OscInA: Oscillations in autocorrelated time-series

Tools to test for periodic rhythms in aperiodic autocorrelated signals.

Citation

Brookshire, G. (2022) Putative rhythms in attentional switching can be explained by aperiodic temporal structure. Nature Human Behaviour.

Installation

• mtspec should be installed using conda: $ conda install -c conda-forge mtspec
• This code relies on specific versions of libraries that are not stable yet, so I strongly recommend installing everything in a dedicated conda environment.

On macOS or Linux, here's how you'd do that:

conda create -n oscina
conda activate oscina
conda install -c conda-forge mtspec
pip3 install git+https://github.com/gbrookshire/oscina

Requirements

• Python 3
• External Python dependencies are listed in requirements.txt.

Documentation

Automatically-generated documentation is available at https://gbrookshire.github.io/oscina/.

Examples

See the notebook examples/Example.ipynb for illustrations of how to use oscina.