diff --git a/geau/DESCRIPTION b/geau/DESCRIPTION
index 4d2c9d0b4daf3dee006adb83e9729819b5a91033..e2b401e646a675a46ea7a9183fb4923c78e66dd2 100644
--- a/geau/DESCRIPTION
+++ b/geau/DESCRIPTION
@@ -1,6 +1,6 @@
 Package: geau
 Title: Utilities very useful to share within geau-inondation team
-Version: 1.0.0.0
+Version: 1.0.1.0
 Authors@R: 
     person(given = "Frédéric",
            family = "Grelot",
@@ -17,8 +17,9 @@ Imports:
     kableExtra,
     knitr,
     rio,
-    terra,
-    sf
+    scales,
+    sf,
+    terra
 Suggests: 
     rmarkdown,
     testthat
diff --git a/geau/R/data.r b/geau/R/data.r
index 63f3ababe02f537f00681a7cc588d366f512c1ad..09a94a9470fe62cd2c5bd4cb2a31d85e3bb6a9db 100644
--- a/geau/R/data.r
+++ b/geau/R/data.r
@@ -9,8 +9,8 @@
 #' List of all collectivities included in so-ii
 #'
 #' A dataset containing the INSEE code of all local collectivities
-#' included in so-ii
-#' 
+#' included in so-ii.
+#'
 #' Basically this dataset is obtained as a selection from the layer
 #' COMMUNE in ADMIN EXPRESS, more a renaming of variables.
 #'
@@ -18,19 +18,21 @@
 #' \describe{
 #'   \item{id}{id, from IGN ADMIN EXPRESS}
 #'   \item{commune}{character, official name of the commune}
-#'   \item{commune_majuscule}{character, official capitalized name of the commune}
+#'   \item{commune_majuscule}{character, official capitalized name of the
+#'         commune}
 #'   \item{code}{character, INSEE code of the commune}
-#'   \{statut}{character, "statut" of the commune}
-#'   \{pop_yyy}{integer, official population of year yyyy in the commune}
-#'   \{epci}{characeter, INSEE ID of the EPCI of the commune}
+#'   \item{statut}{character, statut of the commune}
+#'   \item{pop_yyy}{integer, official population of year yyyy in the commune}
+#'   \item{epci}{character, INSEE ID of the EPCI of the commune}
 #' }
+#'
 #' @source \url{https://www.data.gouv.fr/fr/datasets/admin-express/}
 "so_ii_commune"
 
 #' Spatial perimeter of so-ii
 #'
 #' A dataset containing the perimeter of so-ii.
-#' 
+#'
 #' Basically, this dataset is obtained as
 #' \code{sf::st_union(so_ii_commune)}
 #'
@@ -46,4 +48,19 @@
 #'   \item{clc_2018}{character, classification from CLC 2018}
 #'   \item{color}{character, default color to be used to plot so_ii_clc}
 #' }
-"so_ii_limit"
\ No newline at end of file
+"so_ii_limit"
+
+#' Flood frequency for the municipalities of so-ii
+#'
+#' A dataset containing the flood frequency by year and so-ii municipality 
+#' according to the GASPAR database.
+#'
+#' @format matrix 78 rows, 41 variables
+"so_ii_gaspar"
+
+#' CLC information for so-ii
+#'
+#' A dataset containing the 2018 version of CLC information for so-ii
+#'
+#' @format sf object
+"so_ii_clc"
\ No newline at end of file
diff --git a/geau/R/map_so_ii.r b/geau/R/map_so_ii.r
index df6a9a27eb8b19abec0303a63ae8bd2f15932ce3..21aec3d839a00dfb78ba2e101c90d173d6179ec7 100644
--- a/geau/R/map_so_ii.r
+++ b/geau/R/map_so_ii.r
@@ -5,6 +5,7 @@
 #' @param theme character, choice for the theme (if any)
 #' @param bar logical, should a bar be plotted
 #' @param path character, the name of the file to save the plot
+#' @param gaspar_year character, the year chosen for gaspar theme
 #' @param ...  some parameters that will be used by plot (from sf)
 #'
 #' @return Nothing useful.
@@ -20,7 +21,15 @@
 #' # To be added (soon)
 #' }
 
-map_so_ii = function(dataset, dataset_legend = NULL, theme = "clc", bar = TRUE, path = NULL, ...) {
+map_so_ii = function(
+    dataset,
+    dataset_legend = NULL,
+    theme = c("clc", "gaspar"),
+    bar = TRUE,
+    path = NULL,
+    gaspar_year,
+    ...
+) {
 
     if (!is.null(path)) {
         switch(
@@ -29,12 +38,12 @@ map_so_ii = function(dataset, dataset_legend = NULL, theme = "clc", bar = TRUE,
             "png" = grDevices::png(path),
             stop(sprintf("%s not recognized", tolower(tools::file_ext(path))))
         )
+        on.exit(grDevices::dev.off())
     }
 
