[R] Passing data to aov
David Winsemius
dwinsemius at comcast.net
Thu Aug 26 16:14:01 CEST 2010
On Aug 26, 2010, at 8:47 AM, Bryan Hanson wrote:
> Hello Again Gurus and Lurkers:
>
> I’m trying to build a very user-friendly function which does aov
> without
> having the user type in a formula (which would be tedious in this
> case).
> The idea is to take the response from a PCA score matrix, and the
> factors
> from a list. A simple example is the function given below, along
> with test
> data and a sample call to the function.
>
> I'm certainly having trouble understanding the proper ways to work
> with
> formulas and related items, but I think what I do in the function
> should
> work (it's built on ideas dug out of the archives). However, when
> the data
> is passed to aov (directly or via manova), something in the bowels
> of aov
> complains with the following error:
>
> Error in model.frame.default(formula = form, drop.unused.levels =
> TRUE) :
> object is not a matrix
Actually I got a different error (also on a Mac. but with a version
that is two month later than yours and with quite a smaller number of
packages loaded):
> hypTestScores(mylist = td2, score.matrix = td1,
+ fac = c("f1", "f2"))
Error in eval(expr, envir, enclos) : object 'scores' not found
Which went away if I removed the "env=" argument. My guess is that you
were telling manova to look further up the lexical tree than it should
have (or that attach() operation messed up the environment somehow):
> hypTestScores(mylist = td2, score.matrix = td1,
+ fac = c("f1", "f2"))
Df Pillai approx F num Df den Df Pr(>F)
f1 1 0.31663 0.61777 3 4 0.6392
f2 1 0.36652 0.77145 3 4 0.5673
f1:f2 1 0.15687 0.24808 3 4 0.8593
Residuals 6
> detach("mylist") # needed if there is an error
Error in detach("mylist") : invalid 'name' argument
You might want to do inside the function something like
res =try( your function )
if (res="try-error") {stop() } else{
<process>}
>
> To me, the formula looks legitimate, and the variables in the
> formula are
> all in the environment (I think: The way I am doing this is
> basically that
> described in ?summary.manova where only a formula is passed, no data
> argument). Based upon reading the archives, the problem might arise
> with
> one of the deparse statements in aov, but I can't resolve it. It
> might also
> be one of scoping/environment, but again, this is only an idea.
>
> TIA for any assistance. Bryan
> *************
> Bryan Hanson
> Professor of Chemistry & Biochemistry
> DePauw University, Greencastle IN USA
>
>
> hypTestScores <-
> function(mylist, score.matrix, pcs = 1:3, fac = NULL, ...) {
>
> scores <- score.matrix[,pcs]
> # str(scores) # looks correct to me
> form <- as.formula(paste("scores", "~", paste(fac, collapse =
> "*")),
> env = parent.frame())
> # str(form) # looks correct to me
> attach(mylist)
> if (length(pcs) > 1) out <- manova(formula = form, ...)
> if (length(pcs) == 1) out <- aov(formula = form, ...)
> print(summary(out))
> detach(mylist)
> invisible(out)
> }
>
> # test data
> td1 <- matrix(rnorm(50), ncol = 5) # like PCA scores
> td2 <- list(
> f1 = as.factor(sample(c("A", "B"), 10, replace = TRUE)),
> f2 = as.factor(sample(c("C", "D"), 10, replace = TRUE)))
>
> # test call
> hypTestScores(mylist = td2, score.matrix = td1,
> fac = c("f1", "f2"))
> detach("mylist") # needed if there is an error
>
>> sessionInfo()
> R version 2.11.0 (2010-04-22)
> x86_64-apple-darwin9.8.0
>
> locale:
> [1] en_US.UTF-8/en_US.UTF-8/C/C/en_US.UTF-8/en_US.UTF-8
>
> attached base packages:
> [1] datasets tools grid graphics grDevices utils stats
> [8] methods base
>
> other attached packages:
> [1] faraway_1.0.4 GGally_0.2 xtable_1.5-6
> [4] mvbutils_2.5.1 ggplot2_0.8.8 proto_0.3-8
> [7] reshape_0.8.3 ChemoSpec_1.45 R.utils_1.4.0
> [10] R.oo_1.7.2 R.methodsS3_1.2.0 rgl_0.91
> [13] lattice_0.18-5 mvoutlier_1.4 plyr_1.0.3
> [16] RColorBrewer_1.0-2 chemometrics_0.8 som_0.3-5
> [19] robustbase_0.5-0-1 rpart_3.1-46 pls_2.1-0
> [22] pcaPP_1.8-1 mvtnorm_0.9-9 nnet_7.3-1
> [25] mclust_3.4.4 MASS_7.3-5 lars_0.9-7
> [28] e1071_1.5-23 class_7.3-2
>
> ______________________________________________
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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.
David Winsemius, MD
West Hartford, CT
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