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diff --git a/docs/Exploring-the-Social-World---Quantitative-Block--Statistics.pdf b/docs/Exploring-the-Social-World---Quantitative-Block--Statistics.pdf
diff --git a/docs/img/codeChunk.png b/docs/img/codeChunk.png
diff --git a/docs/img/codeChunk_visual.png b/docs/img/codeChunk_visual.png
diff --git a/docs/img/distributions.png b/docs/img/distributions.png
diff --git a/docs/img/environ_R_1.png b/docs/img/environ_R_1.png
diff --git a/docs/img/quartoHeader.png b/docs/img/quartoHeader.png
diff --git a/docs/img/runChunk.png b/docs/img/runChunk.png
diff --git a/docs/labs/03.QualitativeVariable_files/figure-html/unnamed-chunk-37-1.png b/docs/labs/03.QualitativeVariable_files/figure-html/unnamed-chunk-37-1.png
diff --git a/docs/labs/03.QualitativeVariable_files/figure-html/unnamed-chunk-7-1.png b/docs/labs/03.QualitativeVariable_files/figure-html/unnamed-chunk-7-1.png
diff --git a/docs/labs/03.QualitativeVariable_files/figure-html/unnamed-chunk-8-1.png b/docs/labs/03.QualitativeVariable_files/figure-html/unnamed-chunk-8-1.png
diff --git a/docs/robots.txt b/docs/robots.txt
diff --git a/docs/search.json b/docs/search.json
diff --git a/docs/sitemap.xml b/docs/sitemap.xml
diff --git a/docs/styles.css b/docs/styles.css
diff --git a/docs/general/assessment.html → general/assessment.html b/docs/general/assessment.html → general/assessment.html
@@ -178,7 +178,13 @@
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../labs/03.QualitativeVariable.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Correlation and Multiple Linear Regression with Qualitative Variables</span></span></a>
+ <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Lab: Correlation and Multiple Linear Regression with Qualitative Variables</span></span></a>
+  </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../labs/04.LogisticRegression.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Lab: LogisticRegression</span></span></a>
   </div>
 </li>
     </ul>
@@ -312,11 +318,11 @@ <h2 class="anchored" data-anchor-id="how-to-submit">How to submit</h2>
 <h2 class="anchored" data-anchor-id="how-is-it-graded">How is it graded?</h2>
 <table class="caption-top table">
 <colgroup>
-<col style="width: 13%">
-<col style="width: 21%">
-<col style="width: 9%">
-<col style="width: 19%">
-<col style="width: 35%">
+<col style="width: 18%">
+<col style="width: 18%">
+<col style="width: 18%">
+<col style="width: 18%">
+<col style="width: 27%">
 </colgroup>
 <thead>
 <tr class="header">
@@ -389,7 +395,7 @@ <h2 class="anchored" data-anchor-id="how-is-it-graded">How is it graded?</h2>
 <li><strong>Conclusion</strong>: Summarize findings, discuss limitations, and suggest future directions.</li>
 <li><strong>Referencing</strong>: Requires correct and consistent citations and a well-structured reference list.</li>
 </ol>
-<p>Employing a novel dataset, i.e.&nbsp;not employed during the practical sessions, for the assignment will be awarded with a higher grade.</p>
+<p>Employing a novel dataset, i.e.&nbsp;not employed during the practical sessions, for the assignment will be awarded with a higher grade. For example, the quantitative dataset from <a href="https://canvas.liverpool.ac.uk/courses/79653/pages/secondary-datasets-suitable-for-human-geography-slash-planning-students?module_item_id=2174709">Secondary datasets for Human Geography and Planning Students: 202425-ENVS203</a>.</p>
 
 
 </section>

diff --git a/general/assessment.qmd b/general/assessment.qmd
diff --git a/docs/general/overview.html → general/overview.html b/docs/general/overview.html → general/overview.html
@@ -2,12 +2,12 @@
 <html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
 
 <meta charset="utf-8">
-<meta name="generator" content="quarto-1.4.555">
+<meta name="generator" content="quarto-1.5.57">
 
