[R] Why do we have to turn factors into characters for various functions?
Joshua Wiley
jwiley.psych at gmail.com
Sun Dec 12 01:13:33 CET 2010
Hi Tal,
I always think of factors as a way of imposing (however arbitrarily)
order on some variable. To that extent, the key aspect is first,
second, third, etc., represented numerically in factors as 1, 2, 3,
etc. . The labels are for convenience and interpretation. Consider:
x <- factor(c(5, 4, 6))
y <- factor(c(6, 5, 7))
as.numeric(x)
as.numeric(y)
Is there numeric or character value of 5 more important? Or is its
relative position?
If you have character data that you might want to split and
manipulate, store it as a string variable (you can set an option so
stringsAsFactors = FALSE by default in read.table()). If your factor
labels are numeric, that suggests it might have been better stored as
numeric in the first place. Generally, when I find myself converting
factors to numeric or character class data, it means I've been using
factor() to recode data (which is not its intended purpose).
My 2 cents.
Cheers,
Josh
On Sat, Dec 11, 2010 at 2:48 PM, Tal Galili <tal.galili at gmail.com> wrote:
> Hello dear R-help mailing list,
>
> My question is *not* about how factors are implemented in R (which is, if I
> understand correctly, that factors keeps numbers and assign levels to them).
> My question *is* about why so many functions that work on factors don't
> treat them as characters by default?
>
> Here are two simple examples:
> Example one turning the characters inside a factor into numeric:
>
> x <- factor(4:6)
> as.numeric(x) # output: 1 2 3
> as.numeric(as.character(x)) # output: 4 5 6 # isn't this what we wanted?
>
>
> Example two, using strsplit on a factor:
>
> x <- factor(paste(letters[4:6], 4:6, sep="A"))
> strsplit(x, "A") # will result in an error: # Error in strsplit(x, "A") :
> non-character argument
> strsplit(as.character(x), "A") # will work and split
>
>
> So what is the reason this is the case?
> Is it that implementing a switch of factors to characters as the default in
> some of the basic function will cause old code to break?
> Is it a better design in some other way?
>
> I am curious to know the reason for this.
>
> Thank you for your reading,
> Tal
>
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--
Joshua Wiley
Ph.D. Student, Health Psychology
University of California, Los Angeles
http://www.joshuawiley.com/
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