open-uts / README.md
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---
pretty_name: Open-UTS
language:
- zxx
license: other
tags:
- time-series
- anomaly-detection
---
# Open-UTS
Open-UTS contains **126 univariate time series** from nine datasets for anomaly detection. Each row in `data/test.parquet` is one complete sequence, including its training segment.
| Column | Description |
| --- | --- |
| `values` | Observations in time order |
| `labels` | Original anomaly labels, unchanged |
| `labels_corrected` | Labels with known unlabeled positions set to `null` |
| `train_end` | First index after the training segment |
| `id`, `source`, `original_sha256` | Series ID, source dataset, and source-file checksum |
`null` means **unknown**, not normal. The corrected intervals are listed in [CORRECTIONS.json](CORRECTIONS.json).
```python
from datasets import load_dataset
row = load_dataset("MathewShen/open-uts", split="test")[0]
train = row["values"][:row["train_end"]]
test = row["values"][row["train_end"]:]
test_labels = row["labels_corrected"][row["train_end"]:]
```
The nine sources have different licenses. See [source credits and license terms](THIRD_PARTY_NOTICES.md) before reuse. File checksums and source counts are in [MANIFEST.json](MANIFEST.json).