data-stats-analysis

SKILL.md

This skill enables you to perform rigorous statistical analyses including t-tests, ANOVA, correlation analysis, hypothesis testing, and multiple testing corrections. Unlike cloud-hosted solutions, this skill uses standard Python statistical libraries (scipy, statsmodels, numpy) and executes locally in your environment, making it compatible with ALL LLM providers including GPT, Gemini, Claude, DeepSeek, and Qwen.

Issue: "Warning: p-value is very small" Solution: This is normal for highly significant results. Report as p < 0.001 or use scientific notation

Issue: "Division by zero in effect size calculation" Solution: Check for zero variance (all values identical)

Perform statistical tests, hypothesis testing, correlation analysis, and multiple testing corrections using scipy and statsmodels. Works with ANY LLM provider (GPT, Gemini, Claude, etc.). Source: starlitnightly/omicverse.

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