datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
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Compendium of FDA-approved drugs (including withdrawn) compiled from ChEMBL, DrugCentral, and Thera-SAbDab.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.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-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.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.africa-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-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.