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diff --git a/_sources/exercises/classifiers.ipynb b/_sources/exercises/classifiers.ipynb
@@ -6,7 +6,7 @@
     "id": "-2W919d2ZXp7"
    },
    "source": [
-    "# Exercise 10: Classification"
+    "# Exercise 9: Classification"
    ]
   },
   {

diff --git a/_sources/exercises/mixed-effects-models.ipynb b/_sources/exercises/mixed-effects-models.ipynb
@@ -6,7 +6,7 @@
     "id": "-2W919d2ZXp7"
    },
    "source": [
-    "# Exercise 9: Mixed effects"
+    "# Exercise 10: Mixed effects"
    ]
   },
   {

diff --git a/discussions/Fiona-test.html b/discussions/Fiona-test.html
@@ -266,7 +266,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/mixed-effects-models.html">Tutorial: Running linear mixed effects models</a></li>
 
 <li class="toctree-l2"><a class="reference internal" href="mixed-effects-models.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 9: Mixed effects</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 10: Mixed effects</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/classifiers.html">Classifiers</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -275,7 +275,7 @@
 
 
 <li class="toctree-l2"><a class="reference internal" href="classifiers.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 10: Classification</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 9: Classification</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/the-beauty-of-knn.html">The beauty of kNN</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>

diff --git a/discussions/bayes-factor-accepting-the-null.html b/discussions/bayes-factor-accepting-the-null.html
@@ -268,7 +268,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/mixed-effects-models.html">Tutorial: Running linear mixed effects models</a></li>
 
 <li class="toctree-l2"><a class="reference internal" href="mixed-effects-models.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 9: Mixed effects</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 10: Mixed effects</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/classifiers.html">Classifiers</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -277,7 +277,7 @@
 
 
 <li class="toctree-l2"><a class="reference internal" href="classifiers.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 10: Classification</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 9: Classification</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/the-beauty-of-knn.html">The beauty of kNN</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>

diff --git a/discussions/classifiers.html b/discussions/classifiers.html
@@ -66,7 +66,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'discussions/classifiers';</script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Exercise 10: Classification" href="../exercises/classifiers.html" />
+    <link rel="next" title="Exercise 9: Classification" href="../exercises/classifiers.html" />
     <link rel="prev" title="Tutorial: Basics classifiers" href="../notebooks/classifiers.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -270,7 +270,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/mixed-effects-models.html">Tutorial: Running linear mixed effects models</a></li>
 
 <li class="toctree-l2"><a class="reference internal" href="mixed-effects-models.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 9: Mixed effects</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 10: Mixed effects</a></li>
 </ul>
 </li>
 <li class="toctree-l1 current active has-children"><a class="reference internal" href="../lectures/classifiers.html">Classifiers</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
@@ -279,7 +279,7 @@
 
 
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 10: Classification</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 9: Classification</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/the-beauty-of-knn.html">The beauty of kNN</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -584,7 +584,7 @@ <h1>Discussion questions<a class="headerlink" href="#discussion-questions" title
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Exercise 10: Classification</p>
+        <p class="prev-next-title">Exercise 9: Classification</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>

diff --git a/discussions/cross-validation.html b/discussions/cross-validation.html
@@ -268,7 +268,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/mixed-effects-models.html">Tutorial: Running linear mixed effects models</a></li>
 
 <li class="toctree-l2"><a class="reference internal" href="mixed-effects-models.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 9: Mixed effects</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 10: Mixed effects</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/classifiers.html">Classifiers</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -277,7 +277,7 @@
 
 
 <li class="toctree-l2"><a class="reference internal" href="classifiers.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 10: Classification</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 9: Classification</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/the-beauty-of-knn.html">The beauty of kNN</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>

diff --git a/discussions/data-as-objects-and-architectures.html b/discussions/data-as-objects-and-architectures.html
@@ -268,7 +268,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/mixed-effects-models.html">Tutorial: Running linear mixed effects models</a></li>
 
