TMS-EEG Evoked Potential Analysis Framework
Project description
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About The Project
TEPpy is a Python package for analyzing Transcranial Magnetic Stimulation combined with Electroencephalography (TMS-EEG) data. It provides tools for characterizing TMS-EEG evoked potential (TEP) temporal and spectral features, with automated peak detection and time-frequency analysis methods.
Key Features
- Convert MNE-Python Epochs objects to TEP objects
- Automatic detection of TMS-evoked potential peaks
- Automatic selection of most reponsive channels
- Time-frequency analysis using Stockwell transform
- Extraction of temporal and spectral features
- Visualization of temporal and spectral features
- Customizable analysis parameters for research flexibility
Analysis Workflow
Typical TEPpy analysis workflow from MNE Epochs to extracted features
Getting Started
Dependencies
- numpy>=2.0.1
- scipy>=1.14.0
- mne>=1.9.0
- matplotlib>=3.9.1
- stockwell>=1.2
Installation
Install from PyPI:
pip install teppy
Usage
import mne
from teppy import TEP
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