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# Load packages ----------------------------------------------------------- | ||
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library(tidyverse) | ||
library(showtext) | ||
library(camcorder) | ||
library(ggtext) | ||
library(nrBrand) | ||
library(glue) | ||
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# Load data --------------------------------------------------------------- | ||
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tuesdata <- tidytuesdayR::tt_load("2024-07-30") | ||
summer_movie_genres <- tuesdata$summer_movie_genres | ||
summer_movies <- tuesdata$summer_movies | ||
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# Load fonts -------------------------------------------------------------- | ||
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font_add_google("Roboto", "roboto") | ||
font_add_google("Roboto Slab", "roboto_slab") | ||
showtext_auto() | ||
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# Define colours and fonts------------------------------------------------- | ||
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bg_col <- "#fafafa" | ||
text_col <- "#750D37" | ||
dark_col <- "#EB6534" | ||
highlight_col <- "#E2C044" | ||
na_col <- "#A0D2DB" | ||
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body_font <- "roboto" | ||
title_font <- "roboto_slab" | ||
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# Data wrangling ---------------------------------------------------------- | ||
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all_genres <- summer_movie_genres |> | ||
drop_na(genres) |> | ||
count(genres) |> | ||
arrange(desc(n)) |> | ||
pull(genres) | ||
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genre_mat <- matrix(NA, nrow = length(all_genres), ncol = length(all_genres)) | ||
for (i in 1:length(all_genres)) { | ||
for (j in 1:length(all_genres)) { | ||
if (i == j) { | ||
genre_mat[i, j] <- sum((summer_movies$genres == all_genres[i]), na.rm = TRUE) | ||
} else if (i < j) { | ||
xi <- str_detect(summer_movies$genres, all_genres[i]) | ||
xj <- str_detect(summer_movies$genres, all_genres[j]) | ||
genre_mat[i, j] <- sum(xi * xj, na.rm = TRUE) | ||
} | ||
} | ||
} | ||
rownames(genre_mat) <- all_genres | ||
colnames(genre_mat) <- all_genres | ||
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plot_data <- genre_mat |> | ||
as.data.frame() |> | ||
rownames_to_column(var = "y") |> | ||
as_tibble() |> | ||
pivot_longer(cols = -y, names_to = "x") |> | ||
mutate( | ||
x = factor(x, levels = all_genres), | ||
y = factor(y, levels = all_genres) | ||
) |> | ||
drop_na() | ||
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# Start recording --------------------------------------------------------- | ||
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gg_record( | ||
dir = file.path("2024", "2024-07-30", "recording"), | ||
device = "png", | ||
width = 6, | ||
height = 6, | ||
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, | ||
mastodon = NA, | ||
linkedin = NA, | ||
twitter = NA | ||
) | ||
title <- "Ready for a summer drama?" | ||
st <- "Movies in the Internet Movie Database with the word **summer** in their title | ||
are most likely be a *drama*. Movies can be assigned to multiple genres, and this heatmap | ||
shows the number of movies with different combinations of genres.* The number of movies | ||
with a single genre are shown on the diagonal.** " | ||
notes <- glue("<br>* Some movies are represented more than once as they have | ||
more than two genres.<br> | ||
** Movies with no listed genre are not included. <span style='color:{na_col}'>Blue</span> represents no movies in this genre combination.") | ||
cap <- paste0( | ||
"**Data**: IMDb | **Graphic**: ", social | ||
) | ||
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# Plot -------------------------------------------------------------------- | ||
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ggplot() + | ||
geom_raster( | ||
data = plot_data, | ||
mapping = aes(x = x, y = y, fill = value) | ||
) + | ||
annotate( | ||
"text", | ||
x = 0.5, y = length(all_genres) + 0.5, | ||
label = title, | ||
family = title_font, | ||
colour = text_col, | ||
size = 18, | ||
hjust = -0.01, | ||
vjust = 1, | ||
fontface = "bold" | ||
) + | ||
geom_textbox( | ||
data = data.frame( | ||
x = 0.5, y = length(all_genres) - 1.0, | ||
label = st | ||
), | ||
mapping = aes(x = x, y = y, label = label), | ||
colour = text_col, | ||
family = body_font, | ||
size = 11, | ||
lineheight = 0.4, | ||
hjust = 0, | ||
halign = 0, | ||
vjust = 1, | ||
valign = 1, | ||
width = unit(3.8, "inch"), | ||
box.colour = "transparent", | ||
fill = "transparent" | ||
) + | ||
geom_textbox( | ||
data = data.frame( | ||
x = 0.5, y = length(all_genres) - 6, | ||
label = notes | ||
), | ||
mapping = aes(x = x, y = y, label = label), | ||
colour = text_col, | ||
family = body_font, | ||
size = 11, | ||
lineheight = 0.4, | ||
hjust = 0, | ||
halign = 0, | ||
vjust = 1, | ||
valign = 1, | ||
width = unit(3, "inch"), | ||
box.colour = "transparent", | ||
fill = "transparent" | ||
) + | ||
geom_textbox( | ||
data = data.frame( | ||
x = 0.5, y = length(all_genres) - 12, | ||
label = cap | ||
), | ||
mapping = aes(x = x, y = y, label = label), | ||
colour = text_col, | ||
family = body_font, | ||
size = 11, | ||
lineheight = 0.4, | ||
hjust = 0, | ||
halign = 0, | ||
vjust = 1, | ||
valign = 1, | ||
width = unit(3, "inch"), | ||
box.colour = "transparent", | ||
fill = "transparent" | ||
) + | ||
scale_y_discrete(position = "right") + | ||
scale_fill_gradient( | ||
na.value = na_col, | ||
high = dark_col, | ||
low = highlight_col, | ||
transform = "log10", | ||
name = "Number of movies" | ||
) + | ||
theme_void(base_family = body_font, base_size = 22) + | ||
theme( | ||
plot.margin = margin(5, 5, 5, 5), | ||
plot.background = element_rect(fill = bg_col, colour = bg_col), | ||
panel.background = element_rect(fill = bg_col, colour = bg_col), | ||
legend.position = "inside", | ||
legend.position.inside = c(0.1, 0.3), | ||
axis.text.x = element_text( | ||
angle = 90, | ||
hjust = 1, | ||
colour = text_col | ||
), | ||
axis.text.y = element_text( | ||
hjust = 0, | ||
colour = text_col | ||
), | ||
legend.title = element_text( | ||
hjust = 0, | ||
colour = text_col | ||
), | ||
legend.text = element_text( | ||
margin = margin(l = 3), | ||
colour = text_col | ||
) | ||
) | ||
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# Save image -------------------------------------------------------------- | ||
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ggsave( | ||
file.path("2024", "2024-07-30", paste0("20240730", ".png")), | ||
width = 6, | ||
height = 6 | ||
) | ||
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# Save gif ---------------------------------------------------------------- | ||
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gg_playback( | ||
name = file.path("2024", "2024-07-30", paste0("20240730", ".gif")), | ||
first_image_duration = 4, | ||
last_image_duration = 20, | ||
frame_duration = .25, | ||
background = bg_col | ||
) |
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<h1 align="center"> Summer Movies </h1> | ||
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<p align="center"> | ||
<img src="/2024/2024-07-30/20240730.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="/2024/2024-07-30/20240730.gif" width="60%"> | ||
</p> |