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OpenAir Pollution Animation
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library(openair) | |
library(tidyverse) | |
library(lubridate) | |
library(gganimate) | |
jhn <- as_tibble(importSAQN(site = "REN02", year = 2017:2019, pollutant = "all")) %>% | |
mutate(day = date(date)) | |
# saveRDS(jhn, "jhn.rds") | |
# jhn <- readRDS("jhn.rds") | |
pm2.5_size = 1.5 # smallest dot size | |
p <- jhn %>% | |
# filter(date >= dmy("01-01-2019"), date < dmy("01-02-2019")) %>% | |
ggplot(aes(x = date)) + | |
ylim(0, 100) + | |
ylab("") + | |
xlab("") + | |
scale_x_datetime(date_breaks = "1 day", breaks = NULL) + # this and view_follow fix the range | |
labs(title = "{format(frame_time, '%B %d %Y')}") + | |
geom_smooth(colour="black", alpha = 1, aes(y = pm10)) + | |
geom_smooth(colour="blue", alpha = 1, aes(y = pm2.5)) + | |
geom_point(colour="black", alpha = .3, aes(y = pm10), size = 4*pm2.5_size) + | |
geom_point(colour="blue", alpha = .3, aes(y = pm2.5), size = pm2.5_size) + | |
theme_minimal() + | |
theme(axis.text.x = element_blank(), panel.grid.major.x = element_blank(), panel.grid.minor.x = element_blank()) + | |
# gganimate | |
transition_time(day) + | |
enter_fade() + | |
exit_fade() + | |
ease_aes("linear") + | |
view_follow(fixed_y = TRUE) | |
# output as animated gif | |
scale = .5 | |
animate(p, width = 1920*scale, height = 1080*scale, | |
fps = 24, duration = 60) | |
anim_save("anim.gif") | |
# output as video | |
scale = 1 | |
animate(p, width = 1920*scale, height = 1080*scale, | |
fps = 24, duration = 60, renderer = ffmpeg_renderer()) | |
anim_save("anim.mp4") |
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openair_pollution.R
A quick look at the
openair
R package (from @davidcarslaw), using it to download my nearest air pollution monitor, then usinggganimate
to plot the daily cycle of 2.5 and 10 micron particulates for the last couple of years. [video]