diff --git a/03-vector_data.qmd b/03-vector_data.qmd
index aa93d66ec54f229a4bae83f25809c629ec8696ce..792b87ce0b63727fc164c122978384cfdd44879e 100644
--- a/03-vector_data.qmd
+++ b/03-vector_data.qmd
@@ -79,7 +79,7 @@ district[district$ADM1_EN == "Phnom Penh", 1:4]
 Selection of roads that are intersecting **dangkao** district
 
 ```{r intersects, nm=TRUE, class.output="code-out", warning=FALSE, message=FALSE}
-road <- st_read("data_cambodia/cambodia.gpkg",  layer = "road", quiet = TRUE)
+road <- st_read("data_cambodia/cambodia.gpkg", layer = "road", quiet = TRUE) %>% st_cast("LINESTRING")
 dangkao <-  district[district$ADM2_EN == "Dangkao", ]
 inter <- st_intersects(x = road, y = dangkao, sparse = FALSE)
 head(inter)
diff --git a/05-mapping_with_r.qmd b/05-mapping_with_r.qmd
new file mode 100644
index 0000000000000000000000000000000000000000..675223a679f13e052ef802061fd91fcca94366e1
--- /dev/null
+++ b/05-mapping_with_r.qmd
@@ -0,0 +1,889 @@
+---
+bibliography: references.bib
+---
+
+# Mapping With R
+
+## Types of maps
+
+The fonction `mf_map()` is the central function of the package `mapsf` [@mapsf]. It makes it possible to carry out most of the usual representations in cartography. These main arguments are:
+
+-   `x`, an sf object ;
+-   `var`, the name of variable to present ;
+-   `type`, the type of presentation.
+
+### Example data
+
+The following lines import the spatial information layers located in the [geopackage](https://www.geopackage.org/) **cambodia.gpkg** file.
+
+```{r, class.output="code-out", warning=FALSE, message=FALSE}
+library(sf)
+
+#Import Cambodia country border
+country = st_read("data_cambodia/cambodia.gpkg", layer = "country", quiet = TRUE)
+#Import provincial administrative border of Cambodia
+education = st_read("data_cambodia/cambodia.gpkg", layer = "education", quiet = TRUE)
+#Import district administrative border of Cambodia
+district = st_read("data_cambodia/cambodia.gpkg", layer = "district", quiet = TRUE)
+#Import roads data in Cambodia
+road = st_read("data_cambodia/cambodia.gpkg", layer = "road", quiet = TRUE)
+#Import health center data in Cambodia
+hospital = st_read("data_cambodia/cambodia.gpkg", layer = "hospital", quiet = TRUE)
+
+```
+
+### Displaying a background map
+
+Without using types specification, the function `mf_map()` simply display the background map.
+
+```{r mf_base, class.output="code-out", warning=FALSE, message=FALSE}
+library(mapsf)
+
+mf_map(x = district, border = "white")
+mf_map(x = country,lwd = 2, col = NA, add = TRUE)
+mf_map(x = road, lwd = .5, col = "ivory4", add = TRUE)
+mf_map(x = hospital, pch = 20, cex = 1, col = "#FE9A2E", add = TRUE) 
+```
+
+### Proportional symbol map
+
+Proportional symbol maps are used to represent inventory variables (absolute quantitative variables, sum and average make sense). The function `mf_map(..., type = "prop")` proposes this representation.
+
+```{r proportional_symbols, class.output="code-out", warning=FALSE, message=FALSE}
+
+#District
+mf_map(x = district)     
+
+# Proportional symbol 
+mf_map(
+  x = district, 
+  var = "T_POP",
+  val_max = 700000,
+  type = "prop",
+  col = "#148F77", 
+  leg_title = "Population 2019"
+)
+
+# Title
+mf_title("Distribution of population in provincial level")
+
+```
+
+#### Compare multiple map
+
+It is possible to fix the dimensions of the largest symbol corresponding to a certain value with the arguments `inches` and `val_max`. We can use construct maps with comparable proportional symbols.
+
+```{r proportional_symbols_comp, fig.height = 4, class.output="code-out", warning=FALSE, message=FALSE}
+par(mfrow = c(1,2))   #Displaying two maps facing each other
+
+#district
+mf_map(x = district, border = "grey90", lwd = .5)    
+# Add male Population
+mf_map(
+  x = district, 
+  var = "Male", 
+  type = "prop",
+  col = "#1F618D",
+  inches = 0.2, 
+  val_max = 300000, 
+  leg_title = "Male", 
+  leg_val_cex = 0.5,
+)
+mf_title("Male Population by Distict")   #Adding map title
+
+#district
+mf_map(x = district, border = "grey90", lwd = .5)    
+# Add female Population
+mf_map(
+  x = district, 
+  var = "Female", 
+  type = "prop",
+  col = "#E74C3C",
+  inches = 0.2, 
+  val_max = 300000, 
+  leg_title ="Female", 
+  leg_val_cex = 0.5
+)
+mf_title("Female Population by Distict")     #Adding map title
+
+```
+
+Here we have displayed two maps facing each other, see the point [Displaying several maps on the same figure](#afficher-plusieurs-cartes-sur-la-même-figure) for more details.
+
+### Choropleth map
+
+Choropleth maps are used to represent ratio variables (relative quantitative variables, mean has meaning, sum has no meaning).
+
+For this type of representation, you must first:
+
+-   choose a discretization method to transform a continuous statistical series into classes defined by intervals,
+-   choose a number of classes,
+-   choose a color palette.
+
+The function mf_map(..., type = "choro")makes it possible to create choroplete maps. The arguments nbreaks and breaks are used to parameterize the discretizations, and the function `mf_get_breaks()` makes it possible to work on the discretizations outside the function `mf_map()`. Similarly, the argument palis used to fill in a color palette, but several functions can be used to set the palettes apart from the (`mf_get_pal`...) function.
+
+```{r choro, class.output="code-out", warning=FALSE, message=FALSE}
+# Population density (inhabitants/km2) using the sf::st_area() function
+district$DENS <- 1e6 * district$T_POP / as.numeric(st_area(district))   #Calculate population density 
+mf_map(
+  x = district,
+  var = "DENS",
+  type = "choro",
+  breaks = "quantile",
+  pal = "BuGn",
+  lwd = 1,
+  leg_title = "Distribution of population\n(inhabitants per km2)", 
+  leg_val_rnd = 0
+)
+mf_title("Distribution of the population in (2019)")
+```
+
+#### Discretisation {#discretisation}
+
+The fonction `mf_get_breaks()` provides the methods of discretization of classic variables: quantiles, average/standard deviation, equal amplitudes, nested averages, Fisher-Jenks, geometric, etc.
+
+```{r discr2, fig.height=6, fig.width=8, class.output="code-out", warning=FALSE, message=FALSE}
+
+education$enrol_g_pct = 100 * education$enrol_girl/education$t_enrol   #Calculate percentage of enrolled girl student
+
+d1 = mf_get_breaks(education$enrol_g_pct, nbreaks = 6, breaks = "equal", freq = TRUE)
+d2 = mf_get_breaks(education$enrol_g_pct, nbreaks = 6, breaks = "quantile")
+d3 = mf_get_breaks(education$enrol_g_pct, nbreaks = 6, breaks = "geom")
+d4 = mf_get_breaks(education$enrol_g_pct, breaks = "msd", central = FALSE)
+
+```
+
+```{r discr3, fig.height=6, fig.width=8, echo = FALSE, class.output="code-out", warning=FALSE, message=FALSE}
+
+opar <- par(mfrow = c(2,2))
+hist(education$enrol_g_pct, breaks = d1, main = "d1 : equal amplitudes")
+rug(education$enrol_g_pct)
+
+hist(education$enrol_g_pct, breaks = d2, main = "d2 : equal numbers")
+abline(v = quantile(education$enrol_g_pct, probs = seq(0,1,length.out = 7)), col  = "red")
+legend("topright", legend = "quantiles", col = "red", lty = 1, bty = "n")
+rug(education$enrol_g_pct)
+
+hist(education$enrol_g_pct, breaks = d3, main = "d3 :geometric progression")
+rug(education$enrol_g_pct)
+
+hist(education$enrol_g_pct, breaks = d4, main = "d4 : mean and standard deviation")
+abline(v = mean(education$enrol_g_pct), col  = "red")
+abline(v = mean(education$enrol_g_pct) + sd(education$enrol_g_pct), col  = "blue")
+abline(v = mean(education$enrol_g_pct) - sd(education$enrol_g_pct), col  = "blue")
+legend("topright", legend = c("mean", "mean +/-\n standard deviation"), col = c("red", "blue"), lty = 1, bty = "n")
+rug(education$enrol_g_pct)
+par(opar)
+
+```
+
+#### Color palettes {#palettes}
+
+The argument `pal` de `mf_map()` is dedicated to choosing a color palette. The palettes provided by the function `hcl.colors()` can be used directly.
+
+```{r pal1, fig.width = 6, fig.height = 6, class.output="code-out", warning=FALSE, message=FALSE}
+mf_map(x = education, var = "enrol_g_pct", type = "choro",
+       breaks = d3, pal = "Reds 3")
+```
+
+![](img/swatch-plot-1.svg){fig-align="center" width="600"}
+
+The fonction `mf_get_pal()` allows you to build a color palette. This function is especially useful for creating balanced asymmetrical diverging palettes.
+
+```{r pal2,  fig.height=3, nm=TRUE, class.output="code-out", warning=FALSE, message=FALSE}
+
+mypal <- mf_get_pal(n = c(4,6), palette = c("Burg", "Teal"))
+image(1:10, 1, as.matrix(1:10), col=mypal, xlab = "", ylab = "", xaxt = "n",
+      yaxt = "n",bty = "n")
+
+```
+
+#### For a point layer
+
+It is possible to use this mode of presentation in specific implementation also.
+
+```{r choropt, class.output="code-out", warning=FALSE, message=FALSE}
+dist_c <- st_centroid(district)
+mf_map(district)
+mf_map(
+  x = dist_c,
+  var = "DENS",
+  type = "choro",
+  breaks = "quantile",
+  nbreaks = 5,
+  pal = "PuRd",
+  pch = 23,
+  cex = 1.5,
+  border = "white",
+  lwd = .7,
+  leg_pos = "topleft",
+  leg_title = "Distribution of population\n(inhabitants per km2)", 
+  leg_val_rnd = 0, 
+  add = TRUE
+)
+mf_title("Distribution of population in (2019)")
+
+```
+
+### Typology map
+
+Typology maps are used to represent qualitative variables. The function `mf_map(..., type = "typo")` proposes this representation.
+
+```{r typo_simple, class.output="code-out", warning=FALSE, message=FALSE}
+mf_map(
+  x = district,
+  var="Status",
+  type = "typo",
+  pal = c('#E8F9FD','#FF7396','#E4BAD4','#FFE3FE'),
+  lwd = .7,
+  leg_title = ""
+)
+mf_title("Administrative status by size of area")
+```
+
+#### Ordering value in the legend
+
+The argument `val_order` is used to order the categories in the
+
+```{r typo_order, class.output="code-out", warning=FALSE, message=FALSE}
+mf_map(
+  x = district,
+  var="Status",
+  type = "typo",
+  pal = c('#E8F9FD','#FF7396','#E4BAD4','#FFE3FE'),
+  val_order = c("1st largest district", "2nd largest district", "3rd largest district","<4500km2"),
+  lwd = .7,
+  leg_title = ""
+)
+mf_title("Administrative status by size of area")
+```
+
+#### Map of point
+
+When the implantation of the layer is punctual, symbols are used to carry the colors of the typology.
+
+```{r typo_point, class.output="code-out", warning=FALSE, message=FALSE}
+#extract centroid point of the district
+dist_ctr <- st_centroid(district[district$Status != "<4500km2", ])
+mf_map(district)
+mf_map(
+  x = dist_ctr,
+  var = "Status",
+  type = "typo",
+  cex = 2,
+  pch = 22,
+  pal = c('#FF7396','#E4BAD4','#FFE3FE'),
+  leg_title = "",
+  leg_pos = "bottomright",
+  add = TRUE
+)
+mf_title("Administrative status by size of area")
+
+```
+
+#### Map of lines
+
+```{r, class.output="code-out", warning=FALSE, message=FALSE}
+#Selection of roads that intersect the city of Siem Reap
+pp <- district[district$ADM1_EN == "Phnom Penh", ]
+road_pp <- road[st_intersects(x = road, y = pp, sparse = FALSE), ]
+mf_map(pp)
+mf_map(
+  x = road_pp,
+  var = "fclass",
+  type = "typo",
+  lwd = 1.2,
+  pal = mf_get_pal(n = 6, "Tropic"),
+  leg_title = "Types of road",
+  leg_pos = "topright",
+  leg_frame = T,
+  add = TRUE
+)
+mf_title("Administrative status")
+```
+
+### Map of stocks and ratios
+
+The function `mf_map(..., var = c("var1", "var2"), type = "prop_choro")` represents proportional symbols whose areas are proportional to the values of one variable and whose color is based on the discretization of a second variable. The function uses the arguments of the functions `mf_map(..., type = "prop")` and `mf_map(..., type = "choro")`.
+
+```{r choroprop, class.output="code-out", warning=FALSE, message=FALSE}
+mf_map(x = district)
+mf_map(
+  x = district,
+  var = c("T_POP", "DENS"),
+  val_max = 500000,
+  type = "prop_choro",
+  border = "grey60",
+  lwd = 0.5,
+  leg_pos = c("bottomright", "bottomleft"),
+  leg_title = c("Population", "Density of\n population\n(inhabitants per km2)"),
+  breaks = "q6",
+  pal = "Blues 3",
+  leg_val_rnd = c(0,1))
+mf_title("Population")
+```
+
+### Map of stocks and categories
+
+The function `mf_map(..., var = c("var1", "var2"), type = "prop_typo")` represents proportional symbols whose areas are proportional to the values of one variable and whose color is based on the discretization of a second variable. The function uses the arguments of the `mf_map(..., type = "prop")` and function `mf_map(..., type = "typo")`.
+
+```{r typoprop, class.output="code-out", warning=FALSE, message=FALSE}
+mf_map(x = district)
+mf_map(
+  x = district,
+  var = c("Area.Km2.", "Status"),
+  type = "prop_typo",
+  pal = c('#E8F9FD','#FF7396','#E4BAD4','#FFE3FE'),
+  val_order = c("<4500km2","1st largest district", "2nd largest district", "3rd largest district"),
+  leg_pos = c("bottomleft","topleft"),
+  leg_title = c("Population\n(2019)",
+                "Statut administratif"),
+)
+mf_title("Population")
+```
+
+## Layout
+
+To be finalized, a thematic map must contain certain additional elements such as: title, author, source, scale, orientation...
+
+### Example data
+
+The following lines import the spatial information layers located in the [geopackage](https://www.geopackage.org/) **lot46.gpkg** file.
+
+```{r, class.output="code-out", warning=FALSE, message=FALSE}
+library(sf)
+country = st_read("data_cambodia/cambodia.gpkg", layer = "country", quiet = TRUE)         #Import Cambodia country border
+education = st_read("data_cambodia/cambodia.gpkg", layer = "education", quiet = TRUE)     #Import provincial administrative border of Cambodia
+district = st_read("data_cambodia/cambodia.gpkg", layer = "district", quiet = TRUE)       #Import district administrative border of Cambodia
+road = st_read("data_cambodia/cambodia.gpkg", layer = "road", quiet = TRUE)               #Import roads data in Cambodia
+hospital = st_read("data_cambodia/cambodia.gpkg", layer = "hospital", quiet = TRUE)       #Import hospital data in Cambodia
+cases = st_read("data_cambodia/cambodia.gpkg", layer = "cases", quiet = TRUE)             #Import example data of fever_cases in Cambodia
+
+```
+
+### Themes
+
+The function `mf_theme()` defines a cartographic theme. Using a theme allows you to define several graphic parameters which are then applied to the maps created with `mapsf`. These parameters are: the map margins, the main color, the background color, the position and the aspect of the title. A theme can also be defined with the `mf_init()` and function `mf_export()`.
+
+#### Use a predefined theme
+
+A series of predefined themes are available by default (see `?mf_theme`).
+
+```{r them1, fig.show='hold', fig.width =8, fig.height = 8, class.output="code-out", warning=FALSE, message=FALSE}
+library(mapsf)
+# use of a background color for the figure, to see the use of margin
+opar <- par(mfrow = c(2,2))
+# Using a predefined theme
+mf_theme("default")
+mf_map(district)
+mf_title("Theme : 'default'")
+
+mf_theme("darkula")
+mf_map(district)
+mf_title("Theme : 'darkula'")
+
+mf_theme("candy")
+mf_map(district)
+mf_title("Theme : 'candy'")
+
+mf_theme("nevermind")
+mf_map(district)
+mf_title("Theme : 'nevermind'")
+par(opar)
+
+```
+
+#### Modify an existing theme
+
+It is possible to modify an existing theme. In this example, we are using the "default" theme and modifying a few settings.
+
+```{r theme2, fig.width = 8, fig.height = 4, fig.show='hold', class.output="code-out", warning=FALSE, message=FALSE}
+library(mapsf)
+opar <- par(mfrow = c(1,2))
+mf_theme("default")
+mf_map(district)
+mf_title("default")
+
+mf_theme("default", tab = FALSE, font = 4, bg = "grey60", pos = "center")
+mf_map(district)
+mf_title("modified default")
+par(opar)
+```
+
+#### Create a theme
+
+It is also possible to create a theme.
+
+```{r, class.output="code-out", warning=FALSE, message=FALSE}
+mf_theme(
+  bg = "lightblue",    # background color
+  fg = "tomato1",      # main color
+  mar = c(1,0,1.5,0),  # margin
+  tab = FALSE,         # "tab" style for the title
+  inner = FALSE,       # title inside or outside of map area
+  line = 1.5,          # space dedicated to title
+  pos = "center",      # heading position
+  cex = 1.5,           # title size
+  font = 2             # font types for title
+)
+mf_map(district)
+mf_title("New theme")
+```
+
+### Titles
+
+The function `mf_title()` adds a title to a map.
+
+```{r, class.output="code-out", warning=FALSE, message=FALSE}
+mf_theme("default")
+mf_map(district)
+mf_title("Map title")
+```
+
+It is possible to customize the appearance of the title
+
+```{r, class.output="code-out", warning=FALSE, message=FALSE}
+mf_map(district)
+mf_title(
+  txt = "Map title", 
+  pos = "center", 
+  tab = FALSE, 
+  bg = "tomato3", 
+  fg = "lightblue", 
+  cex = 1.5, 
+  line = 1.7, 
+  font = 1, 
+  inner = FALSE
+)
+```
+
+### Arrow orientation
+
+The function `mf_arrow()` allows you to choose the position and aspect of orientation arrow.
+
+```{r north, class.output="code-out", warning=FALSE, message=FALSE}
+mf_map(district)
+mf_arrow()
+```
+
+### Scale
+
+The function `mf_scale()` allows you to choose the position and the aspect of the scale.
+
+```{r scale, class.output="code-out", warning=FALSE, message=FALSE}
+
+mf_map(district)
+mf_scale(
+  size = 60,
+  lwd = 1,
+  cex = 0.7
+)
+
+```
+
+### Credits
+
+The function `mf_credits()` displays a line of credits (sources, author, etc.).
+
+```{r credit, class.output="code-out", warning=FALSE, message=FALSE}
+mf_map(district)
+mf_credits("IRD\nInstitut Pasteur du Cambodge, 2022")
+```
+
+### Complete dressing
+
+The function `mf_layout()` displays all these elements.
+
+```{r layout1, class.output="code-out", warning=FALSE, message=FALSE}
+mf_map(district)
+mf_layout(
+  title = "Cambodia",
+  credits = "IRD\nInstitut Pasteur du Cambodge, 2022",
+  arrow = TRUE
+)
+```
+
+### Annotations
+
+```{r, class.output="code-out", warning=FALSE, message=FALSE}
+mf_map(district)
+mf_annotation(district[district$ADM2_EN == "Bakan",], txt = "Bakan", col_txt = "darkred", halo = TRUE, cex = 1.5)
+
+```
+
+### Legends
+
+```{r, class.output="code-out", warning=FALSE, message=FALSE}
+mf_map(district)
+mf_legend(
+  type = "prop", 
+  val = c(1000,500,200,10), 
+  inches = .2, 
+  title = "Population", 
+  pos = "topleft"
+)
+mf_legend(
+  type = "choro", 
+  val = c(0,10,20,30,40),
+  pal = "Greens", 
+  pos = "bottomright", 
+  val_rnd = 0
+)
+
+```
+
+### Labels
+
+The function `mf_label()` is dedicated to displaying labels.
+
+```{r labs, class.output="code-out", warning=FALSE, message=FALSE}
+dist_selected <- district[st_intersects(district, district[district$ADM2_EN == "Bakan", ], sparse = F), ]
+
+mf_map(dist_selected)
+mf_label(
+  x = dist_selected,
+  var = "ADM2_EN",
+  col= "darkgreen",
+  halo = TRUE,
+  overlap = FALSE, 
+  lines = FALSE
+)
+mf_scale()
+```
+
+The argument `halo = TRUE` allows to display a slight halo around the labels and the argument `overlap = FALSE` allows to create non-overlapping labels.
+
+### Center the map on a region
+
+The function `mf_init()` allows you to initialize a map by centering it on a spatial object.
+
+```{r, class.output="code-out", warning=FALSE, message=FALSE}
+mf_init(x = dist_selected)
+mf_map(district, add = TRUE)
+mf_map(dist_selected, col = NA, border = "#29a3a3", lwd = 2, add = TRUE)
+```
+
+### Displaying several maps on the sam figure
+
+Here you have to use `mfrow` of the function `par()`. The first digit represents the number of of rows and second the number of columns.
+
+```{r mfrow0, fig.width=7, fig.height = 3.5,  eval = TRUE, class.output="code-out", warning=FALSE, message=FALSE}
+# define the figure layout (1 row, 2 columns)
+par(mfrow = c(1, 2))
+
+# first map
+mf_map(district)
+mf_map(district, "Male", "prop", val_max = 300000)
+mf_title("Population, male")
+
+# second map
+mf_map(district)
+mf_map(district, "Female", "prop", val_max = 300000)
+mf_title("Population, female")
+```
+
+### Exporting maps
+
+It is quite difficult to export figures (maps or others) whose height/width ratio is satisfactory. The default ratio of figures in png format is 1 (480x480 pixels):
+
+```{r, results='hide', class.output="code-out", warning=FALSE, message=FALSE}
+dist_filter <- district[district$ADM2_PCODE == "KH0808", ]
+png("img/dist_filter_1.png")
+mf_map(dist_filter)
+mf_title("Filtered district")
+dev.off()
+```
+
+![](img/dist_filter_1.png){fig-align="center"}
+
+On this map a lot of space is lost to the left and right of the district.
+
+The function `mf_export()` allows exports of maps whose height/width ratio is controlled and corresponds to that of a spatial object.
+
+```{r, results='hide', class.output="code-out", warning=FALSE, message=FALSE}
+mf_export(dist_filter, "img/dist_filter_2.png", width = 480)
+mf_map(dist_filter)
+mf_title("Filtered district")
+dev.off()
+```
+
+![](img/dist_filter_2.png){fig-align="center" width="218"}
+
+The extent of this map is exactly that of the displayed region.
+
+### Adding an image to a map
+
+This can be useful for adding a logo, a pictograph. The function `readPNG()` of package `png` allows the additional images on the figure.
+
+```{r logo, class.output="code-out", warning=FALSE, message=FALSE}
+mf_theme("default", mar = c(0,0,0,0))
+library(png)
+
+logo <- readPNG("img/ird_logo.png")       #Import image
+pp <- dim(logo)[2:1]*200                           #Image dimension in map unit (width and height of the original image)
+
+#The upper left corner of the department's bounding box
+xy <- st_bbox(district)[c(1,4)]
+mf_map(district, col = "#D1914D", border = "white")
+rasterImage(
+  image   = logo,
+  xleft   = xy[1] ,
+  ybottom = xy[2] - pp[2],
+  xright  = xy[1] + pp[1],
+  ytop    = xy[2]
+)
+
+```
+
+### Place an item precisely on the map
+
+The function `locator()` allows clicking on the figure and obtaining the coordinate of a point in the coordinate system of the figure (of the map).
+
+```{Place texts or items on map}
+# locator(1)                                      # click to get coordinate on map
+# points(locator(1))                              # click to plot point on map
+# text(locator(1),                                # click to place the item on map
+#      labels ="Located any texts on map",        
+#      adj = c(0,0))
+
+```
+
+![](img/locator.webm)
+
+`locator()`peut être utilisée sur la plupart des graphiques (pas ceux produits avec `ggplot2`).
+
+::: {.callout-note appearance="minimal" icon="false"}
+[How to interactively position legends and layout elements on a map with cartography](https://rgeomatic.hypotheses.org/1837)
+:::
+
+### Add shading to a layer
+
+The function `mf_shadow()` allows to create a shadow to a layer of polygons.
+
+```{r shadow, class.output="code-out", warning=FALSE, message=FALSE}
+mf_shadow(district)
+mf_map(district, add=TRUE)
+
+```
+
+### Creating Boxes
+
+The function `mf_inset_on()` allows to start creation a box. You must then "close" the box with `mf_inset_off()`.
+
+```{r inset, fig.width = 6.5, fig.height = 5, class.output="code-out", warning=FALSE, message=FALSE}
+
+mf_init(x = dist_selected, theme = "agolalight", expandBB = c(0,.1,0,.5)) 
+mf_map(district, add = TRUE)
+mf_map(dist_selected, col = "tomato4", border = "tomato1", lwd = 2, add = TRUE)
+
+# Cambodia inset box
+mf_inset_on(x = country, pos = "topright", cex = .3)
+mf_map(country, lwd = .5, border= "grey90")
+mf_map(dist_selected, col = "tomato4", border = "tomato1", lwd = .5, add = TRUE)
+mf_scale(size = 100, pos = "bottomleft", cex = .6, lwd = .5)
+mf_inset_off()
+
+# District inset box
+mf_inset_on(x = district, pos = "bottomright", cex = .3)
+mf_map(district, lwd = 0.5, border= "grey90")
+mf_map(dist_selected, col = "tomato4", border = "tomato1", lwd = .5, add = TRUE)
+mf_scale(size = 100, pos = "bottomright", cex = .6, lwd = .5)
+mf_inset_off()
+
+# World inset box
+mf_inset_on(x = "worldmap", pos = "topleft")
+mf_worldmap(dist_selected, land_col = "#cccccc", border_col = NA, 
+            water_col =  "#e3e3e3", col = "tomato4")
+
+mf_inset_off()
+mf_title("Bakan district and its surroundings")
+mf_scale(10, pos = 'bottomleft')
+
+```
+
+## 3D maps
+
+### linemap
+
+The package `linemap` [@linemap] allows you to make maps made up of lines.
+
+```{r linemap, class.output="code-out", warning=FALSE, message=FALSE}
+library(linemap)
+library(mapsf)
+library(sf)
+library(dplyr)
+
+pp = st_read("data_cambodia/PP.gpkg", quiet = TRUE)      # import Phnom Penh administrative border
+pp_pop_dens <- getgrid(x = pp, cellsize =1000, var = "DENs")   # create population density in grid format  (pop density/1km)
+
+mf_init(pp)
+
+linemap(
+  x = pp_pop_dens,  
+  var = "DENs",
+  k = 1,
+  threshold = 5, 
+  lwd = 1,
+  col = "ivory1",
+  border = "ivory4",
+  add = T)
+
+mf_title("Phnom Penh Population Density, 2019")
+mf_credits("Humanitarian Data Exchange, 2022\nunit data:km2")
+
+
+# url = "https://data.humdata.org/dataset/1803994d-6218-4b98-ac3a-30c7f85c6dbc/resource/f30b0f4b-1c40-45f3-986d-2820375ea8dd/download/health_facility.zip"
+# health_facility.zip = "health_facility.zip"
+# download.file(url, destfile = health_facility.zip)
+# unzip(health_facility.zip) # Unzipped files are in a new folder named Health
+# list.files(path="Health")
+
+```
+
+### Relief Tanaka
+
+We use the `tanaka` package [@tanaka] which provides a method [@tanaka1950] used to improve the perception of relief.
+
+```{r tanaka, class.output="code-out", warning=FALSE, message=FALSE}
+library(tanaka)
+library(terra)
+
+rpop <- rast("data_cambodia/khm_pd_2019_1km_utm.tif")     # Import population raster data (in UTM)
+district = st_read("data_cambodia/cambodia.gpkg", layer = "district", quiet = TRUE)   # Import Cambodian districts layer
+district <- st_transform(district, st_crs(rpop))    # Transform data into the same coordinate system
+
+mat <- focalMat(x = rpop, d = c(1500), type = "Gauss")  # Raster smoothing
+rpopl <- focal(x = rpop, w = mat, fun = sum, na.rm = TRUE)
+
+# Mapping
+cols <- hcl.colors(8, "Reds", alpha = 1, rev = T)[-1]
+mf_theme("agolalight")
+mf_init(district)
+tanaka(x = rpop, breaks = c(0,10,25,50,100,250,500,64265),
+       col = cols, add = T, mask = district, legend.pos = "n")
+mf_legend(type = "choro", pos = "bottomright", 
+          val = c(0,10,25,50,100,250,500,64265), pal = cols,
+          bg = "#EDF4F5", fg = NA, frame = T, val_rnd = 0,
+          title = "Population\nper km2")
+mf_title("Population density of Cambodia, 2019")
+mf_credits("Humanitarian Data Exchange, 2022",
+           bg = "#EDF4F5")
+
+```
+
+::: {.callout-note appearance="minimal" icon="false"}
+[The tanaka package](https://rgeomatic.hypotheses.org/1758)
+:::
+
+## Cartographic Transformation
+
+> classical anamorphosis is a representation of States(or any cells) by **rectangle or any polygons** according to a **quantities** attached to them. (...) We strive to **keep the general arrangement** of meshes or the silhouette of the continent."\
+> @Brunet93
+
+3 types of anamorphoses or cartograms are presented here:
+
+-   Dorling's cartograms [@Dorling96]
+-   Non-contiguous cartograms [@Olson76]
+-   Contiguous cartograms [@Dougenik85]
+
+::: {.callout-note appearance="minimal" icon="false"}
+A comprehensive course on anamorphoses : [Les anamorphoses cartographiques](https://neocarto.hypotheses.org/366) [@Lambert15].
+:::
+
+::: {.callout-note appearance="minimal" icon="false"}
+[Make cartograms with R](https://rgeomatic.hypotheses.org/1361)
+:::
+
+To make the cartograms we use the package `cartogram` [@cartogram].
