Datasets:
country_name stringclasses 1
value | country_iso3 stringclasses 1
value | year int64 1.96k 2.02k | indicator_name stringclasses 259
values | indicator_code stringclasses 259
values | value float64 -1,513,466,539,711.75 33,304B | esa_source stringclasses 1
value | esa_processed stringdate 2026-04-15 00:00:00 2026-04-15 00:00:00 |
|---|---|---|---|---|---|---|---|
Cameroon | CMR | 2,005 | External balance on goods and services (% of GDP) | NE.RSB.GNFS.ZS | -0.506769 | HDX | 2026-04-15 |
Cameroon | CMR | 2,016 | Agriculture, forestry, and fishing, value added (annual % growth) | NV.AGR.TOTL.KD.ZG | 2.529873 | HDX | 2026-04-15 |
Cameroon | CMR | 1,985 | Net official development assistance received (current US$) | DT.ODA.ODAT.CD | 152,479,995.727539 | HDX | 2026-04-15 |
Cameroon | CMR | 1,990 | Transport services (% of service exports, BoP) | BX.GSR.TRAN.ZS | 41.105238 | HDX | 2026-04-15 |
Cameroon | CMR | 2,002 | Services, value added (constant 2015 US$) | NV.SRV.TOTL.KD | 7,589,269,020.57358 | HDX | 2026-04-15 |
Cameroon | CMR | 2,002 | Gross national expenditure (constant 2015 US$) | NE.DAB.TOTL.KD | 17,892,406,585.7161 | HDX | 2026-04-15 |
Cameroon | CMR | 2,016 | Net ODA received per capita (current US$) | DT.ODA.ODAT.PC.ZS | 32.258438 | HDX | 2026-04-15 |
Cameroon | CMR | 2,001 | Households and NPISHs Final consumption expenditure (constant 2015 US$) | NE.CON.PRVT.KD | 12,523,577,766.863 | HDX | 2026-04-15 |
Cameroon | CMR | 1,998 | Industry (including construction), value added (current LCU) | NV.IND.TOTL.CN | 1,835,921,439,600 | HDX | 2026-04-15 |
Cameroon | CMR | 1,996 | Price level ratio of PPP conversion factor (GDP) to market exchange rate | PA.NUS.PPPC.RF | 0.462084 | HDX | 2026-04-15 |
Cameroon | CMR | 1,997 | Reserves and related items (BoP, current US$) | BN.RES.INCL.CD | -1,801,365,220.79969 | HDX | 2026-04-15 |
Cameroon | CMR | 1,971 | GNI per capita (constant 2015 US$) | NY.GNP.PCAP.KD | 761.753437 | HDX | 2026-04-15 |
Cameroon | CMR | 2,004 | Gross national expenditure (current US$) | NE.DAB.TOTL.CD | 18,966,016,663.672 | HDX | 2026-04-15 |
Cameroon | CMR | 2,021 | Adjusted net national income (annual % growth) | NY.ADJ.NNTY.KD.ZG | -1.111019 | HDX | 2026-04-15 |
Cameroon | CMR | 2,017 | Gross value added at basic prices (GVA) (constant LCU) | NY.GDP.FCST.KN | 19,040,090,000,000 | HDX | 2026-04-15 |
Cameroon | CMR | 2,009 | Adjusted savings: particulate emission damage (% of GNI) | NY.ADJ.DPEM.GN.ZS | 1.714464 | HDX | 2026-04-15 |
Cameroon | CMR | 2,018 | Net primary income (BoP, current US$) | BN.GSR.FCTY.CD | -741,436,312.157287 | HDX | 2026-04-15 |
Cameroon | CMR | 1,981 | Communications, computer, etc. (% of service exports, BoP) | BX.GSR.CMCP.ZS | 34.397733 | HDX | 2026-04-15 |
Cameroon | CMR | 1,974 | Adjusted net national income per capita (current US$) | NY.ADJ.NNTY.PC.CD | 221.865582 | HDX | 2026-04-15 |
Cameroon | CMR | 2,016 | Gross capital formation (% of GDP) | NE.GDI.TOTL.ZS | 19.818055 | HDX | 2026-04-15 |
Cameroon | CMR | 2,019 | Net official development assistance received (current US$) | DT.ODA.ODAT.CD | 1,298,908,203.125 | HDX | 2026-04-15 |
