datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
ai-jobs-news-articles
Dataset Summary
This dataset brings together 1,000 English-language news articles all about the impact of artificial intelligence on jobs and the workforce. From automation to new tech-driven opportunities, these articles cover a wide range of perspectives and industries. It’s a great resource for anyone interested in how AI is shaping the future of work.
Source Data
The articles were collected from various reputable news outlets, focusing on recent developments and trends at the… See the full description on the dataset page: https://huggingface.co/datasets/fdaudens/ai-jobs-news-articles.fda-faers-drug-adverse-events
FDA FAERS Drug Adverse Events 2023
One-time dated snapshot.
Reconciled 2023 FAERS extract with 1,541,888 retained cases and seven related tables; supplied 2023 deletion lists applied.
Verified coverage: 2023 Q1–Q4.
Records: 1,541,888 case rows; seven related tables.
This repository contains a 1,000-row public sample, not the full package. A sample does not establish complete historical coverage.
Limitations
Historical 2023 Q1–Q4 quarterly-extract cohort, not a… See the full description on the dataset page: https://huggingface.co/datasets/claritystorm/fda-faers-drug-adverse-events.us-presidential-elections
U.S. Presidential Election Constituency Returns (1976-2020)
Dataset Summary
This dataset contains state-level constituency returns for U.S. presidential elections from 1976 to 2020, compiled by the MIT Election Data Science Lab. The dataset includes 4,287 observations across 15 variables, offering detailed insights into the voting patterns for presidential elections over four decades. The data sources include the biennially published document “Statistics of the… See the full description on the dataset page: https://huggingface.co/datasets/fdaudens/us-presidential-elections.us-presidential-elections-with-electoral-college
U.S. Presidential Election Constituency Returns (1976-2020)
Dataset Summary
This dataset contains state-level constituency returns for U.S. presidential elections from 1976 to 2020, compiled by the MIT Election Data Science Lab. The dataset includes 4,287 observations across 15 variables, offering detailed insights into the voting patterns for presidential elections over four decades. The data sources include the biennially published document “Statistics of the… See the full description on the dataset page: https://huggingface.co/datasets/fdaudens/us-presidential-elections-with-electoral-college.FDA-Approved-Drugs
FDA-Approved-Drugs
Compendium of FDA-approved drugs (including withdrawn) compiled from ChEMBL, DrugCentral, and Thera-SAbDab.
Splits
small_molecule: one row per molecule. smiles and selfies populated; sequence empty.
single_chain: one row per single-chain protein drug (peptides, hormones, scFv, single-chain Fc-fusions).
multi_chain: one row per chain of a multi-chain biologic. Antibodies are decomposed into variable regions only (VH/VL) when extractable via… See the full description on the dataset page: https://huggingface.co/datasets/Synthyra/FDA-Approved-Drugs.fda-recall-intelligence
FDA Recall Intelligence
74,000+ FDA drug and device recalls enriched with facility inspection history, compliance action context, and AI-classified failure categories. Answers the question: what led to this recall, and what's the facility's track record?
This is a 10% sample. Get the full dataset (74,000+ recalls with AI classifications) on Gumroad → https://mandiasdata.gumroad.com/l/fda-recall-intelligence
Why This Dataset Exists
FDA publishes recall data separately… See the full description on the dataset page: https://huggingface.co/datasets/wapplewhite4/fda-recall-intelligence.fda-form-483-inspection-observations-structured
FDA Form 483 Inspection Observations — Structured
8,400+ FDA inspection observations extracted from 1,682 Form 483 PDFs using AI, with structured fields for the violation summary, CFR references cited, and quality system area affected. Linked to facility FEI numbers for cross-referencing with other FDA databases.
This is a 10% sample. Get the full dataset (8,400+ structured violations) on Gumroad → https://mandiasdata.gumroad.com/l/fda-483-observations
Why This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/wapplewhite4/fda-form-483-inspection-observations-structured.fda-peptide-human-evidence
Seven FDA-reviewed peptides: claims coded for identity, administration, outcome and replication
A claim-level comparison of the seven peptide pairs reviewed at the FDA Pharmacy Compounding Advisory Committee meeting of 23-24 July 2026. The data separates molecular identity, administration to people, claimed outcomes and independent replication.