+
+### Dorling's cartograms
+
+The territories are represented by figures (circles, squares or rectangles) which do not overlap, the surface of which are proportional to a variable. The proportion of the figures are defined according to the starting positions.
+
+![](img/dorling.png){fig-align="center" width="600"}
+
+```{block2, type='rmdmoins'}
+Space is quite poorly identified.  
+You can name the circles to get your bearings and/or use the color to make clusters appear and better identify the geographical blocks.
+```
+
+```{block2, type='rmdplus'}
+The perception of quantities is very good. The circle sizes are really comarable.
+```
+
+```{r dorling, class.output="code-out", warning=FALSE, message=FALSE}
+library(mapsf)
+library(cartogram)
+district <- st_read("data_cambodia/cambodia.gpkg", layer = "district" , quiet = TRUE)
+dist_dorling <- cartogram_dorling(x = district, weight = "T_POP", k = 0.7)
+mf_map(dist_dorling, col = "#40E0D0", border= "white")
+mf_label(
+  x = dist_dorling[order(dist_dorling$T_POP, decreasing = TRUE), ][1:10,], 
+  var = "ADM2_EN",
+  overlap = FALSE, 
+  # show.lines = FALSE,
+  halo = TRUE, 
+  r = 0.15
+)
+mf_title("Population of District - Dorling Cartogram")
+```
+
+The parameter `k` allows to vary the expansion factor of the circles.
+
+### Non-continuous cartograms
+
+The size of the polygons is proportional to a variable. The arrangement of the polygons relative to each other is preserved. The shape of the polygons is similar.
+
+![](img/nccartogram.png){fig-align="center"}
+
+[@Cauvin13]
+
+```{block2, type='rmdmoins'}
+The topology of the regions is lost.
+```
+
+```{block2, type='rmdplus'}
+The converstion of the polygons shape is optimal.
+```
+
+```{r olson, class.output="code-out", warning=FALSE, message=FALSE}
+dist_ncont <- cartogram_ncont(x = district, weight = "T_POP", k = 1.2)
+mf_map(district, col = NA, border = "#FDFEFE", lwd = 1.5)
+mf_map(dist_ncont, col = "#20B2AA", border= "white", add = TRUE)
+mf_title("Population of District - Non-continuous cartograms")
+```
+
+The parameter `k` allows to vary the expansion of the polygons.
+
+### Continuous cartograms
+
+The size of the polygons is proportional to variable. The arrangement of the polygons relative to each other is preserved. To maintain contiguity, the sape of the polygons is heavily transformed.
+
+![](img/cartogram.jpg){fig-align="center" width="600"}
+
+[@Paull16]
+
+```{block2, type='rmdmoins'}
+The shape of the polygond is strongly distorted.
+```
+
+```{block2, type='rmdplus'}
+
+It is a "real geographical map": topology and contiguity are preserved.
+
+```
+
+```{r dougenik}
+dist_ncont <- cartogram_cont(x = district, weight = "DENs", maxSizeError = 6)
+mf_map(dist_ncont, col = "#66CDAA", border= "white", add = FALSE)
+mf_title("Population of District - Continuous cartograms")
+mf_inset_on(district, cex = .2, pos = "bottomleft")
+mf_map(district, lwd = .5)
+mf_inset_off()
+```
+
+### Stengths and weaknessses of cartograms
+
+cartograms are cartographic representations perceived as **innovative** (although the method is 40 years old). These very generalize images capture **quantities** and **gradients** well. These are real **communication** images that **provoke**, arouse **interest**, convey a strong **message**, **challenge**.
+
+But cartograms induce a loss of **visual cues** (difficult to find one's country or region on the map), require a **reading effort** which can be significant and do not make it possible to manage **missing data**.
diff --git a/_quarto.yml b/_quarto.yml
index 54a76643951d3e71a3c3dad31ea22b51308d4469..597acb70df25a203b4326cfa4d8d8796390c6c94 100644
--- a/_quarto.yml
+++ b/_quarto.yml
@@ -15,6 +15,7 @@ book:
     - 01-introduction.qmd
     - 02-data_acquisition.qmd
     - 03-vector_data.qmd
+    - 05-mapping_with_r.qmd
     - references.qmd
     
 bibliography: references.bib
diff --git a/data_cambodia/district.gpkg b/data_cambodia/district.gpkg
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index 0000000000000000000000000000000000000000..6fbd46fa3641d644c4240d9e627e2279381dfcec
--- /dev/null
+++ b/img/swatch-plot-1.svg
@@ -0,0 +1,1736 @@
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index 7d0efb159055a4e0ced8f3dcab1e745bb7766bbe..6984d4bfdb30da56c8c44ff1b38dc12e0d4e9535 100644
--- a/public/03-vector_data.html
+++ b/public/03-vector_data.html
@@ -88,7 +88,7 @@ code span.wa { color: #60a0b0; font-weight: bold; font-style: italic; } /* Warni
 <script src="site_libs/quarto-search/fuse.min.js"></script>
 <script src="site_libs/quarto-search/quarto-search.js"></script>
 <meta name="quarto:offset" content="./">
-<link href="./references.html" rel="next">
+<link href="./05-mapping_with_r.html" rel="next">
 <link href="./02-data_acquisition.html" rel="prev">
 <script src="site_libs/quarto-html/quarto.js"></script>
 <script src="site_libs/quarto-html/popper.min.js"></script>
@@ -174,6 +174,11 @@ code span.wa { color: #60a0b0; font-weight: bold; font-style: italic; } /* Warni
   <div class="sidebar-item-container"> 
   <a href="./03-vector_data.html" class="sidebar-item-text sidebar-link active"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Vector Data</span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./05-mapping_with_r.html" class="sidebar-item-text sidebar-link"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping With R</span></a>
+  </div>
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
@@ -485,22 +490,22 @@ First 10 features:
 <h3 data-number="3.5.1" class="anchored" data-anchor-id="intersections"><span class="header-section-number">3.5.1</span> Intersections</h3>
 <p>Selection of roads that are intersecting <strong>dangkao</strong> district</p>
 <div class="cell" data-nm="true">
-<div class="sourceCode cell-code" id="cb21"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a>road <span class="ot">&lt;-</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>,  <span class="at">layer =</span> <span class="st">"road"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span>
+<div class="sourceCode cell-code" id="cb21"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a>road <span class="ot">&lt;-</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"road"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>) <span class="sc">%&gt;%</span> <span class="fu">st_cast</span>(<span class="st">"LINESTRING"</span>)</span>
 <span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a>dangkao <span class="ot">&lt;-</span>  district[district<span class="sc">$</span>ADM2_EN <span class="sc">==</span> <span class="st">"Dangkao"</span>, ]</span>
 <span id="cb21-3"><a href="#cb21-3" aria-hidden="true" tabindex="-1"></a>inter <span class="ot">&lt;-</span> <span class="fu">st_intersects</span>(<span class="at">x =</span> road, <span class="at">y =</span> dangkao, <span class="at">sparse =</span> <span class="cn">FALSE</span>)</span>
 <span id="cb21-4"><a href="#cb21-4" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(inter)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
-<pre class="code-out"><code>     [,1]
-[1,] TRUE
-[2,] TRUE
-[3,] TRUE
-[4,] TRUE
-[5,] TRUE
-[6,] TRUE</code></pre>
+<pre class="code-out"><code>      [,1]
+[1,] FALSE
+[2,] FALSE
+[3,] FALSE
+[4,] FALSE
+[5,] FALSE
+[6,] FALSE</code></pre>
 </div>
 <div class="sourceCode cell-code" id="cb23"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a><span class="fu">dim</span>(inter)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
-<pre class="code-out"><code>[1] 6 1</code></pre>
+<pre class="code-out"><code>[1] 108285      1</code></pre>
 </div>
 </div>
 <p>The <strong>inter</strong> object is a matrix which indicates for each of element of the <strong>road</strong> object (6 elements) whether it intersects each elements the <strong>dangkao</strong> object (1 element). The dimension of the matrix is therefore indeed 6 rows * 1 column. Note the use of the parameter <code>sparse = FALSE</code> here. It is then possible to create a column from this object:</p>
@@ -560,12 +565,12 @@ was `intersects'
 <div class="cell" data-nm="true">
 <div class="sourceCode cell-code" id="cb30"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1" aria-hidden="true" tabindex="-1"></a>road<span class="sc">$</span>within_dangkao <span class="ot">&lt;-</span> <span class="fu">st_within</span>(road, dangkao, <span class="at">sparse =</span> <span class="cn">FALSE</span>)</span>
 <span id="cb30-2"><a href="#cb30-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(dangkao), <span class="at">col =</span> <span class="st">"lightblue"</span>)</span>
-<span id="cb30-3"><a href="#cb30-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(road), <span class="at">add =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<span id="cb30-3"><a href="#cb30-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(road), <span class="at">add =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb30-4"><a href="#cb30-4" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(road[road<span class="sc">$</span>within_dangkao, ]), <span class="at">col =</span> <span class="st">"tomato"</span>,</span>
+<span id="cb30-5"><a href="#cb30-5" aria-hidden="true" tabindex="-1"></a>     <span class="at">lwd =</span> <span class="dv">2</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/within-1.png" class="img-fluid" width="672"></p>
 </div>
-<div class="sourceCode cell-code" id="cb31"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(road[road<span class="sc">$</span>within_dangkao, ]), <span class="at">col =</span> <span class="st">"tomato"</span>,</span>
-<span id="cb31-2"><a href="#cb31-2" aria-hidden="true" tabindex="-1"></a>     <span class="at">lwd =</span> <span class="dv">2</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 </section>
 </section>
@@ -574,9 +579,9 @@ was `intersects'
 <section id="extract-centroids" class="level3" data-number="3.6.1">
 <h3 data-number="3.6.1" class="anchored" data-anchor-id="extract-centroids"><span class="header-section-number">3.6.1</span> Extract centroids</h3>
 <div class="cell" data-nm="true">
-<div class="sourceCode cell-code" id="cb32"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb32-1"><a href="#cb32-1" aria-hidden="true" tabindex="-1"></a>dist_c <span class="ot">&lt;-</span> <span class="fu">st_centroid</span>(district)</span>
-<span id="cb32-2"><a href="#cb32-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(district))</span>
-<span id="cb32-3"><a href="#cb32-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(dist_c), <span class="at">add =</span> <span class="cn">TRUE</span>, <span class="at">cex =</span> <span class="fl">1.2</span>, <span class="at">col =</span> <span class="st">"red"</span>, <span class="at">pch =</span> <span class="dv">20</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb31"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a>dist_c <span class="ot">&lt;-</span> <span class="fu">st_centroid</span>(district)</span>
+<span id="cb31-2"><a href="#cb31-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(district))</span>
+<span id="cb31-3"><a href="#cb31-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(dist_c), <span class="at">add =</span> <span class="cn">TRUE</span>, <span class="at">cex =</span> <span class="fl">1.2</span>, <span class="at">col =</span> <span class="st">"red"</span>, <span class="at">pch =</span> <span class="dv">20</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/centroid-1.png" class="img-fluid" width="672"></p>
 </div>
@@ -585,9 +590,9 @@ was `intersects'
 <section id="aggregate-polygons" class="level3" data-number="3.6.2">
 <h3 data-number="3.6.2" class="anchored" data-anchor-id="aggregate-polygons"><span class="header-section-number">3.6.2</span> Aggregate polygons</h3>
 <div class="cell" data-nm="true">
-<div class="sourceCode cell-code" id="cb33"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb33-1"><a href="#cb33-1" aria-hidden="true" tabindex="-1"></a>cambodia_dist <span class="ot">&lt;-</span> <span class="fu">st_union</span>(district)                 </span>
-<span id="cb33-2"><a href="#cb33-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(district), <span class="at">col =</span> <span class="st">"lightblue"</span>)</span>
-<span id="cb33-3"><a href="#cb33-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(cambodia_dist), <span class="at">add =</span> <span class="cn">TRUE</span>, <span class="at">lwd =</span> <span class="dv">2</span>, <span class="at">border =</span> <span class="st">"red"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb32"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb32-1"><a href="#cb32-1" aria-hidden="true" tabindex="-1"></a>cambodia_dist <span class="ot">&lt;-</span> <span class="fu">st_union</span>(district)                 </span>
+<span id="cb32-2"><a href="#cb32-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(district), <span class="at">col =</span> <span class="st">"lightblue"</span>)</span>
+<span id="cb32-3"><a href="#cb32-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(cambodia_dist), <span class="at">add =</span> <span class="cn">TRUE</span>, <span class="at">lwd =</span> <span class="dv">2</span>, <span class="at">border =</span> <span class="st">"red"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/aggreg-1.png" class="img-fluid" width="672"></p>
 </div>
@@ -596,10 +601,10 @@ was `intersects'
 <section id="aggregate-polygons-based-on-a-variable" class="level3" data-number="3.6.3">
 <h3 data-number="3.6.3" class="anchored" data-anchor-id="aggregate-polygons-based-on-a-variable"><span class="header-section-number">3.6.3</span> Aggregate polygons based on a variable</h3>
 <div class="cell" data-nm="true">
-<div class="sourceCode cell-code" id="cb34"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb34-1"><a href="#cb34-1" aria-hidden="true" tabindex="-1"></a>dist_union  <span class="ot">&lt;-</span> <span class="fu">aggregate</span>(<span class="at">x =</span> district[,<span class="fu">c</span>(<span class="st">"T_POP"</span>)],</span>
-<span id="cb34-2"><a href="#cb34-2" aria-hidden="true" tabindex="-1"></a>                   <span class="at">by =</span> <span class="fu">list</span>(<span class="at">STATUT =</span> district<span class="sc">$</span>Status),</span>
-<span id="cb34-3"><a href="#cb34-3" aria-hidden="true" tabindex="-1"></a>                   <span class="at">FUN =</span> <span class="st">"sum"</span>)</span>
-<span id="cb34-4"><a href="#cb34-4" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(dist_union)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb33"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb33-1"><a href="#cb33-1" aria-hidden="true" tabindex="-1"></a>dist_union  <span class="ot">&lt;-</span> <span class="fu">aggregate</span>(<span class="at">x =</span> district[,<span class="fu">c</span>(<span class="st">"T_POP"</span>)],</span>
+<span id="cb33-2"><a href="#cb33-2" aria-hidden="true" tabindex="-1"></a>                   <span class="at">by =</span> <span class="fu">list</span>(<span class="at">STATUT =</span> district<span class="sc">$</span>Status),</span>
+<span id="cb33-3"><a href="#cb33-3" aria-hidden="true" tabindex="-1"></a>                   <span class="at">FUN =</span> <span class="st">"sum"</span>)</span>
+<span id="cb33-4"><a href="#cb33-4" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(dist_union)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/aggreg2-1.png" class="img-fluid" width="672"></p>
 </div>
@@ -608,9 +613,9 @@ was `intersects'
 <section id="create-a-buffer-zone" class="level3" data-number="3.6.4">
 <h3 data-number="3.6.4" class="anchored" data-anchor-id="create-a-buffer-zone"><span class="header-section-number">3.6.4</span> Create a buffer zone</h3>
 <div class="cell" data-nm="true">
-<div class="sourceCode cell-code" id="cb35"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb35-1"><a href="#cb35-1" aria-hidden="true" tabindex="-1"></a>dangkao_buffer <span class="ot">&lt;-</span> <span class="fu">st_buffer</span>(<span class="at">x =</span> dangkao, <span class="at">dist =</span> <span class="dv">1000</span>)</span>
-<span id="cb35-2"><a href="#cb35-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(dangkao_buffer), <span class="at">col =</span> <span class="st">"#E8DAEF"</span>, <span class="at">lwd=</span><span class="dv">2</span>, <span class="at">border =</span> <span class="st">"#6C3483"</span>)</span>
-<span id="cb35-3"><a href="#cb35-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(dangkao), <span class="at">add =</span> <span class="cn">TRUE</span>, <span class="at">lwd =</span> <span class="dv">2</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb34"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb34-1"><a href="#cb34-1" aria-hidden="true" tabindex="-1"></a>dangkao_buffer <span class="ot">&lt;-</span> <span class="fu">st_buffer</span>(<span class="at">x =</span> dangkao, <span class="at">dist =</span> <span class="dv">1000</span>)</span>
+<span id="cb34-2"><a href="#cb34-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(dangkao_buffer), <span class="at">col =</span> <span class="st">"#E8DAEF"</span>, <span class="at">lwd=</span><span class="dv">2</span>, <span class="at">border =</span> <span class="st">"#6C3483"</span>)</span>
+<span id="cb34-3"><a href="#cb34-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(dangkao), <span class="at">add =</span> <span class="cn">TRUE</span>, <span class="at">lwd =</span> <span class="dv">2</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/buffers-1.png" class="img-fluid" width="672"></p>
 </div>
@@ -620,24 +625,24 @@ was `intersects'
 <h3 data-number="3.6.5" class="anchored" data-anchor-id="making-an-intersection"><span class="header-section-number">3.6.5</span> Making an intersection</h3>
 <p>By using the function <code>st_intersection()</code> we will cut one layer by another.</p>
 <div class="cell" data-nm="true">
-<div class="sourceCode cell-code" id="cb36"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb36-1"><a href="#cb36-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(magrittr)</span>
-<span id="cb36-2"><a href="#cb36-2" aria-hidden="true" tabindex="-1"></a><span class="co"># creation of a buffer zone around the centroid of the municipality of Dangkao district</span></span>
-<span id="cb36-3"><a href="#cb36-3" aria-hidden="true" tabindex="-1"></a><span class="co"># using the pipe</span></span>
-<span id="cb36-4"><a href="#cb36-4" aria-hidden="true" tabindex="-1"></a>zone <span class="ot">&lt;-</span> <span class="fu">st_geometry</span>(dangkao) <span class="sc">%&gt;%</span></span>
-<span id="cb36-5"><a href="#cb36-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">st_centroid</span>() <span class="sc">%&gt;%</span></span>
-<span id="cb36-6"><a href="#cb36-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">st_buffer</span>(<span class="dv">30000</span>)</span>
-<span id="cb36-7"><a href="#cb36-7" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(district))</span>
-<span id="cb36-8"><a href="#cb36-8" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(zone, <span class="at">border =</span> <span class="st">"#F06292"</span>, <span class="at">lwd =</span> <span class="dv">2</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb35"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb35-1"><a href="#cb35-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(magrittr)</span>
+<span id="cb35-2"><a href="#cb35-2" aria-hidden="true" tabindex="-1"></a><span class="co"># creation of a buffer zone around the centroid of the municipality of Dangkao district</span></span>
+<span id="cb35-3"><a href="#cb35-3" aria-hidden="true" tabindex="-1"></a><span class="co"># using the pipe</span></span>
+<span id="cb35-4"><a href="#cb35-4" aria-hidden="true" tabindex="-1"></a>zone <span class="ot">&lt;-</span> <span class="fu">st_geometry</span>(dangkao) <span class="sc">%&gt;%</span></span>
+<span id="cb35-5"><a href="#cb35-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">st_centroid</span>() <span class="sc">%&gt;%</span></span>
+<span id="cb35-6"><a href="#cb35-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">st_buffer</span>(<span class="dv">30000</span>)</span>
+<span id="cb35-7"><a href="#cb35-7" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(district))</span>
+<span id="cb35-8"><a href="#cb35-8" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(zone, <span class="at">border =</span> <span class="st">"#F06292"</span>, <span class="at">lwd =</span> <span class="dv">2</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/intersect2-1.png" class="img-fluid" width="672"></p>
 </div>
-<div class="sourceCode cell-code" id="cb37"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb37-1"><a href="#cb37-1" aria-hidden="true" tabindex="-1"></a>dist_z <span class="ot">&lt;-</span> <span class="fu">st_intersection</span>(<span class="at">x =</span> district, <span class="at">y =</span> zone)</span>
-<span id="cb37-2"><a href="#cb37-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(district))</span>
-<span id="cb37-3"><a href="#cb37-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(dist_z), <span class="at">col=</span><span class="st">"#AF7AC5"</span>, <span class="at">border=</span><span class="st">"#F9E79F"</span>, <span class="at">add=</span>T)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb36"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb36-1"><a href="#cb36-1" aria-hidden="true" tabindex="-1"></a>dist_z <span class="ot">&lt;-</span> <span class="fu">st_intersection</span>(<span class="at">x =</span> district, <span class="at">y =</span> zone)</span>
+<span id="cb36-2"><a href="#cb36-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(district))</span>
+<span id="cb36-3"><a href="#cb36-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(dist_z), <span class="at">col=</span><span class="st">"#AF7AC5"</span>, <span class="at">border=</span><span class="st">"#F9E79F"</span>, <span class="at">add=</span>T)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/intersect2-2.png" class="img-fluid" width="672"></p>
 </div>
-<div class="sourceCode cell-code" id="cb38"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb38-1"><a href="#cb38-1" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(dist_z))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb37"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb37-1"><a href="#cb37-1" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(dist_z))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/intersect2-3.png" class="img-fluid" width="672"></p>
 </div>
@@ -647,11 +652,11 @@ was `intersects'
 <h3 data-number="3.6.6" class="anchored" data-anchor-id="create-regular-grid"><span class="header-section-number">3.6.6</span> Create regular grid</h3>
 <p>The function <code>st_make_grid()</code> allows you to create regular grid. The function produce and object <code>sfc</code>, you must then use the function <code>st_sf()</code> to transform the object <code>sfc</code> into and object <code>sf</code>. During this transformation we add here a column of unique identifiers.</p>
 <div class="cell" data-nm="true">
-<div class="sourceCode cell-code" id="cb39"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb39-1"><a href="#cb39-1" aria-hidden="true" tabindex="-1"></a>grid <span class="ot">&lt;-</span> <span class="fu">st_make_grid</span>(<span class="at">x =</span> district, <span class="at">cellsize =</span> <span class="dv">10000</span>)</span>
-<span id="cb39-2"><a href="#cb39-2" aria-hidden="true" tabindex="-1"></a>grid <span class="ot">&lt;-</span> <span class="fu">st_sf</span>(<span class="at">ID =</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">length</span>(grid), <span class="at">geom =</span> grid)</span>
-<span id="cb39-3"><a href="#cb39-3" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb39-4"><a href="#cb39-4" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(grid), <span class="at">col =</span> <span class="st">"grey"</span>, <span class="at">border =</span> <span class="st">"white"</span>)</span>
-<span id="cb39-5"><a href="#cb39-5" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(district), <span class="at">border =</span> <span class="st">"grey50"</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb38"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb38-1"><a href="#cb38-1" aria-hidden="true" tabindex="-1"></a>grid <span class="ot">&lt;-</span> <span class="fu">st_make_grid</span>(<span class="at">x =</span> district, <span class="at">cellsize =</span> <span class="dv">10000</span>)</span>
+<span id="cb38-2"><a href="#cb38-2" aria-hidden="true" tabindex="-1"></a>grid <span class="ot">&lt;-</span> <span class="fu">st_sf</span>(<span class="at">ID =</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">length</span>(grid), <span class="at">geom =</span> grid)</span>
+<span id="cb38-3"><a href="#cb38-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb38-4"><a href="#cb38-4" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(grid), <span class="at">col =</span> <span class="st">"grey"</span>, <span class="at">border =</span> <span class="st">"white"</span>)</span>
+<span id="cb38-5"><a href="#cb38-5" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(district), <span class="at">border =</span> <span class="st">"grey50"</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/grid-1.png" class="img-fluid" width="672"></p>
 </div>
@@ -660,19 +665,19 @@ was `intersects'
 <section id="counting-points-in-a-polygon-in-a-grid-tile" class="level3" data-number="3.6.7">
 <h3 data-number="3.6.7" class="anchored" data-anchor-id="counting-points-in-a-polygon-in-a-grid-tile"><span class="header-section-number">3.6.7</span> Counting points in a polygon (in a grid tile)</h3>
 <div class="cell" data-nm="true">
-<div class="sourceCode cell-code" id="cb40"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb40-1"><a href="#cb40-1" aria-hidden="true" tabindex="-1"></a><span class="co"># selection of grid tiles that intersect the district</span></span>
-<span id="cb40-2"><a href="#cb40-2" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb40-3"><a href="#cb40-3" aria-hidden="true" tabindex="-1"></a>inter <span class="ot">&lt;-</span> <span class="fu">st_intersects</span>(grid, cambodia_dist, <span class="at">sparse =</span> <span class="cn">FALSE</span>)</span>
-<span id="cb40-4"><a href="#cb40-4" aria-hidden="true" tabindex="-1"></a>grid <span class="ot">&lt;-</span> grid[inter, ]</span>
-<span id="cb40-5"><a href="#cb40-5" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb40-6"><a href="#cb40-6" aria-hidden="true" tabindex="-1"></a>case_cambodia <span class="ot">&lt;-</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"cases"</span> , <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span>
-<span id="cb40-7"><a href="#cb40-7" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(grid), <span class="at">col =</span> <span class="st">"grey"</span>, <span class="at">border =</span> <span class="st">"white"</span>)</span>
-<span id="cb40-8"><a href="#cb40-8" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(case_cambodia), <span class="at">pch =</span> <span class="dv">20</span>, <span class="at">col =</span> <span class="st">"red"</span>, <span class="at">add =</span> <span class="cn">TRUE</span>, <span class="at">cex =</span> <span class="fl">0.8</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb39"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb39-1"><a href="#cb39-1" aria-hidden="true" tabindex="-1"></a><span class="co"># selection of grid tiles that intersect the district</span></span>
+<span id="cb39-2"><a href="#cb39-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb39-3"><a href="#cb39-3" aria-hidden="true" tabindex="-1"></a>inter <span class="ot">&lt;-</span> <span class="fu">st_intersects</span>(grid, cambodia_dist, <span class="at">sparse =</span> <span class="cn">FALSE</span>)</span>
+<span id="cb39-4"><a href="#cb39-4" aria-hidden="true" tabindex="-1"></a>grid <span class="ot">&lt;-</span> grid[inter, ]</span>
+<span id="cb39-5"><a href="#cb39-5" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb39-6"><a href="#cb39-6" aria-hidden="true" tabindex="-1"></a>case_cambodia <span class="ot">&lt;-</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"cases"</span> , <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb39-7"><a href="#cb39-7" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(grid), <span class="at">col =</span> <span class="st">"grey"</span>, <span class="at">border =</span> <span class="st">"white"</span>)</span>
+<span id="cb39-8"><a href="#cb39-8" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(case_cambodia), <span class="at">pch =</span> <span class="dv">20</span>, <span class="at">col =</span> <span class="st">"red"</span>, <span class="at">add =</span> <span class="cn">TRUE</span>, <span class="at">cex =</span> <span class="fl">0.8</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/intersect3.1-1.png" class="img-fluid" width="672"></p>
 </div>
-<div class="sourceCode cell-code" id="cb41"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb41-1"><a href="#cb41-1" aria-hidden="true" tabindex="-1"></a>inter <span class="ot">&lt;-</span> <span class="fu">st_intersects</span>(grid, case_cambodia, <span class="at">sparse =</span> <span class="cn">TRUE</span>)</span>
-<span id="cb41-2"><a href="#cb41-2" aria-hidden="true" tabindex="-1"></a><span class="fu">length</span>(inter)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb40"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb40-1"><a href="#cb40-1" aria-hidden="true" tabindex="-1"></a>inter <span class="ot">&lt;-</span> <span class="fu">st_intersects</span>(grid, case_cambodia, <span class="at">sparse =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb40-2"><a href="#cb40-2" aria-hidden="true" tabindex="-1"></a><span class="fu">length</span>(inter)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre class="code-out"><code>[1] 1964</code></pre>
 </div>
@@ -680,23 +685,23 @@ was `intersects'
 <p>Here we use the argument <code>sparse = TRUE</code>. The <strong>inter</strong> object is a list the length of the <strong>grid</strong> and each item in the list contain the index of the object items of <strong>cases</strong> and <strong>grid</strong> intersection.</p>
 <p>For example <strong>grid tile</strong> 35th intersect with four <strong>cases</strong> 97, 138, 189, 522, 624, 696</p>
 <div class="cell" data-nm="true">
-<div class="sourceCode cell-code" id="cb43"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb43-1"><a href="#cb43-1" aria-hidden="true" tabindex="-1"></a>inter[<span class="dv">35</span>]</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb42"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb42-1"><a href="#cb42-1" aria-hidden="true" tabindex="-1"></a>inter[<span class="dv">35</span>]</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre class="code-out"><code>[[1]]
 [1]  97 138 189 522 624 696</code></pre>
 </div>
-<div class="sourceCode cell-code" id="cb45"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb45-1"><a href="#cb45-1" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(grid[<span class="dv">35</span>, ]))</span>
-<span id="cb45-2"><a href="#cb45-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(case_cambodia), <span class="at">add =</span> T)</span>
-<span id="cb45-3"><a href="#cb45-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(case_cambodia[<span class="fu">c</span>(<span class="dv">97</span>, <span class="dv">138</span>, <span class="dv">189</span>, <span class="dv">522</span>, <span class="dv">624</span>, <span class="dv">696</span>), ]), </span>
-<span id="cb45-4"><a href="#cb45-4" aria-hidden="true" tabindex="-1"></a>     <span class="at">col =</span> <span class="st">"red"</span>, <span class="at">pch =</span> <span class="dv">19</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb44"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb44-1"><a href="#cb44-1" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(grid[<span class="dv">35</span>, ]))</span>
+<span id="cb44-2"><a href="#cb44-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(case_cambodia), <span class="at">add =</span> T)</span>
+<span id="cb44-3"><a href="#cb44-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(case_cambodia[<span class="fu">c</span>(<span class="dv">97</span>, <span class="dv">138</span>, <span class="dv">189</span>, <span class="dv">522</span>, <span class="dv">624</span>, <span class="dv">696</span>), ]), </span>
+<span id="cb44-4"><a href="#cb44-4" aria-hidden="true" tabindex="-1"></a>     <span class="at">col =</span> <span class="st">"red"</span>, <span class="at">pch =</span> <span class="dv">19</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/intersect3.3-1.png" class="img-fluid" width="672"></p>
 </div>
 </div>
 <p>To count number of <strong>case</strong>, simply go to the list and report length of the elements.</p>
 <div class="cell">
-<div class="sourceCode cell-code" id="cb46"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb46-1"><a href="#cb46-1" aria-hidden="true" tabindex="-1"></a>grid<span class="sc">$</span>nb_case <span class="ot">&lt;-</span> <span class="fu">sapply</span>(<span class="at">X =</span> inter, <span class="at">FUN =</span> length)   <span class="co"># create 'nb_case' column to store number of health centers in each grid tile </span></span>
-<span id="cb46-2"><a href="#cb46-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(grid[<span class="st">"nb_case"</span>])</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb45"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb45-1"><a href="#cb45-1" aria-hidden="true" tabindex="-1"></a>grid<span class="sc">$</span>nb_case <span class="ot">&lt;-</span> <span class="fu">sapply</span>(<span class="at">X =</span> inter, <span class="at">FUN =</span> length)   <span class="co"># create 'nb_case' column to store number of health centers in each grid tile </span></span>
+<span id="cb45-2"><a href="#cb45-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(grid[<span class="st">"nb_case"</span>])</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/intersect3.4-1.png" class="img-fluid" width="672"></p>
 </div>
@@ -707,12 +712,12 @@ was `intersects'
