[R] How to obtain the coefficients from a summary of aov ?
David Winsemius
dwinsemius at comcast.net
Wed Apr 21 15:20:20 CEST 2010
On Apr 21, 2010, at 8:37 AM, Andrea Bernasconi DG wrote:
> Dear Madame, Dear Sir,
>
> I am able to obtain the coefficients from a 'summary' of 'lm', but
> NOT from a 'summary' of 'aov'.
> The following example shows my steps.
>
> ## Initialize
> rm(list = ls()) # remove (almost) everything in the working
> environment
@#$%^&*() DON'T DO THAT.... luckily I left off the "l" when I copied
and pasted but otherwise this would have trashed my workspace.
> utils::data(npk, package="MASS") # get data
> model <- yield ~ block + N*P*K
>
> ## Using lm
> npk.lm <- lm(model, npk)
> ( s.npk.lm <- summary(npk.lm) )
>
> ...
> Estimate Std. Error t value Pr(>|t|)
> (Intercept) 54.8750 0.8021 68.415 < 2e-16 ***
> block1 1.7125 1.3893 1.233 0.24131
> block2 1.6792 0.8021 2.093 0.05822 .
> block3 -1.8229 0.5672 -3.214 0.00744 **
> ...
>
> s.npk.lm$coef["block1","Pr(>|t|)"] # this works
> [1] 0.2413061
>
> ## Using aov
> npk.aov <- aov(model, npk)
str(npk.aov)
> npk.aov$coefficients
(Intercept) block2 block3 block4 block5
block6 N1
51.8250000 3.4250000 6.7500000 -3.9000000 -3.5000000
2.3250000 9.8500000
P1 K1 N1:P1 N1:K1 P1:K1 N1:P1:K1
0.4166667 -1.9166667 -3.7666667 -4.7000000 0.5666667 NA
Or reading the help pages one might have tried, although I will admit
that the differences in parametrization confounded my efforts at
describing a linear combination of those results to create the simpler
result offered above:
?model.tables
> model.tables(npk.aov, "effects")
Tables of effects
block
block
1 2 3 4 5 6
-0.850 2.575 5.900 -4.750 -4.350 1.475
N
N
0 1
-2.8083 2.8083
P
P
0 1
0.5917 -0.5917
K
K
0 1
1.9917 -1.9917
N:P
P
N 0 1
0 -0.9417 0.9417
1 0.9417 -0.9417
N:K
K
N 0 1
0 -1.175 1.175
1 1.175 -1.175
P:K
K
P 0 1
0 0.14167 -0.14167
1 -0.14167 0.14167
>
> ( s.npk.aov <- summary(npk.aov) )
>
> ...
> Df Sum Sq Mean Sq F value Pr(>F)
> block 5 343.29 68.659 4.4467 0.015939 *
> N 1 189.28 189.282 12.2587 0.004372 **
> P 1 8.40 8.402 0.5441 0.474904
> ...
>
> s.npk.aov$coef["block","Pr(>F)"] # this does NOT works
>
> ...
> NULL
> ...
>
> How to obtain the coefficients from a 'summary' of 'aov' ?
>
> In advance, I thank you very much for your eventual answer.
>
> Sincerely, Andrea Bernasconi
>
> mobile: +41 79 621 74 07
> URL: http://web.me.com/andrea.bernasconi.dg/Andrea_Bernasconi_DG_home_page/HOME.html
>
> ______________________________________________
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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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