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Get (possible) census tracts for address based on zip code
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## Context: https://twitter.com/grant_mcdermott/status/1220409051013697553 | |
library(tidycensus) | |
# census_api_key("YOUR KEY GOES HERE", install = TRUE) | |
library(tigris) | |
options(tigris_use_cache = TRUE) | |
library(sf) | |
library(tidyverse) | |
## Get ZIP codes for whole US. First time you run this it will take a while, but | |
## caching means it will be available for future sessions | |
zips = get_acs(geography = "zcta", variables = "B19013_001", geometry = TRUE) | |
## Get OH Census tracts | |
oh = get_acs(geography = "tract", state = "OH", variables = "B19013_001", geometry = TRUE) | |
## Spatial join | |
oh = | |
st_join( | |
oh %>% rename(tract = NAME), | |
zips %>% select(zip = NAME, geometry) | |
) | |
## Some extra cleaning up | |
oh = | |
oh %>% | |
mutate( | |
tract = gsub("Census Tract ", "", tract), | |
zip = as.numeric(gsub("ZCTA[0-9] ", "", zip)) | |
) | |
## Now you can match on zip code for addresses. | |
## E.g. Ohio Statehouse (1 Capitol Square, Columbus, OH 43215) | |
ohsh = tibble(street = "1 Capitol Square", | |
Columbus, OH 43210 | |
city = "Columbus", | |
state = "OH", | |
zip = 43215) | |
## Join to get tract | |
ohsh_tract = | |
left_join( | |
ohsh, | |
oh, | |
by = "zip" | |
) | |
## Plot | |
ohsh_tract %>% | |
st_as_sf() %>% | |
ggplot() + | |
geom_sf() |
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