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stats_diagnostics

This document provides comprehensive guidance on statistical tests, diagnostics, and tools available in statsmodels.

  • Skills
  • Scientific
  • 0

What it does and how to use it

A skill that teaches Claude Code to do scientific tasks well. It is packaged knowledge the model uses whenever it is relevant.

  1. Install the skill (command above).
  2. In Claude Code, describe what you need - the skill turns on by itself when the context fits.
  3. No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/stats-diagnostics && curl -fsSL https://doutorai.pt/data/lib/skills__stats-diagnostics.md -o .claude/skills/stats-diagnostics/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# Statistical Tests and Diagnostics Reference

This document provides comprehensive guidance on statistical tests, diagnostics, and tools available in statsmodels.

## Overview

Statsmodels provides extensive statistical testing capabilities:
- Residual diagnostics and specification tests
- Hypothesis testing (parametric and non-parametric)
- Goodness-of-fit tests
- Multiple comparisons and post-hoc tests
- Power and sample size calculations
- Robust covariance matrices
- Influence and outlier detection

## Residual Diagnostics

### Autocorrelation Tests

**Ljung-Box Test**: Tests for autocorr

- 🔒 Full content on the Pro plan (€7.99/month) -

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