pyEntropy (pyEntrp)
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:
- Fork the repository and submit pull requests with your improvements, bug fixes, or new features.
- Report any issues or bugs you encounter on the issue tracker.
- Help improve the documentation by submitting documentation improvements or corrections.
- Participate in discussions and share your ideas.
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!
1 maintainer
Metadata
1 maintainer
Release files for pyentrp 1.0.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| pyentrp-1.0.0.tar.gz | 10.5 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| pyentrp-1.0.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 21.3 kB
Release files / pyentrp-1.0.0.tar.gz
| Download URL | pyentrp-1.0.0.tar.gz |
|---|---|
| Size | 10.5 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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Release files / pyentrp-1.0.0-py3-none-any.whl
| Download URL | pyentrp-1.0.0-py3-none-any.whl |
|---|---|
| Size | 10.8 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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