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diff --git a/WS1/0_python_basics/0_python_basics.html b/WS1/0_python_basics/0_python_basics.html
diff --git a/WS1/0_python_basics/1_hello_world.html b/WS1/0_python_basics/1_hello_world.html
diff --git a/WS1/0_python_basics/1_introduction.html b/WS1/0_python_basics/1_introduction.html
diff --git a/WS1/0_python_basics/2_hello_world.html b/WS1/0_python_basics/2_hello_world.html
diff --git a/WS1/0_python_basics/2_statements.html b/WS1/0_python_basics/2_statements.html
diff --git a/WS1/0_python_basics/3_control_flow.html b/WS1/0_python_basics/3_control_flow.html
diff --git a/WS1/0_python_basics/3_statements.html b/WS1/0_python_basics/3_statements.html
diff --git a/WS1/0_python_basics/4_control_flow.html b/WS1/0_python_basics/4_control_flow.html
diff --git a/WS1/1_python_basics.html b/WS1/1_python_basics.html
diff --git a/WS1/intro_to_ws1.html b/WS1/intro_to_ws1.html
@@ -186,6 +186,8 @@
 <li class="toctree-l2"><a class="reference internal" href="module_1/1_hello_world.html">Hello World</a></li>
 <li class="toctree-l2"><a class="reference internal" href="module_1/2_statements.html">Statements</a></li>
 <li class="toctree-l2"><a class="reference internal" href="module_1/3_control_flow.html">Control flow</a></li>
+<li class="toctree-l2"><a class="reference internal" href="module_1/4_exercise_1.html">Exercice 1</a></li>
+<li class="toctree-l2"><a class="reference internal" href="module_1/5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/WS1/module_1/0_python_basics.html b/WS1/module_1/0_python_basics.html
@@ -188,6 +188,8 @@
 <li class="toctree-l2"><a class="reference internal" href="1_hello_world.html">Hello World</a></li>
 <li class="toctree-l2"><a class="reference internal" href="2_statements.html">Statements</a></li>
 <li class="toctree-l2"><a class="reference internal" href="3_control_flow.html">Control flow</a></li>
+<li class="toctree-l2"><a class="reference internal" href="4_exercise_1.html">Exercice 1</a></li>
+<li class="toctree-l2"><a class="reference internal" href="5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/WS1/module_1/1_hello_world.html b/WS1/module_1/1_hello_world.html
@@ -186,6 +186,8 @@
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Hello World</a></li>
 <li class="toctree-l2"><a class="reference internal" href="2_statements.html">Statements</a></li>
 <li class="toctree-l2"><a class="reference internal" href="3_control_flow.html">Control flow</a></li>
+<li class="toctree-l2"><a class="reference internal" href="4_exercise_1.html">Exercice 1</a></li>
+<li class="toctree-l2"><a class="reference internal" href="5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/WS1/module_1/2_statements.html b/WS1/module_1/2_statements.html
@@ -188,6 +188,8 @@
 <li class="toctree-l2"><a class="reference internal" href="1_hello_world.html">Hello World</a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Statements</a></li>
 <li class="toctree-l2"><a class="reference internal" href="3_control_flow.html">Control flow</a></li>
+<li class="toctree-l2"><a class="reference internal" href="4_exercise_1.html">Exercice 1</a></li>
+<li class="toctree-l2"><a class="reference internal" href="5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
 </ul>
@@ -745,7 +747,7 @@ <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 0x000001DC79CB3140&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;generator object &lt;genexpr&gt; at 0x0000021E7C533060&gt;
 </pre></div>
 </div>
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diff --git a/WS1/module_1/3_control_flow.html b/WS1/module_1/3_control_flow.html
@@ -60,7 +60,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'WS1/module_1/3_control_flow';</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="Exercises about statements, assignments, lists and generators, control flow and packaging" href="4_exercise_1.html" />
     <link rel="prev" title="3. Statements and Packaging" href="2_statements.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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@@ -186,6 +186,8 @@
 <li class="toctree-l2"><a class="reference internal" href="1_hello_world.html">Hello World</a></li>
 <li class="toctree-l2"><a class="reference internal" href="2_statements.html">Statements</a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Control flow</a></li>
+<li class="toctree-l2"><a class="reference internal" href="4_exercise_1.html">Exercice 1</a></li>
+<li class="toctree-l2"><a class="reference internal" href="5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
 </ul>
@@ -768,11 +770,11 @@ <h2>Continue and Break<a class="headerlink" href="#continue-and-break" title="Li
       </div>
     </a>
     <a class="right-next"
-       href="../../notebooks.html"
+       href="4_exercise_1.html"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Content with notebooks</p>
+        <p class="prev-next-title">Exercises about statements, assignments, lists and generators, control flow and packaging</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>

diff --git a/WS1/module_1/4_exercise_1.html b/WS1/module_1/4_exercise_1.html
@@ -60,6 +60,8 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'WS1/module_1/4_exercise_1';</script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
+    <link rel="next" title="Hard exercises and solutions" href="5_exercise_2.html" />
+    <link rel="prev" title="4. Conditionality and Repetition" href="3_control_flow.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -122,8 +124,6 @@
 
 
 
