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 -1,535,857,305,393.18 16,962B | esa_source stringclasses 1
value | esa_processed stringdate 2026-04-10 00:00:00 2026-04-10 00:00:00 |
|---|---|---|---|---|---|---|---|
Gabon | GAB | 2,021 | PPG, bonds (NFL, current US$) | DT.NFL.PBND.CD | 137,326,000 | HDX | 2026-04-10 |
Gabon | GAB | 1,993 | Population growth (annual %) | SP.POP.GROW | 2.663137 | HDX | 2026-04-10 |
Gabon | GAB | 1,997 | Services, value added (current US$) | NV.SRV.TOTL.CD | 2,084,399,247.86734 | HDX | 2026-04-10 |
Gabon | GAB | 1,981 | Nitrous oxide (N2O) emissions from Fugitive Emissions (Energy) (Mt CO2e) | EN.GHG.N2O.FE.MT.CE.AR5 | 0.0176 | HDX | 2026-04-10 |
Gabon | GAB | 2,003 | Tuberculosis case detection rate (%, all forms) | SH.TBS.DTEC.ZS | 46 | HDX | 2026-04-10 |
Gabon | GAB | 1,991 | Prevalence of HIV, female (% ages 15-24) | SH.HIV.1524.FE.ZS | 2 | HDX | 2026-04-10 |
Gabon | GAB | 2,021 | External balance on goods and services (% of GDP) | NE.RSB.GNFS.ZS | 36.529929 | HDX | 2026-04-10 |
Gabon | GAB | 1,976 | Population ages 65 and above, male | SP.POP.65UP.MA.IN | 20,485 | HDX | 2026-04-10 |
Gabon | GAB | 1,972 | Population in largest city | EN.URB.LCTY | 101,421 | HDX | 2026-04-10 |
Gabon | GAB | 1,980 | Barro-Lee: Percentage of population age 30-34 with primary schooling. Completed Primary | BAR.PRM.CMPT.3034.ZS | 14.89 | HDX | 2026-04-10 |
Gabon | GAB | 2,015 | Population, age 21, female | SP.POP.AG21.FE.UN | 14,990 | HDX | 2026-04-10 |
Gabon | GAB | 2,002 | Foreign direct investment, net inflows (% of GDP) | BX.KLT.DINV.WD.GD.ZS | 0.021755 | HDX | 2026-04-10 |
Gabon | GAB | 2,021 | People using at least basic sanitation services, rural (% of rural population) | SH.STA.BASS.RU.ZS | 23.193648 | HDX | 2026-04-10 |
Gabon | GAB | 2,008 | Prevalence of HIV, female (% ages 15-24) | SH.HIV.1524.FE.ZS | 2.9 | HDX | 2026-04-10 |
Gabon | GAB | 2,012 | Mosquito net use by children (insecticide-treated net) (% of children under 5): Q3 | SH.MLR.NETS.Q3.ZS | 39.2 | HDX | 2026-04-10 |
Gabon | GAB | 2,000 | Methane (CH4) emissions from Industrial Combustion (Energy) (Mt CO2e) | EN.GHG.CH4.IC.MT.CE.AR5 | 0.0095 | HDX | 2026-04-10 |
Gabon | GAB | 2,009 | Population, age 1, total | SP.POP.AG01.TO.UN | 32,382 | HDX | 2026-04-10 |
Gabon | GAB | 1,969 | Aquaculture production (metric tons) | ER.FSH.AQUA.MT | 0 | HDX | 2026-04-10 |
Gabon | GAB | 1,999 | Share of all students in upper secondary education enrolled in vocational programmes (%) | UIS.GTVP.3.V | 22.44662 | HDX | 2026-04-10 |
Gabon | GAB | 2,009 | Manufactures imports (% of merchandise imports) | TM.VAL.MANF.ZS.UN | 73.860195 | HDX | 2026-04-10 |
Gabon | GAB | 2,011 | Debit card (% age 15+) | GFDD.AI.21 | 8.584066 | HDX | 2026-04-10 |
Gabon | GAB | 2,012 | Tariff rate, most favored nation, simple mean, manufactured products (%) | TM.TAX.MANF.SM.FN.ZS | 17.28 | HDX | 2026-04-10 |
