Using pipes and tidyverse/data.table allows for great things in R, and has a strong functional feel. It can be quite beautiful reshaping data, splitting, map,

Using pipes and tidyverse/data.table allows for great things in R, and has a strong functional feel. It can be quite beautiful reshaping data, splitting, map, recombining and plotting it. It doesn't go well at all with a procedural method.