Análise de VCU de arroz
##-----------------------------------------------------------------------------
## Definições da sessão.
## Lista de pacotes a serem usados na sessão.
pkg <- c("lattice", "latticeExtra", "doBy", "multcomp", "lme4", "plyr",
"gridExtra", "aod", "wzRfun")
sapply(pkg, require, character.only=TRUE)
## lattice latticeExtra doBy multcomp lme4 plyr
## TRUE TRUE TRUE TRUE TRUE TRUE
## gridExtra aod wzRfun
## TRUE TRUE TRUE
#source("http://dl.dropboxusercontent.com/u/48140237/apc.R")
#source("http://dl.dropboxusercontent.com/u/48140237/equallevels.R")
#source("http://dl.dropboxusercontent.com/u/48140237/desdobrglht.R")
sessionInfo()
## R version 3.1.1 (2014-07-10)
## Platform: x86_64-pc-linux-gnu (64-bit)
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C LC_TIME=pt_BR.UTF-8
## [4] LC_COLLATE=en_US.UTF-8 LC_MONETARY=pt_BR.UTF-8 LC_MESSAGES=en_US.UTF-8
## [7] LC_PAPER=pt_BR.UTF-8 LC_NAME=C LC_ADDRESS=C
## [10] LC_TELEPHONE=C LC_MEASUREMENT=pt_BR.UTF-8 LC_IDENTIFICATION=C
##
## attached base packages:
## [1] grid methods splines stats graphics grDevices utils datasets
## [9] base
##
## other attached packages:
## [1] wzRfun_0.2 aod_1.3 gridExtra_0.9.1 plyr_1.8.1
## [5] lme4_1.1-6 Rcpp_0.11.2 Matrix_1.1-4 multcomp_1.3-3
## [9] TH.data_1.0-3 mvtnorm_0.9-9997 doBy_4.5-10 MASS_7.3-34
## [13] survival_2.37-7 latticeExtra_0.6-26 RColorBrewer_1.0-5 lattice_0.20-29
## [17] knitr_1.6
##
## loaded via a namespace (and not attached):
## [1] evaluate_0.5.5 formatR_0.10 minqa_1.2.3 nlme_3.1-117
## [5] RcppEigen_0.3.2.0.2 sandwich_2.3-0 stringr_0.6.2 tools_3.1.1
## [9] zoo_1.7-10
trellis.device(color=FALSE)
##-----------------------------------------------------------------------------
## Leitura dos dados.
da <- read.table("http://www.leg.ufpr.br/~walmes/cursoR/cnpaf2/VCU0910.csv",
header=TRUE, sep=";")
str(da)
## 'data.frame': 1244 obs. of 9 variables:
## $ par : int 101 102 103 104 105 106 107 108 109 110 ...
## $ rep : int 1 1 1 1 1 1 1 1 1 1 ...
## $ bl : int 1 1 1 1 1 1 1 1 1 1 ...
## $ trat : int 16 9 5 13 15 17 14 10 3 12 ...
## $ cult : Factor w/ 17 levels "AB062008","AB062037",..: 16 2 9 6 12 17 7 3 13 5 ...
## $ prod : int 1193 1287 1007 1320 1327 1320 1287 1260 1213 1167 ...
## $ ensaio: Factor w/ 19 levels "EA09VCU006","EA09VCU008",..: 8 8 8 8 8 8 8 8 8 8 ...
## $ estado: Factor w/ 7 levels "GO","MA","MT",..: 3 3 3 3 3 3 3 3 3 3 ...
## $ local : Factor w/ 18 levels "ALTAMIRA","ANAPOLIS",..: 15 15 15 15 15 15 15 15 15 15 ...
##-----------------------------------------------------------------------------
## Editar.
da <- transform(da,
bl=factor(bl),
blin=interaction(bl, ensaio, drop=TRUE))
str(da)
## 'data.frame': 1244 obs. of 10 variables:
## $ par : int 101 102 103 104 105 106 107 108 109 110 ...
## $ rep : int 1 1 1 1 1 1 1 1 1 1 ...
## $ bl : Factor w/ 4 levels "1","2","3","4": 1 1 1 1 1 1 1 1 1 1 ...
## $ trat : int 16 9 5 13 15 17 14 10 3 12 ...
## $ cult : Factor w/ 17 levels "AB062008","AB062037",..: 16 2 9 6 12 17 7 3 13 5 ...
## $ prod : int 1193 1287 1007 1320 1327 1320 1287 1260 1213 1167 ...
## $ ensaio: Factor w/ 19 levels "EA09VCU006","EA09VCU008",..: 8 8 8 8 8 8 8 8 8 8 ...
## $ estado: Factor w/ 7 levels "GO","MA","MT",..: 3 3 3 3 3 3 3 3 3 3 ...
## $ local : Factor w/ 18 levels "ALTAMIRA","ANAPOLIS",..: 15 15 15 15 15 15 15 15 15 15 ...
## $ blin : Factor w/ 76 levels "1.EA09VCU006",..: 29 29 29 29 29 29 29 29 29 29 ...
sum(is.na(da$prod))
## [1] 24
da <- na.omit(da)
str(da)
