diff --git a/rapport/conclusions.tex b/rapport/conclusions.tex
index 70c5453..ef6c695 100644
--- a/rapport/conclusions.tex
+++ b/rapport/conclusions.tex
@@ -4,6 +4,18 @@
 \section{Conclusion}
 \label{sec:conclusion}
 
+\subsection{State of work at the end of the internship}
+
+At the end of this internship we now have:
+\begin{itemize}
+    \item A model capable to find structure in collections of bipartite network.
+          Enabling the possibility to bring together networks that may have not
+          seem evident to put together.
+    \item A clustering method that is able to partition a collection into
+          collections that are similar in their structures.
+    \item All the described methods implemented into an \texttt{R} package.
+\end{itemize}
+
 \subsection{Difficulties encountered}
 \label{ssec:difficulties-encountered}
 \paragraph{Seed dependance} While using our clustering on data
@@ -47,6 +59,18 @@ for network $m$ are themselves the realizations of random variables and
 thus introduce sort of a mixed effect model. This may allow a self-penalization
 that could keep the flexibility intended in these models.
 
+\paragraph{More ecological applications} We have leads to apply the models on
+interesting cases, among them are the following:
+\begin{itemize}
+    \item Networks that are spaced along an altitude gradient, which could be
+          accounted for in the dissimilarity measure for instance.
+    \item Collection of different sorts of interactions (plants-seed dispersors,
+          host-parasites, \dots)
+\end{itemize}
+
+\paragraph{Turning this work into an article} We will work in the upcoming
+months to write an article about the method.
+
 \paragraph{Comparison to other graphs clustering methods}
 Recent work have been comparing
 \texttt{colSBM}~\parencite{chabert-liddellLearningCommonStructures2024a} and
diff --git a/rapport/rapport.tex b/rapport/rapport.tex
index 60ccf34..c17a215 100644
--- a/rapport/rapport.tex
+++ b/rapport/rapport.tex
@@ -223,31 +223,32 @@ automata,positioning}
 % Pour activer les onglets
 \ActivateBG
 \begin{selectlanguage}{french}
-    % \maketitle
-    \pagenumbering{roman}
-    \tableofcontents
-    \include{remerciements}
-    % \include{chapter1-presentation_UMR}
+	% \maketitle
+	\pagenumbering{roman}
+	\setcounter{tocdepth}{1}
+	\tableofcontents
+	\include{remerciements}
+	% \include{chapter1-presentation_UMR}
 \end{selectlanguage}
 
 \begin{selectlanguage}{english}
-    \pagenumbering{arabic}
-    \include{chapter2-context}
-    \include{chapter3-structure-detection}
-    \include{chapter4-simulation-studies}
+	\pagenumbering{arabic}
+	\include{chapter2-context}
+	\include{chapter3-structure-detection}
+	\include{chapter4-simulation-studies}
 
-    % \chapter{Applications}
-    % \include{Rcodes/real_data/application_dore}
-    % \include{Rcodes/real_data/CoOPLBM_completion_analyze}
-    \include{chapter5-applications}
-    \include{conclusions}
+	% \chapter{Applications}
+	% \include{Rcodes/real_data/application_dore}
+	% \include{Rcodes/real_data/CoOPLBM_completion_analyze}
+	\include{chapter5-applications}
+	\include{conclusions}
 
-    \addtocounter{maincontentend}{1}
-    \addtocounter{customchapter}{1}
-    \printbibliography
-    \input{appendices.tex}
-    % \listoffigures
-    % \listoftables
+	\addtocounter{maincontentend}{1}
+	\addtocounter{customchapter}{1}
+	\printbibliography
+	\input{appendices.tex}
+	% \listoffigures
+	% \listoftables
 \end{selectlanguage}
 
 \end{document}