 <p>In this example we import a csv file that contain data from a population grid. Once import we transform it <code>data.frame</code> into an object <code>sf</code>.</p>
 <p>The objective is to aggregate the values id these points (the population contained in the “DENs” field) in the municipalities of the district.</p>
 <div class="cell">
-<div class="sourceCode cell-code" id="cb47"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb47-1"><a href="#cb47-1" aria-hidden="true" tabindex="-1"></a>pp_pop_raw <span class="ot">&lt;-</span> <span class="fu">read.csv</span>(<span class="st">"data_cambodia/pp_pop_dens.csv"</span>)            <span class="co"># import file</span></span>
-<span id="cb47-2"><a href="#cb47-2" aria-hidden="true" tabindex="-1"></a>pp_pop_raw<span class="sc">$</span>id <span class="ot">&lt;-</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">nrow</span>(pp_pop_raw)                                <span class="co"># adding a unique identifier</span></span>
-<span id="cb47-3"><a href="#cb47-3" aria-hidden="true" tabindex="-1"></a>pp_pop <span class="ot">&lt;-</span> <span class="fu">st_as_sf</span>(pp_pop_raw, <span class="at">coords =</span> <span class="fu">c</span>(<span class="st">"X"</span>, <span class="st">"Y"</span>), <span class="at">crs =</span> <span class="dv">32648</span>)  <span class="co"># Transform into object sf</span></span>
-<span id="cb47-4"><a href="#cb47-4" aria-hidden="true" tabindex="-1"></a>pp_pop <span class="ot">&lt;-</span> <span class="fu">st_transform</span>(pp_pop, <span class="fu">st_crs</span>(district))                   <span class="co"># Transform projection</span></span>
-<span id="cb47-5"><a href="#cb47-5" aria-hidden="true" tabindex="-1"></a>inter <span class="ot">&lt;-</span> <span class="fu">st_intersection</span>(pp_pop, district)                         <span class="co"># Intersection</span></span>
-<span id="cb47-6"><a href="#cb47-6" aria-hidden="true" tabindex="-1"></a>inter</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb46"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb46-1"><a href="#cb46-1" aria-hidden="true" tabindex="-1"></a>pp_pop_raw <span class="ot">&lt;-</span> <span class="fu">read.csv</span>(<span class="st">"data_cambodia/pp_pop_dens.csv"</span>)            <span class="co"># import file</span></span>
+<span id="cb46-2"><a href="#cb46-2" aria-hidden="true" tabindex="-1"></a>pp_pop_raw<span class="sc">$</span>id <span class="ot">&lt;-</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">nrow</span>(pp_pop_raw)                                <span class="co"># adding a unique identifier</span></span>
+<span id="cb46-3"><a href="#cb46-3" aria-hidden="true" tabindex="-1"></a>pp_pop <span class="ot">&lt;-</span> <span class="fu">st_as_sf</span>(pp_pop_raw, <span class="at">coords =</span> <span class="fu">c</span>(<span class="st">"X"</span>, <span class="st">"Y"</span>), <span class="at">crs =</span> <span class="dv">32648</span>)  <span class="co"># Transform into object sf</span></span>
+<span id="cb46-4"><a href="#cb46-4" aria-hidden="true" tabindex="-1"></a>pp_pop <span class="ot">&lt;-</span> <span class="fu">st_transform</span>(pp_pop, <span class="fu">st_crs</span>(district))                   <span class="co"># Transform projection</span></span>
+<span id="cb46-5"><a href="#cb46-5" aria-hidden="true" tabindex="-1"></a>inter <span class="ot">&lt;-</span> <span class="fu">st_intersection</span>(pp_pop, district)                         <span class="co"># Intersection</span></span>
+<span id="cb46-6"><a href="#cb46-6" aria-hidden="true" tabindex="-1"></a>inter</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre class="code-out"><code>Simple feature collection with 1295 features and 12 fields
 Geometry type: POINT
@@ -747,10 +752,10 @@ First 10 features:
 <p>By using the function <code>st_intersection()</code> we add to each point of the grid all the information on the municipality in which it is located.</p>
 <p>We can then use the function <code>aggregate()</code> to aggregate the population by municipalities.</p>
 <div class="cell">
-<div class="sourceCode cell-code" id="cb49"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb49-1"><a href="#cb49-1" aria-hidden="true" tabindex="-1"></a>resultat <span class="ot">&lt;-</span> <span class="fu">aggregate</span>(<span class="at">x =</span> <span class="fu">list</span>(<span class="at">pop_from_grid =</span> inter<span class="sc">$</span>DENs), </span>
-<span id="cb49-2"><a href="#cb49-2" aria-hidden="true" tabindex="-1"></a>                      <span class="at">by =</span> <span class="fu">list</span>(<span class="at">ADM2_EN =</span> inter<span class="sc">$</span>ADM2_EN), </span>
-<span id="cb49-3"><a href="#cb49-3" aria-hidden="true" tabindex="-1"></a>                      <span class="at">FUN =</span> <span class="st">"sum"</span>)</span>
-<span id="cb49-4"><a href="#cb49-4" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(resultat)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb48"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb48-1"><a href="#cb48-1" aria-hidden="true" tabindex="-1"></a>resultat <span class="ot">&lt;-</span> <span class="fu">aggregate</span>(<span class="at">x =</span> <span class="fu">list</span>(<span class="at">pop_from_grid =</span> inter<span class="sc">$</span>DENs), </span>
+<span id="cb48-2"><a href="#cb48-2" aria-hidden="true" tabindex="-1"></a>                      <span class="at">by =</span> <span class="fu">list</span>(<span class="at">ADM2_EN =</span> inter<span class="sc">$</span>ADM2_EN), </span>
+<span id="cb48-3"><a href="#cb48-3" aria-hidden="true" tabindex="-1"></a>                      <span class="at">FUN =</span> <span class="st">"sum"</span>)</span>
+<span id="cb48-4"><a href="#cb48-4" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(resultat)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre class="code-out"><code>          ADM2_EN pop_from_grid
 1      Angk Snuol            NA
@@ -763,8 +768,8 @@ First 10 features:
 </div>
 <p>We can then create a new object with this result.</p>
 <div class="cell">
-<div class="sourceCode cell-code" id="cb51"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb51-1"><a href="#cb51-1" aria-hidden="true" tabindex="-1"></a>dist_result <span class="ot">&lt;-</span> <span class="fu">merge</span>(district, resultat, <span class="at">by =</span> <span class="st">"ADM2_EN"</span>, <span class="at">all.x =</span> <span class="cn">TRUE</span>)</span>
-<span id="cb51-2"><a href="#cb51-2" aria-hidden="true" tabindex="-1"></a>dist_result</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb50"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb50-1"><a href="#cb50-1" aria-hidden="true" tabindex="-1"></a>dist_result <span class="ot">&lt;-</span> <span class="fu">merge</span>(district, resultat, <span class="at">by =</span> <span class="st">"ADM2_EN"</span>, <span class="at">all.x =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb50-2"><a href="#cb50-2" aria-hidden="true" tabindex="-1"></a>dist_result</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre class="code-out"><code>Simple feature collection with 197 features and 11 fields
 Geometry type: MULTIPOLYGON
@@ -804,8 +809,8 @@ First 10 features:
 <h3 data-number="3.7.1" class="anchored" data-anchor-id="create-a-distance-matrix"><span class="header-section-number">3.7.1</span> Create a distance matrix</h3>
 <p>If the dataset’s projection system is specified, the distance are expressed in the projection measurement unit (most often in meter)</p>
 <div class="cell" data-nm="true">
-<div class="sourceCode cell-code" id="cb53"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb53-1"><a href="#cb53-1" aria-hidden="true" tabindex="-1"></a>mat <span class="ot">&lt;-</span> <span class="fu">st_distance</span>(<span class="at">x =</span> dist_c, <span class="at">y =</span> dist_c)</span>
-<span id="cb53-2"><a href="#cb53-2" aria-hidden="true" tabindex="-1"></a>mat[<span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>,<span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>]</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb52"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb52-1"><a href="#cb52-1" aria-hidden="true" tabindex="-1"></a>mat <span class="ot">&lt;-</span> <span class="fu">st_distance</span>(<span class="at">x =</span> dist_c, <span class="at">y =</span> dist_c)</span>
+<span id="cb52-2"><a href="#cb52-2" aria-hidden="true" tabindex="-1"></a>mat[<span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>,<span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>]</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre class="code-out"><code>Units: [m]
          [,1]     [,2]      [,3]      [,4]      [,5]
@@ -824,21 +829,21 @@ First 10 features:
 <h4 data-number="3.7.2.1" class="anchored" data-anchor-id="calculate-a-route"><span class="header-section-number">3.7.2.1</span> Calculate a route</h4>
 <p>The fonction <code>osrmRoute()</code> allows you to calculate routes.</p>
 <div class="cell">
-<div class="sourceCode cell-code" id="cb55"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb55-1"><a href="#cb55-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(sf)</span>
-<span id="cb55-2"><a href="#cb55-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(osrm)</span>
-<span id="cb55-3"><a href="#cb55-3" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(maptiles)</span>
-<span id="cb55-4"><a href="#cb55-4" aria-hidden="true" tabindex="-1"></a>district <span class="ot">&lt;-</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>,<span class="at">layer =</span> <span class="st">"district"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span>
-<span id="cb55-5"><a href="#cb55-5" aria-hidden="true" tabindex="-1"></a>district <span class="ot">&lt;-</span> <span class="fu">st_transform</span>(district, <span class="dv">32648</span>)</span>
-<span id="cb55-6"><a href="#cb55-6" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb55-7"><a href="#cb55-7" aria-hidden="true" tabindex="-1"></a>odongk  <span class="ot">&lt;-</span> district[district<span class="sc">$</span>ADM2_PCODE <span class="sc">==</span> <span class="st">"KH0505"</span>, ] <span class="co"># Itinerary between Odongk district and Toul Kouk</span></span>
-<span id="cb55-8"><a href="#cb55-8" aria-hidden="true" tabindex="-1"></a>takmau <span class="ot">&lt;-</span> district[district<span class="sc">$</span>ADM2_PCODE <span class="sc">==</span> <span class="st">"KH0811"</span>,]</span>
-<span id="cb55-9"><a href="#cb55-9" aria-hidden="true" tabindex="-1"></a>route <span class="ot">&lt;-</span> <span class="fu">osrmRoute</span>(<span class="at">src =</span> odongk, </span>
-<span id="cb55-10"><a href="#cb55-10" aria-hidden="true" tabindex="-1"></a>                   <span class="at">dst =</span> takmau, </span>
-<span id="cb55-11"><a href="#cb55-11" aria-hidden="true" tabindex="-1"></a>                   <span class="at">returnclass =</span> <span class="st">"sf"</span>)</span>
-<span id="cb55-12"><a href="#cb55-12" aria-hidden="true" tabindex="-1"></a>osm <span class="ot">&lt;-</span> <span class="fu">get_tiles</span>(route, <span class="at">crop =</span> <span class="cn">TRUE</span>)</span>
-<span id="cb55-13"><a href="#cb55-13" aria-hidden="true" tabindex="-1"></a><span class="fu">plot_tiles</span>(osm)</span>
-<span id="cb55-14"><a href="#cb55-14" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(route), <span class="at">col =</span> <span class="st">"#b23a5f"</span>, <span class="at">lwd =</span> <span class="dv">6</span>, <span class="at">add =</span> T)</span>
-<span id="cb55-15"><a href="#cb55-15" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(route), <span class="at">col =</span> <span class="st">"#eee0e5"</span>, <span class="at">lwd =</span> <span class="dv">1</span>, <span class="at">add =</span> T)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb54"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb54-1"><a href="#cb54-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(sf)</span>
+<span id="cb54-2"><a href="#cb54-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(osrm)</span>
+<span id="cb54-3"><a href="#cb54-3" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(maptiles)</span>
+<span id="cb54-4"><a href="#cb54-4" aria-hidden="true" tabindex="-1"></a>district <span class="ot">&lt;-</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>,<span class="at">layer =</span> <span class="st">"district"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb54-5"><a href="#cb54-5" aria-hidden="true" tabindex="-1"></a>district <span class="ot">&lt;-</span> <span class="fu">st_transform</span>(district, <span class="dv">32648</span>)</span>
+<span id="cb54-6"><a href="#cb54-6" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb54-7"><a href="#cb54-7" aria-hidden="true" tabindex="-1"></a>odongk  <span class="ot">&lt;-</span> district[district<span class="sc">$</span>ADM2_PCODE <span class="sc">==</span> <span class="st">"KH0505"</span>, ] <span class="co"># Itinerary between Odongk district and Toul Kouk</span></span>
+<span id="cb54-8"><a href="#cb54-8" aria-hidden="true" tabindex="-1"></a>takmau <span class="ot">&lt;-</span> district[district<span class="sc">$</span>ADM2_PCODE <span class="sc">==</span> <span class="st">"KH0811"</span>,]</span>
+<span id="cb54-9"><a href="#cb54-9" aria-hidden="true" tabindex="-1"></a>route <span class="ot">&lt;-</span> <span class="fu">osrmRoute</span>(<span class="at">src =</span> odongk, </span>
+<span id="cb54-10"><a href="#cb54-10" aria-hidden="true" tabindex="-1"></a>                   <span class="at">dst =</span> takmau, </span>
+<span id="cb54-11"><a href="#cb54-11" aria-hidden="true" tabindex="-1"></a>                   <span class="at">returnclass =</span> <span class="st">"sf"</span>)</span>
+<span id="cb54-12"><a href="#cb54-12" aria-hidden="true" tabindex="-1"></a>osm <span class="ot">&lt;-</span> <span class="fu">get_tiles</span>(route, <span class="at">crop =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb54-13"><a href="#cb54-13" aria-hidden="true" tabindex="-1"></a><span class="fu">plot_tiles</span>(osm)</span>
+<span id="cb54-14"><a href="#cb54-14" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(route), <span class="at">col =</span> <span class="st">"#b23a5f"</span>, <span class="at">lwd =</span> <span class="dv">6</span>, <span class="at">add =</span> T)</span>
+<span id="cb54-15"><a href="#cb54-15" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(<span class="fu">st_geometry</span>(route), <span class="at">col =</span> <span class="st">"#eee0e5"</span>, <span class="at">lwd =</span> <span class="dv">1</span>, <span class="at">add =</span> T)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/osrmroute-1.png" class="img-fluid" width="288"></p>
 </div>
@@ -849,17 +854,17 @@ First 10 features:
 <p>The function <code>osrmTable()</code> makes it possible to calculate matrices of distances or times by road.</p>
 <p>In this example we calculate a time matrix between 2 addresses and health centers in Phnom Penh on foot.</p>
 <div class="cell">
-<div class="sourceCode cell-code" id="cb56"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb56-1"><a href="#cb56-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(sf)</span>
-<span id="cb56-2"><a href="#cb56-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidygeocoder)</span>
-<span id="cb56-3"><a href="#cb56-3" aria-hidden="true" tabindex="-1"></a>hospital <span class="ot">&lt;-</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>,<span class="at">layer=</span> <span class="st">"hospital"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span>
-<span id="cb56-4"><a href="#cb56-4" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb56-5"><a href="#cb56-5" aria-hidden="true" tabindex="-1"></a>hospital_pp <span class="ot">&lt;-</span> hospital[hospital<span class="sc">$</span>PCODE <span class="sc">==</span> <span class="st">"12"</span>, ]     <span class="co"># Selection of health centers in Phnom Penh</span></span>
-<span id="cb56-6"><a href="#cb56-6" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb56-7"><a href="#cb56-7" aria-hidden="true" tabindex="-1"></a>adresses <span class="ot">&lt;-</span> <span class="fu">data.frame</span>(<span class="at">adr =</span> <span class="fu">c</span>(<span class="st">"Royal Palace Park, Phnom Penh Phnom, Cambodia"</span>,</span>
-<span id="cb56-8"><a href="#cb56-8" aria-hidden="true" tabindex="-1"></a>                              <span class="st">"Wat Phnom Daun Penh, Phnom Penh, Cambodia"</span>))  <span class="co"># Geocoding of 2 addresses in Phnom Penh</span></span>
-<span id="cb56-9"><a href="#cb56-9" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb56-10"><a href="#cb56-10" aria-hidden="true" tabindex="-1"></a>places <span class="ot">&lt;-</span> tidygeocoder<span class="sc">::</span><span class="fu">geocode</span>(<span class="at">.tbl =</span> adresses,<span class="at">address =</span> adr)</span>
-<span id="cb56-11"><a href="#cb56-11" aria-hidden="true" tabindex="-1"></a>places</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb55"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb55-1"><a href="#cb55-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(sf)</span>
+<span id="cb55-2"><a href="#cb55-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidygeocoder)</span>
+<span id="cb55-3"><a href="#cb55-3" aria-hidden="true" tabindex="-1"></a>hospital <span class="ot">&lt;-</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>,<span class="at">layer=</span> <span class="st">"hospital"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb55-4"><a href="#cb55-4" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb55-5"><a href="#cb55-5" aria-hidden="true" tabindex="-1"></a>hospital_pp <span class="ot">&lt;-</span> hospital[hospital<span class="sc">$</span>PCODE <span class="sc">==</span> <span class="st">"12"</span>, ]     <span class="co"># Selection of health centers in Phnom Penh</span></span>
+<span id="cb55-6"><a href="#cb55-6" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb55-7"><a href="#cb55-7" aria-hidden="true" tabindex="-1"></a>adresses <span class="ot">&lt;-</span> <span class="fu">data.frame</span>(<span class="at">adr =</span> <span class="fu">c</span>(<span class="st">"Royal Palace Park, Phnom Penh Phnom, Cambodia"</span>,</span>
+<span id="cb55-8"><a href="#cb55-8" aria-hidden="true" tabindex="-1"></a>                              <span class="st">"Wat Phnom Daun Penh, Phnom Penh, Cambodia"</span>))  <span class="co"># Geocoding of 2 addresses in Phnom Penh</span></span>
+<span id="cb55-9"><a href="#cb55-9" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb55-10"><a href="#cb55-10" aria-hidden="true" tabindex="-1"></a>places <span class="ot">&lt;-</span> tidygeocoder<span class="sc">::</span><span class="fu">geocode</span>(<span class="at">.tbl =</span> adresses,<span class="at">address =</span> adr)</span>
+<span id="cb55-11"><a href="#cb55-11" aria-hidden="true" tabindex="-1"></a>places</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre class="code-out"><code># A tibble: 2 × 3
   adr                                             lat  long
@@ -867,21 +872,21 @@ First 10 features:
 1 Royal Palace Park, Phnom Penh Phnom, Cambodia  11.6  105.
 2 Wat Phnom Daun Penh, Phnom Penh, Cambodia      11.6  105.</code></pre>
 </div>
-<div class="sourceCode cell-code" id="cb58"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb58-1"><a href="#cb58-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Calculation of the distance matrix between the 2 addresses and the health center in Phnom Penh</span></span>
-<span id="cb58-2"><a href="#cb58-2" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb58-3"><a href="#cb58-3" aria-hidden="true" tabindex="-1"></a>cal_mat <span class="ot">&lt;-</span> <span class="fu">osrmTable</span>(<span class="at">src =</span> places[,<span class="fu">c</span>(<span class="dv">1</span>,<span class="dv">3</span>,<span class="dv">2</span>)], </span>
-<span id="cb58-4"><a href="#cb58-4" aria-hidden="true" tabindex="-1"></a>                 <span class="at">dst =</span> hospital_pp, </span>
-<span id="cb58-5"><a href="#cb58-5" aria-hidden="true" tabindex="-1"></a>                 <span class="at">osrm.profile =</span> <span class="st">"foot"</span>)</span>
-<span id="cb58-6"><a href="#cb58-6" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb58-7"><a href="#cb58-7" aria-hidden="true" tabindex="-1"></a>cal_mat<span class="sc">$</span>durations[<span class="dv">1</span><span class="sc">:</span><span class="dv">2</span>, <span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>]</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb57"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb57-1"><a href="#cb57-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Calculation of the distance matrix between the 2 addresses and the health center in Phnom Penh</span></span>
+<span id="cb57-2"><a href="#cb57-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb57-3"><a href="#cb57-3" aria-hidden="true" tabindex="-1"></a>cal_mat <span class="ot">&lt;-</span> <span class="fu">osrmTable</span>(<span class="at">src =</span> places[,<span class="fu">c</span>(<span class="dv">1</span>,<span class="dv">3</span>,<span class="dv">2</span>)], </span>
+<span id="cb57-4"><a href="#cb57-4" aria-hidden="true" tabindex="-1"></a>                 <span class="at">dst =</span> hospital_pp, </span>
+<span id="cb57-5"><a href="#cb57-5" aria-hidden="true" tabindex="-1"></a>                 <span class="at">osrm.profile =</span> <span class="st">"foot"</span>)</span>
+<span id="cb57-6"><a href="#cb57-6" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb57-7"><a href="#cb57-7" aria-hidden="true" tabindex="-1"></a>cal_mat<span class="sc">$</span>durations[<span class="dv">1</span><span class="sc">:</span><span class="dv">2</span>, <span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>]</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre class="code-out"><code>                                               684  685  686  687  691
 Royal Palace Park, Phnom Penh Phnom, Cambodia 56.1 71.9 64.2 40.4 76.5
 Wat Phnom Daun Penh, Phnom Penh, Cambodia     60.1 80.5 43.8 32.8 55.6</code></pre>
 </div>
-<div class="sourceCode cell-code" id="cb60"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb60-1"><a href="#cb60-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Which address has better accessibility to health center in Phnom Penh?</span></span>
-<span id="cb60-2"><a href="#cb60-2" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb60-3"><a href="#cb60-3" aria-hidden="true" tabindex="-1"></a><span class="fu">boxplot</span>(<span class="fu">t</span>(cal_mat<span class="sc">$</span>durations[,]), <span class="at">cex.axis =</span> <span class="fl">0.7</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb59"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb59-1"><a href="#cb59-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Which address has better accessibility to health center in Phnom Penh?</span></span>
+<span id="cb59-2"><a href="#cb59-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb59-3"><a href="#cb59-3" aria-hidden="true" tabindex="-1"></a><span class="fu">boxplot</span>(<span class="fu">t</span>(cal_mat<span class="sc">$</span>durations[,]), <span class="at">cex.axis =</span> <span class="fl">0.7</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output-display">
 <p><img src="03-vector_data_files/figure-html/osrmtable-1.png" class="img-fluid" width="768"></p>
 </div>
@@ -993,8 +998,8 @@ window.document.addEventListener("DOMContentLoaded", function (event) {
       </a>          
   </div>
   <div class="nav-page nav-page-next">
-      <a href="./references.html" class="pagination-link">
-        <span class="nav-page-text">References</span> <i class="bi bi-arrow-right-short"></i>
+      <a href="./05-mapping_with_r.html" class="pagination-link">
+        <span class="nav-page-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping With R</span></span> <i class="bi bi-arrow-right-short"></i>
       </a>
   </div>
 </nav>
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+        <nav id="TOC" role="doc-toc">
+    <h2 id="toc-title">Table of contents</h2>
+   
+  <ul>
+  <li><a href="#types-of-maps" id="toc-types-of-maps" class="nav-link active" data-scroll-target="#types-of-maps"> <span class="header-section-number">4.1</span> Types of maps</a>
+  <ul class="collapse">
+  <li><a href="#example-data" id="toc-example-data" class="nav-link" data-scroll-target="#example-data"> <span class="header-section-number">4.1.1</span> Example data</a></li>
+  <li><a href="#displaying-a-background-map" id="toc-displaying-a-background-map" class="nav-link" data-scroll-target="#displaying-a-background-map"> <span class="header-section-number">4.1.2</span> Displaying a background map</a></li>
+  <li><a href="#proportional-symbol-map" id="toc-proportional-symbol-map" class="nav-link" data-scroll-target="#proportional-symbol-map"> <span class="header-section-number">4.1.3</span> Proportional symbol map</a></li>
+  <li><a href="#choropleth-map" id="toc-choropleth-map" class="nav-link" data-scroll-target="#choropleth-map"> <span class="header-section-number">4.1.4</span> Choropleth map</a></li>
+  <li><a href="#typology-map" id="toc-typology-map" class="nav-link" data-scroll-target="#typology-map"> <span class="header-section-number">4.1.5</span> Typology map</a></li>
+  <li><a href="#map-of-stocks-and-ratios" id="toc-map-of-stocks-and-ratios" class="nav-link" data-scroll-target="#map-of-stocks-and-ratios"> <span class="header-section-number">4.1.6</span> Map of stocks and ratios</a></li>
+  <li><a href="#map-of-stocks-and-categories" id="toc-map-of-stocks-and-categories" class="nav-link" data-scroll-target="#map-of-stocks-and-categories"> <span class="header-section-number">4.1.7</span> Map of stocks and categories</a></li>
+  </ul></li>
+  <li><a href="#layout" id="toc-layout" class="nav-link" data-scroll-target="#layout"> <span class="header-section-number">4.2</span> Layout</a>
+  <ul class="collapse">
+  <li><a href="#example-data-1" id="toc-example-data-1" class="nav-link" data-scroll-target="#example-data-1"> <span class="header-section-number">4.2.1</span> Example data</a></li>
+  <li><a href="#themes" id="toc-themes" class="nav-link" data-scroll-target="#themes"> <span class="header-section-number">4.2.2</span> Themes</a></li>
+  <li><a href="#titles" id="toc-titles" class="nav-link" data-scroll-target="#titles"> <span class="header-section-number">4.2.3</span> Titles</a></li>
+  <li><a href="#arrow-orientation" id="toc-arrow-orientation" class="nav-link" data-scroll-target="#arrow-orientation"> <span class="header-section-number">4.2.4</span> Arrow orientation</a></li>
+  <li><a href="#scale" id="toc-scale" class="nav-link" data-scroll-target="#scale"> <span class="header-section-number">4.2.5</span> Scale</a></li>
+  <li><a href="#credits" id="toc-credits" class="nav-link" data-scroll-target="#credits"> <span class="header-section-number">4.2.6</span> Credits</a></li>
+  <li><a href="#complete-dressing" id="toc-complete-dressing" class="nav-link" data-scroll-target="#complete-dressing"> <span class="header-section-number">4.2.7</span> Complete dressing</a></li>
+  <li><a href="#annotations" id="toc-annotations" class="nav-link" data-scroll-target="#annotations"> <span class="header-section-number">4.2.8</span> Annotations</a></li>
+  <li><a href="#legends" id="toc-legends" class="nav-link" data-scroll-target="#legends"> <span class="header-section-number">4.2.9</span> Legends</a></li>
+  <li><a href="#labels" id="toc-labels" class="nav-link" data-scroll-target="#labels"> <span class="header-section-number">4.2.10</span> Labels</a></li>
+  <li><a href="#center-the-map-on-a-region" id="toc-center-the-map-on-a-region" class="nav-link" data-scroll-target="#center-the-map-on-a-region"> <span class="header-section-number">4.2.11</span> Center the map on a region</a></li>
+  <li><a href="#displaying-several-maps-on-the-sam-figure" id="toc-displaying-several-maps-on-the-sam-figure" class="nav-link" data-scroll-target="#displaying-several-maps-on-the-sam-figure"> <span class="header-section-number">4.2.12</span> Displaying several maps on the sam figure</a></li>
+  <li><a href="#exporting-maps" id="toc-exporting-maps" class="nav-link" data-scroll-target="#exporting-maps"> <span class="header-section-number">4.2.13</span> Exporting maps</a></li>
+  <li><a href="#adding-an-image-to-a-map" id="toc-adding-an-image-to-a-map" class="nav-link" data-scroll-target="#adding-an-image-to-a-map"> <span class="header-section-number">4.2.14</span> Adding an image to a map</a></li>
+  <li><a href="#place-an-item-precisely-on-the-map" id="toc-place-an-item-precisely-on-the-map" class="nav-link" data-scroll-target="#place-an-item-precisely-on-the-map"> <span class="header-section-number">4.2.15</span> Place an item precisely on the map</a></li>
+  <li><a href="#add-shading-to-a-layer" id="toc-add-shading-to-a-layer" class="nav-link" data-scroll-target="#add-shading-to-a-layer"> <span class="header-section-number">4.2.16</span> Add shading to a layer</a></li>
+  <li><a href="#creating-boxes" id="toc-creating-boxes" class="nav-link" data-scroll-target="#creating-boxes"> <span class="header-section-number">4.2.17</span> Creating Boxes</a></li>
+  </ul></li>
+  <li><a href="#d-maps" id="toc-d-maps" class="nav-link" data-scroll-target="#d-maps"> <span class="header-section-number">4.3</span> 3D maps</a>
+  <ul class="collapse">
+  <li><a href="#linemap" id="toc-linemap" class="nav-link" data-scroll-target="#linemap"> <span class="header-section-number">4.3.1</span> linemap</a></li>
+  <li><a href="#relief-tanaka" id="toc-relief-tanaka" class="nav-link" data-scroll-target="#relief-tanaka"> <span class="header-section-number">4.3.2</span> Relief Tanaka</a></li>
+  </ul></li>
+  <li><a href="#cartographic-transformation" id="toc-cartographic-transformation" class="nav-link" data-scroll-target="#cartographic-transformation"> <span class="header-section-number">4.4</span> Cartographic Transformation</a>
+  <ul class="collapse">
+  <li><a href="#dorlings-cartograms" id="toc-dorlings-cartograms" class="nav-link" data-scroll-target="#dorlings-cartograms"> <span class="header-section-number">4.4.1</span> Dorling’s cartograms</a></li>
+  <li><a href="#non-continuous-cartograms" id="toc-non-continuous-cartograms" class="nav-link" data-scroll-target="#non-continuous-cartograms"> <span class="header-section-number">4.4.2</span> Non-continuous cartograms</a></li>
+  <li><a href="#continuous-cartograms" id="toc-continuous-cartograms" class="nav-link" data-scroll-target="#continuous-cartograms"> <span class="header-section-number">4.4.3</span> Continuous cartograms</a></li>
+  <li><a href="#stengths-and-weaknessses-of-cartograms" id="toc-stengths-and-weaknessses-of-cartograms" class="nav-link" data-scroll-target="#stengths-and-weaknessses-of-cartograms"> <span class="header-section-number">4.4.4</span> Stengths and weaknessses of cartograms</a></li>
+  </ul></li>
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+
+<header id="title-block-header" class="quarto-title-block default">
+<div class="quarto-title">
+<h1 class="title d-none d-lg-block"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping With R</span></h1>
+</div>
+
+
+
+<div class="quarto-title-meta">
+
+    
+    
+  </div>
+  
+
+</header>
+
+<section id="types-of-maps" class="level2" data-number="4.1">
+<h2 data-number="4.1" class="anchored" data-anchor-id="types-of-maps"><span class="header-section-number">4.1</span> Types of maps</h2>
+<p>The fonction <code>mf_map()</code> is the central function of the package <code>mapsf</code> <span class="citation" data-cites="mapsf">(<a href="references.html#ref-mapsf" role="doc-biblioref">Giraud 2022a</a>)</span>. It makes it possible to carry out most of the usual representations in cartography. These main arguments are:</p>
+<ul>
+<li><code>x</code>, an sf object ;</li>
+<li><code>var</code>, the name of variable to present ;</li>
+<li><code>type</code>, the type of presentation.</li>
+</ul>
+<section id="example-data" class="level3" data-number="4.1.1">
+<h3 data-number="4.1.1" class="anchored" data-anchor-id="example-data"><span class="header-section-number">4.1.1</span> Example data</h3>
+<p>The following lines import the spatial information layers located in the <a href="https://www.geopackage.org/">geopackage</a> <strong>cambodia.gpkg</strong> file.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(sf)</span>
+<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="co">#Import Cambodia country border</span></span>
+<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a>country <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"country"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="co">#Import provincial administrative border of Cambodia</span></span>
+<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a>education <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"education"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a><span class="co">#Import district administrative border of Cambodia</span></span>
+<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a>district <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"district"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a><span class="co">#Import roads data in Cambodia</span></span>
+<span id="cb1-10"><a href="#cb1-10" aria-hidden="true" tabindex="-1"></a>road <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"road"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb1-11"><a href="#cb1-11" aria-hidden="true" tabindex="-1"></a><span class="co">#Import health center data in Cambodia</span></span>
+<span id="cb1-12"><a href="#cb1-12" aria-hidden="true" tabindex="-1"></a>hospital <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"hospital"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+</div>
+</section>
+<section id="displaying-a-background-map" class="level3" data-number="4.1.2">
+<h3 data-number="4.1.2" class="anchored" data-anchor-id="displaying-a-background-map"><span class="header-section-number">4.1.2</span> Displaying a background map</h3>
+<p>Without using types specification, the function <code>mf_map()</code> simply display the background map.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(mapsf)</span>
