R Best Practices

What problem does it solve?

This Skill helps you write more idiomatic, efficient, and maintainable R code by enforcing best practices in package management, vectorization, functional programming, and code style.

Core Features & Use Cases

• Vectorization: Avoid slow for loops by using vectorized operations and functions like apply or data.table.
• Functional Programming: Write pure functions without side effects for more predictable and testable code.
• Code Style Enforcement: Adhere to consistent naming conventions, spacing, and formatting using tools like styler and lintr.
• Memory Management: Optimize memory usage by removing unused objects and reading data efficiently.
• Use Case: When developing a new R package or script, use this Skill to ensure your code follows established standards, making it easier for others (and your future self) to understand and use.

Quick Start

Apply the R Best Practices skill to refactor the provided R script to improve its vectorization and functional programming style.