datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
africa-world-bank-governance-public-sector-time-series
Africa World Bank Governance and Public Sector Labeled Time Series Data
This repository is part of the Africa Temporal Intelligence Corpus (ATIC). It contains sector-specific temporal corpus packages for African countries.
ATIC sector repositories are designed for machine consumption first: Parquet tables, stable IDs, reproducible metadata, explicit provenance, review status, and separable semantic layers.
Sector Scope
Temporal governance, fragility, conflict, and… See the full description on the dataset page: https://huggingface.co/datasets/africatic/africa-world-bank-governance-public-sector-time-series.us-government-nonprofit-public-sector-layoffs-warn-act-notices-daily
US government, non-profit and public-sector layoffs — the actual WARN Act filings, rebuilt every day
Last rebuilt: 2026-09-24. 715 layoff and closure notices filed by
non-profits and charities (YMCAs, Catholic Charities, Planned Parenthood, Salvation Army, Goodwill, Job Corps operators), social-service agencies, religious organisations, membership associations and unions, government contractors, and the cities, counties, authorities and agencies whose filings a state chose to… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-government-nonprofit-public-sector-layoffs-warn-act-notices-daily.asia-public-sector-world-bank-public-sector-indicators-for
China - Public Sector
Publisher: World Bank Group · Source: HDX · License: cc-by · Updated: 2026-04-27
Abstract
Contains data from the World Bank's data portal. There is also a consolidated country dataset on HDX.
Effective governments improve people's standard of living by ensuring access to essential services – health, education, water and sanitation, electricity, transport – and the opportunity to live and work in peace and security. Data here includes World Bank… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-public-sector-world-bank-public-sector-indicators-for.german-public-sector-c_dbr
Dataset Card for public_sector_c_dbr_QA
Dataset Summary
public_sector_c_dbr_QA is a German-language QA dataset for public-sector and legal-administrative content. The dataset includes question, answer, source context, and LLM-as-a-judge quality metadata.
Dataset Files
Main file: public_sector_c_dbr_QA.jsonl
Base evaluated file: c_dbr_evaluated_top_20_percent.jsonl
Suggested split mapping: train only
Record Counts… See the full description on the dataset page: https://huggingface.co/datasets/Anirbanbhk/german-public-sector-c_dbr.german-public-sector
Dataset Card for public_sector_QA
Dataset Summary
public_sector_QA is a German-language question answering dataset focused on public sector and administrative-domain content. The file contains curated QA samples with source context and LLM-as-a-judge evaluation metadata.
This dataset was created from top-20-percent filtered outputs of three evaluated source files:
anlage-5-handbuch-offene-verwaltungsdaten_1_evaluated_top_20_percent.jsonl… See the full description on the dataset page: https://huggingface.co/datasets/Anirbanbhk/german-public-sector.africa-equatorial-guinea-equatorial-guinea-public-sector-4a1be44d
Equatorial Guinea - Public Sector | Africa (Equatorial Guinea official open data)
877 rows - 1 Africa country - 1978-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Equatorial Guinea 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: Equatorial Guinea - Public Sector… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-equatorial-guinea-equatorial-guinea-public-sector-4a1be44d.africa-lesotho-lesotho-public-sector-42259ce1
Lesotho - Public Sector | Africa (Lesotho official open data)
2,414 rows - 1 Africa country - 1976-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Lesotho 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: Lesotho - Public Sector
Publisher: World Bank Group
Resource:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-lesotho-lesotho-public-sector-42259ce1.africa-e-gov-public-sector-breaches
E-Government & Public Sector Data Breaches (Africa) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet, optimized-parquet - Sector: governance_security - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-e-gov-public-sector-breaches.africa-eswatini-eswatini-public-sector-6629f696
Eswatini - Public Sector | Africa (Eswatini official open data)
1,303 rows - 1 Africa country - 1977-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Eswatini 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: Eswatini - Public Sector
Publisher: World Bank Group… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-eswatini-eswatini-public-sector-6629f696.africa-world-bank-public-sector-indicators-for-nigeria
Nigeria - Public Sector | Africa (original)
Size category: 1K<n<10K - Formats: parquet - Sector: governance_security - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-public-sector-indicators-for-nigeria.africa-e-gov-public-sector-breaches
E-Government & Public Sector Data Breaches — Africa Cyber Threat Intelligence
Part of the Africa Cyber Threat Intelligence collection by electricsheepafrica.
Acquisition: SYNTHETIC
Rows: 10,000 (balanced 50/50)
Synthetic: All records are synthetic (is_synthetic=1), based on real-world research data.