+<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(<span class="at">x =</span> district, <span class="at">border =</span> <span class="st">"white"</span>)</span>
+<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(<span class="at">x =</span> country,<span class="at">lwd =</span> <span class="dv">2</span>, <span class="at">col =</span> <span class="cn">NA</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(<span class="at">x =</span> road, <span class="at">lwd =</span> .<span class="dv">5</span>, <span class="at">col =</span> <span class="st">"ivory4"</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(<span class="at">x =</span> hospital, <span class="at">pch =</span> <span class="dv">20</span>, <span class="at">cex =</span> <span class="dv">1</span>, <span class="at">col =</span> <span class="st">"#FE9A2E"</span>, <span class="at">add =</span> <span class="cn">TRUE</span>) </span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/mf_base-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="proportional-symbol-map" class="level3" data-number="4.1.3">
+<h3 data-number="4.1.3" class="anchored" data-anchor-id="proportional-symbol-map"><span class="header-section-number">4.1.3</span> Proportional symbol map</h3>
+<p>Proportional symbol maps are used to represent inventory variables (absolute quantitative variables, sum and average make sense). The function <code>mf_map(..., type = "prop")</code> proposes this representation.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb3"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="co">#District</span></span>
+<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(<span class="at">x =</span> district)     </span>
+<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Proportional symbol </span></span>
+<span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(</span>
+<span id="cb3-6"><a href="#cb3-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> district, </span>
+<span id="cb3-7"><a href="#cb3-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">var =</span> <span class="st">"T_POP"</span>,</span>
+<span id="cb3-8"><a href="#cb3-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">val_max =</span> <span class="dv">700000</span>,</span>
+<span id="cb3-9"><a href="#cb3-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"prop"</span>,</span>
+<span id="cb3-10"><a href="#cb3-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">col =</span> <span class="st">"#148F77"</span>, </span>
+<span id="cb3-11"><a href="#cb3-11" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_title =</span> <span class="st">"Population 2019"</span></span>
+<span id="cb3-12"><a href="#cb3-12" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb3-13"><a href="#cb3-13" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb3-14"><a href="#cb3-14" aria-hidden="true" tabindex="-1"></a><span class="co"># Title</span></span>
+<span id="cb3-15"><a href="#cb3-15" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Distribution of population in provincial level"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/proportional_symbols-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+<section id="compare-multiple-map" class="level4" data-number="4.1.3.1">
+<h4 data-number="4.1.3.1" class="anchored" data-anchor-id="compare-multiple-map"><span class="header-section-number">4.1.3.1</span> Compare multiple map</h4>
+<p>It is possible to fix the dimensions of the largest symbol corresponding to a certain value with the arguments <code>inches</code> and <code>val_max</code>. We can use construct maps with comparable proportional symbols.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>,<span class="dv">2</span>))   <span class="co">#Displaying two maps facing each other</span></span>
+<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a><span class="co">#district</span></span>
+<span id="cb4-4"><a href="#cb4-4" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(<span class="at">x =</span> district, <span class="at">border =</span> <span class="st">"grey90"</span>, <span class="at">lwd =</span> .<span class="dv">5</span>)    </span>
+<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a><span class="co"># Add male Population</span></span>
+<span id="cb4-6"><a href="#cb4-6" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(</span>
+<span id="cb4-7"><a href="#cb4-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> district, </span>
+<span id="cb4-8"><a href="#cb4-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">var =</span> <span class="st">"Male"</span>, </span>
+<span id="cb4-9"><a href="#cb4-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"prop"</span>,</span>
+<span id="cb4-10"><a href="#cb4-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">col =</span> <span class="st">"#1F618D"</span>,</span>
+<span id="cb4-11"><a href="#cb4-11" aria-hidden="true" tabindex="-1"></a>  <span class="at">inches =</span> <span class="fl">0.2</span>, </span>
+<span id="cb4-12"><a href="#cb4-12" aria-hidden="true" tabindex="-1"></a>  <span class="at">val_max =</span> <span class="dv">300000</span>, </span>
+<span id="cb4-13"><a href="#cb4-13" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_title =</span> <span class="st">"Male"</span>, </span>
+<span id="cb4-14"><a href="#cb4-14" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_val_cex =</span> <span class="fl">0.5</span>,</span>
+<span id="cb4-15"><a href="#cb4-15" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb4-16"><a href="#cb4-16" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Male Population by Distict"</span>)   <span class="co">#Adding map title</span></span>
+<span id="cb4-17"><a href="#cb4-17" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb4-18"><a href="#cb4-18" aria-hidden="true" tabindex="-1"></a><span class="co">#district</span></span>
+<span id="cb4-19"><a href="#cb4-19" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(<span class="at">x =</span> district, <span class="at">border =</span> <span class="st">"grey90"</span>, <span class="at">lwd =</span> .<span class="dv">5</span>)    </span>
+<span id="cb4-20"><a href="#cb4-20" aria-hidden="true" tabindex="-1"></a><span class="co"># Add female Population</span></span>
+<span id="cb4-21"><a href="#cb4-21" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(</span>
+<span id="cb4-22"><a href="#cb4-22" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> district, </span>
+<span id="cb4-23"><a href="#cb4-23" aria-hidden="true" tabindex="-1"></a>  <span class="at">var =</span> <span class="st">"Female"</span>, </span>
+<span id="cb4-24"><a href="#cb4-24" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"prop"</span>,</span>
+<span id="cb4-25"><a href="#cb4-25" aria-hidden="true" tabindex="-1"></a>  <span class="at">col =</span> <span class="st">"#E74C3C"</span>,</span>
+<span id="cb4-26"><a href="#cb4-26" aria-hidden="true" tabindex="-1"></a>  <span class="at">inches =</span> <span class="fl">0.2</span>, </span>
+<span id="cb4-27"><a href="#cb4-27" aria-hidden="true" tabindex="-1"></a>  <span class="at">val_max =</span> <span class="dv">300000</span>, </span>
+<span id="cb4-28"><a href="#cb4-28" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_title =</span><span class="st">"Female"</span>, </span>
+<span id="cb4-29"><a href="#cb4-29" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_val_cex =</span> <span class="fl">0.5</span></span>
+<span id="cb4-30"><a href="#cb4-30" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb4-31"><a href="#cb4-31" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Female Population by Distict"</span>)     <span class="co">#Adding map title</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/proportional_symbols_comp-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+<p>Here we have displayed two maps facing each other, see the point <a href="#afficher-plusieurs-cartes-sur-la-même-figure">Displaying several maps on the same figure</a> for more details.</p>
+</section>
+</section>
+<section id="choropleth-map" class="level3" data-number="4.1.4">
+<h3 data-number="4.1.4" class="anchored" data-anchor-id="choropleth-map"><span class="header-section-number">4.1.4</span> Choropleth map</h3>
+<p>Choropleth maps are used to represent ratio variables (relative quantitative variables, mean has meaning, sum has no meaning).</p>
+<p>For this type of representation, you must first:</p>
+<ul>
+<li>choose a discretization method to transform a continuous statistical series into classes defined by intervals,</li>
+<li>choose a number of classes,</li>
+<li>choose a color palette.</li>
+</ul>
+<p>The function mf_map(…, type = “choro”)makes it possible to create choroplete maps. The arguments nbreaks and breaks are used to parameterize the discretizations, and the function <code>mf_get_breaks()</code> makes it possible to work on the discretizations outside the function <code>mf_map()</code>. Similarly, the argument palis used to fill in a color palette, but several functions can be used to set the palettes apart from the (<code>mf_get_pal</code>…) function.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Population density (inhabitants/km2) using the sf::st_area() function</span></span>
+<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a>district<span class="sc">$</span>DENS <span class="ot">&lt;-</span> <span class="fl">1e6</span> <span class="sc">*</span> district<span class="sc">$</span>T_POP <span class="sc">/</span> <span class="fu">as.numeric</span>(<span class="fu">st_area</span>(district))   <span class="co">#Calculate population density </span></span>
+<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(</span>
+<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> district,</span>
+<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">var =</span> <span class="st">"DENS"</span>,</span>
+<span id="cb5-6"><a href="#cb5-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"choro"</span>,</span>
+<span id="cb5-7"><a href="#cb5-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">breaks =</span> <span class="st">"quantile"</span>,</span>
+<span id="cb5-8"><a href="#cb5-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">pal =</span> <span class="st">"BuGn"</span>,</span>
+<span id="cb5-9"><a href="#cb5-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">lwd =</span> <span class="dv">1</span>,</span>
+<span id="cb5-10"><a href="#cb5-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_title =</span> <span class="st">"Distribution of population</span><span class="sc">\n</span><span class="st">(inhabitants per km2)"</span>, </span>
+<span id="cb5-11"><a href="#cb5-11" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_val_rnd =</span> <span class="dv">0</span></span>
+<span id="cb5-12"><a href="#cb5-12" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb5-13"><a href="#cb5-13" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Distribution of the population in (2019)"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/choro-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+<section id="discretisation" class="level4" data-number="4.1.4.1">
+<h4 data-number="4.1.4.1" class="anchored" data-anchor-id="discretisation"><span class="header-section-number">4.1.4.1</span> Discretisation</h4>
+<p>The fonction <code>mf_get_breaks()</code> provides the methods of discretization of classic variables: quantiles, average/standard deviation, equal amplitudes, nested averages, Fisher-Jenks, geometric, etc.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb6"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>education<span class="sc">$</span>enrol_g_pct <span class="ot">=</span> <span class="dv">100</span> <span class="sc">*</span> education<span class="sc">$</span>enrol_girl<span class="sc">/</span>education<span class="sc">$</span>t_enrol   <span class="co">#Calculate percentage of enrolled girl student</span></span>
+<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a>d1 <span class="ot">=</span> <span class="fu">mf_get_breaks</span>(education<span class="sc">$</span>enrol_g_pct, <span class="at">nbreaks =</span> <span class="dv">6</span>, <span class="at">breaks =</span> <span class="st">"equal"</span>, <span class="at">freq =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a>d2 <span class="ot">=</span> <span class="fu">mf_get_breaks</span>(education<span class="sc">$</span>enrol_g_pct, <span class="at">nbreaks =</span> <span class="dv">6</span>, <span class="at">breaks =</span> <span class="st">"quantile"</span>)</span>
+<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a>d3 <span class="ot">=</span> <span class="fu">mf_get_breaks</span>(education<span class="sc">$</span>enrol_g_pct, <span class="at">nbreaks =</span> <span class="dv">6</span>, <span class="at">breaks =</span> <span class="st">"geom"</span>)</span>
+<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a>d4 <span class="ot">=</span> <span class="fu">mf_get_breaks</span>(education<span class="sc">$</span>enrol_g_pct, <span class="at">breaks =</span> <span class="st">"msd"</span>, <span class="at">central =</span> <span class="cn">FALSE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+</div>
+<div class="cell">
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/discr3-1.png" class="img-fluid" width="768"></p>
+</div>
+</div>
+</section>
+<section id="palettes" class="level4" data-number="4.1.4.2">
+<h4 data-number="4.1.4.2" class="anchored" data-anchor-id="palettes"><span class="header-section-number">4.1.4.2</span> Color palettes</h4>
+<p>The argument <code>pal</code> de <code>mf_map()</code> is dedicated to choosing a color palette. The palettes provided by the function <code>hcl.colors()</code> can be used directly.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb7"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(<span class="at">x =</span> education, <span class="at">var =</span> <span class="st">"enrol_g_pct"</span>, <span class="at">type =</span> <span class="st">"choro"</span>,</span>
+<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>       <span class="at">breaks =</span> d3, <span class="at">pal =</span> <span class="st">"Reds 3"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/pal1-1.png" class="img-fluid" width="576"></p>
+</div>
+</div>
+<div class="quarto-figure quarto-figure-center">
+<figure class="figure">
+<p><img src="img/swatch-plot-1.svg" class="img-fluid figure-img" width="600"></p>
+</figure>
+</div>
+<p>The fonction <code>mf_get_pal()</code> allows you to build a color palette. This function is especially useful for creating balanced asymmetrical diverging palettes.</p>
+<div class="cell" data-nm="true">
+<div class="sourceCode cell-code" id="cb8"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>mypal <span class="ot">&lt;-</span> <span class="fu">mf_get_pal</span>(<span class="at">n =</span> <span class="fu">c</span>(<span class="dv">4</span>,<span class="dv">6</span>), <span class="at">palette =</span> <span class="fu">c</span>(<span class="st">"Burg"</span>, <span class="st">"Teal"</span>))</span>
+<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a><span class="fu">image</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">10</span>, <span class="dv">1</span>, <span class="fu">as.matrix</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">10</span>), <span class="at">col=</span>mypal, <span class="at">xlab =</span> <span class="st">""</span>, <span class="at">ylab =</span> <span class="st">""</span>, <span class="at">xaxt =</span> <span class="st">"n"</span>,</span>
+<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a>      <span class="at">yaxt =</span> <span class="st">"n"</span>,<span class="at">bty =</span> <span class="st">"n"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/pal2-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="for-a-point-layer" class="level4" data-number="4.1.4.3">
+<h4 data-number="4.1.4.3" class="anchored" data-anchor-id="for-a-point-layer"><span class="header-section-number">4.1.4.3</span> For a point layer</h4>
+<p>It is possible to use this mode of presentation in specific implementation also.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb9"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>dist_c <span class="ot">&lt;-</span> <span class="fu">st_centroid</span>(district)</span>
+<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(</span>
+<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> dist_c,</span>
+<span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">var =</span> <span class="st">"DENS"</span>,</span>
+<span id="cb9-6"><a href="#cb9-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"choro"</span>,</span>
+<span id="cb9-7"><a href="#cb9-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">breaks =</span> <span class="st">"quantile"</span>,</span>
+<span id="cb9-8"><a href="#cb9-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">nbreaks =</span> <span class="dv">5</span>,</span>
+<span id="cb9-9"><a href="#cb9-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">pal =</span> <span class="st">"PuRd"</span>,</span>
+<span id="cb9-10"><a href="#cb9-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">pch =</span> <span class="dv">23</span>,</span>
+<span id="cb9-11"><a href="#cb9-11" aria-hidden="true" tabindex="-1"></a>  <span class="at">cex =</span> <span class="fl">1.5</span>,</span>
+<span id="cb9-12"><a href="#cb9-12" aria-hidden="true" tabindex="-1"></a>  <span class="at">border =</span> <span class="st">"white"</span>,</span>
+<span id="cb9-13"><a href="#cb9-13" aria-hidden="true" tabindex="-1"></a>  <span class="at">lwd =</span> .<span class="dv">7</span>,</span>
+<span id="cb9-14"><a href="#cb9-14" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_pos =</span> <span class="st">"topleft"</span>,</span>
+<span id="cb9-15"><a href="#cb9-15" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_title =</span> <span class="st">"Distribution of population</span><span class="sc">\n</span><span class="st">(inhabitants per km2)"</span>, </span>
+<span id="cb9-16"><a href="#cb9-16" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_val_rnd =</span> <span class="dv">0</span>, </span>
+<span id="cb9-17"><a href="#cb9-17" aria-hidden="true" tabindex="-1"></a>  <span class="at">add =</span> <span class="cn">TRUE</span></span>
+<span id="cb9-18"><a href="#cb9-18" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb9-19"><a href="#cb9-19" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Distribution of population in (2019)"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/choropt-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+</section>
+<section id="typology-map" class="level3" data-number="4.1.5">
+<h3 data-number="4.1.5" class="anchored" data-anchor-id="typology-map"><span class="header-section-number">4.1.5</span> Typology map</h3>
+<p>Typology maps are used to represent qualitative variables. The function <code>mf_map(..., type = "typo")</code> proposes this representation.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb10"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(</span>
+<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> district,</span>
+<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a>  <span class="at">var=</span><span class="st">"Status"</span>,</span>
+<span id="cb10-4"><a href="#cb10-4" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"typo"</span>,</span>
+<span id="cb10-5"><a href="#cb10-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">pal =</span> <span class="fu">c</span>(<span class="st">'#E8F9FD'</span>,<span class="st">'#FF7396'</span>,<span class="st">'#E4BAD4'</span>,<span class="st">'#FFE3FE'</span>),</span>
+<span id="cb10-6"><a href="#cb10-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">lwd =</span> .<span class="dv">7</span>,</span>
+<span id="cb10-7"><a href="#cb10-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_title =</span> <span class="st">""</span></span>
+<span id="cb10-8"><a href="#cb10-8" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb10-9"><a href="#cb10-9" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Administrative status by size of area"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/typo_simple-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+<section id="ordering-value-in-the-legend" class="level4" data-number="4.1.5.1">
+<h4 data-number="4.1.5.1" class="anchored" data-anchor-id="ordering-value-in-the-legend"><span class="header-section-number">4.1.5.1</span> Ordering value in the legend</h4>
+<p>The argument <code>val_order</code> is used to order the categories in the</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb11"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(</span>
+<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> district,</span>
+<span id="cb11-3"><a href="#cb11-3" aria-hidden="true" tabindex="-1"></a>  <span class="at">var=</span><span class="st">"Status"</span>,</span>
+<span id="cb11-4"><a href="#cb11-4" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"typo"</span>,</span>
+<span id="cb11-5"><a href="#cb11-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">pal =</span> <span class="fu">c</span>(<span class="st">'#E8F9FD'</span>,<span class="st">'#FF7396'</span>,<span class="st">'#E4BAD4'</span>,<span class="st">'#FFE3FE'</span>),</span>
+<span id="cb11-6"><a href="#cb11-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">val_order =</span> <span class="fu">c</span>(<span class="st">"1st largest district"</span>, <span class="st">"2nd largest district"</span>, <span class="st">"3rd largest district"</span>,<span class="st">"&lt;4500km2"</span>),</span>
+<span id="cb11-7"><a href="#cb11-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">lwd =</span> .<span class="dv">7</span>,</span>
+<span id="cb11-8"><a href="#cb11-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_title =</span> <span class="st">""</span></span>
+<span id="cb11-9"><a href="#cb11-9" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb11-10"><a href="#cb11-10" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Administrative status by size of area"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/typo_order-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="map-of-point" class="level4" data-number="4.1.5.2">
+<h4 data-number="4.1.5.2" class="anchored" data-anchor-id="map-of-point"><span class="header-section-number">4.1.5.2</span> Map of point</h4>
+<p>When the implantation of the layer is punctual, symbols are used to carry the colors of the typology.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb12"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="co">#extract centroid point of the district</span></span>
+<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a>dist_ctr <span class="ot">&lt;-</span> <span class="fu">st_centroid</span>(district[district<span class="sc">$</span>Status <span class="sc">!=</span> <span class="st">"&lt;4500km2"</span>, ])</span>
+<span id="cb12-3"><a href="#cb12-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb12-4"><a href="#cb12-4" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(</span>
+<span id="cb12-5"><a href="#cb12-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> dist_ctr,</span>
+<span id="cb12-6"><a href="#cb12-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">var =</span> <span class="st">"Status"</span>,</span>
+<span id="cb12-7"><a href="#cb12-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"typo"</span>,</span>
+<span id="cb12-8"><a href="#cb12-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">cex =</span> <span class="dv">2</span>,</span>
+<span id="cb12-9"><a href="#cb12-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">pch =</span> <span class="dv">22</span>,</span>
+<span id="cb12-10"><a href="#cb12-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">pal =</span> <span class="fu">c</span>(<span class="st">'#FF7396'</span>,<span class="st">'#E4BAD4'</span>,<span class="st">'#FFE3FE'</span>),</span>
+<span id="cb12-11"><a href="#cb12-11" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_title =</span> <span class="st">""</span>,</span>
+<span id="cb12-12"><a href="#cb12-12" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_pos =</span> <span class="st">"bottomright"</span>,</span>
+<span id="cb12-13"><a href="#cb12-13" aria-hidden="true" tabindex="-1"></a>  <span class="at">add =</span> <span class="cn">TRUE</span></span>
+<span id="cb12-14"><a href="#cb12-14" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb12-15"><a href="#cb12-15" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Administrative status by size of area"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/typo_point-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="map-of-lines" class="level4" data-number="4.1.5.3">
+<h4 data-number="4.1.5.3" class="anchored" data-anchor-id="map-of-lines"><span class="header-section-number">4.1.5.3</span> Map of lines</h4>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb13"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="co">#Selection of roads that intersect the city of Siem Reap</span></span>
+<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a>pp <span class="ot">&lt;-</span> district[district<span class="sc">$</span>ADM1_EN <span class="sc">==</span> <span class="st">"Phnom Penh"</span>, ]</span>
+<span id="cb13-3"><a href="#cb13-3" aria-hidden="true" tabindex="-1"></a>road_pp <span class="ot">&lt;-</span> road[<span class="fu">st_intersects</span>(<span class="at">x =</span> road, <span class="at">y =</span> pp, <span class="at">sparse =</span> <span class="cn">FALSE</span>), ]</span>
+<span id="cb13-4"><a href="#cb13-4" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(pp)</span>
+<span id="cb13-5"><a href="#cb13-5" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(</span>
+<span id="cb13-6"><a href="#cb13-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> road_pp,</span>
+<span id="cb13-7"><a href="#cb13-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">var =</span> <span class="st">"fclass"</span>,</span>
+<span id="cb13-8"><a href="#cb13-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"typo"</span>,</span>
+<span id="cb13-9"><a href="#cb13-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">lwd =</span> <span class="fl">1.2</span>,</span>
+<span id="cb13-10"><a href="#cb13-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">pal =</span> <span class="fu">mf_get_pal</span>(<span class="at">n =</span> <span class="dv">6</span>, <span class="st">"Tropic"</span>),</span>
+<span id="cb13-11"><a href="#cb13-11" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_title =</span> <span class="st">"Types of road"</span>,</span>
+<span id="cb13-12"><a href="#cb13-12" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_pos =</span> <span class="st">"topright"</span>,</span>
+<span id="cb13-13"><a href="#cb13-13" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_frame =</span> T,</span>
+<span id="cb13-14"><a href="#cb13-14" aria-hidden="true" tabindex="-1"></a>  <span class="at">add =</span> <span class="cn">TRUE</span></span>
+<span id="cb13-15"><a href="#cb13-15" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb13-16"><a href="#cb13-16" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Administrative status"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/unnamed-chunk-2-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+</section>
+<section id="map-of-stocks-and-ratios" class="level3" data-number="4.1.6">
+<h3 data-number="4.1.6" class="anchored" data-anchor-id="map-of-stocks-and-ratios"><span class="header-section-number">4.1.6</span> Map of stocks and ratios</h3>
+<p>The function <code>mf_map(..., var = c("var1", "var2"), type = "prop_choro")</code> represents proportional symbols whose areas are proportional to the values of one variable and whose color is based on the discretization of a second variable. The function uses the arguments of the functions <code>mf_map(..., type = "prop")</code> and <code>mf_map(..., type = "choro")</code>.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb14"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(<span class="at">x =</span> district)</span>
+<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(</span>
+<span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> district,</span>
+<span id="cb14-4"><a href="#cb14-4" aria-hidden="true" tabindex="-1"></a>  <span class="at">var =</span> <span class="fu">c</span>(<span class="st">"T_POP"</span>, <span class="st">"DENS"</span>),</span>
+<span id="cb14-5"><a href="#cb14-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">val_max =</span> <span class="dv">500000</span>,</span>
+<span id="cb14-6"><a href="#cb14-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"prop_choro"</span>,</span>
+<span id="cb14-7"><a href="#cb14-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">border =</span> <span class="st">"grey60"</span>,</span>
+<span id="cb14-8"><a href="#cb14-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">lwd =</span> <span class="fl">0.5</span>,</span>
+<span id="cb14-9"><a href="#cb14-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_pos =</span> <span class="fu">c</span>(<span class="st">"bottomright"</span>, <span class="st">"bottomleft"</span>),</span>
+<span id="cb14-10"><a href="#cb14-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_title =</span> <span class="fu">c</span>(<span class="st">"Population"</span>, <span class="st">"Density of</span><span class="sc">\n</span><span class="st"> population</span><span class="sc">\n</span><span class="st">(inhabitants per km2)"</span>),</span>
+<span id="cb14-11"><a href="#cb14-11" aria-hidden="true" tabindex="-1"></a>  <span class="at">breaks =</span> <span class="st">"q6"</span>,</span>
+<span id="cb14-12"><a href="#cb14-12" aria-hidden="true" tabindex="-1"></a>  <span class="at">pal =</span> <span class="st">"Blues 3"</span>,</span>
+<span id="cb14-13"><a href="#cb14-13" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_val_rnd =</span> <span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">1</span>))</span>
+<span id="cb14-14"><a href="#cb14-14" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Population"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/choroprop-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="map-of-stocks-and-categories" class="level3" data-number="4.1.7">
+<h3 data-number="4.1.7" class="anchored" data-anchor-id="map-of-stocks-and-categories"><span class="header-section-number">4.1.7</span> Map of stocks and categories</h3>
+<p>The function <code>mf_map(..., var = c("var1", "var2"), type = "prop_typo")</code> represents proportional symbols whose areas are proportional to the values of one variable and whose color is based on the discretization of a second variable. The function uses the arguments of the <code>mf_map(..., type = "prop")</code> and function <code>mf_map(..., type = "typo")</code>.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb15"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(<span class="at">x =</span> district)</span>
+<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(</span>
+<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> district,</span>
+<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a>  <span class="at">var =</span> <span class="fu">c</span>(<span class="st">"Area.Km2."</span>, <span class="st">"Status"</span>),</span>
+<span id="cb15-5"><a href="#cb15-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"prop_typo"</span>,</span>
+<span id="cb15-6"><a href="#cb15-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">pal =</span> <span class="fu">c</span>(<span class="st">'#E8F9FD'</span>,<span class="st">'#FF7396'</span>,<span class="st">'#E4BAD4'</span>,<span class="st">'#FFE3FE'</span>),</span>
+<span id="cb15-7"><a href="#cb15-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">val_order =</span> <span class="fu">c</span>(<span class="st">"&lt;4500km2"</span>,<span class="st">"1st largest district"</span>, <span class="st">"2nd largest district"</span>, <span class="st">"3rd largest district"</span>),</span>
+<span id="cb15-8"><a href="#cb15-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_pos =</span> <span class="fu">c</span>(<span class="st">"bottomleft"</span>,<span class="st">"topleft"</span>),</span>
+<span id="cb15-9"><a href="#cb15-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">leg_title =</span> <span class="fu">c</span>(<span class="st">"Population</span><span class="sc">\n</span><span class="st">(2019)"</span>,</span>
+<span id="cb15-10"><a href="#cb15-10" aria-hidden="true" tabindex="-1"></a>                <span class="st">"Statut administratif"</span>),</span>
+<span id="cb15-11"><a href="#cb15-11" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb15-12"><a href="#cb15-12" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Population"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/typoprop-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+</section>
+<section id="layout" class="level2" data-number="4.2">
+<h2 data-number="4.2" class="anchored" data-anchor-id="layout"><span class="header-section-number">4.2</span> Layout</h2>
+<p>To be finalized, a thematic map must contain certain additional elements such as: title, author, source, scale, orientation…</p>
+<section id="example-data-1" class="level3" data-number="4.2.1">
+<h3 data-number="4.2.1" class="anchored" data-anchor-id="example-data-1"><span class="header-section-number">4.2.1</span> Example data</h3>
+<p>The following lines import the spatial information layers located in the <a href="https://www.geopackage.org/">geopackage</a> <strong>lot46.gpkg</strong> file.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb16"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(sf)</span>
+<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a>country <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"country"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)         <span class="co">#Import Cambodia country border</span></span>
+<span id="cb16-3"><a href="#cb16-3" aria-hidden="true" tabindex="-1"></a>education <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"education"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)     <span class="co">#Import provincial administrative border of Cambodia</span></span>
