electricsheepafrica/africa-guinea-bissau-guinea-bissau-risk-assessment-indicators-660567bf

Guinea Bissau - Risk Assessment Indicators | Africa (Guinea-Bissau official open data)

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

TL;DR

This dataset packages one official CSV resource from Guinea-Bissau 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: Guinea Bissau - Risk Assessment Indicators
• Publisher: HeiGIT (Heidelberg Institute for Geoinformation Technology)
• Resource: GNB_ADM2_coping.csv
• Format: CSV
• License: CC BY-SA
• Packaging mode: tabular_resource

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
GNB	39	n/a	n/a	Guinea-Bissau

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.	0aca698a-14ba-48af-b711-0754898ec90a:0
country_iso3	category	ISO3 country code.	GNB
country_name	category	Country name.	Guinea-Bissau
adm2_pcode	string	Source column.	GW0102
access_pop_education_5km	int64	Source column.	0
access_pop_education_10km	int64	Source column.	0
access_pop_education_20km	int64	Source column.	212
access_pop_hospitals_30min	int64	Source column.	36251
access_pop_hospitals_1h	int64	Source column.	119426
access_pop_primary_healthcare_30min	int64	Source column.	0
access_pop_primary_healthcare_1h	int64	Source column.	451
access_pop_primary_healthcare_2h	int64	Source column.	182885
education_count	int64	Source column.	0
hospitals_count	int64	Source column.	0
primary_healthcare_count	int64	Source column.	0
rp10_evac_time_minutes_mean	float64	Source column.	12.3
rp10_evac_time_minutes_max	float64	Source column.	95.8
rp10_evac_time_minutes_median	float64	Source column.	8.5
rp50_evac_time_minutes_mean	float64	Source column.	13.0
rp50_evac_time_minutes_max	float64	Source column.	89.1
rp50_evac_time_minutes_median	float64	Source column.	9.6
rp100_evac_time_minutes_mean	float64	Source column.	13.1
rp100_evac_time_minutes_max	float64	Source column.	100.6
rp100_evac_time_minutes_median	float64	Source column.	9.6
rp500_evac_time_minutes_mean	float64	Source column.	12.4
rp500_evac_time_minutes_max	float64	Source column.	94.3
rp500_evac_time_minutes_median	float64	Source column.	9.2
rural_access_children_u5	int64	Source column.	2106
rural_access_dependents	int64	Source column.	6519
rural_access_working	int64	Source column.	9982
rural_access_elderly	int64	Source column.	542
rural_access_female_pop	int64	Source column.	8325
rural_access_female_u15	int64	Source column.	2950
rural_access_female_u5	int64	Source column.	1039
rural_access_pop_u15	int64	Source column.	5977
rural_access_total_pop	int64	Source column.	16500
rural_access_wra_pop	int64	Source column.	4312
rural_access_dependency_ratio	float64	Source column.	65.3
rai_total_pop	float64	Source column.	38.9
rai_female_pop	float64	Source column.	38.9
rai_children_u5	float64	Source column.	38.9
rai_female_u5	float64	Source column.	38.9
rai_elderly	float64	Source column.	38.9
rai_pop_u15	float64	Source column.	38.9
rai_female_u15	float64	Source column.	38.9
rai_wra_pop	float64	Source column.	38.9
adm_pcode	string	Source column.	GW0102
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.	Guinea Bissau - Risk Assessment Indicators
source_resource	category	Source resource title.	GNB_ADM2_coping.csv
source_package_id	category	CKAN package UUID.	f6191148-f452-4848-8c5b-a4122e37e593
source_resource_id	category	CKAN resource UUID.	0aca698a-14ba-48af-b711-0754898ec90a
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.	2026-08-30T05:38:32Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-guinea-bissau-guinea-bissau-risk-assessment-indicators-660567bf")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

sample_country = df[df["country_iso3"] == "GNB"]

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_guinea_bissau_guinea_bissau_risk_assessment_indicators_660567bf_2026,
  title        = {Guinea Bissau - Risk Assessment Indicators | Africa (Guinea-Bissau official open data)},
  author       = {HeiGIT (Heidelberg Institute for Geoinformation Technology)},
  year         = {2026},
  url          = {https://data.humdata.org/dataset/guinea-bissau---risk-assessment-indicators},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-guinea-bissau-risk-assessment-indicators-660567bf}}
}

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 2026-08-30 via the Electric Sheep pipeline. Source URL: https://hot.storage.heigit.org/heigit-hdx-public/risk_assessment_inputs/gnb/GNB_ADM2_coping.csv