CODEWITHSUNDEEP
rdataframetapply
LoveMeow
LoveMeow

Reputation: 1181

R function which.max with tapply

I am trying to make a data frame with the maximum over records by a factor. I would like a data frame with 4 rows (one for each G) with the max for X in that group and the corresponding Y value. I know I could write a loop but would rather not.

Data<-data.frame(X=rnorm(200), Y=rnorm(200), G=rep(c(1,2,3,4), each=50))
XMax<-tapply(Data$X, Data$G, function(x){max(x, na.rm=T)})
WhichXMax<-tapply(Data$X, Data$G, function(x){which.max(x)})

The which.max function returns the row number after the data has been subsetted by the tapply factor, where I really want the row number referencing the Data rows. So I could do something like;

YMax<-Data$Y[Which]
MaxData<-data.frame(XMax=XMax, YMax=YMax, G=levels(Data$G))

Upvotes: 4

Views: 2577

Answers (3)

ExperimenteR
ExperimenteR

Reputation: 4473

library(dplyr)
Data %>% 
    group_by(G) %>% 
    filter(X==max(X))

If you don't want to include ties, then

Data %>%
    group_by(G) %>%
    arrange(desc(X)) %>%
    slice(1)

Upvotes: 7

user227710
user227710

Reputation: 3194

  library(data.table)
  set.seed(1)
  Data<-data.frame(X=rnorm(200), Y=rnorm(200), G=rep(c(1,2,3,4), each=50))
  setDT(Data)[,list(X=max(X),Y=Y[which.max(X)]),by=G]
   G        X          Y
1: 1 1.595281 -0.3309078
2: 2 2.401618  0.9510128
3: 3 2.087167  0.9160193
4: 4 2.307978 -0.3887222

Upvotes: 5

thelatemail
thelatemail

Reputation: 93813

You can use by and reference the rownames of the row returned by which.max:

Data[by(Data, Data$G, function(dat) rownames(dat)[which.max(dat$X)] ),]

#           X          Y G
#4   1.595281 -0.3309078 1
#61  2.401618  0.9510128 2
#147 2.087167  0.9160193 3
#171 2.307978 -0.3887222 4

(This assumes set.seed(1) for reproducibility's sake)

Upvotes: 6

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