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country_name
stringclasses
1 value
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stringclasses
1 value
year
int64
1.96k
2.02k
indicator_name
stringclasses
254 values
indicator_code
stringclasses
254 values
value
float64
-609,893,048,500
13,026B
esa_source
stringclasses
1 value
esa_processed
stringdate
2026-04-14 00:00:00
2026-04-14 00:00:00
Benin
BEN
1,981
Net errors and omissions (BoP, current US$)
BN.KAC.EOMS.CD
-3,746,355.375999
HDX
2026-04-14
Benin
BEN
1,982
GNI (constant LCU)
NY.GNP.MKTP.KN
1,807,890,210,457.65
HDX
2026-04-14
Benin
BEN
1,993
Manufacturing, value added (% of GDP)
NV.IND.MANF.ZS
7.426248
HDX
2026-04-14
Benin
BEN
2,010
Services, value added (% of GDP)
NV.SRV.TOTL.ZS
44.54744
HDX
2026-04-14
Benin
BEN
1,986
Adjusted savings: gross savings (% of GNI)
NY.ADJ.ICTR.GN.ZS
4.219483
HDX
2026-04-14
Benin
BEN
2,011
GDP per capita growth (annual %)
NY.GDP.PCAP.KD.ZG
-0.057123
HDX
2026-04-14
Benin
BEN
1,996
Exports of goods and services (current US$)
NE.EXP.GNFS.CD
625,667,798.508943
HDX
2026-04-14
Benin
BEN
1,991
Imports of goods, services and primary income (BoP, current US$)
BM.GSR.TOTL.CD
902,421,358.891727
HDX
2026-04-14
Benin
BEN
2,016
Exports of goods and services (current LCU)
NE.EXP.GNFS.CN
1,933,919,000,000
HDX
2026-04-14
Benin
BEN
2,013
Final consumption expenditure (annual % growth)
NE.CON.TOTL.KD.ZG
4.532489
HDX
2026-04-14
Benin
BEN
2,014
Households and NPISHs Final consumption expenditure per capita growth (annual %)
NE.CON.PRVT.PC.KD.ZG
0.665778
HDX
2026-04-14
Benin
BEN
1,975
Foreign direct investment, net outflows (BoP, current US$)
BM.KLT.DINV.CD.WD
0
HDX
2026-04-14
Benin
BEN
2,002
Net ODA received per capita (current US$)
DT.ODA.ODAT.PC.ZS
28.863631
HDX
2026-04-14
Benin
BEN
1,961
Gross national expenditure (current US$)
NE.DAB.TOTL.CD
248,023,258.181634
HDX
2026-04-14
Benin
BEN
2,017
Adjusted net national income per capita (constant 2015 US$)
NY.ADJ.NNTY.PC.KD
919.017165
HDX
2026-04-14
Benin
BEN
1,989
Personal remittances, paid (current US$)
BM.TRF.PWKR.CD.DT
15,151,329.99
HDX
2026-04-14
Benin
BEN
2,020
Industry (including construction), value added (annual % growth)
NV.IND.TOTL.KD.ZG
5.175127
HDX
2026-04-14
Benin
BEN
1,987
Adjusted savings: education expenditure (% of GNI)
NY.ADJ.AEDU.GN.ZS
3.29957
HDX
2026-04-14
Benin
BEN
2,015
Foreign direct investment, net (BoP, current US$)
BN.KLT.DINV.CD
-117,056,378.004948
HDX
2026-04-14
Benin
BEN
1,972
Adjusted savings: net forest depletion (% of GNI)
NY.ADJ.DFOR.GN.ZS
5.368317
HDX
2026-04-14
Benin
BEN
2,005
External debt stocks, total (DOD, current US$)
DT.DOD.DECT.CD
1,876,387,170.5
HDX
2026-04-14
Benin
BEN
2,000
Manufacturing, value added (% of GDP)
NV.IND.MANF.ZS
13.983858
HDX
2026-04-14
Benin
BEN
2,014
Changes in inventories (current LCU)
NE.GDI.STKB.CN
-156,117,180,700
HDX
2026-04-14
Benin
BEN
1,989
Industry (including construction), value added (constant LCU)
NV.IND.TOTL.KN
425,737,133,480
HDX
2026-04-14
Benin
BEN
1,994
ICT service exports (BoP, current US$)
BX.GSR.CCIS.CD
88,075.623968
HDX
2026-04-14
Benin
BEN
2,019
Net primary income (Net income from abroad) (current US$)
NY.GSR.NFCY.CD
-70,798,635.08215
HDX
2026-04-14
Benin
BEN
2,014
Adjusted savings: mineral depletion (current US$)
NY.ADJ.DMIN.CD
162,647.702361
HDX
2026-04-14
Benin
BEN
2,006
Households and NPISHs final consumption expenditure: linked series (current LCU)
NE.CON.PRVT.CN.AD
2,980,947,950,500
HDX
2026-04-14
Benin
BEN
2,021
Net primary income (BoP, current US$)
BN.GSR.FCTY.CD
-189,305,379.792747
HDX
2026-04-14
Benin
BEN
2,005
Goods exports (BoP, current US$)
BX.GSR.MRCH.CD
578,343,031.806261
HDX
2026-04-14
Benin
BEN
1,994
Gross savings (% of GDP)
NY.GNS.ICTR.ZS
14.506101
HDX
2026-04-14
Benin
BEN
1,993
General government final consumption expenditure (constant 2015 US$)
