Datasets:
country_name stringclasses 1
value | country_iso3 stringclasses 1
value | year int64 1.96k 2.03k | indicator_name stringclasses 864
values | indicator_code stringclasses 864
values | value float64 0 11.5M | esa_source stringclasses 1
value | esa_processed stringdate 2026-04-15 00:00:00 2026-04-15 00:00:00 |
|---|---|---|---|---|---|---|---|
Cameroon | CMR | 2,020 | Unemployment, female (% of female labor force) (modeled ILO estimate) | SL.UEM.TOTL.FE.ZS | 4.376 | HDX | 2026-04-15 |
Cameroon | CMR | 2,010 | Repeaters, primary, total (% of total enrollment) | SE.PRM.REPT.ZS | 13.14453 | HDX | 2026-04-15 |
Cameroon | CMR | 2,005 | Barro-Lee: Population in thousands, age 35-39, female | BAR.POP.3539.FE | 402 | HDX | 2026-04-15 |
Cameroon | CMR | 2,010 | Population, ages 12-17, male | SP.POP.1217.MA.UN | 1,359,067 | HDX | 2026-04-15 |
Cameroon | CMR | 2,013 | Probability of dying among youth ages 20-24 years (per 1,000) | SH.DYN.2024 | 18.2 | HDX | 2026-04-15 |
Cameroon | CMR | 1,991 | School life expectancy, primary and secondary, male (years) | UIS.SLE.123.M | 8.71914 | HDX | 2026-04-15 |
Cameroon | CMR | 2,010 | Repetition rate in Grade 2 of primary education, both sexes (%) | UIS.REPR.1.G2 | 12.52295 | HDX | 2026-04-15 |
Cameroon | CMR | 2,005 | Barro-Lee: Percentage of population age 50-54 with secondary schooling. Total (Incomplete and Completed Secondary) | BAR.SEC.ICMP.5054.ZS | 17.7 | HDX | 2026-04-15 |
Cameroon | CMR | 2,015 | Secondary education, general pupils (% female) | SE.SEC.ENRL.GC.FE.ZS | 48.27931 | HDX | 2026-04-15 |
Cameroon | CMR | 2,013 | Population, age 6, male | SP.POP.AG06.MA.UN | 279,495 | HDX | 2026-04-15 |
Cameroon | CMR | 2,003 | Repetition rate in Grade 2 of primary education, both sexes (%) | UIS.REPR.1.G2 | 22.95874 | HDX | 2026-04-15 |
Cameroon | CMR | 2,005 | Barro-Lee: Percentage of population age 50-54 with primary schooling. Total (Incomplete and Completed Primary) | BAR.PRM.ICMP.5054.ZS | 50.8 | HDX | 2026-04-15 |
Cameroon | CMR | 2,004 | Secondary education, teachers | SE.SEC.TCHR | 45,693 | HDX | 2026-04-15 |
Cameroon | CMR | 1,985 | Lower secondary completion rate, male (% of relevant age group) | SE.SEC.CMPT.LO.MA.ZS | 17.58786 | HDX | 2026-04-15 |
Cameroon | CMR | 1,995 | Barro-Lee: Percentage of population age 30-34 with tertiary schooling. Total (Incomplete and Completed Tertiary) | BAR.TER.ICMP.3034.ZS | 1.21 | HDX | 2026-04-15 |
Cameroon | CMR | 2,013 | Population, age 11, male | SP.POP.AG11.MA.UN | 259,323 | HDX | 2026-04-15 |
Cameroon | CMR | 2,000 | Population, ages 10-18, female | SP.POP.1018.FE.UN | 1,732,845 | HDX | 2026-04-15 |
Cameroon | CMR | 1,999 | Population, age 16, female | SP.POP.AG16.FE.UN | 178,144 | HDX | 2026-04-15 |
Cameroon | CMR | 1,973 | Repeaters in Grade 2 of primary education, both sexes (number) | UIS.R.1.G2 | 42,283 | HDX | 2026-04-15 |
Cameroon | CMR | 2,002 | Population, age 12, total | SP.POP.AG12.TO.UN | 425,856 | HDX | 2026-04-15 |
Cameroon | CMR | 1,990 | Population, ages 10-15, female | SP.POP.1015.FE.UN | 895,639 | HDX | 2026-04-15 |
Cameroon | CMR | 1,995 | Theoretical duration of lower secondary education (years) | SE.SEC.DURS.LO | 4 | HDX | 2026-04-15 |
Cameroon | CMR | 1,991 | Population, ages 7-9, male | SP.POP.0709.MA.UN | 552,273 | HDX | 2026-04-15 |
