03.Regression Algoritm
Luís
08/04/2020
Sites para Consultar sobre Regressao Linear: Mapas de Correlação: https://rpubs.com/melinatarituba/353262
#Modelos de Regressão
1.Regressao Linear Simples
(Variavel dependente: numerica, variavel independente : numerica)
##Exportação de Dados
set.seed(1)
galton_heights <- GaltonFamilies %>%
filter(gender == "male") %>%
select(father, childHeight) %>%
rename(son = childHeight)
head(galton_heights)## father son
## 1 78.5 73.2
## 2 75.5 73.5
## 3 75.5 72.5
## 4 75.0 71.0
## 5 75.0 70.5
## 6 75.0 68.5y <- galton_heights$son
test_index <- createDataPartition(y, times = 1, p = 0.5, list = FALSE)
train_set <- galton_heights %>% slice(-test_index)
test_set <- galton_heights %>% slice(test_index)Exploração dos dados
cor(galton_heights)## father son
## father 1.0000000 0.3923835
## son 0.3923835 1.0000000hist(galton_heights$father)
hist(galton_heights$son)
boxplot(galton_heights$father,
col = c('gray', 'red'), main = 'Father')
boxplot(galton_heights$son,
col = c('gray', 'red'), main = 'Son')
## Criação e estudo do Modelo de Regressão Linear
set.seed(1)
RMSE = function(m, o){
sqrt(mean((m - o)^2))
}
fit = lm(son ~ father, data = train_set)
fit$coef## (Intercept) father
## 37.5542392 0.4576287y_hat<- predict(fit, test_set)
summary(fit) #P-VALUE < 0.05 and R-SQUARED >=0.7##
## Call:
## lm(formula = son ~ father, data = train_set)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.131 -1.549 0.005 1.609 5.954
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 37.55424 4.63428 8.104 2.80e-14 ***
## father 0.45763 0.06694 6.836 6.77e-11 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.415 on 238 degrees of freedom
## Multiple R-squared: 0.1641, Adjusted R-squared: 0.1606
## F-statistic: 46.74 on 1 and 238 DF, p-value: 6.771e-11par(mfrow=c(2,2))
plot(fit)
shapiro.test(fit$residuals) #P-VALUE > 0.05##
## Shapiro-Wilk normality test
##
## data: fit$residuals
## W = 0.99482, p-value = 0.5896RMSE(y_hat, test_set$son)## [1] 2.417579#2.Regressao Linear Multipla (Variavel dependente: numerica, 2 variavel independente : numerica)
set.seed(1)
Sigma <- matrix(c(1.0, 0.75, 0.75, 0.75, 1.0, 0.25, 0.75, 0.25, 1.0), 3, 3)
dat <- MASS::mvrnorm(n = 100, c(0, 0, 0), Sigma) %>%
data.frame() %>% setNames(c("y", "x_1", "x_2"))
head(dat)## y x_1 x_2
## 1 -0.54335401 -0.15627188 -0.91606278
## 2 0.48203339 -0.07151714 -0.01993594
## 3 -0.53913301 -0.27408300 -1.38972961
## 4 1.51064005 1.18876647 1.38231139
## 5 -0.08352236 0.91504731 0.11334813
## 6 -0.36165800 -2.00447523 0.16000079y <- dat$y
test_index <- createDataPartition(y, times = 1, p = 0.5, list = FALSE)
train_set <- dat %>% slice(-test_index)
test_set <- dat %>% slice(test_index)##Exploração dos dados
panel.hist <- function(x, ...)
{
usr <- par("usr"); on.exit(par(usr))
par(usr = c(usr[1:2], 0, 1.5) )
h <- hist(x, plot = FALSE)
breaks <- h$breaks; nB <- length(breaks)
y <- h$counts; y <- y/max(y)
rect(breaks[-nB], 0, breaks[-1], y, col = "cyan", ...)
}
panel.cor <- function(x, y, digits = 2, prefix = "", cex.cor, ...)
