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Merge pull request #18 from Rbanism/28Nov_BluePlanet
28Nov Blue Planet map
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--- | ||
title: "20. OSM: OSM data in CRiSp" | ||
author: "Claudiu Forgaci" | ||
date: "2024-11-19" | ||
format: | ||
html: default | ||
pdf: default | ||
--- | ||
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### 0. Load packages | ||
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```{r} | ||
pkgs <- c("tidyverse", "sf", "pak", "sysfonts", "showtext", "ggtext", "scales", | ||
"osmdata", "magick", "grid", "rnaturalearth", "rnaturalearthdata") | ||
missing_pkgs <- pkgs[!(pkgs %in% installed.packages()[, "Package"])] | ||
if (length(missing_pkgs)) install.packages(missing_pkgs) | ||
lapply(pkgs, library, character.only = TRUE) | ||
``` | ||
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```{r} | ||
rbanism_logo <- image_read('../rbanism_logo_white.png') | ||
colored_rbanism_logo <- image_colorize(rbanism_logo, opacity = 100, color = "#155294") | ||
image_write(colored_rbanism_logo, "img/colored_rbanism_logo.png") | ||
``` | ||
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### 1. Get world map and capitals data | ||
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```{r osm-data} | ||
world <- ne_countries(scale = "medium", returnclass = "sf") | ||
capitals <- ne_download(scale = "medium", type = "populated_places", category = "cultural", returnclass = "sf") | ||
capitals <- capitals |> | ||
filter(POP_MIN > 0 & FEATURECLA == "Admin-0 capital") |> | ||
select(name = NAME, latitude = LATITUDE, longitude = LONGITUDE, pop = POP_MIN, geom = geometry) | ||
``` | ||
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### 2. Get rivers from OSM | ||
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```{r} | ||
river_data_list <- list() | ||
for (i in 1:nrow(capitals)) { | ||
bbox <- st_bbox(capitals[i, ]) | ||
bbox_expanded <- c(xmin = bbox["xmin"] - 0.1, ymin = bbox["ymin"] - 0.1, | ||
xmax = bbox["xmax"] + 0.1, ymax = bbox["ymax"] + 0.1) | ||
river_data <- opq(bbox_expanded) |> | ||
add_osm_feature(key = "waterway", value = "river") |> | ||
osmdata_sf() | ||
if (!is.null(river_data$osm_lines)) { | ||
river_data_list[[capitals$name[i]]] <- river_data$osm_lines | ||
} | ||
} | ||
standardize_sf <- function(sf_object, template) { | ||
missing_cols <- setdiff(names(template), names(sf_object)) | ||
for (col in missing_cols) sf_object[[col]] <- NA | ||
sf_object <- sf_object[, names(template)] | ||
} | ||
template <- river_data_list[[1]][1, ] | ||
river_data_list <- lapply(river_data_list, \(river) { | ||
if (!is.null(river)) {standardize_sf(river, template)} else {NULL} | ||
}) | ||
river_data_list <- river_data_list[!sapply(river_data_list, is.null)] | ||
rivers <- do.call(rbind, river_data_list) | ||
``` | ||
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### 3. Calculate river orientation | ||
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```{r} | ||
calculate_orientation <- function(linestring) { | ||
coords <- st_coordinates(linestring) | ||
lm_fit <- lm(coords[,2] ~ coords[,1]) | ||
atan(coef(lm_fit)[2]) * 180 / pi | ||
} | ||
rivers <- rivers |> | ||
rowwise() |> | ||
mutate(orientation = calculate_orientation(geometry)) | ||
capital_river_dist <- st_distance(capitals, rivers) | ||
nearest_rivers <- apply(capital_river_dist, 1, which.min) | ||
capitals$ro <- rivers$orientation[nearest_rivers] | ||
``` | ||
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### 4. Create the plot | ||