+<span id="cb16-4"><a href="#cb16-4" aria-hidden="true" tabindex="-1"></a>district <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"district"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)       <span class="co">#Import district administrative border of Cambodia</span></span>
+<span id="cb16-5"><a href="#cb16-5" aria-hidden="true" tabindex="-1"></a>road <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"road"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)               <span class="co">#Import roads data in Cambodia</span></span>
+<span id="cb16-6"><a href="#cb16-6" aria-hidden="true" tabindex="-1"></a>hospital <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"hospital"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)       <span class="co">#Import hospital data in Cambodia</span></span>
+<span id="cb16-7"><a href="#cb16-7" aria-hidden="true" tabindex="-1"></a>cases <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"cases"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)             <span class="co">#Import example data of fever_cases in Cambodia</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+</div>
+</section>
+<section id="themes" class="level3" data-number="4.2.2">
+<h3 data-number="4.2.2" class="anchored" data-anchor-id="themes"><span class="header-section-number">4.2.2</span> Themes</h3>
+<p>The function <code>mf_theme()</code> defines a cartographic theme. Using a theme allows you to define several graphic parameters which are then applied to the maps created with <code>mapsf</code>. These parameters are: the map margins, the main color, the background color, the position and the aspect of the title. A theme can also be defined with the <code>mf_init()</code> and function <code>mf_export()</code>.</p>
+<section id="use-a-predefined-theme" class="level4" data-number="4.2.2.1">
+<h4 data-number="4.2.2.1" class="anchored" data-anchor-id="use-a-predefined-theme"><span class="header-section-number">4.2.2.1</span> Use a predefined theme</h4>
+<p>A series of predefined themes are available by default (see <code>?mf_theme</code>).</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb17"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(mapsf)</span>
+<span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a><span class="co"># use of a background color for the figure, to see the use of margin</span></span>
+<span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a>opar <span class="ot">&lt;-</span> <span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">2</span>,<span class="dv">2</span>))</span>
+<span id="cb17-4"><a href="#cb17-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Using a predefined theme</span></span>
+<span id="cb17-5"><a href="#cb17-5" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_theme</span>(<span class="st">"default"</span>)</span>
+<span id="cb17-6"><a href="#cb17-6" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb17-7"><a href="#cb17-7" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Theme : 'default'"</span>)</span>
+<span id="cb17-8"><a href="#cb17-8" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb17-9"><a href="#cb17-9" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_theme</span>(<span class="st">"darkula"</span>)</span>
+<span id="cb17-10"><a href="#cb17-10" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb17-11"><a href="#cb17-11" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Theme : 'darkula'"</span>)</span>
+<span id="cb17-12"><a href="#cb17-12" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb17-13"><a href="#cb17-13" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_theme</span>(<span class="st">"candy"</span>)</span>
+<span id="cb17-14"><a href="#cb17-14" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb17-15"><a href="#cb17-15" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Theme : 'candy'"</span>)</span>
+<span id="cb17-16"><a href="#cb17-16" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb17-17"><a href="#cb17-17" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_theme</span>(<span class="st">"nevermind"</span>)</span>
+<span id="cb17-18"><a href="#cb17-18" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb17-19"><a href="#cb17-19" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Theme : 'nevermind'"</span>)</span>
+<span id="cb17-20"><a href="#cb17-20" aria-hidden="true" tabindex="-1"></a><span class="fu">par</span>(opar)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/them1-1.png" class="img-fluid" width="768"></p>
+</div>
+</div>
+</section>
+<section id="modify-an-existing-theme" class="level4" data-number="4.2.2.2">
+<h4 data-number="4.2.2.2" class="anchored" data-anchor-id="modify-an-existing-theme"><span class="header-section-number">4.2.2.2</span> Modify an existing theme</h4>
+<p>It is possible to modify an existing theme. In this example, we are using the “default” theme and modifying a few settings.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb18"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(mapsf)</span>
+<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a>opar <span class="ot">&lt;-</span> <span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>,<span class="dv">2</span>))</span>
+<span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_theme</span>(<span class="st">"default"</span>)</span>
+<span id="cb18-4"><a href="#cb18-4" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb18-5"><a href="#cb18-5" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"default"</span>)</span>
+<span id="cb18-6"><a href="#cb18-6" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb18-7"><a href="#cb18-7" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_theme</span>(<span class="st">"default"</span>, <span class="at">tab =</span> <span class="cn">FALSE</span>, <span class="at">font =</span> <span class="dv">4</span>, <span class="at">bg =</span> <span class="st">"grey60"</span>, <span class="at">pos =</span> <span class="st">"center"</span>)</span>
+<span id="cb18-8"><a href="#cb18-8" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb18-9"><a href="#cb18-9" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"modified default"</span>)</span>
+<span id="cb18-10"><a href="#cb18-10" aria-hidden="true" tabindex="-1"></a><span class="fu">par</span>(opar)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/theme2-1.png" class="img-fluid" width="768"></p>
+</div>
+</div>
+</section>
+<section id="create-a-theme" class="level4" data-number="4.2.2.3">
+<h4 data-number="4.2.2.3" class="anchored" data-anchor-id="create-a-theme"><span class="header-section-number">4.2.2.3</span> Create a theme</h4>
+<p>It is also possible to create a theme.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb19"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_theme</span>(</span>
+<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a>  <span class="at">bg =</span> <span class="st">"lightblue"</span>,    <span class="co"># background color</span></span>
+<span id="cb19-3"><a href="#cb19-3" aria-hidden="true" tabindex="-1"></a>  <span class="at">fg =</span> <span class="st">"tomato1"</span>,      <span class="co"># main color</span></span>
+<span id="cb19-4"><a href="#cb19-4" aria-hidden="true" tabindex="-1"></a>  <span class="at">mar =</span> <span class="fu">c</span>(<span class="dv">1</span>,<span class="dv">0</span>,<span class="fl">1.5</span>,<span class="dv">0</span>),  <span class="co"># margin</span></span>
+<span id="cb19-5"><a href="#cb19-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">tab =</span> <span class="cn">FALSE</span>,         <span class="co"># "tab" style for the title</span></span>
+<span id="cb19-6"><a href="#cb19-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">inner =</span> <span class="cn">FALSE</span>,       <span class="co"># title inside or outside of map area</span></span>
+<span id="cb19-7"><a href="#cb19-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">line =</span> <span class="fl">1.5</span>,          <span class="co"># space dedicated to title</span></span>
+<span id="cb19-8"><a href="#cb19-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">pos =</span> <span class="st">"center"</span>,      <span class="co"># heading position</span></span>
+<span id="cb19-9"><a href="#cb19-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">cex =</span> <span class="fl">1.5</span>,           <span class="co"># title size</span></span>
+<span id="cb19-10"><a href="#cb19-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">font =</span> <span class="dv">2</span>             <span class="co"># font types for title</span></span>
+<span id="cb19-11"><a href="#cb19-11" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb19-12"><a href="#cb19-12" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb19-13"><a href="#cb19-13" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"New theme"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/unnamed-chunk-4-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+</section>
+<section id="titles" class="level3" data-number="4.2.3">
+<h3 data-number="4.2.3" class="anchored" data-anchor-id="titles"><span class="header-section-number">4.2.3</span> Titles</h3>
+<p>The function <code>mf_title()</code> adds a title to a map.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb20"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_theme</span>(<span class="st">"default"</span>)</span>
+<span id="cb20-2"><a href="#cb20-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb20-3"><a href="#cb20-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Map title"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/unnamed-chunk-5-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+<p>It is possible to customize the appearance of the title</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb21"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(</span>
+<span id="cb21-3"><a href="#cb21-3" aria-hidden="true" tabindex="-1"></a>  <span class="at">txt =</span> <span class="st">"Map title"</span>, </span>
+<span id="cb21-4"><a href="#cb21-4" aria-hidden="true" tabindex="-1"></a>  <span class="at">pos =</span> <span class="st">"center"</span>, </span>
+<span id="cb21-5"><a href="#cb21-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">tab =</span> <span class="cn">FALSE</span>, </span>
+<span id="cb21-6"><a href="#cb21-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">bg =</span> <span class="st">"tomato3"</span>, </span>
+<span id="cb21-7"><a href="#cb21-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">fg =</span> <span class="st">"lightblue"</span>, </span>
+<span id="cb21-8"><a href="#cb21-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">cex =</span> <span class="fl">1.5</span>, </span>
+<span id="cb21-9"><a href="#cb21-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">line =</span> <span class="fl">1.7</span>, </span>
+<span id="cb21-10"><a href="#cb21-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">font =</span> <span class="dv">1</span>, </span>
+<span id="cb21-11"><a href="#cb21-11" aria-hidden="true" tabindex="-1"></a>  <span class="at">inner =</span> <span class="cn">FALSE</span></span>
+<span id="cb21-12"><a href="#cb21-12" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/unnamed-chunk-6-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="arrow-orientation" class="level3" data-number="4.2.4">
+<h3 data-number="4.2.4" class="anchored" data-anchor-id="arrow-orientation"><span class="header-section-number">4.2.4</span> Arrow orientation</h3>
+<p>The function <code>mf_arrow()</code> allows you to choose the position and aspect of orientation arrow.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb22"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_arrow</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/north-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="scale" class="level3" data-number="4.2.5">
+<h3 data-number="4.2.5" class="anchored" data-anchor-id="scale"><span class="header-section-number">4.2.5</span> Scale</h3>
+<p>The function <code>mf_scale()</code> allows you to choose the position and the aspect of the scale.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb23"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_scale</span>(</span>
+<span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a>  <span class="at">size =</span> <span class="dv">60</span>,</span>
+<span id="cb23-4"><a href="#cb23-4" aria-hidden="true" tabindex="-1"></a>  <span class="at">lwd =</span> <span class="dv">1</span>,</span>
+<span id="cb23-5"><a href="#cb23-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">cex =</span> <span class="fl">0.7</span></span>
+<span id="cb23-6"><a href="#cb23-6" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/scale-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="credits" class="level3" data-number="4.2.6">
+<h3 data-number="4.2.6" class="anchored" data-anchor-id="credits"><span class="header-section-number">4.2.6</span> Credits</h3>
+<p>The function <code>mf_credits()</code> displays a line of credits (sources, author, etc.).</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb24"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb24-2"><a href="#cb24-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_credits</span>(<span class="st">"IRD</span><span class="sc">\n</span><span class="st">Institut Pasteur du Cambodge, 2022"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/credit-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="complete-dressing" class="level3" data-number="4.2.7">
+<h3 data-number="4.2.7" class="anchored" data-anchor-id="complete-dressing"><span class="header-section-number">4.2.7</span> Complete dressing</h3>
+<p>The function <code>mf_layout()</code> displays all these elements.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb25"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_layout</span>(</span>
+<span id="cb25-3"><a href="#cb25-3" aria-hidden="true" tabindex="-1"></a>  <span class="at">title =</span> <span class="st">"Cambodia"</span>,</span>
+<span id="cb25-4"><a href="#cb25-4" aria-hidden="true" tabindex="-1"></a>  <span class="at">credits =</span> <span class="st">"IRD</span><span class="sc">\n</span><span class="st">Institut Pasteur du Cambodge, 2022"</span>,</span>
+<span id="cb25-5"><a href="#cb25-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">arrow =</span> <span class="cn">TRUE</span></span>
+<span id="cb25-6"><a href="#cb25-6" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/layout1-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="annotations" class="level3" data-number="4.2.8">
+<h3 data-number="4.2.8" class="anchored" data-anchor-id="annotations"><span class="header-section-number">4.2.8</span> Annotations</h3>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb26"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb26-2"><a href="#cb26-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_annotation</span>(district[district<span class="sc">$</span>ADM2_EN <span class="sc">==</span> <span class="st">"Bakan"</span>,], <span class="at">txt =</span> <span class="st">"Bakan"</span>, <span class="at">col_txt =</span> <span class="st">"darkred"</span>, <span class="at">halo =</span> <span class="cn">TRUE</span>, <span class="at">cex =</span> <span class="fl">1.5</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/unnamed-chunk-7-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="legends" class="level3" data-number="4.2.9">
+<h3 data-number="4.2.9" class="anchored" data-anchor-id="legends"><span class="header-section-number">4.2.9</span> Legends</h3>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb27"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb27-2"><a href="#cb27-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_legend</span>(</span>
+<span id="cb27-3"><a href="#cb27-3" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"prop"</span>, </span>
+<span id="cb27-4"><a href="#cb27-4" aria-hidden="true" tabindex="-1"></a>  <span class="at">val =</span> <span class="fu">c</span>(<span class="dv">1000</span>,<span class="dv">500</span>,<span class="dv">200</span>,<span class="dv">10</span>), </span>
+<span id="cb27-5"><a href="#cb27-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">inches =</span> .<span class="dv">2</span>, </span>
+<span id="cb27-6"><a href="#cb27-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">title =</span> <span class="st">"Population"</span>, </span>
+<span id="cb27-7"><a href="#cb27-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">pos =</span> <span class="st">"topleft"</span></span>
+<span id="cb27-8"><a href="#cb27-8" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb27-9"><a href="#cb27-9" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_legend</span>(</span>
+<span id="cb27-10"><a href="#cb27-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">type =</span> <span class="st">"choro"</span>, </span>
+<span id="cb27-11"><a href="#cb27-11" aria-hidden="true" tabindex="-1"></a>  <span class="at">val =</span> <span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">10</span>,<span class="dv">20</span>,<span class="dv">30</span>,<span class="dv">40</span>),</span>
+<span id="cb27-12"><a href="#cb27-12" aria-hidden="true" tabindex="-1"></a>  <span class="at">pal =</span> <span class="st">"Greens"</span>, </span>
+<span id="cb27-13"><a href="#cb27-13" aria-hidden="true" tabindex="-1"></a>  <span class="at">pos =</span> <span class="st">"bottomright"</span>, </span>
+<span id="cb27-14"><a href="#cb27-14" aria-hidden="true" tabindex="-1"></a>  <span class="at">val_rnd =</span> <span class="dv">0</span></span>
+<span id="cb27-15"><a href="#cb27-15" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/unnamed-chunk-8-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="labels" class="level3" data-number="4.2.10">
+<h3 data-number="4.2.10" class="anchored" data-anchor-id="labels"><span class="header-section-number">4.2.10</span> Labels</h3>
+<p>The function <code>mf_label()</code> is dedicated to displaying labels.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb28"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1" aria-hidden="true" tabindex="-1"></a>dist_selected <span class="ot">&lt;-</span> district[<span class="fu">st_intersects</span>(district, district[district<span class="sc">$</span>ADM2_EN <span class="sc">==</span> <span class="st">"Bakan"</span>, ], <span class="at">sparse =</span> F), ]</span>
+<span id="cb28-2"><a href="#cb28-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb28-3"><a href="#cb28-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(dist_selected)</span>
+<span id="cb28-4"><a href="#cb28-4" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_label</span>(</span>
+<span id="cb28-5"><a href="#cb28-5" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> dist_selected,</span>
+<span id="cb28-6"><a href="#cb28-6" aria-hidden="true" tabindex="-1"></a>  <span class="at">var =</span> <span class="st">"ADM2_EN"</span>,</span>
+<span id="cb28-7"><a href="#cb28-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">col=</span> <span class="st">"darkgreen"</span>,</span>
+<span id="cb28-8"><a href="#cb28-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">halo =</span> <span class="cn">TRUE</span>,</span>
+<span id="cb28-9"><a href="#cb28-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">overlap =</span> <span class="cn">FALSE</span>, </span>
+<span id="cb28-10"><a href="#cb28-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">lines =</span> <span class="cn">FALSE</span></span>
+<span id="cb28-11"><a href="#cb28-11" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb28-12"><a href="#cb28-12" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_scale</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/labs-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+<p>The argument <code>halo = TRUE</code> allows to display a slight halo around the labels and the argument <code>overlap = FALSE</code> allows to create non-overlapping labels.</p>
+</section>
+<section id="center-the-map-on-a-region" class="level3" data-number="4.2.11">
+<h3 data-number="4.2.11" class="anchored" data-anchor-id="center-the-map-on-a-region"><span class="header-section-number">4.2.11</span> Center the map on a region</h3>
+<p>The function <code>mf_init()</code> allows you to initialize a map by centering it on a spatial object.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb29"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb29-1"><a href="#cb29-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_init</span>(<span class="at">x =</span> dist_selected)</span>
+<span id="cb29-2"><a href="#cb29-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district, <span class="at">add =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb29-3"><a href="#cb29-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(dist_selected, <span class="at">col =</span> <span class="cn">NA</span>, <span class="at">border =</span> <span class="st">"#29a3a3"</span>, <span class="at">lwd =</span> <span class="dv">2</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/unnamed-chunk-9-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="displaying-several-maps-on-the-sam-figure" class="level3" data-number="4.2.12">
+<h3 data-number="4.2.12" class="anchored" data-anchor-id="displaying-several-maps-on-the-sam-figure"><span class="header-section-number">4.2.12</span> Displaying several maps on the sam figure</h3>
+<p>Here you have to use <code>mfrow</code> of the function <code>par()</code>. The first digit represents the number of of rows and second the number of columns.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb30"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1" aria-hidden="true" tabindex="-1"></a><span class="co"># define the figure layout (1 row, 2 columns)</span></span>
+<span id="cb30-2"><a href="#cb30-2" aria-hidden="true" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
+<span id="cb30-3"><a href="#cb30-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb30-4"><a href="#cb30-4" aria-hidden="true" tabindex="-1"></a><span class="co"># first map</span></span>
+<span id="cb30-5"><a href="#cb30-5" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb30-6"><a href="#cb30-6" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district, <span class="st">"Male"</span>, <span class="st">"prop"</span>, <span class="at">val_max =</span> <span class="dv">300000</span>)</span>
+<span id="cb30-7"><a href="#cb30-7" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Population, male"</span>)</span>
+<span id="cb30-8"><a href="#cb30-8" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb30-9"><a href="#cb30-9" aria-hidden="true" tabindex="-1"></a><span class="co"># second map</span></span>
+<span id="cb30-10"><a href="#cb30-10" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district)</span>
+<span id="cb30-11"><a href="#cb30-11" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district, <span class="st">"Female"</span>, <span class="st">"prop"</span>, <span class="at">val_max =</span> <span class="dv">300000</span>)</span>
+<span id="cb30-12"><a href="#cb30-12" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Population, female"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/mfrow0-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="exporting-maps" class="level3" data-number="4.2.13">
+<h3 data-number="4.2.13" class="anchored" data-anchor-id="exporting-maps"><span class="header-section-number">4.2.13</span> Exporting maps</h3>
+<p>It is quite difficult to export figures (maps or others) whose height/width ratio is satisfactory. The default ratio of figures in png format is 1 (480x480 pixels):</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb31"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a>dist_filter <span class="ot">&lt;-</span> district[district<span class="sc">$</span>ADM2_PCODE <span class="sc">==</span> <span class="st">"KH0808"</span>, ]</span>
+<span id="cb31-2"><a href="#cb31-2" aria-hidden="true" tabindex="-1"></a><span class="fu">png</span>(<span class="st">"img/dist_filter_1.png"</span>)</span>
+<span id="cb31-3"><a href="#cb31-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(dist_filter)</span>
+<span id="cb31-4"><a href="#cb31-4" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Filtered district"</span>)</span>
+<span id="cb31-5"><a href="#cb31-5" aria-hidden="true" tabindex="-1"></a><span class="fu">dev.off</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+</div>
+<div class="quarto-figure quarto-figure-center">
+<figure class="figure">
+<p><img src="img/dist_filter_1.png" class="img-fluid figure-img"></p>
+</figure>
+</div>
+<p>On this map a lot of space is lost to the left and right of the district.</p>
+<p>The function <code>mf_export()</code> allows exports of maps whose height/width ratio is controlled and corresponds to that of a spatial object.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb32"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb32-1"><a href="#cb32-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_export</span>(dist_filter, <span class="st">"img/dist_filter_2.png"</span>, <span class="at">width =</span> <span class="dv">480</span>)</span>
+<span id="cb32-2"><a href="#cb32-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(dist_filter)</span>
+<span id="cb32-3"><a href="#cb32-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Filtered district"</span>)</span>
+<span id="cb32-4"><a href="#cb32-4" aria-hidden="true" tabindex="-1"></a><span class="fu">dev.off</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+</div>
+<div class="quarto-figure quarto-figure-center">
+<figure class="figure">
+<p><img src="img/dist_filter_2.png" class="img-fluid figure-img" width="218"></p>
+</figure>
+</div>
+<p>The extent of this map is exactly that of the displayed region.</p>
+</section>
+<section id="adding-an-image-to-a-map" class="level3" data-number="4.2.14">
+<h3 data-number="4.2.14" class="anchored" data-anchor-id="adding-an-image-to-a-map"><span class="header-section-number">4.2.14</span> Adding an image to a map</h3>
+<p>This can be useful for adding a logo, a pictograph. The function <code>readPNG()</code> of package <code>png</code> allows the additional images on the figure.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb33"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb33-1"><a href="#cb33-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_theme</span>(<span class="st">"default"</span>, <span class="at">mar =</span> <span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">0</span>,<span class="dv">0</span>,<span class="dv">0</span>))</span>
+<span id="cb33-2"><a href="#cb33-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(png)</span>
+<span id="cb33-3"><a href="#cb33-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb33-4"><a href="#cb33-4" aria-hidden="true" tabindex="-1"></a>logo <span class="ot">&lt;-</span> <span class="fu">readPNG</span>(<span class="st">"img/ird_logo.png"</span>)       <span class="co">#Import image</span></span>
+<span id="cb33-5"><a href="#cb33-5" aria-hidden="true" tabindex="-1"></a>pp <span class="ot">&lt;-</span> <span class="fu">dim</span>(logo)[<span class="dv">2</span><span class="sc">:</span><span class="dv">1</span>]<span class="sc">*</span><span class="dv">200</span>                           <span class="co">#Image dimension in map unit (width and height of the original image)</span></span>
+<span id="cb33-6"><a href="#cb33-6" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb33-7"><a href="#cb33-7" aria-hidden="true" tabindex="-1"></a><span class="co">#The upper left corner of the department's bounding box</span></span>
+<span id="cb33-8"><a href="#cb33-8" aria-hidden="true" tabindex="-1"></a>xy <span class="ot">&lt;-</span> <span class="fu">st_bbox</span>(district)[<span class="fu">c</span>(<span class="dv">1</span>,<span class="dv">4</span>)]</span>
+<span id="cb33-9"><a href="#cb33-9" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district, <span class="at">col =</span> <span class="st">"#D1914D"</span>, <span class="at">border =</span> <span class="st">"white"</span>)</span>
+<span id="cb33-10"><a href="#cb33-10" aria-hidden="true" tabindex="-1"></a><span class="fu">rasterImage</span>(</span>
+<span id="cb33-11"><a href="#cb33-11" aria-hidden="true" tabindex="-1"></a>  <span class="at">image   =</span> logo,</span>
+<span id="cb33-12"><a href="#cb33-12" aria-hidden="true" tabindex="-1"></a>  <span class="at">xleft   =</span> xy[<span class="dv">1</span>] ,</span>
+<span id="cb33-13"><a href="#cb33-13" aria-hidden="true" tabindex="-1"></a>  <span class="at">ybottom =</span> xy[<span class="dv">2</span>] <span class="sc">-</span> pp[<span class="dv">2</span>],</span>
+<span id="cb33-14"><a href="#cb33-14" aria-hidden="true" tabindex="-1"></a>  <span class="at">xright  =</span> xy[<span class="dv">1</span>] <span class="sc">+</span> pp[<span class="dv">1</span>],</span>
+<span id="cb33-15"><a href="#cb33-15" aria-hidden="true" tabindex="-1"></a>  <span class="at">ytop    =</span> xy[<span class="dv">2</span>]</span>
+<span id="cb33-16"><a href="#cb33-16" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/logo-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="place-an-item-precisely-on-the-map" class="level3" data-number="4.2.15">
+<h3 data-number="4.2.15" class="anchored" data-anchor-id="place-an-item-precisely-on-the-map"><span class="header-section-number">4.2.15</span> Place an item precisely on the map</h3>
+<p>The function <code>locator()</code> allows clicking on the figure and obtaining the coordinate of a point in the coordinate system of the figure (of the map).</p>
+<div class="cell">
+<pre class="place cell-code"><code># locator(1)                                      # click to get coordinate on map
+# points(locator(1))                              # click to plot point on map
+# text(locator(1),                                # click to place the item on map
+#      labels ="Located any texts on map",        
+#      adj = c(0,0))
+</code></pre>
+</div>
+<p><video src="img/locator.webm" class="img-fluid" controls=""><a href="img/locator.webm">Video</a></video></p>
+<p><code>locator()</code>peut être utilisée sur la plupart des graphiques (pas ceux produits avec <code>ggplot2</code>).</p>
+<div class="callout-note callout callout-style-simple no-icon">
+<div class="callout-body d-flex">
+<div class="callout-icon-container">
+<i class="callout-icon no-icon"></i>
+</div>
+<div class="callout-body-container">
+<p><a href="https://rgeomatic.hypotheses.org/1837">How to interactively position legends and layout elements on a map with cartography</a></p>
+</div>
+</div>
+</div>
+</section>
+<section id="add-shading-to-a-layer" class="level3" data-number="4.2.16">
+<h3 data-number="4.2.16" class="anchored" data-anchor-id="add-shading-to-a-layer"><span class="header-section-number">4.2.16</span> Add shading to a layer</h3>
+<p>The function <code>mf_shadow()</code> allows to create a shadow to a layer of polygons.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb35"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb35-1"><a href="#cb35-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_shadow</span>(district)</span>
+<span id="cb35-2"><a href="#cb35-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district, <span class="at">add=</span><span class="cn">TRUE</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/shadow-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="creating-boxes" class="level3" data-number="4.2.17">
+<h3 data-number="4.2.17" class="anchored" data-anchor-id="creating-boxes"><span class="header-section-number">4.2.17</span> Creating Boxes</h3>
+<p>The function <code>mf_inset_on()</code> allows to start creation a box. You must then “close” the box with <code>mf_inset_off()</code>.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb36"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb36-1"><a href="#cb36-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_init</span>(<span class="at">x =</span> dist_selected, <span class="at">theme =</span> <span class="st">"agolalight"</span>, <span class="at">expandBB =</span> <span class="fu">c</span>(<span class="dv">0</span>,.<span class="dv">1</span>,<span class="dv">0</span>,.<span class="dv">5</span>)) </span>
+<span id="cb36-2"><a href="#cb36-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district, <span class="at">add =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb36-3"><a href="#cb36-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(dist_selected, <span class="at">col =</span> <span class="st">"tomato4"</span>, <span class="at">border =</span> <span class="st">"tomato1"</span>, <span class="at">lwd =</span> <span class="dv">2</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb36-4"><a href="#cb36-4" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb36-5"><a href="#cb36-5" aria-hidden="true" tabindex="-1"></a><span class="co"># Cambodia inset box</span></span>
+<span id="cb36-6"><a href="#cb36-6" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_inset_on</span>(<span class="at">x =</span> country, <span class="at">pos =</span> <span class="st">"topright"</span>, <span class="at">cex =</span> .<span class="dv">3</span>)</span>
+<span id="cb36-7"><a href="#cb36-7" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(country, <span class="at">lwd =</span> .<span class="dv">5</span>, <span class="at">border=</span> <span class="st">"grey90"</span>)</span>
+<span id="cb36-8"><a href="#cb36-8" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(dist_selected, <span class="at">col =</span> <span class="st">"tomato4"</span>, <span class="at">border =</span> <span class="st">"tomato1"</span>, <span class="at">lwd =</span> .<span class="dv">5</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb36-9"><a href="#cb36-9" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_scale</span>(<span class="at">size =</span> <span class="dv">100</span>, <span class="at">pos =</span> <span class="st">"bottomleft"</span>, <span class="at">cex =</span> .<span class="dv">6</span>, <span class="at">lwd =</span> .<span class="dv">5</span>)</span>
