"Altered EEG Variability on Different Time Scales in Participants with Autism Spectrum Disorder - An Exploratory Study"
This repository showcases the code used for the analyses presented in the paper "Altered EEG Variability on Different Time Scales in Participants with Autism Spectrum Disorder - An Exploratory Study" which is currently under review.
The data itself can not be shared, unfortunately.
- Setup
A full list of python packages used for the analyses can be found here.
You can install it using pip:
pip install -r requirements.txt
-
Preprocess Data
The preprocessing of raw EEG files to clean epochs is done in notebooks/1_preprocessing.ipynb. -
Analysis of Variability
The calculation of all variability metrics presented in the paper is done in notebooks/2_data_analysis.ipynb. Furthermore, this notebook also produces all Figures found in the results section and produces tables with the statistics. -
Classification and Correlations This notebook creates Table 1 and Table 2 in the manuscript: notebooks/3_classification_and_distances.ipynb.