Pipe an object forward into a function or call expression.

lhs %>% rhs

Arguments

lhs

A value or the magrittr placeholder.

rhs

A function call using the magrittr semantics.

Details

Using %>% with unary function calls When functions require only one argument, x %>% f is equivalent to f(x) (not exactly equivalent; see technical note below.) Placing lhs as the first argument in rhs call The default behavior of %>% when multiple arguments are required in the rhs call, is to place lhs as the first argument, i.e. x %>% f(y) is equivalent to f(x, y). Placing lhs elsewhere in rhs call Often you will want lhs to the rhs call at another position than the first. For this purpose you can use the dot (.) as placeholder. For example, y %>% f(x, .) is equivalent to f(x, y) and z %>% f(x, y, arg = .) is equivalent to f(x, y, arg = z). Using the dot for secondary purposes Often, some attribute or property of lhs is desired in the rhs call in addition to the value of lhs itself, e.g. the number of rows or columns. It is perfectly valid to use the dot placeholder several times in the rhs call, but by design the behavior is slightly different when using it inside nested function calls. In particular, if the placeholder is only used in a nested function call, lhs will also be placed as the first argument! The reason for this is that in most use-cases this produces the most readable code. For example, iris %>% subset(1:nrow(.) %% 2 == 0) is equivalent to iris %>% subset(., 1:nrow(.) %% 2 == 0) but slightly more compact. It is possible to overrule this behavior by enclosing the rhs in braces. For example, 1:10 %>% {c(min(.), max(.))} is equivalent to c(min(1:10), max(1:10)). Using %>% with call- or function-producing rhs It is possible to force evaluation of rhs before the piping of lhs takes place. This is useful when rhs produces the relevant call or function. To evaluate rhs first, enclose it in parentheses, i.e. a %>% (function(x) x^2), and 1:10 %>% (call("sum")). Another example where this is relevant is for reference class methods which are accessed using the $ operator, where one would do x %>% (rc$f), and not x %>% rc$f. Using lambda expressions with %>% Each rhs is essentially a one-expression body of a unary function. Therefore defining lambdas in magrittr is very natural, and as the definitions of regular functions: if more than a single expression is needed one encloses the body in a pair of braces, { rhs }. However, note that within braces there are no "first-argument rule": it will be exactly like writing a unary function where the argument name is "." (the dot). Using the dot-place holder as lhs When the dot is used as lhs, the result will be a functional sequence, i.e. a function which applies the entire chain of right-hand sides in turn to its input. See the examples.

Technical notes

The magrittr pipe operators use non-standard evaluation. They capture their inputs and examines them to figure out how to proceed. First a function is produced from all of the individual right-hand side expressions, and then the result is obtained by applying this function to the left-hand side. For most purposes, one can disregard the subtle aspects of magrittr's evaluation, but some functions may capture their calling environment, and thus using the operators will not be exactly equivalent to the "standard call" without pipe-operators. Another note is that special attention is advised when using non-magrittr operators in a pipe-chain (+, -, $, etc.), as operator precedence will impact how the chain is evaluated. In general it is advised to use the aliases provided by magrittr.

See also

%<>%, %T>%, %$%

Examples

# Basic use: iris %>% head
#> Sepal.Length Sepal.Width Petal.Length Petal.Width Species #> 1 5.1 3.5 1.4 0.2 setosa #> 2 4.9 3.0 1.4 0.2 setosa #> 3 4.7 3.2 1.3 0.2 setosa #> 4 4.6 3.1 1.5 0.2 setosa #> 5 5.0 3.6 1.4 0.2 setosa #> 6 5.4 3.9 1.7 0.4 setosa
# Use with lhs as first argument iris %>% head(10)
#> Sepal.Length Sepal.Width Petal.Length Petal.Width Species #> 1 5.1 3.5 1.4 0.2 setosa #> 2 4.9 3.0 1.4 0.2 setosa #> 3 4.7 3.2 1.3 0.2 setosa #> 4 4.6 3.1 1.5 0.2 setosa #> 5 5.0 3.6 1.4 0.2 setosa #> 6 5.4 3.9 1.7 0.4 setosa #> 7 4.6 3.4 1.4 0.3 setosa #> 8 5.0 3.4 1.5 0.2 setosa #> 9 4.4 2.9 1.4 0.2 setosa #> 10 4.9 3.1 1.5 0.1 setosa
# Using the dot place-holder "Ceci n'est pas une pipe" %>% gsub("une", "un", .)
#> [1] "Ceci n'est pas un pipe"
# When dot is nested, lhs is still placed first: sample(1:10) %>% paste0(LETTERS[.])
#> [1] "4D" "7G" "8H" "2B" "3C" "9I" "5E" "1A" "6F" "10J"
# This can be avoided: rnorm(100) %>% {c(min(.), mean(.), max(.))} %>% floor
#> [1] -3 -1 2
# Lambda expressions: iris %>% { size <- sample(1:10, size = 1) rbind(head(., size), tail(., size)) }
#> Sepal.Length Sepal.Width Petal.Length Petal.Width Species #> 1 5.1 3.5 1.4 0.2 setosa #> 2 4.9 3.0 1.4 0.2 setosa #> 3 4.7 3.2 1.3 0.2 setosa #> 4 4.6 3.1 1.5 0.2 setosa #> 147 6.3 2.5 5.0 1.9 virginica #> 148 6.5 3.0 5.2 2.0 virginica #> 149 6.2 3.4 5.4 2.3 virginica #> 150 5.9 3.0 5.1 1.8 virginica
# renaming in lambdas: iris %>% { my_data <- . size <- sample(1:10, size = 1) rbind(head(my_data, size), tail(my_data, size)) }
#> Sepal.Length Sepal.Width Petal.Length Petal.Width Species #> 1 5.1 3.5 1.4 0.2 setosa #> 2 4.9 3.0 1.4 0.2 setosa #> 3 4.7 3.2 1.3 0.2 setosa #> 4 4.6 3.1 1.5 0.2 setosa #> 5 5.0 3.6 1.4 0.2 setosa #> 6 5.4 3.9 1.7 0.4 setosa #> 7 4.6 3.4 1.4 0.3 setosa #> 8 5.0 3.4 1.5 0.2 setosa #> 143 5.8 2.7 5.1 1.9 virginica #> 144 6.8 3.2 5.9 2.3 virginica #> 145 6.7 3.3 5.7 2.5 virginica #> 146 6.7 3.0 5.2 2.3 virginica #> 147 6.3 2.5 5.0 1.9 virginica #> 148 6.5 3.0 5.2 2.0 virginica #> 149 6.2 3.4 5.4 2.3 virginica #> 150 5.9 3.0 5.1 1.8 virginica
# Building unary functions with %>% trig_fest <- . %>% tan %>% cos %>% sin 1:10 %>% trig_fest
#> [1] 0.0133878 -0.5449592 0.8359477 0.3906486 -0.8257855 0.8180174 #> [7] 0.6001744 0.7640323 0.7829771 0.7153150
trig_fest(1:10)
#> [1] 0.0133878 -0.5449592 0.8359477 0.3906486 -0.8257855 0.8180174 #> [7] 0.6001744 0.7640323 0.7829771 0.7153150