{
usr <- par("usr"); on.exit(par(usr))
par(usr = c(0, 1, 0, 1))
r <- abs(cor(x, y))
txt <- format(c(r, 0.123456789), digits = digits)[1]
txt <- paste0(prefix, txt)
if(missing(cex.cor)) cex.cor <- 0.8/strwidth(txt)
text(0.5, 0.5, txt, cex = cex.cor * r)
}
pairs(dat, diag.panel = panel.hist, upper.panel = panel.cor,
lower.panel = panel.smooth)
##Criação e estudo do Modelo de Regressao Linear
set.seed(1)
'Metodo backward'## [1] "Metodo backward"fit1=step(lm(y~x_1+x_2,data=train_set),direction="backward")## Start: AIC=-108.64
## y ~ x_1 + x_2
##
## Df Sum of Sq RSS AIC
## <none> 4.4056 -108.640
## - x_2 1 11.862 16.2678 -47.937
## - x_1 1 12.508 16.9138 -46.067'Metodo Forward'## [1] "Metodo Forward"fit2=step(lm(y ~ 1,data=train_set),direction="forward",scope= ~ x_1+x_2)## Start: AIC=-19.4
## y ~ 1
##
## Df Sum of Sq RSS AIC
## + x_1 1 14.463 16.268 -47.937
## + x_2 1 13.817 16.914 -46.067
## <none> 30.731 -19.405
##
## Step: AIC=-47.94
## y ~ x_1
##
## Df Sum of Sq RSS AIC
## + x_2 1 11.862 4.4056 -108.640
## <none> 16.2678 -47.937
##
## Step: AIC=-108.64
## y ~ x_1 + x_2'Metodo Both'## [1] "Metodo Both"fit3=step(lm(y~x_1+x_2,data=train_set),direction="both")## Start: AIC=-108.64
## y ~ x_1 + x_2
##
## Df Sum of Sq RSS AIC
## <none> 4.4056 -108.640
## - x_2 1 11.862 16.2678 -47.937
## - x_1 1 12.508 16.9138 -46.067set.seed(1)
RMSE = function(m, o){
sqrt(mean((m - o)^2))
}
fit$coef## (Intercept) father
## 37.5542392 0.4576287y_hat<- predict(fit1, test_set)
summary(fit1) #P-VALUE < 0.05 and R-SQUARED >=0.7##
## Call:
## lm(formula = y ~ x_1 + x_2, data = train_set)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.72036 -0.14458 0.03871 0.13701 0.76467
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.002307 0.045905 0.05 0.96
## x_1 0.624204 0.055223 11.30 9.77e-15 ***
## x_2 0.558975 0.050781 11.01 2.36e-14 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3129 on 45 degrees of freedom
## Multiple R-squared: 0.8566, Adjusted R-squared: 0.8503
## F-statistic: 134.4 on 2 and 45 DF, p-value: < 2.2e-16par(mfrow=c(2,2))
plot(fit1)
shapiro.test(fit1$residuals) #P-VALUE > 0.05##
## Shapiro-Wilk normality test
##
## data: fit1$residuals
## W = 0.96896, p-value = 0.2307fit1$coef## (Intercept) x_1 x_2
## 0.002307117 0.624204386 0.558974981y_hat<- predict(fit1, test_set)
summary(fit1) #P-VALUE < 0.05 and R-SQUARED >=0.7##
## Call:
## lm(formula = y ~ x_1 + x_2, data = train_set)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.72036 -0.14458 0.03871 0.13701 0.76467
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.002307 0.045905 0.05 0.96
## x_1 0.624204 0.055223 11.30 9.77e-15 ***
## x_2 0.558975 0.050781 11.01 2.36e-14 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3129 on 45 degrees of freedom
## Multiple R-squared: 0.8566, Adjusted R-squared: 0.8503
## F-statistic: 134.4 on 2 and 45 DF, p-value: < 2.2e-16vif<-function (obj, digits = 5) {
Qr <- obj$qr
if (is.null(obj$terms) || is.null(Qr))
stop("invalid 'lm' object: no terms or qr component")
tt <- terms(obj)
hasintercept <- attr(tt, "intercept") > 0
p <- Qr$rank
if (hasintercept)
p1 <- 2:p
else p1 <- 1:p
R <- Qr$qr[p1, p1, drop = FALSE]
if (length(p1) > 1)
R[row(R) > col(R)] <- 0
Rinv <- qr.solve(R)
vv <- apply(Rinv, 1, function(x) sum(x^2))
ss <- apply(R, 2, function(x) sum(x^2))
vif <- ss * vv
signif(vif, digits)
}
vif(fit1) #<=5## x_1 x_2
## 1.0055 1.0055RMSE(y_hat, test_set$y)## [1] 0.345693train_lm <- train(y ~ ., method = "lm", data = train_set)
summary(train_lm)##
## Call:
## lm(formula = .outcome ~ ., data = dat)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.72036 -0.14458 0.03871 0.13701 0.76467
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.002307 0.045905 0.05 0.96
## x_1 0.624204 0.055223 11.30 9.77e-15 ***
## x_2 0.558975 0.050781 11.01 2.36e-14 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3129 on 45 degrees of freedom
## Multiple R-squared: 0.8566, Adjusted R-squared: 0.8503
## F-statistic: 134.4 on 2 and 45 DF, p-value: < 2.2e-16y_hat<- predict(train_lm, test_set)
RMSE(y_hat, test_set$y)## [1] 0.3456933.Regressao Adaptada
(Variavel dependente: Categorica, 2 variavel independente : numerica)
library(dslabs)
data("heights")
y <- heights$height
head(heights)## sex height
## 1 Male 75
## 2 Male 70
## 3 Male 68
## 4 Male 74
## 5 Male 61
## 6 Female 65set.seed(1)
test_index <- createDataPartition(y, times = 1, p = 0.5, list = FALSE)
