Last active
November 30, 2021 08:13
-
-
Save dakvid/ed454559ecd083dc4f76231d7f2fb02a to your computer and use it in GitHub Desktop.
#30DayMapChallenge 2021 - Day 04 - Hexagons
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# Create a heatmap grid of earthquakes in New Zealand | |
# For #30DayMapChallenge 2021 - Day 04 - Hexagons | |
# -- David Friggens, November 2021 | |
# Setup ------------------------------------------------------------------- | |
library(readr) | |
library(dplyr) | |
library(sf) | |
library(rmapshaper) | |
library(ggplot2) | |
FONT = "Wallpoet" | |
# Data -------------------------------------------------------------------- | |
# from https://datafinder.stats.govt.nz | |
nz <- | |
read_sf("statsnz/territorial-authority-2021-clipped-generalised.gpkg") %>% | |
filter(! TA2021_V1_00 %in% c("067", "999")) %>% | |
summarise(n = n()) %>% | |
ms_simplify() | |
# from https://quakesearch.geonet.org.nz | |
eq <- | |
read_csv("data/earthquakes.csv") %>% | |
filter(eventtype == "earthquake") %>% | |
select(longitude, latitude, magnitude) | |
geo_eq <- | |
eq %>% | |
st_as_sf(coords = c("longitude", "latitude"), crs = 4326L) %>% | |
st_transform(crs = st_crs(nz)) | |
# Grids ------------------------------------------------------------------- | |
geo_grid <- | |
geo_eq %>% | |
st_make_grid(n = c(50, 60), | |
square = FALSE, | |
flat_topped = TRUE) %>% | |
st_as_sf() %>% | |
mutate(cell = row_number()) | |
grid_nz <- | |
geo_grid %>% | |
filter(st_intersects(geo_grid, nz, sparse = FALSE)) %>% | |
summarise(n = n()) | |
grid_eq <- | |
geo_grid %>% | |
st_join(geo_eq) %>% | |
st_drop_geometry() %>% | |
group_by(cell) %>% | |
summarise(magnitude = log(sum(10^magnitude))) %>% | |
ungroup() | |
grid_heat <- | |
geo_grid %>% | |
inner_join(grid_eq, | |
by = "cell") | |
# Plot -------------------------------------------------------------------- | |
gg_eq <- | |
ggplot() + | |
geom_sf(data = grid_heat, | |
aes(fill = magnitude), | |
colour = NA) + | |
scale_fill_viridis_c(na.value = "white") + | |
geom_sf(data = grid_nz, | |
colour = "black", size = 1, | |
fill = NA) + | |
coord_sf(datum = NA) + | |
labs(title = "NZ Earthquakes, 4M+, 2006-2021", | |
subtitle = "#30DayMapChallenge 2021 - Day 04 - Hexagons", | |
caption = "Data: GeoNet. Map: David Friggens, @dakvid", | |
fill = "Combined\nMagnitude") + | |
theme_minimal(base_family = FONT) + | |
theme(legend.position = c(0.85, 0.15), | |
plot.background = element_rect(fill = "white", colour = "white"), | |
panel.background = element_rect(fill = "white", colour = "white"), | |
plot.title = element_text(size = 56, margin = margin(t = 30), hjust = 0.1), | |
plot.subtitle = element_text(size = 36, hjust = 0.1), | |
plot.caption = element_text(size = 32, margin = margin(b = 20), hjust = 0.88), | |
legend.title = element_text(size = 28), | |
legend.text = element_text(size = 28), | |
legend.key.height = unit(60, "points"), | |
legend.key.width = unit(20, "points")) | |
ggsave(plot = gg_eq, | |
"Day_04/Day_04_earthquakes_log.png", | |
width = 20, height = 26, dpi = 72) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment