Datasets
Every loader returns the unified schema TSADDataset(train[T,D], test[T,D], labels[T], meta).
Datasets are never committed to this repository — tsad-forge download <name> fetches
them into a local data/ directory, and the SHA256 of every downloaded file is recorded
in a MANIFEST.json.
| Dataset | Download | Card |
|---|---|---|
| NASA SMAP/MSL | tsad-forge download smap |
smap_msl.md |
| SMD | tsad-forge download smd |
smd.md |
| UCR Anomaly Archive | tsad-forge download ucr |
ucr.md |
| TSB-AD-U / TSB-AD-M | tsad-forge download tsb_ad_u |
tsb_ad.md |
| NAB | tsad-forge download nab |
nab.md |
| PSM | tsad-forge download psm |
psm.md |
| SKAB | tsad-forge download skab |
skab.md |
| MGAB | tsad-forge download mgab |
mgab.md |
| MBA (ECG) | tsad-forge download mba |
mba.md |
| Yahoo S5 | application required (no redistribution) | yahoo_s5.md |
| SWaT / WADI | application required (no redistribution) | swat_wadi.md |
| SECOM | reference only (not a time series) | secom.md |
Applies to all datasets
Numbers reported in prior papers under the point-adjustment (PA) protocol are not comparable with the results in this repository. Read the "Known flaws" section of each card before interpreting any result.