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country_name
stringclasses
1 value
country_iso3
stringclasses
1 value
year
int64
1.96k
2.02k
indicator_name
stringclasses
56 values
indicator_code
stringclasses
56 values
value
float64
0
114B
esa_source
stringclasses
1 value
esa_processed
stringdate
2026-04-11 00:00:00
2026-04-11 00:00:00
Gabon
GAB
2,007
Electricity production from coal sources (% of total)
EG.ELC.COAL.ZS
0
HDX
2026-04-11
Gabon
GAB
2,000
Renewable internal freshwater resources, total (billion cubic meters)
ER.H2O.INTR.K3
164
HDX
2026-04-11
Gabon
GAB
2,002
Revenue from all telecommunication services (current LCU)
IT.TEL.REVN.CN
89,871,000,000
HDX
2026-04-11
Gabon
GAB
2,018
Electric power transmission and distribution losses (% of output)
EG.ELC.LOSS.ZS
18.918919
HDX
2026-04-11
Gabon
GAB
2,023
Investment in energy with private participation (current US$)
IE.PPI.ENGY.CD
30,000,000
HDX
2026-04-11
Gabon
GAB
1,980
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
219,137.373745
HDX
2026-04-11
Gabon
GAB
2,015
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
138.244
HDX
2026-04-11
Gabon
GAB
1,972
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
264,107.188869
HDX
2026-04-11
Gabon
GAB
2,007
Railways, passengers carried (million passenger-km)
IS.RRS.PASG.KM
99
HDX
2026-04-11
Gabon
GAB
2,011
Investment in energy with private participation (current US$)
IE.PPI.ENGY.CD
234,000,000
HDX
2026-04-11
Gabon
GAB
1,989
Mobile and fixed-line telephone subscribers
IT.TEL.TOTL
18,877
HDX
2026-04-11
Gabon
GAB
1,997
Public private partnerships investment in water and sanitation (current US$)
IE.PPN.WATR.CD
294,000,000
HDX
2026-04-11
Gabon
GAB
2,011
Secure Internet servers
IT.NET.SECR
31
HDX
2026-04-11
Gabon
GAB
2,006
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
59.5349
HDX
2026-04-11
Gabon
GAB
1,990
Electricity production from natural gas sources (% of total)
EG.ELC.NGAS.ZS
16.359918
HDX
2026-04-11
Gabon
GAB
2,002
Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
ER.H2O.FWAG.ZS
31.528712
HDX
2026-04-11
Gabon
GAB
2,014
Rail lines (total route-km)
IS.RRS.TOTL.KM
810
HDX
2026-04-11
Gabon
GAB
2,016
Electricity production from oil sources (% of total)
EG.ELC.PETR.ZS
11.198428
HDX
2026-04-11
Gabon
GAB
2,019
Annual freshwater withdrawals, industry (% of total freshwater withdrawal)
ER.H2O.FWIN.ZS
10.136592
HDX
2026-04-11
Gabon
GAB
2,020
Electricity production from natural gas sources (% of total)
EG.ELC.NGAS.ZS
37.444482
HDX
2026-04-11
Gabon
GAB
1,970
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
0
HDX
2026-04-11
Gabon
GAB
2,010
Annual freshwater withdrawals, industry (% of total freshwater withdrawal)
ER.H2O.FWIN.ZS
10.136592
HDX
2026-04-11
Gabon
GAB
1,993
Electricity production from nuclear sources (% of total)
EG.ELC.NUCL.ZS
0
HDX
2026-04-11
Gabon
GAB
1,997
Mobile and fixed-line telephone subscribers
IT.TEL.TOTL
46,753
HDX
2026-04-11
Gabon
GAB
1,996
Annual freshwater withdrawals, domestic (% of total freshwater withdrawal)
ER.H2O.FWDM.ZS
59.741438
HDX
2026-04-11
Gabon
GAB
2,001
Individuals using the Internet (% of population)
IT.NET.USER.ZS
1.34762
HDX
2026-04-11
Gabon
GAB
2,004
ICT service exports (BoP, current US$)
BX.GSR.CCIS.CD
1,527,585.093847
HDX
2026-04-11
Gabon
GAB
2,013
Electricity production from natural gas sources (% of total)
EG.ELC.NGAS.ZS
38.199181
HDX
2026-04-11
Gabon
GAB
1,995
Rail lines (total route-km)
IS.RRS.TOTL.KM
683
HDX
2026-04-11
Gabon
GAB
2,009
Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
ER.H2O.FWAG.ZS
28.971963
HDX
2026-04-11
Gabon
GAB
1,993
Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
ER.H2O.FWAG.ZS
23.38413
HDX
2026-04-11
Gabon
GAB
2,015
Railways, passengers carried (million passenger-km)
IS.RRS.PASG.KM
112
HDX
2026-04-11
Gabon
GAB
2,000
Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
ER.H2O.FWAG.ZS
33.499584
HDX
2026-04-11
Gabon
GAB
2,005
Air transport, passengers carried
IS.AIR.PSGR
465,343
HDX
2026-04-11
Gabon
GAB
1,992
Mobile cellular subscriptions
IT.CEL.SETS
280
HDX
2026-04-11
Gabon
GAB
1,983
