electricsheepafrica/africa-libya-libya-risk-assessment-indicators-9d581b54

Libya - Risk Assessment Indicators | Africa (Libya official open data)

22 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa

TL;DR

This dataset packages one official CSV resource from Libya as ML-ready Parquet. The source file is the provenance boundary; all usable indicators or tabular columns from the resource stay together in this repo.

About the source

• Source: Libya - Risk Assessment Indicators
• Publisher: HeiGIT (Heidelberg Institute for Geoinformation Technology)
• Resource: LBY_ADM2_flood_exposure.csv
• Format: CSV
• License: CC BY-SA
• Packaging mode: tabular_resource

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
LBY	22	n/a	n/a	Libya

Indicators or Resource Contents

• This source file is packaged as a normalized tabular resource.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier for tabular resources.	df079a63-b45a-4398-9c09-4367b93e7524:0
country_iso3	category	ISO3 country code.	LBY
country_name	category	Country name.	Libya
adm2_pcode	string	Source column.	LY0101
adm_pcode	string	Source column.	LY0101
rp10_female_pop_30cm	int64	Source column.	705
rp10_children_u5_30cm	int64	Source column.	126
rp10_female_u5_30cm	int64	Source column.	61
rp10_elderly_30cm	int64	Source column.	66
rp10_pop_u15_30cm	int64	Source column.	387
rp10_female_u15_30cm	int64	Source column.	188
rp10_education_30cm_pct	int64	Source column.	0
rp10_education_30cm_count	int64	Source column.	0
rp10_hospitals_30cm_pct	int64	Source column.	0
rp10_hospitals_30cm_count	int64	Source column.	0
rp10_primary_healthcare_30cm_pct	int64	Source column.	0
rp10_primary_healthcare_30cm_count	int64	Source column.	0
rp50_female_pop_30cm	int64	Source column.	993
rp50_children_u5_30cm	int64	Source column.	177
rp50_female_u5_30cm	int64	Source column.	86
rp50_elderly_30cm	int64	Source column.	93
rp50_pop_u15_30cm	int64	Source column.	545
rp50_female_u15_30cm	int64	Source column.	266
rp50_education_30cm_pct	int64	Source column.	0
rp50_education_30cm_count	int64	Source column.	0
rp50_hospitals_30cm_pct	int64	Source column.	0
rp50_hospitals_30cm_count	int64	Source column.	0
rp50_primary_healthcare_30cm_pct	int64	Source column.	0
rp50_primary_healthcare_30cm_count	int64	Source column.	0
rp100_female_pop_30cm	int64	Source column.	1076
rp100_children_u5_30cm	int64	Source column.	192
rp100_female_u5_30cm	int64	Source column.	94
rp100_elderly_30cm	int64	Source column.	101
rp100_pop_u15_30cm	int64	Source column.	590
rp100_female_u15_30cm	int64	Source column.	288
rp100_education_30cm_pct	int64	Source column.	0
rp100_education_30cm_count	int64	Source column.	0
rp100_hospitals_30cm_pct	int64	Source column.	0
rp100_hospitals_30cm_count	int64	Source column.	0
rp100_primary_healthcare_30cm_pct	int64	Source column.	0
rp100_primary_healthcare_30cm_count	int64	Source column.	0
rp500_female_pop_30cm	int64	Source column.	1184
rp500_children_u5_30cm	int64	Source column.	212
rp500_female_u5_30cm	int64	Source column.	103
rp500_elderly_30cm	int64	Source column.	111
rp500_pop_u15_30cm	int64	Source column.	649
rp500_female_u15_30cm	int64	Source column.	317
rp500_education_30cm_pct	int64	Source column.	0
rp500_education_30cm_count	int64	Source column.	0
rp500_hospitals_30cm_pct	int64	Source column.	0
rp500_hospitals_30cm_count	int64	Source column.	0
rp500_primary_healthcare_30cm_pct	int64	Source column.	0
rp500_primary_healthcare_30cm_count	int64	Source column.	0
source_period_start_year	Int64	First year inferred from source resource metadata.	``
source_period_end_year	Int64	Last year inferred from source resource metadata.	``
source_period_label	string	Human-readable period inferred from source resource metadata.	``
source_provider	category	Publishing organization.	HeiGIT (Heidelberg Institute for Geoinformation Technology)
source_dataset	category	Source package title.	Libya - Risk Assessment Indicators
source_resource	category	Source resource title.	LBY_ADM2_flood_exposure.csv
source_package_id	category	CKAN package UUID.	8fdd3f4b-ce12-465e-9c73-8724223636b3
source_resource_id	category	CKAN resource UUID.	df079a63-b45a-4398-9c09-4367b93e7524
source_url	category	Original source resource URL.	https://hot.storage.heigit.org/heigit-hdx-public/risk_assessment_inputs/
license_id	category	Source license identifier.	cc-by-sa
retrieved_at	category	UTC retrieval timestamp.	2026-08-17T13:13:43Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-libya-libya-risk-assessment-indicators-9d581b54")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

sample_country = df[df["country_iso3"] == "LBY"]

Work with indicators

if "indicator_id" in df.columns:
    print(df["indicator_id"].value_counts().head())
    sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])

Citation

@misc{electric_sheep_africa_africa_libya_libya_risk_assessment_indicators_9d581b54_2026,
  title        = {Libya - Risk Assessment Indicators | Africa (Libya official open data)},
  author       = {HeiGIT (Heidelberg Institute for Geoinformation Technology)},
  year         = {2026},
  url          = {https://data.humdata.org/dataset/libya---risk-assessment-indicators},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-libya-libya-risk-assessment-indicators-9d581b54}}
}

License

Released under CC BY-SA.

Original data (c) HeiGIT (Heidelberg Institute for Geoinformation Technology). When using this dataset, please cite both the original source above and the Electric Sheep Africa repackaging.

About Electric Sheep

Electric Sheep Africa is part of the Electric Sheep mission: a unified, ML-ready data layer for Africa on Hugging Face. We pull data from authoritative open sources, normalize the schemas, package as Parquet, and publish with consistent dataset cards so researchers and developers can use load_dataset() to start working in seconds.

Browse the full collection: huggingface.co/electricsheepafrica

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Provenance: ingested 2026-08-17 via the Electric Sheep pipeline. Source URL: https://hot.storage.heigit.org/heigit-hdx-public/risk_assessment_inputs/lby/LBY_ADM2_flood_exposure.csv