diff --git a/area-based.1.data.preparation.Rmd b/area-based.1.data.preparation.Rmd
index 784ab4b3ebdcac4f5d71696b6c92ba54e6f058d3..f758c40c602186fafdd88b268627bacc3563f750 100644
--- a/area-based.1.data.preparation.Rmd
+++ b/area-based.1.data.preparation.Rmd
@@ -3,8 +3,8 @@ title: "R workflow for ABA data preparation"
 author: "Jean-Matthieu Monnet"
 date: "`r Sys.Date()`"
 output:
-  pdf_document: default
   html_document: default
+  pdf_document: default
 papersize: a4
 bibliography: "./bib/bibliography.bib"
 ---
@@ -491,7 +491,9 @@ hist(plots$D.mean.cm, main="Mean diameter", xlab="(cm)", ylab="Plot number")
 
 In this area, public forests are generally managed in a different way compared to private forests, resulting in different forest structures. Ownership is also linked to species composition. This classification could be used as a stratification when calibrating relationships between ALS metrics and forest parameters.
 
-Plots will be attributed to strata based on external GIS layers. The first layer is a vector map of public forests. The following map displays the plots colored based on ownership, after spatial extraction of this information from the polygons of public forests (black borders).
+Plots will be attributed to strata based on external GIS layers. The first layer is a vector map of public forests (Forêts publiques, ONF Paris, 2019.) which is available under the [Open Licence Version 2.0](https://www.etalab.gouv.fr/licence-ouverte-open-licence).
+
+The following lines load the public forests layer and intersects it with the plot locations.
 
 ```{r stratumExtraction, include=TRUE, message=FALSE, warning=FALSE, fig.width = 4, fig.height = 6}
 # load GIS layer of public forests
@@ -506,7 +508,7 @@ plots.sf$stratum <- factor(ifelse(is.na(plots.sf$FID), "private", "public"))
 plots.sf$FID <- NULL
 ```
 
-The following lines maps the plots with the GIS layer defining the public stratum.
+The following map displays the plots colored based on ownership, after spatial extraction of this information from the polygons of public forests (black borders).
 
 ```{r stratumPlot, include=TRUE, message=FALSE, warning=FALSE, fig.width = 4, fig.height = 6}
 # project points into map system
diff --git a/export/area-based.1.data.preparation.html b/export/area-based.1.data.preparation.html
index 542e5709746281b141a5c65904125aa1ff7610ed..40507cbe0db42fa8bfe05416abf24e5b61a67aa8 100644
--- a/export/area-based.1.data.preparation.html
+++ b/export/area-based.1.data.preparation.html
@@ -638,7 +638,8 @@ hist(plots$D.mean.cm, main = &quot;Mean diameter&quot;, xlab = &quot;(cm)&quot;,
 <div id="add-stratum-information-from-external-data" class="section level3">
 <h3>Add stratum information from external data</h3>
 <p>In this area, public forests are generally managed in a different way compared to private forests, resulting in different forest structures. Ownership is also linked to species composition. This classification could be used as a stratification when calibrating relationships between ALS metrics and forest parameters.</p>
-<p>Plots will be attributed to strata based on external GIS layers. The first layer is a vector map of public forests. The following map displays the plots colored based on ownership, after spatial extraction of this information from the polygons of public forests (black borders).</p>
+<p>Plots will be attributed to strata based on external GIS layers. The first layer is a vector map of public forests (Forêts publiques, ONF Paris, 2019.) which is available under the <a href="https://www.etalab.gouv.fr/licence-ouverte-open-licence">Open Licence Version 2.0</a>.</p>
+<p>The following lines load the public forests layer and intersects it with the plot locations.</p>
 <pre class="r"><code># load GIS layer of public forests
 public &lt;- sf::st_read(&quot;./data/aba.model/GIS/Public4Montagnes.shp&quot;, stringsAsFactors = TRUE, 
     quiet = TRUE)
@@ -650,7 +651,7 @@ plots.sf &lt;- sf::st_join(plots.sf, public)
 plots.sf$stratum &lt;- factor(ifelse(is.na(plots.sf$FID), &quot;private&quot;, &quot;public&quot;))
 # remove column
 plots.sf$FID &lt;- NULL</code></pre>
-<p>The following lines maps the plots with the GIS layer defining the public stratum.</p>
+<p>The following map displays the plots colored based on ownership, after spatial extraction of this information from the polygons of public forests (black borders).</p>
 <pre class="r"><code># project points into map system
 plots.sf.transform &lt;- sf::st_transform(plots.sf, 4326)
 public.transform &lt;- sf::st_transform(public, 4326)
diff --git a/export/area-based.1.data.preparation.pdf b/export/area-based.1.data.preparation.pdf
index ff248a6961c47d352cae4a872dc52ada9233c430..28a50f56665b6aefc815167f5b5bcf5f39f8f3ec 100644
Binary files a/export/area-based.1.data.preparation.pdf and b/export/area-based.1.data.preparation.pdf differ