datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
federal-ai-enforcement
US Federal AI Enforcement Tracker
The US Federal AI Enforcement Tracker is a source-backed dataset of US federal enforcement actions and selected adjacent official materials involving artificial intelligence or automated systems.
This Hugging Face repository is a distribution mirror maintained by Vorp Labs. The release preserved here is 2026.07.19, covering 42 tracked federal actions as of 2026-07-18.
Permanent identifiers and canonical sources
Canonical research… See the full description on the dataset page: https://huggingface.co/datasets/vorplabs/federal-ai-enforcement.OSHA_Construction_Enforcement_by_EmployerThis is a mirror. Canonical home: https://www.fastdol.com/datasets/osha-construction-enforcement-by-employer
Version DOI: 10.5281/zenodo.20187885
Concept DOI: 10.5281/zenodo.20187884
Download CSV: https://www.fastdol.com/datasets/osha-construction-enforcement-by-employer/data.csv
Visit the canonical page for the full schema, methodology, BibTeX citation, and most recent version.
Employer-level OSHA enforcement records for the U.S. construction industry (NAICS 23), covering all citations on… See the full description on the dataset page: https://huggingface.co/datasets/FastDOLz/OSHA_Construction_Enforcement_by_Employer.vn-provinces-civil-judgment-enforcement
Vietnam civil judgment enforcement
Vietnam civil judgment enforcement. 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 (189 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (18 rows)
data/regions.csv
data/regions.dta… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-civil-judgment-enforcement.legal-ai-enforcement-register
Consumer legal-AI enforcement, UPL and authorisation register
43 official actions about AI-enabled legal services offered to the public — regulator enforcement, unauthorized-practice rulings and opinions, regulatory-sandbox and licensing authorisations that the regulator itself describes as AI or technology based, court and access-to-justice AI deployments for self-represented people — each dated and sourced to the regulator or court.
Built 2026-09-08 by SafeLegalAI (Cognesio… See the full description on the dataset page: https://huggingface.co/datasets/safelegalaidata/legal-ai-enforcement-register.parking-enforcement-uk-nl-au
Parking enforcement and appeals: UK, Netherlands, Australia
Thirteen open datasets on parking enforcement and appeals, published by
CatoAppeals. Every figure republishes something a
public body published itself, re-derived from the source and checked row by row.
Nothing is modelled or estimated.
Catalogue and methodology: https://www.catoappeals.com/data
The datasets
File
Rows
What it is
appeal-win-rates-by-segment.csv
1,100
Share of parking appeals won… See the full description on the dataset page: https://huggingface.co/datasets/ebhcatoappeals/parking-enforcement-uk-nl-au.WHD_Wage_Theft_Enforcement_Actions_by_EmployerWHD Wage Theft Enforcement Actions by Employer
This is a mirror. Canonical home: https://www.fastdol.com/datasets/whd-wage-theft-enforcement-actions-by-employer
License: CC BY 4.0
Version DOI: 10.5281/zenodo.20031761
Concept DOI: 10.5281/zenodo.20031760
Download CSV: https://www.fastdol.com/datasets/whd-wage-theft-enforcement-actions-by-employer/data.csv
Visit the canonical page for the full schema, methodology, BibTeX citation, and most recent version.
Source
U.S. Department of… See the full description on the dataset page: https://huggingface.co/datasets/FastDOLz/WHD_Wage_Theft_Enforcement_Actions_by_Employer.wage-theft-whd-enforcement
WHD Wage Theft Enforcement Actions by Employer
40,000+ DOL Wage and Hour Division enforcement cases aggregated to the employer level. 323,514 US employers, $4.6 billion in back wages, 5.2 million affected employees.
What this dataset is
What does federal wage theft enforcement actually look like in aggregate? This dataset answers that question.
