Combining three animations of cross country running with ggplot2, gganimate, and magick R packages (CC327)
Challenged by a viewer, Pat recreates an animated dashboard that was made with P5.js using the ggplot2, gganimate, and magick R packages. Along the way he also uses geom_path, geom_point, geom_text, geom_line, geom_segment, coord_equal, coord_radial, labs, theme_void, theme, transition_states, animate, image_composite, image_append, and image_write. You can find the code he developed in this episode at https://www.riffomonas.org/code_club/2024-12-23-running-animation. The original video can be seen at https://www.youtube.com/watch?v=2vEeJBZgeTE&ab_channel=EricHill. The newsletter describing how he would go about generating the animation can be found at https://shop.riffomonas.org/posts/watching-this-data-viz-animation-is-making-me-exhausted.
Code
library(tidyverse)
library(gganimate)
library(magick)
peyton <- read_csv("nxn_10_28_2024.csv") %>%
mutate(pretty = paste(
paste(format(round(distance_meters, 0), nsmall = 0, trim = TRUE, big.mark = ","), "meters"),
paste(format(round(elapsed_time_minutes_rounded, 1), nsmall = 1, trim = TRUE), "minutes"),
sep = "\n"
))
nxn <- peyton %>%
select(nxn_lat = position_lat,
nxn_long = position_long,
nxn_distance = distance_meters,
nxn_elevation = elevation_feet)
x_range <- range(peyton$position_long)
y_range <- range(peyton$position_lat)
label_x <- 0.40 * (x_range[2] - x_range[1] ) + x_range[1]
label_y <- 0.80 * (y_range[2] - y_range[1] ) + y_range[1]
course <- peyton %>%
ggplot(aes(x = position_long, y = position_lat,
label = pretty)) +
geom_path(data = nxn, mapping = aes(x = nxn_long, y = nxn_lat),
inherit.aes = FALSE,
color = "lightgray", linewidth = 3, lineend = "round") +
geom_point(color = "green", size = 2) +
geom_text(x = label_x, y = label_y, color = "white",
hjust = 1, vjust = 0) +
coord_equal() +
scale_x_continuous(limits = c(NA, -1461700000)) +
theme_void() +
theme(
plot.background = element_rect(fill = "black", color = "black")
) +
transition_states(elapsed_time_minutes_rounded)
# ggsave("course.png", width = 1100, height = 669, units = "px")
elevation <- peyton %>%
ggplot(aes(x = distance_meters, y = elevation_feet)) +
geom_line(data = nxn, mapping = aes(x = nxn_distance, y = nxn_elevation),
color = "lightgray", inherit.aes = FALSE) +
geom_point(color = "green", size = 2) +
labs(
caption = "#XC Sabermetrics\nBy Pat Schloss (after Eric Hill) 12/17/2024\nCross country times for 20XX NXN at Glendoveer Golf Course"
) +
theme_void() +
theme(
plot.background = element_rect(fill = "black", color = "black"),
plot.caption = element_text(color = "white", hjust = 0, size = 6,
margin = margin(t = 10, l = 3)),
) +
transition_states(elapsed_time_minutes_rounded)
# ggsave("elevation.png", width = 1100, height = 300, units = "px")
heart_bpm <- peyton %>%
ggplot(aes(x = heart_rate_bpm, y = 1, xend = heart_rate_bpm, yend = 0)) +
geom_segment(color = "green") +
labs(x = "Heart rate (bpm)", y = NULL) +
scale_x_continuous(limits = c(150, 200)) +
coord_radial(start = -pi/2, end = pi/2,
expand = FALSE) +
theme(
plot.background = element_rect(fill = "black", color = "black"),
plot.margin = margin(t = 0, r = 6, 0, 0),
axis.text.y = element_blank(),
axis.ticks.y = element_blank(),
axis.text.x = element_text(color = "white", size = 5.5),
axis.ticks.x = element_line(color = "white"),
axis.title.x = element_text(color = "white"),
panel.grid = element_blank(),
panel.background = element_rect(fill = "black", color = "black")
) +
transition_states(elapsed_time_minutes_rounded)
# ggsave("heart_rate_bpm.png", width = 400, height = 295, units = "px")
n_frames <- 1000
duration <- 150
course_gif <- animate(course, width = 1100, height = 629,
res = 300, nframes = n_frames, duration = duration,
renderer = magick_renderer(loop = FALSE))
elevation_gif <- animate(elevation, width = 1100, height = 300,
res = 300, nframes = n_frames, duration = duration,
renderer = magick_renderer(loop = FALSE))
heart_bpm_gif <- animate(heart_bpm, width = 400, height = 259,
res = 300, nframes = n_frames, duration = duration,
renderer = magick_renderer(loop = FALSE))
course_elevation <- image_append(c(course_gif[1], elevation_gif[1]),
stack = TRUE)
for(i in 2:length(course_gif)){
dummy <- image_append(c(course_gif[i], elevation_gif[i]),
stack = TRUE)
course_elevation <- c(course_elevation, dummy)
}
course_elevation_bpm <- image_composite(course_elevation[1], heart_bpm_gif[1],
offset = "+695+300")
for(i in 2:length(heart_bpm_gif)) {
dummy <- image_composite(course_elevation[i], heart_bpm_gif[i],
offset = "+695+300")
course_elevation_bpm <- c(course_elevation_bpm, dummy)
}
image_write(course_elevation_bpm, "nxn_animation.gif")
nxn_10_28_2024.csv:
position_lat,position_long,distance_meters,elevation_feet,pace_minutes_per_mile,elapsed_time_minutes_rounded,distance_miles,cadence_rpm,heart_rate_bpm
543189718,-1461750078,0,297.244104,0,0,0,0,172
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543189891,-1461752948,18.554097922182354,295.2756,4.336885594626009,0.05,0.011529010601974943,117,172
543189917,-1461753821,24.1783395905878,294.61943199999996,4.437415271274129,0.07,0.015023761039051911,115,172
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