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R: (faster) single value dcast function
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require(data.table) | |
single_val_dcast <- function(data, x, y, value, fill = NA) { | |
# x . . | |
# y | |
# . | |
# . | |
if (!is.data.table(data)) { | |
stop('Input data must be a data.table.') | |
} | |
if (nrow(data) != nrow(unique(data[, c(x, y), with = F]))) { | |
stop('All combinations of x and y must be unique!') | |
} | |
X <- data[[x]] | |
Y <- data[[y]] | |
VAL <- data[[value]] | |
# Temporarily keep in memory | |
y_class <- class(Y) | |
# Convert both variables to factor | |
X <- as.factor(X) | |
Y <- as.factor(Y) | |
# Temporarily save levels | |
x_levels <- levels(X) | |
y_levels <- levels(Y) | |
# Convert both variables to integer | |
X <- as.integer(X) | |
Y <- as.integer(Y) | |
# Fast version of dcast using matrix indexation | |
mx <- matrix(fill, nr = max(Y), ncol = max(X)) | |
mx[cbind(Y, X)] <- VAL | |
res <- as.data.table(mx) | |
setnames(res, x_levels) | |
FUN <- switch( | |
y_class, | |
character = as.character, | |
integer = as.integer, | |
numeric = as.numeric, | |
factor = as.factor, | |
Date = as.Date | |
) | |
# Convert y back to original format | |
y_levels <- FUN(y_levels) | |
y_dt <- data.table(y_levels) | |
setnames(y_dt, y) | |
res <- cbind(y_dt, res) | |
return(res) | |
} |
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