Dataset Viewer
Auto-converted to Parquet Duplicate
country_name
stringclasses
1 value
country_iso3
stringclasses
1 value
year
int64
1.96k
2.02k
indicator_name
stringclasses
48 values
indicator_code
stringclasses
48 values
value
float64
0
359M
esa_source
stringclasses
1 value
esa_processed
stringdate
2026-04-27 00:00:00
2026-04-27 00:00:00
Libya
LBY
2,016
ICT service exports (% of service exports, BoP)
BX.GSR.CCIS.ZS
19.883041
HDX
2026-04-27
Libya
LBY
2,022
Fixed broadband subscriptions
IT.NET.BBND
326,401
HDX
2026-04-27
Libya
LBY
1,999
Fixed telephone subscriptions
IT.MLT.MAIN
550,000
HDX
2026-04-27
Libya
LBY
2,013
Air transport, freight (million ton-km)
IS.AIR.GOOD.MT.K1
3.672312
HDX
2026-04-27
Libya
LBY
2,017
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
89.3338
HDX
2026-04-27
Libya
LBY
2,013
Annual freshwater withdrawals, domestic (% of total freshwater withdrawal)
ER.H2O.FWDM.ZS
12.006861
HDX
2026-04-27
Libya
LBY
1,976
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
257.235956
HDX
2026-04-27
Libya
LBY
2,006
Electric power consumption (kWh per capita)
EG.USE.ELEC.KH.PC
3,733.145871
HDX
2026-04-27
Libya
LBY
2,021
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
22.1
HDX
2026-04-27
Libya
LBY
2,012
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
155.146
HDX
2026-04-27
Libya
LBY
2,013
Electricity production from hydroelectric sources (% of total)
EG.ELC.HYRO.ZS
0
HDX
2026-04-27
Libya
LBY
1,987
Air transport, registered carrier departures worldwide
IS.AIR.DPRT
14,400
HDX
2026-04-27
Libya
LBY
1,986
Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
ER.H2O.FWAG.ZS
70.499419
HDX
2026-04-27
Libya
LBY
2,016
ICT goods exports (% of total goods exports)
TX.VAL.ICTG.ZS.UN
0
HDX
2026-04-27
Libya
LBY
2,000
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
0.754003
HDX
2026-04-27
Libya
LBY
2,007
Mobile cellular subscriptions
IT.CEL.SETS
4,500,000
HDX
2026-04-27
Libya
LBY
2,021
Air transport, registered carrier departures worldwide
IS.AIR.DPRT
9,046.238
HDX
2026-04-27
Libya
LBY
1,986
Fixed telephone subscriptions
IT.MLT.MAIN
155,000
HDX
2026-04-27
Libya
LBY
1,999
Electric power consumption (kWh per capita)
EG.USE.ELEC.KH.PC
2,200.827207
HDX
2026-04-27
Libya
LBY
2,010
Electricity production from coal sources (% of total)
EG.ELC.COAL.ZS
0
HDX
2026-04-27
Libya
LBY
2,001
Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
ER.H2O.FWAG.ZS
82.847896
HDX
2026-04-27
Libya
LBY
1,993
Roads, total network (km)
IS.ROD.TOTL.KM
78,500
HDX
2026-04-27
Libya
LBY
1,983
Air transport, freight (million ton-km)
IS.AIR.GOOD.MT.K1
4.8
HDX
2026-04-27
Libya
LBY
2,009
Annual freshwater withdrawals, domestic (% of total freshwater withdrawal)
ER.H2O.FWDM.ZS
12.813304
HDX
2026-04-27
Libya
LBY
1,986
Annual freshwater withdrawals, domestic (% of total freshwater withdrawal)
ER.H2O.FWDM.ZS
11.509872
HDX
2026-04-27
Libya
LBY
2,021
Renewable internal freshwater resources, total (billion cubic meters)
ER.H2O.INTR.K3
0.7
HDX
2026-04-27
Libya
LBY
2,004
Annual freshwater withdrawals, domestic (% of total freshwater withdrawal)
ER.H2O.FWDM.ZS
14.100786
HDX
2026-04-27
Libya
LBY
1,995
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
6.48
HDX
2026-04-27
Libya
LBY
2,004
Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
ER.H2O.FWAG.ZS
82.847896
HDX
2026-04-27
Libya
LBY
1,984
Air transport, freight (million ton-km)
IS.AIR.GOOD.MT.K1
5.4
HDX
2026-04-27
Libya
LBY
2,003
Annual freshwater withdrawals, industry (% of total freshwater withdrawal)
ER.H2O.FWIN.ZS
3.051318
HDX
2026-04-27
Libya
LBY
1,971
Renewable internal freshwater resources, total (billion cubic meters)
ER.H2O.INTR.K3
0.7
HDX
2026-04-27
Libya
LBY
2,018
Electricity production from hydroelectric sources (% of total)
EG.ELC.HYRO.ZS
0
HDX
2026-04-27
Libya
LBY
2,005
Electric power transmission and distribution losses (% of output)
EG.ELC.LOSS.ZS
12.535286
HDX
2026-04-27
Libya
LBY
2,017
Air transport, passengers carried
