[R] Create rows for columns in dataframe
arun
smartpink111 at yahoo.com
Wed Aug 14 16:39:19 CEST 2013
Hi,
I tried the second method on a bigger dataset. This is what I get,
indx<-rep(1:nrow(dat1),6e4)
dat2<- dat1[indx,]
system.time({
vec1<- paste(dat2[,1],dat2[,2],colnames(dat2)[2],sep=".")
res2<-reshape(dat2,idvar="newCol",varying=list(2:26),direction="long")
res3<-res2[order(res2[,4]),]
res4<- res3[res3[,3]!="",-4]
vec2<-paste(res4[,1],res4[,3],paste0("C",res4[,2]),sep=".")
res4$PRIMAIRY<-vec2%in%vec1
row.names(res4)<-1:nrow(res4)
res4$ID<- row.names(res4)
res4[,c(1,3)]<- lapply(res4[,c(1,3)],as.character)
res5<-res4[,c(5,1,3,4)]
colnames(res5)[3]<-"CODE"})
# user system elapsed
#144.672 2.072 147.034 #reshape() step is taking most of the time
dim(res5)
#[1] 2880000 4
#Comparing this to the first method on a smaller subset of dat2.
dat2New<- dat2[1:3e4,]
system.time({
res1<-do.call(rbind,lapply(seq_len(nrow(dat2New)),function(i) {x1<-as.character(unlist(dat2New[i,-1]));CODE<-x1[x1!=""];PRIMAIRY<-x1[x1!=""]==head(x1,1); DSYSRTKY=as.numeric(as.character(dat2[i,1]));data.frame(DSYSRTKY,CODE,PRIMAIRY,stringsAsFactors=FALSE) }))
res1$ID<- row.names(res1)
res2<-res1[,c(4,1:3)]
})
# user system elapsed
#166.452 15.752 182.643
nrow(dat2)-nrow(dat2New)
#[1] 330000
You might also try library(data.table). Should be faster..
A.K.
----- Original Message -----
From: Dark <info at software-solutions.nl>
To: r-help at r-project.org
Cc:
Sent: Wednesday, August 14, 2013 5:41 AM
Subject: Re: [R] Create rows for columns in dataframe
Hi A.K,
Thanks for your great help.
I'm now running your first suggestion on a 600.000 row sample after
verifying it works on a smaller sample.
It's now been running for 40 minutes.
Which method do you think will be faster?
Regards Derk
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