ankane/anomalydetection.rs

Time series anomaly detection for Rust

AnomalyDetection.rs

Time series AnomalyDetection for Rust

Learn how it works

Installation

Add this line to your application’s Cargo.toml under [dependencies]:

anomaly_detection = "0.3"

Getting Started

Detect anomalies in a time series

use anomaly_detection::AnomalyDetector;

let series = vec![
    5.0, 9.0, 2.0, 9.0, 0.0, 6.0, 3.0, 8.0, 5.0, 18.0,
    7.0, 8.0, 8.0, 0.0, 2.0, 15.0, 0.0, 5.0, 6.0, 7.0,
    3.0, 6.0, 1.0, 4.0, 4.0, 4.0, 30.0, 7.0, 5.0, 8.0
];
let period = 7; // number of observations in a single period

let res = AnomalyDetector::fit(&series, period).unwrap();

Get anomalies

res.anomalies();

Parameters

Set parameters

AnomalyDetector::params()
    .alpha(0.05)                    // level of statistical significance
    .max_anoms(0.1)                 // maximum number of anomalies as percent of data
    .direction(Direction::Both)     // Positive, Negative, or Both
    .verbose(false)                 // show progress

Credits

This library was ported from the AnomalyDetection R package and is available under the same license.

References

• Automatic Anomaly Detection in the Cloud Via Statistical Learning

History

View the changelog

Contributing

Everyone is encouraged to help improve this project. Here are a few ways you can help:

• Report bugs
• Fix bugs and submit pull requests
• Write, clarify, or fix documentation
• Suggest or add new features

To get started with development:

git clone https://github.com/ankane/AnomalyDetection.rs.git
cd AnomalyDetection.rs
cargo test

anomalydetection.rs's Issues

Ideas

Ideas

• Real-time anomaly detection - possibly this paper

Would you like the `anomaly` crate?

I'm retiring the anomaly crate. If you'd like, you're welcome to the name:

https://crates.io/crates/anomaly

Real time anomaly detection

Do you think this could be easily implemented for real time anomaly detection?