IS.AIR.PSGR
1,186,424
HDX
2026-04-27
Libya
LBY
2,002
Individuals using the Internet (% of population)
IT.NET.USER.ZS
2.24442
HDX
2026-04-27
Libya
LBY
2,008
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
14.8
HDX
2026-04-27
Libya
LBY
1,996
Fixed telephone subscriptions
IT.MLT.MAIN
380,000
HDX
2026-04-27
Libya
LBY
2,005
Electric power consumption (kWh per capita)
EG.USE.ELEC.KH.PC
3,392.675426
HDX
2026-04-27
Libya
LBY
2,019
Fixed telephone subscriptions
IT.MLT.MAIN
1,576,000
HDX
2026-04-27
Libya
LBY
1,984
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
185.497636
HDX
2026-04-27
Libya
LBY
1,971
Fixed telephone subscriptions
IT.MLT.MAIN
8,427
HDX
2026-04-27
Libya
LBY
1,972
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
314.452554
HDX
2026-04-27
Libya
LBY
1,996
Electric power transmission and distribution losses (% of output)
EG.ELC.LOSS.ZS
25.508853
HDX
2026-04-27
Libya
LBY
2,006
Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
ER.H2O.FWAG.ZS
82.904875
HDX
2026-04-27
Libya
LBY
1,982
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
3.054703
HDX
2026-04-27
Libya
LBY
1,993
Electric power transmission and distribution losses (% of output)
EG.ELC.LOSS.ZS
24.168945
HDX
2026-04-27
Libya
LBY
1,982
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
187.931319
HDX
2026-04-27
Libya
LBY
1,992
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
150.850625
HDX
2026-04-27
Libya
LBY
1,985
Annual freshwater withdrawals, total (billion cubic meters)
ER.H2O.FWTL.K3
3.115
HDX
2026-04-27
Libya
LBY
1,995
Electric power transmission and distribution losses (% of output)
EG.ELC.LOSS.ZS
23.241349
HDX
2026-04-27
Libya
LBY
1,977
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
242.926248
HDX
2026-04-27
Libya
LBY
2,020
Fixed telephone subscriptions
IT.MLT.MAIN
1,576,000
HDX
2026-04-27
Libya
LBY
2,008
Electricity production from oil sources (% of total)
EG.ELC.PETR.ZS
58.996721
HDX
2026-04-27
Libya
LBY
2,011
Annual freshwater withdrawals, industry (% of total freshwater withdrawal)
ER.H2O.FWIN.ZS
4.588744
HDX
2026-04-27
Libya
LBY
1,991
Electric power consumption (kWh per capita)
EG.USE.ELEC.KH.PC
1,657.644574
HDX
2026-04-27
Libya
LBY
1,981
Air transport, registered carrier departures worldwide
IS.AIR.DPRT
13,400
HDX
2026-04-27
Libya
LBY
2,020
Annual freshwater withdrawals, total (% of internal resources)
ER.H2O.FWTL.ZS
817.142857
HDX
2026-04-27
Libya
LBY
2,007
Annual freshwater withdrawals, industry (% of total freshwater withdrawal)
ER.H2O.FWIN.ZS
3.618507
HDX
2026-04-27
Libya
LBY
1,976
Air transport, passengers carried
IS.AIR.PSGR
669,900
HDX
2026-04-27
Libya
LBY
1,996
Annual freshwater withdrawals, total (billion cubic meters)
ER.H2O.FWTL.K3
4.50856
HDX
2026-04-27
Libya
LBY
1,993
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
5.07
HDX
2026-04-27
Libya
LBY
1,987
Fixed telephone subscriptions
IT.MLT.MAIN
173,100
HDX
2026-04-27
Libya
LBY
1,972
Air transport, freight (million ton-km)
IS.AIR.GOOD.MT.K1
4.1
HDX
2026-04-27
Libya
LBY
2,006
International Internet bandwidth (bits per second per person)
IT.NET.BNDW.PC
21.107148
HDX
2026-04-27
Libya
LBY
1,977
Renewable internal freshwater resources, total (billion cubic meters)
ER.H2O.INTR.K3
0.7
HDX
2026-04-27
Libya
LBY
2,015
Air transport, registered carrier departures worldwide
IS.AIR.DPRT
13,298
HDX
2026-04-27
Libya
LBY
2,003
Annual freshwater withdrawals, domestic (% of total freshwater withdrawal)
ER.H2O.FWDM.ZS
14.100786
HDX
2026-04-27
Libya
LBY
2,012
Air transport, freight (million ton-km)
IS.AIR.GOOD.MT.K1
2.128255
HDX
2026-04-27
Libya
LBY
2,000
Air transport, registered carrier departures worldwide
IS.AIR.DPRT
6,194
HDX
2026-04-27
Libya
LBY
2,005
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
34.1367
HDX
2026-04-27
Libya
LBY
2,006
Air transport, freight (million ton-km)
IS.AIR.GOOD.MT.K1
0.324
HDX
2026-04-27
Libya
LBY
2,015
Fixed telephone subscriptions
IT.MLT.MAIN