## 'data.frame': 1220 obs. of 10 variables:
## $ par : int 101 102 103 104 105 106 107 108 109 110 ...
## $ rep : int 1 1 1 1 1 1 1 1 1 1 ...
## $ bl : Factor w/ 4 levels "1","2","3","4": 1 1 1 1 1 1 1 1 1 1 ...
## $ trat : int 16 9 5 13 15 17 14 10 3 12 ...
## $ cult : Factor w/ 17 levels "AB062008","AB062037",..: 16 2 9 6 12 17 7 3 13 5 ...
## $ prod : int 1193 1287 1007 1320 1327 1320 1287 1260 1213 1167 ...
## $ ensaio: Factor w/ 19 levels "EA09VCU006","EA09VCU008",..: 8 8 8 8 8 8 8 8 8 8 ...
## $ estado: Factor w/ 7 levels "GO","MA","MT",..: 3 3 3 3 3 3 3 3 3 3 ...
## $ local : Factor w/ 18 levels "ALTAMIRA","ANAPOLIS",..: 15 15 15 15 15 15 15 15 15 15 ...
## $ blin : Factor w/ 76 levels "1.EA09VCU006",..: 29 29 29 29 29 29 29 29 29 29 ...
## - attr(*, "na.action")=Class 'omit' Named int [1:24] 143 484 490 493 502 517 522 523 528 752 ...
## .. ..- attr(*, "names")= chr [1:24] "143" "484" "490" "493" ...
## Nos níveis dos fatores não pode ter nome com traço, dá problema na
## cld(). Trocar por espaço.
levels(da$cult) <- gsub("-", " ", levels(da$cult))
levels(da$cult)
## [1] "AB062008" "AB062037" "AB062041"
## [4] "AB062045" "AB062048" "AB062104"
## [7] "AB062138" "BRA052023" "BRA052033"
## [10] "BRA052034" "BRA052045" "BRSGO_Serra Dourada"
## [13] "BRSMG_Curinga" "BRS_Primavera" "BRS_Sertaneja"
## [16] "CMG_1152" "H1"
levels(da$ensaio)
## [1] "EA09VCU006" "EA09VCU008" "EA09VCU009" "EA09VCU017" "EA09VCU018" "EA09VCU022"
## [7] "EA09VCU023" "EA09VCU025" "EA09VCU026" "EA09VCU029" "EA09VCU030" "EA09VCU031"
## [13] "EA09VCU036" "EA09VCU037" "EA09VCU038" "EA09VCU039" "EA09VCU040" "EA09VCU050"
## [19] "EA09VCU056"
##-----------------------------------------------------------------------------
## Layout.
x <- xtabs(~ensaio+cult, data=da)
## dimnames(x) <- NULL
mosaicplot(x, off=10, las=4)
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)
x
## cult
## ensaio AB062008 AB062037 AB062041 AB062045 AB062048 AB062104 AB062138 BRA052023
## EA09VCU006 3 4 4 4 3 2 4 4
## EA09VCU008 4 4 4 4 4 4 4 4
## EA09VCU009 4 4 4 4 4 4 4 4
## EA09VCU017 4 4 4 4 4 4 4 4
## EA09VCU018 3 4 4 3 3 3 4 4
## EA09VCU022 4 4 4 4 4 4 4 4
## EA09VCU023 4 4 4 4 4 4 4 4
## EA09VCU025 4 4 4 4 4 4 4 4
## EA09VCU026 4 4 4 4 4 4 4 4
## EA09VCU029 4 4 4 4 4 4 4 4
## EA09VCU030 4 4 4 4 4 4 4 4
## EA09VCU031 4 4 4 4 4 4 4 4
## EA09VCU036 3 4 4 3 3 4 4 4
## EA09VCU037 4 4 4 4 4 4 4 4
## EA09VCU038 4 4 4 4 4 4 4 4
## EA09VCU039 4 4 4 4 4 4 4 4
## EA09VCU040 4 4 4 4 4 4 4 4
## EA09VCU050 4 4 4 4 4 4 4 4
## EA09VCU056 4 4 4 4 4 4 4 4
## cult
## ensaio BRA052033 BRA052034 BRA052045 BRSGO_Serra Dourada BRSMG_Curinga
## EA09VCU006 4 4 4 4 3
## EA09VCU008 4 4 4 4 4
## EA09VCU009 4 4 4 4 4
## EA09VCU017 4 4 4 4 4
## EA09VCU018 4 4 4 3 3
## EA09VCU022 3 4 4 4 4
## EA09VCU023 4 4 4 4 4
## EA09VCU025 4 4 4 4 4
## EA09VCU026 4 4 4 4 4
## EA09VCU029 4 4 4 4 4
## EA09VCU030 4 4 4 4 4
## EA09VCU031 4 4 4 4 4
## EA09VCU036 4 4 4 4 4
## EA09VCU037 4 4 4 4 4
## EA09VCU038 4 4 4 4 4
## EA09VCU039 4 4 4 4 4
## EA09VCU040 4 4 4 4 4
## EA09VCU050 4 4 4 4 4
## EA09VCU056 3 4 4 4 4
## cult
## ensaio BRS_Primavera BRS_Sertaneja CMG_1152 H1
## EA09VCU006 4 4 4 0
## EA09VCU008 4 4 4 0
## EA09VCU009 4 4 4 0
## EA09VCU017 4 4 3 0
## EA09VCU018 4 4 4 0
## EA09VCU022 4 4 4 3
## EA09VCU023 4 4 4 4
## EA09VCU025 4 4 4 4
## EA09VCU026 4 4 4 4
## EA09VCU029 4 4 4 4
## EA09VCU030 4 4 4 4
## EA09VCU031 4 4 4 4
## EA09VCU036 0 4 3 0
## EA09VCU037 4 4 4 0
## EA09VCU038 4 4 4 0
## EA09VCU039 4 4 4 0
## EA09VCU040 4 4 3 0
## EA09VCU050 4 4 4 0
## EA09VCU056 4 4 4 0
##-----------------------------------------------------------------------------
## Ver.
xyplot(prod~cult|ensaio, data=da, as.table=TRUE)
![plot of chunk unnamed-chunk-3 plot of chunk 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)
## xyplot(sqrt(prod)~cult|ensaio, data=da, as.table=TRUE)
##-----------------------------------------------------------------------------
## Ajuste do modelo que considera apenas o efeito de cultivar como
## fixo, os demais e interações são aleatórios.
## * fixo: cult;
## * aleatório: ensaio, bl dentro de ensaio e ensaio interação com cult.
## * Será análisado a raíz da produtividade porque nessa escala os
## pressupostos são melhor atendidos.
da$y <- sqrt(da$prod)
m0 <- lmer(y~cult+(1|ensaio)+(1|ensaio:bl)+(1|ensaio:cult),
data=da, REML=FALSE)
summary(m0)
## Linear mixed model fit by maximum likelihood ['lmerMod']
## Formula: y ~ cult + (1 | ensaio) + (1 | ensaio:bl) + (1 | ensaio:cult)
## Data: da
##
## AIC BIC logLik deviance df.resid
## 8132 8239 -4045 8090 1199
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.204 -0.542 0.000 0.555 3.569
