gomez.multilocsplitplot | R Documentation |
Grain yield was measured at 3 locations with 2 reps per location. Within each rep, the main plot was 6 nitrogen fertilizer treatments and the sub plot was 2 rice varieties.
A data frame with 108 observations on the following 5 variables.
loc
location, 3 levels
nitro
nitrogen in kg/ha
rep
replicate, 2 levels
gen
genotype, 2 levels
yield
yield, kg/ha
Used with permission of Kwanchai Gomez.
Gomez, K.A. and Gomez, A.A.. 1984, Statistical Procedures for Agricultural Research. Wiley-Interscience. Page 339.
## Not run:
library(agridat)
data(gomez.multilocsplitplot)
dat <- gomez.multilocsplitplot
dat$nf <- factor(dat$nitro)
# Gomez figure 8.3
libs(lattice)
xyplot(yield~nitro, dat, group=loc, type=c('p','smooth'), auto.key=TRUE,
main="gomez.multilocsplitplot")
# AOV
# Be careful to use the right stratum, 'nf' appears in both strata.
# Still not quite the same as Gomez table 8.21
t1 <- terms(yield ~ loc * nf * gen + Error(loc:rep:nf),
"Error", keep.order=TRUE)
m1 <- aov(t1, data=dat)
summary(m1)
# F values are somewhat similar to Gomez Table 8.21
libs(lme4)
m2 <- lmer(yield ~ loc*nf*gen + (1|loc/rep/nf), dat)
anova(m2)
## Analysis of Variance Table
## Df Sum Sq Mean Sq F value
## loc 2 117942 58971 0.1525
## nf 5 72841432 14568286 37.6777
## gen 1 7557570 7557570 19.5460
## loc:nf 10 10137188 1013719 2.6218
## loc:gen 2 4270469 2135235 5.5223
## nf:gen 5 1501767 300353 0.7768
## loc:nf:gen 10 1502273 150227 0.3885
## End(Not run)
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.