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### "Unbalanced" data | |
dat_ub <- data.frame( | |
header1 = LETTERS[1:5], header2 = LETTERS[6:10], | |
start = c("1,100", "11,222", "10", "7,8,9,10,11", "1"), | |
end = c("99,199,299", "33,444,1,2,3,4,5,6", "72", "10,9,8,7,6", "3")) | |
dat_ub$id <- with(dat_ub, | |
ave(rep(1, nrow(dat_ub)), | |
header1, header2, | |
FUN = seq_along)) | |
### "Balanced" data | |
dat_b <- data.frame( | |
header1 = LETTERS[1:5], header2 = LETTERS[6:10], | |
start = c("1,100,200", "11,222", "10", "7,8,9,10,11", "1"), | |
end = c("99,199,299", "33,444", "72", "10,9,8,7,6", "3")) | |
dat_b$id <- with(dat_b, | |
ave(rep(1, nrow(dat_b)), | |
header1, header2, | |
FUN = seq_along)) | |
### Bigger versions of each of the above | |
dat_50K_ub <- do.call(rbind, replicate(10000, dat_ub, FALSE)) | |
dat_50K_ub$id <- with(dat_50K_ub, | |
ave(rep(1, nrow(dat_50K_ub)), | |
header1, header2, | |
FUN = seq_along)) | |
dat_50K_b <- do.call(rbind, replicate(10000, dat_b, FALSE)) | |
dat_50K_b$id <- with(dat_50K_b, | |
ave(rep(1, nrow(dat_50K_b)), | |
header1, header2, | |
FUN = seq_along)) | |
### Test it out! | |
cSplit(dat_ub, c("start", "end"), ",", direction="long") | |
cSplit(dat_b, c("start", "end"), ",") | |
cSplit(dat_b, c("start", "end"), ",", makeEqual = TRUE) | |
cSplit(dat_50K_ub, c("start", "end"), ",") |
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cSplit <- function(indt, splitCols, sep = ",", direction = "wide", | |
makeEqual = NULL, fixed = TRUE) { | |
## requires data.table >= 1.8.11 | |
require(data.table) | |
if (!is.data.table(indt)) setDT(indt) | |
if (any(!vapply(indt[, splitCols, with = FALSE], | |
is.character, logical(1L)))) { | |
indt[, eval(splitCols) := lapply(.SD, as.character), | |
.SDcols = splitCols] | |
} | |
X <- lapply(indt[, splitCols, with = FALSE], function(x) { | |
strsplit(x, split = sep, fixed = fixed) | |
}) | |
if (direction == "long") { | |
if (is.null(makeEqual)) { | |
IV <- function(x,y) if (identical(x,y)) TRUE else FALSE | |
makeEqual <- ifelse(Reduce(IV, rapply(X, length, how = "list")), | |
FALSE, TRUE) | |
} | |
} else if (direction == "wide") { | |
if (!is.null(makeEqual)) { | |
if (!isTRUE(makeEqual)) { | |
message("makeEqual specified as FALSE but set to TRUE") | |
makeEqual <- TRUE | |
} | |
makeEqual <- TRUE | |
} else { | |
makeEqual <- TRUE | |
} | |
} | |
if (isTRUE(makeEqual)) { | |
SetUp <- lapply(seq_along(X), function(y) { | |
A <- vapply(X[[y]], length, 1L) | |
list(Mat = cbind(rep(seq_along(A), A), sequence(A)), | |
Val = unlist(X[[y]])) | |
}) | |
Ncol <- max(unlist(lapply(SetUp, function(y) y[["Mat"]][, 2]), | |
use.names = FALSE)) | |
X <- lapply(seq_along(SetUp), function(y) { | |
M <- matrix(NA_character_, nrow = nrow(indt), ncol = Ncol) | |
M[SetUp[[y]][["Mat"]]] <- SetUp[[y]][["Val"]] | |
M | |
}) | |
if (direction == "wide") { | |
X <- lapply(seq_along(X), function(x) { | |
colnames(X[[x]]) <- paste(splitCols[x], | |
sequence(ncol(X[[x]])), | |
sep = "_") | |
X[[x]] | |
}) | |
cbind(indt, do.call(cbind, X))[, eval(splitCols) := NULL][] | |
} else { | |
indt <- indt[rep(sequence(nrow(indt)), each = Ncol)] | |
X <- lapply(X, function(y) as.vector(t(y))) | |
indt[, eval(splitCols) := lapply(X, unlist, use.names = FALSE)][] | |
} | |
} else { | |
Rep <- vapply(X[[1]], length, integer(1L)) | |
indt <- indt[rep(sequence(nrow(indt)), Rep)] | |
indt[, eval(splitCols) := lapply(X, unlist, use.names = FALSE)][] | |
} | |
} |
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