##
## Random effects:
## Groups Name Variance Std.Dev.
## ensaio:cult (Intercept) 21.52 4.64
## ensaio:bl (Intercept) 2.25 1.50
## ensaio (Intercept) 86.87 9.32
## Residual 28.28 5.32
## Number of obs: 1220, groups: ensaio:cult, 310; ensaio:bl, 76; ensaio, 19
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) 60.3910 2.4749 24.40
## cultAB062037 -2.7927 1.7402 -1.60
## cultAB062041 0.9710 1.7402 0.56
## cultAB062045 -4.9676 1.7437 -2.85
## cultAB062048 -5.8911 1.7456 -3.37
## cultAB062104 -2.7027 1.7469 -1.55
## cultAB062138 -4.3011 1.7402 -2.47
## cultBRA052023 -4.4031 1.7402 -2.53
## cultBRA052033 -0.9462 1.7438 -0.54
## cultBRA052034 0.0224 1.7402 0.01
## cultBRA052045 -4.4376 1.7402 -2.55
## cultBRSGO_Serra Dourada -3.4740 1.7420 -1.99
## cultBRSMG_Curinga -8.7869 1.7435 -5.04
## cultBRS_Primavera -6.1942 1.7654 -3.51
## cultBRS_Sertaneja -4.3709 1.7402 -2.51
## cultCMG_1152 -8.6274 1.7457 -4.94
## cultH1 -4.5380 2.4105 -1.88
##
## Correlation of Fixed Effects:
## (Intr) cAB06203 cAB062041 cAB062045 cAB062048 cAB06210 cAB06213 cBRA05202
## cltAB062037 -0.354
## cltAB062041 -0.354 0.503
## cltAB062045 -0.353 0.502 0.502
## cltAB062048 -0.353 0.502 0.502 0.501
## cltAB062104 -0.352 0.501 0.501 0.500 0.500
## cltAB062138 -0.354 0.503 0.503 0.502 0.502 0.501
## clBRA052023 -0.354 0.503 0.503 0.502 0.502 0.501 0.503
## clBRA052033 -0.353 0.502 0.502 0.501 0.501 0.500 0.502 0.502
## clBRA052034 -0.354 0.503 0.503 0.502 0.502 0.501 0.503 0.503
## clBRA052045 -0.354 0.503 0.503 0.502 0.502 0.501 0.503 0.503
## cltBRSGO_SD -0.353 0.503 0.503 0.502 0.501 0.501 0.503 0.503
## cltBRSMG_Cr -0.353 0.502 0.502 0.501 0.500 0.500 0.502 0.502
## cltBRS_Prmv -0.349 0.496 0.496 0.495 0.494 0.494 0.496 0.496
## cltBRS_Srtn -0.354 0.503 0.503 0.502 0.502 0.501 0.503 0.503
## cltCMG_1152 -0.353 0.502 0.502 0.500 0.500 0.500 0.502 0.502
## cultH1 -0.255 0.363 0.363 0.362 0.362 0.362 0.363 0.363
## cBRA052033 cBRA052034 cBRA05204 cBRSGD cBRSMG cBRS_P cBRS_S cCMG_1
## cltAB062037
## cltAB062041
## cltAB062045
## cltAB062048
## cltAB062104
## cltAB062138
## clBRA052023
## clBRA052033
## clBRA052034 0.502
## clBRA052045 0.502 0.503
## cltBRSGO_SD 0.502 0.503 0.503
## cltBRSMG_Cr 0.501 0.502 0.502 0.501
## cltBRS_Prmv 0.495 0.496 0.496 0.495 0.495
## cltBRS_Srtn 0.502 0.503 0.503 0.503 0.502 0.496
## cltCMG_1152 0.501 0.502 0.502 0.501 0.500 0.494 0.502
## cultH1 0.362 0.363 0.363 0.363 0.362 0.359 0.363 0.362
## Abandona a interação.
m1 <- update(m0, .~.-(1|ensaio:cult), data=da)
anova(m0, m1)
## Data: da
## Models:
## m1: y ~ cult + (1 | ensaio) + (1 | ensaio:bl)
## m0: y ~ cult + (1 | ensaio) + (1 | ensaio:bl) + (1 | ensaio:cult)
## Df AIC BIC logLik deviance Chisq Chi Df Pr(>Chisq)
## m1 20 8375 8477 -4167 8335
## m0 21 8132 8239 -4045 8090 245 1 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Existe interação ensaio:cult.
## Predição dos efeitos aleatórios.
lapply(ranef(m0), c)
## $`ensaio:cult`
## $`ensaio:cult`$`(Intercept)`
## [1] -4.81859 -0.27096 1.98192 5.38821 -5.19403 1.61502 -3.37540 3.94883
## [9] 4.18480 -2.29390 2.88689 -0.63400 -1.93823 -2.47383 6.75154 -4.68854
## [17] 0.86237 0.97966 -0.11547 0.30360 0.77902 0.13170 2.45682 -6.63295
## [25] 4.00586 0.61846 -4.42697 -2.87491 -1.72847 2.31666 3.47303 2.73059
## [33] -4.81966 2.78984 0.95819 -0.09177 1.29147 -2.89770 0.35472 5.24165
## [41] 1.67010 -0.59983 0.66762 -4.43800 2.06264 0.19727 -1.35551 1.17418
## [49] -1.43011 1.04700 -3.20342 -0.30287 0.56930 2.25830 -5.59013 -2.64498
## [57] 1.08031 2.64248 2.66101 -3.64234 3.21152 5.11934 -0.70051 -0.70744
## [65] 1.66575 3.44527 -1.86397 -5.82604 -2.22231 -0.83852 -1.83695 -1.21456
## [73] 2.34173 -2.93457 4.30108 -0.85744 3.30099 6.29461 -1.24005 -5.06580
## [81] 3.34359 1.88810 1.74742 2.67323 3.00407 1.92374 -8.07050 -6.32087
## [89] -1.26288 2.91123 -0.61189 3.49278 -8.48065 6.20034 0.26076 9.39534
## [97] -10.75283 0.58836 2.74771 -3.20979 2.27157 2.30492 -0.25785 0.07463
## [105] 6.07015 -7.90748 2.23157 2.59991 0.48453 -3.84321 -6.05739 7.00991
## [113] -3.23794 0.02838 -1.72012 -1.43281 -4.40067 -1.89248 -1.19365 -2.25991
## [121] -1.17625 -2.30334 -2.48334 1.45476 0.54478 -0.99995 4.11722 0.15665
## [129] 1.92024 4.09915 2.52709 0.85527 -3.16430 1.90197 2.64858 -4.61689
## [137] -6.88558 13.29573 0.33409 0.33396 5.03602 -6.14835 0.25196 -5.17811
## [145] -0.04193 -3.64725 -1.95385 9.23877 0.06139 3.10066 0.13661 -0.06022
## [153] 2.29243 -3.15407 2.56207 -1.80946 -3.50562 -4.19856 0.74123 -0.33622
## [161] -0.57205 6.36900 -2.24373 -0.78727 3.68269 0.19775 -0.31370 2.47426
## [169] 2.07426 3.18364 1.28146 -0.69831 0.78709 -2.38608 -5.30012 -0.11018
## [177] -1.71046 -2.25318 -0.88865 2.12257 -1.48256 2.10977 -6.37378 4.03589
## [185] 1.92111 3.26072 0.68570 5.35984 -5.21568 -3.37169 3.21174 -0.30206
