pingouin-excel-stat-analysis

Run pingouin statistical tests and export results to Excel workbooks.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/Rukkha1024/replace_V3D --skill pingouin-excel-stat-analysis
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: pingouin-excel-stat-analysis
Source: https://github.com/Rukkha1024/replace_V3D/tree/main/.claude/skills/pingouin-excel-stat-analysis
Command: npx skills add https://github.com/Rukkha1024/replace_V3D --skill pingouin-excel-stat-analysis

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires pingouin, polars, pandas, xlwings, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the generation of statistical analysis reports, delivering results directly in Excel workbooks for easy review and validation.

Core Features & Use Cases

  • Hypothesis Testing: Perform various statistical tests (e.g., ANOVA, t-tests, post-hoc tests) using the pingouin library.
  • Data Aggregation: Create summary tables from data.
  • Excel Output: Generate clean, minimal-sheet Excel workbooks with results and a guide sheet.
  • Use Case: Analyze experimental data to determine statistically significant differences between groups and present findings in a ready-to-share Excel report.

Quick Start

Use the pingouin-excel-stat-analysis skill to perform a one-way ANOVA on the provided data and save the results to an Excel file.

Frequently Asked Questions about pingouin-excel-stat-analysis

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I perform statistical hypothesis testing and output the results directly to Excel?

This Skill performs statistical analysis like ANOVA and t-tests using the pingouin library, then delivers the results directly as formatted tables within minimal-sheet Excel workbooks for easy review.

Can I run an ANOVA post-hoc analysis and save the summary tables to an Excel workbook?

Yes, this workflow supports hypothesis testing including ANOVA and post-hoc analysis using pingouin, automatically formatting the statistical outputs and summary tables into a clean Excel workbook.

Do I need pandas and polars installed to prepare data for statistical analysis in Excel?

Yes, while pingouin handles the statistical computations and xlwings manages Excel output, the workflow prefers polars and uses pandas for data preparation prior to running the tests.

What is the best way to analyze experimental data for significant differences and share it in Excel?

The best way is to use a workflow that combines pingouin for calculating statistically significant differences between groups and xlwings to present the findings in a ready-to-share Excel report.

Does this statistical analysis approach support data aggregation before generating Excel reports?

Yes, the workflow supports data aggregation to create summary tables from your dataset before generating the final Excel report, leveraging polars and pandas for the data preparation phase.

What are the limitations of using pingouin for statistical analysis in Excel?

The workflow is limited to statistical computations supported by the pingouin library and outputs minimal-sheet workbooks, meaning it focuses on delivering raw statistical tables rather than complex formatted Excel dashboards.