datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
district-of-columbia-layoffs-warn-act-notices-daily
District of Columbia WARN Act layoff notices — every filing we hold since 2017, one CSV, rebuilt daily
143 District of Columbia WARN notices — every one this dataset holds, back to 2017 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-07-27
· state source last checked 2026-09-22T12:26Z · official source: District of Columbia Department of Employment Services — WARN notices.
District of Columbia employers must file a WARN Act… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/district-of-columbia-layoffs-warn-act-notices-daily.africa-mauritius-area-harvested-and-production-of-food-crops-by-district-fo-ab952c0d
Area Harvested and Production of Food Crops by District Fo | Africa (MDPA)
163 rows - 1 Africa country/area - 2014-2019 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 163 rows from MDPA, covering Area Harvested and Production of Food Crops by District Fo. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-area-harvested-and-production-of-food-crops-by-district-fo-ab952c0d.africa-mauritius-area-harvested-of-food-crops-by-district-for-mauritius-f9c0bcaa
Area Harvested of Food Crops by District for Mauritius | Africa (MDPA)
42 rows - 1 Africa country/area - 2019 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 42 rows from MDPA, covering Area Harvested of Food Crops by District for Mauritius. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures
Agriculture… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-area-harvested-of-food-crops-by-district-for-mauritius-f9c0bcaa.africa-mauritius-area-harvested-of-selected-food-crops-by-district-for-maur-e86b11c3
Area Harvested of Selected Food Crops by District for Maur | Africa (MDPA)
528 rows - 1 Africa country/area - 2014-2019 - 11 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 528 rows from MDPA, covering Area Harvested of Selected Food Crops by District for Maur. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-area-harvested-of-selected-food-crops-by-district-for-maur-e86b11c3.africa-mauritius-area-harvested-and-production-of-food-crops-by-district-fo-4671d113
Area Harvested and Production of Food Crops by District Fo | Africa (MDPA)
96 rows - 1 Africa country/area - 2014-2019 - 2 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 96 rows from MDPA, covering Area Harvested and Production of Food Crops by District Fo. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-area-harvested-and-production-of-food-crops-by-district-fo-4671d113.africa-mauritius-area-harvested-of-food-crops-by-district-for-mauritius-880220f7
Area Harvested of Food Crops by District for Mauritius | Africa (MDPA)
184 rows - 1 Africa country/area - 2019 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 184 rows from MDPA, covering Area Harvested of Food Crops by District for Mauritius. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-area-harvested-of-food-crops-by-district-for-mauritius-880220f7.africa-mauritius-area-harvested-and-production-of-food-crops-by-district-is-a271de3a
Area Harvested and Production of Food Crops by District Is | Africa (MDPA)
64 rows - 1 Africa country/area - 2020-2023 - 2 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 64 rows from MDPA, covering Area Harvested and Production of Food Crops by District Is. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-area-harvested-and-production-of-food-crops-by-district-is-a271de3a.africa-mauritius-area-harvested-of-selected-food-crops-by-district-for-maur-57ef528d
Area Harvested of Selected Food Crops by District for Maur | Africa (MDPA)
253 rows - 1 Africa country/area - 1995 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 253 rows from MDPA, covering Area Harvested of Selected Food Crops by District for Maur. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-area-harvested-of-selected-food-crops-by-district-for-maur-57ef528d.africa-mauritius-area-harvested-and-production-of-food-crops-by-district-is-ee2ae6c1
Area Harvested and Production of Food Crops by District Is | Africa (MDPA)
13 rows - 1 Africa country/area - 2020-2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 13 rows from MDPA, covering Area Harvested and Production of Food Crops by District Is. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-area-harvested-and-production-of-food-crops-by-district-is-ee2ae6c1.africa-egypt-capmas-public-utility-services-city-and-district-council-level-0ce12220