Usage
from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/africa-egov-public-sector-breaches")
Overview
This dataset models… See the full description on the dataset page: https://huggingface.co/datasets/Jtug414/africa-e-gov-public-sector-breaches.africa-namibia-namibia-public-sector-304183cc
Namibia - Public Sector | Africa (Namibia official open data)
1,624 rows - 1 Africa country - 1990-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Namibia 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: Namibia - Public Sector
Publisher: World Bank Group
Resource:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-namibia-namibia-public-sector-304183cc.africa-egov-public-sector-breaches
E-Government & Public Sector Data Breaches (Africa) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet, optimized-parquet - Sector: governance_security - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-egov-public-sector-breaches.africa-guinea-bissau-guinea-bissau-public-sector-dcab49af
Guinea-Bissau - Public Sector | Africa (Guinea-Bissau official open data)
1,087 rows - 1 Africa country - 1974-2025 - 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 - Public Sector
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-guinea-bissau-public-sector-dcab49af.africa-world-bank-public-sector-indicators-for-sudan
Sudan - Public Sector | Africa (original)
Size category: 1K<n<10K - Formats: parquet - Sector: governance_security - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-public-sector-indicators-for-sudan.africa-mali-mali-public-sector-b6cc9317
Mali - Public Sector | Africa (Mali official open data)
1,761 rows - 1 Africa country - 1961-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Mali 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: Mali - Public Sector
Publisher: World Bank Group
Resource: Public… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mali-mali-public-sector-b6cc9317.africa-togo-togo-public-sector-d1139f54
Togo - Public Sector | Africa (Togo official open data)
1,700 rows - 1 Africa country - 1960-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Togo 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: Togo - Public Sector
Publisher: World Bank Group
Resource: Public… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-togo-togo-public-sector-d1139f54.africa-cameroon-cameroon-public-sector-28e21015
Cameroon - Public Sector | Africa (Cameroon official open data)
1,719 rows - 1 Africa country - 1961-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon 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: Cameroon - Public Sector
Publisher: World Bank Group… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-cameroon-public-sector-28e21015.africa-drc-congo-dem-rep-public-sector-024ddc1e
Congo, Dem. Rep. - Public Sector | Africa (DRC official open data)
2,224 rows - 1 Africa country - 1960-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from DRC 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: Congo, Dem. Rep. - Public Sector
Publisher: World Bank Group… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-dem-rep-public-sector-024ddc1e.africa-comoros-comoros-public-sector-1df4711a
Comoros - Public Sector | Africa (Comoros official open data)
570 rows - 1 Africa country - 1976-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Comoros 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: Comoros - Public Sector
Publisher: World Bank Group
Resource:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-comoros-comoros-public-sector-1df4711a.africa-madagascar-madagascar-public-sector-4803af75
Madagascar - Public Sector | Africa (Madagascar official open data)
1,928 rows - 1 Africa country - 1960-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar 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: Madagascar - Public Sector
Publisher: World Bank… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-madagascar-public-sector-4803af75.africa-world-bank-public-sector-indicators-for-kenya
Kenya - Public Sector | Africa (original)
Size category: 1K<n<10K - Formats: parquet - Sector: governance_security - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-public-sector-indicators-for-kenya.africa-gabon-gabon-public-sector-20a74c54
Gabon - Public Sector | Africa (Gabon official open data)
783 rows - 1 Africa country - 1961-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Gabon 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: Gabon - Public Sector
Publisher: World Bank Group
Resource: Public… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-gabon-gabon-public-sector-20a74c54.africa-egypt-capmas-foreign-employees-in-governmental-public-public-business-sectors-9a2bee1c
Foreign Employees in Governmental & Public/Public Business Sectors | Africa (CAPMAS Egypt Open Data)
4,012 rows - 1 Africa country/area - 2010-2023 - 49 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 4,012 rows from CAPMAS Egypt Open Data, covering Foreign Employees in Governmental & Public/Public Business Sectors. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-egypt-capmas-foreign-employees-in-governmental-public-public-business-sectors-9a2bee1c.africa-cabo-verde-cabo-verde-public-sector-53eb38b1
Cabo Verde - Public Sector | Africa (Cabo Verde official open data)
1,436 rows - 1 Africa country - 1976-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cabo Verde 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: Cabo Verde - Public Sector
Publisher: World Bank… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cabo-verde-cabo-verde-public-sector-53eb38b1.africa-egypt-capmas-financial-indicators-for-public-sector-and-public-business-secto-59162960
Financial Indicators for Public Sector and Public Business Sector Companies (except banks and insurance) | Africa (CAPMAS Egypt Open Data)
6,427 rows - 1 Africa country/area - 2010-2023 - 98 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 6,427 rows from CAPMAS Egypt Open Data, covering Financial Indicators for Public Sector and Public Business Sector Companies (except banks and insurance). It is published as ML-ready Parquet with… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-egypt-capmas-financial-indicators-for-public-sector-and-public-business-secto-59162960.africa-algeria-algeria-public-sector-ab3cd006
Algeria - Public Sector | Africa (Algeria official open data)
606 rows - 1 Africa country - 1960-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Algeria 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: Algeria - Public Sector
Publisher: World Bank Group
Resource:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-algeria-algeria-public-sector-ab3cd006.africa-world-bank-public-sector-indicators-for-eritrea
Eritrea - Public Sector | Africa (original)
Size category: 1K<n<10K - Formats: parquet - Sector: governance_security - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-public-sector-indicators-for-eritrea.africa-egypt-capmas-workers-in-the-public-sector-and-public-business-sectors-fe8d0c3b
Workers in the Public Sector and Public Business Sectors | Africa (CAPMAS Egypt Open Data)
2,715 rows - 1 Africa country/area - 2010-2023 - 45 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 2,715 rows from CAPMAS Egypt Open Data, covering Workers in the Public Sector and Public Business Sectors. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-egypt-capmas-workers-in-the-public-sector-and-public-business-sectors-fe8d0c3b.africa-seychelles-seychelles-public-sector-07e81a3a
Seychelles - Public Sector | Africa (Seychelles official open data)
1,026 rows - 1 Africa country - 1977-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Seychelles 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: Seychelles - Public Sector
Publisher: World Bank… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-seychelles-seychelles-public-sector-07e81a3a.