Read the evidence-led article: https://lifesco.re/edge/which-peptide-claims-have-actually-been-tested-in-people/
Archived version and… See the full description on the dataset page: https://huggingface.co/datasets/lifescore/fda-peptide-human-evidence.fda-facility-compliance-intelligence
FDA Facility Compliance Intelligence
Version: 1.0.0 | Records: 132,080 | Price: $3,500 | Source: FDA (public domain)
Dataset Summary
The dataset's core signal — whether a facility's inspections escalated to a Warning Letter — tracks FDA's own severity classifications: facilities whose most recent inspection was OAI have escalated to a Warning Letter 65.7% of the time, versus 2.5% for NAI — a ~26× relationship you can reproduce directly from this file (GROUP BY… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/fda-facility-compliance-intelligence.fda-warning-letter-escalation
FDA Warning Letter Escalation Dataset
Version: 1.0.0 | Records: 14,810 | Price: $2,000 | Source: FDA (public domain)
Dataset Summary
The dataset's core signal — whether an inspection escalated to a Warning Letter — is validated against FDA's own severity classifications: OAI inspections escalate at 64% versus 1.7% for NAI, a 39× relationship that confirms the data reflects real regulatory behavior.
The 14,810 inspections that escalated to enforcement — every… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/fda-warning-letter-escalation.africa-rwanda-eicv5-vup-ubudehe-and-rssp-schemes-1-fda0964f
EICV5: VUP, Ubudehe, and RSSP Schemes (1) | Africa (Rwanda Data Sharing Platform - NISR)
14,572 rows - 1 Africa country/area - 2016-10-13-2017-10-22 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 14,572 rows from Rwanda Data Sharing Platform - NISR, covering EICV5: VUP, Ubudehe, and RSSP Schemes (1). It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-rwanda-eicv5-vup-ubudehe-and-rssp-schemes-1-fda0964f.fda-inspection-escalation-dataset
FDA Inspection & Escalation Dataset
Version: 1.0.0 | Records: 271,609 | Price: $2,500 | Source: FDA (public domain)
Dataset Summary
The dataset's core signal — whether an inspection escalated to a Warning Letter — is validated against FDA's own severity classifications: OAI inspections escalate at 64% versus 1.7% for NAI, a 39× relationship that confirms the data reflects real regulatory behavior.
Every FDA inspection on record — 271,609 inspections — enriched… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/fda-inspection-escalation-dataset.africa-morocco-compte-de-patrimoine-des-autres-institutions-de-depots-dec-fda88a79
Compte De Patrimoine Des Autres Institutions De Depots Dec | Africa (Morocco Open Data)
33 rows - 1 Africa country/area - time not specified - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 33 rows from Morocco Open Data, covering Compte De Patrimoine Des Autres Institutions De Depots Dec. 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-morocco-compte-de-patrimoine-des-autres-institutions-de-depots-dec-fda88a79.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.fda-facility-risk-scores
FDA Facility Risk Scores
Composite risk scores for 129,000+ FDA-regulated facilities based on inspection history, enforcement outcomes, regulatory citations, compliance actions, and product recalls. Updated quarterly.
This is a 10% sample. Get the full dataset (130,000+ facilities) on Gumroad → https://mandiasdata.gumroad.com/l/fda-facility-risk-scores
Why This Dataset Exists
Assessing the regulatory risk of a pharmaceutical or food manufacturing facility currently… See the full description on the dataset page: https://huggingface.co/datasets/wapplewhite4/fda-facility-risk-scores.fda_adverse_eventsafrica-morocco-archive-2018-statistiques-hebdomadaires-des-organismes-de-fdaac4df
Archive 2018 Statistiques Hebdomadaires Des Organismes De | Africa (Morocco Open Data)
42 rows - 1 Africa country/area - time not specified - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 42 rows from Morocco Open Data, covering Archive 2018 Statistiques Hebdomadaires Des Organismes De. 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-morocco-archive-2018-statistiques-hebdomadaires-des-organismes-de-fdaac4df.fda-high-risk-facilities-watchlist
FDA High-Risk Facilities Watchlist
Version: 1.0.0 | Records: 4,574 | Price: $1,500 | Source: FDA (public domain)
Dataset Summary
Every facility on this watchlist carries a composite risk score of ≥ 50, and 84.8% have already escalated to a Warning Letter or stronger enforcement action — both figures reproduce directly from the shipped file. This is the regulatory tail: the facilities with the most serious and most recent FDA exposure.
A focused watchlist of the 4… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/fda-high-risk-facilities-watchlist.fda-device-recall-events
FDA Device Recall Events Dataset
This dataset consolidates FDA medical device enforcement recall records from 2012-2026.
Each row represents one FDA device recall record with normalized dates, severity information, manufacturer geography, distribution scope, quantity parsing, and operational keyword flags that make the raw enforcement feed easier to use for compliance monitoring, supplier risk review, procurement screening, and healthcare market research.
The source data is… See the full description on the dataset page: https://huggingface.co/datasets/masonmarker/fda-device-recall-events.