Ecog Python Packages

mne

MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python

braindecode

Deep learning software to decode EEG, ECG or MEG signals

wonambi

Package to analyze EEG, ECoG and other electrophysiology formats. It allows for visualization of the results and for a GUI that can be used to score sleep stages.

neurora

A Python Toolbox for Multimode Neural Data Representation Analysis - A Representational Analysis Toolbox for Neuroscience, including Neural Pattern Similarity (NPS), Representational Similarity Analysis (RSA), Spatiotemporal Pattern Similarity (STPS) & Inter-Subject Correlation (ISC)

py-neuromodulation

Real-time analysis of intracranial neurophysiology recordings.

esi-syncopy

Systems Neuroscience Computing in Python: user-friendly analysis of large-scale electrophysiology data

telluride-decoding

Telluride Decoding Toolbox

pte

An open-source software package for working with electrophysiological data

frequency-max-power

A Python library for calculating frequency_max_power

spectral-centroids

Feature extraction and prediction of human neural signals, using chaos theory, dynamical systems theory, various physics/maths theories, RNN, CNN, transformers

spectral-edge-density

Feature extraction and prediction of human neural signals, using chaos theory, dynamical systems theory, various physics/maths theories, RNN, CNN, transformers

spectral-entropy-signals

A Python library for calculating spectral entropy

stftsignal

Feature extraction and prediction of human neural signals, using chaos theory, dynamical systems theory, various physics/maths theories, RNN, CNN, transformers

transfer-entropy-all-signals

Feature extraction and prediction of human neural signals, using chaos theory, dynamical systems theory, various physics/maths theories, RNN, CNN, transformers

mfdfa1000hz

A Python library for calculating MFDFA for 1000hz

transfer-entropy-regional

Feature extraction and prediction of human neural signals, using chaos theory, dynamical systems theory, various physics/maths theories, RNN, CNN, transformers

transfer-entropy-hemispheric

Feature extraction and prediction of human neural signals, using chaos theory, dynamical systems theory, various physics/maths theories, RNN, CNN, transformers

welchspsd

Feature extraction and prediction of human neural signals, using chaos theory, dynamical systems theory, various physics/maths theories, RNN, CNN, transformers

phase-space-3d

A Python library for calculating and plotting phase space 3d

phase-space-2d

A Python library for calculating and plotting phase space