NE.CON.GOVT.KD
369,317,818.36969
HDX
2026-04-14
Benin
BEN
2,011
Net ODA received per capita (current US$)
DT.ODA.ODAT.PC.ZS
66.637243
HDX
2026-04-14
Benin
BEN
1,974
Machinery and transport equipment (% of value added in manufacturing)
NV.MNF.MTRN.ZS.UN
0
HDX
2026-04-14
Benin
BEN
1,975
General government final consumption expenditure (constant 2015 US$)
NE.CON.GOVT.KD
250,452,671.980114
HDX
2026-04-14
Benin
BEN
1,993
Personal remittances, received (current US$)
BX.TRF.PWKR.CD.DT
108,893,981.9
HDX
2026-04-14
Benin
BEN
2,023
General government final consumption expenditure (current US$)
NE.CON.GOVT.CD
1,869,761,287.14954
HDX
2026-04-14
Benin
BEN
2,001
Adjusted savings: education expenditure (current US$)
NY.ADJ.AEDU.CD
98,959,268.714252
HDX
2026-04-14
Benin
BEN
2,017
Gross capital formation (constant 2015 US$)
NE.GDI.TOTL.KD
2,991,308,829.25235
HDX
2026-04-14
Benin
BEN
1,989
Gross capital formation (annual % growth)
NE.GDI.TOTL.KD.ZG
-23.300661
HDX
2026-04-14
Benin
BEN
2,001
Adjusted savings: net national savings (current US$)
NY.ADJ.NNAT.CD
-58,386,545.899577
HDX
2026-04-14
Benin
BEN
1,996
PPP conversion factor, private consumption (LCU per international $)
PA.NUS.PRVT.PP
204.603298
HDX
2026-04-14
Benin
BEN
2,014
Adjusted savings: mineral depletion (% of GNI)
NY.ADJ.DMIN.GN.ZS
0.00123
HDX
2026-04-14
Benin
BEN
1,983
GNI growth (annual %)
NY.GNP.MKTP.KD.ZG
-4.156596
HDX
2026-04-14
Benin
BEN
2,007
Services, value added (current LCU)
NV.SRV.TOTL.CN
1,603,478,518,800
HDX
2026-04-14
Benin
BEN
2,021
Exports of goods and services (BoP, current US$)
BX.GSR.GNFS.CD
4,153,691,103.36694
HDX
2026-04-14
Benin
BEN
2,020
Industry (including construction), value added (current US$)
NV.IND.TOTL.CD
2,555,456,381.39871
HDX
2026-04-14
Benin
BEN
2,005
Foreign direct investment, net (BoP, current US$)
BN.KLT.DINV.CD
-53,450,076.843497
HDX
2026-04-14
Benin
BEN
2,006
Imports of goods, services and primary income (BoP, current US$)
BM.GSR.TOTL.CD
1,453,292,035.88038
HDX
2026-04-14
Benin
BEN
2,015
Adjusted net national income per capita (current US$)
NY.ADJ.NNTY.PC.CD
898.797038
HDX
2026-04-14
Benin
BEN
2,014
Adjusted savings: carbon dioxide damage (current US$)
NY.ADJ.DCO2.CD
174,751,230.533068
HDX
2026-04-14
Benin
BEN
1,979
Agriculture, forestry, and fishing, value added (annual % growth)
NV.AGR.TOTL.KD.ZG
4.749883
HDX
2026-04-14
Benin
BEN
2,012
GNI, PPP (constant 2021 international $)
NY.GNP.MKTP.PP.KD
28,188,227,494.7845
HDX
2026-04-14
Benin
BEN
2,004
Reserves and related items (BoP, current US$)
BN.RES.INCL.CD
-299,300,091.043253
HDX
2026-04-14
Benin
BEN
1,977
External balance on goods and services (current US$)
NE.RSB.GNFS.CD
-139,523,361.978233
HDX
2026-04-14
Benin
BEN
2,016
Travel services (% of service exports, BoP)
BX.GSR.TRVL.ZS
34.852139
HDX
2026-04-14
Benin
BEN
2,014
PPP conversion factor, private consumption (LCU per international $)
PA.NUS.PRVT.PP
222.331553
HDX
2026-04-14
Benin
BEN
2,017
Adjusted savings: carbon dioxide damage (% of GNI)
NY.ADJ.DCO2.GN.ZS
2.046389
HDX
2026-04-14
Benin
BEN
2,024
Personal remittances, received (current US$)
BX.TRF.PWKR.CD.DT
235,644,897.460938
HDX
2026-04-14
Benin
BEN
1,965
Industry (including construction), value added (% of GDP)
NV.IND.TOTL.ZS
7.981849
HDX
2026-04-14
Benin
BEN
1,979
GDP per capita (current US$)
NY.GDP.PCAP.CD
310.651387
HDX
2026-04-14
Benin
BEN
1,987
Services, value added (current LCU)
NV.SRV.TOTL.CN
255,227,998,200
HDX
2026-04-14
Benin
BEN
1,969
Industry (including construction), value added (current US$)
NV.IND.TOTL.CD
36,590,894.740831
HDX
2026-04-14
Benin
BEN
2,007
General government final consumption expenditure (constant LCU)
NE.CON.GOVT.KN
465,186,181,200
HDX
2026-04-14
Benin
BEN
1,966
General government final consumption expenditure (current LCU)
NE.CON.GOVT.CN
6,122,999,800
