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November 2, 2022 14:01
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What if it was your city?
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# load libraries | |
library(tidyverse) | |
library(osmdata) | |
library(sf) | |
library(ggtext) | |
library(exactextractr) | |
library(fasterize) | |
library(ggtext) | |
library(tidygeocoder) | |
library(glue) | |
library(purrr) | |
epsg <- 32632 | |
country <- "germany" | |
aoi_citys <- c("Freiburg im Breisgau, Germany", | |
"München, Germany", | |
"Berlin, Germany", | |
"Erfurt, Germany", | |
"Dresden, Germany", | |
"Göttingen, Germany", | |
"Kiel, Germany", | |
"Hannover, Germany", | |
"Essen, Germany", | |
"Koblenz, Germany", | |
"Greifswald, Germany", | |
"Trier, Germany", | |
"Kaiserslautern, Germany", | |
"Nürnberg, Germany", | |
"Köln, Germany", | |
"Regensburg, Germany", | |
"Heidelberg, Germany", | |
"Rothenburg ob der Tauber, Germany", | |
"Bamberg, Germany", | |
"Bremen, Germany", | |
"Frankfurt, Germany", | |
"Schwerin, Germany", | |
"Potsdam, Germany", | |
"Bonn, Germany", | |
"Bacharach, Germany", | |
"Tübingen, Germany", | |
"Marburg, Germany", | |
"Baden-Baden, Germany", | |
"Stuttgart, Germany", | |
"Sankt Goar, Germany", | |
"Fritzlar, Germany", | |
"Mittenwald, Germany", | |
"Goslar, Germany", | |
"Dortmund, Germany", | |
"Düsseldorf, Germany", | |
"Leipzig, Germany", | |
"Duisburg, Germany", | |
"Düsseldorf, Germany", | |
"Dortmund, Germany", | |
"Kassel, Germany", | |
"Erfenbach, Germany", | |
"Hamburg, Germany") | |
walk(aoi_citys, function(aoi_city){ | |
city <- tidygeocoder::geo(aoi_city, method = "google") %>% | |
st_as_sf(coords = c("long", "lat"), crs = 4326) %>% | |
st_transform(32632) | |
# streets data | |
big_streets <- getbb(aoi_city)%>% | |
opq()%>% | |
add_osm_feature(key = "highway", | |
value = c("motorway", "primary", "motorway_link", "primary_link")) %>% | |
osmdata_sf() | |
big_streets <- big_streets$osm_lines %>% | |
st_transform(32632) | |
med_streets <- getbb(aoi_city)%>% | |
opq()%>% | |
add_osm_feature(key = "highway", | |
value = c("secondary", "tertiary", "secondary_link", "tertiary_link")) %>% | |
osmdata_sf() | |
med_streets <- med_streets$osm_lines %>% | |
st_transform(32632) | |
small_streets <- getbb(aoi_city)%>% | |
opq()%>% | |
add_osm_feature(key = "highway", | |
value = c("residential", "living_street", | |
"unclassified", | |
"service", "footway" | |
)) %>% | |
osmdata_sf() | |
small_streets <- small_streets$osm_lines %>% | |
st_transform(32632) | |
river <- getbb(aoi_city)%>% | |
opq()%>% | |
add_osm_feature(key = "waterway", value = "river") %>% | |
osmdata_sf() | |
river <- river$osm_lines %>% | |
st_transform(32632) | |
radius_thermal_radiation <- st_buffer(city, 2100) | |
radius_air_blast <- st_buffer(city, 1720) | |
radius_radiation <- st_buffer(city, 1310) | |
radius_air_blast_inner <- st_buffer(city, 760) | |
radius_fireball <- st_buffer(city, 200) | |
crop_buffer <- st_buffer(city, 2100) | |
river_cropped <- st_crop(river, radius_thermal_radiation) | |
river_cropped <- st_intersection(river_cropped, crop_buffer) | |
small_streets <- st_crop(small_streets, radius_thermal_radiation) | |
small_streets_2 <- st_intersection(small_streets, radius_thermal_radiation) | |
med_streets <- st_crop(med_streets, radius_thermal_radiation) | |
med_streets <- st_intersection(med_streets, radius_thermal_radiation) | |