Public Utility Services - City and District Council Level | Africa (CAPMAS Egypt Open Data)
5,952 rows - 1 Africa country/area - 2010-2023 - 128 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 5,952 rows from CAPMAS Egypt Open Data, covering Public Utility Services - City and District Council Level. 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-public-utility-services-city-and-district-council-level-0ce12220.africa-cote-d-ivoire-sites-de-vaccination-de-covid-19-dans-le-district-d-abidja-5bbc9c04
Sites De Vaccination De Covid 19 Dans Le District D Abidja | Africa (Cote d'Ivoire DataFair)
59 rows - 1 Africa country/area - 2021 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 59 rows from Cote d'Ivoire DataFair, covering Sites De Vaccination De Covid 19 Dans Le District D Abidja. 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-cote-d-ivoire-sites-de-vaccination-de-covid-19-dans-le-district-d-abidja-5bbc9c04.africa-south-africa-stats-sa-census-district-boundary-properties-56c30d76
Stats Sa Census District Boundary Properties | Africa (Statistics South Africa)
8 rows - 1 Africa country/area - detected - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 8 rows from Statistics South Africa, covering Stats Sa Census District Boundary Properties. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-south-africa-stats-sa-census-district-boundary-properties-56c30d76.africa-south-africa-stats-sa-census-districts-876972a5
Stats Sa Census Districts | Africa (Statistics South Africa)
52 rows - 1 Africa country/area - detected - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 52 rows from Statistics South Africa, covering Stats Sa Census Districts. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures
Demographic datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-south-africa-stats-sa-census-districts-876972a5.africa-somalia-somalia-districts-hit-by-1994-tropical-cyclone-05a-f17a4e35
Somalia Districts Hit by 1994 Tropical Cyclone 05a | Africa (IGAD Climate Prediction and Applications Center (ICPAC))
12 rows - 1 Africa country/area - 2017 - 6 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 12 rows from IGAD Climate Prediction and Applications Center (ICPAC), covering Somalia Districts Hit by 1994 Tropical Cyclone 05a. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-somalia-districts-hit-by-1994-tropical-cyclone-05a-f17a4e35.africa-chad-list-of-health-facilities-and-health-districts
Chad - List of health facilities and health districts | Africa (original)
Size category: 1K<n<10K - Formats: parquet - Sector: health - 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
Health datasets help researchers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-chad-list-of-health-facilities-and-health-districts.africa-malawi-statistical-yearbook-health-indicators-by-district-2021
Malawi Statistical Yearbook - Health Indicators by district - 2021 | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - 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
Health datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-malawi-statistical-yearbook-health-indicators-by-district-2021.africa-adaado-district-conflict-and-security-assessment-2015
Adaado District Conflict and Security Assessment - 2015 | Africa (original)
Size category: n<1K - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-adaado-district-conflict-and-security-assessment-2015.africa-synth-mobile-telecom-internet-penetration-district-all
African Internet Penetration District Dataset | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: technology_digital - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-mobile-telecom-internet-penetration-district-all.africa-erbera-district-conflict-and-security-assessment-2015
Berbera District Conflict and Security Assessment - 2015 | Africa (original)
Size category: n<1K - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-erbera-district-conflict-and-security-assessment-2015.asia-ict-yemen-hard-to-reach-districts
Yemen: Hard-to-Reach Districts | 29 April 2019
Publisher: OCHA Yemen · Source: HDX · License: cc-by · Updated: 2025-04-28
Abstract
Please see the method summary
Each row in this dataset represents subnational administrative unit observations. Data was last updated on HDX on 2025-04-28. Geographic scope: YEM.
Curated into ML-ready Parquet format by Electric Sheep Africa.
