US Drug Adverse
Monthly counts of FDA adverse-event reports (FAERS) for ~40 major drugs by generic name - statins, GLP-1s, anticoagulants, biologics, oncology and more. Built from openFDA's COUNT endpoint, so it carries zero individual reports and zero patient data: a clean safety-signal time series per drug.
- Source
- openFDA
- Licence
- Redistributable open data
- Updates
- Monthly
- Data through
- 2026-03-01
- Quality
- QC clean · 0 failures
- Format
- Apache Parquet + dictionary
Safe to train on
Built only from a named, redistributable official source under a documented open licence - not scraped web data. No copyright grey zone, no personal data. Ships machine-readable Croissant metadata (ML Commons - loads in Hugging Face / Kaggle / Google), an AI training-licence manifest documenting source, licence and provenance for your model's data governance, and a machine-readable data dictionary (drop it into an agent / RAG prompt so the model knows every column) - all inspectable before you buy.
What's included
- Monthly adverse-event report counts per drug, 2004-present
- ~40 major drugs by generic name; de-identified aggregate counts only (no PII)
- Source: U.S. FDA openFDA / FAERS (public domain)
Schema
| Column | Type | Description | Filled | Distinct |
|---|---|---|---|---|
| zone | str | Drug generic name | 100.0% | 40 |
| ts | timestamp (UTC) | Report month | 100.0% | 267 |
| reports | float | Adverse-event report count | 100.0% | 2,831 |
| unit | str | Unit | 100.0% | 1 |
| res_min | int | Native resolution (monthly) | 100.0% | 1 |
Sample & preview
Every purchase ships as Apache Parquet with a data dictionary and the full QC report. A free sample (first rows + schema) is downloadable here - confirm fit before you buy. Source: openFDA (redistributable open data; attribution passes through - see our Licence).
Don't trust screenshots - drop the sample into your notebook right now.
import pandas as pd df = pd.read_parquet("us-drug-adverse-events_sample.parquet") df.info() # typed columns, gap-aware, ready to join⬇ Download free Parquet sample or CSV for Excel
Coverage: 40 zones
acetaminophen · adalimumab · amlodipine · amoxicillin · apixaban · aspirin · atorvastatin · azithromycin · bupropion · ciprofloxacin · clopidogrel · dapagliflozin · duloxetine · empagliflozin · escitalopram · etanercept · gabapentin · ibuprofen · infliximab · insulin · levothyroxine · liraglutide · lisinopril · losartan · metformin · metoprolol · montelukast · naproxen · nivolumab · omeprazole · pantoprazole · pembrolizumab · prednisone · rivaroxaban · rosuvastatin · semaglutide · sertraline · simvastatin · tirzepatide · warfarin
Related datasets
European Health System
The health-system profile of every European country in one clean panel: life expectancy at birth, hospital beds and practising physicians per 100 000 inhabitants, and total health expenditure as a share of GDP. Cleaned from Eurostat health statistics into one tidy annual per-country table - the capacity-and-outcomes view health-policy, insurance and life-science teams benchmark against.
US Drug Adverse
How abnormal each drug's adverse-event reporting is now: the z-score of monthly FAERS counts against the drug's own trailing 24-month baseline. |z| ≥ 3 = a 3σ safety-signal surge. Pre-computed from the FAERS monthly-counts product.
UK Food Hygiene Ratings (FSA FHRS)
The official hygiene rating of every food business in Great Britain & Northern Ireland - the regulator's version of the 'restaurant' data the review-site scrapers sell, but authoritative and open. The UK Food Standards Agency publishes ~520k establishments across ~360 local authorities as one XML file each; we assemble them into one clean table with the rating, inspection date, the three component scores (hygiene, structural, management) and a geocode. Covers both schemes - FHRS 0-5 (England/Wales/NI) and FHIS Pass/Improvement (Scotland). Open Government Licence v3.0 (fully commercial).