Ecog Python Packages

mne

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

487K 3K 2K

braindecode

Deep learning software to decode EEG, ECG or MEG signals

66K 1K 261

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)

5K 197 33

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.

4K 99 21

py-neuromodulation

Real-time analysis of intracranial neurophysiology recordings.

542 76 22

esi-syncopy

A toolkit for user-friendly large-scale electrophysiology data analysis. Syncopy is compatible with the Matlab toolbox FieldTrip.

373 55 17

telluride-decoding

Telluride Decoding Toolbox

336 14 12

frequency-max-power

A Python library for calculating frequency_max_power

192 37 10

pte

An open-source software package for working with electrophysiological data.

155 6 1

stftsignal

A Python library for calculating Short-Time Fourier Transform

111 37 10

spectral-edge-density

A Python library for calculating spectral_edge_density

109 37 10

spectral-centroids

A Python library for calculating spectral_centroids

109 37 10

mfdfa1000hz

A Python library for calculating MFDFA for 1000hz

72 37 10

spectral-entropy-signals

A Python library for calculating spectral entropy

70 37 10

phase-space-2d

A Python library for calculating and plotting phase space

70 37 10

transfer-entropy-regional

A Python library for calculating transfer_entropy_regional

69 37 10

phase-space-3d

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

69 37 10

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

63 37 10

welchspsd

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

61 37 10

transfer-entropy-hemispheric

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

59 37 10

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