HDX
2026-04-14
Benin
BEN
2,016
Exports of goods and services (constant 2015 US$)
NE.EXP.GNFS.KD
3,194,730,426.32522
HDX
2026-04-14
Benin
BEN
1,985
Exports of goods and services (constant 2015 US$)
NE.EXP.GNFS.KD
581,031,716.459711
HDX
2026-04-14
Benin
BEN
1,982
Adjusted savings: education expenditure (current US$)
NY.ADJ.AEDU.CD
41,633,268.252366
HDX
2026-04-14
Benin
BEN
2,010
GNI: linked series (current LCU)
NY.GNP.MKTP.CN.AD
4,691,545,000,000
HDX
2026-04-14
Benin
BEN
2,010
Final consumption expenditure (annual % growth)
NE.CON.TOTL.KD.ZG
1.944533
HDX
2026-04-14
Benin
BEN
1,992
Households and NPISHs Final consumption expenditure (current US$)
NE.CON.PRVT.CD
1,371,316,733.16261
HDX
2026-04-14
Benin
BEN
1,974
Insurance and financial services (% of service exports, BoP)
BX.GSR.INSF.ZS
3.376109
HDX
2026-04-14
Benin
BEN
2,010
Gross national expenditure (% of GDP)
NE.DAB.TOTL.ZS
105.286758
HDX
2026-04-14
Benin
BEN
2,000
Primary income payments (BoP, current US$)
BM.GSR.FCTY.CD
35,824,717.298094
HDX
2026-04-14
Benin
BEN
2,012
Manufacturing, value added (% of GDP)
NV.IND.MANF.ZS
10.712156
HDX
2026-04-14
Benin
BEN
1,975
Travel services (% of service exports, BoP)
BX.GSR.TRVL.ZS
9.288439
HDX
2026-04-14
Benin
BEN
2,011
Gross domestic savings (% of GDP)
NY.GDS.TOTL.ZS
10.944841
HDX
2026-04-14
Benin
BEN
2,017
Exports as a capacity to import (constant LCU)
NY.EXP.CAPM.KN
2,022,149,515,423.84
HDX
2026-04-14
Benin
BEN
1,979
Households and NPISHs Final consumption expenditure (constant LCU)
NE.CON.PRVT.KN
1,658,014,783,500
HDX
2026-04-14
Benin
BEN
1,973
General government final consumption expenditure (constant 2015 US$)
NE.CON.GOVT.KD
278,318,530.260205
HDX
2026-04-14
Benin
BEN
1,992
Gross fixed capital formation (% of GDP)
NE.GDI.FTOT.ZS
13.416808
HDX
2026-04-14
Benin
BEN
2,017
Gross fixed capital formation, private sector (% of GDP)
NE.GDI.FPRV.ZS
19.186936
HDX
2026-04-14
Benin
BEN
1,971
DEC alternative conversion factor (LCU per US$)
PA.NUS.ATLS
275.356457
HDX
2026-04-14
Benin
BEN
2,016
Gross fixed capital formation (current LCU)
NE.GDI.FTOT.CN
1,381,606,000,000
HDX
2026-04-14
Benin
BEN
2,024
GDP (constant LCU)
NY.GDP.MKTP.KN
11,327,600,000,000
HDX
2026-04-14
Benin
BEN
2,017
Imports of goods and services (current LCU)
NE.IMP.GNFS.CN
2,527,589,976,800
HDX
2026-04-14
Benin
BEN
2,023
GNI per capita, PPP (current international $)
NY.GNP.PCAP.PP.CD
4,090
HDX
2026-04-14
Benin
BEN
2,006
GNI (current US$)
NY.GNP.MKTP.CD
7,003,871,603.73307
HDX
2026-04-14
Benin
BEN
1,988
Imports of goods and services (current US$)
NE.IMP.GNFS.CD
519,824,990.123577
HDX
2026-04-14
Benin
BEN
1,971
Gross capital formation (annual % growth)
NE.GDI.TOTL.KD.ZG
-3.014147
HDX
2026-04-14
Benin
BEN
2,014
Gross fixed capital formation, private sector (% of GDP)
NE.GDI.FPRV.ZS
17.547575
HDX
2026-04-14
Benin
BEN
1,988
Final consumption expenditure (annual % growth)
NE.CON.TOTL.KD.ZG
6.861972
HDX
2026-04-14
Benin
BEN
2,017
General government final consumption expenditure (current LCU)
NE.CON.GOVT.CN
772,856,758,400
HDX
2026-04-14
Benin
BEN
1,986
Transport services (% of service exports, BoP)
BX.GSR.TRAN.ZS
56.854839
HDX
2026-04-14
Benin
BEN
1,985
Exports of goods and services (current LCU)
NE.EXP.GNFS.CN
111,120,007,200
HDX
2026-04-14
Benin
BEN
2,008
Gross fixed capital formation (current US$)
NE.GDI.FTOT.CD
1,550,867,404.29246
HDX
2026-04-14
Benin
BEN
1,974
Industry (including construction), value added (current LCU)
NV.IND.TOTL.CN
22,808,809,500
HDX
2026-04-14
Benin
BEN
1,978
Goods imports (BoP, current US$)
BM.GSR.MRCH.CD
284,765,482.861278
HDX
2026-04-14
Benin
BEN
1,992
Industry (including construction), value added (% of GDP)
NV.IND.TOTL.ZS
12.727681
HDX
2026-04-14
Benin
BEN
1,981
GNI per capita (current LCU)
NY.GNP.PCAP.CN
86,662.166398
HDX
2026-04-14
End of preview. Expand in Data Studio

