library(tmap)
data("World")
tm_shape(World) +
tm_polygons("HPI")
![](data:image/png;base64,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)
# install.packages("cartography")
library(sf)
## Warning: package 'sf' was built under R version 4.1.3
## Linking to GEOS 3.9.1, GDAL 3.2.1, PROJ 7.2.1; sf_use_s2() is TRUE
library(cartography)
## This project is in maintenance mode.
## Core functionalities of `cartography` can be found in `mapsf`.
## https://riatelab.github.io/mapsf/
# path to the geopackage file embedded in cartography
path_to_gpkg <- system.file("gpkg/mtq.gpkg", package="cartography")
# import to an sf object
mtq <- st_read(dsn = path_to_gpkg, quiet = TRUE)
# plot municipalities (only borders are plotted)
plot(st_geometry(mtq), col = "grey80", border = "grey")
# plot population
propSymbolsLayer(
x = mtq,
var = "POP",
inches = 0.25,
col = "brown4",
legend.pos = "topright",
legend.title.txt = "Total population"
)
# layout
layoutLayer(title = "Population Distribution in Martinique",
sources = "Sources: Insee and IGN, 2018",
author = paste0("cartography ", packageVersion("cartography")),
frame = FALSE, north = FALSE, tabtitle = TRUE)
# north arrow
north(pos = "topleft")
![](data:image/png;base64,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)
library(sf)
library(cartography)
# path to the geopackage file embedded in cartography
path_to_gpkg <- system.file("gpkg/mtq.gpkg", package="cartography")
# import to an sf object
mtq <- st_read(dsn = path_to_gpkg, quiet = TRUE)
# population density (inhab./km2) using sf::st_area()
mtq$POPDENS <- 1e6 * mtq$POP / st_area(mtq)
# plot municipalities (only the backgroung color is plotted)
plot(st_geometry(mtq), col = NA, border = NA, bg = "#aadaff")
# plot population density
choroLayer(
x = mtq,
var = "POPDENS",
method = "geom",
nclass=5,
col = carto.pal(pal1 = "sand.pal", n1 = 5),
border = "white",
lwd = 0.5,
legend.pos = "topright",
legend.title.txt = "Population Density\n(people per km2)",
add = TRUE
)
# layout
layoutLayer(title = "Population Distribution in Martinique",
sources = "Sources: Insee and IGN, 2018",
author = paste0("cartography ", packageVersion("cartography")),
frame = FALSE, north = FALSE, tabtitle = TRUE, theme= "sand.pal")
# north arrow
north(pos = "topleft")
![](data:image/png;base64,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)
library(sf)
library(cartography)
# path to the geopackage file embedded in cartography
path_to_gpkg <- system.file("gpkg/mtq.gpkg", package="cartography")
# import to an sf object
mtq <- st_read(dsn = path_to_gpkg, quiet = TRUE)
# transform municipality multipolygons to (multi)linestrings
mtq_pencil <- getPencilLayer(
x = mtq,
size = 400,
lefthanded = F
)
# plot municipalities (only the backgroung color is plotted)
plot(st_geometry(mtq), col = "white", border = NA, bg = "lightblue1")
# plot administrative status
typoLayer(
x = mtq_pencil,
var="STATUS",
col = c("aquamarine4", "yellow3","wheat"),
lwd = .7,
legend.values.order = c("Prefecture",
"Sub-prefecture",
"Simple municipality"),
legend.pos = "topright",
legend.title.txt = "",
add = TRUE
)
# plot municipalities
plot(st_geometry(mtq), lwd = 0.5, border = "grey20", add = TRUE, lty = 3)
# labels for a few municipalities
labelLayer(x = mtq[mtq$STATUS != "Simple municipality",], txt = "LIBGEO",
cex = 0.9, halo = TRUE, r = 0.15)
# title, source, author
layoutLayer(title = "Administrative Status",
sources = "Sources: Insee and IGN, 2018",
author = paste0("cartography ", packageVersion("cartography")),
north = FALSE, tabtitle = TRUE, postitle = "right",
col = "white", coltitle = "black")
# north arrow
north(pos = "topleft")
![](data:image/png;base64,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)
library(sf)
library(cartography)
# path to the geopackage file embedded in cartography
path_to_gpkg <- system.file("gpkg/mtq.gpkg", package="cartography")
# import to an sf object
mtq <- st_read(dsn = path_to_gpkg, quiet = TRUE)
# Plot the municipalities
plot(st_geometry(mtq), col="darkseagreen3", border="darkseagreen4",
bg = "lightblue1", lwd = 0.5)
# Plot symbols with choropleth coloration
propSymbolsChoroLayer(
x = mtq,
var = "POP",
border = "grey50",
lwd = 1,
legend.var.pos = "topright",
legend.var.title.txt = "Population",
var2 = "MED",
method = "equal",
nclass = 4,
col = carto.pal(pal1 = "sand.pal", n1 = 4),
legend.var2.values.rnd = -2,
legend.var2.pos = "left",
