01Provides automated migration paths from legacy base R to modern tidyverse syntax
02Standardizes usage of the native R pipe (|>) over the legacy magrittr pipe
03Utilizes per-operation grouping with the .by argument for cleaner data manipulation
04Implements modern join syntax using join_by() for complex relationship mapping
05Applies type-stable functional programming patterns using modern purrr 1.0+ APIs
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