Benin - Economy and Growth | Africa (original)

Size category: 10K<n<100K - Formats: parquet - Sector: economics_finance - Engineered by Electric Sheep Africa

size sector downloads license

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: Benin - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-economy-and-growth-indicators-for-benin.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-world-bank-economy-and-growth-indicators-for-benin
Sector economics_finance
Topic tags humanitarian, hdx, electric-sheep-africa, economics, indicators, ben
Modalities tabular, text
Formats parquet
Size category 10K<n<100K
Countries Benin
ISO3 coverage BEN
Last modified on HF 2026-04-14 22:39:18+00:00
Inventory snapshot 2026-07-16T16:00:34Z

How To Read This Dataset

  • Start from the repository files and the dataset viewer when available.
  • Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
  • Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
  • Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-world-bank-economy-and-growth-indicators-for-benin")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

  • This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
  • Exact schema, row counts, and source files should be inspected in the repository data files.
  • Metadata gaps from the inventory: upstream_publisher.
  • Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Suggested Analyses

  • Inspect schema and missingness before modeling.
  • Profile variables by geography, time, and subgroup columns where present.
  • Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
  • Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_africa_world_bank_economy_and_growth_indicators_for_benin_2026,
  title        = {Benin - Economy and Growth | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-economy-and-growth-indicators-for-benin},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-economy-and-growth-indicators-for-benin}}
}

License

Released under CC BY 4.0.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.


Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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