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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
End of preview. Expand in Data Studio

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

Geographiccountry_name (Cameroon), country_iso3 (CMR), year (range 1960.0–2024.0).

Outcome / Measurementvalue (range -1513466539711.75–33304200000000.0).

Identifier / Metadataindicator_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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