Writing Tidyverse R

This skill covers modern tidyverse patterns for R 4.3+ and dplyr 1.1+, style guidelines, and migration from legacy patterns.

Core Principles

1. Use modern tidyverse patterns - Prioritize dplyr 1.1+ features, native pipe, and current APIs
2. Write readable code first - Optimize only when necessary
3. Follow tidyverse style guide - Consistent naming, spacing, and structure

Pipe Usage

Always use native pipe |> instead of magrittr %>%

R 4.3+ provides all needed features. See pipe-examples.md for usage patterns.

Join Syntax (dplyr 1.1+)

Use join_by() instead of character vectors for joins