train_set <- heights %>% slice(-test_index)
test_set <- heights %>% slice(test_index)##Exploração dos dados
ggpairs(heights, columns = 1:2, ggplot2::aes(colour=sex))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
heights %>%
mutate(x = round(height)) %>%
group_by(x) %>%
filter(n() >= 10) %>%
summarize(prop = mean(sex == "Female")) %>%
ggplot(aes(x, prop)) +
geom_point()
##Criação e estudo do Modelo de Regressao
set.seed(1)
'Metodo backward'## [1] "Metodo backward"fit=fit1=step(mutate(train_set, y = as.numeric(sex == "Female")) %>% lm(y ~ height, data = .),direction="backward")## Start: AIC=-1032.24
## y ~ height
##
## Df Sum of Sq RSS AIC
## <none> 72.525 -1032.24
## - height 1 17.795 90.321 -919.26'Metodo Both'## [1] "Metodo Both"fit3=step(mutate(train_set, y = as.numeric(sex == "Female")) %>% lm(y ~ height, data = .),direction="both")## Start: AIC=-1032.24
## y ~ height
##
## Df Sum of Sq RSS AIC
## <none> 72.525 -1032.24
## - height 1 17.795 90.321 -919.26set.seed(1)
RMSE = function(m, o){
sqrt(mean((m - o)^2))
}
fit$coef## (Intercept) height
## 3.22703654 -0.04396611y_hat<- predict(fit, test_set)
summary(fit) #P-VALUE < 0.05 and R-SQUARED >=0.7##
## Call:
## lm(formula = y ~ height, data = .)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.86298 -0.23734 -0.11133 0.07042 1.24629
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 3.227037 0.266080 12.13 <2e-16 ***
## height -0.043966 0.003885 -11.32 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3727 on 522 degrees of freedom
## Multiple R-squared: 0.197, Adjusted R-squared: 0.1955
## F-statistic: 128.1 on 1 and 522 DF, p-value: < 2.2e-16p_hat <- predict(fit, test_set)
y_hat <- ifelse(p_hat > 0.5, "Female", "Male") %>% factor()
confusionMatrix(y_hat, test_set$sex)## Confusion Matrix and Statistics
##
## Reference
## Prediction Female Male
## Female 22 12
## Male 100 392
##
## Accuracy : 0.7871
## 95% CI : (0.7496, 0.8213)
## No Information Rate : 0.7681
## P-Value [Acc > NIR] : 0.1633
##
## Kappa : 0.2013
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.18033
## Specificity : 0.97030
## Pos Pred Value : 0.64706
## Neg Pred Value : 0.79675
## Prevalence : 0.23194
## Detection Rate : 0.04183
## Detection Prevalence : 0.06464
## Balanced Accuracy : 0.57531
##
## 'Positive' Class : Female
## #4.Regressao Logistica
(Variavel dependente: Categorica, variavel independente : numerica)
Exportação de Dados
library(dslabs)
data("heights")
y <- heights$height
head(heights)## sex height
## 1 Male 75
## 2 Male 70
## 3 Male 68
## 4 Male 74
## 5 Male 61
## 6 Female 65set.seed(2)
test_index <- createDataPartition(y, times = 1, p = 0.5, list = FALSE)
train_set <- heights %>% slice(-test_index)
test_set <- heights %>% slice(test_index)Criação do Modelo de Regressao Logistica
# fit logistic regression model
glm_fit <- train_set %>%
mutate(y = as.numeric(sex == "Female")) %>%
glm(y ~ height, data=., family = "binomial")
summary(glm_fit)##
## Call:
## glm(formula = y ~ height, family = "binomial", data = .)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.9596 -0.6541 -0.4276 -0.2222 3.1575
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 20.47888 2.56809 7.974 1.53e-15 ***
## height -0.32224 0.03842 -8.388 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 556.52 on 523 degrees of freedom
## Residual deviance: 453.62 on 522 degrees of freedom
## AIC: 457.62
##
## Number of Fisher Scoring iterations: 5p_hat_logit <- predict(glm_fit, newdata = test_set, type = "response")
y_hat_logit <- ifelse(p_hat_logit > 0.5, "Female", "Male") %>% factor
confusionMatrix(y_hat_logit, test_set$sex)## Confusion Matrix and Statistics
##
## Reference
## Prediction Female Male
## Female 46 21
## Male 75 384
##
## Accuracy : 0.8175
## 95% CI : (0.7818, 0.8496)
## No Information Rate : 0.77
## P-Value [Acc > NIR] : 0.004726
##
## Kappa : 0.3892
##
## Mcnemar's Test P-Value : 6.328e-08
##
## Sensitivity : 0.38017
## Specificity : 0.94815
## Pos Pred Value : 0.68657
## Neg Pred Value : 0.83660
## Prevalence : 0.23004
## Detection Rate : 0.08745
## Detection Prevalence : 0.12738
## Balanced Accuracy : 0.66416
##
## 'Positive' Class : Female
## train_glm <- train(sex ~ ., method = "glm", data = train_set)
y_hat_glm <- predict(train_glm, test_set, type = "raw")
confusionMatrix(y_hat_glm, test_set$sex)## Confusion Matrix and Statistics
