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# Load packages ----------------------------------------------------------- | ||
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library(tidyverse) | ||
library(showtext) | ||
library(camcorder) | ||
library(ggtext) | ||
library(nrBrand) | ||
library(glue) | ||
library(ggsankey) | ||
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# Load data --------------------------------------------------------------- | ||
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tuesdata <- tidytuesdayR::tt_load("2024-09-24") | ||
country_results_df <- tuesdata$country_results_df | ||
individual_results_df <- tuesdata$individual_results_df | ||
timeline_df <- tuesdata$timeline_df | ||
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# Load fonts -------------------------------------------------------------- | ||
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font_add_google("Libre Franklin", "libre") | ||
font_add_google("Domine", "domine") | ||
showtext_auto() | ||
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# Define colours and fonts------------------------------------------------- | ||
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bg_col <- "#fafafa" | ||
text_col <- "black" | ||
col_palette <- c("female" = "#BD4089", "male" = "#8DA7BE") | ||
highlight_col <- col_palette[[1]] | ||
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body_font <- "libre" | ||
title_font <- "domine" | ||
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# Data wrangling ---------------------------------------------------------- | ||
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plot_data <- timeline_df |> | ||
select(year, male_contestant, female_contestant) |> | ||
pivot_longer( | ||
cols = -year, | ||
names_to = "gender", values_to = "n" | ||
) |> | ||
mutate( | ||
gender = str_remove_all(gender, "_contestant"), | ||
year = factor(year), | ||
n = replace_na(n, 0) | ||
) | ||
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country_data <- timeline_df |> | ||
select(year, country) |> | ||
distinct() |> | ||
mutate( | ||
country = glue("{country} **{year}**"), | ||
year = factor(year) | ||
) | ||
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# Start recording --------------------------------------------------------- | ||
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gg_record( | ||
dir = file.path("2024", "2024-09-24", "recording"), | ||
device = "png", | ||
width = 8, | ||
height = 5, | ||
units = "in", | ||
dpi = 300 | ||
) | ||
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# Define text ------------------------------------------------------------- | ||
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social <- nrBrand::social_caption( | ||
bg_colour = bg_col, | ||
icon_colour = highlight_col, | ||
font_colour = text_col, | ||
font_family = body_font, | ||
twitter = NA | ||
) | ||
title <- "A Visual History of International Mathematical Olympiads" | ||
st <- glue( | ||
"The International Mathematical Olympiad (IMO) is the World Championship | ||
Mathematics Competition for High School students and is held annually in a | ||
different country. The first IMO was held in 1959 in Romania, with 7 countries | ||
participating. It has gradually expanded to over 100 countries from 5 | ||
continents. Though the number of contestants has steadily increased over time, | ||
the number of <span style='color:{col_palette[[2]]}'>**{names(col_palette)[[2]]}**</span> and | ||
<span style='color:{col_palette[[1]]}'>**{names(col_palette)[[1]]}**</span> contestants | ||
remains highly imbalanced.") | ||
cap <- glue("**Data**: IMO Official<br>**Graphic**: {social}") | ||
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# Plot -------------------------------------------------------------------- | ||
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ggplot( | ||
data = plot_data, | ||
mapping = aes( | ||
x = year, | ||
value = n, | ||
node = factor(gender), | ||
next_node = factor(gender) | ||
) | ||
) + | ||
geom_segment( | ||
data = country_data, | ||
mapping = aes( | ||
x = year, xend = year, | ||
y = 0, yend = -375 | ||
), | ||
inherit.aes = FALSE, | ||
colour = alpha(text_col, 0.2), | ||
linewidth = 0.3 | ||
) + | ||
geom_textbox( | ||
data = country_data, | ||
mapping = aes( | ||
x = year, | ||
y = -380, | ||
label = country | ||
), | ||
inherit.aes = FALSE, | ||
colour = alpha(text_col, 0.6), | ||
family = body_font, | ||
fill = "transparent", | ||
box.colour = "transparent", | ||
size = 5, | ||
hjust = 1, | ||
halign = 1, | ||
orientation = "left-rotated" | ||
) + | ||
geom_sankey_bump( | ||
mapping = aes(fill = factor(gender)), | ||
space = 1, | ||
color = "transparent", | ||
smooth = 5, | ||
fill = "white", | ||
alpha = 1 | ||
) + | ||
geom_sankey_bump( | ||
mapping = aes(fill = factor(gender)), | ||
space = 1, | ||
color = "transparent", | ||
smooth = 5, | ||
alpha = 0.7 | ||
) + | ||
scale_fill_manual( | ||
values = col_palette | ||
) + | ||
scale_y_continuous( | ||
limits = c(-825, 400) | ||
) + | ||
labs( | ||
title = title, | ||
subtitle = st, | ||
caption = cap | ||
) + | ||
theme_void(base_size = 24, base_family = body_font) + | ||
theme( | ||
legend.position = "none", | ||
plot.margin = margin(5, 10, 5, 10), | ||
plot.background = element_rect(fill = bg_col, colour = bg_col), | ||
panel.background = element_rect(fill = bg_col, colour = bg_col), | ||
plot.title = element_textbox_simple( | ||
colour = text_col, | ||
hjust = 0, | ||
halign = 0, | ||
margin = margin(b = 10, t = 10), | ||
lineheight = 0.5, | ||
size = rel(2), | ||
family = title_font, | ||
maxwidth = 0.8 | ||
), | ||
plot.subtitle = element_textbox_simple( | ||
colour = text_col, | ||
hjust = 0, | ||
halign = 0, | ||
margin = margin(b = -70, t = 0), | ||
lineheight = 0.5, | ||
family = body_font, | ||
maxwidth = 0.6 | ||
), | ||
plot.caption = element_textbox_simple( | ||
colour = text_col, | ||
hjust = 1, | ||
halign = 1, | ||
margin = margin(b = 5, t = -65), | ||
lineheight = 0.5, | ||
family = body_font, | ||
maxwidth = 0.9 | ||
) | ||
) | ||
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# Save gif ---------------------------------------------------------------- | ||
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ggsave( | ||
file.path("2024", "2024-09-24", paste0("20240924", ".png")), | ||
width = 8, | ||
height = 5 | ||
) | ||
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gg_playback( | ||
name = file.path("2024", "2024-09-24", paste0("20240924", ".gif")), | ||
first_image_duration = 4, | ||
last_image_duration = 20, | ||
frame_duration = .25, | ||
background = bg_col | ||
) |
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<h1 align="center"> International Mathematical Olympiad </h1> | ||
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<p align="center"> | ||
<img src="/2024/2024-09-24/20240924.png" width="60%"> | ||
</p> | ||
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The making of this visualisation was also recorded using the {camcorder} package. | ||
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<p align="center"> | ||
<img src="/2024/2024-09-24/20240924.gif" width="60%"> | ||
</p> |