Skills
.Work. You
Rest

eeg-stats

Community

Run rigorous claim-driven EEG stats

Education & Research#multiple comparisons#mne-python#eeg statistics#cluster permutation#ANALYSIS_PLAN#roi channels#cohens d
Authordengzhe-hou
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill turns pre-defined EEG claims into rigorous, reproducible group-level statistics so you can test hypotheses without ad-hoc choices.

Core Features & Use Cases

  • Claim-driven cluster permutation testing: Runs spatio-temporal cluster permutation tests (directional or two-sided) for ERP/TFR/connectivity contrasts specified in ANALYSIS_PLAN.
  • ROI + channel-mapping guardrails: Enforces planned time windows and ROI channels, using channel_mapping.json to resolve 10-20 names to numbered channels and stopping when mappings are missing.
  • COBIDAS-ready statistical outputs: Writes per-claim JSON verdicts plus reproducibility artifacts (arrays and backend resolution) and appends a structured FINDINGS.md entry.
  • Multiple-comparisons controls: Applies the multiple-comparisons strategy defined in ANALYSIS_PLAN (e.g., Bonferroni or hierarchical).

Quick Start

Use the eeg-stats Skill to compute cluster permutation group statistics for your frozen ANALYSIS_PLAN by running it on a prepared project directory (with stats prerequisites generated by earlier ERP/TFR stages).

Dependency Matrix

Required Modules

mnescipynumpypython

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: eeg-stats
Download link: https://github.com/dengzhe-hou/auto-eeg-analysis/archive/main.zip#eeg-stats

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
View Source Repository

Agent Skills Search Helper

Install a tiny helper to your Agent, search and equip skill from 471,000+ vetted skills library on demand.