##
## Reference
## Prediction Female Male
## Female 46 21
## Male 75 384
##
## Accuracy : 0.8175
## 95% CI : (0.7818, 0.8496)
## No Information Rate : 0.77
## P-Value [Acc > NIR] : 0.004726
##
## Kappa : 0.3892
##
## Mcnemar's Test P-Value : 6.328e-08
##
## Sensitivity : 0.38017
## Specificity : 0.94815
## Pos Pred Value : 0.68657
## Neg Pred Value : 0.83660
## Prevalence : 0.23004
## Detection Rate : 0.08745
## Detection Prevalence : 0.12738
## Balanced Accuracy : 0.66416
##
## 'Positive' Class : Female
## #5. Regressão Local (Loess)
(Variavel dependente: Categorica, variavel independente : numerica)
grid <- expand.grid(span = seq(0.15, 0.65, len = 10), degree = 1)
train_loess <- train(sex ~ .,
method = "gamLoess",
tuneGrid=grid,
data = train_set)## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
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## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
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## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
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## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
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## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
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## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
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## = 0.65, : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
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## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
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## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
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## = 0.15, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
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## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 80## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 80## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 80## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 80## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 80## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 79.145## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : lowerlimit 51.847## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 80.15## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored
## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.15, degree = 1)"]], z, w, span
## = 0.15, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.205555555555556, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.261111111111111, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.316666666666667, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.372222222222222, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.427777777777778, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.483333333333333, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.538888888888889, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : eval 50## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.594444444444444, degree =
## 1)"]], : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignored## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 82.677## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : upperlimit 80.14## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : eval 50## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : lowerlimit 51.86## Warning in gam.lo(data[["lo(height, span = 0.65, degree = 1)"]], z, w, span
## = 0.65, : extrapolation not allowed with blending## Warning in model.matrix.default(mt, mf, contrasts): non-list contrasts
## argument ignoredggplot(train_loess, highlight = TRUE)
confusionMatrix(data = predict(train_loess, test_set),
reference = test_set$sex)## Confusion Matrix and Statistics
##
## Reference
## Prediction Female Male
## Female 71 43
## Male 50 362
##
## Accuracy : 0.8232
## 95% CI : (0.7879, 0.8549)
## No Information Rate : 0.77
## P-Value [Acc > NIR] : 0.001725
##
## Kappa : 0.4906
##
## Mcnemar's Test P-Value : 0.533829
##
## Sensitivity : 0.5868
## Specificity : 0.8938
## Pos Pred Value : 0.6228
## Neg Pred Value : 0.8786
## Prevalence : 0.2300
## Detection Rate : 0.1350
## Detection Prevalence : 0.2167
## Balanced Accuracy : 0.7403
##
## 'Positive' Class : Female
##