Cameroon | CMR | 1,990 | Barro-Lee: Average years of secondary schooling, age 25+, female | BAR.SEC.SCHL.25UP.FE | 0.48 | HDX | 2026-04-15 |
Cameroon | CMR | 1,995 | Barro-Lee: Percentage of female population age 60-64 with tertiary schooling. Total (Incomplete and Completed Tertiary) | BAR.TER.ICMP.6064.FE.ZS | 0.1 | HDX | 2026-04-15 |
Cameroon | CMR | 1,980 | Repeaters in Grade 3 of primary education, female (number) | UIS.R.1.G3.F | 29,065 | HDX | 2026-04-15 |
Cameroon | CMR | 1,999 | Population, age 22, female | SP.POP.AG22.FE.UN | 140,834 | HDX | 2026-04-15 |
Cameroon | CMR | 1,975 | Barro-Lee: Percentage of female population age 15-19 with primary schooling. Completed Primary | BAR.PRM.CMPT.1519.FE.ZS | 25.93 | HDX | 2026-04-15 |
Cameroon | CMR | 1,965 | Barro-Lee: Average years of tertiary schooling, age 35-39, total | BAR.TER.SCHL.3539 | 0 | HDX | 2026-04-15 |
Cameroon | CMR | 2,016 | Female share of graduates in Health and Welfare programmes, tertiary (%) | SE.TER.GRAD.FE.HL.ZS | 60.85142 | HDX | 2026-04-15 |
Cameroon | CMR | 1,970 | Barro-Lee: Average years of total schooling, age 40-44, total | BAR.SCHL.4044 | 1 | HDX | 2026-04-15 |
Cameroon | CMR | 1,987 | Secondary education, teachers, female | SE.SEC.TCHR.FE | 3,197 | HDX | 2026-04-15 |
Cameroon | CMR | 2,008 | School age population, post-secondary non-tertiary education, both sexes (number) | UIS.SAP.4 | 787,554 | HDX | 2026-04-15 |
Cameroon | CMR | 1,990 | School enrollment, primary (% gross) | SE.PRM.ENRR | 100.785027 | HDX | 2026-04-15 |
Cameroon | CMR | 2,006 | Pupil-teacher ratio, preprimary | SE.PRE.ENRL.TC.ZS | 21.22016 | HDX | 2026-04-15 |
Cameroon | CMR | 2,000 | Barro-Lee: Percentage of female population age 25-29 with tertiary schooling. Completed Tertiary | BAR.TER.CMPT.2529.FE.ZS | 0.32 | HDX | 2026-04-15 |
Cameroon | CMR | 1,985 | Barro-Lee: Percentage of population age 25+ with secondary schooling. Total (Incomplete and Completed Secondary) | BAR.SEC.ICMP.25UP.ZS | 10.15 | HDX | 2026-04-15 |
Cameroon | CMR | 1,980 | Barro-Lee: Percentage of female population age 40-44 with tertiary schooling. Completed Tertiary | BAR.TER.CMPT.4044.FE.ZS | 0.06 | HDX | 2026-04-15 |
Cameroon | CMR | 2,008 | Population, ages 14-18, total | SP.POP.1418.TO.UN | 2,159,491 | HDX | 2026-04-15 |
Cameroon | CMR | 1,990 | Population, ages 12-16, total | SP.POP.1216.TO.UN | 1,415,264 | HDX | 2026-04-15 |
Cameroon | CMR | 2,000 | Population, ages 5-10, male | SP.POP.0510.MA.UN | 1,356,943 | HDX | 2026-04-15 |
Cameroon | CMR | 1,965 | Barro-Lee: Average years of total schooling, age 40-44, total | BAR.SCHL.4044 | 0.98 | HDX | 2026-04-15 |
Cameroon | CMR | 1,993 | Population, age 20, female | SP.POP.AG20.FE.UN | 124,067 | HDX | 2026-04-15 |
Cameroon | CMR | 2,017 | School age population, last grade of primary education, both sexes (number) | SP.PRM.GRAD.TO | 613,262 | HDX | 2026-04-15 |
Cameroon | CMR | 1,993 | Population, ages 7-9, male | SP.POP.0709.MA.UN | 581,399 | HDX | 2026-04-15 |
Cameroon | CMR | 2,003 | Survival rate to Grade 4 of primary education, gender parity index (GPI) | UIS.SR.1.G4.GPI | 1.03045 | HDX | 2026-04-15 |
Cameroon | CMR | 1,975 | Barro-Lee: Percentage of population age 40-44 with tertiary schooling. Completed Tertiary | BAR.TER.CMPT.4044.ZS | 0.2 | HDX | 2026-04-15 |
