output$dvResids <- renderPlot({
dat <- getDat()
if (input$use2 == FALSE) {
if (input$Method == 1) {
if (input$useSeas == FALSE) {
regObj <- lm(log10(X_00060_00003.y) ~ log10(X_00060_00003.x), data = dat)
}
else if (input$useSeas == TRUE) {
regObj <- lm(log10(X_00060_00003.y) ~ log10(X_00060_00003.x) + fourier(Date), data = dat)
}
regDF <- augment(regObj)
p <- ggplot(regDF, aes(x = .fitted, y = .resid)) +
geom_point() +
geom_hline(yintercept = 0, color = "black", linetype = "dashed") +
stat_smooth(method = "loess", span = 0.9, color = "red", linetype = "dashed", se = FALSE) +
scale_y_continuous(limits = c(-1*max(abs(regDF$.resid)), 1*max(abs(regDF$.resid)))) +
labs(x = "Fitted values", y = "Residuals") +
theme_bw()
p
}
else if (input$Method == 2) {
if (input$useSeas == FALSE) {
regObj <- gam(log10(X_00060_00003.y) ~ s(log10(X_00060_00003.x), bs = "cs"), data = dat)
}
else if (input$useSeas == TRUE) {
regObj <- gam(log10(X_00060_00003.y) ~ s(log10(X_00060_00003.x), bs = "cs") + fourier(Date), data = dat)
}
regDF <- augment(regObj)
p <- ggplot(regDF, aes(x = .fitted, y = .resid)) +
geom_point() +
geom_hline(yintercept = 0, color = "black", linetype = "dashed") +
stat_smooth(method = "loess", span = 0.9, color = "red", linetype = "dashed", se = FALSE) +
scale_y_continuous(limits = c(-1*max(abs(regDF$.resid)), 1*max(abs(regDF$.resid)))) +
labs(x = "Fitted values", y = "Residuals") +
theme_bw()
p
}
}
else if (input$use2 == TRUE) {
if (input$Method == 1) {
if (input$useSeas == FALSE) {
regObj <- lm(log10(X_00060_00003.y) ~ log10(X_00060_00003.x) + log10(X_00060_00003.x2), data = datP)
}
else if (input$useSeas == TRUE) {
regObj <- lm(log10(X_00060_00003.y) ~ log10(X_00060_00003.x) + log10(X_00060_00003.x2) + fourier(Date), data = datP)
}
regDF <- augment(regObj)
p <- ggplot(regDF, aes(x = .fitted, y = .resid)) +
geom_point() +
geom_hline(yintercept = 0, color = "black", linetype = "dashed") +
stat_smooth(method = "loess", span = 0.9, color = "red", linetype = "dashed", se = FALSE) +
scale_y_continuous(limits = c(-1*max(abs(regDF$.resid)), 1*max(abs(regDF$.resid)))) +
labs(x = "Fitted values", y = "Residuals") +
theme_bw()
p
}
else if (input$Method == 2) {
if (input$useSeas == FALSE) {
regObj <- gam(log10(X_00060_00003.y) ~ s(log10(X_00060_00003.x), bs = "cs") + s(log10(X_00060_00003.x2), bs = "cs"), data = datP)
}
else if (input$useSeas == TRUE) {
regObj <- gam(log10(X_00060_00003.y) ~ s(log10(X_00060_00003.x), bs = "cs") + s(log10(X_00060_00003.x2), bs = "cs") + fourier(Date), data = datP)
}
regDF <- augment(regObj)
p <- ggplot(regDF, aes(x = .fitted, y = .resid)) +
geom_point() +
geom_hline(yintercept = 0, color = "black", linetype = "dashed") +
stat_smooth(method = "loess", span = 0.9, color = "red", linetype = "dashed", se = FALSE) +
scale_y_continuous(limits = c(-1*max(abs(regDF$.resid)), 1*max(abs(regDF$.resid)))) +
labs(x = "Fitted values", y = "Residuals") +
theme_bw()
p
}
}
})
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