corr-insight

Community

Uncover direct and spurious correlations in data.

Authorhaomingz
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This tool analyzes numeric data to reveal both simple and partial correlations, helping identify true relationships and flag potential confounding effects.

Core Features & Use Cases

  • Compute Pearson and Spearman correlation matrices with associated p-values to quantify strength and significance of relationships.
  • Compute partial correlations (net relationships after controlling for other variables) to identify direct links and control for confounders.
  • Detect spurious correlations by comparing simple vs. partial correlations across all variable pairs, enabling data-driven QA for analytics projects.
  • Provide interpretation guidance in Chinese to help non-statisticians understand the results.

Quick Start

Run correlation analysis on a numeric dataset to obtain matrices, partial correlations, and spurious-detection results.

Dependency Matrix

Required Modules

pandasnumpyscipy

Components

scripts

💻 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: corr-insight
Download link: https://github.com/haomingz/kimi-skills/archive/main.zip#corr-insight

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