Cameroon | CMR | 1,990 | Government expenditure on education, total (% of GDP) | SE.XPD.TOTL.GD.ZS | 3.2871 | HDX | 2026-04-15 |
Cameroon | CMR | 2,003 | Lower secondary completion rate, male (% of relevant age group) | SE.SEC.CMPT.LO.MA.ZS | 24.61322 | HDX | 2026-04-15 |
Cameroon | CMR | 2,007 | Repeaters in Grade 4 of primary education, both sexes (number) | UIS.R.1.G4 | 77,123 | HDX | 2026-04-15 |
Cameroon | CMR | 2,011 | Repeaters in Grade 1 of lower secondary general education, female (number) | UIS.R.2.GPV.G1.F | 9,251 | HDX | 2026-04-15 |
Cameroon | CMR | 1,975 | Survival rate to the last grade of primary education, gender parity index (GPI) | UIS.SR.1.GLAST.GPI | 0.92174 | HDX | 2026-04-15 |
Cameroon | CMR | 1,975 | Enrolment in tertiary education, all programmes, female (number) | SE.TER.ENRL.FE | 880 | HDX | 2026-04-15 |
Cameroon | CMR | 2,011 | School age population, upper secondary education, male (number) | SP.SEC.UTOT.MA.IN | 672,307 | HDX | 2026-04-15 |
Cameroon | CMR | 1,976 | Pupil-teacher ratio, primary | SE.PRM.ENRL.TC.ZS | 50.56058 | HDX | 2026-04-15 |
Cameroon | CMR | 1,960 | Barro-Lee: Percentage of female population age 15-19 with secondary schooling. Total (Incomplete and Completed Secondary) | BAR.SEC.ICMP.1519.FE.ZS | 7.48 | HDX | 2026-04-15 |
Cameroon | CMR | 2,017 | Number of under-five deaths, female | SH.DTH.MORT.FE | 32,504 | HDX | 2026-04-15 |
Cameroon | CMR | 1,970 | Barro-Lee: Percentage of population age 25+ with tertiary schooling. Completed Tertiary | BAR.TER.CMPT.25UP.ZS | 0.14 | HDX | 2026-04-15 |
Cameroon | CMR | 1,991 | Number of under-five deaths, female | SH.DTH.MORT.FE | 31,152 | HDX | 2026-04-15 |
Cameroon | CMR | 1,985 | Barro-Lee: Percentage of female population age 60-64 with no education | BAR.NOED.6064.FE.ZS | 92.65 | HDX | 2026-04-15 |
Cameroon | CMR | 1,974 | Secondary education, vocational pupils (% female) | SE.SEC.ENRL.VO.FE.ZS | 36.13221 | HDX | 2026-04-15 |
Cameroon | CMR | 1,997 | Population, age 20, female | SP.POP.AG20.FE.UN | 143,069 | HDX | 2026-04-15 |
Cameroon | CMR | 1,984 | Teachers in pre-primary education, both sexes (number) | SE.PRE.TCHR | 2,037 | HDX | 2026-04-15 |
Cameroon | CMR | 2,009 | Population, age 25, female | SP.POP.AG25.FE.UN | 174,569 | HDX | 2026-04-15 |
Cameroon | CMR | 2,014 | Repetition rate in Grade 4 of primary education, both sexes (%) | UIS.REPR.1.G4 | 12.32918 | HDX | 2026-04-15 |
Cameroon | CMR | 2,022 | Number of infant deaths, female | SH.DTH.IMRT.FE | 17,465 | HDX | 2026-04-15 |
Cameroon | CMR | 1,991 | Population, age 7, female | SP.POP.AG07.FE.UN | 188,412 | HDX | 2026-04-15 |
Cameroon | CMR | 1,975 | Barro-Lee: Percentage of female population age 45-49 with tertiary schooling. Completed Tertiary | BAR.TER.CMPT.4549.FE.ZS | 0 | HDX | 2026-04-15 |
Cameroon | CMR | 1,982 | Gross enrolment ratio, primary and secondary, both sexes (%) | UIS.GER.123 | 60.56104 | HDX | 2026-04-15 |
Cameroon | CMR | 2,016 | Repeaters in Grade 6 of primary education, both sexes (number) | UIS.R.1.G6 | 61,136 | HDX | 2026-04-15 |
Cameroon | CMR | 1,999 | Progression to secondary school, female (%) | SE.SEC.PROG.FE.ZS | 30.3323 | HDX | 2026-04-15 |
Cameroon | CMR | 2,005 | Government expenditure per student, secondary (% of GDP per capita) | SE.XPD.SECO.PC.ZS | 33.94488 | HDX | 2026-04-15 |