Mobile and fixed-line telephone subscribers (per 100 people)
IT.TEL.TOTL.P2
1.46954
HDX
2026-04-11
Gabon
GAB
1,975
Air transport, passengers carried
IS.AIR.PSGR
139,700
HDX
2026-04-11
Gabon
GAB
1,999
Railways, goods transported (million ton-km)
IS.RRS.GOOD.MT.K6
1,609
HDX
2026-04-11
Gabon
GAB
1,976
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
0
HDX
2026-04-11
Gabon
GAB
1,982
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
1.329812
HDX
2026-04-11
Gabon
GAB
2,020
Annual freshwater withdrawals, total (% of internal resources)
ER.H2O.FWTL.ZS
0.084817
HDX
2026-04-11
Gabon
GAB
1,992
Electric power transmission and distribution losses (% of output)
EG.ELC.LOSS.ZS
10.574018
HDX
2026-04-11
Gabon
GAB
2,004
Air transport, registered carrier departures worldwide
IS.AIR.DPRT
8,342
HDX
2026-04-11
Gabon
GAB
2,013
Individuals using the Internet (% of population)
IT.NET.USER.ZS
30.538
HDX
2026-04-11
Gabon
GAB
1,997
Fixed telephone subscriptions
IT.MLT.MAIN
37,253
HDX
2026-04-11
Gabon
GAB
2,019
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
0.983
HDX
2026-04-11
Gabon
GAB
2,019
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
72,319.78043
HDX
2026-04-11
Gabon
GAB
1,985
Air transport, registered carrier departures worldwide
IS.AIR.DPRT
12,300
HDX
2026-04-11
Gabon
GAB
2,002
Electricity production from natural gas sources (% of total)
EG.ELC.NGAS.ZS
22.267206
HDX
2026-04-11
Gabon
GAB
1,990
Roads, paved (% of total roads)
IS.ROD.PAVE.ZS
8.2
HDX
2026-04-11
Gabon
GAB
1,999
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
3.06
HDX
2026-04-11
Gabon
GAB
2,000
Roads, total network (km)
IS.ROD.TOTL.KM
8,464
HDX
2026-04-11
Gabon
GAB
1,993
Annual freshwater withdrawals, industry (% of total freshwater withdrawal)
ER.H2O.FWIN.ZS
14.083027
HDX
2026-04-11
Gabon
GAB
2,023
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
122.607
HDX
2026-04-11
Gabon
GAB
2,009
Renewable internal freshwater resources, total (billion cubic meters)
ER.H2O.INTR.K3
164
HDX
2026-04-11
Gabon
GAB
2,007
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
105,382.406407
HDX
2026-04-11
Gabon
GAB
2,012
Individuals using the Internet (% of population)
IT.NET.USER.ZS
24
HDX
2026-04-11
Gabon
GAB
1,981
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
0
HDX
2026-04-11
Gabon
GAB
1,985
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
1.40108
HDX
2026-04-11
Gabon
GAB
1,998
Electricity production from hydroelectric sources (% of total)
EG.ELC.HYRO.ZS
60.461653
HDX
2026-04-11
Gabon
GAB
2,013
Secure Internet servers (per 1 million people)
IT.NET.SECR.P6
11.499907
HDX
2026-04-11
Gabon
GAB
2,005
Fixed broadband subscriptions
IT.NET.BBND
1,530
HDX
2026-04-11
Gabon
GAB
2,006
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
108,729.017454
HDX
2026-04-11
Gabon
GAB
2,022
Secure Internet servers
IT.NET.SECR
69
HDX
2026-04-11
Gabon
GAB
2,004
Electricity production from natural gas sources (% of total)
EG.ELC.NGAS.ZS
20.792723
HDX
2026-04-11
Gabon
GAB
2,005
Air transport, freight (million ton-km)
IS.AIR.GOOD.MT.K1
65.542
HDX
2026-04-11
Gabon
GAB
2,023
Fixed broadband subscriptions
IT.NET.BBND
98,719
HDX
2026-04-11
Gabon
GAB
2,000
Annual freshwater withdrawals, industry (% of total freshwater withdrawal)
ER.H2O.FWIN.ZS
9.476309
HDX
2026-04-11
Gabon
GAB
2,013
Annual freshwater withdrawals, total (% of internal resources)
ER.H2O.FWTL.ZS
0.084817
HDX
2026-04-11
Gabon
GAB
2,005
Investment in transport with private participation (current US$)
IE.PPI.TRAN.CD
91,770,000
HDX
2026-04-11
Gabon
GAB
1,970
Air transport, registered carrier departures worldwide
IS.AIR.DPRT
11,200
HDX
2026-04-11
Gabon
GAB
1,986
Renewable internal freshwater resources, total (billion cubic meters)
ER.H2O.INTR.K3
164
HDX
2026-04-11
Gabon
GAB
2,004
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
115,362.240954
HDX
2026-04-11
Gabon
GAB
1,983
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
1.352364
HDX
2026-04-11
Gabon
GAB
2,005
Annual freshwater withdrawals, industry (% of total freshwater withdrawal)
ER.H2O.FWIN.ZS
10.136592
HDX
2026-04-11
Gabon
GAB
2,019