## [193] 2.48500 0.96640 5.13148 -0.68116 -3.55814 0.29236 -6.83386 3.96870
## [201] -0.88793 1.50169 -7.10415 -5.83591 -1.08633 1.04237 8.94752 1.92426
## [209] 1.48197 -3.69372 3.07148 2.17886 -7.33850 0.31260 5.50026 4.24638
## [217] 4.80209 -0.12515 1.98326 -1.32606 2.91053 -0.41463 4.30112 -0.34461
## [225] -1.20697 4.65820 1.57812 -15.35474 1.20405 -10.40959 8.68346 -1.58484
## [233] 4.21149 -9.03063 3.47425 0.32169 -2.14663 0.25097 -4.05587 2.95149
## [241] -11.13702 7.85321 -0.63913 -3.74364 -2.61566 5.42754 2.11950 -6.95640
## [249] -6.97926 -1.53647 -6.78594 -4.08226 7.55832 2.97906 5.36991 2.00565
## [257] 10.53526 -2.71909 6.42736 -4.96990 -2.82673 1.69795 -1.25100 -1.00577
## [265] -2.68915 -2.10799 -0.79120 -1.18733 -3.07100 -0.70909 -0.52350 -2.67091
## [273] -0.07579 -1.97587 -0.15410 7.28004 6.95356 2.32278 -4.74683 -3.47991
## [281] -0.94631 3.45714 4.53313 2.97413 0.08927 -5.12064 -4.34695 -1.97361
## [289] 2.26570 3.65602 -4.53731 3.16644 2.25666 1.10752 -2.68629 -5.18388
## [297] 1.77127 6.00044 2.53874 8.10975 0.83639 1.98285 -1.95206 -0.71545
## [305] -2.27759 -4.24629 1.31626 -2.88910 -6.42625 -0.22703
##
##
## $`ensaio:bl`
## $`ensaio:bl`$`(Intercept)`
## [1] -1.149056 -0.805356 0.896690 1.169609 -0.003725 -0.895024 -0.031754 1.231631
## [9] 1.011012 0.675106 -0.259516 -1.195950 -1.111431 0.519822 1.063908 -0.433865
## [17] 1.006312 0.576914 -1.799879 -0.050145 -1.697360 2.087302 0.588833 -0.838515
## [25] -0.170986 -0.694254 0.114138 0.949620 -0.308503 1.407375 -0.100470 -1.525833
## [33] 0.415088 -0.131149 -0.587647 0.540100 -0.107367 0.377823 -0.165001 0.132902
## [41] -2.249663 1.110515 1.230165 -0.186453 -2.184558 -1.110156 1.048899 2.351858
## [49] -0.479352 -0.919159 -0.379658 1.619489 -0.544102 0.607739 0.822492 -0.676703
## [57] -1.006701 0.122182 0.348435 0.349976 -0.708541 0.019244 0.064723 0.816709
## [65] 0.440224 -0.151110 -0.964318 0.501963 1.896321 -0.281805 0.205619 -1.992251
## [73] 0.050965 -1.284284 -0.033626 0.843522
##
##
## $ensaio
## $ensaio$`(Intercept)`
## [1] 4.319 11.623 8.903 1.484 -10.298 5.414 7.663 -20.359 9.125 9.201
## [11] -3.684 4.093 -6.125 8.084 -7.184 7.416 -6.687 -6.644 -16.344
##-----------------------------------------------------------------------------
## Teste para os termos de efeito fixo.
anova(m0)
## Analysis of Variance Table
## Df Sum Sq Mean Sq F value
## cult 16 2299 144 5.08
## Não tem p-valor! É de propósito. Douglas Bates não concorda que o
## procedimento adequado para ser avaliar a estatística F seja por meio
## de ajustes no número de graus de liberdade do denominador. Para mais
## detalhes leia:
## https://stat.ethz.ch/pipermail/r-help/2006-May/094765.html
## Alternativas (em order de recomendação):
## 1. Teste de razão de verossimilhanças entre modelos aninhados (um com
## outro sem o termo fixo de interesse, usar REML=FALSE).
## 2. Teste de Wald (inferência aproximada, pacote aod).
V <- vcov(m0)
b <- fixef(m0)
nobars(formula(m0))
## y ~ cult
Terms <- which(attr(m0@pp$X, "assign")==1)
## Chi-quadrado de Wald (baseado na aproximação quadrática da
## verossimilhança).
wt <- wald.test(Sigma=V, b=b, Terms=Terms)
wt
## Wald test:
## ----------
##
## Chi-squared test:
## X2 = 81.3, df = 16, P(> X2) = 9.7e-11
## Chi-quadrado da razão de verossimilhanças (não baseado em aproximação
## de função, melhor opção).
m1 <- update(m0, .~.-cult)
anova(m0, m1)
## Data: da
## Models:
## m1: y ~ (1 | ensaio) + (1 | ensaio:bl) + (1 | ensaio:cult)
## m0: y ~ cult + (1 | ensaio) + (1 | ensaio:bl) + (1 | ensaio:cult)
## Df AIC BIC logLik deviance Chisq Chi Df Pr(>Chisq)
## m1 5 8172 8197 -4081 8162
## m0 21 8132 8239 -4045 8090 71.7 16 5e-09 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##-----------------------------------------------------------------------------
## Diagnóstico.
r <- residuals(m0, type="pearson")
f <- fitted(m0)
bec <- unlist(ranef(m0)[1])
beb <- unlist(ranef(m0)[2])
be <- unlist(ranef(m0)[3])
xyplot(r~f, type=c("p", "smooth"))
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)
xyplot(sqrt(abs(r))~f, type=c("p", "smooth"))
![plot of chunk unnamed-chunk-4 plot of chunk 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)
grid.arrange(qqmath(r),
qqmath(bec),
qqmath(beb),
qqmath(be),
nrow=2)
![plot of chunk unnamed-chunk-4 plot of chunk 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)
qqmath(~r|da$ensaio)
![plot of chunk unnamed-chunk-4 plot of chunk 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)
##-----------------------------------------------------------------------------
## Médias ajustadas.
## Formula só da parte de efeito fixo.
f <- nobars(formula(m0))
X <- LSmatrix(lm(f, da), effect=c("cult"))
rownames(X) <- levels(da$cult)
## Estimativas das médias.
summary(glht(m0, linfct=X), test=adjusted(type="none"))
