Skip to main content

Change point detection in Time series

Project description

https://badge.fury.io/py/changepoint.png https://travis-ci.org/viveksck/changepoint.png?branch=master https://pypip.in/d/changepoint/badge.png

Change point detection in Time series

Features

  • This package implements a mean shift model for change point detection in time series

  • This package also provides a python binding to some of the R functions in the changepoint package to detect change points.

Example Usage

import numpy as np from changepoint.mean_shift_model import MeanShiftModel ts = np.concatenate([np.random.normal(0, 0.1, 100), np.random.normal(10, 0.1, 100)]) model = MeanShiftModel() stats_ts, pvals, nums = model.detect_mean_shift(ts, B=1000)

Requirements

  • numpy

  • scipy

  • rpy2

  • more_itertools

  • joblib

  • argpatse

(may have to be independently installed)

Installation

  1. cd changepoint

  2. pip install -r requirements.txt

  3. python setup.py install

History

0.1.0 (2015-02-20)

  • First release on PyPI.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

changepoint-0.1.1.tar.gz (14.4 kB view hashes)

Uploaded Source

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page