[Rd] Suggestion to extend aggregate() to return multiple and/or named values
Mike Lawrence
Mike.Lawrence at DAL.CA
Fri Jul 13 19:46:01 CEST 2007
bugfix already :P prior version fails when there is only one factor
in Ind. This version also might be faster as I avoid using aggregate
to create the dummy frame.
agg=function(z,Ind,FUN,...){
FUN.out=by(z,Ind,FUN,...)
num.cells=length(FUN.out)
num.values=length(FUN.out[[1]])
for(i in 1:length(Ind)){
Ind[[i]]=unique(Ind[[i]])
}
temp=expand.grid(Ind)
for(i in 1:num.values){
temp$new=NA
n=names(FUN.out[[1]])[i]
names(temp)[length(temp)]=ifelse(!is.null(n),n,ifelse(i==1,'x',paste
('x',i,sep='')))
for(j in 1:num.cells){
temp[j,length(temp)]=FUN.out[[j]][i]
}
}
return(temp)
}
On 13-Jul-07, at 1:29 PM, Mike Lawrence wrote:
> Hi all,
>
> This is my first post to the developers list. As I understand it,
> aggregate() currently repeats a function across cells in a
> dataframe but is only able to handle functions with single value
> returns. Aggregate() also lacks the ability to retain the names
> given to the returned value. I've created an agg() function (pasted
> below) that is apparently backwards compatible (i.e. returns
> identical results as aggregate() if the function returns a single
> unnamed value), but is able to handle named and/or multiple return
> values. The code may be a little inefficient (there must be an
> easier way to set up the 'temp' data frame than to call aggregate
> and remove the final column), but I'm suggesting that something
> similar to this may be profitably used to replace aggregate entirely.
>
> #modified aggregate command, allowing for multiple/named output values
> agg=function(z,Ind,FUN,...){
> FUN.out=by(z,Ind,FUN,...)
> num.cells=length(FUN.out)
> num.dv=length(FUN.out[[1]])
>
> temp=aggregate(z,Ind,length) #dummy data frame
> temp=temp[,c(1:(length(temp)-1))] #remove last column from dummy
> frame
>
> for(i in 1:num.dv){
> temp=cbind(temp,NA)
> n=names(FUN.out[[1]])[i]
> names(temp)[length(temp)]=ifelse(!is.null(n),n,ifelse
> (i==1,'x',paste('x',i,sep='')))
> for(j in 1:num.cells){
> temp[j,length(temp)]=FUN.out[[j]][i]
> }
> }
> return(temp)
> }
>
> #create some factored data
> z=rnorm(100) # the DV
> A=rep(1:2,each=25,2) #one factor
> B=rep(1:2,each=50) #another factor
> Ind=list(A=A,B=B) #the factor list
>
> aggregate(z,Ind,mean) #show the means of each cell
> agg(z,Ind,mean) #should be identical to aggregate
>
> aggregate(z,Ind,summary) #returns an error
> agg(z,Ind,summary) #returns named columns
>
> #Make a function that returns multiple unnamed values
> summary2=function(x){
> s=summary(x)
> names(s)=NULL
> return(s)
> }
> agg(z,Ind,summary2) #returns multiple columns, default names
>
>
> --
> Mike Lawrence
> Graduate Student, Department of Psychology, Dalhousie University
>
> Website: http://memetic.ca
>
> Public calendar: http://icalx.com/public/informavore/Public
>
> "The road to wisdom? Well, it's plain and simple to express:
> Err and err and err again, but less and less and less."
> - Piet Hein
>
>
--
Mike Lawrence
Graduate Student, Department of Psychology, Dalhousie University
Website: http://memetic.ca
Public calendar: http://icalx.com/public/informavore/Public
"The road to wisdom? Well, it's plain and simple to express:
Err and err and err again, but less and less and less."
- Piet Hein
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