Análise de experimento em parcela subsubdividida na profundidade
##-----------------------------------------------------------------------------
## Definições da sessão.
## Lista de pacotes a serem usados na sessão.
pkg <- c("lattice", "latticeExtra", "gridExtra", "doBy", "multcomp",
"reshape", "plyr", "nlme", "wzRfun")
sapply(pkg, require, character.only=TRUE)
## lattice latticeExtra gridExtra doBy multcomp reshape
## TRUE TRUE TRUE TRUE TRUE TRUE
## plyr nlme wzRfun
## TRUE TRUE TRUE
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] splines grid stats graphics grDevices utils datasets base
##
## other attached packages:
## [1] wzRfun_0.2 nlme_3.1-117 plyr_1.8.1 reshape_0.8.5
## [5] multcomp_1.3-3 TH.data_1.0-3 mvtnorm_0.9-9997 doBy_4.5-10
## [9] MASS_7.3-34 survival_2.37-7 gridExtra_0.9.1 latticeExtra_0.6-26
## [13] RColorBrewer_1.0-5 lattice_0.20-29 knitr_1.6
##
## loaded via a namespace (and not attached):
## [1] evaluate_0.5.5 formatR_0.10 lme4_1.1-6 Matrix_1.1-4
## [5] methods_3.1.1 minqa_1.2.3 Rcpp_0.11.2 RcppEigen_0.3.2.0.2
## [9] sandwich_2.3-0 stringr_0.6.2 tools_3.1.1 zoo_1.7-10
trellis.device(color=FALSE)
##-----------------------------------------------------------------------------
## Leitura dos dados.
da <- read.table("http://www.leg.ufpr.br/~walmes/data/sistema_gesso_solo.txt",
header=TRUE, sep="\t")
## str(da)
##-----------------------------------------------------------------------------
## Editar.
da <- transform(da,
bloco=as.factor(bloco),
gesso=as.factor(gesso),
Prof=as.factor(prof),
parc=interaction(bloco, sistema),
subp=interaction(bloco, sistema, gesso))
str(da)
