[R] problem using do.call and substitute for predict.glm using poly()
Gavin Simpson
gavin.simpson at ucl.ac.uk
Mon Oct 27 16:37:50 CET 2003
Hi
I am having a particular problem with some glm models I am running. I
have been adapting code from Bill Venables 'Programmers niche' in RNews
Vol 2/2 to fit ca. 1000 glm models to a combination of species 0/1 data
(as Y) and related physicochemical data (X), to automate the process of
fitting this many models. I have successfully managed to fit all the
models and have stored the results in a list, each list has 47 main
'branches' (one for each species) and each branch has 23 'leaves' that
each contain a glm object
But R throws up the following error:
Error in poly(Alk1, degree = 2, coefs = structure(list(alpha =
c(37.7515662650602, :
Object "Alk1" not found
When trying to evaluate the following code:
pAsgn <- paste("predList[[i]][[n]] <- try(predict(resList$Y$X, newdata
= data.frame(X = predData$X), type = 'response', se = TRUE))")
pAsgn <- parse(text = pAsgn)[[1]]
for (i in namY) {
for (n in namX) {
TAsgn <- do.call("substitute", list(pAsgn, list(n = n, i
= i, X = as.name(n), Y = as.name(i))))
eval(TAsgn)
}
}
Alk1 is used above as an example, all 23 predictors are 'not found'
depending on which part of the loop I'm in. Investigation of the
predList object after this has run shows for example:
$Unk.nown$NCR
[1] "Error in poly(NCR, degree = 2, coefs = structure(list(alpha =
c(218.156626506024, : \n Object \"NCR\" not found\n"
attr(,"class")
[1] "try-error"
pAsgn contains a parsed R expression:
predList[[i]][[n]] <- try(predict(resList$Y$X, newdata =
data.frame(X = predData$X), type = "response", se = TRUE))
I think I have narrowed the problem down to the fact that the first X in
newdata = data.frame(X = predData$X)... is not being substitute with the
variable in question, where as all the other X and Y's are being
substituted:
(n and i would be supplied by for loops (see above) so I have
substituted two values below as if they had been in the loop)
> do.call("substitute", list(pAsgn, list(n = namX[1], i =
namY[1], X = as.name(n), Y = as.name(i))))
predList[["Acr.harp"]][["Alk1"]] <- try(predict(resList$Unk.nown$NCR,
newdata = data.frame(X = predData$NCR), type = "response",
se = TRUE)) ^^^^^^ problem here
If i supply the values I want for one of the runs, such as:
> predList[[1]][[1]] <- try(predict(resList$Acr.harp$Alk1, newdata =
data.frame(Alk1 = predData$Alk1), type = "response", se = TRUE))
Then this works, so the question is, how to I get X to be substituted in
the above call? Perhaps this is not the cause of the error, so if anyone
else has other suggestions.
Thank you for help.
Gav
ps: version
platform i386-pc-mingw32
arch i386
os mingw32
system i386, mingw32
status
major 1
minor 8.0
year 2003
month 10
day 08
language R
--
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Gavin Simpson [T] +44 (0)20 7679 5522
ENSIS Research Fellow [F] +44 (0)20 7679 7565
ENSIS Ltd. & ECRC [E] gavin.simpson at ucl.ac.uk
UCL Department of Geography [W] http://www.ucl.ac.uk/~ucfagls/cv/
26 Bedford Way [W] http://www.ucl.ac.uk/~ucfagls/
London. WC1H 0AP.
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