You know how you can supply a vector of names to a data frame to change the col or row names of a dataframe. Is there a similar method to supply a vector of names that alte
Try this:
toCls <- function(x, cls) do.call(paste("as", cls, sep = "."), list(x))
replace(DF,, Map(toCls, DF, cls))
Second example. Also try this example (which allows NA
to be used for any column whose class is not to be changed). We load the zoo package since it provides a version of as.Date
that has a default origin and we define our own as.POSIXct2
to likewise avoid having to otherwise specify the origin.
library(zoo) # supplies alternate as.Date with a default origin
as.NA <- identity
as.POSIXct2 <- function(x) as.POSIXct(x, origin = "1970-01-01")
cls2 <- c("character", "Date", NA, "factor", "POSIXct2")
replace(DF,, Map(toCls, DF, cls2))
Note that its only when converting numbers to "Date"
or "POSIXct"
that there are origin considerations and when converting character strings such as "2000-01-01"
no origin would need to be specified in any case so for such situations we would not need to load zoo and we would not need our own version of as.POSIXct
.
EDIT: Added another example.
It seems class(x) <- "factor"
doesn't work and neither does as(x, "factor")
, so I don't know of a direct way of doing what you want.
...But a slightly more explicit way is:
# Coerces data.frame columns to the specified classes
colClasses <- function(d, colClasses) {
colClasses <- rep(colClasses, len=length(d))
d[] <- lapply(seq_along(d), function(i) switch(colClasses[i],
numeric=as.numeric(d[[i]]),
character=as.character(d[[i]]),
Date=as.Date(d[[i]], origin='1970-01-01'),
POSIXct=as.POSIXct(d[[i]], origin='1970-01-01'),
factor=as.factor(d[[i]]),
as(d[[i]], colClasses[i]) ))
d
}
# Example usage
DF <- as.data.frame(matrix(rnorm(25), 5, 5))
DF2 <- colClasses(DF, c(rep("character", 3), rep("factor", 2)))
str(DF2)
DF3 <- colClasses(DF, 'Date')
str(DF3)
A couple of things: you can add more cases as needed. And the first line of the function allows you to call with a single class name. The last "default" case of the switch
calls the as
function and you mileage might vary.