Gabon | GAB | 1,967 | Population ages 05-09, male (% of male population) | SP.POP.0509.MA.5Y | 11.365634 | HDX | 2026-04-10 |
Gabon | GAB | 1,982 | Net bilateral aid flows from DAC donors, Switzerland (current US$) | DC.DAC.CHEL.CD | 50,000.000745 | HDX | 2026-04-10 |
Gabon | GAB | 2,010 | Merchandise exports (current US$) | TX.VAL.MRCH.CD.WT | 8,686,000,000 | HDX | 2026-04-10 |
Gabon | GAB | 1,976 | Debt service on external debt, total (TDS, current US$) | DT.TDS.DECT.CD | 88,032,694.5 | HDX | 2026-04-10 |
Gabon | GAB | 2,007 | Net bilateral aid flows from DAC donors, Japan (current US$) | DC.DAC.JPNL.CD | 259,999.990463 | HDX | 2026-04-10 |
Gabon | GAB | 2,018 | Agriculture, forestry, and fishing, value added (annual % growth) | NV.AGR.TOTL.KD.ZG | 9.49088 | HDX | 2026-04-10 |
Gabon | GAB | 1,993 | Gross national expenditure (constant 2015 US$) | NE.DAB.TOTL.KD | 5,033,367,565.10729 | HDX | 2026-04-10 |
Gabon | GAB | 2,010 | Service imports (BoP, current US$) | BM.GSR.NFSV.CD | 1,797,615,653.90907 | HDX | 2026-04-10 |
Gabon | GAB | 1,975 | Mortality rate, adult, male (per 1,000 male adults) | SP.DYN.AMRT.MA | 350.948 | HDX | 2026-04-10 |
Gabon | GAB | 1,968 | Exports of goods and services (current US$) | NE.EXP.GNFS.CD | 142,588,991.304229 | HDX | 2026-04-10 |
Gabon | GAB | 1,991 | Population ages 0-14, female (% of female population) | SP.POP.0014.FE.ZS | 41.630064 | HDX | 2026-04-10 |
Gabon | GAB | 2,022 | Employment in services, male (% of male employment) (modeled ILO estimate) | SL.SRV.EMPL.MA.ZS | 45.644535 | HDX | 2026-04-10 |
Gabon | GAB | 2,011 | Net official flows from UN agencies, UNDP (current US$) | DT.NFL.UNDP.CD | 639,999.985695 | HDX | 2026-04-10 |
Gabon | GAB | 1,960 | Barro-Lee: Average years of tertiary schooling, age 50-54, total | BAR.TER.SCHL.5054 | 0.01 | HDX | 2026-04-10 |
Gabon | GAB | 2,008 | Net migration | SM.POP.NETM | 13,441 | HDX | 2026-04-10 |
Gabon | GAB | 1,991 | Trade (% of GDP) | NE.TRD.GNFS.ZS | 80.534939 | HDX | 2026-04-10 |
Gabon | GAB | 2,020 | PPG, other private creditors (NFL, current US$) | DT.NFL.PROP.CD | -248,000 | HDX | 2026-04-10 |
Gabon | GAB | 1,985 | Barro-Lee: Population in thousands, age 55-59, female | BAR.POP.5559.FE | 13 | HDX | 2026-04-10 |
Gabon | GAB | 2,014 | Carbon dioxide (CO2) emissions from Power Industry (Energy) (Mt CO2e) | EN.GHG.CO2.PI.MT.CE.AR5 | 0.8088 | HDX | 2026-04-10 |
Gabon | GAB | 2,005 | Electricity production from nuclear sources (% of total) | EG.ELC.NUCL.ZS | 0 | HDX | 2026-04-10 |
Gabon | GAB | 2,000 | Access to anti-retroviral drugs, male (%) | SH.HIV.ARTC.MA.ZS | 0 | HDX | 2026-04-10 |
Gabon | GAB | 2,005 | Beneficiary incidence in 4th quintile (%) - In-Kind | per_sa_ik.bry_q4_tot | 19.349582 | HDX | 2026-04-10 |
Gabon | GAB | 2,003 | Current health expenditure per capita (current US$) | SH.XPD.CHEX.PC.CD | 166.594955 | HDX | 2026-04-10 |
Gabon | GAB | 2,017 | Adequacy of benefits in 3rd quintile (%) - All Social Assistance | per_sa_allsa.adq_q3_tot | 6.324659 | HDX | 2026-04-10 |
