Created
November 12, 2021 10:13
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3d Hexagon Map for Covid in Austria [experimental] (https://twitter.com/matschnetzer/status/1459092614318333957?s=20)
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library(tidyverse) | |
library(sf) | |
library(msthemes) | |
library(rayshader) | |
library(wesanderson) | |
# Download the map here: https://github.com/ginseng666/GeoJSON-TopoJSON-Austria/tree/master/2021 | |
map <- st_read("bezirke_999_geo.json") %>% | |
mutate(iso = as.numeric(iso), | |
iso = ifelse(iso %in% 901:923, 900, iso)) %>% | |
group_by(iso) %>% | |
summarise(across(geometry, ~ sf::st_union(.)), .groups = "keep") %>% | |
summarise(across(geometry, ~ sf::st_combine(.))) | |
# Download the data here: https://www.data.gv.at/katalog/dataset/4b71eb3d-7d55-4967-b80d-91a3f220b60c | |
impf <- read.csv2("CovidFaelle_Timeline_GKZ.csv") %>% | |
mutate(Time = as.Date(Time, "%d.%m.%Y")) %>% | |
group_by(GKZ) %>% arrange(desc(Time)) %>% slice(1) %>% | |
select(iso = GKZ, inzidenz = SiebenTageInzidenzFaelle) | |
# Source for code for hexagon map here: https://rpubs.com/dieghernan/beautifulmaps_I | |
shape <- map %>% left_join(impf) %>% st_transform(3857) %>% | |
mutate(index_target = 1:n()) | |
target <- st_geometry(shape) | |
grid <- st_make_grid(target, | |
cellsize = 15 * 1000, | |
crs = st_crs(shape), | |
what = "polygons", | |
square = FALSE) | |
grid <- st_sf(index = 1:length(lengths(grid)), grid) | |
cent_grid <- st_centroid(grid) | |
cent_merge <- st_join(cent_grid, shape, left = FALSE) | |
grid_new <- inner_join(grid, st_drop_geometry(cent_merge)) | |
bezirke <- grid_new %>% group_by(iso) %>% | |
summarise(across(grid, ~ sf::st_union(.)), .groups = "keep") %>% | |
summarise(across(grid, ~ sf::st_combine(.))) | |
pal <- wes_palette("Zissou1", 100, type = "continuous") | |
bezplot <- ggplot() + | |
geom_sf(data = grid_new, size = 0.1, aes(fill = inzidenz)) + | |
geom_sf(data = bezirke, size = 0.3, color = "black", fill = NA) + | |
scale_fill_gradientn(colours = pal, name = "", | |
guide = guide_colorbar(barheight = 10, barwidth = 0.3)) + | |
coord_sf(expand = FALSE) + | |
theme_ms(grid = F, alttf = T) + | |
theme(legend.position = "none", | |
axis.text = element_blank()) | |
bezplotflat <- bezplot + | |
labs(title = "Corona-Inzidenz nach Bezirken", | |
caption = "Daten: AGES. Grafik: @matschnetzer") + | |
theme(legend.position = "right") | |
png(filename = "hexagon.png", units = "in", width = 5, height = 5, res = 320) | |
par(mfrow = c(2, 1)) | |
plot_gg(bezplotflat, width = 7.5, height = 4, raytrace = FALSE, preview = TRUE) | |
plot_gg(bezplot, width = 7, height = 4, scale = 300, multicore = TRUE, | |
windowsize = c(1200, 700), fov = 70, zoom = 0.45, theta = 5, phi = 50) | |
Sys.sleep(0.2) | |
render_snapshot(clear = TRUE) | |
dev.off() |
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