This is a post with executable code.
Census API Key Signup tidy census documentation
# install.packages("tidycensus")
library (tidycensus)
library (tidyverse)
── Attaching packages ─────────────────────────────────────── tidyverse 1.3.2 ──
✔ ggplot2 3.4.0 ✔ purrr 0.3.5
✔ tibble 3.1.8 ✔ dplyr 1.0.10
✔ tidyr 1.2.1 ✔ stringr 1.4.1
✔ readr 2.1.3 ✔ forcats 0.5.2
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag() masks stats::lag()
library (ggplot2)
# census_api_key(key, overwrite = FALSE, install = FALSE)
To install your API key for use in future sessions, run this function with install = TRUE
. Your API key has been stored in your .Renviron and can be accessed by Sys.getenv(“CENSUS_API_KEY”)
Searching for Variables
v17 <- load_variables (2017 , "acs5" , cache = TRUE )
View (v17)
# First time, reload your environment so you can use the key without restarting
readRenviron ("~/.Renviron" )
# You can check it with:
Sys.getenv ("CENSUS_API_KEY" )
[1] "370f9bf4e32863dc3b34cfbce286377004481f4c"
tx <- get_acs (geography = "block group" ,
variables = c (medincome = "B19013_001" ),
state = "TX" ,
county = "El Paso" ,
geometry = TRUE ,
keep_geo_vars = TRUE ,
year = 2018 )
Getting data from the 2014-2018 5-year ACS
Downloading feature geometry from the Census website. To cache shapefiles for use in future sessions, set `options(tigris_use_cache = TRUE)`.
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Simple feature collection with 513 features and 14 fields
Geometry type: MULTIPOLYGON
Dimension: XY
Bounding box: xmin: -106.6456 ymin: 31.38725 xmax: -105.9543 ymax: 32.00253
Geodetic CRS: NAD83
First 10 features:
STATEFP COUNTYFP TRACTCE BLKGRPCE AFFGEOID GEOID NAME.x
1 48 141 004003 2 1500000US481410040032 481410040032 2
2 48 141 002500 2 1500000US481410025002 481410025002 2
3 48 141 001900 3 1500000US481410019003 481410019003 3
4 48 141 004312 4 1500000US481410043124 481410043124 4
5 48 141 004202 3 1500000US481410042023 481410042023 3
6 48 141 001109 1 1500000US481410011091 481410011091 1
7 48 141 004307 4 1500000US481410043074 481410043074 4
8 48 141 002400 4 1500000US481410024004 481410024004 4
9 48 141 010407 3 1500000US481410104073 481410104073 3
10 48 141 004104 1 1500000US481410041041 481410041041 1
LSAD ALAND AWATER
1 BG 719336 0
2 BG 403621 0
3 BG 298370 0
4 BG 1375035 0
5 BG 212727 0
6 BG 724395 0
7 BG 530451 0
8 BG 347794 0
9 BG 1421876 0
10 BG 485802 0
NAME.y variable estimate
1 Block Group 2, Census Tract 40.03, El Paso County, Texas medincome 53056
2 Block Group 2, Census Tract 25, El Paso County, Texas medincome NA
3 Block Group 3, Census Tract 19, El Paso County, Texas medincome 11981
4 Block Group 4, Census Tract 43.12, El Paso County, Texas medincome 52143
5 Block Group 3, Census Tract 42.02, El Paso County, Texas medincome 29677
6 Block Group 1, Census Tract 11.09, El Paso County, Texas medincome 87250
7 Block Group 4, Census Tract 43.07, El Paso County, Texas medincome 51638
8 Block Group 4, Census Tract 24, El Paso County, Texas medincome 65980
9 Block Group 3, Census Tract 104.07, El Paso County, Texas medincome 35869
10 Block Group 1, Census Tract 41.04, El Paso County, Texas medincome 29677
moe geometry
1 19293 MULTIPOLYGON (((-106.3056 3...
2 NA MULTIPOLYGON (((-106.4413 3...
3 4611 MULTIPOLYGON (((-106.4834 3...
4 34979 MULTIPOLYGON (((-106.3423 3...
5 12669 MULTIPOLYGON (((-106.3673 3...
6 24802 MULTIPOLYGON (((-106.5418 3...
7 10871 MULTIPOLYGON (((-106.3081 3...
8 14399 MULTIPOLYGON (((-106.4614 3...
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