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.uds-governance-receipts
Part of the SZL Holdings governed estate — claims are designed to carry checkable receipts. Verification proves integrity & origin, never accuracy or performance.
UDS Governance Receipts — Decision Audit Log
Doctrine v11 LOCKED. No marketing. Every number resolves to a CI log, a Lean proof, or a Zenodo DOI.
Append-only log of DSSE-signed governance decision receipts for the Unified Deployment Substrate (UDS) mesh. Each record captures:… See the full description on the dataset page: https://huggingface.co/datasets/SZLHOLDINGS/uds-governance-receipts.erc8004-vs-a2a-governance
Agentic Protocol Governance · v2.0.0
The current, self-contained release is releases/v2.0.0/. It supplies the public inputs, fixed annotations, reference results, locked analysis code and one reproduction entry point for the submitted study. You do not need another Git repository or the private research workspace.
Download and reproduce
Requirements: Python 3.14, uv, and make. Dependency installation may use the network; the analyses make no hosted-model calls.… See the full description on the dataset page: https://huggingface.co/datasets/kl41r3/erc8004-vs-a2a-governance.transboundary-water-governance-corpus
Global Transboundary Water Governance Corpus
A curated, openly available corpus of 252 official policy, legal, and institutional
documents that govern internationally shared waters (rivers, lakes, and aquifers),
released with full extracted text and harmonised structured metadata.
Coverage: 123 river basins, lake systems, and hydrological regions; 141 sovereign
states as parties; 14 languages; documents published 1909–2025.
Content types: treaties, agreements, conventions… See the full description on the dataset page: https://huggingface.co/datasets/issai/transboundary-water-governance-corpus.africa-governance-all
Control of Corruption | 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 analysts inspect structured evidence… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-governance-all.governance_2kai-governance-en
AI Governance - Enterprise Framework (EN)
Reference bilingual dataset on enterprise artificial intelligence governance
Created by AYI-NEDJIMI Consultants - AI, Cyberdefense & Compliance Expertise
Description
This dataset covers essential aspects of enterprise AI governance, including:
AI TRiSM (Trust, Risk and Security Management) - Gartner Framework
Enterprise AI Governance - Ethics committee, policies, audit, documentation
Shadow AI - Detection, prevention, and… See the full description on the dataset page: https://huggingface.co/datasets/AYI-NEDJIMI/ai-governance-en.urban-ai-governance-poster-charts
Urban AI Governance — Poster Charts (v4 — CORRECTED)
Bridging the Divide Between AI Potential and Operational Realities in Urban Governance
All charts use TeX Gyre Pagella (Palatino Linotype equivalent) font, 300 DPI, Nature/Science journal aesthetic. Available as PNG + vector PDF. Zero text overlaps (verified programmatically).
⚠️ Corrections in v4 (from v3)
1. Chart 1 — HAI Regulation Data FIXED
Problem: v3 used the series (1, 9, 12, 18, 29, 54, 88, 148)… See the full description on the dataset page: https://huggingface.co/datasets/citysyntaxlab/urban-ai-governance-poster-charts.africa-worldbank-worldwide-governance-indicators
Worldwide Governance Indicators | Africa (World Bank) | Africa (World Bank)
Size category: 10K<n<100K - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-worldwide-governance-indicators.typed-decisions-repo-governance
typed-decisions: repo-governance family
A seed, not a corpus (n=1 as of first publish, 2026-09-19): real governance findings from a
private software monorepo, each run through TypeSafe's Jev (a "System One"
model — it returns typed choice / score / noul decisions, never free text or code) as part of
kotoba-lang/typed-decisions, a reproduction and
measurement of the Jev shape whose trained model is published at
com-kotobalabs/open-jev-deberta-v3-large.
What this is… See the full description on the dataset page: https://huggingface.co/datasets/com-kotobalabs/typed-decisions-repo-governance.ai-governance-synthetic-glm5
AI Governance Synthetic Dataset (GLM-5.3-Flash)
A ~1,000-example synthetic dataset on AI governance and frontier AI safety, generated with zai-org/GLM-5.3-Flash via the Hugging Face Inference Providers API.
Configs
Config
Rows
Schema
Use
policy_qa
400
messages (user/assistant chat), topic
SFT of governance assistants
risk_classification
300
scenario, risk_category (10-way enum), severity (low/medium/high/critical), rationale, topic
Training risk… See the full description on the dataset page: https://huggingface.co/datasets/S-Dreamer/ai-governance-synthetic-glm5.clinical-quad-endpoint-adjudication-drift-blinding-breach-pressure-governance-submission-v0.1Clarus Clinical Quad Coupling Endpoint Adjudication Integrity v0.1
PurposeDetect adjudication drift driven by four interacting nodes.