+<span id="cb36-10"><a href="#cb36-10" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_inset_off</span>()</span>
+<span id="cb36-11"><a href="#cb36-11" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb36-12"><a href="#cb36-12" aria-hidden="true" tabindex="-1"></a><span class="co"># District inset box</span></span>
+<span id="cb36-13"><a href="#cb36-13" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_inset_on</span>(<span class="at">x =</span> district, <span class="at">pos =</span> <span class="st">"bottomright"</span>, <span class="at">cex =</span> .<span class="dv">3</span>)</span>
+<span id="cb36-14"><a href="#cb36-14" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district, <span class="at">lwd =</span> <span class="fl">0.5</span>, <span class="at">border=</span> <span class="st">"grey90"</span>)</span>
+<span id="cb36-15"><a href="#cb36-15" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(dist_selected, <span class="at">col =</span> <span class="st">"tomato4"</span>, <span class="at">border =</span> <span class="st">"tomato1"</span>, <span class="at">lwd =</span> .<span class="dv">5</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb36-16"><a href="#cb36-16" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_scale</span>(<span class="at">size =</span> <span class="dv">100</span>, <span class="at">pos =</span> <span class="st">"bottomright"</span>, <span class="at">cex =</span> .<span class="dv">6</span>, <span class="at">lwd =</span> .<span class="dv">5</span>)</span>
+<span id="cb36-17"><a href="#cb36-17" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_inset_off</span>()</span>
+<span id="cb36-18"><a href="#cb36-18" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb36-19"><a href="#cb36-19" aria-hidden="true" tabindex="-1"></a><span class="co"># World inset box</span></span>
+<span id="cb36-20"><a href="#cb36-20" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_inset_on</span>(<span class="at">x =</span> <span class="st">"worldmap"</span>, <span class="at">pos =</span> <span class="st">"topleft"</span>)</span>
+<span id="cb36-21"><a href="#cb36-21" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_worldmap</span>(dist_selected, <span class="at">land_col =</span> <span class="st">"#cccccc"</span>, <span class="at">border_col =</span> <span class="cn">NA</span>, </span>
+<span id="cb36-22"><a href="#cb36-22" aria-hidden="true" tabindex="-1"></a>            <span class="at">water_col =</span>  <span class="st">"#e3e3e3"</span>, <span class="at">col =</span> <span class="st">"tomato4"</span>)</span>
+<span id="cb36-23"><a href="#cb36-23" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb36-24"><a href="#cb36-24" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_inset_off</span>()</span>
+<span id="cb36-25"><a href="#cb36-25" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Bakan district and its surroundings"</span>)</span>
+<span id="cb36-26"><a href="#cb36-26" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_scale</span>(<span class="dv">10</span>, <span class="at">pos =</span> <span class="st">'bottomleft'</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/inset-1.png" class="img-fluid" width="624"></p>
+</div>
+</div>
+</section>
+</section>
+<section id="d-maps" class="level2" data-number="4.3">
+<h2 data-number="4.3" class="anchored" data-anchor-id="d-maps"><span class="header-section-number">4.3</span> 3D maps</h2>
+<section id="linemap" class="level3" data-number="4.3.1">
+<h3 data-number="4.3.1" class="anchored" data-anchor-id="linemap"><span class="header-section-number">4.3.1</span> linemap</h3>
+<p>The package <code>linemap</code> <span class="citation" data-cites="linemap">(<a href="references.html#ref-linemap" role="doc-biblioref">Giraud 2021</a>)</span> allows you to make maps made up of lines.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb37"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb37-1"><a href="#cb37-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(linemap)</span>
+<span id="cb37-2"><a href="#cb37-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(mapsf)</span>
+<span id="cb37-3"><a href="#cb37-3" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(sf)</span>
+<span id="cb37-4"><a href="#cb37-4" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(dplyr)</span>
+<span id="cb37-5"><a href="#cb37-5" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb37-6"><a href="#cb37-6" aria-hidden="true" tabindex="-1"></a>pp <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/PP.gpkg"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)      <span class="co"># import Phnom Penh administrative border</span></span>
+<span id="cb37-7"><a href="#cb37-7" aria-hidden="true" tabindex="-1"></a>pp_pop_dens <span class="ot">&lt;-</span> <span class="fu">getgrid</span>(<span class="at">x =</span> pp, <span class="at">cellsize =</span><span class="dv">1000</span>, <span class="at">var =</span> <span class="st">"DENs"</span>)   <span class="co"># create population density in grid format  (pop density/1km)</span></span>
+<span id="cb37-8"><a href="#cb37-8" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb37-9"><a href="#cb37-9" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_init</span>(pp)</span>
+<span id="cb37-10"><a href="#cb37-10" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb37-11"><a href="#cb37-11" aria-hidden="true" tabindex="-1"></a><span class="fu">linemap</span>(</span>
+<span id="cb37-12"><a href="#cb37-12" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> pp_pop_dens,  </span>
+<span id="cb37-13"><a href="#cb37-13" aria-hidden="true" tabindex="-1"></a>  <span class="at">var =</span> <span class="st">"DENs"</span>,</span>
+<span id="cb37-14"><a href="#cb37-14" aria-hidden="true" tabindex="-1"></a>  <span class="at">k =</span> <span class="dv">1</span>,</span>
+<span id="cb37-15"><a href="#cb37-15" aria-hidden="true" tabindex="-1"></a>  <span class="at">threshold =</span> <span class="dv">5</span>, </span>
+<span id="cb37-16"><a href="#cb37-16" aria-hidden="true" tabindex="-1"></a>  <span class="at">lwd =</span> <span class="dv">1</span>,</span>
+<span id="cb37-17"><a href="#cb37-17" aria-hidden="true" tabindex="-1"></a>  <span class="at">col =</span> <span class="st">"ivory1"</span>,</span>
+<span id="cb37-18"><a href="#cb37-18" aria-hidden="true" tabindex="-1"></a>  <span class="at">border =</span> <span class="st">"ivory4"</span>,</span>
+<span id="cb37-19"><a href="#cb37-19" aria-hidden="true" tabindex="-1"></a>  <span class="at">add =</span> T)</span>
+<span id="cb37-20"><a href="#cb37-20" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb37-21"><a href="#cb37-21" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Phnom Penh Population Density, 2019"</span>)</span>
+<span id="cb37-22"><a href="#cb37-22" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_credits</span>(<span class="st">"Humanitarian Data Exchange, 2022</span><span class="sc">\n</span><span class="st">unit data:km2"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/linemap-1.png" class="img-fluid" width="672"></p>
+</div>
+<div class="sourceCode cell-code" id="cb38"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb38-1"><a href="#cb38-1" aria-hidden="true" tabindex="-1"></a><span class="co"># url = "https://data.humdata.org/dataset/1803994d-6218-4b98-ac3a-30c7f85c6dbc/resource/f30b0f4b-1c40-45f3-986d-2820375ea8dd/download/health_facility.zip"</span></span>
+<span id="cb38-2"><a href="#cb38-2" aria-hidden="true" tabindex="-1"></a><span class="co"># health_facility.zip = "health_facility.zip"</span></span>
+<span id="cb38-3"><a href="#cb38-3" aria-hidden="true" tabindex="-1"></a><span class="co"># download.file(url, destfile = health_facility.zip)</span></span>
+<span id="cb38-4"><a href="#cb38-4" aria-hidden="true" tabindex="-1"></a><span class="co"># unzip(health_facility.zip) # Unzipped files are in a new folder named Health</span></span>
+<span id="cb38-5"><a href="#cb38-5" aria-hidden="true" tabindex="-1"></a><span class="co"># list.files(path="Health")</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+</div>
+</section>
+<section id="relief-tanaka" class="level3" data-number="4.3.2">
+<h3 data-number="4.3.2" class="anchored" data-anchor-id="relief-tanaka"><span class="header-section-number">4.3.2</span> Relief Tanaka</h3>
+<p>We use the <code>tanaka</code> package <span class="citation" data-cites="tanaka">(<a href="references.html#ref-tanaka" role="doc-biblioref">Giraud 2022b</a>)</span> which provides a method <span class="citation" data-cites="tanaka1950">(<a href="references.html#ref-tanaka1950" role="doc-biblioref">Tanaka 1950</a>)</span> used to improve the perception of relief.</p>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb39"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb39-1"><a href="#cb39-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tanaka)</span>
+<span id="cb39-2"><a href="#cb39-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(terra)</span>
+<span id="cb39-3"><a href="#cb39-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb39-4"><a href="#cb39-4" aria-hidden="true" tabindex="-1"></a>rpop <span class="ot">&lt;-</span> <span class="fu">rast</span>(<span class="st">"data_cambodia/khm_pd_2019_1km_utm.tif"</span>)     <span class="co"># Import population raster data (in UTM)</span></span>
+<span id="cb39-5"><a href="#cb39-5" aria-hidden="true" tabindex="-1"></a>district <span class="ot">=</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"district"</span>, <span class="at">quiet =</span> <span class="cn">TRUE</span>)   <span class="co"># Import Cambodian districts layer</span></span>
+<span id="cb39-6"><a href="#cb39-6" aria-hidden="true" tabindex="-1"></a>district <span class="ot">&lt;-</span> <span class="fu">st_transform</span>(district, <span class="fu">st_crs</span>(rpop))    <span class="co"># Transform data into the same coordinate system</span></span>
+<span id="cb39-7"><a href="#cb39-7" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb39-8"><a href="#cb39-8" aria-hidden="true" tabindex="-1"></a>mat <span class="ot">&lt;-</span> <span class="fu">focalMat</span>(<span class="at">x =</span> rpop, <span class="at">d =</span> <span class="fu">c</span>(<span class="dv">1500</span>), <span class="at">type =</span> <span class="st">"Gauss"</span>)  <span class="co"># Raster smoothing</span></span>
+<span id="cb39-9"><a href="#cb39-9" aria-hidden="true" tabindex="-1"></a>rpopl <span class="ot">&lt;-</span> <span class="fu">focal</span>(<span class="at">x =</span> rpop, <span class="at">w =</span> mat, <span class="at">fun =</span> sum, <span class="at">na.rm =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb39-10"><a href="#cb39-10" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb39-11"><a href="#cb39-11" aria-hidden="true" tabindex="-1"></a><span class="co"># Mapping</span></span>
+<span id="cb39-12"><a href="#cb39-12" aria-hidden="true" tabindex="-1"></a>cols <span class="ot">&lt;-</span> <span class="fu">hcl.colors</span>(<span class="dv">8</span>, <span class="st">"Reds"</span>, <span class="at">alpha =</span> <span class="dv">1</span>, <span class="at">rev =</span> T)[<span class="sc">-</span><span class="dv">1</span>]</span>
+<span id="cb39-13"><a href="#cb39-13" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_theme</span>(<span class="st">"agolalight"</span>)</span>
+<span id="cb39-14"><a href="#cb39-14" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_init</span>(district)</span>
+<span id="cb39-15"><a href="#cb39-15" aria-hidden="true" tabindex="-1"></a><span class="fu">tanaka</span>(<span class="at">x =</span> rpop, <span class="at">breaks =</span> <span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">10</span>,<span class="dv">25</span>,<span class="dv">50</span>,<span class="dv">100</span>,<span class="dv">250</span>,<span class="dv">500</span>,<span class="dv">64265</span>),</span>
+<span id="cb39-16"><a href="#cb39-16" aria-hidden="true" tabindex="-1"></a>       <span class="at">col =</span> cols, <span class="at">add =</span> T, <span class="at">mask =</span> district, <span class="at">legend.pos =</span> <span class="st">"n"</span>)</span>
+<span id="cb39-17"><a href="#cb39-17" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_legend</span>(<span class="at">type =</span> <span class="st">"choro"</span>, <span class="at">pos =</span> <span class="st">"bottomright"</span>, </span>
+<span id="cb39-18"><a href="#cb39-18" aria-hidden="true" tabindex="-1"></a>          <span class="at">val =</span> <span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">10</span>,<span class="dv">25</span>,<span class="dv">50</span>,<span class="dv">100</span>,<span class="dv">250</span>,<span class="dv">500</span>,<span class="dv">64265</span>), <span class="at">pal =</span> cols,</span>
+<span id="cb39-19"><a href="#cb39-19" aria-hidden="true" tabindex="-1"></a>          <span class="at">bg =</span> <span class="st">"#EDF4F5"</span>, <span class="at">fg =</span> <span class="cn">NA</span>, <span class="at">frame =</span> T, <span class="at">val_rnd =</span> <span class="dv">0</span>,</span>
+<span id="cb39-20"><a href="#cb39-20" aria-hidden="true" tabindex="-1"></a>          <span class="at">title =</span> <span class="st">"Population</span><span class="sc">\n</span><span class="st">per km2"</span>)</span>
+<span id="cb39-21"><a href="#cb39-21" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Population density of Cambodia, 2019"</span>)</span>
+<span id="cb39-22"><a href="#cb39-22" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_credits</span>(<span class="st">"Humanitarian Data Exchange, 2022"</span>,</span>
+<span id="cb39-23"><a href="#cb39-23" aria-hidden="true" tabindex="-1"></a>           <span class="at">bg =</span> <span class="st">"#EDF4F5"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/tanaka-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+<div class="callout-note callout callout-style-simple no-icon">
+<div class="callout-body d-flex">
+<div class="callout-icon-container">
+<i class="callout-icon no-icon"></i>
+</div>
+<div class="callout-body-container">
+<p><a href="https://rgeomatic.hypotheses.org/1758">The tanaka package</a></p>
+</div>
+</div>
+</div>
+</section>
+</section>
+<section id="cartographic-transformation" class="level2" data-number="4.4">
+<h2 data-number="4.4" class="anchored" data-anchor-id="cartographic-transformation"><span class="header-section-number">4.4</span> Cartographic Transformation</h2>
+<blockquote class="blockquote">
+<p>classical anamorphosis is a representation of States(or any cells) by <strong>rectangle or any polygons</strong> according to a <strong>quantities</strong> attached to them. (…) We strive to <strong>keep the general arrangement</strong> of meshes or the silhouette of the continent.”<br>
+<span class="citation" data-cites="Brunet93">Brunet, Ferras, and Théry (<a href="references.html#ref-Brunet93" role="doc-biblioref">1993</a>)</span></p>
+</blockquote>
+<p>3 types of anamorphoses or cartograms are presented here:</p>
+<ul>
+<li>Dorling’s cartograms <span class="citation" data-cites="Dorling96">(<a href="references.html#ref-Dorling96" role="doc-biblioref">Dorling 1996</a>)</span></li>
+<li>Non-contiguous cartograms <span class="citation" data-cites="Olson76">(<a href="references.html#ref-Olson76" role="doc-biblioref">Olson 1976</a>)</span></li>
+<li>Contiguous cartograms <span class="citation" data-cites="Dougenik85">(<a href="references.html#ref-Dougenik85" role="doc-biblioref">Dougenik, Chrisman, and Niemeyer 1985</a>)</span></li>
+</ul>
+<div class="callout-note callout callout-style-simple no-icon">
+<div class="callout-body d-flex">
+<div class="callout-icon-container">
+<i class="callout-icon no-icon"></i>
+</div>
+<div class="callout-body-container">
+<p>A comprehensive course on anamorphoses : <a href="https://neocarto.hypotheses.org/366">Les anamorphoses cartographiques</a> <span class="citation" data-cites="Lambert15">(<a href="references.html#ref-Lambert15" role="doc-biblioref">Lambert 2015</a>)</span>.</p>
+</div>
+</div>
+</div>
+<div class="callout-note callout callout-style-simple no-icon">
+<div class="callout-body d-flex">
+<div class="callout-icon-container">
+<i class="callout-icon no-icon"></i>
+</div>
+<div class="callout-body-container">
+<p><a href="https://rgeomatic.hypotheses.org/1361">Make cartograms with R</a></p>
+</div>
+</div>
+</div>
+<p>To make the cartograms we use the package <code>cartogram</code> <span class="citation" data-cites="cartogram">(<a href="references.html#ref-cartogram" role="doc-biblioref">Jeworutzki 2020</a>)</span>.</p>
+<section id="dorlings-cartograms" class="level3" data-number="4.4.1">
+<h3 data-number="4.4.1" class="anchored" data-anchor-id="dorlings-cartograms"><span class="header-section-number">4.4.1</span> Dorling’s cartograms</h3>
+<p>The territories are represented by figures (circles, squares or rectangles) which do not overlap, the surface of which are proportional to a variable. The proportion of the figures are defined according to the starting positions.</p>
+<div class="quarto-figure quarto-figure-center">
+<figure class="figure">
+<p><img src="img/dorling.png" class="img-fluid figure-img" width="600"></p>
+</figure>
+</div>
+<div class="cell" type="rmdmoins">
+
+<div class="rmdmoins">
+Space is quite poorly identified.<br>
+You can name the circles to get your bearings and/or use the color to make clusters appear and better identify the geographical blocks.
+</div>
+</div>
+<div class="cell" type="rmdplus">
+
+<div class="rmdplus">
+The perception of quantities is very good. The circle sizes are really comarable.
+</div>
+</div>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb40"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb40-1"><a href="#cb40-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(mapsf)</span>
+<span id="cb40-2"><a href="#cb40-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(cartogram)</span>
+<span id="cb40-3"><a href="#cb40-3" aria-hidden="true" tabindex="-1"></a>district <span class="ot">&lt;-</span> <span class="fu">st_read</span>(<span class="st">"data_cambodia/cambodia.gpkg"</span>, <span class="at">layer =</span> <span class="st">"district"</span> , <span class="at">quiet =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb40-4"><a href="#cb40-4" aria-hidden="true" tabindex="-1"></a>dist_dorling <span class="ot">&lt;-</span> <span class="fu">cartogram_dorling</span>(<span class="at">x =</span> district, <span class="at">weight =</span> <span class="st">"T_POP"</span>, <span class="at">k =</span> <span class="fl">0.7</span>)</span>
+<span id="cb40-5"><a href="#cb40-5" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(dist_dorling, <span class="at">col =</span> <span class="st">"#40E0D0"</span>, <span class="at">border=</span> <span class="st">"white"</span>)</span>
+<span id="cb40-6"><a href="#cb40-6" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_label</span>(</span>
+<span id="cb40-7"><a href="#cb40-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">x =</span> dist_dorling[<span class="fu">order</span>(dist_dorling<span class="sc">$</span>T_POP, <span class="at">decreasing =</span> <span class="cn">TRUE</span>), ][<span class="dv">1</span><span class="sc">:</span><span class="dv">10</span>,], </span>
+<span id="cb40-8"><a href="#cb40-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">var =</span> <span class="st">"ADM2_EN"</span>,</span>
+<span id="cb40-9"><a href="#cb40-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">overlap =</span> <span class="cn">FALSE</span>, </span>
+<span id="cb40-10"><a href="#cb40-10" aria-hidden="true" tabindex="-1"></a>  <span class="co"># show.lines = FALSE,</span></span>
+<span id="cb40-11"><a href="#cb40-11" aria-hidden="true" tabindex="-1"></a>  <span class="at">halo =</span> <span class="cn">TRUE</span>, </span>
+<span id="cb40-12"><a href="#cb40-12" aria-hidden="true" tabindex="-1"></a>  <span class="at">r =</span> <span class="fl">0.15</span></span>
+<span id="cb40-13"><a href="#cb40-13" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb40-14"><a href="#cb40-14" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Population of District - Dorling Cartogram"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/dorling-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+<p>The parameter <code>k</code> allows to vary the expansion factor of the circles.</p>
+</section>
+<section id="non-continuous-cartograms" class="level3" data-number="4.4.2">
+<h3 data-number="4.4.2" class="anchored" data-anchor-id="non-continuous-cartograms"><span class="header-section-number">4.4.2</span> Non-continuous cartograms</h3>
+<p>The size of the polygons is proportional to a variable. The arrangement of the polygons relative to each other is preserved. The shape of the polygons is similar.</p>
+<div class="quarto-figure quarto-figure-center">
+<figure class="figure">
+<p><img src="img/nccartogram.png" class="img-fluid figure-img"></p>
+</figure>
+</div>
+<p><span class="citation" data-cites="Cauvin13">(<a href="references.html#ref-Cauvin13" role="doc-biblioref">Cauvin, Escobar, and Serradj 2013</a>)</span></p>
+<div class="cell" type="rmdmoins">
+
+<div class="rmdmoins">
+The topology of the regions is lost.
+</div>
+</div>
+<div class="cell" type="rmdplus">
+
+<div class="rmdplus">
+The converstion of the polygons shape is optimal.
+</div>
+</div>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb41"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb41-1"><a href="#cb41-1" aria-hidden="true" tabindex="-1"></a>dist_ncont <span class="ot">&lt;-</span> <span class="fu">cartogram_ncont</span>(<span class="at">x =</span> district, <span class="at">weight =</span> <span class="st">"T_POP"</span>, <span class="at">k =</span> <span class="fl">1.2</span>)</span>
+<span id="cb41-2"><a href="#cb41-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district, <span class="at">col =</span> <span class="cn">NA</span>, <span class="at">border =</span> <span class="st">"#FDFEFE"</span>, <span class="at">lwd =</span> <span class="fl">1.5</span>)</span>
+<span id="cb41-3"><a href="#cb41-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(dist_ncont, <span class="at">col =</span> <span class="st">"#20B2AA"</span>, <span class="at">border=</span> <span class="st">"white"</span>, <span class="at">add =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb41-4"><a href="#cb41-4" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Population of District - Non-continuous cartograms"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/olson-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+<p>The parameter <code>k</code> allows to vary the expansion of the polygons.</p>
+</section>
+<section id="continuous-cartograms" class="level3" data-number="4.4.3">
+<h3 data-number="4.4.3" class="anchored" data-anchor-id="continuous-cartograms"><span class="header-section-number">4.4.3</span> Continuous cartograms</h3>
+<p>The size of the polygons is proportional to variable. The arrangement of the polygons relative to each other is preserved. To maintain contiguity, the sape of the polygons is heavily transformed.</p>
+<div class="quarto-figure quarto-figure-center">
+<figure class="figure">
+<p><img src="img/cartogram.jpg" class="img-fluid figure-img" width="600"></p>
+</figure>
+</div>
+<p><span class="citation" data-cites="Paull16">(<a href="references.html#ref-Paull16" role="doc-biblioref">Paull and Hennig 2016</a>)</span></p>
+<div class="cell" type="rmdmoins">
+
+<div class="rmdmoins">
+The shape of the polygond is strongly distorted.
+</div>
+</div>
+<div class="cell" type="rmdplus">
+
+<div class="rmdplus">
+<p>It is a “real geographical map”: topology and contiguity are preserved.</p>
+</div>
+</div>
+<div class="cell">
+<div class="sourceCode cell-code" id="cb42"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb42-1"><a href="#cb42-1" aria-hidden="true" tabindex="-1"></a>dist_ncont <span class="ot">&lt;-</span> <span class="fu">cartogram_cont</span>(<span class="at">x =</span> district, <span class="at">weight =</span> <span class="st">"DENs"</span>, <span class="at">maxSizeError =</span> <span class="dv">6</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output cell-output-stderr">
+<pre><code>Mean size error for iteration 1: 15.8686749410166</code></pre>
+</div>
+<div class="cell-output cell-output-stderr">
+<pre><code>Mean size error for iteration 2: 12.1107731631101</code></pre>
+</div>
+<div class="cell-output cell-output-stderr">
+<pre><code>Mean size error for iteration 3: 9.98940057337996</code></pre>
+</div>
+<div class="cell-output cell-output-stderr">
+<pre><code>Mean size error for iteration 4: 8.62323208787643</code></pre>
+</div>
+<div class="cell-output cell-output-stderr">
+<pre><code>Mean size error for iteration 5: 7.60706404894655</code></pre>
+</div>
+<div class="cell-output cell-output-stderr">
+<pre><code>Mean size error for iteration 6: 6.83561617758241</code></pre>
+</div>
+<div class="cell-output cell-output-stderr">
+<pre><code>Mean size error for iteration 7: 10.1399490743501</code></pre>
+</div>
+<div class="cell-output cell-output-stderr">
+<pre><code>Mean size error for iteration 8: 5.79418495291592</code></pre>
+</div>
+<div class="sourceCode cell-code" id="cb51"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb51-1"><a href="#cb51-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(dist_ncont, <span class="at">col =</span> <span class="st">"#66CDAA"</span>, <span class="at">border=</span> <span class="st">"white"</span>, <span class="at">add =</span> <span class="cn">FALSE</span>)</span>
+<span id="cb51-2"><a href="#cb51-2" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_title</span>(<span class="st">"Population of District - Continuous cartograms"</span>)</span>
+<span id="cb51-3"><a href="#cb51-3" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_inset_on</span>(district, <span class="at">cex =</span> .<span class="dv">2</span>, <span class="at">pos =</span> <span class="st">"bottomleft"</span>)</span>
+<span id="cb51-4"><a href="#cb51-4" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_map</span>(district, <span class="at">lwd =</span> .<span class="dv">5</span>)</span>
+<span id="cb51-5"><a href="#cb51-5" aria-hidden="true" tabindex="-1"></a><span class="fu">mf_inset_off</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="cell-output-display">
+<p><img src="05-mapping_with_r_files/figure-html/dougenik-1.png" class="img-fluid" width="672"></p>
+</div>
+</div>
+</section>
+<section id="stengths-and-weaknessses-of-cartograms" class="level3" data-number="4.4.4">
+<h3 data-number="4.4.4" class="anchored" data-anchor-id="stengths-and-weaknessses-of-cartograms"><span class="header-section-number">4.4.4</span> Stengths and weaknessses of cartograms</h3>
+<p>cartograms are cartographic representations perceived as <strong>innovative</strong> (although the method is 40 years old). These very generalize images capture <strong>quantities</strong> and <strong>gradients</strong> well. These are real <strong>communication</strong> images that <strong>provoke</strong>, arouse <strong>interest</strong>, convey a strong <strong>message</strong>, <strong>challenge</strong>.</p>
+<p>But cartograms induce a loss of <strong>visual cues</strong> (difficult to find one’s country or region on the map), require a <strong>reading effort</strong> which can be significant and do not make it possible to manage <strong>missing data</strong>.</p>
+
+
+<div id="refs" class="references csl-bib-body hanging-indent" role="doc-bibliography" style="display: none">
+<div id="ref-Brunet93" class="csl-entry" role="doc-biblioentry">
+Brunet, Roger, Robert Ferras, and Hervé Théry. 1993. <em>Les Mots de La g<span>é</span>ographie: Dictionnaire Critique</em>. 03) 911 BRU.
+</div>
+<div id="ref-Cauvin13" class="csl-entry" role="doc-biblioentry">
+Cauvin, Colette, Francisco Escobar, and Aziz Serradj. 2013. <em>Thematic Cartography, Cartography and the Impact of the Quantitative Revolution</em>. Vol. 2. John Wiley &amp; Sons.
+</div>
+<div id="ref-Dorling96" class="csl-entry" role="doc-biblioentry">
+Dorling, Daniel. 1996. <em>Area Cartograms: Their Use and Creation, Concepts and Techniques in Modern Geography</em>. Vol. 59. CATMOG: Concepts and Techniques in Modern Geography. Institute of British Geographers.
+</div>
+<div id="ref-Dougenik85" class="csl-entry" role="doc-biblioentry">
+Dougenik, James A, Nicholas R Chrisman, and Duane R Niemeyer. 1985. <span>“An Algorithm to Construct Continuous Area Cartograms.”</span> <em>The Professional Geographer</em> 37 (1): 75–81.
+</div>
+<div id="ref-linemap" class="csl-entry" role="doc-biblioentry">
+Giraud, Timothée. 2021. <span>“Linemap: Line Maps.”</span> <a href="https://CRAN.R-project.org/package=linemap">https://CRAN.R-project.org/package=linemap</a>.
+</div>
+<div id="ref-mapsf" class="csl-entry" role="doc-biblioentry">
+———. 2022a. <span>“Mapsf: Thematic Cartography.”</span> <a href="https://CRAN.R-project.org/package=mapsf">https://CRAN.R-project.org/package=mapsf</a>.
+</div>
+<div id="ref-tanaka" class="csl-entry" role="doc-biblioentry">
+———. 2022b. <span>“Tanaka: Design Shaded Contour Lines (or Tanaka) Maps.”</span> <a href="https://CRAN.R-project.org/package=tanaka">https://CRAN.R-project.org/package=tanaka</a>.
+</div>
+<div id="ref-cartogram" class="csl-entry" role="doc-biblioentry">
+Jeworutzki, Sebastian. 2020. <span>“Cartogram: Create Cartograms with r.”</span> <a href="https://CRAN.R-project.org/package=cartogram">https://CRAN.R-project.org/package=cartogram</a>.
+</div>
+<div id="ref-Lambert15" class="csl-entry" role="doc-biblioentry">
+Lambert, Nicolas. 2015. <span>“Les Anamorphoses Cartographiques.”</span> Blog. <em>Carnet Néocartographique</em>. <a href="https://neocarto.hypotheses.org/366" class="uri">https://neocarto.hypotheses.org/366</a>.
+</div>
+<div id="ref-Olson76" class="csl-entry" role="doc-biblioentry">
+Olson, Judy M. 1976. <span>“Noncontiguous Area Cartograms.”</span> <em>The Professional Geographer</em> 28 (4): 371–80.
+</div>
+<div id="ref-Paull16" class="csl-entry" role="doc-biblioentry">
+Paull, John, and Benjamin Hennig. 2016. <span>“Atlas of Organics: Four Maps of the World of Organic Agriculture.”</span> <em>Journal of Organics</em> 3 (1): 25–32.
+</div>
+<div id="ref-tanaka1950" class="csl-entry" role="doc-biblioentry">
+Tanaka, Kitiro. 1950. <span>“The Relief Contour Method of Representing Topography on Maps.”</span> <em>Geographical Review</em> 40 (3): 444. <a href="https://doi.org/10.2307/211219">https://doi.org/10.2307/211219</a>.
+</div>
+</div>
+</section>
+</section>
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diff --git a/public/references.html b/public/references.html
index 9c6dd05f3da1bd51d9f222b885b2853eee0aa79a..107451aa80378f2c43e2f670200077e6124d309e 100644
--- a/public/references.html
+++ b/public/references.html
@@ -44,7 +44,7 @@ div.csl-indent {
 <script src="site_libs/quarto-search/fuse.min.js"></script>
 <script src="site_libs/quarto-search/quarto-search.js"></script>
 <meta name="quarto:offset" content="./">
-<link href="./01-introduction.html" rel="prev">
+<link href="./05-mapping_with_r.html" rel="prev">
 <script src="site_libs/quarto-html/quarto.js"></script>
 <script src="site_libs/quarto-html/popper.min.js"></script>
 <script src="site_libs/quarto-html/tippy.umd.min.js"></script>
@@ -119,6 +119,21 @@ div.csl-indent {
   <div class="sidebar-item-container"> 
   <a href="./01-introduction.html" class="sidebar-item-text sidebar-link"><span class="chapter-number">1</span>&nbsp; <span class="chapter-title">Introduction</span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./02-data_acquisition.html" class="sidebar-item-text sidebar-link"><span class="chapter-number">2</span>&nbsp; <span class="chapter-title">Data Acquisition</span></a>
+  </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./03-vector_data.html" class="sidebar-item-text sidebar-link"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Vector Data</span></a>
+  </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./05-mapping_with_r.html" class="sidebar-item-text sidebar-link"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping With R</span></a>
+  </div>
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
@@ -152,6 +167,18 @@ div.csl-indent {
 </header>
 
 <div id="refs" class="references csl-bib-body hanging-indent" role="doc-bibliography">
+<div id="ref-JS-Leaflet" class="csl-entry" role="doc-biblioentry">
+Agafonkin, Vladimir. 2015. <span>“Leaflet Javascript Libary.”</span>
+</div>
+<div id="ref-mapview" class="csl-entry" role="doc-biblioentry">
+Appelhans, Tim, Florian Detsch, Christoph Reudenbach, and Stefan
+Woellauer. 2022. <span>“Mapview: Interactive Viewing of Spatial Data in
+r.”</span> <a href="https://CRAN.R-project.org/package=mapview">https://CRAN.R-project.org/package=mapview</a>.
+</div>
+<div id="ref-mapedit" class="csl-entry" role="doc-biblioentry">
+Appelhans, Tim, Kenton Russell, and Lorenzo Busetto. 2020.
+<span>“Mapedit: Interactive Editing of Spatial Data in r.”</span> <a href="https://CRAN.R-project.org/package=mapedit">https://CRAN.R-project.org/package=mapedit</a>.
+</div>
 <div id="ref-rgdal" class="csl-entry" role="doc-biblioentry">
 Bivand, Roger, Tim Keitt, and Barry Rowlingson. 2022. <span>“Rgdal:
 Bindings for the ’Geospatial’ Data Abstraction Library.”</span> <a href="https://CRAN.R-project.org/package=rgdal">https://CRAN.R-project.org/package=rgdal</a>.
@@ -160,6 +187,36 @@ Bindings for the ’Geospatial’ Data Abstraction Library.”</span> <a href="h
 Bivand, Roger, and Colin Rundel. 2021. <span>“Rgeos: Interface to
 Geometry Engine - Open Source (’GEOS’).”</span> <a href="https://CRAN.R-project.org/package=rgeos">https://CRAN.R-project.org/package=rgeos</a>.
 </div>
+<div id="ref-Brunet93" class="csl-entry" role="doc-biblioentry">
+Brunet, Roger, Robert Ferras, and Hervé Théry. 1993. <em>Les Mots de La
+g<span>é</span>ographie: Dictionnaire Critique</em>. 03) 911 BRU.
+</div>
+<div id="ref-tidygeocoder" class="csl-entry" role="doc-biblioentry">
+Cambon, Jesse, Diego Hernangómez, Christopher Belanger, and Daniel
+Possenriede. 2021. <span>“Tidygeocoder: An r Package for
+Geocoding”</span> 6: 3544. <a href="https://doi.org/10.21105/joss.03544">https://doi.org/10.21105/joss.03544</a>.