## 'data.frame': 80 obs. of 21 variables:
## $ sistema: Factor w/ 2 levels "PC","PD": 2 2 2 2 2 2 2 2 2 2 ...
## $ gesso : Factor w/ 2 levels "0","2": 1 1 1 1 1 1 1 1 1 1 ...
## $ prof : int 5 5 5 5 10 10 10 10 15 15 ...
## $ bloco : Factor w/ 4 levels "1","2","3","4": 1 2 3 4 1 2 3 4 1 2 ...
## $ Al : num 0 0 0 0 0 0 0 0 0 0 ...
## $ MO : num 60.4 42.4 51.7 52.4 31.7 39.9 32.3 40.7 28.7 31 ...
## $ pHKCl : num 5.2 5.6 6.4 4.2 6.7 6.2 6.6 3.9 6.2 5.3 ...
## $ pHCaCl : num 5.5 5.7 6.1 4.3 6.2 6.3 6.5 4 6.2 5.8 ...
## $ pHH2O : num 6 6.4 7 5 7.2 7.1 7.4 4.6 7.2 6.4 ...
## $ Ca : num 69.9 77.3 91.4 79.4 89.2 86.9 95.5 90.5 76.6 57.7 ...
## $ Mg : num 32.3 30.3 28.6 30.4 36 32.6 26 31 28.3 19.6 ...
## $ Hal : int 45 29 18 30 16 19 16 17 20 34 ...
## $ S : num 8.2 2.8 3.8 4.9 7.2 2.7 7.2 2.7 6.6 7.8 ...
## $ P : int 19 17 22 16 9 4 8 8 4 2 ...
## $ K : num 4.8 4.7 8 6.9 1.7 2.3 3.3 2 0.9 1.2 ...
## $ SB : num 107 112 128 117 127 ...
## $ CTC : num 152 141 146 147 143 ...
## $ SAT : int 70 79 88 80 89 87 89 88 84 70 ...
## $ Prof : Factor w/ 5 levels "5","10","15",..: 1 1 1 1 2 2 2 2 3 3 ...
## $ parc : Factor w/ 8 levels "1.PC","2.PC",..: 5 6 7 8 5 6 7 8 5 6 ...
## $ subp : Factor w/ 16 levels "1.PC.0","2.PC.0",..: 5 6 7 8 5 6 7 8 5 6 ...
##-----------------------------------------------------------------------------
## Ver.
da$y <- da$P
xyplot(y~prof|sistema, groups=gesso, data=da, type=c("p","a"),
auto.key=TRUE, jitter.x=TRUE)
##-----------------------------------------------------------------------------
## Ajuste do modelo de parcela subdivididas (assume independência entre
## observações de uma mesma parcela na profundidade).
m0 <- lme(y~bloco+sistema*gesso*Prof, random=~1|parc/subp, data=da,
method="ML")
##-----------------------------------------------------------------------------
## Diagnóstico.
r <- residuals(m0, type="pearson")
f <- fitted(m0)
bp <- unlist(ranef(m0)[1])
bs <- unlist(ranef(m0)[2])
grid.arrange(ncol=2,
xyplot(r~f, type=c("p", "smooth")),
xyplot(sqrt(abs(r))~f, type=c("p", "smooth")),
qqmath(r), qqmath(bp), qqmath(bs))
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)
## Embora esteja considerando só a parte de efeito fixo serve de indicação.
MASS::boxcox(lm(formula(m0), data=da))
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)
## Embora esteja considerando só a parte de efeito aleatório um nível
## anterior ao de resíduo, serve de indicação.
MASS::boxcox(lm(y~subp, data=da))
![plot of chunk unnamed-chunk-3 plot of chunk 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)
##-----------------------------------------------------------------------------
## Modelo com a variável transformada. Refazer a análise dos resíduos.
m0 <- update(m0, log(y)~.)
r <- residuals(m0, type="pearson")
f <- fitted(m0)
bp <- unlist(ranef(m0)[1])
bs <- unlist(ranef(m0)[2])
grid.arrange(ncol=2,
xyplot(r~f, type=c("p", "smooth")),
xyplot(sqrt(abs(r))~f, type=c("p", "smooth")),
qqmath(r), qqmath(bp), qqmath(bs))
![plot of chunk unnamed-chunk-3 plot of chunk 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)
## Teste de Wald para os termos de efeito fixo.
anova(m0)
## numDF denDF F-value p-value
## (Intercept) 1 48 1103.4 <.0001
## bloco 3 3 4.3 0.1312
## sistema 1 3 32.3 0.0108
## gesso 1 6 0.8 0.4006
## Prof 4 48 197.2 <.0001
## sistema:gesso 1 6 0.0 0.9324
## sistema:Prof 4 48 6.6 0.0003
## gesso:Prof 4 48 4.4 0.0042
## sistema:gesso:Prof 4 48 1.4 0.2381
##-----------------------------------------------------------------------------
## Mas e a correlação serial ao longo do perfil?
plot(ACF(m0))
![plot of chunk unnamed-chunk-3 plot of chunk 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)
S <- split(data.frame(r=r, prof=da$prof), da$subp)
S <- lapply(S,
function(i){
i$r[order(i$prof)]
})
S <- do.call(rbind, S)
splom(S, type=c("p","smooth"))
![plot of chunk unnamed-chunk-3 plot of chunk 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)
round(cor(S), 2)