Quad nodes
Endpoint cluster shift
Blinding gap or reviewer dominance
Operational or vendor process change
Governance submission or review pressure
InputOne vignette.
OutputStrict JSON only.
Required keys
adjudication_integrity_risk
risk_type
driver_nodes
recommended_action
action_detail
rationale
confidence… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-endpoint-adjudication-drift-blinding-breach-pressure-governance-submission-v0.1.worldwide_governance_indicators
شاخصهای حکمرانی جهانی (WGI) — بانک جهانی
۶ شاخص حکمرانی برای ۲۱۶ کشور، ۱۹۹۶–۲۰۲۴ — اولین دیتاستِ بینالمللی و اولین شاخصِ مقیاس فاصلهای پلتفرم.
منبع: بانک جهانی (Kaufmann & Kraay) — لایسنس open
پوشش: ۲۱۶ کشور · ۱۹۹۶–۲۰۲۴ (سالانه) · شامل ایران (IRN↔IR)
حجم: mart ۳۲٬۴۰۳ ردیف · observations ۶۴٬۸۰۶ ردیف
شش شاخص (مفهوم)
slug
فارسی
voice_accountability
حق اظهارنظر و پاسخگویی
political_stability
ثبات سیاسی و نبود خشونت
government_effectiveness
اثربخشی… See the full description on the dataset page: https://huggingface.co/datasets/Farmaanaa/worldwide_governance_indicators.erc8004-vs-a2a-governance
ERC-8004 vs Google A2A Governance Dataset
Full raw + annotated dataset for RQ1: DAO governance vs. corporate governance in technology
standardization — comparing ERC-8004 (Trustless Agents, EIP/DAO process) against Google A2A
(Agent-to-Agent protocol, corporate hierarchy).
GitHub repository: kl41r3/erc8004-a2a-case-study — complete computational pipeline (scraping → LLM annotation → analysis → figures).
Research Context
Research Question: Compared to… See the full description on the dataset page: https://huggingface.co/datasets/global-nomad-nexus/erc8004-vs-a2a-governance.ai-governance-fr
Gouvernance IA - Framework Entreprise (FR)
Dataset bilingue de reference sur la gouvernance de l'intelligence artificielle en entreprise
Cree par AYI-NEDJIMI Consultants - Expertise IA, Cyberdefense & Conformite
Description
Ce dataset couvre les aspects essentiels de la gouvernance IA en entreprise, incluant :
AI TRiSM (Trust, Risk and Security Management) - Framework Gartner
Gouvernance IA en Entreprise - Comite ethique, politiques, audit, documentation
Shadow AI -… See the full description on the dataset page: https://huggingface.co/datasets/AYI-NEDJIMI/ai-governance-fr.africa-synth-governance-judicial-access-indicators-all
African Judicial Access Indicators | 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-judicial-access-indicators-all.enterprise-data-agent-governance
Enterprise Data Agent Governance
A synthetic evaluation dataset and machine-readable control framework for testing whether enterprise data agents should answer, request clarification or refuse a question.
Last reviewed: 15 September 2026 · Version: 0.1.0 · Repository type: Dataset
Enterprise Data Agent Governance is an open practitioner framework for deciding when an AI agent may answer a question from enterprise data, when it must request clarification or defer, and what… See the full description on the dataset page: https://huggingface.co/datasets/murraylovecode/enterprise-data-agent-governance.ai-data-governance-reference-cases
ADGL Reference Cases and Governance Profiles
This Dataset repository accompanies the AI Data Governance Layer (ADGL) public research project.
ADGL models Knowledge Governance → Analysis Governance → Consequence Governance, with INFORM, DECIDE, and ACT as principal consequence dispositions and Audit + Provenance spanning the complete governance trajectory.
Configurations
reference_cases: eight structured reference cases with policy, input fixture, and expected… See the full description on the dataset page: https://huggingface.co/datasets/GBSNResearch/ai-data-governance-reference-cases.Global_Environment-Social-And-Governance-Data
Global_Environment-Social-And-Governance Dataset
This Dataset contains all verified and authorized Environment, Social and Governance Statistics data in the World
Description
I have collected all data from WORLD-Bank's Data Catalog and also shared this link in the data source section,
this dataset is sutitable for various NLP tasks
Data Source
https://datacatalog.worldbank.org/
Dataset Card Authors
Mahadi Hassan
Dataset Card Contact… See the full description on the dataset page: https://huggingface.co/datasets/Mahadih534/Global_Environment-Social-And-Governance-Data.vigil-governance-traces-v0
Vigil Governance Traces v0 — Free Funnel
Free pseudonymized governance / ops traces from Primitive Origins systems (~861 events).
