[R] How to average subgroups in a dataframe? (not sure how to apply aggregate(..))
Benilton Carvalho
bcarvalh at jhsph.edu
Wed Oct 21 14:13:49 CEST 2009
aves = aggregate(df1$score, by=list(col1=df1$col1, col2=df1$col2), mean)
results = merge(df1, aves)
b
On Oct 21, 2009, at 9:03 AM, Tony Breyal wrote:
> Dear all,
>
> Lets say I have the following data frame:
>
>> set.seed(1)
>> col1 <- c(rep('happy',9), rep('sad', 9))
>> col2 <- rep(c(rep('alpha', 3), rep('beta', 3), rep('gamma', 3)),2)
>> dates <- as.Date(rep(c('2009-10-13', '2009-10-14', '2009-10-15'),6))
>> score=rnorm(18, 10, 3)
>> df1<-data.frame(col1=col1, col2=col2, Date=dates, score=score)
>
> col1 col2 Date score
> 1 happy alpha 2009-10-13 8.120639
> 2 happy alpha 2009-10-14 10.550930
> 3 happy alpha 2009-10-15 7.493114
> 4 happy beta 2009-10-13 14.785842
> 5 happy beta 2009-10-14 10.988523
> 6 happy beta 2009-10-15 7.538595
> 7 happy gamma 2009-10-13 11.462287
> 8 happy gamma 2009-10-14 12.214974
> 9 happy gamma 2009-10-15 11.727344
> 10 sad alpha 2009-10-13 9.083835
> 11 sad alpha 2009-10-14 14.535344
> 12 sad alpha 2009-10-15 11.169530
> 13 sad beta 2009-10-13 8.136278
> 14 sad beta 2009-10-14 3.355900
> 15 sad beta 2009-10-15 13.374793
> 16 sad gamma 2009-10-13 9.865199
> 17 sad gamma 2009-10-14 9.951429
> 18 sad gamma 2009-10-15 12.831509
>
>
> Is it possible to get the following, whereby I am averaging the values
> within each group of values in col2:
>
> col1 col2 Date score Average
> 1 happy alpha 13/10/2009 8.120639 8.721561
> 2 happy alpha 14/10/2009 10.550930 8.721561
> 3 happy alpha 15/10/2009 7.493114 8.721561
> 4 happy beta 13/10/2009 14.785842 11.104320
> 5 happy beta 14/10/2009 10.988523 11.104320
> 6 happy beta 15/10/2009 7.538595 11.104320
> 7 happy gamma 13/10/2009 11.462287 11.801535
> 8 happy gamma 14/10/2009 12.214974 11.801535
> 9 happy gamma 15/10/2009 11.727344 11.801535
> 10 sad alpha 13/10/2009 9.083835 11.596236
> 11 sad alpha 14/10/2009 14.535344 11.596236
> 12 sad alpha 15/10/2009 11.169530 11.596236
> 13 sad beta 13/10/2009 8.136278 8.288990
> 14 sad beta 14/10/2009 3.355900 8.288990
> 15 sad beta 15/10/2009 13.374793 8.288990
> 16 sad gamma 13/10/2009 9.865199 10.882712
> 17 sad gamma 14/10/2009 9.951429 10.882712
> 18 sad gamma 15/10/2009 12.831509 10.882712
>
>
> My feeling is that I should be using the ?aggregate is some fashion
> but can't see how to do it. Or possibly there's another function i
> should be using?
>
> Thanks in advance,
> Tony
>
> O/S: Windows Vista Ultimate
>> sessionInfo()
> R version 2.9.2 (2009-08-24)
> i386-pc-mingw32
>
> locale:
> LC_COLLATE=English_United Kingdom.1252;LC_CTYPE=English_United
> Kingdom.
> 1252;LC_MONETARY=English_United Kingdom.
> 1252;LC_NUMERIC=C;LC_TIME=English_United Kingdom.1252
>
> attached base packages:
> [1] stats graphics grDevices utils datasets methods
> base
>
> ______________________________________________
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> PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
> and provide commented, minimal, self-contained, reproducible code.
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