Gabon | GAB | 2,013 | Changes in inventories (constant LCU) | NE.GDI.STKB.KN | -163,030,540,500 | HDX | 2026-04-10 |
Gabon | GAB | 2,020 | Employment to population ratio, ages 15-24, male (%) (modeled ILO estimate) | SL.EMP.1524.SP.MA.ZS | 11.948 | HDX | 2026-04-10 |
Gabon | GAB | 2,006 | Employment in industry, female (% of female employment) (modeled ILO estimate) | SL.IND.EMPL.FE.ZS | 4.92884 | HDX | 2026-04-10 |
Gabon | GAB | 1,978 | Gross savings (% of GDP) | NY.GNS.ICTR.ZS | 38.584941 | HDX | 2026-04-10 |
Gabon | GAB | 1,981 | Mineral rents (% of GDP) | NY.GDP.MINR.RT.ZS | 0.002986 | HDX | 2026-04-10 |
Gabon | GAB | 1,990 | Newborns protected against tetanus (%) | SH.VAC.TTNS.ZS | 84 | HDX | 2026-04-10 |
Gabon | GAB | 1,971 | Net financial flows, bilateral (NFL, current US$) | DT.NFL.BLAT.CD | 5,149,686.5 | HDX | 2026-04-10 |
Gabon | GAB | 1,976 | Population in the largest city (% of urban population) | EN.URB.LCTY.UR.ZS | 56.653667 | HDX | 2026-04-10 |
Gabon | GAB | 1,974 | Population in the largest city (% of urban population) | EN.URB.LCTY.UR.ZS | 50.1123 | HDX | 2026-04-10 |
Gabon | GAB | 1,991 | Air transport, registered carrier departures worldwide | IS.AIR.DPRT | 11,300 | HDX | 2026-04-10 |
Gabon | GAB | 2,000 | Population ages 65 and above, female (% of female population) | SP.POP.65UP.FE.ZS | 5.501348 | HDX | 2026-04-10 |
Gabon | GAB | 1,978 | Methane (CH4) emissions from Transport (Energy) (Mt CO2e) | EN.GHG.CH4.TR.MT.CE.AR5 | 0.002 | HDX | 2026-04-10 |
Gabon | GAB | 2,001 | Repeaters in primary education, all grades, both sexes (number) | UIS.R.1 | 96,951 | HDX | 2026-04-10 |
Gabon | GAB | 1,990 | Population, ages 10-18, male | SP.POP.1018.MA.UN | 87,311 | HDX | 2026-04-10 |
Gabon | GAB | 2,001 | Oil rents (% of GDP) | NY.GDP.PETR.RT.ZS | 28.562139 | HDX | 2026-04-10 |
Gabon | GAB | 2,023 | PPP conversion factor, GDP (LCU per international $) | PA.NUS.PPP | 228.032063 | HDX | 2026-04-10 |
Gabon | GAB | 1,997 | Population ages 80 and above, female | SP.POP.80UP.FE | 6,414 | HDX | 2026-04-10 |
Gabon | GAB | 2,013 | Vulnerable employment, male (% of male employment) (modeled ILO estimate) | SL.EMP.VULN.MA.ZS | 26.975714 | HDX | 2026-04-10 |
Gabon | GAB | 2,010 | Manufacturing, value added (current US$) | NV.IND.MANF.CD | 2,454,905,161.36988 | HDX | 2026-04-10 |
Gabon | GAB | 2,018 | Merchandise imports from high-income economies (% of total merchandise imports) | TM.VAL.MRCH.HI.ZS | 62.774946 | HDX | 2026-04-10 |
Gabon | GAB | 1,993 | Mobile and fixed-line telephone subscribers | IT.TEL.TOTL | 31,034 | HDX | 2026-04-10 |
Gabon | GAB | 2,005 | Women Business and the Law Index Score (scale 1-100) | SG.LAW.INDX | 51.25 | HDX | 2026-04-10 |
Gabon | GAB | 2,005 | Public and publicly guaranteed debt service (% of exports of goods, services and primary income) | DT.TDS.DPPG.XP.ZS | 2.972003 | HDX | 2026-04-10 |