big_streets <- st_crop(big_streets, radius_thermal_radiation) | |
big_streets <- st_intersection(big_streets, radius_thermal_radiation) | |
border <- radius_thermal_radiation %>% st_cast("LINESTRING") | |
legend_fire <- "**FIREBALL RADIUS** <br><br><br> 0.2km (0.13km<sup>2</sup>)" | |
legend_airi <- "**AIR BLAST RADIUS** <br>(inner)<br><br> 0.76km (1.82km<sup>2</sup>)" | |
legend_radi <- "**RADIATION RADIUS** <br><br><br> 1.31km (5.42km<sup>2</sup>)" | |
legend_airb <- "**AIR BLAST RADIUS** <br>(outer)<br><br> 1.72km (9.26km<sup>2</sup>)" | |
legend_ther <- "**THERMAL** <br> **RADIATION RADIUS** <br><br> 2.21km (15.4km<sup>2</sup>)" | |
ggplot(radius_thermal_radiation) + | |
geom_sf(fill = "#F1EFED") + | |
geom_sf(data = small_streets, color = "#171717") + | |
geom_sf(data = med_streets, color = "#171717", size = 1.4) + | |
# geom_sf(data = big_streets, color = "#171717", size = 1.9) + | |
geom_sf(data = river_cropped, inherit.aes = FALSE, color = "steelblue", size = 1.5) + | |
geom_sf(data = radius_air_blast, aes(fill = "4"), alpha = 0.4, show.legend = "polygon") + | |
geom_sf(data = radius_radiation, aes(fill = "3"), alpha = 0.4, show.legend = "polygon") + | |
geom_sf(data = radius_air_blast_inner, aes(fill = "2"), alpha = 0.4, show.legend = "polygon") + | |
geom_sf(data = radius_fireball, aes(fill = "1"), alpha = 0.4, show.legend = "polygon") + | |
geom_sf(data = border, color = "#F1EFED", linetype = "dotted", show.legend = F) + | |
labs(title = "What if it was your City?", | |
subtitle = glue("A hypothetical atomic bomb hit on <span style = 'margin-bottom: 500px; font-size:22pt'>**_{aoi_city}_**</span>. <br> | |
The simulated explosion is based on the bomb Fat Man hitting Nagasaki in 1945."), | |
caption = "Data: OSM | Visualisation: Marco Sciaini <br><br> | |
Original Visualisation by Alberto Lucas López for the South China Morning Post") + | |
scale_fill_manual("", | |
guide = "legend", | |
values=c("1"="#ff3333", "2"="#ff794d","3"="#c6c6c6","4"="#ffffb1", "5" = "#F1EFED"), | |
labels = c(legend_fire, legend_airi, legend_radi, legend_airb, legend_ther)) + | |
theme_void() + | |
guides(fill = guide_legend(keyheight = unit(1, units = "mm"), | |
keywidth = unit(5, units = "mm"), | |
direction = "horizontal", | |
nrow = 1, | |
ticks.colour = "white", | |
label.position = "bottom", | |
title.position = "bottom", | |
title.hjust = 0.5)) + | |
theme(legend.direction="horizontal", | |
legend.position="bottom", | |
legend.box = "vertical", | |
text=element_text(family="West"), | |
panel.spacing.y = unit(1, "lines"), | |
plot.title.position = "plot", | |
plot.title = element_markdown(size = 32, | |
face = "bold", | |
colour = '#F1EFED', | |
hjust = 0, | |
margin = margin(.3,0,.5,-2, "cm")), | |
plot.subtitle = element_markdown(size = 20, | |
face = "bold", | |
colour = '#F1EFED', | |
hjust = 0, | |
margin = margin(.3,0,.5,-2, "cm"), | |
lineheight = 1.3,), | |
legend.text=element_markdown(color='#F1EFED',size=14), | |
legend.key = element_rect(color = NULL, linetype = NULL), | |
plot.caption = element_markdown(size = 12, | |
colour = '#F1EFED', | |
margin = margin(.3,-2,.3,0, "cm")), | |
plot.margin = margin(0, 150, 0, 150), | |
plot.background = element_rect(fill = "#171717")) | |
ggsave(glue("plots/germany/{aoi_city}.png"), width = 12, height = 12, dpi = 600) | |
}) | |
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