAT.XP.ZS | 54.626107 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,007 | Desire to stop (limit) childbearing (% of married women): Q1 (lowest) | SH.FPL.LIMT.Q1.ZS | 15.1 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,998 | Carbon dioxide (CO2) emissions from Fugitive Emissions (Energy) (Mt CO2e) | EN.GHG.CO2.FE.MT.CE.AR5 | 1.13 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,005 | Net bilateral aid flows from DAC donors, Czechia (current US$) | DC.DAC.CZEL.CD | 90,000.003576 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,977 | Population ages 80 and above, male (% of male population) | SP.POP.80UP.MA.5Y | 0.203136 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,008 | Enrolment in primary education, female (number) | SE.PRM.ENRL.FE | 4,533,999 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,015 | Taxes on goods and services (% of revenue) | GC.TAX.GSRV.RV.ZS | 24.742772 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,006 | Gross capital formation (current US$) | NE.GDI.TOTL.CD | 2,697,570,975.79631 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,999 | Net intake rate in grade 1 (% of official school-age population) | SE.PRM.NINT.ZS | 24.98165 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,008 | Net primary income (Net income from abroad) (current LCU) | NY.GSR.NFCY.CN | -743,789,951,500 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,985 | Carbon intensity of GDP (kg CO2e per constant 2015 US$ of GDP) | EN.GHG.CO2.RT.GDP.KD | 0.118659 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,023 | Population ages 10-14, female (% of female population) | SP.POP.1014.FE.5Y | 12.571089 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,013 | Adjusted savings: net national savings (current US$) | NY.ADJ.NNAT.CD | 3,529,964,612.76723 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,012 | Coverage of social insurance programs in richest quintile (% of population) | per_si_allsi.cov_q5_tot | 3.864065 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,014 | School age population, tertiary education, both sexes (number) | SP.TER.TOTL.IN | 6,596,672 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,974 | Women Business and the Law Index Score (scale 1-100) | SG.LAW.INDX | 23.125 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,001 | Total alcohol consumption per capita (liters of pure alcohol, projected estimates, 15+ years of age) | SH.ALC.PCAP.LI | 8.29 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,972 | Primary education, pupils (% female) | SE.PRM.ENRL.FE.ZS | 37.83661 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,024 | Adults (ages 15+) and children (ages 0-14) newly infected with HIV | SH.HIV.INCD.TL | 26,000 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,980 | Net bilateral aid flows from DAC donors, Netherlands (current US$) | DC.DAC.NLDL.CD | 1,899,999.976158 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,975 | Barro-Lee: Percentage of female population age 25+ with tertiary schooling. Completed Tertiary | BAR.TER.CMPT.25UP.FE.ZS | 0.04 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,012 | PM2.5 pollution, population exposed to levels exceeding WHO Interim Target-3 value (% of total) | EN.ATM.PM25.MC.T3.ZS | 100 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,966 | Age population, age 00, male | SP.POP.AG00.MA.IN | 382,073 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,983 | Net bilateral aid flows from DAC donors, Japan (current US$) | DC.DAC.JPNL.CD | 3,019,999.980927 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,019 | Adjusted savings: education expenditure (current US$) | NY.ADJ.AEDU.CD | 1,008,611,475.73547 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,991 | Net lending (+) / net borrowing (-) (current LCU) | GC.NLD.TOTL.CN | -63.93333 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,011 | Current use of contraception (any method) (% of married women): Q2 | SP.DYN.CONU.Q2.ZS | 13 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,987 | Repetition rate in Grade 3 of primary education, female (%) | UIS.REPR.1.G3.F | 25.00064 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,991 | Population ages 10-14, female (% of female population) | SP.POP.1014.FE.5Y | 11.479841 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,003 | Cereal production (metric tons) | AG.PRD.CREL.MT | 1,521,340 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,003 | Labor force (15-64 years), male (% of total labor force 15-64 years) | SL.TLF.1564.MA.ZS | 50.234126 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,019 | Prevalence of HIV, total (% of population ages 15-49) | SH.DYN.AIDS.ZS | 0.9 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,018 | Unmet need for family planning (total) (% of married women): Q1 (lowest) | SP.UWT.TFRT.Q1.ZS | 31 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,011 | GNI per capita growth (annual %) | NY.GNP.PCAP.KD.ZG | -0.840834 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,017 | Labor force participation rate for ages 15-24, total (%) (modeled ILO estimate) | SL.TLF.ACTI.1524.ZS | 40.772 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,996 | Contributing family workers, total (% of total employment) (modeled ILO estimate) | SL.FAM.WORK.ZS | 19.221991 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,999 | Adjusted savings: natural resources depletion (% of GNI) | NY.ADJ.DRES.GN.ZS | 30.445673 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,010 | Life expectancy at birth, female (years) | SP.DYN.LE00.FE.IN | 57.994 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,020 | Official exchange rate (LCU per US$, period average) | PA.NUS.FCRF | 1,851.122162 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,010 | Final consumption expenditure (% of GDP) | NE.CON.TOTL.ZS | 83.580538 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,022 | Debt service on external debt, public and publicly guaranteed (PPG) (TDS, current US$) | DT.TDS.DPPG.CD | 854,524,624.6 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,978 | Services, value added (constant 2015 US$) | NV.SRV.TOTL.KD | 7,761,984,334.67806 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,976 | Total greenhouse gas emissions