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Procrustes Alignment in Gradient-based Individual-level Analyses

All code for this project can be found in the src directory. Let's go through each component of the source code of this study individually:

preprocessing

The src/preprocessing directory contains all code related to preprocessing the functional connectomes used in this study. This preprocessing was performed using junifer. The src/preprocessing/yamls directory contains all the junifer yaml files used to define the individual preprocessing pipelines, and the src/preprocessing/junifer_jobs directory contains all configuration, submit, and log files related to each pipeline that was created and run.

pipeline

The src/pipeline directory contains each of the individual pipeline components used to get the main results of this study. The contents of this directory are essentially python scripts that accept a number of arguments for configuration of the pipeline component. The filenames are numbered in the order in which the pipeline components should be executed. Each script is meant to be run using src/pipeline as a working directory and may not work if run from elsewhere. Each of them use the ArgumentParser to parse command line arguments so you can run the -h, --help option to learn more about how to use them.

plotting

Unsurprisingly, the src/plotting directory contains all scripts that create plots used to present the results of this project. Similarly to the src/pipeline, the scripts in src/plotting are roughly numbered in order of appearance.

Data Directories

The directories results, logs, data, and figures contain all study input and output data, not all of which are pushed to the repository to protect confidential data.

Environment

The conda environment used in this project can be recreated using the environment.yaml file in the root of the project.

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