## [,1] [,2] [,3] [,4] [,5]
## [1,] 1.00 0.13 -0.38 -0.42 0.69
## [2,] 0.13 1.00 0.30 -0.10 0.11
## [3,] -0.38 0.30 1.00 -0.05 -0.33
## [4,] -0.42 -0.10 -0.05 1.00 0.16
## [5,] 0.69 0.11 -0.33 0.16 1.00
## Como se comporta dentro de cada sistema de cultivo?
f <- factor(do.call(rbind, strsplit(rownames(S), "\\."))[,2])
by(S, f, cor)
## INDICES: PC
## V1 V2 V3 V4 V5
## V1 1.0000 0.0315 -0.6331 -0.68371 0.68730
## V2 0.0315 1.0000 0.5395 -0.24830 0.17403
## V3 -0.6331 0.5395 1.0000 0.47558 -0.12570
## V4 -0.6837 -0.2483 0.4756 1.00000 -0.03008
## V5 0.6873 0.1740 -0.1257 -0.03008 1.00000
## -------------------------------------------------------------------
## INDICES: PD
## V1 V2 V3 V4 V5
## V1 1.0000 0.23038 -0.1248 -0.11472 0.70587
## V2 0.2304 1.00000 0.1789 -0.02529 0.08042
## V3 -0.1248 0.17887 1.0000 -0.43709 -0.60038
## V4 -0.1147 -0.02529 -0.4371 1.00000 0.41162
## V5 0.7059 0.08042 -0.6004 0.41162 1.00000
## Estrutura de correlação não estruturada (tem k*(k-1)/2 parâmetros).
m1 <- update(m0, correlation=corSymm(form=~as.integer(Prof)|parc/subp))
summary(m1)
## Linear mixed-effects model fit by maximum likelihood
## Data: da
## AIC BIC logLik
## 64.52 150.3 3.74
##
## Random effects:
## Formula: ~1 | parc
## (Intercept)
## StdDev: 0.02511
##
## Formula: ~1 | subp %in% parc
## (Intercept) Residual
## StdDev: 0.07775 0.354
##
## Correlation Structure: General
## Formula: ~as.integer(Prof) | parc/subp
## Parameter estimate(s):
## Correlation:
## 1 2 3 4
## 2 0.634
## 3 0.053 0.407
## 4 -0.378 -0.198 -0.036
## 5 0.940 0.659 0.129 -0.078
## Fixed effects: log(y) ~ bloco + sistema + gesso + Prof + sistema:gesso + sistema:Prof + gesso:Prof + sistema:gesso:Prof
## Value Std.Error DF t-value p-value
## (Intercept) 3.397 0.2246 48 15.12 0.0000
## bloco2 -0.390 0.1048 3 -3.72 0.0338
## bloco3 -0.152 0.1048 3 -1.45 0.2426
## bloco4 -0.374 0.1048 3 -3.57 0.0375
## sistemaPD -0.257 0.3044 3 -0.85 0.4600
## gesso2 -0.119 0.3037 6 -0.39 0.7084
## Prof10 -0.115 0.1793 48 -0.64 0.5232
## Prof15 -1.552 0.2886 48 -5.38 0.0000
## Prof20 -2.821 0.3482 48 -8.10 0.0000
## Prof25 -2.821 0.0729 48 -38.70 0.0000
## sistemaPD:gesso2 0.620 0.4294 6 1.44 0.1990
## sistemaPD:Prof10 -0.859 0.2536 48 -3.39 0.0014
## sistemaPD:Prof15 -0.492 0.4082 48 -1.20 0.2344
## sistemaPD:Prof20 0.257 0.4924 48 0.52 0.6037
## sistemaPD:Prof25 -0.089 0.1031 48 -0.87 0.3910
## gesso2:Prof10 -0.494 0.2536 48 -1.95 0.0574
## gesso2:Prof15 -0.142 0.4082 48 -0.35 0.7291
## gesso2:Prof20 0.695 0.4924 48 1.41 0.1647
## gesso2:Prof25 0.119 0.1031 48 1.16 0.2536
## sistemaPD:gesso2:Prof10 -0.432 0.3587 48 -1.21 0.2339
## sistemaPD:gesso2:Prof15 -0.878 0.5773 48 -1.52 0.1347
## sistemaPD:gesso2:Prof20 -1.094 0.6964 48 -1.57 0.1227
## sistemaPD:gesso2:Prof25 -0.620 0.1458 48 -4.25 0.0001
## Correlation:
## (Intr) bloco2 bloco3 bloco4 sstmPD gesso2 Prof10 Prof15 Prof20
## bloco2 -0.233
## bloco3 -0.233 0.500
## bloco4 -0.233 0.500 0.500
## sistemaPD -0.678 0.000 0.000 0.000
## gesso2 -0.676 0.000 0.000 0.000 0.499
## Prof10 -0.399 0.000 0.000 0.000 0.295 0.295
## Prof15 -0.643 0.000 0.000 0.000 0.474 0.475 0.611
## Prof20 -0.775 0.000 0.000 0.000 0.572 0.573 0.385 0.564
## Prof25 -0.162 0.000 0.000 0.000 0.120 0.120 0.285 0.285 0.624
## sistemaPD:gesso2 0.478 0.000 0.000 0.000 -0.705 -0.707 -0.209 -0.336 -0.405
## sistemaPD:Prof10 0.282 0.000 0.000 0.000 -0.417 -0.209 -0.707 -0.432 -0.272
## sistemaPD:Prof15 0.454 0.000 0.000 0.000 -0.671 -0.336 -0.432 -0.707 -0.399
## sistemaPD:Prof20 0.548 0.000 0.000 0.000 -0.809 -0.405 -0.272 -0.399 -0.707
## sistemaPD:Prof25 0.115 0.000 0.000 0.000 -0.169 -0.085 -0.201 -0.202 -0.441
## gesso2:Prof10 0.282 0.000 0.000 0.000 -0.208 -0.418 -0.707 -0.432 -0.272
## gesso2:Prof15 0.454 0.000 0.000 0.000 -0.335 -0.672 -0.432 -0.707 -0.399
## gesso2:Prof20 0.548 0.000 0.000 0.000 -0.404 -0.811 -0.272 -0.399 -0.707
## gesso2:Prof25 0.115 0.000 0.000 0.000 -0.085 -0.170 -0.201 -0.202 -0.441
## sistemaPD:gesso2:Prof10 -0.200 0.000 0.000 0.000 0.295 0.295 0.500 0.306 0.192
## sistemaPD:gesso2:Prof15 -0.321 0.000 0.000 0.000 0.474 0.475 0.306 0.500 0.282
## sistemaPD:gesso2:Prof20 -0.388 0.000 0.000 0.000 0.572 0.573 0.192 0.282 0.500
## sistemaPD:gesso2:Prof25 -0.081 0.000 0.000 0.000 0.120 0.120 0.142 0.143 0.312
## Prof25 ssPD:2 sPD:P10 sPD:P15 sPD:P20 sPD:P25 g2:P10 g2:P15
## bloco2
## bloco3
## bloco4
## sistemaPD
## gesso2
## Prof10
## Prof15
## Prof20
## Prof25
## sistemaPD:gesso2 -0.085
## sistemaPD:Prof10 -0.201 0.295
## sistemaPD:Prof15 -0.202 0.475 0.611
## sistemaPD:Prof20 -0.441 0.573 0.385 0.564
## sistemaPD:Prof25 -0.707 0.120 0.285 0.285 0.624
## gesso2:Prof10 -0.201 0.295 0.500 0.306 0.192 0.142
## gesso2:Prof15 -0.202 0.475 0.306 0.500 0.282 0.143 0.611
## gesso2:Prof20 -0.441 0.573 0.192 0.282 0.500 0.312 0.385 0.564
## gesso2:Prof25 -0.707 0.120 0.142 0.143 0.312 0.500 0.285 0.285
## sistemaPD:gesso2:Prof10 0.142 -0.418 -0.707 -0.432 -0.272 -0.201 -0.707 -0.432
## sistemaPD:gesso2:Prof15 0.143 -0.672 -0.432 -0.707 -0.399 -0.202 -0.432 -0.707
## sistemaPD:gesso2:Prof20 0.312 -0.811 -0.272 -0.399 -0.707 -0.441 -0.272 -0.399
## sistemaPD:gesso2:Prof25 0.500 -0.170 -0.201 -0.202 -0.441 -0.707 -0.201 -0.202
## g2:P20 g2:P25 sPD:2:P10 sPD:2:P15 sPD:2:P20
## bloco2
## bloco3
## bloco4
## sistemaPD
## gesso2
## Prof10
## Prof15
## Prof20
## Prof25
## sistemaPD:gesso2
## sistemaPD:Prof10
## sistemaPD:Prof15
## sistemaPD:Prof20
## sistemaPD:Prof25
## gesso2:Prof10
## gesso2:Prof15
## gesso2:Prof20
## gesso2:Prof25 0.624
## sistemaPD:gesso2:Prof10 -0.272 -0.201
## sistemaPD:gesso2:Prof15 -0.399 -0.202 0.611
## sistemaPD:gesso2:Prof20 -0.707 -0.441 0.385 0.564
## sistemaPD:gesso2:Prof25 -0.441 -0.707 0.285 0.285 0.624
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -2.05313 -0.62629 0.01904 0.49545 2.21993
##
## Number of Observations: 80
## Number of Groups:
## parc subp %in% parc
## 8 16
anova(m0, m1)