excluding LULUCF per capita (t CO2e/capita) | EN.GHG.ALL.PC.CE.AR5 | 0.665428 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,970 | Manufacturing, value added (constant 2015 US$) | NV.IND.MANF.KD | 17,783,722,135.515 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,011 | CPIA equity of public resource use rating (1=low to 6=high) | IQ.CPA.PRES.XQ | 3 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,984 | Repeaters in primary education, all grades, female (number) | UIS.R.1.F | 370,811 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,991 | Repeaters in primary education, all grades, female (number) | UIS.R.1.F | 350,047 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,990 | Population, age 19, female | SP.POP.AG19.FE.UN | 365,358 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,018 | Infant mortality rate (per 1,000 live births): Q3 | SP.DYN.IMRT.Q3 | 41 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,981 | School enrollment, secondary, male (% gross) | SE.SEC.ENRR.MA | 35.083809 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,001 | Private credit by deposit money banks to GDP (%) | GFDD.DI.01 | 0.432175 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,013 | Population, age 19, total | SP.POP.AG19.TO.UN | 1,476,670 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,022 | GNI growth (annual %) | NY.GNP.MKTP.KD.ZG | 2.457579 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,002 | Population, age 15, total | SP.POP.AG15.TO.UN | 1,232,866 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,003 | Net ODA received (% of central government expense) | DT.ODA.ODAT.XP.ZS | 787.252327 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,985 | Barro-Lee: Percentage of population age 40-44 with tertiary schooling. Completed Tertiary | BAR.TER.CMPT.4044.ZS | 0.1 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,963 | Age dependency ratio (% of working-age population) | SP.POP.DPND | 83.808687 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,017 | Taxes less subsidies on products (constant LCU) | NY.TAX.NIND.KN | 672,236,641,300 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,990 | Barro-Lee: Average years of tertiary schooling, age 60-64, female | BAR.TER.SCHL.6064.FE | 0 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 2,020 | Population ages 35-39, female (% of female population) | SP.POP.3539.FE.5Y | 4.745426 | HDX | 2026-04-14 |
Congo, Dem. Rep. | COD | 1,990 | Net ODA received (% of central government expense) | DT.ODA.ODAT.XP.ZS | 64.176246 | HDX | 2026-04-14 |
Congo, Dem. Rep. - Economic, Social, Environmental, Health, Education, Development and Energy
Publisher: World Bank Group · Source: HDX · License: cc-by · Updated: 2026-03-27
Abstract
Contains data from the World Bank's data portal covering the following topics which also exist as individual datasets on HDX: Agriculture and Rural Development, Aid Effectiveness, Economy and Growth, Education, Energy and Mining, Environment, Financial Sector, Health, Infrastructure, Social Protection and Labor, Poverty, Private Sector, Public Sector, Science and Technology, Social Development, Urban Development, Gender, Millenium development goals, Climate Change, External Debt, Trade.
Each row in this dataset represents country-level aggregates. Data was last updated on HDX on 2026-03-27. Geographic scope: COD.
Curated into ML-ready Parquet format by Electric Sheep Africa.
Dataset Characteristics
| Domain | Public health |
| Unit of observation | Country-level aggregates |
| Rows (total) | 53,355 |
| Columns | 8 (2 numeric, 6 categorical, 0 datetime) |
| Train split | 42,684 rows |
| Test split | 10,671 rows |
| Geographic scope | COD |
| Publisher | World Bank Group |
| HDX last updated | 2026-03-27 |
Variables
Geographic — country_name (Congo, Dem. Rep.), country_iso3 (COD), year (range 1960.0–2025.0).
Outcome / Measurement — value (range -7058886746100.0–206418764391200.0).
Identifier / Metadata — indicator_name (Domestic credit to private sector (% of GDP), Population in urban agglomerations of more than 1 million (% of total population), Population in largest city), indicator_code (EN.URB.MCTY.TL.ZS, SM.POP.NETM, EN.URB.MCTY), esa_source (HDX), esa_processed (2026-04-14).
Quick Start
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-world-bank-combined-indicators-for-congo-dem-rep")
train = ds["train"].to_pandas()
test = ds["test"].to_pandas()
print(train.shape)
train.head()
Schema
| Column | Type | Null % | Range / Sample Values |
|---|---|---|---|
country_name |
object | 0.0% | Congo, Dem. Rep. |
country_iso3 |
object | 0.0% | COD |
year |
int64 | 0.0% | 1960.0 – 2025.0 (mean 2000.0524) |
indicator_name |
object | 0.0% | Domestic credit to private sector (% of GDP), Population in urban agglomerations of more than 1 million (% of total population), Population in largest city |
indicator_code |
object | 0.0% | EN.URB.MCTY.TL.ZS, SM.POP.NETM, EN.URB.MCTY |
value |
float64 | 0.0% | -7058886746100.0 – 206418764391200.0 (mean 325094714853.561) |
esa_source |
object | 0.0% | HDX |
esa_processed |
object | 0.0% | 2026-04-14 |
Numeric Summary
| Column | Min | Max | Mean | Median |
|---|---|---|---|---|
year |
1960.0 | 2025.0 | 2000.0524 | 2004.0 |
value |
-7058886746100.0 | 206418764391200.0 | 325094714853.561 | 45.9609 |
Curation
Raw data was downloaded from HDX via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (N/A, null, none, -, unknown, no data, #N/A) were unified to NaN. 14,850 exact duplicate rows were removed. The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.
Limitations
- Data originates from World Bank Group and has not been independently validated by ESA.
- Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
- Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.
Citation
@dataset{hdx_africa_world_bank_combined_indicators_for_congo_dem_rep,
title = {Congo, Dem. Rep. - Economic, Social, Environmental, Health, Education, Development and Energy},
author = {World Bank Group},
year = {2026},
url = {https://data.humdata.org/dataset/world-bank-combined-indicators-for-congo-dem-rep},
note = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}
Electric Sheep Africa — Africa's ML dataset infrastructure. Lagos, Nigeria.
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