This code through explores how to perform descriptives on qualitative data using packages in R. Major packages of concern include: "dplyr", gtsummary, ggplot, scales, pander, tidyr and KableExtra. Specifically, it focuses on how to compute the frequency distribution, proportions - within-group percentages and how to explore relationships between variables using visualization.