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donishadsmith/neurocaps

By donishadsmith

Updated 3 months ago

neurocaps: Python package for Co-activation Patterns (CAPS) analyses on preprocessed fMRI data.

Image
Data science
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3.8K

donishadsmith/neurocaps repository overview

Overview

neurocaps is a Python package for performing Co-activation Patterns (CAPs) analyses on resting-state or task-based fMRI data (resting-state & task-based). CAPs identifies recurring brain states through k-means clustering of BOLD timeseries data.

neurocaps is most optimized for fMRI data preprocessed with fMRIPrep and assumes a BIDs compliant directory such as the example directory structures below:

Docker

This docker image uses Ubuntu 22.04 as its base and includes an editable installation of neurocaps.

Recommended command to pull image:

docker pull donishadsmith/neurocaps && docker tag donishadsmith/neurocaps neurocaps

The image can be run as:

  • An interactive bash session (default):

docker run -it neurocaps
  • A Jupyter Notebook with port forwarding:

docker run -it -p 9999:9999 neurocaps notebook

Tag summary

Content type

Image

Digest

sha256:1eda91ca3

Size

838.3 MB

Last updated

3 months ago

docker pull donishadsmith/neurocaps