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diff --git a/Introduction_to_python_1.html b/Introduction_to_python_1.html
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     <div class="sidebar-title mb-0 py-0">
       <a href="./">Introduction to Python &amp; Data</a> 
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-    <a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python" rel="" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
+    <a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/tree/main/book/" rel="" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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@@ -304,7 +304,7 @@ <h2 id="toc-title">Table of contents</h2>
   <li><a href="#variables-values-and-their-types" id="toc-variables-values-and-their-types" class="nav-link active" data-scroll-target="#variables-values-and-their-types"><span class="header-section-number">2.1</span> Variables, values and their types</a></li>
   <li><a href="#output-versus-printing" id="toc-output-versus-printing" class="nav-link" data-scroll-target="#output-versus-printing"><span class="header-section-number">2.2</span> Output versus printing</a></li>
   </ul>
-<div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.dev/UtrechtUniversity/workshop-introduction-to-python/blob/main/Introduction_to_python_1.ipynb" class="toc-action">Edit this page</a></p></div></div></nav>
+<div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.dev/UtrechtUniversity/workshop-introduction-to-python/blob/main/book/Introduction_to_python_1.ipynb" class="toc-action">Edit this page</a></p><p><a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/issues/new" class="toc-action">Report an issue</a></p><p><a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/blob/main/book/Introduction_to_python_1.ipynb" class="toc-action">View source</a></p></div></div></nav>
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 <p>Now we do it the other way around:</p>
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-<div class="sourceCode cell-code" id="cb25"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a>number</span>
-<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(number)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb24"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a>number</span>
+<span id="cb24-2"><a href="#cb24-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(number)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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diff --git a/Introduction_to_python_2.html b/Introduction_to_python_2.html
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       <a href="./">Introduction to Python &amp; Data</a> 
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+    <a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/tree/main/book/" rel="" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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@@ -305,7 +305,7 @@ <h2 id="toc-title">Table of contents</h2>
   <li><a href="#built-in-python-functions" id="toc-built-in-python-functions" class="nav-link" data-scroll-target="#built-in-python-functions"><span class="header-section-number">3.2</span> Built-in Python functions</a></li>
   <li><a href="#boolean-values-logical-expressions-and-operators" id="toc-boolean-values-logical-expressions-and-operators" class="nav-link" data-scroll-target="#boolean-values-logical-expressions-and-operators"><span class="header-section-number">3.3</span> Boolean values, Logical expressions and operators</a></li>
   </ul>
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+<div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.dev/UtrechtUniversity/workshop-introduction-to-python/blob/main/book/Introduction_to_python_2.ipynb" class="toc-action">Edit this page</a></p><p><a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/issues/new" class="toc-action">Report an issue</a></p><p><a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/blob/main/book/Introduction_to_python_2.ipynb" class="toc-action">View source</a></p></div></div></nav>
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+    <a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/tree/main/book/" rel="" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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   <li><a href="#dictionaries" id="toc-dictionaries" class="nav-link" data-scroll-target="#dictionaries"><span class="header-section-number">4.4</span> Dictionaries</a></li>
   <li><a href="#for-loops" id="toc-for-loops" class="nav-link" data-scroll-target="#for-loops"><span class="header-section-number">4.5</span> For loops</a></li>
   </ul>
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diff --git a/Introduction_to_python_4.html b/Introduction_to_python_4.html
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+    <a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/tree/main/book/" rel="" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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   <li><a href="#writing-own-functions" id="toc-writing-own-functions" class="nav-link" data-scroll-target="#writing-own-functions"><span class="header-section-number">5.1.1</span> Writing own functions</a></li>
   </ul></li>
   </ul>
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+    <a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/tree/main/book/" rel="" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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   <ul>
   <li><a href="#contributors" id="toc-contributors" class="nav-link active" data-scroll-target="#contributors">Contributors</a></li>
   </ul>
-<div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/edit/main/acknowledgements.qmd" class="toc-action">Edit this page</a></p></div></div></nav>
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+    <a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/tree/main/book/" rel="" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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   <li><a href="#notebooks" id="toc-notebooks" class="nav-link" data-scroll-target="#notebooks">Notebooks</a></li>
   <li><a href="#data" id="toc-data" class="nav-link" data-scroll-target="#data">Data</a></li>
   </ul>
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+<div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/edit/main/book/course-materials.qmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/issues/new" class="toc-action">Report an issue</a></p><p><a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/blob/main/book/course-materials.qmd" class="toc-action">View source</a></p></div></div></nav>
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+    <a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/tree/main/book/" rel="" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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   <li><a href="#reading-data" id="toc-reading-data" class="nav-link" data-scroll-target="#reading-data"><span class="header-section-number">6.4</span> Reading data</a></li>
   <li><a href="#exploring-data" id="toc-exploring-data" class="nav-link" data-scroll-target="#exploring-data"><span class="header-section-number">6.5</span> Exploring data</a></li>
   </ul>
-<div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.dev/UtrechtUniversity/workshop-introduction-to-python/blob/main/data-science-with-pandas-1.ipynb" class="toc-action">Edit this page</a></p></div></div></nav>
+<div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.dev/UtrechtUniversity/workshop-introduction-to-python/blob/main/book/data-science-with-pandas-1.ipynb" class="toc-action">Edit this page</a></p><p><a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/issues/new" class="toc-action">Report an issue</a></p><p><a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/blob/main/book/data-science-with-pandas-1.ipynb" class="toc-action">View source</a></p></div></div></nav>
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+    <a href="https://github.com/UtrechtUniversity/workshop-introduction-to-python/tree/main/book/" rel="" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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   <li><a href="#grouping-by-multiple-columns" id="toc-grouping-by-multiple-columns" class="nav-link" data-scroll-target="#grouping-by-multiple-columns"><span class="header-section-number">7.7</span> Grouping by multiple columns</a></li>
   <li><a href="#summary-grouping" id="toc-summary-grouping" class="nav-link" data-scroll-target="#summary-grouping"><span class="header-section-number">7.8</span> Summary grouping</a></li>
   </ul>
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-<pre><code>/tmp/ipykernel_2463/1133710423.py:1: FutureWarning: The default value of numeric_only in DataFrameGroupBy.mean is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.
+<pre><code>/tmp/ipykernel_2501/1133710423.py:1: FutureWarning: The default value of numeric_only in DataFrameGroupBy.mean is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.
   grouped_data.mean()</code></pre>
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