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Python package for Bayesian Change Point and Circular Binary Segmentation

Project description

Linear Segmentation

Build Status PyPI version Coffee

linear_segmentation using Bayesian Change Point Segmentation or Circular Binary segmentation.

Install

If you dont already have numpy and scipy installed, it is best to download Anaconda, a python distribution that has them included.

    https://continuum.io/downloads

Dependencies can be installed by:

    pip install -r requirements.txt

PyPI install, presuming you have all its requirements installed:

	pip install linear_segment

Usage

from linear_segment import segment
import numpy as np

# Create data
np.random.seed(10)
x = np.random.random(300000)
x[10000:20000] = x[10000:20000] + 0.1
x[25000:27000] = x[25000:27000] - 1
labels = np.repeat('a', len(x))

# Calculate segments
segments = segment(x, labels, method="online_both")
segments
segments = segment(x, labels, method="cbs")
segments

Project details


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Uploaded CPython 3.10 macOS 13.0+ x86-64

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