##
## Simultaneous Tests for General Linear Hypotheses
##
## Fit: lmer(formula = y ~ cult + (1 | ensaio) + (1 | ensaio:bl) + (1 |
## ensaio:cult), data = da, REML = FALSE)
##
## Linear Hypotheses:
## Estimate Std. Error z value Pr(>|z|)
## AB062008 == 0 60.39 2.47 24.4 <2e-16 ***
## AB062037 == 0 57.60 2.47 23.3 <2e-16 ***
## AB062041 == 0 61.36 2.47 24.8 <2e-16 ***
## AB062045 == 0 55.42 2.47 22.4 <2e-16 ***
## AB062048 == 0 54.50 2.47 22.0 <2e-16 ***
## AB062104 == 0 57.69 2.48 23.3 <2e-16 ***
## AB062138 == 0 56.09 2.47 22.7 <2e-16 ***
## BRA052023 == 0 55.99 2.47 22.7 <2e-16 ***
## BRA052033 == 0 59.44 2.47 24.0 <2e-16 ***
## BRA052034 == 0 60.41 2.47 24.4 <2e-16 ***
## BRA052045 == 0 55.95 2.47 22.6 <2e-16 ***
## BRSGO_Serra Dourada == 0 56.92 2.47 23.0 <2e-16 ***
## BRSMG_Curinga == 0 51.60 2.47 20.9 <2e-16 ***
## BRS_Primavera == 0 54.20 2.49 21.8 <2e-16 ***
## BRS_Sertaneja == 0 56.02 2.47 22.7 <2e-16 ***
## CMG_1152 == 0 51.76 2.47 20.9 <2e-16 ***
## H1 == 0 55.85 2.98 18.7 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- none method)
## Contraste.
Xc <- apc(X)
dim(Xc)
