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Creating a simple by pipe operator
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# function definition | |
`%by%` <- function(a,b){ | |
s <- substitute(a) | |
l <- as.list(s) | |
p <- parse(text=s) | |
if(length(p)>2) { | |
l <- l[3:length(l)] | |
do.call("by", c(list(data=eval.parent(p[2]), | |
INDICES=b, | |
FUN=eval.parent(p[1])), | |
l)) | |
} else | |
by(eval.parent(p[2]), INDICES=b, FUN=eval.parent(p[1])) | |
} | |
# some simple tests | |
set.seed(1) | |
n <- 100 | |
d <- data.frame(y = rnorm(n), | |
x1 = sample(1:2, n, TRUE), | |
x2 = sample(1:2, n, TRUE)) | |
# simple example | |
#by(d$y, list(d$x1), FUN=sd) | |
sd(d$y) %by% d$x1 | |
# right-hand side list | |
#by(d$y, list(d$x1, d$x2), FUN=mean) | |
mean(d$y) %by% list(d$x1, d$x2) | |
# with subsetting | |
#by(d$y[1:30], list(d$x1[1:30]), FUN=sd) | |
sd(d$y[1:30]) %by% d$x1[1:30] | |
# missing data | |
d2 <- d | |
d2$y[sample(10, 1:n)] <- NA | |
#by(d2$y, list(d2$x1), FUN=mean, na.rm=TRUE) | |
mean(d2$y, na.rm=TRUE) %by% d2$x1 | |
# using a `with` statement | |
#by(d2$x1, list(d2$x2), FUN=table) | |
table(d2$x1) %by% d2$x2 | |
#with(d2, by(x1, list(x2), FUN=table)) | |
with(d2, table(x1) %by% x2) |
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