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# Load packages ----------------------------------------------------------- | ||
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library(tidyverse) | ||
library(showtext) | ||
library(camcorder) | ||
library(ggtext) | ||
library(nrBrand) | ||
library(glue) | ||
library(ggragged) | ||
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# Load data --------------------------------------------------------------- | ||
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tuesdata <- tidytuesdayR::tt_load("2024-10-08") | ||
most_visited_nps_species_data <- tuesdata$most_visited_nps_species_data | ||
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# Load fonts -------------------------------------------------------------- | ||
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font_add_google("Freckle Face", "Freckle") | ||
font_add_google("Commissioner") | ||
showtext_auto() | ||
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# Define colours and fonts------------------------------------------------- | ||
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bg_col <- "grey95" | ||
bg_col2 <- "grey75" | ||
highlight_col <- "#1F7A8C" | ||
text_col <- "grey5" | ||
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body_font <- "Commissioner" | ||
title_font <- "Freckle" | ||
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# Data wrangling ---------------------------------------------------------- | ||
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# Facets: x = Slug/Snail Type, y = National Park | ||
# Bar chart: x = Number of species, y = Abundance | ||
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ParkLevels <- most_visited_nps_species_data |> | ||
filter(CategoryName == "Slug/Snail") |> | ||
select(ParkName, Order) |> | ||
unique() |> | ||
count(ParkName) |> | ||
arrange(-n) |> | ||
pull(ParkName) | ||
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plot_data <- most_visited_nps_species_data |> | ||
filter(CategoryName == "Slug/Snail") |> | ||
select(ParkName, Order, Abundance) |> | ||
count(ParkName, Order, Abundance) |> | ||
mutate( | ||
Abundance = replace_na(Abundance, "Unknown"), | ||
Abundance = factor(Abundance, | ||
levels = c( | ||
"Abundant", "Common", "Uncommon", "Rare", "Unknown" | ||
), | ||
labels = c( | ||
"Abundant", "Common", "Uncommon", "Rare", "Unknown / Not stated" | ||
) | ||
) | ||
) |> | ||
mutate( | ||
ParkName = factor( | ||
ParkName, | ||
levels = ParkLevels, | ||
labels = str_wrap(ParkLevels, 14) | ||
) | ||
) |> | ||
drop_na(Order) | ||
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# Start recording --------------------------------------------------------- | ||
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gg_record( | ||
dir = file.path("2024", "2024-10-08", "recording"), | ||
device = "png", | ||
width = 7, | ||
height = 7, | ||
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 = title_font, | ||
twitter = NA | ||
) | ||
title <- "Where are all the slugs and snails?" | ||
st <- "Only eight of the fifteen most visited US National Parks have recorded | ||
observations of slugs or snails. The Great Smoky Mountains National Park has | ||
the highest number of different orders of slugs or snails in the database, | ||
with a high number of families in the Helicida order - including those that | ||
are common, uncommon, and rare." | ||
cap <- paste0( | ||
"**Data**: National Parks Service (NPS)<br>**Graphic**:", social | ||
) | ||
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# Plot -------------------------------------------------------------------- | ||
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ggplot( | ||
data = plot_data, | ||
mapping = aes(x = n, y = Abundance) | ||
) + | ||
geom_col(fill = highlight_col) + | ||
facet_ragged_rows( | ||
vars(ParkName), | ||
vars(Order) | ||
) + | ||
labs( | ||
x = NULL, y = NULL, | ||
title = title, | ||
subtitle = st, | ||
caption = cap | ||
) + | ||
scale_x_continuous( | ||
limits = c(0, 100), | ||
breaks = c(0, 50, 80), | ||
labels = c(0, 50, "No.\nfamilies") | ||
) + | ||
scale_y_discrete(limits = rev) + | ||
coord_cartesian(expand = FALSE) + | ||
theme_minimal(base_size = 28, base_family = body_font) + | ||
theme( | ||
axis.ticks = element_blank(), | ||
panel.grid = element_blank(), | ||
plot.background = element_rect( | ||
fill = bg_col, | ||
colour = bg_col | ||
), | ||
panel.background = element_rect( | ||
fill = bg_col2, | ||
colour = bg_col2 | ||
), | ||
plot.title = element_text( | ||
family = title_font, | ||
size = rel(2) | ||
), | ||
plot.subtitle = element_textbox_simple( | ||
lineheight = 0.5, | ||
colour = text_col, | ||
width = 0.95, | ||
hjust = 0, | ||
margin = margin(b = 5, t = -5), | ||
halign = 0 | ||
), | ||
plot.caption = element_textbox_simple( | ||
lineheight = 0.5, | ||
hjust = 0, | ||
family = title_font, | ||
halign = 0, | ||
margin = margin(t = 5) | ||
), | ||
strip.text.y = element_text( | ||
face = "bold", | ||
family = title_font, | ||
angle = 0, | ||
hjust = 0, | ||
margin = margin(l = 2), | ||
lineheight = 0.3, | ||
size = rel(1.3) | ||
), | ||
strip.text.x = element_text( | ||
margin = margin(0.1, 0, 0.1, 0, "cm") | ||
), | ||
axis.text.x = element_text( | ||
margin = margin(t = -5), hjust = 0, | ||
lineheight = 0.3 | ||
), | ||
axis.text.y = element_text(margin = margin(r = -2)), | ||
panel.spacing.x = unit(0.3, "lines"), | ||
panel.spacing.y = unit(0.3, "lines"), | ||
plot.title.position = "plot", | ||
plot.caption.position = "plot", | ||
plot.margin = margin(10, 5, 10, 10) | ||
) | ||
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# Save gif ---------------------------------------------------------------- | ||
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ggsave( | ||
file.path("2024", "2024-10-08", paste0("20241008", ".png")), | ||
width = 7, | ||
height = 7, | ||
units = "in", | ||
dpi = 300 | ||
) | ||
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gg_playback( | ||
name = file.path("2024", "2024-10-08", paste0("20241008", ".gif")), | ||
first_image_duration = 4, | ||
last_image_duration = 20, | ||
frame_duration = .25, | ||
background = bg_col | ||
) |
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<h1 align="center"> National Park Species </h1> | ||
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<p align="center"> | ||
<img src="/2024/2024-10-08/20241008.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="/2024/2024-10-08/20241008.gif" width="60%"> | ||
</p> |