## [1] 136 17
g <- summary(glht(m0, linfct=Xc), test=adjusted(type="fdr")); g
##
## Simultaneous Tests for General Linear Hypotheses
##
## Fit: lmer(formula = y ~ cult + (1 | ensaio) + (1 | ensaio:bl) + (1 |
## ensaio:cult), data = da, REML = FALSE)
##
## Linear Hypotheses:
## Estimate Std. Error z value Pr(>|z|)
## AB062008-AB062037 == 0 2.7927 1.7402 1.60 0.21391
## AB062008-AB062041 == 0 -0.9710 1.7402 -0.56 0.72413
## AB062008-AB062045 == 0 4.9676 1.7437 2.85 0.02131 *
## AB062008-AB062048 == 0 5.8911 1.7456 3.37 0.00558 **
## AB062008-AB062104 == 0 2.7027 1.7469 1.55 0.22848
## AB062008-AB062138 == 0 4.3011 1.7402 2.47 0.04254 *
## AB062008-BRA052023 == 0 4.4031 1.7402 2.53 0.04179 *
## AB062008-BRA052033 == 0 0.9462 1.7438 0.54 0.72413
## AB062008-BRA052034 == 0 -0.0224 1.7402 -0.01 0.98974
## AB062008-BRA052045 == 0 4.4376 1.7402 2.55 0.04179 *
## AB062008-BRSGO_Serra Dourada == 0 3.4740 1.7420 1.99 0.11351
## AB062008-BRSMG_Curinga == 0 8.7869 1.7435 5.04 1.6e-05 ***
## AB062008-BRS_Primavera == 0 6.1942 1.7654 3.51 0.00510 **
## AB062008-BRS_Sertaneja == 0 4.3709 1.7402 2.51 0.04181 *
## AB062008-CMG_1152 == 0 8.6274 1.7457 4.94 1.8e-05 ***
## AB062008-H1 == 0 4.5380 2.4105 1.88 0.13107
## AB062037-AB062041 == 0 -3.7637 1.7347 -2.17 0.08168 .
## AB062037-AB062045 == 0 2.1749 1.7384 1.25 0.35851
## AB062037-AB062048 == 0 3.0984 1.7402 1.78 0.15937
## AB062037-AB062104 == 0 -0.0901 1.7413 -0.05 0.98974
## AB062037-AB062138 == 0 1.5084 1.7347 0.87 0.53918
## AB062037-BRA052023 == 0 1.6104 1.7347 0.93 0.51959
## AB062037-BRA052033 == 0 -1.8465 1.7383 -1.06 0.47212
## AB062037-BRA052034 == 0 -2.8151 1.7347 -1.62 0.20926
## AB062037-BRA052045 == 0 1.6449 1.7347 0.95 0.51262
## AB062037-BRSGO_Serra Dourada == 0 0.6813 1.7365 0.39 0.80764
## AB062037-BRSMG_Curinga == 0 5.9941 1.7383 3.45 0.00548 **
## AB062037-BRS_Primavera == 0 3.4015 1.7602 1.93 0.12153
## AB062037-BRS_Sertaneja == 0 1.5782 1.7347 0.91 0.51959
## AB062037-CMG_1152 == 0 5.8347 1.7402 3.35 0.00572 **
## AB062037-H1 == 0 1.7453 2.4071 0.73 0.62454
## AB062041-AB062045 == 0 5.9386 1.7384 3.42 0.00555 **
## AB062041-AB062048 == 0 6.8621 1.7402 3.94 0.00109 **
## AB062041-AB062104 == 0 3.6737 1.7413 2.11 0.09302 .
## AB062041-AB062138 == 0 5.2721 1.7347 3.04 0.01344 *
## AB062041-BRA052023 == 0 5.3742 1.7347 3.10 0.01262 *
## AB062041-BRA052033 == 0 1.9172 1.7383 1.10 0.45344
## AB062041-BRA052034 == 0 0.9486 1.7347 0.55 0.72413
## AB062041-BRA052045 == 0 5.4087 1.7347 3.12 0.01238 *
## AB062041-BRSGO_Serra Dourada == 0 4.4450 1.7365 2.56 0.04179 *
## AB062041-BRSMG_Curinga == 0 9.7579 1.7383 5.61 2.4e-06 ***
## AB062041-BRS_Primavera == 0 7.1652 1.7602 4.07 0.00071 ***
## AB062041-BRS_Sertaneja == 0 5.3419 1.7347 3.08 0.01282 *
## AB062041-CMG_1152 == 0 9.5985 1.7402 5.52 2.4e-06 ***
## AB062041-H1 == 0 5.5091 2.4071 2.29 0.06261 .
## AB062045-AB062048 == 0 0.9235 1.7435 0.53 0.72413
## AB062045-AB062104 == 0 -2.2649 1.7450 -1.30 0.33448
## AB062045-AB062138 == 0 -0.6665 1.7384 -0.38 0.80840
## AB062045-BRA052023 == 0 -0.5645 1.7384 -0.32 0.84478
## AB062045-BRA052033 == 0 -4.0214 1.7420 -2.31 0.06068 .
## AB062045-BRA052034 == 0 -4.9900 1.7384 -2.87 0.02064 *
## AB062045-BRA052045 == 0 -0.5300 1.7384 -0.30 0.85473
## AB062045-BRSGO_Serra Dourada == 0 -1.4936 1.7400 -0.86 0.53922
## AB062045-BRSMG_Curinga == 0 3.8192 1.7420 2.19 0.07868 .
## AB062045-BRS_Primavera == 0 1.2266 1.7636 0.70 0.64268
## AB062045-BRS_Sertaneja == 0 -0.5967 1.7384 -0.34 0.83588
## AB062045-CMG_1152 == 0 3.6598 1.7438 2.10 0.09374 .
## AB062045-H1 == 0 -0.4296 2.4093 -0.18 0.95497
## AB062048-AB062104 == 0 -3.1884 1.7469 -1.83 0.14672
## AB062048-AB062138 == 0 -1.5900 1.7402 -0.91 0.51959
## AB062048-BRA052023 == 0 -1.4880 1.7402 -0.86 0.53922
## AB062048-BRA052033 == 0 -4.9449 1.7438 -2.84 0.02145 *
## AB062048-BRA052034 == 0 -5.9135 1.7402 -3.40 0.00555 **
## AB062048-BRA052045 == 0 -1.4535 1.7402 -0.84 0.54888
## AB062048-BRSGO_Serra Dourada == 0 -2.4171 1.7419 -1.39 0.29186
## AB062048-BRSMG_Curinga == 0 2.8958 1.7439 1.66 0.19650
## AB062048-BRS_Primavera == 0 0.3031 1.7654 0.17 0.95497
## AB062048-BRS_Sertaneja == 0 -1.5202 1.7402 -0.87 0.53918
## AB062048-CMG_1152 == 0 2.7363 1.7457 1.57 0.22525
## AB062048-H1 == 0 -1.3531 2.4105 -0.56 0.72413
## AB062104-AB062138 == 0 1.5984 1.7413 0.92 0.51959
## AB062104-BRA052023 == 0 1.7005 1.7413 0.98 0.50242
## AB062104-BRA052033 == 0 -1.7565 1.7449 -1.01 0.49312
## AB062104-BRA052034 == 0 -2.7251 1.7413 -1.56 0.22525
## AB062104-BRA052045 == 0 1.7350 1.7413 1.00 0.49312
## AB062104-BRSGO_Serra Dourada == 0 0.7714 1.7431 0.44 0.77217
## AB062104-BRSMG_Curinga == 0 6.0842 1.7450 3.49 0.00512 **
## AB062104-BRS_Primavera == 0 3.4915 1.7668 1.98 0.11449
## AB062104-BRS_Sertaneja == 0 1.6682 1.7413 0.96 0.51083
## AB062104-CMG_1152 == 0 5.9248 1.7468 3.39 0.00555 **
## AB062104-H1 == 0 1.8354 2.4113 0.76 0.60131
## AB062138-BRA052023 == 0 0.1021 1.7347 0.06 0.98974
## AB062138-BRA052033 == 0 -3.3549 1.7383 -1.93 0.12153
## AB062138-BRA052034 == 0 -4.3235 1.7347 -2.49 0.04181 *
## AB062138-BRA052045 == 0 0.1366 1.7347 0.08 0.98974
## AB062138-BRSGO_Serra Dourada == 0 -0.8271 1.7365 -0.48 0.75621
## AB062138-BRSMG_Curinga == 0 4.4858 1.7383 2.58 0.04179 *
## AB062138-BRS_Primavera == 0 1.8931 1.7602 1.08 0.46795
## AB062138-BRS_Sertaneja == 0 0.0698 1.7347 0.04 0.98974
## AB062138-CMG_1152 == 0 4.3264 1.7402 2.49 0.04181 *
## AB062138-H1 == 0 0.2369 2.4071 0.10 0.98974
## BRA052023-BRA052033 == 0 -3.4569 1.7383 -1.99 0.11351
## BRA052023-BRA052034 == 0 -4.4255 1.7347 -2.55 0.04179 *
## BRA052023-BRA052045 == 0 0.0345 1.7347 0.02 0.98974
## BRA052023-BRSGO_Serra Dourada == 0 -0.9291 1.7365 -0.54 0.72413
## BRA052023-BRSMG_Curinga == 0 4.3837 1.7383 2.52 0.04179 *
## BRA052023-BRS_Primavera == 0 1.7911 1.7602 1.02 0.49312
## BRA052023-BRS_Sertaneja == 0 -0.0323 1.7347 -0.02 0.98974
## BRA052023-CMG_1152 == 0 4.2243 1.7402 2.43 0.04595 *
## BRA052023-H1 == 0 0.1349 2.4071 0.06 0.98974
## BRA052033-BRA052034 == 0 -0.9686 1.7383 -0.56 0.72413
## BRA052033-BRA052045 == 0 3.4914 1.7383 2.01 0.11230
## BRA052033-BRSGO_Serra Dourada == 0 2.5278 1.7401 1.45 0.26184
## BRA052033-BRSMG_Curinga == 0 7.8407 1.7420 4.50 0.00013 ***
## BRA052033-BRS_Primavera == 0 5.2480 1.7638 2.98 0.01592 *
## BRA052033-BRS_Sertaneja == 0 3.4247 1.7383 1.97 0.11449
## BRA052033-CMG_1152 == 0 7.6812 1.7438 4.40 0.00018 ***
## BRA052033-H1 == 0 3.5918 2.4098 1.49 0.25013
## BRA052034-BRA052045 == 0 4.4600 1.7347 2.57 0.04179 *
## BRA052034-BRSGO_Serra Dourada == 0 3.4964 1.7365 2.01 0.11230
## BRA052034-BRSMG_Curinga == 0 8.8092 1.7383 5.07 1.6e-05 ***
## BRA052034-BRS_Primavera == 0 6.2166 1.7602 3.53 0.00510 **
## BRA052034-BRS_Sertaneja == 0 4.3933 1.7347 2.53 0.04179 *
## BRA052034-CMG_1152 == 0 8.6498 1.7402 4.97 1.8e-05 ***
## BRA052034-H1 == 0 4.5604 2.4071 1.89 0.12964
## BRA052045-BRSGO_Serra Dourada == 0 -0.9636 1.7365 -0.55 0.72413
## BRA052045-BRSMG_Curinga == 0 4.3492 1.7383 2.50 0.04181 *
## BRA052045-BRS_Primavera == 0 1.7566 1.7602 1.00 0.49312
## BRA052045-BRS_Sertaneja == 0 -0.0668 1.7347 -0.04 0.98974
## BRA052045-CMG_1152 == 0 4.1898 1.7402 2.41 0.04746 *
## BRA052045-H1 == 0 0.1004 2.4071 0.04 0.98974
## BRSGO_Serra Dourada-BRSMG_Curinga == 0 5.3128 1.7402 3.05 0.01340 *
## BRSGO_Serra Dourada-BRS_Primavera == 0 2.7202 1.7620 1.54 0.22848
## BRSGO_Serra Dourada-BRS_Sertaneja == 0 0.8969 1.7365 0.52 0.72877
## BRSGO_Serra Dourada-CMG_1152 == 0 5.1534 1.7420 2.96 0.01618 *
## BRSGO_Serra Dourada-H1 == 0 1.0640 2.4082 0.44 0.77217
## BRSMG_Curinga-BRS_Primavera == 0 -2.5927 1.7638 -1.47 0.25674
## BRSMG_Curinga-BRS_Sertaneja == 0 -4.4160 1.7383 -2.54 0.04179 *
## BRSMG_Curinga-CMG_1152 == 0 -0.1594 1.7438 -0.09 0.98974
## BRSMG_Curinga-H1 == 0 -4.2488 2.4094 -1.76 0.16283
## BRS_Primavera-BRS_Sertaneja == 0 -1.8233 1.7602 -1.04 0.48616
## BRS_Primavera-CMG_1152 == 0 2.4332 1.7654 1.38 0.29312
## BRS_Primavera-H1 == 0 -1.6562 2.4232 -0.68 0.64641
## BRS_Sertaneja-CMG_1152 == 0 4.2566 1.7402 2.45 0.04464 *
## BRS_Sertaneja-H1 == 0 0.1671 2.4071 0.07 0.98974
## CMG_1152-H1 == 0 -4.0894 2.4105 -1.70 0.18503
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- fdr method)
