[R] Why F value and Pr are not show in summary() of an aov() result?
Sundar Dorai-Raj
sdorairaj at gmail.com
Sun Nov 22 16:48:08 CET 2009
It's hard to read your code, so I won't comment on your specific
example. So when all else fails read the documentation for
?summary.aov:
They have columns ‘"Df"’, ‘"Sum Sq"’, ‘"Mean
Sq"’, as well as ‘"F value"’ and ‘"Pr(>F)"’ if there are non-zero
residual degrees of freedom.
So if you do df.residual(afit), is it >0?
--sundar
On Sun, Nov 22, 2009 at 7:19 AM, Peng Yu <pengyu.ut at gmail.com> wrote:
> I have the following code. I'm wondering why summary() doesn't show F
> value and Pr?
>
> Rscript multi_factor.R
>> a=3
>> b=4
>> c=5
>> d=6
>> e=7
>>
>> A=1:a
>> B=1:b
>> C=1:c
>> D=1:d
>> E=1:e
>>
>> X=matrix(nr=a*b*c*d*e,nc=5)
>> colnames(X)=LETTERS[1:5]
>>
>> for(i_a in 1:a-1) {
> + for(i_b in 1:b-1) {
> + for(i_c in 1:c-1) {
> + for(i_d in 1:d-1) {
> + for(i_e in 1:e-1) {
> + X[(((i_a * b + i_b) * c + i_c) * d + i_d) * e + i_e + 1, ]
> = c(i_a+1, i_b+1, i_c+1, i_d+1, i_e+1)
> + }
> + }
> + }
> + }
> + }
>>
>> Y=matrix(nr=a*b*c*d*e,nc=1)
>> for(i in 1:(a*b*c*d*e)) {
> + fa=X[i,'A']
> + fb=X[i,'B']
> + fc=X[i,'C']
> + fd=X[i,'D']
> + fe=X[i,'E']
> +
> + Y[i,1]= fa +fb +fc +fe +fa*fb +fa*fc +fb*fc +fa*fe +fc*fe
> +fa*fb*fc +fa*fc*fe + rnorm(1)
> + }
>>
>> aframe = data.frame(
> + A=as.factor(X[,'A'])
> + , B=as.factor(X[,'B'])
> + , C=as.factor(X[,'C'])
> + , D=as.factor(X[,'D'])
> + , E=as.factor(X[,'E'])
> + ,Y)
>>
>> afit=aov(Y ~ A * B * C * D * E, aframe)
>>
>> summary(afit)
> Df Sum Sq Mean Sq
> A 2 1512240 756120
> B 3 453324 151108
> C 4 2549895 637474
> D 5 2 0.3693
> E 6 1451057 241843
> A:B 6 33875 5646
> A:C 8 189839 23730
> B:C 12 56024 4669
> A:D 10 7 1
> B:D 15 25 2
> C:D 20 18 1
> A:E 12 107574 8964
> B:E 18 21 1
> C:E 24 180413 7517
> D:E 30 16 1
> A:B:C 24 4167 174
> A:B:D 30 37 1
> A:C:D 40 42 1
> B:C:D 60 63 1
> A:B:E 36 30 1
> A:C:E 48 13298 277
> B:C:E 72 62 1
> A:D:E 60 79 1
> B:D:E 90 87 1
> C:D:E 120 122 1
> A:B:C:D 120 140 1
> A:B:C:E 144 131 1
> A:B:D:E 180 145 1
> A:C:D:E 240 225 1
> B:C:D:E 360 398 1
> A:B:C:D:E 720 713 1
>
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