diff --git a/rapport/chapter5-applications/baldock.tex b/rapport/chapter5-applications/baldock.tex
index 2bba34f..0e1f3e7 100644
--- a/rapport/chapter5-applications/baldock.tex
+++ b/rapport/chapter5-applications/baldock.tex
@@ -8,27 +8,34 @@ networks in four major english cities.
 \cite{baldockDailyTemporalStructure2011}
 
 
-% \begin{figure}[ht]
-%   \centering
-%   \begin{subfigure}[htb]{0.47\textwidth}
-%     % \input{../tikz/applications/baldock/graph-Baldock2019_Bristol.tex}
-%     \caption{Bristol}
-%   \end{subfigure}
-%   \hfill
-%   \begin{subfigure}[htb]{0.47\textwidth}
-%     % \input{../tikz/applications/baldock/graph-Baldock2019_Edinburgh.tex}
-%     \caption{Edinburgh}
-%   \end{subfigure}
-%   \newline
-%   \begin{subfigure}[htb]{0.47\textwidth}
-%     \input{../tikz/applications/baldock/graph-Baldock2019_Leeds.tex}
-%     \caption{Leeds}
-%   \end{subfigure}
-%   \hfill
-%   \begin{subfigure}[htb]{0.47\textwidth}
-%     \input{../tikz/applications/baldock/graph-Baldock2019_Reading.tex}
-%     \caption{Reading}
-%   \end{subfigure}
-%   \caption{English networks from~\cite{baldockSystemsApproachReveals2019a}}
-%   \label{fig:baldock-english-networks}
-% \end{figure}
\ No newline at end of file
+\begin{figure}[ht]
+  \centering
+  \begin{subfigure}[htb]{0.47\textwidth}
+    \input{../tikz/applications/baldock/graph-Baldock2019_Bristol.tex}
+    \caption{Bristol}
+  \end{subfigure}
+  \hfill
+  \begin{subfigure}[htb]{0.47\textwidth}
+    \input{../tikz/applications/baldock/graph-Baldock2019_Edinburgh.tex}
+    \caption{Edinburgh}
+  \end{subfigure}
+  \newline
+  \begin{subfigure}[htb]{0.47\textwidth}
+    \input{../tikz/applications/baldock/graph-Baldock2019_Leeds.tex}
+    \caption{Leeds}
+  \end{subfigure}
+  \hfill
+  \begin{subfigure}[htb]{0.47\textwidth}
+    \input{../tikz/applications/baldock/graph-Baldock2019_Reading.tex}
+    \caption{Reading}
+  \end{subfigure}
+  \caption{English networks from~\cite{baldockSystemsApproachReveals2019a}}
+  \label{fig:baldock-english-networks}
+\end{figure}
+
+\begin{figure}[ht]
+  \centering
+  \input{../tikz/applications/baldock/graph-Baldock2011_TB+Baldock2011_JN.tex}
+  \caption{South African network from~\cite{baldockDailyTemporalStructure2011}}
+  \label{fig:baldock-south-african-networks}
+\end{figure}
\ No newline at end of file
diff --git a/rapport/rapport.pdf b/rapport/rapport.pdf
index 6f4f6c1..0b392a4 100644
Binary files a/rapport/rapport.pdf and b/rapport/rapport.pdf differ
diff --git a/rapport/rapport.tex b/rapport/rapport.tex
index 886e2e6..586e507 100644
--- a/rapport/rapport.tex
+++ b/rapport/rapport.tex
@@ -39,6 +39,7 @@
 \usepackage{pdflscape}
 
 \usepackage{float} % pour le placement des figure
+
 \usepackage{caption} % Figures
 \usepackage{subcaption} % And Subfigures
 
@@ -86,7 +87,6 @@
 arrows,shapes,positioning,shadows,trees,calc,backgrounds,
 automata,positioning}
 
-
 \tikzset{
     basic/.style  = {draw, text width=3cm, font=\sffamily, rectangle},
     root/.style   = {basic, rounded corners=2pt, thin, align=center,
@@ -173,7 +173,6 @@ automata,positioning}
 
 %%%%%%%%%%%%%% En-tête de chapitre %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-
 \makeatletter
 \def\thickhrulefill{\leavevmode \leaders \hrule height 1ex \hfill \kern \z@}
 \def\@makechapterhead#1{%
@@ -221,32 +220,31 @@ automata,positioning}
 % Pour activer les onglets
 \ActivateBG
 \begin{selectlanguage}{french}
-    % \maketitle
-    \pagenumbering{roman}
-    \tableofcontents
-    \include{remerciements}
-    % \include{chapter1-presentation_UMR}
+	% \maketitle
+	\pagenumbering{roman}
+	\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}
+	% \chapter{Applications}
+	% \include{Rcodes/real_data/application_dore}
+	% \include{Rcodes/real_data/CoOPLBM_completion_analyze}
+	\include{chapter5-applications}
+	\include{conclusions}
 
-    \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}