Gabon | GAB | 1,985 | Methane (CH4) emissions from Building (Energy) (Mt CO2e) | EN.GHG.CH4.BU.MT.CE.AR5 | 0.1886 | HDX | 2026-04-10 |
Gabon | GAB | 1,995 | Gross savings (current US$) | NY.GNS.ICTR.CD | 1,620,674,153.13421 | HDX | 2026-04-10 |
Gabon | GAB | 1,980 | Gross national expenditure (constant LCU) | NE.DAB.TOTL.KN | 2,354,216,741,300 | HDX | 2026-04-10 |
Gabon | GAB | 1,966 | Population ages 65 and above, female | SP.POP.65UP.FE.IN | 24,686 | HDX | 2026-04-10 |
Gabon | GAB | 1,997 | General government final consumption expenditure (current LCU) | NE.CON.GOVT.CN | 335,800,000,000 | HDX | 2026-04-10 |
Gabon | GAB | 1,986 | Persistence to grade 5, male (% of cohort) | SE.PRM.PRS5.MA.ZS | 59.499649 | HDX | 2026-04-10 |
Gabon | GAB | 2,015 | Mortality rate, under-5 (per 1,000 live births) | SH.DYN.MORT | 44.2 | HDX | 2026-04-10 |
Gabon | GAB | 2,003 | External debt stocks, short-term (DOD, current US$) | DT.DOD.DSTC.CD | 323,601,270.8 | HDX | 2026-04-10 |
Gabon | GAB | 2,007 | Renewable internal freshwater resources, total (billion cubic meters) | ER.H2O.INTR.K3 | 164 | HDX | 2026-04-10 |
Gabon | GAB | 1,995 | Tariff rate, applied, simple mean, primary products (%) | TM.TAX.TCOM.SM.AR.ZS | 24.05 | HDX | 2026-04-10 |
Gabon | GAB | 2,013 | Number of infant deaths, female | SH.DTH.IMRT.FE | 919 | HDX | 2026-04-10 |
Gabon | GAB | 1,979 | Insurance and financial services (% of service imports, BoP) | BM.GSR.INSF.ZS | 5.392853 | HDX | 2026-04-10 |
Gabon | GAB | 2,002 | Death rate, crude (per 1,000 people) | SP.DYN.CDRT.IN | 9.452 | HDX | 2026-04-10 |
Gabon | GAB | 2,023 | Life expectancy at birth, female (years) | SP.DYN.LE00.FE.IN | 71.052 | HDX | 2026-04-10 |
Gabon | GAB | 1,999 | Unemployment, male (% of male labor force) (modeled ILO estimate) | SL.UEM.TOTL.MA.ZS | 16.2 | HDX | 2026-04-10 |
Gabon | GAB | 1,983 | Teachers in tertiary education programmes, both sexes (number) | SE.TER.TCHR | 594 | HDX | 2026-04-10 |
Gabon | GAB | 1,992 | School age population, tertiary education, both sexes (number) | SP.TER.TOTL.IN | 82,833 | HDX | 2026-04-10 |
Gabon | GAB | 2,008 | Rail lines (total route-km) | IS.RRS.TOTL.KM | 810 | HDX | 2026-04-10 |
Gabon | GAB | 1,975 | Barro-Lee: Percentage of female population age 35-39 with tertiary schooling. Total (Incomplete and Completed Tertiary) | BAR.TER.ICMP.3539.FE.ZS | 2.17 | HDX | 2026-04-10 |
Gabon | GAB | 1,963 | Net official development assistance and official aid received (constant 2023 US$) | DT.ODA.ALLD.KD | 38,404,029.846191 | HDX | 2026-04-10 |
Gabon | GAB | 2,009 | Adjusted net national income per capita (annual % growth) | NY.ADJ.NNTY.PC.KD.ZG | 0.544095 | HDX | 2026-04-10 |
Gabon | GAB | 1,998 | School age population, primary education, both sexes (number) | SP.PRM.TOTL.IN | 183,837 | HDX | 2026-04-10 |
Gabon | GAB | 2,014 | Self-employed, total (% of total employment) (modeled ILO estimate) | SL.EMP.SELF.ZS | 33.594303 | HDX | 2026-04-10 |
