Created
November 25, 2019 01:36
-
-
Save jshannon75/3631b419817f1dd2956c7f60d8c8be49 to your computer and use it in GitHub Desktop.
Calculating state mean centers in R
This file contains hidden or 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
library(tidyverse) | |
library(sf) | |
#Join population data to tract boundaries and convert to point coordinates | |
tractdata<-read_csv("nhgis0105_2017_tract_racepov.csv") #Data on population downloaded from NHGIS | |
tracts<-st_read("nhgis0101_shapefile_tl2017_us_tract_2017/US_tract_2017.shp",stringsAsFactors=FALSE) %>% #Tract boundaries downloaded from NHGIS | |
st_transform(4326) | |
tract_center<-tracts %>% | |
st_centroid() %>% | |
st_coordinates() %>% | |
as_tibble() %>% | |
cbind(tracts %>% st_set_geometry(NULL) %>% select(GISJOIN)) | |
#Calculate weighted mean centers by states | |
tract_mean_center<-tractdata %>% | |
filter(AHZAE001>0) %>% #Total population variable | |
left_join(tract_center) %>% | |
group_by(STATE) %>% | |
mutate(Xw=X*AHZAE001, | |
Yw=Y*AHZAE001) %>% | |
filter(is.na(Xw)==FALSE) %>% | |
summarise(meanX=sum(Xw)/sum(AHZAE001), | |
meanY=sum(Yw)/sum(AHZAE001)) %>% | |
st_as_sf(coords=c("meanX","meanY"),crs=4326,remove=FALSE) | |
#Load place names and calculate closest one to each state center | |
place_points<-st_read("nhgis0110_shapefile_tl2017_us_place_2017/US_place_2017.shp", #Place boundaries downloaded from NHGIS | |
stringsAsFactors=FALSE) %>% | |
st_transform(4326) %>% | |
st_centroid() %>% | |
rownames_to_column(var = "value") %>% | |
mutate(value=as.numeric(value)) | |
matches<-st_nearest_feature(tract_mean_center,place_points) %>% | |
as_tibble() %>% | |
bind_cols(tract_mean_center %>% st_set_geometry(NULL)) %>% | |
left_join(place_points %>% | |
st_set_geometry(NULL) %>% | |
select(NAME,GEOID,value)) %>% | |
st_as_sf(coords=c("meanX","meanY"),crs=4326) | |
st_write(matches,"state_centers.gpkg") |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment