apply {base} | R Documentation |
Returns a vector or array or list of values obtained by applying a function to margins of an array.
apply(X, MARGIN, FUN, ...)
X |
the array to be used. |
MARGIN |
a vector giving the subscripts which the function will
be applied over.
1 indicates rows, 2 indicates columns,
c(1,2) indicates rows and columns. |
FUN |
the function to be applied.
In the case of functions like + , %*% , etc., the
function name must be quoted. |
... |
optional arguments to FUN . |
If X
is not an array but has a dimension attribute,
apply
attempts to coerce it to an array via as.matrix
if it is two-dimensional (e.g., data frames) or via as.array
.
If each call to FUN
returns a vector of length n
, then
apply
returns an array of dimension c(n, dim(X)[MARGIN])
if n > 1
. If n
equals 1
, apply
returns a
vector if MARGIN
has length 1 and an array of dimension
dim(X)[MARGIN]
otherwise.
If n
is 0
, the result has length 0 but not necessarily
the “correct” dimension.
If the calls to FUN
return vectors of different lengths,
apply
returns a list of length prod(dim(X)[MARGIN])
with
dim
set to MARGIN
if this has length greater than one.
Becker, R. A., Chambers, J. M. and Wilks, A. R. (1988) The New S Language. Wadsworth & Brooks/Cole.
lapply
, tapply
, and convenience functions
sweep
and aggregate
.
## Compute row and column sums for a matrix: x <- cbind(x1 = 3, x2 = c(4:1, 2:5)) dimnames(x)[[1]] <- letters[1:8] apply(x, 2, mean, trim = .2) col.sums <- apply(x, 2, sum) row.sums <- apply(x, 1, sum) rbind(cbind(x, Rtot = row.sums), Ctot = c(col.sums, sum(col.sums))) stopifnot( apply(x,2, is.vector)) # not ok in R <= 0.63.2 ## Sort the columns of a matrix apply(x, 2, sort) ##- function with extra args: cave <- function(x, c1,c2) c(mean(x[c1]),mean(x[c2])) apply(x,1, cave, c1="x1", c2=c("x1","x2")) ma <- matrix(c(1:4, 1, 6:8), nr = 2) ma apply(ma, 1, table) #--> a list of length 2 apply(ma, 1, quantile)# 5 x n matrix with rownames stopifnot(dim(ma) == dim(apply(ma, 1:2, sum)))## wasn't ok before R 0.63.1 ## Example with different lengths for each call z <- array(1:24, dim=2:4) zseq <- apply(z, 1:2, function(x)seq(length=max(x))) zseq ## a 2 x 3 matrix typeof(zseq) ## list dim(zseq) ## 2 3 zseq[1,] apply(z, 3, function(x)seq(length=max(x))) # a list without a dim attribute