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Raincloudplots - movement model versus number of infection
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dat <- structure(list(Move = structure(c(1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, | |
1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, | |
2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, | |
2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, | |
2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, | |
2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, | |
2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, | |
2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, | |
2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, | |
2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, | |
2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, | |
2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, | |
2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, | |
2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, | |
3L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, | |
4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, | |
4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, | |
4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, | |
4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, | |
4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, | |
4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, | |
4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, | |
4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, | |
4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, | |
4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, | |
4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, | |
4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L), .Label = c("OFF", "CRW", | |
"HD", "FD"), class = "factor"), Infect = c(0, 0, 0, 0, 0, 4, | |
1, 2, 1, 2, 0, 2, 1, 1, 1, 3, 0, 0, 0, 1, 1, 2, 1, 1, 0, 3, 0, | |
1, 0, 1, 3, 2, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, | |
0, 0, 1, 1, 2, 2, 2, 1, 1, 2, 3, 2, 0, 4, 1, 1, 1, 1, 1, 2, 0, | |
2, 1, 1, 2, 0, 0, 1, 0, 1, 2, 0, 2, 0, 1, 2, 2, 2, 1, 1, 1, 1, | |
0, 0, 2, 1, 0, 1, 3, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 3, 1, 0, 1, | |
2, 1, 1, 0, 3, 1, 2, 2, 3, 0, 0, 1, 0, 1, 0, 2, 2, 1, 3, 3, 1, | |
3, 1, 1, 1, 0, 0, 0, 3, 0, 0, 1, 3, 1, 1, 2, 2, 2, 2, 3, 3, 1, | |
2, 1, 0, 0, 1, 2, 2, 0, 2, 2, 0, 1, 0, 1, 1, 0, 3, 2, 3, 0, 1, | |
0, 1, 3, 2, 3, 0, 0, 0, 0, 1, 2, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, | |
0, 5, 1, 2, 2, 1, 0, 1, 0, 1, 1, 1, 1, 1, 2, 1, 3, 2, 2, 4, 1, | |
0, 1, 1, 2, 1, 1, 2, 1, 0, 0, 3, 0, 0, 0, 2, 1, 0, 1, 3, 0, 1, | |
1, 0, 0, 2, 2, 1, 1, 1, 2, 2, 1, 0, 1, 0, 1, 1, 1, 0, 2, 0, 1, | |
1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 3, 0, 3, 1, 1, 1, 0, 2, 0, 1, 0, | |
0, 1, 1, 1, 1, 1, 0, 2, 2, 1, 1, 0, 1, 0, 2, 2, 1, 1, 1, 0, 2, | |
0, 0, 1, 1, 0, 0, 2, 2, 1, 1, 1, 0, 0, 0, 0, 1, 2, 3, 2, 2, 1, | |
1, 2, 2, 2, 2, 1, 0, 0, 2, 0, 1, 4, 1, 1, 2, 0, 2, 0, 0, 0, 0, | |
1, 4, 1, 0, 1, 1, 1, 0, 2, 1, 2, 1, 3, 1, 1, 2, 3, 1, 1, 1, 1, | |
1, 0, 1, 1, 0, 2, 4, 0, 1, 0, 0, 0, 0, 1, 0, 2, 2, 1, 1, 1, 2, | |
2, 1, 2, 0, 0, 2, 1, 0, 2, 0, 3, 1, 2, 1, 0, 0, 1, 4, 1, 1, 0, | |
0, 0, 3, 1, 0, 0, 3, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 2, 2, 0, 1, | |
1, 0, 1, 0, 3, 1, 1, 2, 2, 0, 0, 2, 1, 0, 0, 1, 2, 1, 0, 1, 0, | |
0, 0, 0, 0, 1, 5, 1, 2, 0, 1, 0, 0, 1, 4, 2, 0, 2, 1, 1, 1, 1, | |
1, 1, 1, 2, 2, 0, 1, 1, 4, 0, 1, 1, 0, 0, 1, 2, 2, 2, 1, 2, 1, | |
2, 3, 2, 0, 1, 2, 1, 1, 1, 2, 1, 1, 2, 0, 3, 0, 0, 1, 2, 1, 1, | |
3, 0, 0, 0, 1, 1, 0, 2, 1, 3, 2, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, | |
1, 3, 0, 0, 0, 0, 1, 1, 1, 3, 0, 2, 2, 2, 0, 1, 0, 2, 3, 1, 0, | |
0, 1, 2, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 3, 0, 0, 1, 3, 1, 1, 0, | |
0, 1, 0, 2, 1, 0, 1, 2, 1, 0, 1, 1, 1, 0, 1, 0, 2, 1, 0, 0, 0, | |
0, 0, 2, 1, 0, 2, 0, 1, 0, 3, 3, 0, 0, 1, 1, 0, 1, 4, 0, 1, 4, | |
2, 2, 1, 0, 2, 0, 0, 1, 1, 0, 2, 2, 0, 0, 0, 3, 2, 1, 2, 3, 1, | |
0, 0, 1, 1, 2, 2, 0, 2, 0, 0, 0, 2, 2, 0, 1, 2, 0, 2, 1, 3, 2, | |
