Skip to main content

A Python library for computing entropy measures for time series analysis.

Project description

pyEntropy (pyEntrp)

py39 status py310 status py311 status py312 status py313 status py314 status

  1. Quick start
  2. Usage
  3. Contributors and participation

pyEntropy is a lightweight library built on top of NumPy that provides functions for computing various types of entropy for time series analysis.

The library currently supports the following types of entropy computation:

  • Shannon Entropy shannon_entropy
  • Sample Entropy sample_entropy
  • Multiscale Entropy multiscale_entropy
  • Composite Multiscale Entropy composite_multiscale_entropy
  • Permutation Entropy permutation_entropy
  • Multiscale Permutation Entropy multiscale_permutation_entropy
  • Weighted Permutation Entropy weighted_permutation_entropy

Quick start

Install pyEntropy using pip:

pip install pyentrp

Install pyEntropy using poetry:

poetry add pyentrp

Usage

from pyentrp import entropy as ent
import numpy as np

ts = [1, 4, 5, 1, 7, 3, 1, 2, 5, 8, 9, 7, 3, 7, 9, 5, 4, 3]
std_ts = np.std(ts)
sample_entropy = ent.sample_entropy(ts, 4, 0.2 * std_ts)

Contributors and participation

pyEntropy is an open-source project, and contributions are highly encouraged. If you would like to contribute, you can:

The following contributors have made significant contributions to pyEntropy:

Contributions are very welcome, documentation improvements/corrections, bug reports, even feature requests :)

If you find pyEntropy useful, please consider giving it a star.

Your support is greatly appreciated!

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

pyentrp-2.1.0.tar.gz (10.3 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

pyentrp-2.1.0-py3-none-any.whl (10.9 kB view details)

Uploaded Python 3

File details

Details for the file pyentrp-2.1.0.tar.gz.

File metadata

  • Download URL: pyentrp-2.1.0.tar.gz
  • Upload date:
  • Size: 10.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/2.2.1 CPython/3.10.19 Linux/6.11.0-1018-azure

File hashes

Hashes for pyentrp-2.1.0.tar.gz
Algorithm Hash digest
SHA256 e2414843ec17ee6addab0d998b169a4f806579da05ef8ed29918e02b3c669330
MD5 da3bcd94614a654530d4f82dd2cb0df4
BLAKE2b-256 fd7a39cd3bc56b63bfd903a95f67c118ebba43cb2cc35d24a730a54fd8384393

See more details on using hashes here.

File details

Details for the file pyentrp-2.1.0-py3-none-any.whl.

File metadata

  • Download URL: pyentrp-2.1.0-py3-none-any.whl
  • Upload date:
  • Size: 10.9 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/2.2.1 CPython/3.10.19 Linux/6.11.0-1018-azure

File hashes

Hashes for pyentrp-2.1.0-py3-none-any.whl
Algorithm Hash digest
SHA256 fcfc738e2fa6dca2f92f076ef8d18556c825bc1abf24a1e1f545c83ed3df6fe3
MD5 718dced14d04c5e075fa2bf924e3b95a
BLAKE2b-256 d89cdc42235881bc87abe048e6d734591054a869b01b5325f4c5a9a2c98cdc88

See more details on using hashes here.

Supported by

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