+</div>
+<div id="ref-Cauvin13" class="csl-entry" role="doc-biblioentry">
+Cauvin, Colette, Francisco Escobar, and Aziz Serradj. 2013. <em>Thematic
+Cartography, Cartography and the Impact of the Quantitative
+Revolution</em>. Vol. 2. John Wiley &amp; Sons.
+</div>
+<div id="ref-leaflet" class="csl-entry" role="doc-biblioentry">
+Cheng, Joe, Bhaskar Karambelkar, and Yihui Xie. 2022. <span>“Leaflet:
+Create Interactive Web Maps with the JavaScript ’Leaflet’
+Library.”</span> <a href="https://CRAN.R-project.org/package=leaflet">https://CRAN.R-project.org/package=leaflet</a>.
+</div>
+<div id="ref-Dorling96" class="csl-entry" role="doc-biblioentry">
+Dorling, Daniel. 1996. <em>Area Cartograms: Their Use and Creation,
+Concepts and Techniques in Modern Geography</em>. Vol. 59. CATMOG:
+Concepts and Techniques in Modern Geography. Institute of British
+Geographers.
+</div>
+<div id="ref-Dougenik85" class="csl-entry" role="doc-biblioentry">
+Dougenik, James A, Nicholas R Chrisman, and Duane R Niemeyer. 1985.
+<span>“An Algorithm to Construct Continuous Area Cartograms.”</span>
+<em>The Professional Geographer</em> 37 (1): 75–81.
+</div>
 <div id="ref-ggspatial" class="csl-entry" role="doc-biblioentry">
 Dunnington, Dewey. 2021. <span>“Ggspatial: Spatial Data Framework for
 Ggplot2.”</span> <a href="https://CRAN.R-project.org/package=ggspatial">https://CRAN.R-project.org/package=ggspatial</a>.
@@ -168,13 +225,31 @@ Ggplot2.”</span> <a href="https://CRAN.R-project.org/package=ggspatial">https:
 GDAL/OGR contributors. n.d. <em><span>GDAL/OGR</span> Geospatial Data
 Abstraction Software Library</em>. Open Source Geospatial Foundation. <a href="https://gdal.org">https://gdal.org</a>.
 </div>
+<div id="ref-osmextract" class="csl-entry" role="doc-biblioentry">
+Gilardi, Andrea, and Robin Lovelace. 2021. <span>“Osmextract: Download
+and Import Open Street Map Data Extracts.”</span> <a href="https://CRAN.R-project.org/package=osmextract">https://CRAN.R-project.org/package=osmextract</a>.
+</div>
+<div id="ref-linemap" class="csl-entry" role="doc-biblioentry">
+Giraud, Timothée. 2021a. <span>“Linemap: Line Maps.”</span> <a href="https://CRAN.R-project.org/package=linemap">https://CRAN.R-project.org/package=linemap</a>.
+</div>
+<div id="ref-maptiles" class="csl-entry" role="doc-biblioentry">
+———. 2021b. <span>“Maptiles: Download and Display Map Tiles.”</span> <a href="https://CRAN.R-project.org/package=maptiles">https://CRAN.R-project.org/package=maptiles</a>.
+</div>
 <div id="ref-mapsf" class="csl-entry" role="doc-biblioentry">
-Giraud, Timothée. 2022. <span>“Mapsf: Thematic Cartography.”</span> <a href="https://CRAN.R-project.org/package=mapsf">https://CRAN.R-project.org/package=mapsf</a>.
+———. 2022a. <span>“Mapsf: Thematic Cartography.”</span> <a href="https://CRAN.R-project.org/package=mapsf">https://CRAN.R-project.org/package=mapsf</a>.
+</div>
+<div id="ref-tanaka" class="csl-entry" role="doc-biblioentry">
+———. 2022b. <span>“Tanaka: Design Shaded Contour Lines (or Tanaka)
+Maps.”</span> <a href="https://CRAN.R-project.org/package=tanaka">https://CRAN.R-project.org/package=tanaka</a>.
 </div>
 <div id="ref-cartography" class="csl-entry" role="doc-biblioentry">
 Giraud, Timothée, and Nicolas Lambert. 2016. <span>“Cartography: Create
 and Integrate Maps in Your r Workflow”</span> 1. <a href="https://doi.org/10.21105/joss.00054">https://doi.org/10.21105/joss.00054</a>.
 </div>
+<div id="ref-banR" class="csl-entry" role="doc-biblioentry">
+Gombin, Joel, and Paul-Antoine Chevalier. 2022. <span>“banR: R Client
+for the BAN API.”</span>
+</div>
 <div id="ref-raster" class="csl-entry" role="doc-biblioentry">
 Hijmans, Robert J. 2022a. <span>“Raster: Geographic Data Analysis and
 Modeling.”</span> <a href="https://CRAN.R-project.org/package=raster">https://CRAN.R-project.org/package=raster</a>.
@@ -182,6 +257,27 @@ Modeling.”</span> <a href="https://CRAN.R-project.org/package=raster">https://
 <div id="ref-terra" class="csl-entry" role="doc-biblioentry">
 ———. 2022b. <span>“Terra: Spatial Data Analysis.”</span> <a href="https://CRAN.R-project.org/package=terra">https://CRAN.R-project.org/package=terra</a>.
 </div>
+<div id="ref-cartogram" class="csl-entry" role="doc-biblioentry">
+Jeworutzki, Sebastian. 2020. <span>“Cartogram: Create Cartograms with
+r.”</span> <a href="https://CRAN.R-project.org/package=cartogram">https://CRAN.R-project.org/package=cartogram</a>.
+</div>
+<div id="ref-Lambert15" class="csl-entry" role="doc-biblioentry">
+Lambert, Nicolas. 2015. <span>“Les Anamorphoses Cartographiques.”</span>
+Blog. <em>Carnet Néocartographique</em>. <a href="https://neocarto.hypotheses.org/366" class="uri">https://neocarto.hypotheses.org/366</a>.
+</div>
+<div id="ref-Olson76" class="csl-entry" role="doc-biblioentry">
+Olson, Judy M. 1976. <span>“Noncontiguous Area Cartograms.”</span>
+<em>The Professional Geographer</em> 28 (4): 371–80.
+</div>
+<div id="ref-osmdata" class="csl-entry" role="doc-biblioentry">
+Padgham, Mark, Bob Rudis, Robin Lovelace, and Maëlle Salmon. 2017.
+<span>“Osmdata”</span> 2. <a href="https://doi.org/10.21105/joss.00305">https://doi.org/10.21105/joss.00305</a>.
+</div>
+<div id="ref-Paull16" class="csl-entry" role="doc-biblioentry">
+Paull, John, and Benjamin Hennig. 2016. <span>“Atlas of Organics: Four
+Maps of the World of Organic Agriculture.”</span> <em>Journal of
+Organics</em> 3 (1): 25–32.
+</div>
 <div id="ref-sf" class="csl-entry" role="doc-biblioentry">
 Pebesma, Edzer. 2018b. <span>“<span></span>Simple Features for r:
 Standardized Support for Spatial Vector Data<span></span>”</span> 10. <a href="https://doi.org/10.32614/RJ-2018-009">https://doi.org/10.32614/RJ-2018-009</a>.
@@ -202,6 +298,10 @@ for Spatial Data in <span></span>r<span></span>”</span> 5. <a href="https://CR
 PROJ contributors. 2021. <em><span>PROJ</span> Coordinate Transformation
 Software Library</em>. Open Source Geospatial Foundation. <a href="https://proj.org/">https://proj.org/</a>.
 </div>
+<div id="ref-tanaka1950" class="csl-entry" role="doc-biblioentry">
+Tanaka, Kitiro. 1950. <span>“The Relief Contour Method of Representing
+Topography on Maps.”</span> <em>Geographical Review</em> 40 (3): 444. <a href="https://doi.org/10.2307/211219">https://doi.org/10.2307/211219</a>.
+</div>
 <div id="ref-tmap" class="csl-entry" role="doc-biblioentry">
 Tennekes, Martijn. 2018. <span>“<span></span>Tmap<span></span>: Thematic
 Maps in <span></span>r<span></span>”</span> 84. <a href="https://doi.org/10.18637/jss.v084.i06">https://doi.org/10.18637/jss.v084.i06</a>.
@@ -310,8 +410,8 @@ window.document.addEventListener("DOMContentLoaded", function (event) {
 </script>
 <nav class="page-navigation">
   <div class="nav-page nav-page-previous">
-      <a href="./01-introduction.html" class="pagination-link">
-        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">1</span>&nbsp; <span class="chapter-title">Introduction</span></span>
+      <a href="./05-mapping_with_r.html" class="pagination-link">
+        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping With R</span></span>
       </a>          
   </div>
   <div class="nav-page nav-page-next">
diff --git a/public/search.json b/public/search.json
index 20687309dccaa689b25356ae912b0bd37d46e29f..a8c3ebd730e9e125cd27eea8e37781b69b179466 100644
--- a/public/search.json
+++ b/public/search.json
@@ -32,7 +32,7 @@
     "href": "references.html",
     "title": "References",
     "section": "",
-    "text": "Bivand, Roger, Tim Keitt, and Barry Rowlingson. 2022. “Rgdal:\nBindings for the ’Geospatial’ Data Abstraction Library.” https://CRAN.R-project.org/package=rgdal.\n\n\nBivand, Roger, and Colin Rundel. 2021. “Rgeos: Interface to\nGeometry Engine - Open Source (’GEOS’).” https://CRAN.R-project.org/package=rgeos.\n\n\nDunnington, Dewey. 2021. “Ggspatial: Spatial Data Framework for\nGgplot2.” https://CRAN.R-project.org/package=ggspatial.\n\n\nGDAL/OGR contributors. n.d. GDAL/OGR Geospatial Data\nAbstraction Software Library. Open Source Geospatial Foundation. https://gdal.org.\n\n\nGiraud, Timothée. 2022. “Mapsf: Thematic Cartography.” https://CRAN.R-project.org/package=mapsf.\n\n\nGiraud, Timothée, and Nicolas Lambert. 2016. “Cartography: Create\nand Integrate Maps in Your r Workflow” 1. https://doi.org/10.21105/joss.00054.\n\n\nHijmans, Robert J. 2022a. “Raster: Geographic Data Analysis and\nModeling.” https://CRAN.R-project.org/package=raster.\n\n\n———. 2022b. “Terra: Spatial Data Analysis.” https://CRAN.R-project.org/package=terra.\n\n\nPebesma, Edzer. 2018b. “Simple Features for r:\nStandardized Support for Spatial Vector Data” 10. https://doi.org/10.32614/RJ-2018-009.\n\n\n———. 2018a. “Simple Features for R: Standardized Support for\nSpatial Vector Data.” The R Journal 10 (1): 439. https://doi.org/10.32614/rj-2018-009.\n\n\n———. 2021. “Stars: Spatiotemporal Arrays, Raster and Vector Data\nCubes.” https://CRAN.R-project.org/package=stars.\n\n\nPebesma, Edzer J., and Roger S. Bivand. 2005. “Classes and Methods\nfor Spatial Data in r” 5. https://CRAN.R-project.org/doc/Rnews/.\n\n\nPROJ contributors. 2021. PROJ Coordinate Transformation\nSoftware Library. Open Source Geospatial Foundation. https://proj.org/.\n\n\nTennekes, Martijn. 2018. “Tmap: Thematic\nMaps in r” 84. https://doi.org/10.18637/jss.v084.i06.\n\n\nWickham, Hadley. 2016. “Ggplot2: Elegant Graphics for Data\nAnalysis.” https://ggplot2.tidyverse.org."
+    "text": "Agafonkin, Vladimir. 2015. “Leaflet Javascript Libary.”\n\n\nAppelhans, Tim, Florian Detsch, Christoph Reudenbach, and Stefan\nWoellauer. 2022. “Mapview: Interactive Viewing of Spatial Data in\nr.” https://CRAN.R-project.org/package=mapview.\n\n\nAppelhans, Tim, Kenton Russell, and Lorenzo Busetto. 2020.\n“Mapedit: Interactive Editing of Spatial Data in r.” https://CRAN.R-project.org/package=mapedit.\n\n\nBivand, Roger, Tim Keitt, and Barry Rowlingson. 2022. “Rgdal:\nBindings for the ’Geospatial’ Data Abstraction Library.” https://CRAN.R-project.org/package=rgdal.\n\n\nBivand, Roger, and Colin Rundel. 2021. “Rgeos: Interface to\nGeometry Engine - Open Source (’GEOS’).” https://CRAN.R-project.org/package=rgeos.\n\n\nBrunet, Roger, Robert Ferras, and Hervé Théry. 1993. Les Mots de La\ngéographie: Dictionnaire Critique. 03) 911 BRU.\n\n\nCambon, Jesse, Diego Hernangómez, Christopher Belanger, and Daniel\nPossenriede. 2021. “Tidygeocoder: An r Package for\nGeocoding” 6: 3544. https://doi.org/10.21105/joss.03544.\n\n\nCauvin, Colette, Francisco Escobar, and Aziz Serradj. 2013. Thematic\nCartography, Cartography and the Impact of the Quantitative\nRevolution. Vol. 2. John Wiley & Sons.\n\n\nCheng, Joe, Bhaskar Karambelkar, and Yihui Xie. 2022. “Leaflet:\nCreate Interactive Web Maps with the JavaScript ’Leaflet’\nLibrary.” https://CRAN.R-project.org/package=leaflet.\n\n\nDorling, Daniel. 1996. Area Cartograms: Their Use and Creation,\nConcepts and Techniques in Modern Geography. Vol. 59. CATMOG:\nConcepts and Techniques in Modern Geography. Institute of British\nGeographers.\n\n\nDougenik, James A, Nicholas R Chrisman, and Duane R Niemeyer. 1985.\n“An Algorithm to Construct Continuous Area Cartograms.”\nThe Professional Geographer 37 (1): 75–81.\n\n\nDunnington, Dewey. 2021. “Ggspatial: Spatial Data Framework for\nGgplot2.” https://CRAN.R-project.org/package=ggspatial.\n\n\nGDAL/OGR contributors. n.d. GDAL/OGR Geospatial Data\nAbstraction Software Library. Open Source Geospatial Foundation. https://gdal.org.\n\n\nGilardi, Andrea, and Robin Lovelace. 2021. “Osmextract: Download\nand Import Open Street Map Data Extracts.” https://CRAN.R-project.org/package=osmextract.\n\n\nGiraud, Timothée. 2021a. “Linemap: Line Maps.” https://CRAN.R-project.org/package=linemap.\n\n\n———. 2021b. “Maptiles: Download and Display Map Tiles.” https://CRAN.R-project.org/package=maptiles.\n\n\n———. 2022a. “Mapsf: Thematic Cartography.” https://CRAN.R-project.org/package=mapsf.\n\n\n———. 2022b. “Tanaka: Design Shaded Contour Lines (or Tanaka)\nMaps.” https://CRAN.R-project.org/package=tanaka.\n\n\nGiraud, Timothée, and Nicolas Lambert. 2016. “Cartography: Create\nand Integrate Maps in Your r Workflow” 1. https://doi.org/10.21105/joss.00054.\n\n\nGombin, Joel, and Paul-Antoine Chevalier. 2022. “banR: R Client\nfor the BAN API.”\n\n\nHijmans, Robert J. 2022a. “Raster: Geographic Data Analysis and\nModeling.” https://CRAN.R-project.org/package=raster.\n\n\n———. 2022b. “Terra: Spatial Data Analysis.” https://CRAN.R-project.org/package=terra.\n\n\nJeworutzki, Sebastian. 2020. “Cartogram: Create Cartograms with\nr.” https://CRAN.R-project.org/package=cartogram.\n\n\nLambert, Nicolas. 2015. “Les Anamorphoses Cartographiques.”\nBlog. Carnet Néocartographique. https://neocarto.hypotheses.org/366.\n\n\nOlson, Judy M. 1976. “Noncontiguous Area Cartograms.”\nThe Professional Geographer 28 (4): 371–80.\n\n\nPadgham, Mark, Bob Rudis, Robin Lovelace, and Maëlle Salmon. 2017.\n“Osmdata” 2. https://doi.org/10.21105/joss.00305.\n\n\nPaull, John, and Benjamin Hennig. 2016. “Atlas of Organics: Four\nMaps of the World of Organic Agriculture.” Journal of\nOrganics 3 (1): 25–32.\n\n\nPebesma, Edzer. 2018b. “Simple Features for r:\nStandardized Support for Spatial Vector Data” 10. https://doi.org/10.32614/RJ-2018-009.\n\n\n———. 2018a. “Simple Features for R: Standardized Support for\nSpatial Vector Data.” The R Journal 10 (1): 439. https://doi.org/10.32614/rj-2018-009.\n\n\n———. 2021. “Stars: Spatiotemporal Arrays, Raster and Vector Data\nCubes.” https://CRAN.R-project.org/package=stars.\n\n\nPebesma, Edzer J., and Roger S. Bivand. 2005. “Classes and Methods\nfor Spatial Data in r” 5. https://CRAN.R-project.org/doc/Rnews/.\n\n\nPROJ contributors. 2021. PROJ Coordinate Transformation\nSoftware Library. Open Source Geospatial Foundation. https://proj.org/.\n\n\nTanaka, Kitiro. 1950. “The Relief Contour Method of Representing\nTopography on Maps.” Geographical Review 40 (3): 444. https://doi.org/10.2307/211219.\n\n\nTennekes, Martijn. 2018. “Tmap: Thematic\nMaps in r” 84. https://doi.org/10.18637/jss.v084.i06.\n\n\nWickham, Hadley. 2016. “Ggplot2: Elegant Graphics for Data\nAnalysis.” https://ggplot2.tidyverse.org."
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@@ -102,7 +102,7 @@
     "href": "03-vector_data.html#spatial-selection",
     "title": "3  Vector Data",
     "section": "3.5 Spatial selection",
-    "text": "3.5 Spatial selection\n\n3.5.1 Intersections\nSelection of roads that are intersecting dangkao district\n\nroad <- st_read(\"data_cambodia/cambodia.gpkg\",  layer = \"road\", quiet = TRUE)\ndangkao <-  district[district$ADM2_EN == \"Dangkao\", ]\ninter <- st_intersects(x = road, y = dangkao, sparse = FALSE)\nhead(inter)\n\n     [,1]\n[1,] TRUE\n[2,] TRUE\n[3,] TRUE\n[4,] TRUE\n[5,] TRUE\n[6,] TRUE\n\ndim(inter)\n\n[1] 6 1\n\n\nThe inter object is a matrix which indicates for each of element of the road object (6 elements) whether it intersects each elements the dangkao object (1 element). The dimension of the matrix is therefore indeed 6 rows * 1 column. Note the use of the parameter sparse = FALSE here. It is then possible to create a column from this object:\n\nroad$intersect_dangkao <- inter\nplot(st_geometry(dangkao), col = \"lightblue\")\nplot(st_geometry(road), add = TRUE)\nplot(st_geometry(road[road$intersect_dangkao, ]),\n      col = \"tomato\", lwd = 1.5, add = TRUE)\n\n\n\n\n\n3.5.1.1 Difference between sparse = TRUE and sparse = FALSE\n\n\n\n\n\n\nsparse = TRUE\n\n\ninter <- st_intersects(x = grid, y = pt, sparse = TRUE)\ninter\n\nSparse geometry binary predicate list of length 4, where the predicate\nwas `intersects'\n 1: (empty)\n 2: 6, 7\n 3: 1, 4\n 4: 2, 3, 5, 8\n\n\n\nsparse = FALSE\n\n\ninter <- st_intersects(x = grid, y = pt, sparse = FALSE)\nrownames(inter) <- grid$id\ncolnames(inter) <- pt$id\ninter\n\n      a     b     c     d     e     f     g     h\n1 FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n2 FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE\n3  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE\n4 FALSE  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE\n\n\n\n\n\n3.5.2 Contains / Within\nSelection of roads contained in the municipality of Dangkao. The function st_within() works like the function st_intersects()\n\nroad$within_dangkao <- st_within(road, dangkao, sparse = FALSE)\nplot(st_geometry(dangkao), col = \"lightblue\")\nplot(st_geometry(road), add = TRUE)\n\n\n\nplot(st_geometry(road[road$within_dangkao, ]), col = \"tomato\",\n     lwd = 2, add = TRUE)"
+    "text": "3.5 Spatial selection\n\n3.5.1 Intersections\nSelection of roads that are intersecting dangkao district\n\nroad <- st_read(\"data_cambodia/cambodia.gpkg\", layer = \"road\", quiet = TRUE) %>% st_cast(\"LINESTRING\")\ndangkao <-  district[district$ADM2_EN == \"Dangkao\", ]\ninter <- st_intersects(x = road, y = dangkao, sparse = FALSE)\nhead(inter)\n\n      [,1]\n[1,] FALSE\n[2,] FALSE\n[3,] FALSE\n[4,] FALSE\n[5,] FALSE\n[6,] FALSE\n\ndim(inter)\n\n[1] 108285      1\n\n\nThe inter object is a matrix which indicates for each of element of the road object (6 elements) whether it intersects each elements the dangkao object (1 element). The dimension of the matrix is therefore indeed 6 rows * 1 column. Note the use of the parameter sparse = FALSE here. It is then possible to create a column from this object:\n\nroad$intersect_dangkao <- inter\nplot(st_geometry(dangkao), col = \"lightblue\")\nplot(st_geometry(road), add = TRUE)\nplot(st_geometry(road[road$intersect_dangkao, ]),\n      col = \"tomato\", lwd = 1.5, add = TRUE)\n\n\n\n\n\n3.5.1.1 Difference between sparse = TRUE and sparse = FALSE\n\n\n\n\n\n\nsparse = TRUE\n\n\ninter <- st_intersects(x = grid, y = pt, sparse = TRUE)\ninter\n\nSparse geometry binary predicate list of length 4, where the predicate\nwas `intersects'\n 1: (empty)\n 2: 6, 7\n 3: 1, 4\n 4: 2, 3, 5, 8\n\n\n\nsparse = FALSE\n\n\ninter <- st_intersects(x = grid, y = pt, sparse = FALSE)\nrownames(inter) <- grid$id\ncolnames(inter) <- pt$id\ninter\n\n      a     b     c     d     e     f     g     h\n1 FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n2 FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE\n3  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE\n4 FALSE  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE\n\n\n\n\n\n3.5.2 Contains / Within\nSelection of roads contained in the municipality of Dangkao. The function st_within() works like the function st_intersects()\n\nroad$within_dangkao <- st_within(road, dangkao, sparse = FALSE)\nplot(st_geometry(dangkao), col = \"lightblue\")\nplot(st_geometry(road), add = TRUE)\nplot(st_geometry(road[road$within_dangkao, ]), col = \"tomato\",\n     lwd = 2, add = TRUE)"
   },
   {
     "objectID": "03-vector_data.html#operation-of-geometries",
@@ -117,5 +117,33 @@
     "title": "3  Vector Data",
     "section": "3.7 Measurements",
     "text": "3.7 Measurements\n\n3.7.1 Create a distance matrix\nIf the dataset’s projection system is specified, the distance are expressed in the projection measurement unit (most often in meter)\n\nmat <- st_distance(x = dist_c, y = dist_c)\nmat[1:5,1:5]\n\nUnits: [m]\n         [,1]     [,2]      [,3]      [,4]      [,5]\n[1,]      0.0 425993.7 232592.12 298254.12 299106.92\n[2,] 425993.7      0.0 386367.88 414428.82 452431.87\n[3,] 232592.1 386367.9      0.00  67060.05  82853.88\n[4,] 298254.1 414428.8  67060.05      0.00  40553.15\n[5,] 299106.9 452431.9  82853.88  40553.15      0.00\n\n\n\n\n3.7.2 Calculate routes\n The package osrm (R-osrm?) acts as an interface R and the OSRM (luxen-vetter-2011?). This package allows to calculate time and distance matrices, road routes, isochrones. The package uses the OSRM demo server by default. In case of intensive use it is strongly recommended to use your own instance of OSRM (with Docker).\n\n3.7.2.1 Calculate a route\nThe fonction osrmRoute() allows you to calculate routes.\n\nlibrary(sf)\nlibrary(osrm)\nlibrary(maptiles)\ndistrict <- st_read(\"data_cambodia/cambodia.gpkg\",layer = \"district\", quiet = TRUE)\ndistrict <- st_transform(district, 32648)\n\nodongk  <- district[district$ADM2_PCODE == \"KH0505\", ] # Itinerary between Odongk district and Toul Kouk\ntakmau <- district[district$ADM2_PCODE == \"KH0811\",]\nroute <- osrmRoute(src = odongk, \n                   dst = takmau, \n                   returnclass = \"sf\")\nosm <- get_tiles(route, crop = TRUE)\nplot_tiles(osm)\nplot(st_geometry(route), col = \"#b23a5f\", lwd = 6, add = T)\nplot(st_geometry(route), col = \"#eee0e5\", lwd = 1, add = T)\n\n\n\n\n\n\n3.7.2.2 Calculation of a time matrix\nThe function osrmTable() makes it possible to calculate matrices of distances or times by road.\nIn this example we calculate a time matrix between 2 addresses and health centers in Phnom Penh on foot.\n\nlibrary(sf)\nlibrary(tidygeocoder)\nhospital <- st_read(\"data_cambodia/cambodia.gpkg\",layer= \"hospital\", quiet = TRUE)\n\nhospital_pp <- hospital[hospital$PCODE == \"12\", ]     # Selection of health centers in Phnom Penh\n\nadresses <- data.frame(adr = c(\"Royal Palace Park, Phnom Penh Phnom, Cambodia\",\n                              \"Wat Phnom Daun Penh, Phnom Penh, Cambodia\"))  # Geocoding of 2 addresses in Phnom Penh\n\nplaces <- tidygeocoder::geocode(.tbl = adresses,address = adr)\nplaces\n\n# A tibble: 2 × 3\n  adr                                             lat  long\n  <chr>                                         <dbl> <dbl>\n1 Royal Palace Park, Phnom Penh Phnom, Cambodia  11.6  105.\n2 Wat Phnom Daun Penh, Phnom Penh, Cambodia      11.6  105.\n\n# Calculation of the distance matrix between the 2 addresses and the health center in Phnom Penh\n\ncal_mat <- osrmTable(src = places[,c(1,3,2)], \n                 dst = hospital_pp, \n                 osrm.profile = \"foot\")\n\ncal_mat$durations[1:2, 1:5]\n\n                                               684  685  686  687  691\nRoyal Palace Park, Phnom Penh Phnom, Cambodia 56.1 71.9 64.2 40.4 76.5\nWat Phnom Daun Penh, Phnom Penh, Cambodia     60.1 80.5 43.8 32.8 55.6\n\n# Which address has better accessibility to health center in Phnom Penh?\n\nboxplot(t(cal_mat$durations[,]), cex.axis = 0.7)"
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+    "text": "The fonction mf_map() is the central function of the package mapsf (Giraud 2022a). It makes it possible to carry out most of the usual representations in cartography. These main arguments are:\n\nx, an sf object ;\nvar, the name of variable to present ;\ntype, the type of presentation.\n\n\n\nThe following lines import the spatial information layers located in the geopackage cambodia.gpkg file.\n\nlibrary(sf)\n\n#Import Cambodia country border\ncountry = st_read(\"data_cambodia/cambodia.gpkg\", layer = \"country\", quiet = TRUE)\n#Import provincial administrative border of Cambodia\neducation = st_read(\"data_cambodia/cambodia.gpkg\", layer = \"education\", quiet = TRUE)\n#Import district administrative border of Cambodia\ndistrict = st_read(\"data_cambodia/cambodia.gpkg\", layer = \"district\", quiet = TRUE)\n#Import roads data in Cambodia\nroad = st_read(\"data_cambodia/cambodia.gpkg\", layer = \"road\", quiet = TRUE)\n#Import health center data in Cambodia\nhospital = st_read(\"data_cambodia/cambodia.gpkg\", layer = \"hospital\", quiet = TRUE)\n\n\n\n\nWithout using types specification, the function mf_map() simply display the background map.\n\nlibrary(mapsf)\n\nmf_map(x = district, border = \"white\")\nmf_map(x = country,lwd = 2, col = NA, add = TRUE)\nmf_map(x = road, lwd = .5, col = \"ivory4\", add = TRUE)\nmf_map(x = hospital, pch = 20, cex = 1, col = \"#FE9A2E\", add = TRUE) \n\n\n\n\n\n\n\nProportional symbol maps are used to represent inventory variables (absolute quantitative variables, sum and average make sense). The function mf_map(..., type = \"prop\") proposes this representation.\n\n#District\nmf_map(x = district)     \n\n# Proportional symbol \nmf_map(\n  x = district, \n  var = \"T_POP\",\n  val_max = 700000,\n  type = \"prop\",\n  col = \"#148F77\", \n  leg_title = \"Population 2019\"\n)\n\n# Title\nmf_title(\"Distribution of population in provincial level\")\n\n\n\n\n\n\nIt is possible to fix the dimensions of the largest symbol corresponding to a certain value with the arguments inches and val_max. We can use construct maps with comparable proportional symbols.\n\npar(mfrow = c(1,2))   #Displaying two maps facing each other\n\n#district\nmf_map(x = district, border = \"grey90\", lwd = .5)    \n# Add male Population\nmf_map(\n  x = district, \n  var = \"Male\", \n  type = \"prop\",\n  col = \"#1F618D\",\n  inches = 0.2, \n  val_max = 300000, \n  leg_title = \"Male\", \n  leg_val_cex = 0.5,\n)\nmf_title(\"Male Population by Distict\")   #Adding map title\n\n#district\nmf_map(x = district, border = \"grey90\", lwd = .5)    \n# Add female Population\nmf_map(\n  x = district, \n  var = \"Female\", \n  type = \"prop\",\n  col = \"#E74C3C\",\n  inches = 0.2, \n  val_max = 300000, \n  leg_title =\"Female\", \n  leg_val_cex = 0.5\n)\nmf_title(\"Female Population by Distict\")     #Adding map title\n\n\n\n\nHere we have displayed two maps facing each other, see the point Displaying several maps on the same figure for more details.\n\n\n\n\nChoropleth maps are used to represent ratio variables (relative quantitative variables, mean has meaning, sum has no meaning).\nFor this type of representation, you must first:\n\nchoose a discretization method to transform a continuous statistical series into classes defined by intervals,\nchoose a number of classes,\nchoose a color palette.\n\nThe function mf_map(…, type = “choro”)makes it possible to create choroplete maps. The arguments nbreaks and breaks are used to parameterize the discretizations, and the function mf_get_breaks() makes it possible to work on the discretizations outside the function mf_map(). Similarly, the argument palis used to fill in a color palette, but several functions can be used to set the palettes apart from the (mf_get_pal…) function.