[R] problem (and solution) to rle on vector with NA values
Nick Sabbe
nick.sabbe at ugent.be
Thu Jun 23 16:59:10 CEST 2011
Hello Cormac.
Not having thoroughly checked whether your code actually works, the behavior
of rle you describe is the one documented (check the details of ?rle) and
makes sense as the missingness could have different reasons.
As such, changing this type of behavior would probably break a lot of
existing code that is built on top of rle.
There are other peculiarities and disputabilities about some base R
functions (the order of the arguments for sample trips me every time), but
unless the argument is really strong or a downright bug, I doubt people will
be willing to change this. Perhaps making the new behavior optional (through
a new parameter na.action or similar, with the default the original
behavior) is an option?
Feel free to run your own version of rle in any case. I suggest you rename
it, though, as it may cause problems for some packages.
Nick Sabbe
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> -----Original Message-----
> From: r-help-bounces at r-project.org [mailto:r-help-bounces at r-
> project.org] On Behalf Of Cormac Long
> Sent: donderdag 23 juni 2011 15:44
> To: r-help at r-project.org
> Subject: [R] problem (and solution) to rle on vector with NA values
>
> Hello there R-help,
>
> I'm not sure if this should be posted here - so apologies if this is
> the case.
> I've found a problem while using rle and am proposing a solution to the
> issue.
>
> Description:
> I ran into a niggle with rle today when working with vectors with NA
> values
> (using R 2.31.0 on Windows 7 x64). It transpires that a run of NA
> values
> is not encoded in the same way as a run of other values. See the
> following
> example as an illustration:
>
> Example:
> The example
> rv<-c(1,1,NA,NA,3,3,3);rle(rv)
> Returns
> Run Length Encoding
> lengths: int [1:4] 2 1 1 3
> values : num [1:4] 1 NA NA 3
> not
> Run Length Encoding
> lengths: int [1:3] 2 2 3
> values : num [1:3] 1 NA 3
> as I expected. This caused my code to fail later (unsurprising).
>
> Analysis:
> The problem stems from the test
> y <- x[-1L] != x[-n]
> in line 7 of the rle function body. In this test, NA values return
> logical NA
> values, not TRUE/FALSE (again, unsurprising).
>
> Resolution:
> I modified the rle function code as included below. As far as I tested,
> this
> modification appears safe. The convoluted construction of naMaskVal
> should guarantee that the NA masking value is always different from
> any value in the vector and should be safe regardless of the input
> vector
> form (a raw vector is not handled since the NA values do not apply
> here).
>
> rle<-function (x)
> {
> if (!is.vector(x) && !is.list(x))
> stop("'x' must be an atomic vector")
> n <- length(x)
> if (n == 0L)
> return(structure(list(lengths = integer(), values = x),
> class = "rle"))
>
> #### BEGIN NEW SECTION PART 1 ####
> naRepFlag<-F
> if(any(is.na(x))){
> naRepFlag<-T
> IS_LOGIC<-ifelse(typeof(x)=="logical",T,F)
>
> if(typeof(x)=="logical"){
> x<-as.integer(x)
> naMaskVal<-2
> }else if(typeof(x)=="character"){
> naMaskVal<-
> paste(sample(c(letters,LETTERS,0:9),32,replace=T),collapse="")
> }else{
> naMaskVal<-max(0,abs(x[!is.infinite(x)]),na.rm=T)+1
> }
>
> x[which(is.na(x))]<-naMaskVal
> }
> #### END NEW SECTION PART 1 ####
>
> y <- x[-1L] != x[-n]
> i <- c(which(y), n)
>
> #### BEGIN NEW SECTION PART 2 ####
> if(naRepFlag)
> x[which(x==naMaskVal)]<-NA
>
> if(IS_LOGIC)
> x<-as.logical(x)
> #### END NEW SECTION PART 2 ####
>
> structure(list(lengths = diff(c(0L, i)), values = x[i]),
> class = "rle")
> }
>
> Conclusion:
> I think that the proposed code modification is an improvement on the
> existing
> implementation of rle. Is it impertinent to suggest this R-modification
> to the
> gurus at R?
>
> Best wishes (in flame-war trepidation),
> Dr. Cormac Long.
>
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