## Model df AIC BIC logLik Test L.Ratio p-value
## m0 1 26 87.32 149.2 -17.66
## m1 2 36 64.52 150.3 3.74 1 vs 2 42.8 <.0001
## Estrutura de continous AR(1).
m2 <- update(m0, correlation=corCAR1(form=~prof|parc/subp))
anova(m0, m2)
## Model df AIC BIC logLik Test L.Ratio p-value
## m0 1 26 87.32 149.2 -17.66
## m2 2 27 88.13 152.4 -17.06 1 vs 2 1.192 0.2749
AIC(m1)
## [1] 64.52
AIC(m2)
## [1] 88.13
##-----------------------------------------------------------------------------
## Veja como os resultados mudam completamente.
anova(m0)
## numDF denDF F-value p-value
## (Intercept) 1 48 1103.4 <.0001
## bloco 3 3 4.3 0.1312
## sistema 1 3 32.3 0.0108
## gesso 1 6 0.8 0.4006
## Prof 4 48 197.2 <.0001
## sistema:gesso 1 6 0.0 0.9324
## sistema:Prof 4 48 6.6 0.0003
## gesso:Prof 4 48 4.4 0.0042
## sistema:gesso:Prof 4 48 1.4 0.2381
anova(m1)
## numDF denDF F-value p-value
## (Intercept) 1 48 23832 <.0001
## bloco 3 3 6 0.0810
## sistema 1 3 14 0.0333
## gesso 1 6 38 0.0008
## Prof 4 48 2276 <.0001
## sistema:gesso 1 6 27 0.0020
## sistema:Prof 4 48 19 <.0001
## gesso:Prof 4 48 8 <.0001
## sistema:gesso:Prof 4 48 5 0.0012
##-----------------------------------------------------------------------------
## Qual foi a correlação estimada?
## Embora seja aceitável a correlação de 63% entre 1-2 e de 40% entre
## 2-3, as correlações negativas com a camada 4 as correlações
## superiores à 60% de entre 1-5 e 2-5 parecem bem estranhas. Será que o
## fato dos sistemas serem diferentes quando ao revolvimento do solo
## (PD=não mexe, PC=mexe) não justifica uma especificação de covariância
## ao longo do perfil que seja separada por sistema?
summary(m1)$modelStruct$corStruct
## Correlation structure of class corSymm representing
## Correlation:
## 1 2 3 4
## 2 0.634
## 3 0.053 0.407
## 4 -0.378 -0.198 -0.036
## 5 0.940 0.659 0.129 -0.078
##-----------------------------------------------------------------------------
## O interesse é saber como o gesso altera o nível dos nutrientes em
## cada sistema de manejo. Então obter valores preditos para
## profundidade em cada nível de gesso e sistema.
X <- LSmatrix(lm(formula(m1), data=da),
effect=c("sistema","gesso","Prof"))
grid <- attr(X, "grid")
