working r script

2023-11-03 15:07:08 -05:00 · 2023-11-03 15:07:08 -05:00 · 0f0cc0b0a5
commit 0f0cc0b0a5
parent 8e1de6a7fc
1 changed files with 107 additions and 0 deletions
--- a/bay_creek_data.R
+++ b/bay_creek_data.R
@ -0,0 +1,107 @@
+# ---- load libraries
+library(tidyverse)
+library(sf)
+library(ggmap)
+library(scales)
+library(ggrepel)
+
+setwd("~/Documents/Bay_Creek/bay_creek_data")
+
+# ---- load data
+block_data_2022 <- sf::read_sf("data/nip_bg_22/nip_bg_22.shp")
+metadata_2022 <- read_csv("data/nip_bg_22/nip_metadata_22.csv")
+extent <- st_bbox(block_data_2022)
+
+# ---- define areas of interest
+block_groups <- data.frame(name = c("Bay Creek 1", "Bay Creek 2"), geo_id = c("550250013001", "550250013002"))
+
+centroids <- block_data_2022 %>% 
+  left_join(block_groups, by = "geo_id") %>% 
+  filter(geo_id %in% block_groups$geo_id) %>% 
+  st_centroid() %>% 
+  pull(geometry) %>%
+  transpose()
+
+block_groups["lon"] <- unlist(centroids[[1]])
+block_groups["lat"] <- unlist(centroids[[2]])
+
+# ---- download basemap
+zoom_level <- 12
+if(file.exists(paste0("data/basemap_cache/basemap_", zoom_level, ".RData"))){
+  load(file = paste0("data/basemap_cache/basemap_", zoom_level, ".RData"))
+} else {
+  register_stadiamaps(substr(read_file("data/stadia_api_key.txt"), 1, 36), 
+                      write = FALSE)
+  basemap <- ggmap::get_stadiamap(bbox = c(left = as.double(extent[1]), 
+                                           bottom = as.double(extent[2]), 
+                                           right = as.double(extent[3]), 
+                                           top = as.double(extent[4])),
+                                  zoom = zoom_level,
+                                  maptype = "alidade_smooth",
+                                  color = "bw",
+                                  force = TRUE)
+  
+  save(basemap_raster, file = paste0("data/basemap_cache/basemap_", zoom_level, ".RData"))
+}
+
+# ---- plot figures
+# --- plot maps
+ggmap(basemap) +
+  geom_sf(data = block_data_2022,
+               aes(fill = medhhinc),
+          inherit.aes = FALSE,
+          alpha = 0.6) +
+  geom_label_repel(data = block_groups,
+    aes(label = name, 
+        y = lat,
+        x = lon),
+    min.segment.length = 0,
+    nudge_y = -0.03) +
+  # geom_sf_label(data = block_data_2022 %>% left_join(block_groups, by = "geo_id"),
+  #               aes(label = name),
+  #               inherit.aes = FALSE,
+  #               nudge_x = 1,
+  #               size = 2) +
+  theme(axis.text.x=element_blank(),
+        axis.text.y=element_blank(),
+        axis.ticks=element_blank(),
+        axis.title.x=element_blank(),
+        axis.title.y=element_blank()) +
+  scale_fill_continuous(label = scales::label_dollar(),
+                        type = "viridis") +
+  labs(title = "Median Income",
+       fill = NULL)
+ggsave(file = "figures/median_income_map.png",
+       device = "png",
+       width = 11,
+       height = 8.5,
+       units = "in")
+
+# ---- plot graphs
+ggplot(data = block_data_2022 %>% mutate(baycreek = geo_id %in% block_groups$geo_id) %>% left_join(block_groups, by = "geo_id") %>% arrange(medhhinc)) +
+  geom_hline(data = block_data_2022 %>% filter(geo_id == "Madison"),
+             aes(yintercept = medhhinc),
+             linetype = "dashed") +
+  geom_label(data = block_data_2022 %>% filter(geo_id == "Madison"),
+             aes(y = medhhinc,
+                 x = 20),
+             label = "Madison median") +
+  geom_col(aes(x = reorder(geo_id, medhhinc, sum),
+               y = medhhinc,
+               fill = baycreek)) +
+  geom_label(aes(x = reorder(geo_id, medhhinc, sum),
+                 y = medhhinc + 10000,
+                 label = name)) +
+  scale_x_discrete(labels = NULL, breaks = NULL) +
+  scale_y_continuous(label = scales::label_dollar()) +
+  scale_fill_discrete(guide="none") +
+  theme(axis.text.x=element_blank(),
+        axis.title.x=element_blank()) +
+  labs(title = "Median Income by Block Group",
+       x = NULL,
+       y = NULL)
+ggsave(file = "figures/median_income.png",
+       device = "png",
+       width = 11,
+       height = 8.5,
+       units = "in")