Created
June 21, 2022 16:46
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library(tidyverse) | |
library(tidycensus) | |
library(sf) | |
library(crsuggest) | |
options(tigris_use_cache = TRUE) | |
walk(state.name, ~{ | |
in_state <- get_acs( | |
geography = "tract", | |
variables = "B05002_003", | |
summary_var = "B05002_001", | |
state = .x, | |
geometry = TRUE | |
) %>% | |
mutate(percent = 100 * (estimate / summary_est)) | |
state_crs <- suggest_top_crs(in_state, units = "m", | |
inherit_gcs = FALSE) | |
in_state_proj <- st_transform(in_state, state_crs) %>% | |
filter(GEOID != "15003981200") # for Hawaii archipelago | |
gg <- ggplot(in_state_proj, aes(fill = percent)) + | |
geom_sf(color = NA) + | |
theme_void(base_family = "Roboto", base_size = 14) + | |
labs(title = glue::glue("Percent of residents born in {.x}"), | |
subtitle = "2016-2020 ACS", | |
caption = "@kyle_e_walker | tidycensus R package", | |
fill = "") + | |
scale_fill_viridis_c(option = "rocket", direction = -1, | |
labels = scales::label_percent(scale = 1)) + | |
theme(plot.margin = unit(c(1, 1, 1, 1), "cm")) | |
ggsave(glue::glue("img/born_in_{.x}.png"), gg, dpi = 600, bg = "white", | |
height = 7, width = 7) | |
}) |
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