legend.var2.title.txt = "Median\nIncome\n(in euros)"
)
# layout
layoutLayer(title="Population & Wealth in Martinique, 2015",
author = "cartography 2.1.3",
sources = "Sources: Insee and IGN, 2018",
scale = 5, tabtitle = TRUE, frame = FALSE)
# north arrow
north(pos = "topleft")
![](data:image/png;base64,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)
library(sf)
library(cartography)
# path to the geopackage file embedded in cartography
path_to_gpkg <- system.file("gpkg/mtq.gpkg", package="cartography")
# import to an sf object
mtq <- st_read(dsn = path_to_gpkg, quiet = TRUE)
# Plot the municipalities
plot(st_geometry(mtq), col="#f2efe9", border="#b38e43", bg = "#aad3df",
lwd = 0.5)
# Plot symbols with choropleth coloration
propSymbolsTypoLayer(
x = mtq,
var = "POP",
inches = 0.5,
symbols = "square",
border = "white",
lwd = .5,
legend.var.pos = "topright",
legend.var.title.txt = "Population",
var2 = "STATUS",
legend.var2.values.order = c("Prefecture", "Sub-prefecture",
"Simple municipality"),
col = carto.pal(pal1 = "multi.pal", n1 = 3),
legend.var2.pos = c(692000, 1607000),
legend.var2.title.txt = "Administrative\nStatus"
)
# layout
layoutLayer(title="Population Distribution in Martinique",
author = "cartography 2.1.3",
sources = "Sources: Insee and IGN, 2018",
scale = 5, tabtitle = TRUE, frame = FALSE)
# north arrow
north(pos = "topleft")
![](data:image/png;base64,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)
library(sf)
library(cartography)
# path to the geopackage file embedded in cartography
path_to_gpkg <- system.file("gpkg/mtq.gpkg", package="cartography")
# import to an sf object
mtq <- st_read(dsn = path_to_gpkg, quiet = TRUE)
# plot municipalities
plot(st_geometry(mtq), col = "#e4e9de", border = "darkseagreen4",
bg = "lightblue1", lwd = 0.5)
# plot labels
labelLayer(
x = mtq,
txt = "LIBGEO",
col= "black",
cex = 0.7,
font = 4,
halo = TRUE,
bg = "white",
r = 0.1,
overlap = FALSE,
show.lines = FALSE
)
# map layout
layoutLayer(
title = "Municipalities of Martinique",
sources = "Sources: Insee and IGN, 2018",
author = paste0("cartography ", packageVersion("cartography")),
frame = FALSE,
north = TRUE,
tabtitle = TRUE,
theme = "taupe.pal"
)
![](data:image/png;base64,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)
library(sf)
library(cartography)
# path to the geopackage file embedded in cartography
path_to_gpkg <- system.file("gpkg/mtq.gpkg", package="cartography")
# import to an sf object
mtq <- st_read(dsn = path_to_gpkg, quiet = TRUE)
# path to the csv file embedded in cartography
path_to_csv <- system.file("csv/mob.csv", package="cartography")
# import to a data.frame
mob <- read.csv(path_to_csv)
# select workplaces with administrative status = Prefecture or Sub-prefecture
mob <- mob[mob$sj != "Simple municipality",]
# create an sf object of links
mtq_mob <- getLinkLayer(
x = mtq,
xid = "INSEE_COM",
df = mob,
dfid = c("i","j")
)
# set figure background color
par(bg="grey25")
# plot municipalities
plot(st_geometry(mtq), col = "grey13", border = "grey25",
bg = "grey25", lwd = 0.5)
# plot graduated links
gradLinkTypoLayer(
x = mtq_mob,
xid = c("i", "j"),
df = mob,
dfid = c("i","j"),
var = "fij",
breaks = c( 100, 500, 1200, 2500, 4679.0),
lwd = c(1,4,8,16),
legend.var.pos = "left",
legend.var.title.txt = "Nb. of\nCommuters",
var2 = "sj",
col = c("grey85", "red4"),
legend.var2.title.txt = "Workplace",
legend.var2.pos = "topright"
)
# map layout
layoutLayer(title = "Commuting to Prefectures in Martinique",
sources = "Sources: Insee and IGN, 2018",
author = paste0("cartography ", packageVersion("cartography")),
frame = FALSE, col = "grey25", coltitle = "white",
tabtitle = TRUE)
![](data:image/png;base64,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)
library(sf)
library(cartography)
# path to the geopackage file embedded in cartography
path_to_gpkg <- system.file("gpkg/mtq.gpkg", package="cartography")
# import to an sf object
mtq <- st_read(dsn = path_to_gpkg, quiet = TRUE)
# plot municipalities (only the backgroung color is plotted)
plot(st_geometry(mtq), col = NA, border = NA, bg = "lightblue1")
# plot isopleth map
smoothLayer(
x = mtq,
var = 'POP',
typefct = "exponential",
span = 4000,
beta = 2,
nclass = 12,
col = carto.pal(pal1 = 'brown.pal', n1 = 12),
border = "grey",
lwd = 0.1,
mask = mtq,
legend.values.rnd = -3,
legend.title.txt = "Population\nPotential",
legend.pos = "topright",
add=TRUE
)
