Nothing
## ----include = FALSE----------------------------------------------------------
knitr::opts_chunk$set(
collapse = TRUE,
message = FALSE,
warning = FALSE,
comment = "#>",
eval = nzchar(Sys.getenv("COMPILE_VIG"))
)
## ----setup--------------------------------------------------------------------
library(cancensus)
library(dplyr)
library(tidyr)
library(ggplot2)
## -----------------------------------------------------------------------------
metadata <- get_statcan_wds_metadata("2021","FED")
characteristics <- metadata |>
filter(`Codelist en`=="Characteristic") |>
mutate(across(matches("ID"),as.integer))
ethnic_base <- characteristics |>
filter(grepl("Total - Ethnic",en))
ukranian <- characteristics |>
filter(grepl("Ukrainian",en), `Parent ID`==ethnic_base$ID)
selected_characteristics <- bind_rows(ethnic_base,ukranian)
selected_characteristics |> select(ID,en)
## -----------------------------------------------------------------------------
dguids <- metadata |>
filter(`Codelist ID`=="CL_GEO_FED") |>
pull(ID)
## -----------------------------------------------------------------------------
data <- get_statcan_wds_data(dguids,members=selected_characteristics$ID,gender="Total")
## -----------------------------------------------------------------------------
plot_data <- data |>
select(DGUID=GEO_DESC,Name=GEO_NAME,name=CHARACTERISTIC_NAME,value=OBS_VALUE) |>
pivot_wider() |>
mutate(Share=Ukrainian/`Total - Ethnic or cultural origin for the population in private households - 25% sample data`)
## ----fig.height=4.5, fig.width=6----------------------------------------------
plot_data |> slice_max(Share,n=20) |>
ggplot(aes(y=reorder(Name,Share),x=Share)) +
geom_bar(stat="identity",fill="steelblue") +
scale_x_continuous(labels=scales::percent) +
labs(title="Ukrainian ethnic origin",
y="Federal electoral district",
x="Share of population in private households",
caption="StatCan Census 2021")
## -----------------------------------------------------------------------------
fed_geos <- get_statcan_geographies("2021","FED")
## ----fig.height=4.5, fig.width=6----------------------------------------------
fed_geos |>
left_join(plot_data,by="DGUID") |>
ggplot(aes(fill=Share)) +
geom_sf() +
scale_fill_viridis_c(labels=scales::percent) +
coord_sf(datum=NA) +
labs(title="Ukrainian ethnic origin by Federal Electoral District",
fill="Share of\npopulation",
caption="StatCan Census 2021")
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