[R] Learning ANOVA
Liaw, Andy
andy_liaw at merck.com
Mon Aug 16 14:22:33 CEST 2010
From: Stephen Liu
>
> Hi JesperHybel,
>
> Thanks for your advice.
>
> >If you're trying to follow the youtube video you have a
> typing mistake here:
>
> >InsectSprays.aov <-(test01$count ~ test01$spray)
>
> >I think this should be:
>
> >InsectSprays.aov <-aov(test01$count ~ test01$spray)
>
>
> Your advice works for me. Sorry I missed "aov" before(test01$count ~
> test01$spray)
I just want to offer another point: If you see any
tutorial/document/book advising you to use model formula as above; e.g.,
anything like
df$var1 ~ df$var2 + df$var3
Just run away from it as fast as you can, and try to wipe it from your
memory. That's about the worst way to use a model formula, and very
likely to give you what may seem to be strange problems down the road.
Well-written model fitting functions should be called like this:
modelfn(var1 ~ var2 + var3, data=df, ...)
Andy
> > InsectSprays.aov <- aov(test01$count ~ test01$spray)
> > summary(InsectSprays.aov)
> Df Sum Sq Mean Sq F value Pr(>F)
> test01$spray 5 2668.8 533.77 34.702 < 2.2e-16 ***
> Residuals 66 1015.2 15.38
> ---
> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
>
>
> > TukeyHSD(InsectSprays.aov)
> Tukey multiple comparisons of means
> 95% family-wise confidence level
>
> Fit: aov(formula = test01$count ~ test01$spray)
>
> $`test01$spray`
> diff lwr upr p adj
> B-A 0.8333333 -3.866075 5.532742 0.9951810
> C-A -12.4166667 -17.116075 -7.717258 0.0000000
> D-A -9.5833333 -14.282742 -4.883925 0.0000014
> E-A -11.0000000 -15.699409 -6.300591 0.0000000
> F-A 2.1666667 -2.532742 6.866075 0.7542147
> C-B -13.2500000 -17.949409 -8.550591 0.0000000
> D-B -10.4166667 -15.116075 -5.717258 0.0000002
> E-B -11.8333333 -16.532742 -7.133925 0.0000000
> F-B 1.3333333 -3.366075 6.032742 0.9603075
> D-C 2.8333333 -1.866075 7.532742 0.4920707
> E-C 1.4166667 -3.282742 6.116075 0.9488669
> F-C 14.5833333 9.883925 19.282742 0.0000000
> E-D -1.4166667 -6.116075 3.282742 0.9488669
> F-D 11.7500000 7.050591 16.449409 0.0000000
> F-E 13.1666667 8.467258 17.866075 0.0000000
>
>
> I made a comparison of my result with "example(InsectSprays).
> They looks the
> same.
>
> I also compared "plot(InsectSprays.aov)".
>
>
> A further question how to plot 4 graphs simultaneously?
> Instead of reading
> them, individually. I read ?plot but unable to resolve.
>
> Also how to save InsectSprays.aov? I think I can only save it as
> InsectSprays.csv. I can't find "write.aov" command.
>
>
> Thanks
>
>
> TIA
>
> B.R.
> satimis
>
>
>
>
>
>
> ----- Original Message ----
> From: JesperHybel <jesperhybel at hotmail.com>
> To: r-help at r-project.org
> Sent: Sat, August 14, 2010 2:09:48 AM
> Subject: Re: [R] Learning ANOVA
>
>
> If you're trying to follow the youtube video you have a
> typing mistake here:
>
> InsectSprays.aov <-(test01$count ~ test01$spray)
>
> I think this should be:
>
> InsectSprays.aov <-aov(test01$count ~ test01$spray)
>
>
> youre missing the functioncall "aov" on the right hand side of the
> assignment operator '<-'.
>
> the results of the application of function aov() is stored in
> InsectSprays.aov and is accessed through
>
> summary(InsectSprays.aov)
>
> since you missed the functioncall you cannot apply TukeyHSD() to
> InsectSprays.aov
>
> I think
> --
> View this message in context:
> http://r.789695.n4.nabble.com/Learning-ANOVA-tp2323660p2324590.html
> Sent from the R help mailing list archive at Nabble.com.
>
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>
>
>
>
> ______________________________________________
> R-help at r-project.org mailing list
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> PLEASE do read the posting guide
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> and provide commented, minimal, self-contained, reproducible code.
>
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