## Estimativas das médias com comparações.
## grid <- apmc(X=X, model=m0, focus="cult", test="bonferroni")
grid <- apmc(X=X, model=m0, focus="cult", test="fdr")
grid
## cult estimate lwr upr cld
## 1 AB062008 60.39 55.54 65.24 ab
## 2 AB062037 57.60 52.76 62.44 acd
## 3 AB062041 61.36 56.52 66.21 a
## 4 AB062045 55.42 50.58 60.27 ce
## 5 AB062048 54.50 49.65 59.35 de
## 6 AB062104 57.69 52.84 62.54 acd
## 7 AB062138 56.09 51.25 60.93 cd
## 8 BRA052023 55.99 51.14 60.83 cd
## 9 BRA052033 59.44 54.60 64.29 ac
## 10 BRA052034 60.41 55.57 65.26 ab
## 11 BRA052045 55.95 51.11 60.80 cd
## 12 BRSGO_Serra Dourada 56.92 52.07 61.76 bcd
## 13 BRSMG_Curinga 51.60 46.76 56.45 e
## 14 BRS_Primavera 54.20 49.32 59.08 de
## 15 BRS_Sertaneja 56.02 51.18 60.86 cd
## 16 CMG_1152 51.76 46.91 56.61 e
## 17 H1 55.85 50.01 61.70 ace
##-----------------------------------------------------------------------------
## Gráfico.
segplot(reorder(cult, estimate)~lwr+upr, centers=estimate,
ylab="Cultivar de arroz", xlab="raíz da Produtividade",
data=grid, draw=FALSE, cld=grid$cld,
panel=function(x, y, z, centers, subscripts, cld, ...){
panel.segplot(x, y, z, centers=centers,
subscripts=subscripts, ...)
panel.text(x=centers[subscripts], y=as.numeric(z)[subscripts],
labels=cld[subscripts], pos=4)
})
![plot of chunk unnamed-chunk-4 plot of chunk 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)
##-----------------------------------------------------------------------------
## Para desdobrar a interação ensaio:cult, tratar como efeito fixo.
formula(m0)
## y ~ cult + (1 | ensaio) + (1 | ensaio:bl) + (1 | ensaio:cult)
m0 <- lmer(y~ensaio*cult+(1|ensaio:bl),
data=da, REML=FALSE)
## fixed-effect model matrix is rank deficient so dropping 13 columns / coefficients
## Aviso devido cultivares que não ocorrem em alguns ensaios. Com isso a
## estrutura não é completamente cruzada.
length(fixef(m0))
## [1] 310
## Combinações previstas se fosse completamente cruzado.
with(da, nlevels(interaction(ensaio, cult, drop=TRUE)))
## [1] 310
## Combinações que de fato existem.
with(da, nlevels(interaction(ensaio, cult, drop=FALSE)))
## [1] 323
## Cria variável combinando níveis de ensaio com cult.
da$enscult <- with(da, interaction(ensaio, cult, drop=TRUE))
## O mesmo modelo escrito com uma variável combinada.
m0 <- lmer(y~enscult+(1|ensaio:bl),
data=da, REML=FALSE)
head(fixef(m0))
## (Intercept) enscultEA09VCU008.AB062008 enscultEA09VCU009.AB062008
## 57.773 15.462 5.175
## enscultEA09VCU017.AB062008 enscultEA09VCU018.AB062008 enscultEA09VCU022.AB062008
## 2.211 -5.306 12.509
##-----------------------------------------------------------------------------
## Fazer o desdobramento dentro do primeiro ensaio. Os demais seguem a
## mesma regra.
X <- LSmatrix(lm(nobars(formula(m0)), data=da), effect="enscult")
rownames(X) <- levels(da$enscult)
dim(X)
## [1] 310 310
## O nome do primeiro ensaio.
split <- levels(da$ensaio)[1]
split
## [1] "EA09VCU006"
## Seleciona as linhas correspondentes à esse ensaio.
Xs <- X[grep(split, rownames(X)),]
dim(Xs)
## [1] 16 310
summary(glht(m0, linfct=Xs), test=adjusted(type="fdr"))
##
## Simultaneous Tests for General Linear Hypotheses
##
## Fit: lmer(formula = y ~ enscult + (1 | ensaio:bl), data = da, REML = FALSE)
##
## Linear Hypotheses:
## Estimate Std. Error z value Pr(>|z|)
## EA09VCU006.AB062008 == 0 57.77 2.74 21.1 <2e-16 ***
## EA09VCU006.AB062037 == 0 61.59 2.38 25.8 <2e-16 ***
## EA09VCU006.AB062041 == 0 68.34 2.38 28.7 <2e-16 ***
## EA09VCU006.AB062045 == 0 66.93 2.38 28.1 <2e-16 ***
## EA09VCU006.AB062048 == 0 51.36 2.74 18.8 <2e-16 ***
## EA09VCU006.AB062104 == 0 64.78 3.34 19.4 <2e-16 ***
## EA09VCU006.AB062138 == 0 55.95 2.38 23.5 <2e-16 ***
## EA09VCU006.BRA052023 == 0 65.58 2.38 27.5 <2e-16 ***
## EA09VCU006.BRA052033 == 0 69.35 2.38 29.1 <2e-16 ***
## EA09VCU006.BRA052034 == 0 61.71 2.38 25.9 <2e-16 ***
## EA09VCU006.BRA052045 == 0 64.14 2.38 26.9 <2e-16 ***
## EA09VCU006.BRSGO_Serra Dourada == 0 60.42 2.38 25.4 <2e-16 ***
## EA09VCU006.BRSMG_Curinga == 0 53.13 2.74 19.4 <2e-16 ***
## EA09VCU006.BRS_Primavera == 0 55.26 2.38 23.2 <2e-16 ***
## EA09VCU006.BRS_Sertaneja == 0 69.34 2.38 29.1 <2e-16 ***
## EA09VCU006.CMG_1152 == 0 49.88 2.38 20.9 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- fdr method)
confint(glht(m0, linfct=Xs), calpha=univariate_calpha())
