(Labeled, if possible) time-series datasets for anomaly detection

I would like to create a big list of available time-series datasets for anomaly detection. I'm especially interested in the following:

  • The time-series data should be segmented into cycles
  • Ideally, these cycles should be of the same length
  • These cycles should be labeled as normal/anomalous

But anything goes. I will be sharing the ones I found below.

Topic labelling labels anomaly-detection time-series dataset

Category Data Science


  • Kaggle's NAB: a variety of sources such as AWS server metrics, Twitter volume, advertisement clicking metrics, traffic data, and more. Data is labeled.
  • Kaggle's Wafer: manufacturing data, 2K datapoints, 143 labeled anomalies. Measures are taken every 10 milliseconds.

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