## ----------------------------------------------------------------------------- #| include: false library(methods) if (requireNamespace("lme4", quietly = TRUE)) library(lme4) if (requireNamespace("lmerTest", quietly = TRUE)) library(lmerTest) load(file.path("..", "data", "ex124.RData")) load(file.path("..", "data", "ex125.RData")) load(file.path("..", "data", "ex33.RData")) load(file.path("..", "data", "ex31.RData")) ## ----------------------------------------------------------------------------- if (requireNamespace("collapse", quietly = TRUE) && requireNamespace("ggplot2", quietly = TRUE)) { ex124_plot <- ex124 |> collapse::fmutate(herd = factor(herd)) ggplot2::ggplot( ex124_plot, ggplot2::aes(x = herd, y = PCVdif, shape = dose, color = drug) ) + ggplot2::geom_point(size = 2.4, position = ggplot2::position_jitter(width = 0.08)) + ggplot2::facet_wrap(~ drug, nrow = 1) + ggplot2::labs( x = "Herd", y = "Change in packed cell volume", shape = "Dose", color = "Drug", title = "Packed cell volume response by herd, drug, and dose" ) + ggplot2::theme_minimal() } ## ----------------------------------------------------------------------------- if (requireNamespace("ggplot2", quietly = TRUE)) { ggplot2::ggplot( ex125, ggplot2::aes(x = dose, y = Pcv, group = Drug, color = Drug) ) + ggplot2::stat_summary(fun = mean, geom = "line") + ggplot2::stat_summary(fun = mean, geom = "point", size = 2.6) + ggplot2::facet_wrap(~ Region) + ggplot2::labs( x = "Dose", y = "Mean packed cell volume", title = "Mean response by region, drug, and dose" ) + ggplot2::theme_minimal() } ## ----------------------------------------------------------------------------- if (requireNamespace("ggplot2", quietly = TRUE)) { ggplot2::ggplot( ex33, ggplot2::aes(x = time, y = PCV, group = animal_id, color = breed) ) + ggplot2::geom_line(linewidth = 0.5) + ggplot2::geom_point(size = 1.4) + ggplot2::labs( x = "Time", y = "Packed cell volume", color = "Breed", title = "Longitudinal packed cell volume by animal" ) + ggplot2::theme_minimal() } ## ----------------------------------------------------------------------------- if (requireNamespace("collapse", quietly = TRUE) && requireNamespace("ggplot2", quietly = TRUE)) { ex31_plot <- ex31 |> collapse::fmutate( treatment = ifelse(drug == "BERENIL", paste(drug, dose), as.character(drug)) ) ggplot2::ggplot( ex31_plot, ggplot2::aes(x = PCV1, y = PCV2, color = treatment) ) + ggplot2::geom_point(size = 2) + ggplot2::geom_smooth(method = "lm", se = FALSE, linewidth = 0.8) + ggplot2::labs( x = "PCV at treatment", y = "PCV one month later", color = "Treatment", title = "Relationship between baseline and follow-up PCV" ) + ggplot2::theme_minimal() }