##
## Simultaneous Confidence Intervals
##
## Fit: lmer(formula = y ~ enscult + (1 | ensaio:bl), data = da, REML = FALSE)
##
## Quantile = 1.96
## 95% confidence level
##
##
## Linear Hypotheses:
## Estimate lwr upr
## EA09VCU006.AB062008 == 0 57.773 52.402 63.144
## EA09VCU006.AB062037 == 0 61.585 56.913 66.258
## EA09VCU006.AB062041 == 0 68.342 63.670 73.014
## EA09VCU006.AB062045 == 0 66.929 62.257 71.601
## EA09VCU006.AB062048 == 0 51.364 45.994 56.734
## EA09VCU006.AB062104 == 0 64.783 58.236 71.330
## EA09VCU006.AB062138 == 0 55.952 51.280 60.625
## EA09VCU006.BRA052023 == 0 65.581 60.909 70.254
## EA09VCU006.BRA052033 == 0 69.352 64.679 74.024
## EA09VCU006.BRA052034 == 0 61.713 57.040 66.385
## EA09VCU006.BRA052045 == 0 64.136 59.463 68.808
## EA09VCU006.BRSGO_Serra Dourada == 0 60.421 55.749 65.094
## EA09VCU006.BRSMG_Curinga == 0 53.129 47.758 58.500
## EA09VCU006.BRS_Primavera == 0 55.257 50.585 59.929
## EA09VCU006.BRS_Sertaneja == 0 69.337 64.665 74.009
## EA09VCU006.CMG_1152 == 0 49.881 45.209 54.554
##-----------------------------------------------------------------------------
## Comparações multiplas dentro do primeiro ensaio.
## Ordenar as linhas da matriz Xs pela estimativa das médias.
a <- confint(glht(m0, linfct=Xs), calpha=univariate_calpha())
Xs <- Xs[order(a$confint[,"Estimate"], decreasing=FALSE),]
Xc <- apc(Xs)
a <- confint(glht(m0, linfct=Xs), calpha=univariate_calpha()); a
##
## Simultaneous Confidence Intervals
##
## Fit: lmer(formula = y ~ enscult + (1 | ensaio:bl), data = da, REML = FALSE)
##
## Quantile = 1.96
## 95% confidence level
##
##
## Linear Hypotheses:
## Estimate lwr upr
## EA09VCU006.CMG_1152 == 0 49.881 45.209 54.554
## EA09VCU006.AB062048 == 0 51.364 45.994 56.734
## EA09VCU006.BRSMG_Curinga == 0 53.129 47.758 58.500
## EA09VCU006.BRS_Primavera == 0 55.257 50.585 59.929
## EA09VCU006.AB062138 == 0 55.952 51.280 60.625
## EA09VCU006.AB062008 == 0 57.773 52.402 63.144
## EA09VCU006.BRSGO_Serra Dourada == 0 60.421 55.749 65.094
## EA09VCU006.AB062037 == 0 61.585 56.913 66.258
## EA09VCU006.BRA052034 == 0 61.713 57.040 66.385
## EA09VCU006.BRA052045 == 0 64.136 59.463 68.808
## EA09VCU006.AB062104 == 0 64.783 58.236 71.330
## EA09VCU006.BRA052023 == 0 65.581 60.909 70.254
## EA09VCU006.AB062045 == 0 66.929 62.257 71.601
## EA09VCU006.AB062041 == 0 68.342 63.670 73.014
## EA09VCU006.BRS_Sertaneja == 0 69.337 64.665 74.009
## EA09VCU006.BRA052033 == 0 69.352 64.679 74.024
Xc <- apc(Xs)
s <- summary(glht(m0, linfct=Xc), test=adjusted(type="fdr"))
ret <- cld2(s)
ci <- cbind(data.frame(a$confint),
cld=ret$mcletters$Letters)
arrange(ci, -Estimate)
## Estimate lwr upr cld
## 1 69.35 64.68 74.02 a
## 2 69.34 64.66 74.01 a
## 3 68.34 63.67 73.01 ab
## 4 66.93 62.26 71.60 abc
## 5 65.58 60.91 70.25 ad
## 6 64.78 58.24 71.33 abce
## 7 64.14 59.46 68.81 ad
## 8 61.71 57.04 66.38 bdf
## 9 61.59 56.91 66.26 bdf
## 10 60.42 55.75 65.09 cdfg
## 11 57.77 52.40 63.14 deh
## 12 55.95 51.28 60.62 efh
## 13 55.26 50.58 59.93 fh
## 14 53.13 47.76 58.50 gh
## 15 51.36 45.99 56.73 h
## 16 49.88 45.21 54.55 h
##-----------------------------------------------------------------------------
## Obter todas as médias das cult em cada ensaio.
g <- confint(glht(m0, linfct=X), calpha=univariate_calpha())
grid <- attr(X, "grid")
## Quebrando o nome no ponto.
quebra <- do.call(rbind, strsplit(grid$enscult, split="\\."))
colnames(quebra) <- c("ensaio","cult")
grid <- cbind(quebra, grid, g$confint)
grid <- equallevels(grid, da)
str(grid)
## 'data.frame': 310 obs. of 6 variables:
## $ ensaio : Factor w/ 19 levels "EA09VCU006","EA09VCU008",..: 1 2 3 4 5 6 7 8 9 10 ...
## $ cult : Factor w/ 17 levels "AB062008","AB062037",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ enscult : Factor w/ 310 levels "EA09VCU006.AB062008",..: 1 2 3 4 5 6 7 8 9 10 ...
## $ Estimate: num 57.8 73.2 62.9 60 52.5 ...
## $ lwr : num 52.4 68.6 58.3 55.3 47.1 ...
## $ upr : num 63.1 77.9 67.6 64.7 57.8 ...
##-----------------------------------------------------------------------------
## Gráfico.
segplot(cult~lwr+upr|ensaio, centers=Estimate,
ylab="Cultivar de arroz", xlab="Produtividade",
data=grid, draw=FALSE, strip=FALSE, strip.left=TRUE,
scales=list(
y=list(relation="free", rot=0)),
layout=c(2,NA))
![plot of chunk unnamed-chunk-5 plot of chunk 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)
##-----------------------------------------------------------------------------
## Truque para ordenar cultivares dentro dos ensaios no gráfico.
## Função que remove o texto antes do ponto separador.
yscale.components.dropend <- function(...){
ans <- yscale.components.default(...)
lab <- ans$left$labels$labels
ans$left$labels$labels <- gsub("^.*\\.", "", lab)
ans
}
## Número de cult em cada ensaio.
ncult <- apply(xtabs(~ensaio+cult, da), 1, function(i) sum(i>0))
ncult
## EA09VCU006 EA09VCU008 EA09VCU009 EA09VCU017 EA09VCU018 EA09VCU022 EA09VCU023 EA09VCU025
## 16 16 16 16 16 17 17 17
## EA09VCU026 EA09VCU029 EA09VCU030 EA09VCU031 EA09VCU036 EA09VCU037 EA09VCU038 EA09VCU039
## 17 17 17 17 15 16 16 16
## EA09VCU040 EA09VCU050 EA09VCU056
## 16 16 16
## Ordem original dos níveis do fator enscult.
on <- levels(grid$enscult)
neworder <- with(grid, order(ensaio, Estimate))
orderin <- by(grid, INDICE=grid$ensaio,
function(i){
as.character(i$enscult[order(i$Estimate)])
})
## Uma cópia do fator com ondem diferente dos níveis.
grid$enscult2 <- factor(grid$enscult, levels=unlist(orderin))
segplot(enscult2~lwr+upr|ensaio, centers=Estimate,
ylab="Cultivar de arroz", xlab="raíz da Produtividade",
data=grid, draw=FALSE,
scales=list(y=list(relation="free", rot=0, tck=0.5, cex=0.7)),
yscale.components=yscale.components.dropend,
between=list(y=0.2),
layout=c(2,NA), as.table=TRUE)
![plot of chunk unnamed-chunk-5 plot of chunk unnamed-chunk-5](data:image/png;base64,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)