Giter Club home page Giter Club logo

eegrunt's Introduction

EEGrunt: A Collection Python EEG (+ECG) Analysis Utilities

Working with EEG (electroencephalography) data is hard, and this little library aims to make it easier. EEGrunt consists of a collection of functions for reading EEG data from CSV files, converting and filtering it in various ways, and finally generating pretty and informative visualizations.

Update: We’ve added functions to plot heart rate and heart rate variability from recorded OpenBCI ECG (electrocardiography) data. You can test these out with the analyze_ecg_channel.py and analyze_ecg_data.py demo scripts. We’ve posted a new tutorial on our blog to get you started: EEGrunt update: Analyze heart rate and HRV with Python

Features

  1. EEGrunt is compatible with data from OpenBCI and Muse.

  2. EEGrunt has bandpass, notch, and highpass filters for cleaning up powerline interference, OpenBCI's DC offset, and zeroing in on the frequency band you want to analyze.

  3. EEGrunt makes it easy to generate signal plots, amplitude trend graphs, spectrograms, and FFT (fast-fouier transform) graphs, etc.

Getting Started

  1. Download or clone the repo: git clone https://github.com/curiositry/EEGrunt
  2. Run sudo bash install_linux_dependencies.sh (tell me if this doesn’t work)
  3. Take a look in analyze_data.py and edit at will, or create your own script using EEGrunt.py. Make sure to set the required variables — device, path, and filename.
  4. Run it: python analyze_data.py
  5. Read the announcement post for the official tutorial!
  6. [Optional] Interested in analyzing ECG data with EEGrunt? Take a look at the new tutorial.

eegrunt's People

Contributors

curiositry avatar photosynthesis avatar jnaulty avatar orthographic-pedant avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.