\n\n# Population density (inhabitants/km2) using the sf::st_area() function\ndistrict$DENS <- 1e6 * district$T_POP / as.numeric(st_area(district))   #Calculate population density \nmf_map(\n  x = district,\n  var = \"DENS\",\n  type = \"choro\",\n  breaks = \"quantile\",\n  pal = \"BuGn\",\n  lwd = 1,\n  leg_title = \"Distribution of population\\n(inhabitants per km2)\", \n  leg_val_rnd = 0\n)\nmf_title(\"Distribution of the population in (2019)\")\n\n\n\n\n\n\nThe fonction mf_get_breaks() provides the methods of discretization of classic variables: quantiles, average/standard deviation, equal amplitudes, nested averages, Fisher-Jenks, geometric, etc.\n\neducation$enrol_g_pct = 100 * education$enrol_girl/education$t_enrol   #Calculate percentage of enrolled girl student\n\nd1 = mf_get_breaks(education$enrol_g_pct, nbreaks = 6, breaks = \"equal\", freq = TRUE)\nd2 = mf_get_breaks(education$enrol_g_pct, nbreaks = 6, breaks = \"quantile\")\nd3 = mf_get_breaks(education$enrol_g_pct, nbreaks = 6, breaks = \"geom\")\nd4 = mf_get_breaks(education$enrol_g_pct, breaks = \"msd\", central = FALSE)\n\n\n\n\n\n\n\n\n\nThe argument pal de mf_map() is dedicated to choosing a color palette. The palettes provided by the function hcl.colors() can be used directly.\n\nmf_map(x = education, var = \"enrol_g_pct\", type = \"choro\",\n       breaks = d3, pal = \"Reds 3\")\n\n\n\n\n\n\n\n\n\nThe fonction mf_get_pal() allows you to build a color palette. This function is especially useful for creating balanced asymmetrical diverging palettes.\n\nmypal <- mf_get_pal(n = c(4,6), palette = c(\"Burg\", \"Teal\"))\nimage(1:10, 1, as.matrix(1:10), col=mypal, xlab = \"\", ylab = \"\", xaxt = \"n\",\n      yaxt = \"n\",bty = \"n\")\n\n\n\n\n\n\n\nIt is possible to use this mode of presentation in specific implementation also.\n\ndist_c <- st_centroid(district)\nmf_map(district)\nmf_map(\n  x = dist_c,\n  var = \"DENS\",\n  type = \"choro\",\n  breaks = \"quantile\",\n  nbreaks = 5,\n  pal = \"PuRd\",\n  pch = 23,\n  cex = 1.5,\n  border = \"white\",\n  lwd = .7,\n  leg_pos = \"topleft\",\n  leg_title = \"Distribution of population\\n(inhabitants per km2)\", \n  leg_val_rnd = 0, \n  add = TRUE\n)\nmf_title(\"Distribution of population in (2019)\")\n\n\n\n\n\n\n\n\nTypology maps are used to represent qualitative variables. The function mf_map(..., type = \"typo\") proposes this representation.\n\nmf_map(\n  x = district,\n  var=\"Status\",\n  type = \"typo\",\n  pal = c('#E8F9FD','#FF7396','#E4BAD4','#FFE3FE'),\n  lwd = .7,\n  leg_title = \"\"\n)\nmf_title(\"Administrative status by size of area\")\n\n\n\n\n\n\nThe argument val_order is used to order the categories in the\n\nmf_map(\n  x = district,\n  var=\"Status\",\n  type = \"typo\",\n  pal = c('#E8F9FD','#FF7396','#E4BAD4','#FFE3FE'),\n  val_order = c(\"1st largest district\", \"2nd largest district\", \"3rd largest district\",\"<4500km2\"),\n  lwd = .7,\n  leg_title = \"\"\n)\nmf_title(\"Administrative status by size of area\")\n\n\n\n\n\n\n\nWhen the implantation of the layer is punctual, symbols are used to carry the colors of the typology.\n\n#extract centroid point of the district\ndist_ctr <- st_centroid(district[district$Status != \"<4500km2\", ])\nmf_map(district)\nmf_map(\n  x = dist_ctr,\n  var = \"Status\",\n  type = \"typo\",\n  cex = 2,\n  pch = 22,\n  pal = c('#FF7396','#E4BAD4','#FFE3FE'),\n  leg_title = \"\",\n  leg_pos = \"bottomright\",\n  add = TRUE\n)\nmf_title(\"Administrative status by size of area\")\n\n\n\n\n\n\n\n\n#Selection of roads that intersect the city of Siem Reap\npp <- district[district$ADM1_EN == \"Phnom Penh\", ]\nroad_pp <- road[st_intersects(x = road, y = pp, sparse = FALSE), ]\nmf_map(pp)\nmf_map(\n  x = road_pp,\n  var = \"fclass\",\n  type = \"typo\",\n  lwd = 1.2,\n  pal = mf_get_pal(n = 6, \"Tropic\"),\n  leg_title = \"Types of road\",\n  leg_pos = \"topright\",\n  leg_frame = T,\n  add = TRUE\n)\nmf_title(\"Administrative status\")\n\n\n\n\n\n\n\n\nThe function mf_map(..., var = c(\"var1\", \"var2\"), type = \"prop_choro\") represents proportional symbols whose areas are proportional to the values of one variable and whose color is based on the discretization of a second variable. The function uses the arguments of the functions mf_map(..., type = \"prop\") and mf_map(..., type = \"choro\").\n\nmf_map(x = district)\nmf_map(\n  x = district,\n  var = c(\"T_POP\", \"DENS\"),\n  val_max = 500000,\n  type = \"prop_choro\",\n  border = \"grey60\",\n  lwd = 0.5,\n  leg_pos = c(\"bottomright\", \"bottomleft\"),\n  leg_title = c(\"Population\", \"Density of\\n population\\n(inhabitants per km2)\"),\n  breaks = \"q6\",\n  pal = \"Blues 3\",\n  leg_val_rnd = c(0,1))\nmf_title(\"Population\")\n\n\n\n\n\n\n\nThe function mf_map(..., var = c(\"var1\", \"var2\"), type = \"prop_typo\") represents proportional symbols whose areas are proportional to the values of one variable and whose color is based on the discretization of a second variable. The function uses the arguments of the mf_map(..., type = \"prop\") and function mf_map(..., type = \"typo\").\n\nmf_map(x = district)\nmf_map(\n  x = district,\n  var = c(\"Area.Km2.\", \"Status\"),\n  type = \"prop_typo\",\n  pal = c('#E8F9FD','#FF7396','#E4BAD4','#FFE3FE'),\n  val_order = c(\"<4500km2\",\"1st largest district\", \"2nd largest district\", \"3rd largest district\"),\n  leg_pos = c(\"bottomleft\",\"topleft\"),\n  leg_title = c(\"Population\\n(2019)\",\n                \"Statut administratif\"),\n)\nmf_title(\"Population\")"
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+    "text": "4.2 Layout\nTo be finalized, a thematic map must contain certain additional elements such as: title, author, source, scale, orientation…\n\n4.2.1 Example data\nThe following lines import the spatial information layers located in the geopackage lot46.gpkg file.\n\nlibrary(sf)\ncountry = st_read(\"data_cambodia/cambodia.gpkg\", layer = \"country\", quiet = TRUE)         #Import Cambodia country border\neducation = st_read(\"data_cambodia/cambodia.gpkg\", layer = \"education\", quiet = TRUE)     #Import provincial administrative border of Cambodia\ndistrict = st_read(\"data_cambodia/cambodia.gpkg\", layer = \"district\", quiet = TRUE)       #Import district administrative border of Cambodia\nroad = st_read(\"data_cambodia/cambodia.gpkg\", layer = \"road\", quiet = TRUE)               #Import roads data in Cambodia\nhospital = st_read(\"data_cambodia/cambodia.gpkg\", layer = \"hospital\", quiet = TRUE)       #Import hospital data in Cambodia\ncases = st_read(\"data_cambodia/cambodia.gpkg\", layer = \"cases\", quiet = TRUE)             #Import example data of fever_cases in Cambodia\n\n\n\n4.2.2 Themes\nThe function mf_theme() defines a cartographic theme. Using a theme allows you to define several graphic parameters which are then applied to the maps created with mapsf. These parameters are: the map margins, the main color, the background color, the position and the aspect of the title. A theme can also be defined with the mf_init() and function mf_export().\n\n4.2.2.1 Use a predefined theme\nA series of predefined themes are available by default (see ?mf_theme).\n\nlibrary(mapsf)\n# use of a background color for the figure, to see the use of margin\nopar <- par(mfrow = c(2,2))\n# Using a predefined theme\nmf_theme(\"default\")\nmf_map(district)\nmf_title(\"Theme : 'default'\")\n\nmf_theme(\"darkula\")\nmf_map(district)\nmf_title(\"Theme : 'darkula'\")\n\nmf_theme(\"candy\")\nmf_map(district)\nmf_title(\"Theme : 'candy'\")\n\nmf_theme(\"nevermind\")\nmf_map(district)\nmf_title(\"Theme : 'nevermind'\")\npar(opar)\n\n\n\n\n\n\n4.2.2.2 Modify an existing theme\nIt is possible to modify an existing theme. In this example, we are using the “default” theme and modifying a few settings.\n\nlibrary(mapsf)\nopar <- par(mfrow = c(1,2))\nmf_theme(\"default\")\nmf_map(district)\nmf_title(\"default\")\n\nmf_theme(\"default\", tab = FALSE, font = 4, bg = \"grey60\", pos = \"center\")\nmf_map(district)\nmf_title(\"modified default\")\npar(opar)\n\n\n\n\n\n\n4.2.2.3 Create a theme\nIt is also possible to create a theme.\n\nmf_theme(\n  bg = \"lightblue\",    # background color\n  fg = \"tomato1\",      # main color\n  mar = c(1,0,1.5,0),  # margin\n  tab = FALSE,         # \"tab\" style for the title\n  inner = FALSE,       # title inside or outside of map area\n  line = 1.5,          # space dedicated to title\n  pos = \"center\",      # heading position\n  cex = 1.5,           # title size\n  font = 2             # font types for title\n)\nmf_map(district)\nmf_title(\"New theme\")\n\n\n\n\n\n\n\n4.2.3 Titles\nThe function mf_title() adds a title to a map.\n\nmf_theme(\"default\")\nmf_map(district)\nmf_title(\"Map title\")\n\n\n\n\nIt is possible to customize the appearance of the title\n\nmf_map(district)\nmf_title(\n  txt = \"Map title\", \n  pos = \"center\", \n  tab = FALSE, \n  bg = \"tomato3\", \n  fg = \"lightblue\", \n  cex = 1.5, \n  line = 1.7, \n  font = 1, \n  inner = FALSE\n)\n\n\n\n\n\n\n4.2.4 Arrow orientation\nThe function mf_arrow() allows you to choose the position and aspect of orientation arrow.\n\nmf_map(district)\nmf_arrow()\n\n\n\n\n\n\n4.2.5 Scale\nThe function mf_scale() allows you to choose the position and the aspect of the scale.\n\nmf_map(district)\nmf_scale(\n  size = 60,\n  lwd = 1,\n  cex = 0.7\n)\n\n\n\n\n\n\n4.2.6 Credits\nThe function mf_credits() displays a line of credits (sources, author, etc.).\n\nmf_map(district)\nmf_credits(\"IRD\\nInstitut Pasteur du Cambodge, 2022\")\n\n\n\n\n\n\n4.2.7 Complete dressing\nThe function mf_layout() displays all these elements.\n\nmf_map(district)\nmf_layout(\n  title = \"Cambodia\",\n  credits = \"IRD\\nInstitut Pasteur du Cambodge, 2022\",\n  arrow = TRUE\n)\n\n\n\n\n\n\n4.2.8 Annotations\n\nmf_map(district)\nmf_annotation(district[district$ADM2_EN == \"Bakan\",], txt = \"Bakan\", col_txt = \"darkred\", halo = TRUE, cex = 1.5)\n\n\n\n\n\n\n4.2.9 Legends\n\nmf_map(district)\nmf_legend(\n  type = \"prop\", \n  val = c(1000,500,200,10), \n  inches = .2, \n  title = \"Population\", \n  pos = \"topleft\"\n)\nmf_legend(\n  type = \"choro\", \n  val = c(0,10,20,30,40),\n  pal = \"Greens\", \n  pos = \"bottomright\", \n  val_rnd = 0\n)\n\n\n\n\n\n\n4.2.10 Labels\nThe function mf_label() is dedicated to displaying labels.\n\ndist_selected <- district[st_intersects(district, district[district$ADM2_EN == \"Bakan\", ], sparse = F), ]\n\nmf_map(dist_selected)\nmf_label(\n  x = dist_selected,\n  var = \"ADM2_EN\",\n  col= \"darkgreen\",\n  halo = TRUE,\n  overlap = FALSE, \n  lines = FALSE\n)\nmf_scale()\n\n\n\n\nThe argument halo = TRUE allows to display a slight halo around the labels and the argument overlap = FALSE allows to create non-overlapping labels.\n\n\n4.2.11 Center the map on a region\nThe function mf_init() allows you to initialize a map by centering it on a spatial object.\n\nmf_init(x = dist_selected)\nmf_map(district, add = TRUE)\nmf_map(dist_selected, col = NA, border = \"#29a3a3\", lwd = 2, add = TRUE)\n\n\n\n\n\n\n4.2.12 Displaying several maps on the sam figure\nHere you have to use mfrow of the function par(). The first digit represents the number of of rows and second the number of columns.\n\n# define the figure layout (1 row, 2 columns)\npar(mfrow = c(1, 2))\n\n# first map\nmf_map(district)\nmf_map(district, \"Male\", \"prop\", val_max = 300000)\nmf_title(\"Population, male\")\n\n# second map\nmf_map(district)\nmf_map(district, \"Female\", \"prop\", val_max = 300000)\nmf_title(\"Population, female\")\n\n\n\n\n\n\n4.2.13 Exporting maps\nIt is quite difficult to export figures (maps or others) whose height/width ratio is satisfactory. The default ratio of figures in png format is 1 (480x480 pixels):\n\ndist_filter <- district[district$ADM2_PCODE == \"KH0808\", ]\npng(\"img/dist_filter_1.png\")\nmf_map(dist_filter)\nmf_title(\"Filtered district\")\ndev.off()\n\n\n\n\n\n\nOn this map a lot of space is lost to the left and right of the district.\nThe function mf_export() allows exports of maps whose height/width ratio is controlled and corresponds to that of a spatial object.\n\nmf_export(dist_filter, \"img/dist_filter_2.png\", width = 480)\nmf_map(dist_filter)\nmf_title(\"Filtered district\")\ndev.off()\n\n\n\n\n\n\nThe extent of this map is exactly that of the displayed region.\n\n\n4.2.14 Adding an image to a map\nThis can be useful for adding a logo, a pictograph. The function readPNG() of package png allows the additional images on the figure.\n\nmf_theme(\"default\", mar = c(0,0,0,0))\nlibrary(png)\n\nlogo <- readPNG(\"img/ird_logo.png\")       #Import image\npp <- dim(logo)[2:1]*200                           #Image dimension in map unit (width and height of the original image)\n\n#The upper left corner of the department's bounding box\nxy <- st_bbox(district)[c(1,4)]\nmf_map(district, col = \"#D1914D\", border = \"white\")\nrasterImage(\n  image   = logo,\n  xleft   = xy[1] ,\n  ybottom = xy[2] - pp[2],\n  xright  = xy[1] + pp[1],\n  ytop    = xy[2]\n)\n\n\n\n\n\n\n4.2.15 Place an item precisely on the map\nThe function locator() allows clicking on the figure and obtaining the coordinate of a point in the coordinate system of the figure (of the map).\n\n# locator(1)                                      # click to get coordinate on map\n# points(locator(1))                              # click to plot point on map\n# text(locator(1),                                # click to place the item on map\n#      labels =\"Located any texts on map\",        \n#      adj = c(0,0))\n\n\nVideo\nlocator()peut être utilisée sur la plupart des graphiques (pas ceux produits avec ggplot2).\n\n\n\n\n\n\nHow to interactively position legends and layout elements on a map with cartography\n\n\n\n\n\n4.2.16 Add shading to a layer\nThe function mf_shadow() allows to create a shadow to a layer of polygons.\n\nmf_shadow(district)\nmf_map(district, add=TRUE)\n\n\n\n\n\n\n4.2.17 Creating Boxes\nThe function mf_inset_on() allows to start creation a box. You must then “close” the box with mf_inset_off().\n\nmf_init(x = dist_selected, theme = \"agolalight\", expandBB = c(0,.1,0,.5)) \nmf_map(district, add = TRUE)\nmf_map(dist_selected, col = \"tomato4\", border = \"tomato1\", lwd = 2, add = TRUE)\n\n# Cambodia inset box\nmf_inset_on(x = country, pos = \"topright\", cex = .3)\nmf_map(country, lwd = .5, border= \"grey90\")\nmf_map(dist_selected, col = \"tomato4\", border = \"tomato1\", lwd = .5, add = TRUE)\nmf_scale(size = 100, pos = \"bottomleft\", cex = .6, lwd = .5)\nmf_inset_off()\n\n# District inset box\nmf_inset_on(x = district, pos = \"bottomright\", cex = .3)\nmf_map(district, lwd = 0.5, border= \"grey90\")\nmf_map(dist_selected, col = \"tomato4\", border = \"tomato1\", lwd = .5, add = TRUE)\nmf_scale(size = 100, pos = \"bottomright\", cex = .6, lwd = .5)\nmf_inset_off()\n\n# World inset box\nmf_inset_on(x = \"worldmap\", pos = \"topleft\")\nmf_worldmap(dist_selected, land_col = \"#cccccc\", border_col = NA, \n            water_col =  \"#e3e3e3\", col = \"tomato4\")\n\nmf_inset_off()\nmf_title(\"Bakan district and its surroundings\")\nmf_scale(10, pos = 'bottomleft')"
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+    "title": "4  Mapping With R",
+    "section": "4.3 3D maps",
+    "text": "4.3 3D maps\n\n4.3.1 linemap\nThe package linemap (Giraud 2021) allows you to make maps made up of lines.\n\nlibrary(linemap)\nlibrary(mapsf)\nlibrary(sf)\nlibrary(dplyr)\n\npp = st_read(\"data_cambodia/PP.gpkg\", quiet = TRUE)      # import Phnom Penh administrative border\npp_pop_dens <- getgrid(x = pp, cellsize =1000, var = \"DENs\")   # create population density in grid format  (pop density/1km)\n\nmf_init(pp)\n\nlinemap(\n  x = pp_pop_dens,  \n  var = \"DENs\",\n  k = 1,\n  threshold = 5, \n  lwd = 1,\n  col = \"ivory1\",\n  border = \"ivory4\",\n  add = T)\n\nmf_title(\"Phnom Penh Population Density, 2019\")\nmf_credits(\"Humanitarian Data Exchange, 2022\\nunit data:km2\")\n\n\n\n# url = \"https://data.humdata.org/dataset/1803994d-6218-4b98-ac3a-30c7f85c6dbc/resource/f30b0f4b-1c40-45f3-986d-2820375ea8dd/download/health_facility.zip\"\n# health_facility.zip = \"health_facility.zip\"\n# download.file(url, destfile = health_facility.zip)\n# unzip(health_facility.zip) # Unzipped files are in a new folder named Health\n# list.files(path=\"Health\")\n\n\n\n4.3.2 Relief Tanaka\nWe use the tanaka package (Giraud 2022b) which provides a method (Tanaka 1950) used to improve the perception of relief.\n\nlibrary(tanaka)\nlibrary(terra)\n\nrpop <- rast(\"data_cambodia/khm_pd_2019_1km_utm.tif\")     # Import population raster data (in UTM)\ndistrict = st_read(\"data_cambodia/cambodia.gpkg\", layer = \"district\", quiet = TRUE)   # Import Cambodian districts layer\ndistrict <- st_transform(district, st_crs(rpop))    # Transform data into the same coordinate system\n\nmat <- focalMat(x = rpop, d = c(1500), type = \"Gauss\")  # Raster smoothing\nrpopl <- focal(x = rpop, w = mat, fun = sum, na.rm = TRUE)\n\n# Mapping\ncols <- hcl.colors(8, \"Reds\", alpha = 1, rev = T)[-1]\nmf_theme(\"agolalight\")\nmf_init(district)\ntanaka(x = rpop, breaks = c(0,10,25,50,100,250,500,64265),\n       col = cols, add = T, mask = district, legend.pos = \"n\")\nmf_legend(type = \"choro\", pos = \"bottomright\", \n          val = c(0,10,25,50,100,250,500,64265), pal = cols,\n          bg = \"#EDF4F5\", fg = NA, frame = T, val_rnd = 0,\n          title = \"Population\\nper km2\")\nmf_title(\"Population density of Cambodia, 2019\")\nmf_credits(\"Humanitarian Data Exchange, 2022\",\n           bg = \"#EDF4F5\")\n\n\n\n\n\n\n\n\n\n\nThe tanaka package"
+  },
+  {
+    "objectID": "05-mapping_with_r.html#cartographic-transformation",
+    "href": "05-mapping_with_r.html#cartographic-transformation",
+    "title": "4  Mapping With R",
+    "section": "4.4 Cartographic Transformation",
+    "text": "4.4 Cartographic Transformation\n\nclassical anamorphosis is a representation of States(or any cells) by rectangle or any polygons according to a quantities attached to them. (…) We strive to keep the general arrangement of meshes or the silhouette of the continent.”\nBrunet, Ferras, and Théry (1993)\n\n3 types of anamorphoses or cartograms are presented here:\n\nDorling’s cartograms (Dorling 1996)\nNon-contiguous cartograms (Olson 1976)\nContiguous cartograms (Dougenik, Chrisman, and Niemeyer 1985)\n\n\n\n\n\n\n\nA comprehensive course on anamorphoses : Les anamorphoses cartographiques (Lambert 2015).\n\n\n\n\n\n\n\n\n\nMake cartograms with R\n\n\n\nTo make the cartograms we use the package cartogram (Jeworutzki 2020).\n\n4.4.1 Dorling’s cartograms\nThe territories are represented by figures (circles, squares or rectangles) which do not overlap, the surface of which are proportional to a variable. The proportion of the figures are defined according to the starting positions.\n\n\n\n\n\n\n\n\nSpace is quite poorly identified.\nYou can name the circles to get your bearings and/or use the color to make clusters appear and better identify the geographical blocks.\n\n\n\n\n\nThe perception of quantities is very good. The circle sizes are really comarable.\n\n\n\nlibrary(mapsf)\nlibrary(cartogram)\ndistrict <- st_read(\"data_cambodia/cambodia.gpkg\", layer = \"district\" , quiet = TRUE)\ndist_dorling <- cartogram_dorling(x = district, weight = \"T_POP\", k = 0.7)\nmf_map(dist_dorling, col = \"#40E0D0\", border= \"white\")\nmf_label(\n  x = dist_dorling[order(dist_dorling$T_POP, decreasing = TRUE), ][1:10,], \n  var = \"ADM2_EN\",\n  overlap = FALSE, \n  # show.lines = FALSE,\n  halo = TRUE, \n  r = 0.15\n)\nmf_title(\"Population of District - Dorling Cartogram\")\n\n\n\n\nThe parameter k allows to vary the expansion factor of the circles.\n\n\n4.4.2 Non-continuous cartograms\nThe size of the polygons is proportional to a variable. The arrangement of the polygons relative to each other is preserved. The shape of the polygons is similar.\n\n\n\n\n\n(Cauvin, Escobar, and Serradj 2013)\n\n\n\nThe topology of the regions is lost.\n\n\n\n\n\nThe converstion of the polygons shape is optimal.\n\n\n\ndist_ncont <- cartogram_ncont(x = district, weight = \"T_POP\", k = 1.2)\nmf_map(district, col = NA, border = \"#FDFEFE\", lwd = 1.5)\nmf_map(dist_ncont, col = \"#20B2AA\", border= \"white\", add = TRUE)\nmf_title(\"Population of District - Non-continuous cartograms\")\n\n\n\n\nThe parameter k allows to vary the expansion of the polygons.\n\n\n4.4.3 Continuous cartograms\nThe size of the polygons is proportional to variable. The arrangement of the polygons relative to each other is preserved. To maintain contiguity, the sape of the polygons is heavily transformed.\n\n\n\n\n\n(Paull and Hennig 2016)\n\n\n\nThe shape of the polygond is strongly distorted.\n\n\n\n\n\nIt is a “real geographical map”: topology and contiguity are preserved.\n\n\n\ndist_ncont <- cartogram_cont(x = district, weight = \"DENs\", maxSizeError = 6)\n\nMean size error for iteration 1: 15.8686749410166\n\n\nMean size error for iteration 2: 12.1107731631101\n\n\nMean size error for iteration 3: 9.98940057337996\n\n\nMean size error for iteration 4: 8.62323208787643\n\n\nMean size error for iteration 5: 7.60706404894655\n\n\nMean size error for iteration 6: 6.83561617758241\n\n\nMean size error for iteration 7: 10.1399490743501\n\n\nMean size error for iteration 8: 5.79418495291592\n\nmf_map(dist_ncont, col = \"#66CDAA\", border= \"white\", add = FALSE)\nmf_title(\"Population of District - Continuous cartograms\")\nmf_inset_on(district, cex = .2, pos = \"bottomleft\")\nmf_map(district, lwd = .5)\nmf_inset_off()\n\n\n\n\n\n\n4.4.4 Stengths and weaknessses of cartograms\ncartograms are cartographic representations perceived as innovative (although the method is 40 years old). These very generalize images capture quantities and gradients well. These are real communication images that provoke, arouse interest, convey a strong message, challenge.\nBut cartograms induce a loss of visual cues (difficult to find one’s country or region on the map), require a reading effort which can be significant and do not make it possible to manage missing data.\n\n\n\n\nBrunet, Roger, Robert Ferras, and Hervé Théry. 1993. Les Mots de La géographie: Dictionnaire Critique. 03) 911 BRU.\n\n\nCauvin, Colette, Francisco Escobar, and Aziz Serradj. 2013. Thematic Cartography, Cartography and the Impact of the Quantitative Revolution. Vol. 2. John Wiley & Sons.\n\n\nDorling, Daniel. 1996. Area Cartograms: Their Use and Creation, Concepts and Techniques in Modern Geography. Vol. 59. CATMOG: Concepts and Techniques in Modern Geography. Institute of British Geographers.\n\n\nDougenik, James A, Nicholas R Chrisman, and Duane R Niemeyer. 1985. “An Algorithm to Construct Continuous Area Cartograms.” The Professional Geographer 37 (1): 75–81.\n\n\nGiraud, Timothée. 2021. “Linemap: Line Maps.” https://CRAN.R-project.org/package=linemap.\n\n\n———. 2022a. “Mapsf: Thematic Cartography.” https://CRAN.R-project.org/package=mapsf.\n\n\n———. 2022b. “Tanaka: Design Shaded Contour Lines (or Tanaka) Maps.” https://CRAN.R-project.org/package=tanaka.\n\n\nJeworutzki, Sebastian. 2020. “Cartogram: Create Cartograms with r.” https://CRAN.R-project.org/package=cartogram.\n\n\nLambert, Nicolas. 2015. “Les Anamorphoses Cartographiques.” Blog. Carnet Néocartographique. https://neocarto.hypotheses.org/366.\n\n\nOlson, Judy M. 1976. “Noncontiguous Area Cartograms.” The Professional Geographer 28 (4): 371–80.\n\n\nPaull, John, and Benjamin Hennig. 2016. “Atlas of Organics: Four Maps of the World of Organic Agriculture.” Journal of Organics 3 (1): 25–32.\n\n\nTanaka, Kitiro. 1950. “The Relief Contour Method of Representing Topography on Maps.” Geographical Review 40 (3): 444. https://doi.org/10.2307/211219."
   }
 ]
\ No newline at end of file
diff --git a/references.bib b/references.bib
index 1433f18604595ddb446dc0ed62461fe0ebbb7baa..5001dad8f7478b1f46ba8cb6e1e8339e3095d920 100644
--- a/references.bib
+++ b/references.bib
@@ -250,3 +250,84 @@ Library},
 	date = {2022},
 	url = {https://CRAN.R-project.org/package=leaflet}
 }
+
+@book{Brunet93,
+  title={Les mots de la g{\'e}ographie: dictionnaire critique},
+  author={Brunet, Roger and Ferras, Robert and Th{\'e}ry, Herv{\'e}},
+  number={03) 911 BRU},
+  year={1993}
+}
+
+
+@book{Dorling96,
+  year = {1996},
+  edition = {},
+  number = {},
+  journal = {},
+  pages = {69},
+  publisher = {Institute of British Geographers},
+  school = {},
+  title = {Area cartograms: their use and creation, concepts and techniques in modern geography},
+  volume = {59},
+  author = {Daniel Dorling},
+  editor = {},
+  series = {CATMOG: Concepts and Techniques in Modern Geography}
+}
+
+@article{Dougenik85,
+  title={An algorithm to construct continuous area cartograms},
+  author={Dougenik, James A and Chrisman, Nicholas R and Niemeyer, Duane R},
+  journal={The Professional Geographer},
+  volume={37},
+  number={1},
+  pages={75--81},
+  year={1985},
+  publisher={Wiley Online Library}
+}
+
+@article{Olson76,
+  title={Noncontiguous area cartograms},
+  author={Olson, Judy M},
+  journal={The Professional Geographer},
+  volume={28},
+  number={4},
+  pages={371--380},
+  year={1976},
+  publisher={Wiley Online Library}
+}
+
+@article{Paull16,
+  title={Atlas of Organics: Four maps of the world of organic agriculture},
+  author={Paull, John and Hennig, Benjamin},
+  journal={Journal of Organics},
+  volume={3},
+  number={1},
+  pages={25--32},
+  year={2016}
+}
+
+@book{Cauvin13,
+  title={Thematic Cartography, Cartography and the Impact of the Quantitative Revolution},
+  author={Cauvin, Colette and Escobar, Francisco and Serradj, Aziz},
+  volume={2},
+  year={2013},
+  publisher={John Wiley \& Sons}
+}
+
+@misc{Lambert15,
+  author = {Nicolas Lambert},
+  title = {Les anamorphoses cartographiques},
+  journal = {Carnet néocartographique},
+  type = {Blog},
+  number = {May 11},
+  year = {2015},
+  howpublished = {\url{https://neocarto.hypotheses.org/366}}
+}
+
+@article{cartogram,
+	title = {cartogram: Create Cartograms with R},
+	author = {Jeworutzki, Sebastian},
+	year = {2020},
+	date = {2020},
+	url = {https://CRAN.R-project.org/package=cartogram}
+}