Fans of tidyverse workflow in R will enjoy the lenses package (major props to @CFHammill and Ben Darwin). List manipulations to be unwieldy; but the lenses package makes lists just as malleable as data frames, and I highly recommend use of this package. github.com/cfhammill/lenses