0, 2, 1, 4, 1, 0, 4, 1, 2, 1, 1, 1, 2, 2, 2, 1, 5, 0, 3, 2, 1, | |
1, 5, 0, 1, 1, 1, 5, 1, 1, 1, 0, 0, 1, 1, 0, 2, 4, 1, 1, 0, 1, | |
0, 2, 0, 0, 1, 3, 1, 1, 2, 1, 2, 1, 1, 0, 0, 0, 4, 0, 3, 0, 3, | |
1, 1, 0, 1, 1, 4, 0, 3, 2, 4, 2, 1, 2, 1, 0, 1, 0, 1, 0, 3, 2, | |
0, 3, 3, 0, 1, 0, 2, 3, 0, 1, 0, 1, 0, 2, 0, 1, 1, 0, 0, 1, 1, | |
2, 0, 1, 1, 1, 0, 4, 4, 0, 3, 2, 0, 2, 3, 2, 0, 0, 1, 1, 2, 1, | |
0, 1, 1, 3, 1, 1, 0, 0, 0, 0, 0, 0, 0, 3, 1, 0, 1)), class = "data.frame", row.names = c(NA, | |
-800L)) |
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## geom_flat_violin ------------------------------------------------------------------------------------ | |
## copied from https://github.com/RainCloudPlots/RainCloudPlots/blob/master/tutorial_R/R_rainclouds.R | |
geom_flat_violin <- function(mapping = NULL, data = NULL, stat = "ydensity", | |
position = "dodge", trim = TRUE, scale = "area", | |
show.legend = NA, inherit.aes = TRUE, ...) { | |
layer( | |
data = data, | |
mapping = mapping, | |
stat = stat, | |
geom = GeomFlatViolin, | |
position = position, | |
show.legend = show.legend, | |
inherit.aes = inherit.aes, | |
params = list( | |
trim = trim, | |
scale = scale, | |
... | |
) | |
) | |
} | |
#' @rdname ggplot2-ggproto | |
#' @format NULL | |
#' @usage NULL | |
#' @export | |
GeomFlatViolin <- | |
ggproto("GeomFlatViolin", Geom, | |
setup_data = function(data, params) { | |
data$width <- data$width %||% | |
params$width %||% (resolution(data$x, FALSE) * 0.9) | |
# ymin, ymax, xmin, and xmax define the bounding rectangle for each group | |
data %>% | |
group_by(group) %>% | |
mutate(ymin = min(y), | |
ymax = max(y), | |
xmin = x, | |
xmax = x + width / 2) | |
}, | |
draw_group = function(data, panel_scales, coord) { | |
# Find the points for the line to go all the way around | |
data <- transform(data, xminv = x, | |
xmaxv = x + violinwidth * (xmax - x)) | |
# Make sure it's sorted properly to draw the outline | |
newdata <- rbind(plyr::arrange(transform(data, x = xminv), y), | |
plyr::arrange(transform(data, x = xmaxv), -y)) | |
# Close the polygon: set first and last point the same | |
# Needed for coord_polar and such | |
newdata <- rbind(newdata, newdata[1,]) | |
ggplot2:::ggname("geom_flat_violin", GeomPolygon$draw_panel(newdata, panel_scales, coord)) | |
}, | |
draw_key = draw_key_polygon, | |
default_aes = aes(weight = 1, colour = "grey20", fill = "white", size = 0.5, | |
alpha = NA, linetype = "solid"), | |
required_aes = c("x", "y") | |
) |
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## custom ggtheme -------------------------------------------------------------------------------------- | |
library(ggplot2) | |
if ("extrafont" %in% rownames(installed.packages())) | |
{ | |
library(extrafont) | |
#extrafont::font_import() | |
extrafont::loadfonts(device = "win") | |
base <- "Roboto Condensed" | |
} else { | |
base <- "Gadugi" | |
} | |
theme_custom <- function (base_size = 12, base_family = base) | |
{ | |
half_line <- base_size/2 | |
theme(line = element_line(colour = "black", size = 0.5, linetype = 1, lineend = "butt"), | |
rect = element_rect(fill = "white", colour = "black", size = 0.5, linetype = 1), | |
text = element_text(family = base_family, face = "plain", colour = "black", size = base_size, | |
lineheight = 0.9, hjust = 0.5, vjust = 0.5, angle = 0, margin = margin(), debug = FALSE), | |
axis.line = element_blank(), | |
axis.line.x = NULL, | |
axis.line.y = NULL, | |
axis.text = element_text(size = base_size, colour = "black"), | |
axis.text.x = element_text(margin = margin(t = 0.8 * half_line/2), vjust = 1), | |
axis.text.x.top = element_text(margin = margin(b = 0.8 * half_line/2), vjust = 0), | |
axis.text.y = element_text(margin = margin(r = 0.8 * half_line/2), hjust = 1), | |
axis.text.y.right = element_text(margin = margin(l = 0.8 * half_line/2), hjust = 0), | |
axis.ticks = element_line(colour = "black", size = 0.5), | |
axis.ticks.length = unit(half_line/1.25, "pt"), | |
axis.title.x = element_text(margin = unit(c(3, 0, 0, 0), "mm"), vjust = 1, size = base_size * 1.3), | |
axis.title.x.top = element_text(margin = margin(b = half_line), vjust = 0), | |