-
-
       <div class="bd-sidebar-primary bd-sidebar">
 
 
@@ -180,12 +180,14 @@
             </li>
         </ul>
         <p aria-level="2" class="caption" role="heading"><span class="caption-text">Introduction to Python (WS1)</span></p>
-<ul class="nav bd-sidenav">
+<ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../intro_to_ws1.html">Introduction to workshop 1</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="0_python_basics.html">Module 1</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="0_python_basics.html">Module 1</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
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 <li class="toctree-l2"><a class="reference internal" href="2_statements.html">Statements</a></li>
 <li class="toctree-l2"><a class="reference internal" href="3_control_flow.html">Control flow</a></li>
+<li class="toctree-l2 current active"><a class="current reference internal" href="#">Exercice 1</a></li>
+<li class="toctree-l2"><a class="reference internal" href="5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
 </ul>
@@ -695,6 +697,24 @@ <h2>5. Packaging<a class="headerlink" href="#packaging" title="Link to this head
                 <footer class="prev-next-footer d-print-none">
 
 <div class="prev-next-area">
+    <a class="left-prev"
+       href="3_control_flow.html"
+       title="previous page">
+      <i class="fa-solid fa-angle-left"></i>
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">previous</p>
+        <p class="prev-next-title">4. Conditionality and Repetition</p>
+      </div>
+    </a>
+    <a class="right-next"
+       href="5_exercise_2.html"
+       title="next page">
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">next</p>
+        <p class="prev-next-title">Hard exercises and solutions</p>
+      </div>
+      <i class="fa-solid fa-angle-right"></i>
+    </a>
 </div>
                 </footer>
 

diff --git a/WS1/module_1/5_exercise_2.html b/WS1/module_1/5_exercise_2.html
@@ -60,6 +60,8 @@
     <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="prev" title="Exercises about statements, assignments, lists and generators, control flow and packaging" href="4_exercise_1.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -122,8 +124,6 @@
 
 
 
-
-
       <div class="bd-sidebar-primary bd-sidebar">
 
 
@@ -180,12 +180,14 @@
             </li>
         </ul>
         <p aria-level="2" class="caption" role="heading"><span class="caption-text">Introduction to Python (WS1)</span></p>
-<ul class="nav bd-sidenav">
+<ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../intro_to_ws1.html">Introduction to workshop 1</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="0_python_basics.html">Module 1</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="0_python_basics.html">Module 1</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="1_hello_world.html">Hello World</a></li>
 <li class="toctree-l2"><a class="reference internal" href="2_statements.html">Statements</a></li>
 <li class="toctree-l2"><a class="reference internal" href="3_control_flow.html">Control flow</a></li>
+<li class="toctree-l2"><a class="reference internal" href="4_exercise_1.html">Exercice 1</a></li>
+<li class="toctree-l2 current active"><a class="current reference internal" href="#">Exercice 2</a></li>
 </ul>
 </details></li>
 </ul>
@@ -625,6 +627,24 @@ <h2>Possible solutions<a class="headerlink" href="#possible-solutions" title="Li
                 <footer class="prev-next-footer d-print-none">
 
 <div class="prev-next-area">
+    <a class="left-prev"
+       href="4_exercise_1.html"
+       title="previous page">
+      <i class="fa-solid fa-angle-left"></i>
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">previous</p>
+        <p class="prev-next-title">Exercises about statements, assignments, lists and generators, control flow and packaging</p>
+      </div>
+    </a>
+    <a class="right-next"
+       href="../../notebooks.html"
+       title="next page">
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">next</p>
+        <p class="prev-next-title">Content with notebooks</p>
+      </div>
+      <i class="fa-solid fa-angle-right"></i>
+    </a>
 </div>
                 </footer>
 

diff --git a/WS1/module_2/1_dictionaries_and_sets.html b/WS1/module_2/1_dictionaries_and_sets.html
@@ -186,6 +186,8 @@
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 <li class="toctree-l2"><a class="reference internal" href="../module_1/2_statements.html">Statements</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../module_1/3_control_flow.html">Control flow</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_1/4_exercise_1.html">Exercice 1</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_1/5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
 </ul>
@@ -596,7 +598,7 @@ <h2>Sets<a class="headerlink" href="#sets" title="Link to this heading">#</a></h
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+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{&#39;Fluid bed&#39;, &#39;Crystallization&#39;, &#39;Solid-liquid extraction&#39;, &#39;Ion exchange&#39;, &#39;Bubble column&#39;}
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diff --git a/WS1/module_2/2_dataframes.html b/WS1/module_2/2_dataframes.html
@@ -186,6 +186,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_1/1_hello_world.html">Hello World</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../module_1/2_statements.html">Statements</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../module_1/3_control_flow.html">Control flow</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_1/4_exercise_1.html">Exercice 1</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_1/5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/WS1/module_2/3_numpy_arrays.html b/WS1/module_2/3_numpy_arrays.html
@@ -186,6 +186,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_1/1_hello_world.html">Hello World</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../module_1/2_statements.html">Statements</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../module_1/3_control_flow.html">Control flow</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_1/4_exercise_1.html">Exercice 1</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_1/5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/WS1/module_2/4_data_visualizations.html b/WS1/module_2/4_data_visualizations.html
@@ -186,6 +186,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../module_1/1_hello_world.html">Hello World</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../module_1/2_statements.html">Statements</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../module_1/3_control_flow.html">Control flow</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_1/4_exercise_1.html">Exercice 1</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../module_1/5_exercise_2.html">Exercice 2</a></li>
 </ul>
 </details></li>
 </ul>