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 |
Libya - Infrastructure | Africa (original)
Size category: 1K<n<10K - Formats: parquet - Sector: infrastructure_transport - Engineered by Electric Sheep Africa
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
- Source context: original
- Publisher/source attribution: original
- License: CC BY 4.0
- Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-infrastructure-libya
- Inventory retrieved at:
2026-07-16T16:00:34Z
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.
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