Cameroon | CMR | 2,015 | School life expectancy, tertiary, female (years) | UIS.SLE.56.F | 0.75537 | HDX | 2026-04-15 |
Cameroon | CMR | 1,971 | Gross enrolment ratio, primary and secondary, female (%) | UIS.GER.123.F | 42.9452 | HDX | 2026-04-15 |
Cameroon | CMR | 2,010 | Barro-Lee: Average years of secondary schooling, age 20-24, female | BAR.SEC.SCHL.2024.FE | 1.97 | HDX | 2026-04-15 |
Cameroon | CMR | 2,012 | Population, age 9, male | SP.POP.AG09.MA.UN | 264,322 | HDX | 2026-04-15 |
Cameroon | CMR | 1,995 | Population, age 19, female | SP.POP.AG19.FE.UN | 138,394 | HDX | 2026-04-15 |
Cameroon | CMR | 2,005 | Barro-Lee: Average years of primary schooling, age 15-19, total | BAR.PRM.SCHL.1519 | 3.77 | HDX | 2026-04-15 |
Cameroon | CMR | 1,972 | Secondary education, teachers (% female) | SE.SEC.TCHR.FE.ZS | 22.670731 | HDX | 2026-04-15 |
Cameroon | CMR | 2,015 | School life expectancy, tertiary, both sexes (years) | UIS.SLE.56 | 0.84812 | HDX | 2026-04-15 |
Cameroon | CMR | 1,989 | Official entrance age to upper secondary education (years) | UIS.THAGE.3.A.GPV | 16 | HDX | 2026-04-15 |
Cameroon | CMR | 1,972 | Gross enrolment ratio, primary to tertiary, female (%) | UIS.GER.1T6.F | 33.54009 | HDX | 2026-04-15 |
Cameroon | CMR | 1,995 | Barro-Lee: Percentage of population age 25-29 with primary schooling. Total (Incomplete and Completed Primary) | BAR.PRM.ICMP.2529.ZS | 59.43 | HDX | 2026-04-15 |
Cameroon | CMR | 2,000 | School age population, primary education, both sexes (number) | SP.PRM.TOTL.IN | 2,625,545 | HDX | 2026-04-15 |
Cameroon | CMR | 2,000 | Barro-Lee: Percentage of female population age 15+ with secondary schooling. Completed Secondary | BAR.SEC.CMPT.15UP.FE.ZS | 9.44 | HDX | 2026-04-15 |
Cameroon | CMR | 1,999 | Repeaters in primary education, all grades, female (number) | UIS.R.1.F | 253,407 | HDX | 2026-04-15 |
Cameroon | CMR | 1,960 | Barro-Lee: Percentage of female population age 45-49 with tertiary schooling. Completed Tertiary | BAR.TER.CMPT.4549.FE.ZS | 0.03 | HDX | 2026-04-15 |
Cameroon | CMR | 1,984 | Repeaters in Grade 3 of primary education, female (number) | UIS.R.1.G3.F | 37,865 | HDX | 2026-04-15 |
Cameroon | CMR | 1,995 | Barro-Lee: Percentage of female population age 35-39 with no education | BAR.NOED.3539.FE.ZS | 24.57 | HDX | 2026-04-15 |
Cameroon | CMR | 2,010 | Trained teachers in preprimary education, female (% of female teachers) | SE.PRE.TCAQ.FE.ZS | 43.301981 | HDX | 2026-04-15 |
Cameroon | CMR | 1,990 | Population, ages 12-17, male | SP.POP.1217.MA.UN | 837,477 | HDX | 2026-04-15 |
Cameroon | CMR | 1,988 | Population of the official entrance age to primary education, female (number) | UIS.SAP.1.G1.F | 167,889 | HDX | 2026-04-15 |
Cameroon | CMR | 1,991 | Population, ages 7-13, total | SP.POP.0713.TO.UN | 2,388,596 | HDX | 2026-04-15 |
Cameroon | CMR | 1,987 | School enrollment, secondary, male (% gross) | SE.SEC.ENRR.MA | 29.49692 | HDX | 2026-04-15 |
Cameroon | CMR | 1,965 | Barro-Lee: Percentage of female population age 60-64 with primary schooling. Total (Incomplete and Completed Primary) | BAR.PRM.ICMP.6064.FE.ZS | 3.6 | HDX | 2026-04-15 |
Cameroon | CMR | 2,012 | Population, age 7, male | SP.POP.AG07.MA.UN | 275,451 | HDX | 2026-04-15 |
Cameroon | CMR | 1,990 | Population, ages 13-16, male | SP.POP.1316.MA.UN | 557,742 | HDX | 2026-04-15 |
