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diff --git a/WS1/intro_to_ws1.html b/WS1/intro_to_ws1.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_1/0_python_basics.html b/WS1/module_1/0_python_basics.html
@@ -220,7 +220,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_1/1_hello_world.html b/WS1/module_1/1_hello_world.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_1/2_statements.html b/WS1/module_1/2_statements.html
@@ -220,7 +220,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>
@@ -784,7 +784,7 @@ <h2>3. Lists and generators<a class="headerlink" href="#lists-and-generators" ti
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;generator object &lt;genexpr&gt; at 0x000001FC8F363140&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;generator object &lt;genexpr&gt; at 0x00000248F86F3140&gt;
 </pre></div>
 </div>
 </div>

diff --git a/WS1/module_1/3_control_flow.html b/WS1/module_1/3_control_flow.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_1/4_exercise_1.html b/WS1/module_1/4_exercise_1.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_1/5_exercise_2.html b/WS1/module_1/5_exercise_2.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_2/0_intro_module_2.html b/WS1/module_2/0_intro_module_2.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_2/1_dictionaries_and_sets.html b/WS1/module_2/1_dictionaries_and_sets.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>
@@ -635,7 +635,7 @@ <h2>Sets<a class="headerlink" href="#sets" title="Link to this heading">#</a></h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{&#39;Bubble column&#39;, &#39;Fluid bed&#39;, &#39;Crystallization&#39;, &#39;Ion exchange&#39;, &#39;Solid-liquid extraction&#39;}
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{&#39;Solid-liquid extraction&#39;, &#39;Bubble column&#39;, &#39;Ion exchange&#39;, &#39;Crystallization&#39;, &#39;Fluid bed&#39;}
 </pre></div>
 </div>
 </div>

diff --git a/WS1/module_2/2_dataframes.html b/WS1/module_2/2_dataframes.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_2/3_numpy_arrays.html b/WS1/module_2/3_numpy_arrays.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_2/4_data_visualizations.html b/WS1/module_2/4_data_visualizations.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_2/5_exercise_1.html b/WS1/module_2/5_exercise_1.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_3/0_intro_module_3.html b/WS1/module_3/0_intro_module_3.html
@@ -220,7 +220,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_3/1_operations.html b/WS1/module_3/1_operations.html
@@ -220,7 +220,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_3/2_linear_regression.html b/WS1/module_3/2_linear_regression.html
@@ -220,7 +220,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_3/3_stoichiometry.html b/WS1/module_3/3_stoichiometry.html
@@ -220,7 +220,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_3/4_stoichiometry_solution.html b/WS1/module_3/4_stoichiometry_solution.html
@@ -220,7 +220,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_3/5_stoichiometry_pt2.html b/WS1/module_3/5_stoichiometry_pt2.html
@@ -220,7 +220,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_3/6_exercise_1.html b/WS1/module_3/6_exercise_1.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_4/7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_4/0_intro_module_4.html b/WS1/module_4/0_intro_module_4.html
@@ -220,7 +220,7 @@
 <li class="toctree-l2"><a class="reference internal" href="7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_4/1_reactors_in_python.html b/WS1/module_4/1_reactors_in_python.html
@@ -220,7 +220,7 @@
 <li class="toctree-l2"><a class="reference internal" href="7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>

diff --git a/WS1/module_4/2_combining_balances.html b/WS1/module_4/2_combining_balances.html
@@ -220,7 +220,7 @@
 <li class="toctree-l2"><a class="reference internal" href="7_exercise_2_solution.html">Exercice 2 (solution)</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Plotting</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_5/0_FedBatch_Ecoli_simulation.html">Fed batch simulation</a></li>
 
 <li class="toctree-l1 has-children"><a class="reference internal" href="../module_6/0_intro_module_6.html">Module 6</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_6/1_Mass_Transfer.html">Mass transfer</a></li>