## Functions related to Stewart's potential are deprecated.
## Please use the `potential` package instead.
## https://riatelab.github.io/potential/
## Functions related to Stewart's potential are deprecated.
## Please use the `potential` package instead.
## https://riatelab.github.io/potential/
# annotation on the map
text(x = 692582, y = 1611478, cex = 0.8, adj = 0, font = 3, labels =
"Distance function:\n- type = exponential\n- beta = 2\n- span = 4 km")
# layout
layoutLayer(title = "Population Distribution in Martinique",
sources = "Sources: Insee and IGN, 2018",
author = paste0("cartography ", packageVersion("cartography")),
frame = FALSE, north = FALSE, tabtitle = TRUE, theme = "brown.pal")
# north arrow
north(pos = "topleft")
![](data:image/png;base64,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)
library(sf)
library(cartography)
# path to the geopackage file embedded in cartography
path_to_gpkg <- system.file("gpkg/mtq.gpkg", package="cartography")
# import to an sf object
mtq <- st_read(dsn = path_to_gpkg, quiet = TRUE)
# Create a grid layer, cell size area match the median municipality area
mygrid <- getGridLayer(
x = mtq,
cellsize = median(as.numeric(st_area(mtq))),
var = "POP",
type = "hexagonal"
)
# Compute population density in people per km2
mygrid$POPDENS <- 1e6 * mygrid$POP / mygrid$gridarea
# plot municipalities (only the backgroung color is plotted)
plot(st_geometry(mtq), col = NA, border = NA, bg = "#deffff")
# Plot the population density
choroLayer(x = mygrid, var = "POPDENS", method = "geom", nclass=5,
col = carto.pal(pal1 = "turquoise.pal", n1 = 5), border = "grey80",
lwd = 0.5, legend.pos = "bottomleftextra", add = TRUE,
legend.title.txt = "Population Density\n(people per km2)")
layoutLayer(title = "Population Distribution in Martinique",
sources = "Sources: Insee and IGN, 2018",
author = paste0("cartography ", packageVersion("cartography")),
frame = FALSE, north = FALSE, tabtitle = TRUE,
theme = "turquoise.pal")
# north arrow
north(pos = "topleft")
![](data:image/png;base64,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)
library(sf)
library(cartography)
# path to the geopackage file embedded in cartography
path_to_gpkg <- system.file("gpkg/mtq.gpkg", package="cartography")
# import to an sf object
mtq <- st_read(dsn = path_to_gpkg, quiet = TRUE)
# Compute the population density (inhab./km2) using sf::st_area()
mtq$POPDENS <- as.numeric(1e6 * mtq$POP / st_area(mtq))
# Get a SpatialLinesDataFrame of countries borders
mtq.contig <- getBorders(mtq)
# plot municipalities (only the backgroung color is plotted)
plot(st_geometry(mtq), col = NA, border = NA, bg = "lightblue1",
xlim = c(690574, 745940))
# Plot the population density with custom breaks
choroLayer(x = mtq, var = "MED",
breaks = c(min(mtq$MED), seq(13000, 21000, 2000), max(mtq$MED)),
col = carto.pal("green.pal", 6),border = "white", lwd = 0.5,
legend.pos = "topright", legend.title.txt = "Median Income\n(euros)",
add = TRUE)
# Plot discontinuities
discLayer(
x = mtq.contig,
df = mtq,
var = "MED",
type = "rel",
method = "geom",
nclass = 3,
threshold = 0.4,
sizemin = 0.7,
sizemax = 6,
col = "red4",
legend.values.rnd = 1,
legend.title.txt = "Relative\nDiscontinuities",
legend.pos = "right",
add = TRUE
)
# Layout
layoutLayer(title = "Wealth Disparities in Martinique, 2015",
author = paste0("cartography ", packageVersion("cartography")),
sources = "Sources: Insee and IGN, 2018",
frame = FALSE, scale = 5, tabtitle = TRUE,theme = "grey.pal")
# north arrow
north(pos = "topleft")
![](data:image/png;base64,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)
Comments
Post a Comment