diff --git a/build-map.R b/build-map.R
new file mode 100644
index 0000000..3f5b17b
--- /dev/null
+++ b/build-map.R
@@ -0,0 +1,14 @@
+library("leaflet")
+library("mapview")
+library("webshot")
+m <- leaflet() |>
+    addTiles() |>
+    setView(lng = -3.432, lat = 53.1, zoom = 6.4)
+# |>
+# addMarkers(lat = 55.953251, lng = -3.188267, popup = "Edinburgh") |>
+# addMarkers(lat = 51.4545, lng = -2.5879, popup = "Bristol") |>
+# addMarkers(popup = "Leeds", lat = 53.8008, lng = -1.5491) |>
+# addMarkers(popup = "Reading", lat = 51.455, lng = -0.971)
+print(m)
+
+mapshot(m, file = "img/uk-map.png", cliprect = c(20, 365, 395, 600))
diff --git a/img/uk-map.png b/img/uk-map.png
new file mode 100644
index 0000000..582ba69
Binary files /dev/null and b/img/uk-map.png differ
diff --git a/principal.tex b/principal.tex
index f05b640..5d8dc49 100644
--- a/principal.tex
+++ b/principal.tex
@@ -114,32 +114,47 @@
 
 \begin{frame}
     \frametitle{Multiple networks}
-    \begin{figure}[ht]
-        \centering
-        \begin{subfigure}[ht]{0.475\textwidth}
+    \only<1>{\begin{figure}[ht]
             \centering
-            \includegraphics[width=0.5\textwidth]{tikz/applications/baldock/mat-Baldock2019_Bristol.pdf}
-            \caption{Bristol}
-        \end{subfigure}
-        \begin{subfigure}[ht]{0.475\textwidth}
+            \begin{subfigure}[ht]{0.475\textwidth}
+                \centering
+                \includegraphics[width=0.5\textwidth]{tikz/applications/baldock/mat-Baldock2019_Bristol.pdf}
+                \caption{Bristol}
+            \end{subfigure}
+            \begin{subfigure}[ht]{0.475\textwidth}
+                \centering
+                \includegraphics[width=0.5\textwidth]{tikz/applications/baldock/mat-Baldock2019_Edinburgh.pdf}
+                \caption{Edinburgh}
+            \end{subfigure}
+            \hfill
+            \begin{subfigure}[ht]{0.475\textwidth}
+                \centering
+                \includegraphics[width=0.5\textwidth]{tikz/applications/baldock/mat-Baldock2019_Leeds.pdf}
+                \caption{Leeds}
+            \end{subfigure}
+            \begin{subfigure}[ht]{0.475\textwidth}
+                \centering
+                \includegraphics[width=0.5\textwidth]{tikz/applications/baldock/mat-Baldock2019_Reading.pdf}
+                \caption{Reading}
+            \end{subfigure}
+            \caption{Adjacency matrices,~\cite{baldockSystemsApproachReveals2019}}
+            \label{fig:adj}
+        \end{figure}}
+    \only<2>{
+        \addtocounter{figure}{1}
+        \begin{figure}[ht]
             \centering
-            \includegraphics[width=0.5\textwidth]{tikz/applications/baldock/mat-Baldock2019_Edinburgh.pdf}
-            \caption{Edinburgh}
-        \end{subfigure}
-        \hfill
-        \begin{subfigure}[ht]{0.475\textwidth}
-            \centering
-            \includegraphics[width=0.5\textwidth]{tikz/applications/baldock/mat-Baldock2019_Leeds.pdf}
-            \caption{Leeds}
-        \end{subfigure}
-        \begin{subfigure}[ht]{0.475\textwidth}
-            \centering
-            \includegraphics[width=0.5\textwidth]{tikz/applications/baldock/mat-Baldock2019_Reading.pdf}
-            \caption{Reading}
-        \end{subfigure}
-        \caption{Adjacency matrices,~\cite{baldockSystemsApproachReveals2019}}
-        \label{fig:adj}
-    \end{figure}
+            \begin{tikzpicture}
+                \tikzset{city/.style={circle, fill=white, draw=red, inner sep=0.65,minimum size=0}}
+                \node (map) at (0,0) {\includegraphics[width=0.35\textwidth]{img/uk-map.png}};
+                \node[city, pin={[pin edge={<-,thick}, pin distance = 25mm]180:Leeds}] (leeds) at (0.2,0.03) {};
+                \node[city, pin={[pin edge={<-,thick}, pin distance = 30mm]0:Edinburgh}] (edinburgh) at (-0.58,1.84) {};
+                \node[city, pin={[pin edge={<-,thick}, pin distance = 20mm]180:Bristol}] (bristol) at (-0.3,-1.82) {};
+                \node[city, pin={[pin edge={<-,thick}, pin distance = 20mm]0:Reading}] (reading) at (0.5,-1.82) {};
+
+            \end{tikzpicture}
+            \caption{Map of the 4 cities}
+        \end{figure}}
 \end{frame}
 
 \section[Bipartite collection models]{Bipartite network collection models}
@@ -349,9 +364,31 @@
             \begin{column}{0.6\textwidth}
                 \begin{figure}
                     \centering
-                    \includegraphics[width=0.8\textwidth]{tikz/applications/baldock/shared-iid.pdf}
-                    \caption{Shared structure of the 4 networks}
-                    \label{fig:shared}
+                    \begin{tikzpicture}[every every node/.style={anchor=south west, inner sep=0pt}, x=1mm, y=1mm]
+                        \node (struct) at (0,0) {\includegraphics[width=0.8\textwidth]{tikz/applications/baldock/shared-iid.pdf}};
+                        \node (gen) at (-25,11) {};
+                        \node (interm) at (-25,2) {};
+                        \node (spe) at (-25,-7) {};
+
+                        \node (gen_label) at (18, 11) {};
+                        \node (spe_label) at (18, -7) {};
+
+                        \node (for_label) at (struct.west) {};
+                        \onslide<3->{
+                            \node[right = 3mm of gen_label] (generalist) {Gen.};
+                            \node[right = 3mm of spe_label] (specialist) {Spe.};
+                            \path (generalist) edge[->,thick] (gen_label);
+                            \path (specialist) edge[->,thick] (spe_label);
+                        }
+                        \only<3>{
+                            \node[left = 3mm of gen] (towns_gen_garden) {B, L};
+                            \node[left = 3mm of spe] (towns_spe_garden) {E, R};
+                            \path (towns_gen_garden) edge[->,thick] (gen);
+                            \path (towns_spe_garden) edge[->,thick] (spe);
+                        }
+                        % \only<4>{}
+                    \end{tikzpicture}
+                    \caption{Shared structure of the 4 networks}\label{fig:shared}
                 \end{figure}
             \end{column}
         \end{columns}