Annual freshwater withdrawals, domestic (% of total freshwater withdrawal)
ER.H2O.FWDM.ZS
60.891445
HDX
2026-04-11
Gabon
GAB
2,000
Annual freshwater withdrawals, total (% of internal resources)
ER.H2O.FWTL.ZS
0.073354
HDX
2026-04-11
Gabon
GAB
1,963
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
308,588.546096
HDX
2026-04-11
Gabon
GAB
1,998
Individuals using the Internet (% of population)
IT.NET.USER.ZS
0.17
HDX
2026-04-11
Gabon
GAB
2,004
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
34.4235
HDX
2026-04-11
Gabon
GAB
1,999
Air transport, freight (million ton-km)
IS.AIR.GOOD.MT.K1
53.5
HDX
2026-04-11
Gabon
GAB
1,998
Personal computers (per 100 people)
IT.CMP.PCMP.P2
0.854656
HDX
2026-04-11
Gabon
GAB
2,011
Annual freshwater withdrawals, industry (% of total freshwater withdrawal)
ER.H2O.FWIN.ZS
10.136592
HDX
2026-04-11
Gabon
GAB
2,003
Electric power transmission and distribution losses (% of output)
EG.ELC.LOSS.ZS
19.687093
HDX
2026-04-11
Gabon
GAB
2,014
Electricity production from nuclear sources (% of total)
EG.ELC.NUCL.ZS
0
HDX
2026-04-11
Gabon
GAB
2,004
Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
ER.H2O.FWAG.ZS
29.776858
HDX
2026-04-11
Gabon
GAB
1,984
Mobile and fixed-line telephone subscribers
IT.TEL.TOTL
11,000
HDX
2026-04-11
Gabon
GAB
1,993
Personal computers (per 100 people)
IT.CMP.PCMP.P2
0.097108
HDX
2026-04-11
Gabon
GAB
1,997
Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
ER.H2O.FWAG.ZS
29.920463
HDX
2026-04-11
Gabon
GAB
2,019
Annual freshwater withdrawals, total (billion cubic meters)
ER.H2O.FWTL.K3
0.1391
HDX
2026-04-11
Gabon
GAB
1,988
Annual freshwater withdrawals, total (billion cubic meters)
ER.H2O.FWTL.K3
0.064638
HDX
2026-04-11
Gabon
GAB
1,998
Annual freshwater withdrawals, industry (% of total freshwater withdrawal)
ER.H2O.FWIN.ZS
10.517564
HDX
2026-04-11
Gabon
GAB
2,021
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
1.33
HDX
2026-04-11
Gabon
GAB
1,999
Fixed telephone subscriptions
IT.MLT.MAIN
37,978
HDX
2026-04-11
Gabon
GAB
2,006
Electricity production from hydroelectric sources (% of total)
EG.ELC.HYRO.ZS
56.790865
HDX
2026-04-11
Gabon
GAB
2,007
Roads, total network (km)
IS.ROD.TOTL.KM
9,170
HDX
2026-04-11
Gabon
GAB
2,023
Fixed telephone subscriptions
IT.MLT.MAIN
54,557
HDX
2026-04-11
Gabon
GAB
1,966
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
295,781.68426
HDX
2026-04-11
Gabon
GAB
2,010
Railways, passengers carried (million passenger-km)
IS.RRS.PASG.KM
111
HDX
2026-04-11
Gabon
GAB
2,022
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
123.233
HDX
2026-04-11
End of preview. Expand in Data Studio

Gabon - Infrastructure | Africa (original)

Size category: 1K<n<10K - Formats: parquet - Sector: infrastructure_transport - 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: Gabon - Infrastructure 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. Infrastructure helps determine the success of manufacturing and agricultural activities. Investments in water, sanitation, energy, housing, and transport also improve lives and help reduce poverty. And new information and communication technologies promote… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-infrastructure-indicators-for-gabon.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-world-bank-infrastructure-indicators-for-gabon
Sector infrastructure_transport
Topic tags humanitarian, hdx, electric-sheep-africa, facilities-infrastructure, indicators, gab
Modalities tabular, text
Formats parquet
Size category 1K<n<10K
Countries Gabon
ISO3 coverage GAB
Last modified on HF 2026-04-11 07:58:15+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-infrastructure-indicators-for-gabon")
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_infrastructure_indicators_for_gabon_2026,
  title        = {Gabon - Infrastructure | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-infrastructure-indicators-for-gabon},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-infrastructure-indicators-for-gabon}}
}

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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