1,063,270
HDX
2026-04-27
Libya
LBY
2,013
Individuals using the Internet (% of population)
IT.NET.USER.ZS
16.5
HDX
2026-04-27
Libya
LBY
2,008
ICT service exports (% of service exports, BoP)
BX.GSR.CCIS.ZS
5.344247
HDX
2026-04-27
Libya
LBY
2,017
ICT service exports (% of service exports, BoP)
BX.GSR.CCIS.ZS
19.906542
HDX
2026-04-27
Libya
LBY
1,990
Electricity production from oil sources (% of total)
EG.ELC.PETR.ZS
100
HDX
2026-04-27
Libya
LBY
2,018
Liner shipping connectivity index (maximum value in 2004 = 100)
IS.SHP.GCNW.XQ
13.090783
HDX
2026-04-27
Libya
LBY
1,998
Electric power transmission and distribution losses (% of output)
EG.ELC.LOSS.ZS
19.441159
HDX
2026-04-27
Libya
LBY
1,988
Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
ER.H2O.FWAG.ZS
81.764993
HDX
2026-04-27
Libya
LBY
2,024
Secure Internet servers
IT.NET.SECR
2,868
HDX
2026-04-27
Libya
LBY
1,990
Annual freshwater withdrawals, total (% of internal resources)
ER.H2O.FWTL.ZS
680
HDX
2026-04-27
Libya
LBY
2,018
ICT goods exports (% of total goods exports)
TX.VAL.ICTG.ZS.UN
0
HDX
2026-04-27
Libya
LBY
1,982
Mobile and fixed-line telephone subscribers (per 100 people)
IT.TEL.TOTL.P2
2.94997
HDX
2026-04-27
Libya
LBY
2,020
ICT service exports (BoP, current US$)
BX.GSR.CCIS.CD
38,300,000
HDX
2026-04-27
Libya
LBY
1,990
Electricity production from hydroelectric sources (% of total)
EG.ELC.HYRO.ZS
0
HDX
2026-04-27
Libya
LBY
2,002
Mobile and fixed-line telephone subscribers
IT.TEL.TOTL
790,000
HDX
2026-04-27
Libya
LBY
2,012
Individuals using the Internet (% of population)
IT.NET.USER.ZS
15.2
HDX
2026-04-27
Libya
LBY
1,963
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
0.581808
HDX
2026-04-27
Libya
LBY
1,990
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
0
HDX
2026-04-27
Libya
LBY
1,984
Mobile and fixed-line telephone subscribers (per 100 people)
IT.TEL.TOTL.P2
3.353431
HDX
2026-04-27
Libya
LBY
2,017
Renewable internal freshwater resources per capita (cubic meters)
ER.H2O.INTR.PC
103.876523
HDX
2026-04-27
Libya
LBY
2,022
Annual freshwater withdrawals, domestic (% of total freshwater withdrawal)
ER.H2O.FWDM.ZS
12.006861
HDX
2026-04-27
Libya
LBY
1,990
Fixed telephone subscriptions (per 100 people)
IT.MLT.MAIN.P2
4.95
HDX
2026-04-27
Libya
LBY
2,017
Annual freshwater withdrawals, domestic (% of total freshwater withdrawal)
ER.H2O.FWDM.ZS
12.006861
HDX
2026-04-27
Libya
LBY
1,983
Annual freshwater withdrawals, total (billion cubic meters)
ER.H2O.FWTL.K3
2.457
HDX
2026-04-27
Libya
LBY
2,017
Annual freshwater withdrawals, total (% of internal resources)
ER.H2O.FWTL.ZS
817.142857
HDX
2026-04-27
Libya
LBY
2,018
ICT service exports (BoP, current US$)
BX.GSR.CCIS.CD
26,600,000
HDX
2026-04-27
Libya
LBY
2,001
Electricity production from hydroelectric sources (% of total)
EG.ELC.HYRO.ZS
0
HDX
2026-04-27
Libya
LBY
1,996
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
0
HDX
2026-04-27
End of preview. Expand in Data Studio

Libya - 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: Libya - 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-infrastructure-libya.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-infrastructure-libya
Sector infrastructure_transport
Topic tags humanitarian, hdx, electric-sheep-africa, facilities-infrastructure, indicators, lby
Modalities tabular, text
Formats parquet
Size category 1K<n<10K
Countries Libya
ISO3 coverage LBY
Last modified on HF 2026-04-27 09:52:43+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-infrastructure-libya")
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_infrastructure_libya_2026,
  title        = {Libya - Infrastructure | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-infrastructure-libya},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-infrastructure-libya}}
}

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.

Downloads last month
25

Collection including electricsheepafrica/africa-infrastructure-libya