%>% when you find yourself composing more than three or more functions together into a nested call, or creating intermediate objects that you don’t care about.
# Good foo_foo %>% hop(through = forest) %>% scoop(up = field_mouse) %>% bop(on = head) # Bad foo_foo <- hop(foo_foo, through = forest) foo_foo <- scoop(foo_foo, up = field_mice) foo_foo <- bop(foo_foo, on = head) # Bad bop( scoop( hop(foo_foo, through = forest), up = field_mice ), on = head )
(If you’re not familiar with Litte )
Avoid using the pipe when:
You need to manipulate more than one object at a time. Reserve pipes for a sequence of steps applied to one primary object.
There are meaningful intermediate objects that could be given informative names.
4.2 Spacing and indenting
%>% should always have a space before it and a new line after it. After the first step, each line should be indented by two spaces.
# Good iris %>% group_by(Species) %>% summarize_if(is.numeric(), mean) %>% ungroup %>% gather(measure, value, -Species) %>% arrange(value) # Bad iris %>% group_by(Species) %>% summarize_all(mean) %>% ungroup %>% gather(measure, value, -Species) %>% arrange(value)
It is ok to keep a one-step pipe on one line, although depending on the context, you may want to rewrite to remove the pipe.
# good iris %>% arrange(Petal.Width) arrange(iris, Petal.Width)
4.3 No arguments
magrittr allows you to omit
() on functions that don’t have arguments. Avoid this.
# Good x %>% unique() %>% sort() # Bad x %>% unique %>% sort
4.4 Long lines
If the arguments to a function don’t all fit on one line, put each argument on its own line and indent:
iris %>% group_by(Species) %>% summarise( Sepal.Length = mean(Sepal.Length), Sepal.Width = mean(Sepal.Width), Sepcies = n_distinct(Species) )
You can use to use
-> to create an object at the end of the pipe.
Personally, I think you should avoid this technique. While starting with the assignment is a little more work when writing the code, it makes reading the code easier. This is because the name acts as a heading, which reminds you of the purpose of the pipe.