datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
qualora-workforce-skills-graph
Qualora Workforce Skills Graph (Representative Sample)
Rights-clean, provenance-tracked vocational learning data, rebuilt from roughly $2B of U.S. Department of Labor funded open courseware into a labeled skills graph: cleaned courses and lessons, Bloom-tagged assessment items with answer rationales and learning objectives, and a content-grounded course to skill to career graph with salary context. Built for post-training and evaluation, not pretraining bulk.
This repository is… See the full description on the dataset page: https://huggingface.co/datasets/qualora-data-labs/qualora-workforce-skills-graph.vn-provinces-doh-medical-workforce
Vietnam DOH medical workforce by qualification
Vietnam DOH medical workforce by qualification. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
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Files
provinces (1008 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (96 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-doh-medical-workforce.vn-provinces-doh-pharmacy-workforce
Vietnam DOH pharmacy workforce by qualification
Vietnam DOH pharmacy workforce by qualification. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Comparison
Color key
Files
provinces (1008 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (95 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-doh-pharmacy-workforce.africa-synth-laboratory-workforce-training-all
Laboratory Workforce & Training | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: culture_language - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-laboratory-workforce-training-all.africa-synth-disability-rehabilitation-workforce-training-all
Rehabilitation Workforce & Training (SSA) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: culture_language - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-disability-rehabilitation-workforce-training-all.health-workforce-retention
Healthcare Worker Workforce & Retention (Burnout, Migration, Staffing) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/health-workforce-retention.Africa-Specialist-surgical-workforce-per-100000-population
Africa Specialist surgical workforce per 100000 population | Africa (World Bank)
Size category: n<1K - Formats: csv - 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-Specialist-surgical-workforce-per-100000-population.africa-rwanda-agricultural-workforce-by-education-level-0bfaa89f
Agricultural Workforce by Education Level | Africa (Rwanda Data Sharing Platform - NISR)
28 rows - 1 Africa country/area - 2019-2025 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 28 rows from Rwanda Data Sharing Platform - NISR, covering Agricultural Workforce by Education 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-rwanda-agricultural-workforce-by-education-level-0bfaa89f.africa-healthcare-cyber-workforce
African Healthcare Cybersecurity Workforce Dataset | Africa (original)
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.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-healthcare-cyber-workforce.africa-rwanda-agricultural-workforce-by-sex-a9eff3c6
Agricultural Workforce by Sex | Africa (Rwanda Data Sharing Platform - NISR)
28 rows - 1 Africa country/area - 2019-2025 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 28 rows from Rwanda Data Sharing Platform - NISR, covering Agricultural Workforce by Sex. 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-rwanda-agricultural-workforce-by-sex-a9eff3c6.