Cameroon | CMR | 2,004 | Literacy rate, youth total (% of people ages 15-24) | SE.ADT.1524.LT.ZS | 75.11 | HDX | 2026-04-15 |
Cameroon | CMR | 1,975 | Barro-Lee: Average years of primary schooling, age 15+, total | BAR.PRM.SCHL.15UP | 1.94 | HDX | 2026-04-15 |
Cameroon | CMR | 1,995 | Population, ages 14-19, female | SP.POP.1419.FE.UN | 916,530 | HDX | 2026-04-15 |
Cameroon - Education
Publisher: World Bank Group · Source: HDX · License: cc-by · Updated: 2026-03-27
Abstract
Contains data from the World Bank's data portal. There is also a consolidated country dataset on HDX.
Education is one of the most powerful instruments for reducing poverty and inequality and lays a foundation for sustained economic growth. The World Bank compiles data on education inputs, participation, efficiency, and outcomes. Data on education are compiled by the United Nations Educational, Scientific, and Cultural Organization (UNESCO) Institute for Statistics from official responses to surveys and from reports provided by education authorities in each country.
Each row in this dataset represents country-level aggregates. Data was last updated on HDX on 2026-03-27. Geographic scope: CMR.
Curated into ML-ready Parquet format by Electric Sheep Africa.
Dataset Characteristics
| Domain | Education |
| Unit of observation | Country-level aggregates |
| Rows (total) | 16,696 |
| Columns | 8 (2 numeric, 6 categorical, 0 datetime) |
| Train split | 13,356 rows |
| Test split | 3,339 rows |
| Geographic scope | CMR |
| Publisher | World Bank Group |
| HDX last updated | 2026-03-27 |
Variables
Geographic — country_name (Cameroon), country_iso3 (CMR), year (range 1960.0–2025.0).
Outcome / Measurement — value (range 0.0–11466010.0).
Identifier / Metadata — indicator_name (Population ages 15-64 (% of total population), Population ages 0-14 (% of total population), Number of under-five deaths, male), indicator_code (SP.POP.1564.TO.ZS, SP.POP.0014.TO.ZS, SH.DTH.MORT.MA), esa_source (HDX), esa_processed (2026-04-15).
Quick Start
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-world-bank-education-indicators-for-cameroon")
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% | Cameroon |
country_iso3 |
object | 0.0% | CMR |
year |
int64 | 0.0% | 1960.0 – 2025.0 (mean 1996.145) |
indicator_name |
object | 0.0% | Population ages 15-64 (% of total population), Population ages 0-14 (% of total population), Number of under-five deaths, male |
indicator_code |
object | 0.0% | SP.POP.1564.TO.ZS, SP.POP.0014.TO.ZS, SH.DTH.MORT.MA |
value |
float64 | 0.0% | 0.0 – 11466010.0 (mean 392528.7278) |
esa_source |
object | 0.0% | HDX |
esa_processed |
object | 0.0% | 2026-04-15 |
Numeric Summary
| Column | Min | Max | Mean | Median |
|---|---|---|---|---|
year |
1960.0 | 2025.0 | 1996.145 | 1999.0 |
value |
0.0 | 11466010.0 | 392528.7278 | 205.5 |
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. 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_education_indicators_for_cameroon,
title = {Cameroon - Education},
author = {World Bank Group},
year = {2026},
url = {https://data.humdata.org/dataset/world-bank-education-indicators-for-cameroon},
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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