Cameroon | CMR | 1,980 | Gross national expenditure deflator (base year varies by country) | NE.DAB.DEFL.ZS | 24.755554 | HDX | 2026-04-15 |
Cameroon | CMR | 1,965 | Gross capital formation (constant 2015 US$) | NE.GDI.TOTL.KD | 699,106,906.328606 | HDX | 2026-04-15 |
Cameroon | CMR | 1,989 | Exports of goods, services and primary income (BoP, current US$) | BX.GSR.TOTL.CD | 2,346,365,286.42536 | HDX | 2026-04-15 |
Cameroon | CMR | 1,983 | External debt stocks, total (DOD, current US$) | DT.DOD.DECT.CD | 2,895,588,378.1 | HDX | 2026-04-15 |
Cameroon | CMR | 2,020 | Adjusted savings: particulate emission damage (current US$) | NY.ADJ.DPEM.CD | 565,310,119.720749 | HDX | 2026-04-15 |
Cameroon | CMR | 1,974 | Manufacturing, value added (current LCU) | NV.IND.MANF.CN | 51,000,000,500 | HDX | 2026-04-15 |
Cameroon | CMR | 1,983 | GDP deflator (base year varies by country) | NY.GDP.DEFL.ZS | 29.42196 | HDX | 2026-04-15 |
Cameroon | CMR | 2,023 | Insurance and financial services (% of service imports, BoP) | BM.GSR.INSF.ZS | 8.043742 | HDX | 2026-04-15 |
Cameroon | CMR | 2,019 | Reserves and related items (BoP, current US$) | BN.RES.INCL.CD | 245,211,196.462146 | HDX | 2026-04-15 |
Cameroon | CMR | 2,017 | General government final consumption expenditure (constant LCU) | NE.CON.GOVT.KN | 2,430,970,000,000 | HDX | 2026-04-15 |
Cameroon | CMR | 1,993 | GNI growth (annual %) | NY.GNP.MKTP.KD.ZG | 3.747762 | HDX | 2026-04-15 |
Cameroon | CMR | 2,017 | Changes in inventories (current LCU) | NE.GDI.STKB.CN | 31,231,000,000 | HDX | 2026-04-15 |
Cameroon | CMR | 2,005 | Households and NPISHs Final consumption expenditure, PPP (current international $) | NE.CON.PRVT.PP.CD | 31,431,460,458.7586 | HDX | 2026-04-15 |
Cameroon | CMR | 1,994 | External balance on goods and services (current LCU) | NE.RSB.GNFS.CN | 296,606,271,600 | HDX | 2026-04-15 |
Cameroon | CMR | 1,969 | Gross value added at basic prices (GVA) (constant LCU) | NY.GDP.FCST.KN | 2,757,831,168,000 | HDX | 2026-04-15 |
Cameroon | CMR | 2,022 | Insurance and financial services (% of service exports, BoP) | BX.GSR.INSF.ZS | 3.996194 | HDX | 2026-04-15 |
Cameroon | CMR | 1,977 | Gross domestic savings (current LCU) | NY.GDS.TOTL.CN | 214,699,999,300 | HDX | 2026-04-15 |
Cameroon | CMR | 2,003 | Industry (including construction), value added (current US$) | NV.IND.TOTL.CD | 4,539,305,130.83533 | HDX | 2026-04-15 |
Cameroon | CMR | 1,983 | Travel services (% of service imports, BoP) | BM.GSR.TRVL.ZS | 13.745792 | HDX | 2026-04-15 |
Cameroon | CMR | 1,981 | Machinery and transport equipment (% of value added in manufacturing) | NV.MNF.MTRN.ZS.UN | 2.695633 | HDX | 2026-04-15 |
Cameroon | CMR | 2,006 | Services, value added (annual % growth) | NV.SRV.TOTL.KD.ZG | 3.462712 | HDX | 2026-04-15 |
Cameroon | CMR | 1,996 | Industry (including construction), value added (annual % growth) | NV.IND.TOTL.KD.ZG | 1.513049 | HDX | 2026-04-15 |
Cameroon | CMR | 2,007 | Adjusted net national income per capita (constant 2015 US$) | NY.ADJ.NNTY.PC.KD | 989.341437 | HDX | 2026-04-15 |
Cameroon | CMR | 1,994 | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 0.128068 | HDX | 2026-04-15 |