The Department of Labor's Wage and Hour Division (WHD) publishes enforcement data at the case level, which makes it hard to see… See the full description on the dataset page: https://huggingface.co/datasets/FastDOL/wage-theft-whd-enforcement.The-Anti-Deficiency-Reform-And-Enforcement-Act-Of-2018
⚖️ The Anti-Deficiency Reform and Enforcement Act of 2018
Maintainer: Terry Eppler
Source ownership: United States Federal Government
Source legislation: H.R. 6891, 115th Congress, 2nd Session
Source date: September 25, 2018
Dataset language: English
Dataset size: 225 records
📋 Overview
Dataset Summary
The Anti-Deficiency Reform and Enforcement Act of 2018 Dataset is a structured
question-answer dataset derived from H.R. 6891, introduced… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/The-Anti-Deficiency-Reform-And-Enforcement-Act-Of-2018.bank-enforcement-actions
Federal Reserve enforcement actions against banks and holding companies: action type, effective date and whether it has been terminated
Canonical, always-current version: https://referencesource.org/bank-enforcement-actions/
Machine-readable: https://referencesource.org/bank-enforcement-actions/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-11
Stale after: 2026-09-01 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/bank-enforcement-actions.gdpr-enforcement-sample
GDPR Enforcement Tracker
Every GDPR fine and enforcement action in the EU/EEA
Dataset key: gdpr-enforcement
Version: 2026.02
Formats: csv, json
Sample rows: 682
Full rows: 6828
Tags: gdpr, privacy, compliance, eu, legal, enforcement, fines
Sample vs Full
This repository contains the free sample only.
See product page for current pricing.
Get the full GDPR Enforcement Tracker
Details
GDPR Enforcement Tracker
Every GDPR enforcement action (fines… See the full description on the dataset page: https://huggingface.co/datasets/Sebastyijan/gdpr-enforcement-sample.africa-synth-governance-anti-corruption-enforcement-all
African Anti-Corruption Enforcement | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-governance-anti-corruption-enforcement-all.africa-worldbank-wbl-enforcement-perceptions-work-public-authorities-enforce-a-woman-s-right-to
WBL: Enforcement Perceptions, Work, Public authorities enforce a woman's right to get a job in the same way as a man | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-work-public-authorities-enforce-a-woman-s-right-to.africa-worldbank-wbl-enforcement-perceptions-childcare-public-authorities-enforce-existing-legis
WBL: Enforcement Perceptions, Childcare, Public authorities enforce existing legislation establishing the provision of center-based childcare services | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-childcare-public-authorities-enforce-existing-legis.africa-worldbank-wbl-enforcement-perceptions-entrepreneurship-public-authorities-enforce-a-woman
WBL: Enforcement Perceptions, Entrepreneurship, Public authorities enforce a woman's right to undertake entrepreneurial activities in the same way as a man | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-entrepreneurship-public-authorities-enforce-a-woman.africa-worldbank-wbl-enforcement-perceptions-childcare-score-scale-0-100-gd-wbl-chc-enf-t
WBL: Enforcement Perceptions, Childcare, Score (scale 0-100) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-childcare-score-scale-0-100-gd-wbl-chc-enf-t.africa-worldbank-wbl-enforcement-perceptions-work-public-authorities-enforce-existing-legislatio
WBL: Enforcement Perceptions, Work, Public authorities enforce existing legislation allowing employees to request flexible work | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-work-public-authorities-enforce-existing-legislatio.africa-worldbank-wbl-enforcement-perceptions-assets-public-authorities-enforce-equal-rights-over
WBL: Enforcement Perceptions, Assets, Public authorities enforce equal rights over immovable property | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-assets-public-authorities-enforce-equal-rights-over.fda-enforcement-linkage-sample
FDA Enforcement Linkage Dataset
A pre-joined, analysis-ready dataset connecting FDA inspection outcomes to enforcement actions, regulatory citations, and product recalls — covering 265,000+ inspections across 129,000+ facilities from 2008 to present.