     ## Init map
     graphics::par(mai = c(.65, .60, .50, .15))
     plot(geau::so_ii_limit, axes = TRUE)
-    plot(geau::so_ii_limit, lwd = 2, add = TRUE)
 
     if ("clc" %in% theme) {
         plot(
@@ -45,10 +54,38 @@ map_so_ii = function(dataset, dataset_legend = NULL, theme = "clc", bar = TRUE,
         )
     }
 
+    if ("gaspar" %in% theme) {
+        border = NA
+        color = NA
+        if (!missing(gaspar_year)) {
+            border = "grey80"
+            color = ifelse(
+                geau::so_ii_gaspar[ , as.character(gaspar_year)] > 0,
+                scales::alpha("grey80", .5),
+                NA
+            )
+        }
+
+        plot(
+            geau::so_ii_commune[["geometry"]],
+            border = border,
+            col = color,
+            add = TRUE
+        )
+    }
+
     plot(dataset[["geometry"]], add = TRUE, ...)
 
+    plot(geau::so_ii_limit, lwd = 2, add = TRUE)
+
     if (bar == TRUE) {
-        terra::sbar(10, c(3.55, 43.47), type = "bar", below = "km", label = c(0, 5, 10), cex = .8)
+        terra::sbar(
+            10, c(3.55, 43.47),
+            type = "bar",
+            below = "km",
+            label = c(0, 5, 10),
+            cex = .8
+        )
     }
 
     if (!is.null(dataset_legend)) {
@@ -61,5 +98,5 @@ map_so_ii = function(dataset, dataset_legend = NULL, theme = "clc", bar = TRUE,
         do.call(graphics::legend, dataset_legend)
     }
 
-    if (!is.null(path)) invisible(grDevices::dev.off())
-}
\ No newline at end of file
+    return(invisible(NULL))
+}
diff --git a/geau/data-raw/so_ii_scope.R b/geau/data-raw/so_ii_scope.R
index 6c286a2cb182d9620a16f0d209283ff7bba30578..7fe7810642921ee083db74ccd4e05f138535aad2 100644
--- a/geau/data-raw/so_ii_scope.R
+++ b/geau/data-raw/so_ii_scope.R
@@ -1,6 +1,10 @@
 # code to prepare `so_ii_scope` dataset goes here
 
-so_ii_scope = read.csv2(current_version("data-common/so-ii/scope"), colClasses = "character")[["code"]]
+so_ii_scope = read.csv2(
+    current_version("data-common/so-ii/scope"),
+    colClasses = "character"
+)[["code"]]
+so_ii_scope = sort(so_ii_scope)
 
 # code to prepare `so_ii_commune` dataset goes here
 
@@ -8,7 +12,8 @@ admin_express = current_version("data-common/data/IGN/ADMIN-EXPRESS/version")
 selection = c("ID", "NOM", "NOM_M", "INSEE_COM", "STATUT", "POPULATION", "SIREN_EPCI")
 so_ii_commune = sf::st_read(file.path(admin_express, "COMMUNE.shp"))[selection]
 names(so_ii_commune) = c("id", "commune", "commune_majuscule", "code", "statut", "pop_2021", "epci", "geometry")
-so_ii_commune = so_ii_commune[so_ii_commune[["code"]] %in% so_ii_scope, ]
+rownames(so_ii_commune) = so_ii_commune[["code"]]
+so_ii_commune = so_ii_commune[so_ii_scope, ]
 
 # code to prepare `so_ii_limit` dataset goes here
 
@@ -28,6 +33,17 @@ so_ii_clc[["color"]] = as.character(
     )
 )
 
+# code to prepare `so_ii_gaspar` dataset goes here
+
+so_ii_gaspar = read.csv2(
+    current_version("data-common/so-ii/gaspar", "catnat_year_n"),
+    header = TRUE,
+    row.names = 1
+)
+so_ii_gaspar = as.matrix(so_ii_gaspar)
+colnames(so_ii_gaspar) = gsub("^X", "", colnames(so_ii_gaspar))
+so_ii_gaspar = so_ii_gaspar[so_ii_scope, ]
+
 # updating datasets
 
 # actual = setwd(file.path(system.file(package = "geau"), ".."))
@@ -36,4 +52,5 @@ usethis::use_data(so_ii_scope, internal = FALSE, overwrite = TRUE)
 usethis::use_data(so_ii_commune, internal = FALSE, overwrite = TRUE)
 usethis::use_data(so_ii_limit, internal = FALSE, overwrite = TRUE)
 usethis::use_data(so_ii_clc, internal = FALSE, overwrite = TRUE)
+usethis::use_data(so_ii_gaspar, internal = FALSE, overwrite = TRUE)
 setwd(actual)
diff --git a/geau/data/so_ii_commune.rda b/geau/data/so_ii_commune.rda
index 3379d330d2daa7cd1c5d33b2882f207518c99338..af05cfa70cffbcb870553a80ea3a611a38c6bc58 100644
Binary files a/geau/data/so_ii_commune.rda and b/geau/data/so_ii_commune.rda differ
diff --git a/geau/data/so_ii_gaspar.rda b/geau/data/so_ii_gaspar.rda
new file mode 100644
index 0000000000000000000000000000000000000000..b043d07338c1978285be83914c7af4282819f5b2
Binary files /dev/null and b/geau/data/so_ii_gaspar.rda differ
diff --git a/geau/data/so_ii_limit.rda b/geau/data/so_ii_limit.rda
index c412150f92e981ed28e586cf1d53f19502fe0840..63af11c4fe98d021e2c1686807faece9025379c6 100644
Binary files a/geau/data/so_ii_limit.rda and b/geau/data/so_ii_limit.rda differ
diff --git a/geau/man/map_so_ii.Rd b/geau/man/map_so_ii.Rd
index e30453a3b42e3674ab0b86de7f484777abf7e37a..118e7364f46086f91332be470f91fd97b6d03e80 100644
--- a/geau/man/map_so_ii.Rd
+++ b/geau/man/map_so_ii.Rd
@@ -8,9 +8,10 @@
 map_so_ii(
   dataset,
   dataset_legend = NULL,
-  theme = "clc",
+  theme = c("clc", "gaspar"),
   bar = TRUE,
   path = NULL,
+  gaspar_year,
   ...
 )
 }
@@ -25,6 +26,8 @@ map_so_ii(
 