Cameroon | CMR | 1,976 | Agriculture, forestry, and fishing, value added (current LCU) | NV.AGR.TOTL.CN | 191,200,002,000 | HDX | 2026-04-15 |
Cameroon | CMR | 1,971 | Net ODA received per capita (current US$) | DT.ODA.ODAT.PC.ZS | 7.274612 | HDX | 2026-04-15 |
Cameroon | CMR | 2,023 | Industry (including construction), value added (% of GDP) | NV.IND.TOTL.ZS | 25.130871 | HDX | 2026-04-15 |
Cameroon | CMR | 1,993 | Foreign direct investment, net outflows (% of GDP) | BM.KLT.DINV.WD.GD.ZS | 0.136619 | HDX | 2026-04-15 |
Cameroon | CMR | 2,020 | Gross national expenditure (constant 2015 US$) | NE.DAB.TOTL.KD | 40,994,831,546.4088 | HDX | 2026-04-15 |
Cameroon | CMR | 2,020 | GNI per capita (current LCU) | NY.GNP.PCAP.CN | 876,936.958 | HDX | 2026-04-15 |
Cameroon | CMR | 2,007 | General government final consumption expenditure (current US$) | NE.CON.GOVT.CD | 2,409,712,166.99781 | HDX | 2026-04-15 |
Cameroon | CMR | 2,013 | Adjusted savings: net forest depletion (% of GNI) | NY.ADJ.DFOR.GN.ZS | 3.133043 | HDX | 2026-04-15 |
Cameroon | CMR | 2,011 | Secondary income receipts (BoP, current US$) | BX.TRF.CURR.CD | 543,112,459.181257 | HDX | 2026-04-15 |
Cameroon | CMR | 1,969 | Gross national expenditure (% of GDP) | NE.DAB.TOTL.ZS | 99.475711 | HDX | 2026-04-15 |
Cameroon | CMR | 1,978 | Households and NPISHs Final consumption expenditure (constant LCU) | NE.CON.PRVT.KN | 3,719,566,019,900 | HDX | 2026-04-15 |
Cameroon | CMR | 1,973 | Agriculture, forestry, and fishing, value added (constant 2015 US$) | NV.AGR.TOTL.KD | 1,339,010,165.21527 | HDX | 2026-04-15 |
Cameroon | CMR | 2,001 | Gross fixed capital formation (constant 2015 US$) | NE.GDI.FTOT.KD | 2,910,453,534.50603 | HDX | 2026-04-15 |
Cameroon | CMR | 1,999 | Current account balance (% of GDP) | BN.CAB.XOKA.GD.ZS | -4.405669 | HDX | 2026-04-15 |
Cameroon | CMR | 1,992 | Gross savings (current LCU) | NY.GNS.ICTR.CN | 353,595,295,305.871 | HDX | 2026-04-15 |
Cameroon | CMR | 1,979 | External debt stocks (% of GNI) | DT.DOD.DECT.GN.ZS | 38.949441 | HDX | 2026-04-15 |
Cameroon | CMR | 1,979 | Gross capital formation (constant LCU) | NE.GDI.TOTL.KN | 1,580,597,144,900 | HDX | 2026-04-15 |
Cameroon | CMR | 1,995 | Net secondary income (BoP, current US$) | BN.TRF.CURR.CD | 69,478,331.895725 | HDX | 2026-04-15 |
Cameroon | CMR | 1,970 | Adjusted savings: mineral depletion (% of GNI) | NY.ADJ.DMIN.GN.ZS | 0 | HDX | 2026-04-15 |
Cameroon | CMR | 1,989 | External balance on goods and services (current US$) | NE.RSB.GNFS.CD | 323,503,987.274011 | HDX | 2026-04-15 |
Cameroon | CMR | 1,974 | Gross domestic income (constant LCU) | NY.GDY.TOTL.KN | 4,051,701,664,868.38 | HDX | 2026-04-15 |
Cameroon | CMR | 2,015 | Gross capital formation (current US$) | NE.GDI.TOTL.CD | 5,878,320,978.68943 | HDX | 2026-04-15 |
Cameroon | CMR | 2,022 | External debt stocks (% of GNI) | DT.DOD.DECT.GN.ZS | 34.972186 | HDX | 2026-04-15 |
Cameroon | CMR | 1,969 | Gross value added at basic prices (GVA) (current US$) | NY.GDP.FCST.CD | 1,100,551,488.62689 | HDX | 2026-04-15 |
Cameroon | CMR | 2,008 | Gross capital formation (annual % growth) | NE.GDI.TOTL.KD.ZG | 9.54322 | HDX | 2026-04-15 |
Cameroon | CMR | 1,991 | GNI per capita (current LCU) | NY.GNP.PCAP.CN | 268,453.907491 | HDX | 2026-04-15 |