This is a 10% sample. Get the full dataset (265,000+ pre-joined records) on Gumroad → https://mandiasdata.gumroad.com/l/fda-enforcement-linkage
Why This Dataset Exists
FDA publishes inspection, citation, compliance, and… See the full description on the dataset page: https://huggingface.co/datasets/wapplewhite4/fda-enforcement-linkage-sample.africa-worldbank-wbl-enforcement-perceptions-assets-public-authorities-enforce-existing-legislat
WBL: Enforcement Perceptions, Assets, Public authorities enforce existing legislation granting equal inheritance rights to sons and daughters | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-assets-public-authorities-enforce-existing-legislat.africa-worldbank-wbl-enforcement-perceptions-pay-public-authorities-enforce-a-woman-s-right-to-w
WBL: Enforcement Perceptions, Pay, Public authorities enforce a woman's right to work in a job deemed dangerous in the same way as a man | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-pay-public-authorities-enforce-a-woman-s-right-to-w.asia-owid-enforcement-of-bans-on-tobacco-advertising
Enforcement Of Bans On Tobacco Advertising | Asia (Our World in Data)
🌏 432 observations · 48 Asia countries · 2007–2022 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 432 observations of Enforcement Of Bans On Tobacco Advertising data across 48 Asia countries, spanning 2007–2022.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Enforcement Of Bans On Tobacco Advertising… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-enforcement-of-bans-on-tobacco-advertising.africa-worldbank-wbl-enforcement-perceptions-mobility-public-authorities-enforce-a-woman-s-right
WBL: Enforcement Perceptions, Mobility, Public authorities enforce a woman's right to choose where to live in the same way as a man | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-mobility-public-authorities-enforce-a-woman-s-right.africa-worldbank-wbl-enforcement-perceptions-marriage-public-authorities-enforce-a-married-woman
WBL: Enforcement Perceptions, Marriage, Public authorities enforce a married woman's right to not be required to obey her husband | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-marriage-public-authorities-enforce-a-married-woman.africa-worldbank-wbl-enforcement-perceptions-mobility-score-scale-0-100-gd-wbl-mob-enf-t
WBL: Enforcement Perceptions, Mobility, Score (scale 0-100) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-mobility-score-scale-0-100-gd-wbl-mob-enf-t.africa-worldbank-wbl-enforcement-perceptions-index-scale-0-100-gd-wbl-ovl-enf
WBL: Enforcement Perceptions Index (scale 0-100) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-index-scale-0-100-gd-wbl-ovl-enf.africa-worldbank-wbl-enforcement-perceptions-pay-public-authorities-enforce-existing-legislation
WBL: Enforcement Perceptions, Pay, Public authorities enforce existing legislation mandating equal remuneration for work of equal value | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-pay-public-authorities-enforce-existing-legislation.africa-worldbank-wbl-enforcement-perceptions-assets-score-scale-0-100-gd-wbl-ast-enf-t
WBL: Enforcement Perceptions, Assets, Score (scale 0-100) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-assets-score-scale-0-100-gd-wbl-ast-enf-t.africa-worldbank-wbl-enforcement-perceptions-entrepreneurship-score-scale-0-100-gd-wbl-ent-enf-t
WBL: Enforcement Perceptions, Entrepreneurship, Score (scale 0-100) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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-worldbank-wbl-enforcement-perceptions-entrepreneurship-score-scale-0-100-gd-wbl-ent-enf-t.africa-worldbank-wbl-enforcement-perceptions-work-score-scale-0-100-gd-wbl-wrk-enf-t
WBL: Enforcement Perceptions, Work, Score (scale 0-100) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-work-score-scale-0-100-gd-wbl-wrk-enf-t.defendable-pain-cfpb-enforcement-action-v0.1
CFPB Enforcement Pain · $19.7B Relief
"the comeuppance" — Mr. Defendable
A free pain-receipt dataset from the DefendableOS ecosystem. 26 rows · ready to read · all cited or graded · CC-BY-4.0.
Part of the 100-pack — 100 free pain-receipt datasets dropped from the Defendable Bakery to the open AI-trust community. Different theme per dataset. Same operator voice across all of them.
Tribunal begins before training. No proof, no honey. To the shed.
What's in here
26… See the full description on the dataset page: https://huggingface.co/datasets/SwarmandBee/defendable-pain-cfpb-enforcement-action-v0.1.