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July 8, 2019 18:40
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Women's World Cup #tidytuesday
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pacman::p_load(tidyverse, polite, scales, ggimage, ggforce, ggtextures, DT, | |
cowplot, rvest, glue, extrafont, ggrepel, magick) | |
loadfonts() | |
theme_womenWorldCup <- function( | |
title.size = 24, | |
subtitle.size = 14, | |
caption.size = 8, | |
axis.text.size = 14, | |
axis.text.x.size = 12, | |
axis.text.y.size = 12, | |
axis.title.size = 16, | |
strip.text.size = 18, | |
panel.grid.major.x = element_line(size = 0.5, color = "black"), | |
panel.grid.major.y = element_line(size = 0.5, color = "black"), | |
panel.grid.minor.x = element_blank(), | |
panel.grid.minor.y = element_blank(), | |
axis.ticks = element_line(color = "black")) { | |
## Theme: | |
theme(text = element_text(family = "Roboto Condensed", color = "white"), | |
plot.title = element_text(family = "Roboto Condensed", face = "bold", | |
size = title.size, color = "yellow"), | |
plot.subtitle = element_text(size = subtitle.size), | |
plot.caption = element_text(size = caption.size), | |
panel.background = element_rect(fill = "white"), # red green | |
plot.background = element_rect(fill = "#002776"), | |
axis.text = element_text(size = axis.text.size, color = "white"), | |
axis.text.x = element_text(size = axis.text.x.size, color = "white"), | |
axis.text.y = element_text(size = axis.text.y.size, color = "white"), | |
axis.title = element_text(size = axis.title.size), | |
axis.line.x = element_blank(), | |
axis.line.y = element_blank(), | |
panel.grid.major.x = panel.grid.major.x, | |
panel.grid.major.y = panel.grid.major.y, | |
panel.grid.minor.x = panel.grid.minor.x, | |
panel.grid.minor.y = panel.grid.minor.y, | |
strip.text = element_text(color = "yellow", face = "bold", | |
size = strip.text.size, | |
margin = margin(4.4, 4.4, 4.4, 4.4)), | |
strip.background = element_blank(), | |
axis.ticks = axis.ticks | |
) | |
} | |
wwc_outcomes <- readr::read_csv("https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2019/2019-07-09/wwc_outcomes.csv") | |
squads <- readr::read_csv("https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2019/2019-07-09/squads.csv") | |
codes <- readr::read_csv("https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2019/2019-07-09/codes.csv") | |
squads_clean <- squads %>% | |
mutate(caps = if_else(is.na(caps), 0, caps), | |
goals = if_else(is.na(goals), 0, goals)) | |
goals_country_plot <- squads_clean %>% | |
filter(pos %in% c("MF", "FW")) %>% | |
group_by(country) %>% | |
mutate(median = median(goals)) %>% | |
ungroup() %>% | |
ggplot(aes(x = goals, y = reorder(country, median))) + | |
ggridges::geom_density_ridges(fill = "red", color = "black", scale = 1.1) + | |
geom_point(aes(x = median, y = country), position = position_nudge(y = 0.25), | |
color = "yellow", size = 3) + | |
scale_x_continuous(limits = c(0, 190), | |
expand = c(0.01, 0.01), | |
breaks = seq(0, 190, by = 5), | |
labels = seq(0, 190, by = 5)) + | |
expand_limits(y = 27) + | |
labs(title = "Distribution of Goals Scored by Midfielders and Strikers", | |
subtitle = "Women's World Cup 2019 squads, Yellow dot = Median goals", | |
x = "Goals", y = NULL, | |
caption = glue::glue(" | |
Source: Wikipedia | |
By: @R_by_Ryo")) + | |
theme_womenWorldCup(title.size = 18, | |
subtitle.size = 12, | |
caption.size = 8, | |
axis.text.x.size = 10, | |
axis.text.y.size = 12, | |
axis.title.size = 16, | |
strip.text.size = 18) | |
goals_country_labels <- goals_country_plot + | |
ggforce::geom_mark_hull(aes(filter = country == "Canada" & goals == 181, | |
label = "Christine Sinclair: 181 goals"), | |
size = 1.25, con.size = 1.25, color = "red", | |
label.buffer = unit(5, "mm"), label.fontsize = 10, | |
label.fill = "red", | |
label.family = "Roboto Condensed", | |
label.colour = "white", con.colour = "red", | |
con.cap = unit(1, "mm"), con.type = "straight") + | |
ggforce::geom_mark_hull(aes(filter = country == "Brazil" & goals == 110, | |
label = "Marta: 110 goals"), | |
color = "darkgreen", size = 1.25, | |
label.buffer = unit(19, "mm"), label.fontsize = 10, | |
label.fill = "darkgreen", | |
label.family = "Roboto Condensed", | |
label.colour = "white", | |
con.colour = "darkgreen", con.size = 1.25, | |
con.cap = unit(1, "mm"), con.type = "straight") + | |
ggforce::geom_mark_hull(aes(filter = country == "US" & goals == 107, | |
label = "Carli Lloyd: 107 goals"), | |
color = "darkblue", size = 1.25, | |
label.buffer = unit(27, "mm"), label.fontsize = 10, | |
label.fill = "darkblue", | |
label.family = "Roboto Condensed", | |
label.colour = "white", | |
con.colour = "darkblue", con.size = 1.25, | |
con.cap = unit(1, "mm"), con.type = "straight") + | |
ggforce::geom_mark_hull(aes(filter = country == "Brazil" & goals == 83, | |
label = "Cristiane: 83 goals"), | |
color = "darkgreen", size = 1.25, | |
label.buffer = unit(20, "mm"), label.fontsize = 10, | |
label.fill = "darkgreen", | |
label.family = "Roboto Condensed", | |
label.colour = "white", | |
con.colour = "darkgreen", con.size = 1.25, | |
con.cap = unit(1, "mm"), con.type = "straight") + | |
ggforce::geom_mark_hull(aes(filter = country == "US" & goals == 101, | |
label = "Alex Morgan: 101 goals"), | |
color = "darkblue", size = 1.25, | |
label.buffer = unit(2, "mm"), label.fontsize = 10, | |
label.fill = "darkblue", | |
label.family = "Roboto Condensed", | |
label.colour = "white", | |
con.colour = "darkblue", con.size = 1.25, | |
con.cap = unit(0.1, "mm"), con.type = "straight") | |
goals_country_labels + | |
annotate(geom = "label", | |
label = glue(" | |
Canadian striker Christine Sinclair has scored 71 (!) | |
more national team goals than second highest scorer | |
Marta out of the players at the 2019 World Cup!"), | |
x = 140, y = 8, label.padding = unit(0.8, "lines"), | |
family = "Roboto Condensed", color = "yellow", | |
fill = "#002776", size = 6) |
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