From 20894f4c0c93c278144ef9aa0006423256f32fbd Mon Sep 17 00:00:00 2001
From: muuankarski
-library(pxweb)
-# lets get all zipcodes and all variables
-pxweb_query_list <-
- list("Postinumeroalue"=c("*"),
- "Tiedot"=c("he_vakiy"),
- "Vuosi"=c("2021"))
-
-px_raw <-
- pxweb_get(url = "https://statfin.stat.fi/PXWeb/api/v1/en/Postinumeroalueittainen_avoin_tieto/uusin/paavo_pxt_12ey.px",
- query = pxweb_query_list)
-
-
-px_data <- as_tibble(
- as.data.frame(px_raw,
- column.name.type = "text",
- variable.value.type = "text")
- ) %>% setNames(janitor::make_clean_names(names(.)))
-px_data %>%
- filter(postal_code_area != "Finland")
-#> # A tibble: 3,027 × 3
-#> postal_code_area year inhabitants_total_he
-#> <chr> <chr> <dbl>
-#> 1 WHOLE COUNTRY 2021 5548241
-#> 2 00100 Helsinki keskusta - Etu-Töölö (Helsinki) 2021 17893
-#> 3 00120 Punavuori - Bulevardi (Helsinki) 2021 7230
-#> 4 00130 Kaartinkaupunki (Helsinki) 2021 1716
-#> 5 00140 Kaivopuisto - Ullanlinna (Helsinki) 2021 7845
-#> 6 00150 Punavuori - Eira - Hernesaari (Helsinki) 2021 9368
-#> 7 00160 Katajanokka (Helsinki) 2021 4932
-#> 8 00170 Kruununhaka (Helsinki) 2021 7191
-#> 9 00180 Kamppi - Ruoholahti (Helsinki) 2021 14440
-#> 10 00190 Suomenlinna (Helsinki) 2021 694
-#> # ℹ 3,017 more rows
px_data <- read.csv("https://pxdata.stat.fi:443/PxWeb/sq/43d3d0aa-636e-4a4b-bbe1-decae45fc2b4",
+ header = TRUE, sep = ";", fileEncoding = "Latin1")
+px_data$posti_alue <- sub(" .+$", "", px_data$Postinumeroalue)
Before we can join the data, we must extract the numerical postal
code from postal_code_area
-variable.
-px_data$posti_alue <- sub(" .+$", "", px_data$postal_code_area)
-
-# Lets join with spatial data and plot the area of each zipcode
+# Lets join with spatial data and plot the area of each zipcode
zipcodes19 <- get_zipcodes(year = 2019)
zipcodes_map <- left_join(zipcodes19,
px_data)
ggplot(zipcodes_map) +
- geom_sf(aes(fill = inhabitants_total_he),
+ geom_sf(aes(fill = X2021),
color = alpha("white", 1/3)) +
labs(title = "Total number of inhabitants, 2021",
fill = NULL)
pop_map <- right_join(polygon, pop_data)
@@ -372,8 +372,8 @@ Interactive maps padding = "2px 4px"),
textsize = "12px",
direction = "auto"))
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