[R] unused factor levels in reshape
Thomas Lumley
tlumley at u.washington.edu
Wed Feb 22 18:09:28 CET 2006
On Wed, 22 Feb 2006, Daniel Farewell wrote:
> When reshaping a dataframe in which there are unused factor levels in
> the id variable, I get the following error:
>
> Error in if (!all(really.constant)) warning(gettextf("some constant variables (%s) are really varying", :
> missing value where TRUE/FALSE needed
Yes, I think it's a bug. Thanks for pointing it out.
-thomas
>
> For example,
>
>> df <- data.frame(i = factor(rep(1:5, each = 2)), t = factor(rep(1:2, 5)), x = rep(rbinom(5, 1, 0.5), each = 2), y = rpois(10, 10))
>
>> subdf <- subset(df, i %in% 1:3)
>
> defines a dataframe, and a subframe with some unused factor levels (i = 4, 5). Then
>
>> reshape(df, v.names = "y", timevar = "t", idvar = "i", direction = "wide")
> i x y.1 y.2
> 1 1 0 13 6
> 3 2 0 12 5
> 5 3 0 10 9
> 7 4 1 9 11
> 9 5 1 12 8
>
> works fine but
>
>> reshape(subdf, v.names = "y", timevar = "t", idvar = "i", direction = "wide")
> Error in if (!all(really.constant)) warning(gettextf("some constant variables (%s) are really varying", :
> missing value where TRUE/FALSE needed
>
> produces the error, which happens during the check to see if the variables assumed constant are constant. The problem is that reshape searches over all the levels of the id variable (i in this case) to see if the other variables (here x) are constant. But there is no x associated with i = 4, 5 in the smaller dataframe, so
>
>> tapply(subdf$x, subdf$i, function(x) length(unique(x)) == 1)
> 1 2 3 4 5
> TRUE TRUE TRUE NA NA
>
> produces some NAs. A slight change to the reshape code to work around this problem would be to use (the equivalent of)
>
>> tapply(subdf$x, subdf$i[, drop = TRUE], function(x) length(unique(x)) == 1)
> 1 2 3
> TRUE TRUE TRUE
>
> in the reshapeWide function within reshape, but perhaps there is a good reason not to do this?
>
> Daniel
>
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Thomas Lumley Assoc. Professor, Biostatistics
tlumley at u.washington.edu University of Washington, Seattle
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