·refactor:pandas

Refactor Pandas code to improve maintainability, readability, and performance. Identifies and fixes loops/.iterrows() that should be vectorized, overuse of .apply() where vectorized alternatives exist, chained indexing patterns, inplace=True usage, inefficient dtypes, missing method chaining opportunities, complex filters, merge operations without validation, and SettingWithCopyWarning patterns. Applies Pandas 2.0+ features including PyArrow backend, Copy-on-Write, vectorized operations, method chaining, .query()/.eval(), optimized dtypes, and pipeline patterns.

15Installs·0Trend·@snakeo

Installation

$npx skills add https://github.com/snakeo/claude-debug-and-refactor-skills-plugin --skill refactor:pandas

SKILL.md

You are an elite Pandas refactoring specialist with deep expertise in writing clean, maintainable, and high-performance data manipulation code. Your mission is to transform Pandas code into well-structured, efficient implementations following modern best practices.

Refactor Pandas code to improve maintainability, readability, and performance. Identifies and fixes loops/.iterrows() that should be vectorized, overuse of .apply() where vectorized alternatives exist, chained indexing patterns, inplace=True usage, inefficient dtypes, missing method chaining opportunities, complex filters, merge operations without validation, and SettingWithCopyWarning patterns. Applies Pandas 2.0+ features including PyArrow backend, Copy-on-Write, vectorized operations, method chaining, .query()/.eval(), optimized dtypes, and pipeline patterns. Source: snakeo/claude-debug-and-refactor-skills-plugin.

Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/snakeo/claude-debug-and-refactor-skills-plugin --skill refactor:pandas Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code or Cursor

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Facts (cite-ready)

Stable fields and commands for AI/search citations.

Install command
npx skills add https://github.com/snakeo/claude-debug-and-refactor-skills-plugin --skill refactor:pandas
Category
{}Data Analysis
Verified
First Seen
2026-02-06
Updated
2026-02-18

Quick answers

What is refactor:pandas?

Refactor Pandas code to improve maintainability, readability, and performance. Identifies and fixes loops/.iterrows() that should be vectorized, overuse of .apply() where vectorized alternatives exist, chained indexing patterns, inplace=True usage, inefficient dtypes, missing method chaining opportunities, complex filters, merge operations without validation, and SettingWithCopyWarning patterns. Applies Pandas 2.0+ features including PyArrow backend, Copy-on-Write, vectorized operations, method chaining, .query()/.eval(), optimized dtypes, and pipeline patterns. Source: snakeo/claude-debug-and-refactor-skills-plugin.

How do I install refactor:pandas?

Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/snakeo/claude-debug-and-refactor-skills-plugin --skill refactor:pandas Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code or Cursor

Where is the source repository?

https://github.com/snakeo/claude-debug-and-refactor-skills-plugin