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diff --git a/WS1/module_4/0_intro_module_4.html b/WS1/module_4/0_intro_module_4.html
@@ -228,6 +228,13 @@
 
 </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">
+<li class="toctree-l1"><a class="reference internal" href="../../WS2/intro_to_ws2.html">Introduction to workshop 2</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../WS2/module_1/0_intro_module_1.html">Module 1</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../WS2/module_2/0_intro_module_2.html">Module 2</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../WS2/module_3/0_intro_module_3.html">Exercice 1</a></li>
 </ul>
 
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diff --git a/WS1/module_4/3_combining_balances_solution.html b/WS1/module_4/3_combining_balances_solution.html
@@ -228,6 +228,13 @@
 
 </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">
+<li class="toctree-l1"><a class="reference internal" href="../../WS2/intro_to_ws2.html">Introduction to workshop 2</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../WS2/module_1/0_intro_module_1.html">Module 1</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../WS2/module_2/0_intro_module_2.html">Module 2</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../WS2/module_3/0_intro_module_3.html">Exercice 1</a></li>
 </ul>
 
     </div>
@@ -659,17 +666,17 @@ <h1>Energy balance for a laboratory equipment batch reactor for chemical synthes
 Different time intervals are used for the first plot compared to the others
 </pre></div>
 </div>
-<img alt="../../_images/524b948158fafdab9c3aa44aff0667b0e99a9a3131ee158e31b261868c6fff92.png" src="../../_images/524b948158fafdab9c3aa44aff0667b0e99a9a3131ee158e31b261868c6fff92.png" />
+<img alt="../../_images/8140497f8fe1d423b65ca8b4bcdd7b99b5fd808840b390508c2aea0139c3e688.png" src="../../_images/8140497f8fe1d423b65ca8b4bcdd7b99b5fd808840b390508c2aea0139c3e688.png" />
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Since the heat of reaction is positive, heat is consumed by the reaction, so we expect temperature to drop in the adiabatic case, which is what is observed
 </pre></div>
 </div>
-<img alt="../../_images/a2827e86a3a64a4041cfa2d98b95a6e426b2e0561177c6c74006ac37fdbe27a5.png" src="../../_images/a2827e86a3a64a4041cfa2d98b95a6e426b2e0561177c6c74006ac37fdbe27a5.png" />
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+<img alt="../../_images/313446236bf20a65d383b2482def5d8fcf980372bf858d8263cff1811d405257.png" src="../../_images/313446236bf20a65d383b2482def5d8fcf980372bf858d8263cff1811d405257.png" />
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 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>It&#39;s difficult to see what happens at the beginning for the last two plots, these are plotted again in a short interval
 </pre></div>
 </div>
-<img alt="../../_images/969e29219273da107a2b71dab66aef2283592a9865683b58b594e51d3cb87085.png" src="../../_images/969e29219273da107a2b71dab66aef2283592a9865683b58b594e51d3cb87085.png" />
-<img alt="../../_images/eec5d31f701938f6b9ff7cb578fbfef3c693456cfb4ef2bfc5684dfa7481dc0e.png" src="../../_images/eec5d31f701938f6b9ff7cb578fbfef3c693456cfb4ef2bfc5684dfa7481dc0e.png" />
+<img alt="../../_images/c0e589d530913200fec309a3ec20f0f6636fa1da008299073f0312a1be3d23f4.png" src="../../_images/c0e589d530913200fec309a3ec20f0f6636fa1da008299073f0312a1be3d23f4.png" />
+<img alt="../../_images/631d16c18d2f4353ca5bf695429adbde8fa478dbb78fa6975b5ee1c91aa18324.png" src="../../_images/631d16c18d2f4353ca5bf695429adbde8fa478dbb78fa6975b5ee1c91aa18324.png" />
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>The temperature settles after around 60 seconds for both cases, which seems to be unreasonalably fast, probably because the heat transfer coefficients are very large
 Nevertheless, it can be seen that the temperature growth is very similar in the last two cases this is because the heat of reaction is negligible compared to heat transfer
 This is expected since the mol% of A in the reactor is very small: 0.079 i.e. less than 0.1%
@@ -698,9 +705,9 @@ <h1>Energy balance for a laboratory equipment batch reactor for chemical synthes
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@@ -714,16 +721,16 @@ <h1>Energy balance for a laboratory equipment batch reactor for chemical synthes
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diff --git a/WS2/intro_to_ws2.html b/WS2/intro_to_ws2.html
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-<li class="toctree-l2"><a class="reference internal" href="../WS1/module_3/2_linear_regression.html">Finding the logarithm of a value in Python</a></li>
-
+<li class="toctree-l2"><a class="reference internal" href="../WS1/module_3/2_linear_regression.html">Linear Regression</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../WS1/module_3/3_stoichiometry.html">Stoichiometry (1)</a></li>
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@@ -227,6 +226,13 @@
 
 </ul>
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+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Model-based Techniques (WS2)</span></p>
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+<li class="toctree-l1 current active"><a class="current reference internal" href="#">Introduction to workshop 2</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="module_3/0_intro_module_3.html">Exercice 1</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../../WS1/module_3/2_linear_regression.html">Linear Regression</a></li>
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@@ -229,6 +228,13 @@
 
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+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Model-based Techniques (WS2)</span></p>
+<ul class="current nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../intro_to_ws2.html">Introduction to workshop 2</a></li>
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diff --git a/WS2/module_2/0_intro_module_2.html b/WS2/module_2/0_intro_module_2.html
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@@ -227,6 +226,13 @@
 
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+<ul class="current nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../intro_to_ws2.html">Introduction to workshop 2</a></li>
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+<li class="toctree-l1 current active"><a class="current reference internal" href="#">Module 2</a></li>
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