R vs Python Reproducible Python Environment The Data Small Medium Big The Code R “Base” - utils::read.csv() readr::read_csv() data.table::fread() Python pandas.read_csv() Dependencies Only The Test Initial Carpentry The Results Execution Times tl;dr Appendices Dependency Load Times Summary Tables Environment IDE R ... [Read more...]

Context Reflection Resources Up Front tibble %__% “Tidy” Data select() columns filter() Rows mutate() Columns arrange() Rows group_by() for Grouped Data summarize() Image credit to R Memes for Statistical Fiends Considering this is a blog post, I’m going to get all bloggy here before jumping into the code. Context ... [Read more...]

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