Cameroon | CMR | 1,992 | Portfolio investment, net (BoP, current US$) | BN.KLT.PTXL.CD | 46,544,698.268192 | HDX | 2026-04-15 |
Cameroon | CMR | 1,979 | Services, value added (current US$) | NV.SRV.TOTL.CD | 2,872,768,552.87937 | HDX | 2026-04-15 |
Cameroon | CMR | 1,995 | Adjusted savings: net national savings (% of GNI) | NY.ADJ.NNAT.GN.ZS | 10.729657 | HDX | 2026-04-15 |
Cameroon | CMR | 2,015 | Gross savings (current LCU) | NY.GNS.ICTR.CN | 2,726,147,124,005.51 | HDX | 2026-04-15 |
Cameroon | CMR | 2,017 | Gross fixed capital formation, private sector (% of GDP) | NE.GDI.FPRV.ZS | 14.229565 | HDX | 2026-04-15 |
Cameroon | CMR | 1,981 | Terms of trade adjustment (constant LCU) | NY.TTF.GNFS.KN | -953,925,312,296.232 | HDX | 2026-04-15 |
Cameroon | CMR | 2,005 | Private capital flows, total (% of GDP) | BN.KLT.PRVT.GD.ZS | 1.6282 | HDX | 2026-04-15 |
Cameroon | CMR | 1,988 | Inflation, GDP deflator (annual %) | NY.GDP.DEFL.KD.ZG | 0.813899 | HDX | 2026-04-15 |
Cameroon | CMR | 1,982 | GNI per capita, Atlas method (current US$) | NY.GNP.PCAP.CD | 790 | HDX | 2026-04-15 |
Cameroon | CMR | 1,997 | Changes in inventories (constant LCU) | NE.GDI.STKB.KN | 2,836,176,000 | HDX | 2026-04-15 |
Cameroon | CMR | 2,018 | Foreign direct investment, net outflows (% of GDP) | BM.KLT.DINV.WD.GD.ZS | 0.270144 | HDX | 2026-04-15 |
Cameroon | CMR | 2,004 | ODA aid disbursements for STD control including HIV/AIDS, DAC donors (current US$) | DT.ODA.DACD.HIV.CNTRL.CD | 2,474,644 | HDX | 2026-04-15 |
Cameroon | CMR | 1,991 | Exports of goods, services and primary income (BoP, current US$) | BX.GSR.TOTL.CD | 2,381,756,628.49627 | HDX | 2026-04-15 |
Cameroon | CMR | 2,012 | Adjusted net national income per capita (current US$) | NY.ADJ.NNTY.PC.CD | 1,122.02923 | HDX | 2026-04-15 |
Cameroon | CMR | 1,973 | Final consumption expenditure (annual % growth) | NE.CON.TOTL.KD.ZG | 0.586956 | HDX | 2026-04-15 |
Cameroon | CMR | 1,996 | Machinery and transport equipment (% of value added in manufacturing) | NV.MNF.MTRN.ZS.UN | 0.045915 | HDX | 2026-04-15 |
Cameroon | CMR | 2,021 | Goods exports (BoP, current US$) | BX.GSR.MRCH.CD | 5,864,489,193.47812 | HDX | 2026-04-15 |
Cameroon | CMR | 2,015 | Agriculture, forestry, and fishing, value added per worker (constant 2015 US$) | NV.AGR.EMPL.KD | 1,337.627423 | HDX | 2026-04-15 |
Cameroon | CMR | 2,018 | Exports of goods and services (current US$) | NE.EXP.GNFS.CD | 7,486,173,533.2258 | HDX | 2026-04-15 |
Cameroon | CMR | 1,976 | Imports of goods and services (% of GDP) | NE.IMP.GNFS.ZS | 27.364619 | HDX | 2026-04-15 |
Cameroon | CMR | 2,006 | GNI, PPP (constant 2021 international $) | NY.GNP.MKTP.PP.KD | 71,549,828,636.7857 | HDX | 2026-04-15 |
Cameroon | CMR | 2,002 | Total debt service (% of exports of goods, services and primary income) | DT.TDS.DECT.EX.ZS | 11.508068 | HDX | 2026-04-15 |
Cameroon | CMR | 2,016 | Manufacturing, value added (% of GDP) | NV.IND.MANF.ZS | 13.841534 | HDX | 2026-04-15 |
Cameroon | CMR | 1,977 | Trade in services (% of GDP) | BG.GSR.NFSV.GD.ZS | 14.63789 | HDX | 2026-04-15 |
Cameroon | CMR | 1,993 | Reserves and related items (BoP, current US$) | BN.RES.INCL.CD | -887,778,034.914133 | HDX | 2026-04-15 |
