[R] re shaping a data frame with multiple IDs
Christian Pilger
christian.pilger at gmx.net
Sun Mar 8 15:25:09 CET 2009
Dear R-experts,
I have the following "long" data frame:
ID <-
c("ID001","ID001","ID001","ID001","ID001","ID001","ID001","ID001","ID001","ID001","ID001","ID002","ID002","ID002","ID002","ID002","ID002","ID002")
Var <-
c("Var001","Var001","Var001","Var001","Var001","Var002","Var002","Var002","Var002","Var002","Var002","Var001","Var001","Var001","Var001","Var002","Var002","Var002")
Dose <-
c("100","100","80","80","50","100","100","100","80","50","25","100","100","80","50","100","80","50")
Response <-
c("90%","15%","90%","90%","90%","100%","100%","90%","100%","100%","70%","90%","15%","90%","90%","100%","100%","100%")
DF <- data.frame(ID,Var,Dose,Response)
DF
ID Var Dose Response
1 ID001 Var001 100 90%
2 ID001 Var001 100 15%
3 ID001 Var001 80 90%
4 ID001 Var001 80 90%
5 ID001 Var001 50 90%
6 ID001 Var002 100 100%
7 ID001 Var002 100 100%
8 ID001 Var002 100 90%
9 ID001 Var002 80 100%
10 ID001 Var002 50 100%
11 ID001 Var002 25 70%
12 ID002 Var001 100 90%
13 ID002 Var001 100 15%
14 ID002 Var001 80 90%
15 ID002 Var001 50 90%
16 ID002 Var002 100 100%
17 ID002 Var002 80 100%
18 ID002 Var002 50 100%
>From this I wish to generate a "wide" data frame (note: repetitions at
identical "Dose" are given indepently for each "ID"):
ID Dose Var001.Response Var002.Response
ID001 100 90% 100%
ID001 100 15% 100%
ID001 100 NA 90%
ID001 80 90% 100%
ID001 80 90% NA
ID001 50 90% 100%
ID001 25 NA 70%
ID002 100 90% 100%
ID002 100 15% NA
ID002 80 90% 100%
ID002 50 90% 100%
I tried
reshape(DF, timevar="Var", idvar=c("ID", "Dose"), direction="wide")
and obtained:
ID Dose Response.Var001 Response.Var002
1 ID001 100 90% 100%
3 ID001 80 90% 100%
5 ID001 50 90% 100%
11 ID001 25 <NA> 70%
12 ID002 100 90% 100%
14 ID002 80 90% 100%
15 ID002 50 90% 100%
This table is close to what I need, but it lacks entries if more than one
"Response" exists for a given "Dose".
Where is my mistake?
Best wishes
Christian
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