Provides Batch Functions and Visualisation for Basic Statistical Procedures R package rfriend version 3.2.0 Designed to streamline data analysis and statistical testing, reducing the length of R scripts while generating well-formatted outputs in 'pdf', 'Microsoft Word', and 'Microsoft Excel' formats. In essence, the package contains functions which are sophisticated wrappers around existing R functions that are called by using 'f_' (user f_riendly) prefix followed by the normal function name. This third version of the 'rfriend' package focuses primarily on data exploration, including tools for creating summary tables, f_summary(), summary figures, f_scan(), outlier detection and removal, f_outlier() and f_remove_outliers(), performing data transformations, f_boxcox() in part based on 'MASS/boxcox' and 'rcompanion', and f_bestNormalize() which wraps and extends functionality from the 'bestNormalize' package. Furthermore, 'rfriend' can automatically (or on request) generate visualizations such as boxplots, f_boxplot(), QQ-plots, f_qqnorm(), and histograms f_hist(). Additionally, the package includes several statistical test functions: f_aov(), f_chisq_test(), f_corplot(), f_kruskal_test(), f_lmer(), f_glm(), f_t_test(), f_wilcox_test(), for sequential testing and visualisation of the similar named 'stats' functions. These functions, except for f_chisq_test(), support testing multiple response variables and predictors, while also handling assumption checks, data transformations, and post hoc tests. Post hoc results are automatically summarized in a table using the compact letter display (cld) format for easy interpretation. The package also provides a function to do model comparison, f_model_comparison(), and several utility functions to simplify common R tasks. For example, f_clear() clears the workspace and restarts R with a single command; f_setwd() sets the working directory to match the directory of the current script; f_theme() quickly changes 'RStudio' themes; and f_factors() converts multiple columns of a data frame to factors, and much more. If you encounter any issues or have feature requests, please feel free to contact me via email. Software Depends: R (>= 4.4.0) Imports: bestNormalize, crayon, car, DHARMa, dplyr, emmeans, ggplot2, grDevices, gridExtra, knitr, lifecycle, lme4, lmerTest, magick, MuMIn, nortest, pander, png, rlang, rmarkdown, rstatix, rstudioapi, this.path, tidyr, writexl, xfun Suggests: MASS, nnet, pbkrtest, testthat (>= 3.0.0), tibble, readxl Sander H. van Delden <plantmind@proton.me> Comprehensive R Archive Network (CRAN) Sander H. van Delden [aut, cre] GPL-3 2026-07-06 application/tgz https://CRAN.R-project.org/package=rfriend doi:10.32614/CRAN.package.rfriend