Cameroon | CMR | 2,005 | Gross fixed capital formation (constant LCU) | NE.GDI.FTOT.KN | 1,938,255,353,500 | HDX | 2026-04-15 |
Cameroon | CMR | 1,981 | Taxes less subsidies on products (constant LCU) | NY.TAX.NIND.KN | 304,866,131,280 | HDX | 2026-04-15 |
Cameroon | CMR | 2,007 | Adjusted savings: net forest depletion (% of GNI) | NY.ADJ.DFOR.GN.ZS | 2.960373 | HDX | 2026-04-15 |
Cameroon | CMR | 2,011 | Current account balance (% of GDP) | BN.CAB.XOKA.GD.ZS | -2.445885 | HDX | 2026-04-15 |
Cameroon - Economy and Growth
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.
Economic growth is central to economic development. When national income grows, real people benefit. While there is no known formula for stimulating economic growth, data can help policy-makers better understand their countries' economic situations and guide any work toward improvement. Data here covers measures of economic growth, such as gross domestic product (GDP) and gross national income (GNI). It also includes indicators representing factors known to be relevant to economic growth, such as capital stock, employment, investment, savings, consumption, government spending, imports, and exports.
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 | Humanitarian and development data |
| Unit of observation | Country-level aggregates |
| Rows (total) | 12,945 |
| Columns | 8 (2 numeric, 6 categorical, 0 datetime) |
| Train split | 10,356 rows |
| Test split | 2,589 rows |
| Geographic scope | CMR |
| Publisher | World Bank Group |
| HDX last updated | 2026-03-27 |
Variables
Geographic — country_name (Cameroon), country_iso3 (CMR), year (range 1960.0–2024.0).
Outcome / Measurement — value (range -1513466539711.75–33304200000000.0).
Identifier / Metadata — indicator_name (GDP (constant LCU), Gross national expenditure (constant 2015 US$), Gross capital formation (constant 2015 US$)), indicator_code (NY.GDP.MKTP.KN, NE.DAB.TOTL.KD, NE.GDI.TOTL.KD), esa_source (HDX), esa_processed (2026-04-15).
Quick Start
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-world-bank-economy-and-growth-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 – 2024.0 (mean 1996.539) |
indicator_name |
object | 0.0% | GDP (constant LCU), Gross national expenditure (constant 2015 US$), Gross capital formation (constant 2015 US$) |
indicator_code |
object | 0.0% | NY.GDP.MKTP.KN, NE.DAB.TOTL.KD, NE.GDI.TOTL.KD |
value |
float64 | 0.0% | -1513466539711.75 – 33304200000000.0 (mean 871367505250.4517) |
esa_source |
object | 0.0% | HDX |
esa_processed |
object | 0.0% | 2026-04-15 |
Numeric Summary
| Column | Min | Max | Mean | Median |
|---|---|---|---|---|
year |
1960.0 | 2024.0 | 1996.539 | 1997.0 |
value |
-1513466539711.75 | 33304200000000.0 | 871367505250.4517 | 25730096.5938 |
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_economy_and_growth_indicators_for_cameroon,
title = {Cameroon - Economy and Growth},
author = {World Bank Group},
year = {2026},
url = {https://data.humdata.org/dataset/world-bank-economy-and-growth-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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