The magrittr package offers a set of operators which promote semantics that will improve your code by * structuring sequences of data operations left-to-right (as opposed to from the inside and out), * avoiding nested function calls, * minimizing the need for local variables and function definitions, and * making it easy to add steps anywhere in the sequence of operations. WWW: http://cran.r-project.org/web/magrittr/