Dataset Characteristics
Domain
Humanitarian and development data
Unit… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ict-yemen-hard-to-reach-districts.africa-cote-d-ivoire-population-superficie-et-densite-par-district-et-region-ad-00451fba
Population Superficie Et Densite Par District Et Region Ad | Africa (Cote d'Ivoire DataFair)
47 rows - 1 Africa country/area - 2021 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 47 rows from Cote d'Ivoire DataFair, covering Population Superficie Et Densite Par District Et Region Ad. 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-cote-d-ivoire-population-superficie-et-densite-par-district-et-region-ad-00451fba.africa-somalia-somalia-districts-hit-by-2013-tropical-cyclone-3a-fdb414f9
Somalia Districts Hit by 2013 Tropical Cyclone 3a | Africa (IGAD Climate Prediction and Applications Center (ICPAC))
48 rows - 1 Africa country/area - 2017 - 6 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 48 rows from IGAD Climate Prediction and Applications Center (ICPAC), covering Somalia Districts Hit by 2013 Tropical Cyclone 3a. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-somalia-districts-hit-by-2013-tropical-cyclone-3a-fdb414f9.africa-mauritius-vital-statistics-by-district-and-gender-for-republic-of-ma-fcd42409
Vital Statistics by District and Gender for Republic of Ma | Africa (MDPA)
15 rows - 1 Africa country/area - 1917-1945 - 1 indicator - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 15 rows from MDPA, covering Vital Statistics by District and Gender for Republic of Ma. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-vital-statistics-by-district-and-gender-for-republic-of-ma-fcd42409.africa-somalia-somalia-districts-hit-by-2010-tropical-cyclone-bandu-cd1c1e21
Somalia Districts Hit by 2010 Tropical Cyclone Bandu | Africa (IGAD Climate Prediction and Applications Center (ICPAC))
1 rows - 1 Africa country/area - 2010-2021 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1 rows from IGAD Climate Prediction and Applications Center (ICPAC), covering Somalia Districts Hit by 2010 Tropical Cyclone Bandu. It is published as ML-ready Parquet with consistent Hugging Face metadata, source… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-somalia-districts-hit-by-2010-tropical-cyclone-bandu-cd1c1e21.africa-somalia-tropical-cyclones-hitting-somali-districts-for-the-period-998bfa7e
Tropical Cyclones Hitting Somali Districts for the Period | Africa (IGAD Climate Prediction and Applications Center (ICPAC))
1,480 rows - 1 Africa country/area - 2017 - 20 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,480 rows from IGAD Climate Prediction and Applications Center (ICPAC), covering Tropical Cyclones Hitting Somali Districts for the Period. It is published as ML-ready Parquet with consistent Hugging Face metadata… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-tropical-cyclones-hitting-somali-districts-for-the-period-998bfa7e.africa-somalia-somalia-districts-hit-by-1994-tropical-cyclone-05a-ec20b632
Somalia Districts Hit by 1994 Tropical Cyclone 05a | Africa (IGAD Climate Prediction and Applications Center (ICPAC))
6 rows - 1 Africa country/area - 2017 - 6 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 6 rows from IGAD Climate Prediction and Applications Center (ICPAC), covering Somalia Districts Hit by 1994 Tropical Cyclone 05a. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-somalia-districts-hit-by-1994-tropical-cyclone-05a-ec20b632.africa-kismayo-district-conflict-and-security-assessment-2015
Kismayo District Conflict and Security Assessment - 2015 | Africa (original)
Size category: n<1K - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-kismayo-district-conflict-and-security-assessment-2015.africa-uganda-secondary-enrollment-rates-by-district-21e5f8d2
Secondary Enrollment Rates by District | Africa (Uganda Bureau of Statistics)
204 rows - 1 Africa country/area - 2018 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 204 rows from Uganda Bureau of Statistics, covering Secondary Enrollment Rates by District. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-uganda-secondary-enrollment-rates-by-district-21e5f8d2.africa-cote-d-ivoire-repartition-des-localites-par-district-et-region-administr-7f64e8bc
Repartition Des Localites Par District Et Region Administr | Africa (Cote d'Ivoire DataFair)
47 rows - 1 Africa country/area - 2021 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 47 rows from Cote d'Ivoire DataFair, covering Repartition Des Localites Par District Et Region Administr. 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-cote-d-ivoire-repartition-des-localites-par-district-et-region-administr-7f64e8bc.africa-cote-d-ivoire-consommation-de-carburants-par-region-et-district-793ad4c3
Consommation De Carburants Par Region Et District | Africa (Cote d'Ivoire DataFair)
99 rows - 1 Africa country/area - detected - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 99 rows from Cote d'Ivoire DataFair, covering Consommation De Carburants Par Region Et District. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-consommation-de-carburants-par-region-et-district-793ad4c3.