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>Exploring the Social World - Quantitative Block: Statistics - Overview</title>
+<title>Overview – Exploring the Social World - Quantitative Block: Statistics</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -79,13 +79,13 @@
   <header id="quarto-header" class="headroom fixed-top">
   <nav class="quarto-secondary-nav">
     <div class="container-fluid d-flex">
-      <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
+      <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" role="button" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
         <i class="bi bi-layout-text-sidebar-reverse"></i>
       </button>
         <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="../general/overview.html">Overview</a></li></ol></nav>
-        <a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">      
+        <a class="flex-grow-1" role="navigation" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">      
         </a>
-      <button type="button" class="btn quarto-search-button" aria-label="" onclick="window.quartoOpenSearch();">
+      <button type="button" class="btn quarto-search-button" aria-label="Search" onclick="window.quartoOpenSearch();">
         <i class="bi bi-search"></i>
       </button>
     </div>
@@ -144,7 +144,13 @@
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../labs/03.QualitativeVariable.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Correlation and Multiple Linear Regression with Qualitative Variables</span></span></a>
+ <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Lab: Correlation and Multiple Linear Regression with Qualitative Variables</span></span></a>
+  </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../labs/04.LogisticRegression.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Lab: LogisticRegression</span></span></a>
   </div>
 </li>
     </ul>
@@ -327,18 +333,7 @@ <h2 class="anchored" data-anchor-id="software-and-data">Software and Data</h2>
     }
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   }
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-          childEl.remove();
-        }
-      }
-      return codeEl.innerText;
-    }
-  });
-  clipboard.on('success', function(e) {
+  const onCopySuccess = function(e) {
     // button target
     const button = e.trigger;
     // don't keep focus
@@ -370,15 +365,37 @@ <h2 class="anchored" data-anchor-id="software-and-data">Software and Data</h2>
     }, 1000);
     // clear code selection
     e.clearSelection();
+  }
+  const getTextToCopy = function(trigger) {
+      const codeEl = trigger.previousElementSibling.cloneNode(true);
+      for (const childEl of codeEl.children) {
+        if (isCodeAnnotation(childEl)) {
+          childEl.remove();
+        }
+      }
+      return codeEl.innerText;
+  }
+  const clipboard = new window.ClipboardJS('.code-copy-button:not([data-in-quarto-modal])', {
+    text: getTextToCopy
   });
+  clipboard.on('success', onCopySuccess);
+  if (window.document.getElementById('quarto-embedded-source-code-modal')) {
+    // For code content inside modals, clipBoardJS needs to be initialized with a container option
+    // TODO: Check when it could be a function (https://github.com/zenorocha/clipboard.js/issues/860)
+    const clipboardModal = new window.ClipboardJS('.code-copy-button[data-in-quarto-modal]', {
+      text: getTextToCopy,
+      container: window.document.getElementById('quarto-embedded-source-code-modal')
+    });
+    clipboardModal.on('success', onCopySuccess);
+  }
     var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//);
     var mailtoRegex = new RegExp(/^mailto:/);
       var filterRegex = new RegExp("https:\/\/gdsl-ul\.github\.io\/stats");
     var isInternal = (href) => {
         return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
     }
     // Inspect non-navigation links and adorn them if external
- 	var links = window.document.querySelectorAll('a[href]:not(.nav-link):not(.navbar-brand):not(.toc-action):not(.sidebar-link):not(.sidebar-item-toggle):not(.pagination-link):not(.no-external):not([aria-hidden]):not(.dropdown-item):not(.quarto-navigation-tool)');
+ 	var links = window.document.querySelectorAll('a[href]:not(.nav-link):not(.navbar-brand):not(.toc-action):not(.sidebar-link):not(.sidebar-item-toggle):not(.pagination-link):not(.no-external):not([aria-hidden]):not(.dropdown-item):not(.quarto-navigation-tool):not(.about-link)');
     for (var i=0; i<links.length; i++) {
       const link = links[i];
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diff --git a/docs/index.html → index.html b/docs/index.html → index.html
@@ -145,13 +145,13 @@
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./labs/03.QualitativeVariable.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Correlation and Multiple Linear Regression with Qualitative Variables</span></span></a>
+ <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Lab: Correlation and Multiple Linear Regression with Qualitative Variables</span></span></a>
   </div>
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./labs/04.LogisticRegression.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">LogisticRegression</span></span></a>
+ <span class="menu-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Lab: LogisticRegression</span></span></a>
   </div>
 </li>
     </ul>