axis.title.y = element_text(angle = 90, margin = unit(c(0, 1, 0, 0), "mm"), vjust = 1, size = base_size * 1.3), | |
axis.title.y.right = element_text(angle = -90, margin = margin(l = half_line), vjust = 0), | |
legend.background = element_rect(colour = NA), | |
legend.spacing = unit(0.4, "cm"), | |
legend.spacing.x = NULL, | |
legend.spacing.y = NULL, | |
legend.margin = margin(0.2, 0.2, 0.2, 0.2, "cm"), | |
legend.key = element_rect(fill = "white", colour = "white"), | |
legend.key.size = unit(1.2, "lines"), | |
legend.key.height = NULL, | |
legend.key.width = NULL, | |
legend.text = element_text(size = rel(0.9)), | |
legend.text.align = NULL, | |
legend.title = element_text(hjust = 0, size = base_size), | |
legend.title.align = NULL, | |
legend.position = "right", | |
legend.direction = NULL, | |
legend.justification = "center", | |
legend.box = NULL, | |
legend.box.margin = margin(0, 0, 0, 0, "cm"), | |
legend.box.background = element_blank(), | |
legend.box.spacing = unit(0.4, "cm"), | |
panel.background = element_rect(fill = NA, colour = NA), | |
panel.border = element_rect(colour = "black", fill = NA, size = rel(1)), | |
panel.grid = element_blank(), | |
panel.grid.major = element_blank(), | |
panel.grid.minor = element_blank(), | |
panel.spacing = unit(base_size, "pt"), | |
panel.spacing.x = NULL, | |
panel.spacing.y = NULL, | |
panel.ontop = FALSE, | |
strip.background = element_rect(fill = "white", colour = "black"), | |
strip.text = element_text(colour = "black", size = base_size, face = "bold"), | |
strip.text.x = element_text(margin = margin(t = half_line, b = half_line)), | |
strip.text.y = element_text(angle = -90, margin = margin(l = half_line, r = half_line)), | |
strip.placement = "inside", | |
strip.placement.x = NULL, | |
strip.placement.y = NULL, | |
strip.switch.pad.grid = unit(0.1, "cm"), | |
strip.switch.pad.wrap = unit(0.1, "cm"), | |
plot.background = element_rect(colour = NA), | |
plot.title = element_text(size = base_size * 1.8, hjust = 0.5, vjust = 1, face = "bold", margin = margin(b = half_line * 1.2)), | |
plot.subtitle = element_text(size = base_size * 1.3, hjust = 0.5, vjust = 1, margin = margin(b = half_line * 0.9)), | |
plot.caption = element_text(size = rel(0.9), hjust = 1, vjust = 1, margin = margin(t = half_line * 0.9)), | |
plot.margin = margin(base_size, base_size, base_size, base_size), complete = T, | |
plot.tag = element_text(size = rel(2), face = "bold", hjust = 0.5, vjust = 0.5), | |
plot.tag.position = "topleft") | |
} | |
theme_set(theme_custom()) |
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## horizontal nudge position adjustment ---------------------------------------------------------------- | |
## (if "position_nudge requires the following missing aesthetics: y") | |
## copied from https://github.com/tidyverse/ggplot2/issues/2733 | |
position_hnudge <- function(x = 0) { | |
ggproto(NULL, PositionHNudge, x = x) | |
} | |
PositionHNudge <- ggproto("PositionHNudge", Position, | |
x = 0, | |
required_aes = "x", | |
setup_params = function(self, data) { | |
list(x = self$x) | |
}, | |
compute_layer = function(data, params, panel) { | |
transform_position(data, function(x) x + params$x) | |
} | |
) |
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library(tidyverse) | |
source("data.R") | |
source("geom_violin_plot.R") | |
source("hnudge.R") | |
source("ggtheme.R") | |
breaks <- c("OFF", "CRW", "HD", "FD") | |
cols <- c("#BF616A", "#D08770", "#A3BE8C", "#B48EAD") | |
ggplot(dat, aes(x = Move, y = Infect)) + | |
geom_flat_violin(aes(fill = Move), color = NA, position = position_hnudge(x = 0.1), | |
adjust = 1.25, trim = FALSE) + | |
geom_boxplot(outlier.shape = NA, width = 0.1, colour = "gray20", fill = "NA") + | |
geom_point(aes(x = as.numeric(Move) - 0.25, y = Infect, color = Move), | |
position = position_jitter(width = 0.15), size = 2, alpha = 0.35) + | |
theme(legend.position = "none", | |
axis.text.x = element_text(angle = 0, hjust = 0.5)) + | |
labs(y = "# Infections", x = "Movement Model") + | |
scale_fill_manual(breaks = breaks, values = cols) + | |
scale_color_manual(breaks = breaks, values = cols) |
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