 \item{path}{character, the name of the file to save the plot}
 
+\item{gaspar_year}{character, the year chosen for gaspar theme}
+
 \item{...}{some parameters that will be used by plot (from sf)}
 }
 \value{
diff --git a/geau/man/so_ii_clc.Rd b/geau/man/so_ii_clc.Rd
new file mode 100644
index 0000000000000000000000000000000000000000..0d62e5c3312b105257842ef172f80c92eb82a5d3
--- /dev/null
+++ b/geau/man/so_ii_clc.Rd
@@ -0,0 +1,16 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/data.r
+\docType{data}
+\name{so_ii_clc}
+\alias{so_ii_clc}
+\title{CLC information for so-ii}
+\format{
+sf object
+}
+\usage{
+so_ii_clc
+}
+\description{
+A dataset containing the 2018 version of CLC information for so-ii
+}
+\keyword{datasets}
diff --git a/geau/man/so_ii_commune.Rd b/geau/man/so_ii_commune.Rd
index 979256feec766e313c71d63a228553c115b2afbf..1a1052133369797131767da0795b29f437b70cca 100644
--- a/geau/man/so_ii_commune.Rd
+++ b/geau/man/so_ii_commune.Rd
@@ -9,11 +9,12 @@ sf data.frame 69 rows, 7 variables
 \describe{
 \item{id}{id, from IGN ADMIN EXPRESS}
 \item{commune}{character, official name of the commune}
-\item{commune_majuscule}{character, official capitalized name of the commune}
+\item{commune_majuscule}{character, official capitalized name of the
+commune}
 \item{code}{character, INSEE code of the commune}
-\{statut}{character, "statut" of the commune}
-\{pop_yyy}{integer, official population of year yyyy in the commune}
-\{epci}{characeter, INSEE ID of the EPCI of the commune}
+\item{statut}{character, statut of the commune}
+\item{pop_yyy}{integer, official population of year yyyy in the commune}
+\item{epci}{character, INSEE ID of the EPCI of the commune}
 }
 }
 \source{
@@ -24,7 +25,7 @@ so_ii_commune
 }
 \description{
 A dataset containing the INSEE code of all local collectivities
-included in so-ii
+included in so-ii.
 }
 \details{
 Basically this dataset is obtained as a selection from the layer
diff --git a/geau/man/so_ii_gaspar.Rd b/geau/man/so_ii_gaspar.Rd
new file mode 100644
index 0000000000000000000000000000000000000000..dcf936d10f9d2ae5f621b8c24e8f4abfb2b66904
--- /dev/null
+++ b/geau/man/so_ii_gaspar.Rd
@@ -0,0 +1,17 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/data.r
+\docType{data}
+\name{so_ii_gaspar}
+\alias{so_ii_gaspar}
+\title{Flood frequency for the municipalities of so-ii}
+\format{
+matrix 78 rows, 41 variables
+}
+\usage{
+so_ii_gaspar
+}
+\description{
+A dataset containing the flood frequency by year and so-ii municipality
+according to the GASPAR database.
+}
+\keyword{datasets}
diff --git a/map_so_ii.rmd b/map_so_ii.rmd
index 7b34aae51df2f463ed5c06b1e724970a393937f7..870f96a2a8424433d1c6d9f691ed32ae47ae398e 100644
--- a/map_so_ii.rmd
+++ b/map_so_ii.rmd
@@ -24,4 +24,5 @@ dataset_legend = list(
 
 map_so_ii(dataset, dataset_legend, path = "toto.pdf", bg = bg, cex = cex, col = col, pch = pch)
 map_so_ii(dataset, dataset_legend, path = "toto.png", bg = bg, cex = cex, col = col, pch = pch)
-map_so_ii(dataset, dataset_legend, path = "toto.pdf", bg = bg, pch = 22)
\ No newline at end of file
+map_so_ii(dataset, dataset_legend, path = "toto.pdf", bg = bg, pch = 22)
+map_so_ii(dataset, dataset_legend, path = "toto.pdf", bg = bg, pch = 22, theme = "gaspar")
\ No newline at end of file