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An anomaly detection package for data streams.

Project description

# StreamAD

![StreamAD Logo](docs/source/images/logo_htmlwithname.svg)

Online anomaly detection for data stream. Detectors process the univariate or multivariate data one by one to simulte a real-time scene.

[Documentation](https://streamad.readthedocs.io/en/latest/)

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## Installation

The stable version can be installed from PyPI:

`bash pip install streamad `

The development version can be installed from GitHub:

`bash pip install git+https://github.com/Fengrui-Liu/StreamAD `

## MODELS

### For univariate time series. - [x] KNN CAD - [x] SPOT

### For multivariate time series, also compatible with univariate time series. - [x] xStream

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