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awesome-ts-anomaly-detection-datasets

Extensive collection of tabular time-series anomaly detection datasets.
https://github.com/OliverHennhoefer/awesome-ts-anomaly-detection-datasets

Last synced: about 10 hours ago
JSON representation

1.1 Univariate
- [The Mackey-Glass Anomaly Benchmark](https://zenodo.org/records/3760086) (MGAB)
- [Yahoo! S5](https://webscope.sandbox.yahoo.com/catalog.php?datatype=s&did=70)
  - requested
- [AIOps Competition](https://github.com/NetManAIOps/KPI-Anomaly-Detection/tree/master)
  - AIOps 2018 - challenge.com/home/competition/1484452272200032281)),
  - NetManAIOps
  - AIOps 2020 - challenge.com/home/competition/1484441527290765368))
  - AIOps 2019 - challenge.com/home/competition/1484446614851493956)),
- [HexagonML Competition](https://compete.hexagon-ml.com/practice/competition/39/#description)
  - Login
  - KDDCup2021
1.2 Multivariate
- [Zenodo](https://zenodo.org/search?q=anomaly%20detection%20time%20series&f=resource_type%3Adataset&f=access_status%3Aopen&f=file_type%3Acsv&f=file_type%3Atxt&f=file_type%3Azip&f=file_type%3Ahdf5&f=file_type%3Axlsx&l=list&p=1&s=10&sort=bestmatch) 🌐
- [UCR Time Series Anomaly Archive (Download Link)](https://www.cs.ucr.edu/~eamonn/time_series_data_2018/UCR_TimeSeriesAnomalyDatasets2021.zip) 💼
  - Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress
- [EDEN ISS 2020 Telemetry Dataset](https://zenodo.org/records/11485183)
  - EDEN ISS
  - Unraveling Anomalies in Time: Unsupervised Discovery and Isolation of Anomalous Behavior in Bio-regenerative Life Support System Telemetry
- [SUTD & iTrust Dataset Collection](https://itrust.sutd.edu.sg/itrust-labs_datasets/)
- [Wind Turbine (SCADA) For Early Fault Detection](https://zenodo.org/records/10958775)
  - CARE to Compare: A real-world dataset for anomaly detection in wind turbine data
- [Tennessee Eastman Process Simulation](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/6C3JR1) (TEP)
  - here
- [Server Machine Dataset](https://github.com/NetManAIOps/OmniAnomaly) (SMD)
  - Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network
- [Application Server Dataset](https://github.com/zhhlee/InterFusion/tree/main) (ASD)
  - Multivariate Time Series Anomaly Detection and Interpretation using Hierarchical Inter-Metric and Temporal Embedding
- [Soil Moisture Active Passive](https://nsidc.org/data/smap/data) (SMAP) and [Mars Science Laboratory](https://pds-atmospheres.nmsu.edu/data_and_services/atmospheres_data/Mars/Mars.html) (MSL)
- [Pooled Server Metric](https://github.com/eBay/RANSynCoders/tree/main/data) (PSM)
  - Practical Approach to Asynchronous Multivariate Time Series Anomaly Detection and Localization - Time Synchronization in Neural Networks for Multivariate Time Series Anomaly Detection](https://ieeexplore.ieee.org/document/9413847)
- [3W](https://github.com/petrobras/3W) (Petrobas)
  - A realistic and public dataset with rare undesirable real events in oil wells
- [Localization Data for Person Activity](https://archive.ics.uci.edu/dataset/196/localization+data+for+person+activity)
  - Kaggle

Programming Languages

Python 3 Jupyter Notebook 1

Categories

1.2 Multivariate 22 1.1 Univariate 12

Sub Categories

[Zenodo](https://zenodo.org/search?q=anomaly%20detection%20time%20series&f=resource_type%3Adataset&f=access_status%3Aopen&f=file_type%3Acsv&f=file_type%3Atxt&f=file_type%3Azip&f=file_type%3Ahdf5&f=file_type%3Axlsx&l=list&p=1&s=10&sort=bestmatch) 🌐 6 [The Mackey-Glass Anomaly Benchmark](https://zenodo.org/records/3760086) (MGAB) 5 [AIOps Competition](https://github.com/NetManAIOps/KPI-Anomaly-Detection/tree/master) 4 [Soil Moisture Active Passive](https://nsidc.org/data/smap/data) (SMAP) and [Mars Science Laboratory](https://pds-atmospheres.nmsu.edu/data_and_services/atmospheres_data/Mars/Mars.html) (MSL) 3 [SUTD & iTrust Dataset Collection](https://itrust.sutd.edu.sg/itrust-labs_datasets/) 3 [EDEN ISS 2020 Telemetry Dataset](https://zenodo.org/records/11485183) 2 [HexagonML Competition](https://compete.hexagon-ml.com/practice/competition/39/#description) 2 [Application Server Dataset](https://github.com/zhhlee/InterFusion/tree/main) (ASD) 1 [Wind Turbine (SCADA) For Early Fault Detection](https://zenodo.org/records/10958775) 1 [UCR Time Series Anomaly Archive (Download Link)](https://www.cs.ucr.edu/~eamonn/time_series_data_2018/UCR_TimeSeriesAnomalyDatasets2021.zip) 💼 1 [Localization Data for Person Activity](https://archive.ics.uci.edu/dataset/196/localization+data+for+person+activity) 1 [Yahoo! S5](https://webscope.sandbox.yahoo.com/catalog.php?datatype=s&did=70) 1 [3W](https://github.com/petrobras/3W) (Petrobas) 1 [Pooled Server Metric](https://github.com/eBay/RANSynCoders/tree/main/data) (PSM) 1 [Server Machine Dataset](https://github.com/NetManAIOps/OmniAnomaly) (SMD) 1 [Tennessee Eastman Process Simulation](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/6C3JR1) (TEP) 1

Keywords

dataset 3 code 1 time-series 1 tensorflow 1 rnn 1 lstm 1 keras 1 kdd2018 1 kdd 1 deep-learning 1 anomaly-detection 1