Data source
Data from EMBL-EBI ChEMBL, delivered clean.
4 datasets pulled from EMBL-EBI ChEMBL's releases, checked field by field and shipped the way you want them — daily, weekly, or hourly, your call.
- 4 datasets
- 1 industry
- Real rows on request
What Datadory delivers from EMBL-EBI ChEMBL
4ChEMBL Web Services API
openFDA Drug APIs
PubChem PUG REST API
KEGG DRUG Database
Pick a catch, see the rows.
Name any EMBL-EBI ChEMBL dataset and we send real rows from it — not a screenshot of rows. 1,744 datasets. Pick your catch.
Get a sampleAPI, files, or your warehouse. Daily, weekly, or hourly.
Straight answers about EMBL-EBI ChEMBL data
What lives beyond molecules, targets and activities?
Roughly thirty further entity families: mechanisms of action, metabolism routes, drug indications and warnings, biotherapeutics, compound records, structural alerts, cell lines, tissues, binding sites, protein classifications, GO slim annotations, document similarity and term records, plus organism and cross-reference tables. Withdrawal flags beside approval years turn a chemistry collection into a longitudinal drug history.
Why do some activity rows carry an empty pchembl_value?
Because the standardized figure exists only where the source measurement supports one, and an honest corpus carries its gaps rather than interpolating them. That matters when you are training models that should not learn from imputed potencies - affected rows stay flagged in the delivery instead of quietly reading as zeros.
What does a quality score of 9 mean here?
Datadory's rubric grades documentation completeness, verification of field definitions against captured records, coverage depth and structural consistency on a ten-point scale; 679 of the 1,744 cataloged datasets reach nine or better, against a 7.81 average. This collection clears the bar, with every definition pinned against live captures in the August 2026 pass.