Offered as a funnel / enterprise appendix sample — not a paid hero SKU.
What’s inside
data/vigil_governance_traces_pseudonymized.jsonl
License
Custom commercial AI training license (LICENSE):
Train / fine-tune / eval / commercial models: YES
Dataset redistrib / resale / re-host: NO
South Carolina, USA… See the full description on the dataset page: https://huggingface.co/datasets/Primitive-Origins/vigil-governance-traces-v0.africa-synth-governance-court-case-backlogs-all
African Court Case Backlogs | Africa (World Bank)
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 datasets help analysts inspect structured… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-governance-court-case-backlogs-all.governance-benchmark-dataset
Governance Benchmark Dataset
Curated benchmark dataset and evaluation harness for comparing governance evidence
feasibility across four decision system architectures: deterministic rule engines,
hybrid ML+rules, streaming feature-driven systems, and agentic AI.
This dataset is the artifact mirror of the benchmark described in "Governed Auditable
Decisioning Under Uncertainty: Synthesis and Agentic Extension" (arXiv:2604.19112).
The canonical code repository is on GitHub and the… See the full description on the dataset page: https://huggingface.co/datasets/dev404ai/governance-benchmark-dataset.africa-synth-governance-police-crime-statistics-all
African Police & Crime Statistics | 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-police-crime-statistics-all.scbe-governance-receipts-v1
Status: experimental. Experiment-specific slice. Primary public dataset: scbe-aethermoore-training-data.
SCBE Governance Receipts v1
Schema: scbe_governed_dataset_v1
Receipt schema: scbe_governance_receipt_v1
Built: 2026-05-04T23:45:37Z
Rows: 40
Dataset ID: scbe-governance-receipts-v1
What this is
A governed dataset where every row carries a full 34-field SCBE
governance receipt (poly-embedded JEPA fingerprint + tri-vector
cross-braid hash + Sacred Egg ring seal… See the full description on the dataset page: https://huggingface.co/datasets/issdandavis/scbe-governance-receipts-v1.agent-governanceafrica-synth-governance-tax-revenue-administration-nigeria
Nigeria Tax Revenue Administration | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: economics_finance - 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-tax-revenue-administration-nigeria.clinical-quad-consent-version-drift-reconsent-gap-enrollment-pressure-governance-audit-v0.1Clarus Clinical Quad Coupling Informed Consent Integrity v0.1
PurposeDetect consent integrity failures driven by four interacting nodes.
Quad nodes
Consent version drift or addendum mismatch
Re-consent gap after material risk change
Enrollment pressure or incentives
Governance audit or regulator timing
InputOne vignette.
OutputStrict JSON only.
Required keys
consent_integrity_risk
risk_type
driver_nodes
recommended_action
action_detail
rationale
confidence… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-consent-version-drift-reconsent-gap-enrollment-pressure-governance-audit-v0.1.x23-DAO-governance-forums
X23 Governance Forum Dataset
The X23 Governance Forum Dataset is a normalized corpus of public DAO governance forum discussions collected from publicly accessible governance forums, covering discussions from September 2015 through September 2025. It includes topics, posts, public author profiles, timestamps, engagement/reputation fields, tags, summaries, extracted links, and source forum/domain metadata.
The dataset covers 44 public forum domains across 42 protocol/community labels… See the full description on the dataset page: https://huggingface.co/datasets/daveytea/x23-DAO-governance-forums.africa-synth-governance-budget-execution-tracking-nigeria
Nigeria Budget Execution Tracking | 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-budget-execution-tracking-nigeria.Execution-Time-Architecture-AI-Governance-and-AI-Safety
Execution-Finality Architecture for Machine-Generated Acts
Candidate Acts · Non-Effective State · Protected Validation · Non-Bearer Capability · Finality Sink
Creator / Inventor: Sangam DasIndependent Inventor — Balasore, Odisha, India
Principal International Publication:WO 2026/150382 — THE DAS PROTOCOLSInternational Application: PCT/IB2026/055615International Filing Date: 4 June 2026
WIPO… See the full description on the dataset page: https://huggingface.co/datasets/sangamdas/Execution-Time-Architecture-AI-Governance-and-AI-Safety.