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```{r base-plot} | ||
scaling_factor <- 1000 | ||
world <- st_transform(world, crs = 3857) | ||
capitals <- st_transform(capitals, crs = 3857) | ||
lat_min <- -60 * 111320 | ||
lat_max <- 100 * 111320 | ||
p <- ggplot() + | ||
geom_sf(data = world, fill = "#155294", color = NA) + | ||
geom_sf(data = capitals, aes(size = pop), shape = 21, fill = "#29d1ff", color = "#29d1ff", alpha = 0.8) + | ||
geom_segment( | ||
data = capitals |> filter(!is.na(ro)), | ||
aes( | ||
x = st_coordinates(geom)[,1] - cos(ro * pi / 180) * sqrt(pop) * scaling_factor / 2, | ||
y = st_coordinates(geom)[,2] - sin(ro * pi / 180) * sqrt(pop) * scaling_factor / 2, | ||
xend = st_coordinates(geom)[,1] + cos(ro * pi / 180) * sqrt(pop) * scaling_factor / 2, | ||
yend = st_coordinates(geom)[,2] + sin(ro * pi / 180) * sqrt(pop) * scaling_factor / 2 | ||
), | ||
color = "#ff5b29", | ||
alpha = 0.8, | ||
show.legend = TRUE | ||
) + | ||
geom_segment( | ||
aes(x = 0, y = 0, xend = 1, yend = 1), | ||
color = "#ff5b29", | ||
linetype = "solid", | ||
inherit.aes = FALSE, | ||
show.legend = TRUE | ||
) + | ||
scale_size( | ||
range = c(1, 10), | ||
labels = label_number(scale = 1e-6, suffix = " mil.", accuracy = 0.1) | ||
) + | ||
coord_sf(crs = st_crs(3857), | ||
ylim = c(lat_min, lat_max)) + | ||
labs( | ||
title = "World Capitals with River Orientations", | ||
# size = "<span style='color:#29d1ff;'>Population</span>& <span style='color:#ff5b29;'>River Orientation</span>", | ||
size = NULL, | ||
color = "River Orientation" | ||
) + | ||
guides(color = guide_legend(override.aes = list(linetype = "solid"))) | ||
``` | ||
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### 5. Style the map | ||
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#### 5.1 Add custom fonts | ||
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```{r plot-styling} | ||
font_add_google("Montserrat", "m") | ||
showtext_auto() | ||
``` | ||
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#### 5.2 Plot your map | ||
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```{r plot} | ||
p_styled <- p + | ||
theme_void() + | ||
theme( | ||
plot.background = element_rect(fill = "#d8e1f0", color = NA), | ||
plot.margin = margin(45, 10, 45, 10), | ||
legend.position = "bottom", | ||
legend.box = "horizontal", | ||
legend.title = element_markdown(size = 13, family = "m", color = "#155294"), | ||
legend.text = element_text(size = 13, family = "m", color = "#155294"), | ||
plot.title = element_text(size = 34, family = "m", color = "#155294", | ||
face = "bold", lineheight = 1), | ||
plot.subtitle = element_text(size = 13, family = "m", color = "#155294"), | ||
plot.caption = element_text(size = 16, family = "m", color = "#155294", | ||
hjust = 0, lineheight = 0.4), | ||
legend.key.height = unit(1, "cm"), | ||
legend.key.width = unit(1, "cm")) + | ||
labs(title = "World Capitals with River Orientations", | ||
subtitle = "", | ||
caption = "Data: OpenStreetMap, NaturalEarth\nAuthor: Claudiu Forgaci") | ||
p_styled | ||
``` | ||
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```{r} | ||
p_styled <- cowplot::ggdraw(p_styled) + | ||
cowplot::draw_image(colored_rbanism_logo, x = 0.85, y = 0.77, width = 0.09, height = 0.09, hjust = 0, vjust = 0) | ||
``` | ||
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```{r} | ||
output_file <- "output/28Nov_BluePlanet.png" | ||
ggsave(filename = output_file, plot = p_styled, device = "png", | ||
width = 6, height = 6, dpi = 300) | ||
``` |
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