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diff --git a/WS1/intro_to_ws1.html b/WS1/intro_to_ws1.html
@@ -190,6 +190,13 @@
 <li class="toctree-l2"><a class="reference internal" href="module_1/5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="module_2/0_intro_module_2.html">Module 2</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="module_2/1_dictionaries_and_sets.html">Dicstionaries &amp; sets</a></li>
+<li class="toctree-l2"><a class="reference internal" href="module_2/2_dataframes.html">Dataframes</a></li>
+<li class="toctree-l2"><a class="reference internal" href="module_2/3_numpy_arrays.html">Numpy</a></li>
+<li class="toctree-l2"><a class="reference internal" href="module_2/4_data_visualizations.html">Visualization</a></li>
+</ul>
+</details></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Model-based Techniques (WS2)</span></p>
 <ul class="nav bd-sidenav">

diff --git a/WS1/module_1/0_python_basics.html b/WS1/module_1/0_python_basics.html
@@ -192,6 +192,13 @@
 <li class="toctree-l2"><a class="reference internal" href="5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../module_2/0_intro_module_2.html">Module 2</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../module_2/1_dictionaries_and_sets.html">Dicstionaries &amp; sets</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_2/2_dataframes.html">Dataframes</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_2/3_numpy_arrays.html">Numpy</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_2/4_data_visualizations.html">Visualization</a></li>
+</ul>
+</details></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Model-based Techniques (WS2)</span></p>
 <ul class="nav bd-sidenav">

diff --git a/WS1/module_1/4_exercise_1.html b/WS1/module_1/4_exercise_1.html
@@ -190,6 +190,13 @@
 <li class="toctree-l2"><a class="reference internal" href="5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../module_2/0_intro_module_2.html">Module 2</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../module_2/1_dictionaries_and_sets.html">Dicstionaries &amp; sets</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_2/2_dataframes.html">Dataframes</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_2/3_numpy_arrays.html">Numpy</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_2/4_data_visualizations.html">Visualization</a></li>
+</ul>
+</details></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Model-based Techniques (WS2)</span></p>
 <ul class="nav bd-sidenav">

diff --git a/WS1/module_1/5_exercise_2.html b/WS1/module_1/5_exercise_2.html
@@ -60,7 +60,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'WS1/module_1/5_exercise_2';</script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
-    <link rel="next" title="Content with notebooks" href="../../notebooks.html" />
+    <link rel="next" title="Module 2" href="../module_2/0_intro_module_2.html" />
     <link rel="prev" title="Exercises about statements, assignments, lists and generators, control flow and packaging" href="4_exercise_1.html" />
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@@ -190,6 +190,13 @@
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Exercice 2</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../module_2/0_intro_module_2.html">Module 2</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../module_2/1_dictionaries_and_sets.html">Dicstionaries &amp; sets</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_2/2_dataframes.html">Dataframes</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_2/3_numpy_arrays.html">Numpy</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_2/4_data_visualizations.html">Visualization</a></li>
+</ul>
+</details></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Model-based Techniques (WS2)</span></p>
 <ul class="nav bd-sidenav">
@@ -637,11 +644,11 @@ <h2>Possible solutions<a class="headerlink" href="#possible-solutions" title="Li
       </div>
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+       href="../module_2/0_intro_module_2.html"
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