 <li class="toctree-l2"><a class="reference internal" href="mixed-effects-models.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 9: Mixed effects</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 10: Mixed effects</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/classifiers.html">Classifiers</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -277,7 +277,7 @@
 
 
 <li class="toctree-l2"><a class="reference internal" href="classifiers.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 10: Classification</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 9: Classification</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/the-beauty-of-knn.html">The beauty of kNN</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>

diff --git a/discussions/errors-and-inferences.html b/discussions/errors-and-inferences.html
@@ -268,7 +268,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/mixed-effects-models.html">Tutorial: Running linear mixed effects models</a></li>
 
 <li class="toctree-l2"><a class="reference internal" href="mixed-effects-models.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 9: Mixed effects</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 10: Mixed effects</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/classifiers.html">Classifiers</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -277,7 +277,7 @@
 
 
 <li class="toctree-l2"><a class="reference internal" href="classifiers.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 10: Classification</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 9: Classification</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/the-beauty-of-knn.html">The beauty of kNN</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>

diff --git a/discussions/limits-of-linear-regression.html b/discussions/limits-of-linear-regression.html
@@ -268,7 +268,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/mixed-effects-models.html">Tutorial: Running linear mixed effects models</a></li>
 
 <li class="toctree-l2"><a class="reference internal" href="mixed-effects-models.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 9: Mixed effects</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 10: Mixed effects</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/classifiers.html">Classifiers</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -277,7 +277,7 @@
 
 
 <li class="toctree-l2"><a class="reference internal" href="classifiers.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 10: Classification</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 9: Classification</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/the-beauty-of-knn.html">The beauty of kNN</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>

diff --git a/discussions/linear-models.html b/discussions/linear-models.html
@@ -270,7 +270,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/mixed-effects-models.html">Tutorial: Running linear mixed effects models</a></li>
 
 <li class="toctree-l2"><a class="reference internal" href="mixed-effects-models.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 9: Mixed effects</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 10: Mixed effects</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/classifiers.html">Classifiers</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -279,7 +279,7 @@
 
 
 <li class="toctree-l2"><a class="reference internal" href="classifiers.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 10: Classification</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 9: Classification</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/the-beauty-of-knn.html">The beauty of kNN</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>

diff --git a/discussions/mediation-and-moderation.html b/discussions/mediation-and-moderation.html
@@ -268,7 +268,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/mixed-effects-models.html">Tutorial: Running linear mixed effects models</a></li>
 
 <li class="toctree-l2"><a class="reference internal" href="mixed-effects-models.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 9: Mixed effects</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 10: Mixed effects</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/classifiers.html">Classifiers</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -277,7 +277,7 @@
 
 
 <li class="toctree-l2"><a class="reference internal" href="classifiers.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 10: Classification</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 9: Classification</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/the-beauty-of-knn.html">The beauty of kNN</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>

diff --git a/discussions/mixed-effects-models.html b/discussions/mixed-effects-models.html
@@ -66,7 +66,7 @@
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     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Exercise 9: Mixed effects" href="../exercises/mixed-effects-models.html" />
+    <link rel="next" title="Exercise 10: Mixed effects" href="../exercises/mixed-effects-models.html" />
     <link rel="prev" title="Tutorial: Running linear mixed effects models" href="../notebooks/mixed-effects-models.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -270,7 +270,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/mixed-effects-models.html">Tutorial: Running linear mixed effects models</a></li>
 
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 9: Mixed effects</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/mixed-effects-models.html">Exercise 10: Mixed effects</a></li>
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 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/classifiers.html">Classifiers</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -279,7 +279,7 @@
 
 
 <li class="toctree-l2"><a class="reference internal" href="classifiers.html">Discussion questions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 10: Classification</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../exercises/classifiers.html">Exercise 9: Classification</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../lectures/the-beauty-of-knn.html">The beauty of kNN</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -584,7 +584,7 @@ <h1>Discussion questions<a class="headerlink" href="#discussion-questions" title
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Exercise 9: Mixed effects</p>
+        <p class="prev-next-title">Exercise 10: Mixed effects</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>