Gabon | GAB | 2,000 | Population, age 13, male | SP.POP.AG13.MA.UN | 14,361 | HDX | 2026-04-10 |
Gabon | GAB | 2,005 | Gross fixed capital formation (current LCU) | NE.GDI.FTOT.CN | 1,060,112,000,000 | HDX | 2026-04-10 |
Gabon | GAB | 1,978 | Mobile cellular subscriptions | IT.CEL.SETS | 0 | HDX | 2026-04-10 |
Gabon | GAB | 1,987 | IMF repurchases and charges (TDS, current US$) | DT.TDS.DIMF.CD | 1,757,785.2 | HDX | 2026-04-10 |
Gabon | GAB | 2,001 | IBRD loans and IDA credits (DOD, current US$) | DT.DOD.MWBG.CD | 54,859,000 | HDX | 2026-04-10 |
Gabon | GAB | 1,977 | Repeaters, primary, female (% of female enrollment) | SE.PRM.REPT.FE.ZS | 33.67615 | HDX | 2026-04-10 |
Gabon | GAB | 1,994 | Net ODA received (% of gross capital formation) | DT.ODA.ODAT.GI.ZS | 19.753797 | HDX | 2026-04-10 |
Gabon | GAB | 2,013 | Population ages 65 and above, total | SP.POP.65UP.TO | 78,111 | HDX | 2026-04-10 |
Gabon - 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: GAB.
Curated into ML-ready Parquet format by Electric Sheep Africa.
Dataset Characteristics
| Domain | Public health |
| Unit of observation | Country-level aggregates |
| Rows (total) | 54,979 |
| Columns | 8 (2 numeric, 6 categorical, 0 datetime) |
| Train split | 43,983 rows |
| Test split | 10,995 rows |
| Geographic scope | GAB |
| Publisher | World Bank Group |
| HDX last updated | 2026-03-27 |
Variables
Geographic — country_name (Gabon), country_iso3 (GAB), year (range 1960.0–2025.0).
Outcome / Measurement — value (range -1535857305393.18–16961615581130.0).
Identifier / Metadata — indicator_name (Domestic credit to private sector (% of GDP), Net migration, Population in largest city), indicator_code (EN.URB.LCTY, EN.URB.LCTY.UR.ZS, SM.POP.NETM), esa_source (HDX), esa_processed (2026-04-10).
Quick Start
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-world-bank-combined-indicators-for-gabon")
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% | Gabon |
country_iso3 |
object | 0.0% | GAB |
year |
int64 | 0.0% | 1960.0 – 2025.0 (mean 1997.6677) |
indicator_name |
object | 0.0% | Domestic credit to private sector (% of GDP), Net migration, Population in largest city |
indicator_code |
object | 0.0% | EN.URB.LCTY, EN.URB.LCTY.UR.ZS, SM.POP.NETM |
value |
float64 | 0.0% | -1535857305393.18 – 16961615581130.0 (mean 85313883673.892) |
esa_source |
object | 0.0% | HDX |
esa_processed |
object | 0.0% | 2026-04-10 |
Numeric Summary
| Column | Min | Max | Mean | Median |
|---|---|---|---|---|
year |
1960.0 | 2025.0 | 1997.6677 | 2000.0 |
value |
-1535857305393.18 | 16961615581130.0 | 85313883673.892 | 48.0724 |
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. 16,551 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_gabon,
title = {Gabon - 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-gabon},
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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