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Oscillations and aperiodic activity: Evidence for dynamic changes in both during memory encoding

This repository provides code for analyzing stimulus-evoked dynamics of oscillatory and aperiodic electrophysiological activity in the dataset detailed below.

Dataset

The data analyzed are openly available on the Open Science Framework repository (https://osf.io/3csku/).

This dataset is associated with the following publication: Fellner M-C, Gollwitzer S, Rampp S, Kreiselmeyr G, Bush D, Diehl B, et al. Spectral fingerprints or spectral tilt? Evidence for distinct oscillatory signatures of memory formation. Knight RT, editor. PLOS Biol. 2019;17: e3000403. doi:10.1371/journal.pbio.3000403

Requirements

numpy
scipy
pandas
matplotlib
seaborn
statsmodels
pingouin
scikit-learn
mne
joblib
pymatreader
pyvista
nilearn
neurodsp
specparam

Pipeline

To reproduce the figures associated with the manuascript, navigate to the base directory of the repository and execute make all. The scripts can also be executed sequentially in the order listed in the Makefile.

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