## Médias com IC.
ci <- confint(glht(m1, linfct=X), calpha=univariate_calpha())
grid <- cbind(grid, ci$confint)
grid <- equallevels(grid, da)
grid
## sistema gesso Prof Estimate lwr upr
## 1 PC 0 5 3.168e+00 2.811560 3.5237
## 2 PD 0 5 2.910e+00 2.554241 3.2664
## 3 PC 2 5 3.049e+00 2.692420 3.4046
## 4 PD 2 5 3.411e+00 3.054923 3.7671
## 5 PC 0 10 3.052e+00 2.696237 3.4084
## 6 PD 0 10 1.936e+00 1.579520 2.2917
## 7 PC 2 10 2.439e+00 2.083246 2.7954
## 8 PD 2 10 1.510e+00 1.153984 1.8661
## 9 PC 0 15 1.615e+00 1.259287 1.9714
## 10 PD 0 15 8.664e-01 0.510354 1.2225
## 11 PC 2 15 1.354e+00 0.997945 1.7101
## 12 PD 2 15 3.466e-01 -0.009506 0.7027
## 13 PC 0 20 3.466e-01 -0.009506 0.7027
## 14 PD 0 20 3.466e-01 -0.009506 0.7027
## 15 PC 2 20 9.222e-01 0.566140 1.2783
## 16 PD 2 20 4.479e-01 0.091860 0.8040
## 17 PC 0 25 3.466e-01 -0.009506 0.7027
## 18 PD 0 25 -7.216e-16 -0.356080 0.3561
## 19 PC 2 25 3.466e-01 -0.009506 0.7027
## 20 PD 2 25 -1.776e-15 -0.356080 0.3561
##-----------------------------------------------------------------------------
## Representação.
## l <- sapply(levels(grid$gesso),
## function(l){
## eval(substitute(expression(gesso~(ton~ha^{-1})),
## list(gesso=l)))
## })
l <- levels(grid$gesso)
key <- list(type="o", divide=1, columns=length(l),
title=expression("Gesso agrícola"~(ton~ha^{-1})),
cex.title=1.1,
lines=list(pch=1:length(l),
col=trellis.par.get("plot.symbol")$col),
text=list(l))
## Para que os pontos sejam corretamente representados, deve-se
## reordenar os dados.
grid <- grid[with(grid, order(sistema, Prof, gesso)),]
segplot(Prof~lwr+upr|sistema, horizontal=FALSE,
centers=Estimate, groups=grid$gesso, f=0.05, layout=c(NA,1),
data=grid, draw=FALSE, panel=panel.segplotBy, key=key,
pch=as.integer(grid$gesso),
ylab="log Fósforo",
xlab="Camada do solo (cm)")
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)
##-----------------------------------------------------------------------------
## Como ficariam os resultados se fosse assumido independência?
grie <- attr(X, "grid")
ci <- confint(glht(m0, linfct=X), calpha=univariate_calpha())
grie <- cbind(grie, ci$confint)
grie <- equallevels(grie, da)
grie <- grie[with(grie, order(sistema, Prof, gesso)),]
grid$modelo <- "correlação"
grie$modelo <- "independente"
gri <- rbind(grid, grie)
gri$modelo <- factor(gri$modelo)
levels(gri$modelo)
## [1] "correlação" "independente"
l <- levels(gri$modelo)
key <- list(type="o", divide=1, columns=length(l),
title="Modelo",
cex.title=1.1,
lines=list(pch=1:length(l),
col=trellis.par.get("plot.symbol")$col),
text=list(l))
gri <- gri[with(gri, order(sistema, gesso, Prof, modelo)),]
segplot(Prof~lwr+upr|sistema*gesso, horizontal=FALSE,
centers=Estimate, groups=gri$modelo, f=0.05,
data=gri, draw=FALSE, panel=panel.segplotBy, key=key,
pch=as.integer(gri$modelo),
ylab="log Fósforo",
xlab="Camada do solo (cm)")
![plot of chunk unnamed-chunk-6 plot of chunk 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)
##-----------------------------------------------------------------------------
## Ligando as médias para dar inteção de continuidade.
d <- (as.integer(gri$modelo)-median(seq_along(l)))/5
key <- list(type="o", divide=1, columns=length(l),
title="Modelo",
cex.title=1.1,
lines=list(pch=1:length(l),
col=trellis.par.get("superpose.symbol")$col[1:length(l)]),
text=list(l))
xyplot(Estimate~Prof|sistema*gesso, type="o",
data=gri,
groups=modelo,
ly=gri$lwr, uy=gri$upr,
cty="bars", desloc=d, length=0.02,
prepanel=prepanel.cbH,
panel.groups=panel.cbH,
panel=panel.superpose,
key=key, pch=as.integer(gri$modelo),
ylab="Fósforo",
xlab="Camada do solo (cm)")
![plot of chunk unnamed-chunk-6 plot of chunk 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)