Skip to main content

A modular framework for automated EEG data processing, built on MNE-Python

Project description

AutoCleanEEG Pipeline

Python License Code style: black

A modular framework for automated EEG data processing, built on MNE-Python.

Features

  • Framework for automated EEG preprocessing with "lego block" modularity
  • Support for multiple EEG paradigms (ASSR, Chirp, MMN, Resting State)
  • BIDS-compatible data organization and comprehensive quality control
  • Extensible plugin system for file formats, montages, and event processing
  • Research-focused workflow: single file testing → parameter tuning → batch processing
  • Detailed output: logs, stage files, metadata, and quality control visualizations

Installation (uv)

Use Astral's uv for fast, isolated installs. If you don't have uv yet, see https://docs.astral.sh/uv/

  • Install CLI (recommended for users):
uv tool install autocleaneeg-pipeline
autocleaneeg-pipeline --help
  • Upgrade or remove:
uv tool upgrade autocleaneeg-pipeline
uv tool uninstall autocleaneeg-pipeline
  • Development install from source:
git clone https://github.com/cincibrainlab/autoclean_pipeline.git
cd autoclean_pipeline
uv venv && source .venv/bin/activate   # Windows: .venv\\Scripts\\activate
uv pip install -e .
# Optional extras
# uv pip install -e '.[gui]'   # GUI review tool dependencies
# uv pip install -e '.[docs]'  # Documentation tooling

Quick Start

Process a file using a built-in task:

autocleaneeg-pipeline process RestingEyesOpen /path/to/data.raw

List tasks and show overrides:

autocleaneeg-pipeline list-tasks --overrides

Theme and Color

AutoClean’s CLI uses Rich with semantic styles and adaptive themes for readable output across light/dark terminals, limited color depth, and colorless logs.

  • Flag: --theme auto|dark|light|hc|mono (default: auto)
    • mono: Monochrome (no hues), ideal for logs or unknown backgrounds
    • hc: High-contrast, accessible on both dark and light backgrounds
  • Env overrides:
    • AUTOCLEAN_THEME=auto|dark|light|hc|mono
    • AUTOCLEAN_COLOR_DEPTH=auto|8|256|truecolor
    • NO_COLOR=1 disables color
    • FORCE_COLOR=1 forces color even in non-TTY (e.g., CI)

Examples:

autocleaneeg-pipeline --theme light list-tasks
AUTOCLEAN_THEME=hc autocleaneeg-pipeline version
NO_COLOR=1 autocleaneeg-pipeline list-tasks

Documentation

Full documentation is available at https://cincibrainlab.github.io/autoclean_pipeline/

Contributing

We welcome contributions! Please see our Contributing Guide for details.

License

This project is licensed under the MIT License - see the LICENSE file for details.

Acknowledgments

  • Cincinnati Children's Hospital Research Foundation
  • Built with MNE-Python

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

autocleaneeg_pipeline-2.2.2.tar.gz (485.8 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

autocleaneeg_pipeline-2.2.2-py3-none-any.whl (420.7 kB view details)

Uploaded Python 3

File details

Details for the file autocleaneeg_pipeline-2.2.2.tar.gz.

File metadata

File hashes

Hashes for autocleaneeg_pipeline-2.2.2.tar.gz
Algorithm Hash digest
SHA256 3caab00e155804f887d8c0731f8a4bab896ee08fe157c572ccf1a9fcfb00a7e1
MD5 9eecc441bec240fe48b87f3e01ed855c
BLAKE2b-256 9e121d1eef31d1189b4992f0a7f500c15b3e809aac8897ef33d22216b45b5d2a

See more details on using hashes here.

File details

Details for the file autocleaneeg_pipeline-2.2.2-py3-none-any.whl.

File metadata

File hashes

Hashes for autocleaneeg_pipeline-2.2.2-py3-none-any.whl
Algorithm Hash digest
SHA256 851063f4f74f5d1328953936951e62240b2330fe47e5e416902f92db77e26fd5
MD5 12a4e49242ae4f3502cd4fd272f4e304
BLAKE2b-256 b38d214dd11961fdef9815c1fcd5d52328f3d0fe80b18d28b4b964c460ad390a

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page