I know the basics like ==
and !=
, or even the difference (vaguely) between &
and &&
. But stuff like %in%
and %%
and some stuff used in the context of sprintf()
, like sprintf("%.2f", x)
stuff I have no idea about.
Worst of all, they're hard to search for on the Internet because they're special characters and I don't know what they're called...
The %in% operator in R can be used to identify if an element (e.g., a number) belongs to a vector or dataframe. For example, it can be used the see if the number 1 is in the sequence of numbers 1 to 10.
%>% is called the forward pipe operator in R. It provides a mechanism for chaining commands with a new forward-pipe operator, %>%. This operator will forward a value, or the result of an expression, into the next function call/expression.
The not equal operator in R is one of the relational operators, and it is the opposite of the equality operator. The not equal to operator written as an exclamation mark followed by an equals sign ( != ). To check if an object is equal to another object in R, use either equality operator(=) or inequality operator(!=).
There are several different things going on here with the percent symbol:
As several have already pointed out, things of the form %%
, %in%
, %*%
are binary operators (respectively modulo, match, and matrix multiply), just like a +
, -
, etc. They are functions that operate on two arguments that R recognizes as being special due to their name structure (starts and ends with a %
). This allows you to use them in form:
Argument1 %fun_name% Argument2
instead of the more traditional:
fun_name(Argument1, Argument2)
Keep in mind that the following are equivalent:
10 %% 2 == `%%`(10, 2) "hello" %in% c("hello", "world") == `%in%`("hello", c("hello", "world")) 10 + 2 == `+`(10, 2)
R just recognizes the standard operators as well as the %x%
operators as special and allows you to use them as traditional binary operators if you don't quote them. If you quote them (in the examples above with backticks), you can use them as standard two argument functions.
The big difference between the standard binary operators and %x%
operators is that you can define custom binary operators and R will recognize them as special and treat them as binary operators:
`%samp%` <- function(e1, e2) sample(e1, e2) 1:10 %samp% 2 # [1] 1 9
Here we defined a binary operator version of the sample function
The meaning of "%"
in function like sprintf
or format
is completely different and has nothing to do with binary operators. The key thing to note is that in those functions the %
character is part of a quoted string, and not a standard symbol on the command line (i.e. "%"
and %
are very different). In the context of sprintf
, inside a string, "%"
is a special character used to recognize that the subsequent characters have a special meaning and should not be interpreted as regular text. For example, in:
sprintf("I'm a number: %.2f", runif(3)) # [1] "I'm a number: 0.96" "I'm a number: 0.74" "I'm a number: 0.99"
"%.2f"
means a floating point number (f
) to be displayed with two decimals (.2
). Notice how the "I'm a number: "
piece is interpreted literally. The use of "%"
allows sprintf
users to mix literal text with special instructions on how to represent the other sprintf
arguments.
The R Language Definition, section 3.1.4 refers to them as "special binary operators". One of the ways they're special is that users can define new binary operators using the %x%
syntax (where x
is any valid name).
The Writing your own functions section of An Introduction to R, refers to them as Binary Operators (which is somewhat confusing because +
is also a binary operator):
10.2 Defining new binary operators
Had we given the
bslash()
function a different name, namely one of the form%anything%
it could have been used as a binary operator in expressions rather than in function form. Suppose, for example, we choose ! for the internal character. The function definition would then start as
> "%!%" <- function(X, y) { ... }
(Note the use of quote marks.) The function could then be used as X %!% y. (The backslash symbol itself is not a convenient choice as it presents special problems in this context.)
The matrix multiplication operator, %*%, and the outer product matrix operator %o% are other examples of binary operators defined in this way.
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