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choropleth maps using R leaflet
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################################################################################# | |
# England And Wales * Preliminary Census 2021 Counts by (some) Country of Birth # | |
################################################################################# | |
# ONS data: https://www.ons.gov.uk/peoplepopulationandcommunity/populationandmigration/populationestimates/adhocs/14354ct210001 | |
library(data.table) | |
library(dplyr) | |
library(sf) | |
library(leaflet) | |
# download population count | |
tmpf <- tempfile() | |
url <- 'https://www.ons.gov.uk/file?uri=/peoplepopulationandcommunity/populationandmigration/populationestimates/adhocs/14354ct210001/ct210001.xlsx' | |
download.file(url, destfile = tmpf) | |
y <- as.data.table(readxl::read_xlsx(tmpf, 2, skip = 9)) | |
y <- y[!is.na(Area)][, Area := NULL] | |
setnames(y, 'Code', 'LAD') | |
y <- melt(y, id.vars = 'LAD', variable.name = 'country')[value > 0][, value := as.numeric(value)] | |
# download polygons | |
tmpd <- tempdir() | |
url <- 'https://opendata.arcgis.com/api/v3/datasets/0f131e03df73415b824a1c214594eeab_0/downloads/data?format=shp&spatialRefId=27700' | |
download.file(url, destfile = tmpf) | |
unzip(tmpf, exdir = tmpd) | |
fnames <- unzip(tmpf, list = TRUE)$Name | |
yb <- st_read(tmpd, gsub('.shp', '', fnames[grepl('.shp', fnames)])) | |
# clean polygons | |
yb <- yb |> select(names(yb)[grepl(paste0('^LAD.*CD$|NM$'), toupper(names(yb)))]) |> | |
rename('LAD' := 1, 'LADn' := 2) |> | |
filter(substr(LAD, 1, 1) %in% c('E', 'W')) |> | |
rmapshaper::ms_simplify() |> | |
st_transform(4326) | |
# build polygons labels >>> TO DO <<< | |
lbls <- htmltools::HTML() | |
# basemap | |
ym <- leaflet() |> addProviderTiles(providers$CartoDB.PositronNoLabels) | |
# add nationalities | |
grps <- NULL | |
for(cnt in levels(y$country)){ | |
ybc <- merge(yb, y[country == cnt]) | |
yp <- colorNumeric('Reds', ybc$value) | |
grp <- paste0(cnt, ': ', formatC(as.integer(sum(ybc$value)), big.mark = ',')) | |
grps <- c(grps, grp) | |
ym <- ym |> | |
addPolygons( | |
data = ybc, | |
smoothFactor = 0.2, | |
group = grp, | |
# stroke = FALSE, | |
color = 'black', | |
weight = 0.3, | |
fillColor = ~yp(value), | |
fillOpacity = 0.4, | |
label = ~paste0(LADn, ': ', formatC(value, big.mark = ',')), | |
highlightOptions = highlightOptions(color = '#67000d', weight = 6, bringToFront = TRUE, opacity = 1) | |
) |> | |
addLegend( | |
position = 'bottomright', | |
group = grp, | |
className = paste('info legend', cnt), | |
pal = yp, | |
values = ybc$value, | |
title = cnt, | |
opacity = 1 | |
) | |
} | |
# add menu and title | |
ym <- ym |> | |
addLayersControl(grps, options = layersControlOptions(collapsed = FALSE)) |> | |
htmlwidgets::onRender(" | |
function(el, x) { | |
var updateLegend = function () { | |
var selectedGroup = document.querySelectorAll('input:checked')[0].nextSibling.innerText.substr(1).replace(/[^a-zA-Z]+/g, ''); | |
document.querySelectorAll('.legend').forEach( a => a.hidden=true ); | |
document.querySelectorAll('.legend').forEach( | |
l => { if (l.classList.contains(selectedGroup)) l.hidden=false; } | |
); | |
}; | |
updateLegend(); | |
this.on('baselayerchange', el => updateLegend()); | |
} | |
") |> | |
# addControl(, position = "topleft", className="map-title") |> # >>> TO DO <<< | |
# addControl(, position = "bottomleft", className="map-title") |> # >>> TO DO <<< | |
showGroup(grp) | |
# view | |
ym | |
# save and copy to shiny server | |
htmlwidgets::saveWidget(ym, '~/gists/preliminary_census_counts_country_birth.html') | |
system('rm -rf ~/gists/preliminary_census_counts_country_birth_files/') | |
system('cp ~/gists/preliminary_census_counts_country_birth.html /srv/shiny-server/uk_pop_precensus_country/index.html') | |
# clean env | |
unlink(tmpf) | |
unlink(tmpd) | |
rm(list = ls()) | |
gc() |
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