Skip to main content

A Python Toolbox for Statistics and Signal Processing (EEG, EDA, ECG, EMG...).

Project description

<p align="center"><a href=http://neurokit.readthedocs.io/en/latest/?badge=latest><img src="https://github.com/neuropsychology/NeuroKit.py/blob/master/docs/img/neurokit.png" width="400" align="center" alt="neurokit python eeg biosignals meg electrophysiology logo"></a></p>

<h2 align="center">Neuroscience made easy!</h2>


# NeuroKit.py
A Python Toolbox for Statistics and Neurophysiological Signal Processing (EEG, EDA, ECG, EMG...).





|Name|NeuroKit|
|----------------|---|
|Latest Version|[![](https://img.shields.io/badge/version-0.0.8-brightgreen.svg)](https://pypi.python.org/pypi/neurokit)|
|Documentation|[![Documentation Status](https://readthedocs.org/projects/neurokit/badge/?version=latest)](http://neurokit.readthedocs.io/en/latest/?badge=latest)|
|Discussion|[![Join the chat at https://gitter.im/NeuroKit-py/Lobby](https://badges.gitter.im/NeuroKit-py/Lobby.svg)](https://gitter.im/NeuroKit-py/Lobby?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge)|
|Questions|[![](https://img.shields.io/badge/issue-create-purple.svg?colorB=FF9800)](https://github.com/neuropsychology/NeuroKit.py/issues)|
|Authors|[![](https://img.shields.io/badge/CV-D._Makowski-purple.svg?colorB=9C27B0)](https://cdn.rawgit.com/neuropsychology/Organization/master/CVs/DominiqueMakowski.pdf)|

---

**Warning: This package is under development.**

## Installation

Run the following:

```bash
pip install https://github.com/neuropsychology/NeuroKit.py/zipball/master
```

## Contribute
- You need some help? You found a bug? You would like to request a new feature?
Just open an [issue](https://github.com/neuropsychology/NeuroKit.py/issues) :relaxed:
- Want to add a feature? Correct a bug? You're more than welcome to contribute!
Check [this page](http://ecole-de-neuropsychologie.readthedocs.io/en/latest/Contributing/Contribute/) to see how to submit your changes on github.

## Description

This package provides a high level integration of complex statistical routines for researchers and clinicians with not much experience in programming, statistics or signal theory.

Main features:

- **M/EEG**
- **`read_eeg()`**: Under development
- Preprocessing: Under development
- Filtering: Under development
- Microstates: Under development
- **[Biosignals](http://neurokit.readthedocs.io/en/latest/tutorials/Bio.html)**
- **[`read_acqknowledge()`](http://neurokit.readthedocs.io/en/latest/documentation.html#read-acqknowledge)**: Load and convert Biopac:copyright:'s AcqKnowledge files to a `pandas`' dataframe
- **[`ecg_process()`](http://neurokit.readthedocs.io/en/latest/documentation.html#ecg-process)**: Extract ECG and RSP features (R peaks, Heart rate, Heart rate variability (HRV))
- **[`eda_process()`](http://neurokit.readthedocs.io/en/latest/documentation.html#eda-process)**: Extract Electrodermal Activity (EDA) features (phasic component using the new cvxEDA algorithm ([Greco, 2016](https://www.ncbi.nlm.nih.gov/pubmed/26336110)), Skin Conductance Response's (SCR) onsets, peaks and amplitudes)
- **Statistics**
- **[`z_score()`](http://neurokit.readthedocs.io/en/latest/documentation.html#z-score)**: Normalize (scale and reduce) variables
- **Miscellaneous**
- **`fractal_dimensions()`**: Extract Fractal dimensions, chaos and entropy features
- **[`BMI()`](http://neurokit.readthedocs.io/en/latest/documentation.html#bmi)**: Computes the traditional body mass index (BMI), the new BMI, the Body Fat Percentage (BFP) and their interpretation






## Documentation

- [Tutorials](http://neurokit.readthedocs.io/en/latest/tutorials/index.html)
- [x] Biosignals processing
- [ ] M/EEG processing
- [API Documentation](http://neurokit.readthedocs.io/en/latest/documentation.html)


## Citation
You can cite NeuroKit with the following:
```
Makowski, D. (2016). NeuroKit: A Python Toolbox for Statistics and Neurophysiological Signal Processing (EEG, EDA, ECG, EMG...).
Memory and Cognition Lab' Day, 01 November, Paris, France
```
*Note: The authors do not give any warranty. If this software causes your keyboard to blow up, your brain to liquefy, your toilet to clog or a zombie plague to leak, the authors CANNOT IN ANY WAY be held responsible.*

## Credits
Note that important credits go to the developpers of the many packages upon which NeuroKit is built. Those include, among others, [mne](http://mne-tools.github.io/stable/index.html) (M/EEG), [bioSPPy](https://github.com/PIA-Group/BioSPPy) (bio), [hrv](https://github.com/rhenanbartels/hrv) (ecg), [bioread](https://github.com/njvack/bioread) (bio)... Make sure you cite them!


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

neurokit-0.1.0.tar.gz (34.3 kB view hashes)

Uploaded Source

Built Distribution

neurokit-0.1.0-py3-none-any.whl (46.8 kB view hashes)

Uploaded Python 3

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