From 7ece8e304e668c0fcd8cc123bafed7d206fa25bb Mon Sep 17 00:00:00 2001
From: Quarto GHA Workflow Runner <quarto-github-actions-publish@example.com>
Date: Mon, 4 Nov 2024 23:05:45 +0000
Subject: [PATCH] Built site for gh-pages

---
 .nojekyll                                     |   2 +-
 hsma_content/books/books.html                 |  10 +-
 .../1_intro_or_ds_python.html                 |  14 +-
 .../modules/current_module_details/2_des.html |   6 +-
 .../3_geographic_modelling_visualisation.html |   8 +-
 .../4_machine_learning.html                   | 460 +++++++++++++++++-
 hsma_content/modules/modules.html             |  16 +-
 listings.json                                 |  15 +
 previous_projects/projects_by_cohort.html     |  70 +--
 previous_projects/projects_by_methods.html    | 102 ++--
 .../projects_by_organisation.html             |  66 +--
 .../projects_by_service_area.html             |  70 +--
 search.json                                   |   7 +
 sitemap.xml                                   | 166 +++----
 14 files changed, 742 insertions(+), 270 deletions(-)

diff --git a/.nojekyll b/.nojekyll
index a4d3652d..22445bb2 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-0b87eeb0
\ No newline at end of file
+9e57edb8
\ No newline at end of file
diff --git a/hsma_content/books/books.html b/hsma_content/books/books.html
index 02b5f258..41b8df30 100644
--- a/hsma_content/books/books.html
+++ b/hsma_content/books/books.html
@@ -285,7 +285,7 @@ <h1 class="title">HSMA Books</h1>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(350px, 450px)); gap: 20px;">
 
   
-    <div class="custom-grid-card border-2 rounded-3" data-index="0" data-listing-date-sort="1704067200000" data-listing-file-modified-sort="1730761274529" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="0" data-listing-date-sort="1704067200000" data-listing-file-modified-sort="1730761474006" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
               <a href="https://hsma-programme.github.io/hsma6_intro_to_python_book/" target="_blank">
@@ -318,7 +318,7 @@ <h5 class="no-anchor card-title listing-title">The HSMA Introduction to Python</
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-date-sort="1706745600000" data-listing-file-modified-sort="1730761274529" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-date-sort="1706745600000" data-listing-file-modified-sort="1730761474006" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
               <a href="https://hsma-programme.github.io/hsma6_des_book/" target="_blank">
@@ -349,7 +349,7 @@ <h5 class="no-anchor card-title listing-title">The Little Book of Discrete Event
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="2" data-listing-date-sort="1709251200000" data-listing-file-modified-sort="1730761274529" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="2" data-listing-date-sort="1709251200000" data-listing-file-modified-sort="1730761474006" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
               <a href="https://hsma-programme.github.io/hsma6_geographic_optimisation_and_visualisation_book/intro.html" target="_blank">
@@ -378,7 +378,7 @@ <h5 class="no-anchor card-title listing-title">The HSMA Book of Geographic Model
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="3" data-listing-date-sort="1711929600000" data-listing-file-modified-sort="1730761274529" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="3" data-listing-date-sort="1711929600000" data-listing-file-modified-sort="1730761474006" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
               <a href="https://hsma-programme.github.io/h6_module4_notebooks/" target="_blank">
@@ -411,7 +411,7 @@ <h5 class="no-anchor card-title listing-title">The HSMA Collection of Machine Le
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="4" data-listing-date-sort="1714521600000" data-listing-file-modified-sort="1730761274529" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="6">
+    <div class="custom-grid-card border-2 rounded-3" data-index="4" data-listing-date-sort="1714521600000" data-listing-file-modified-sort="1730761474010" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="6">
           <div class="main-card-content">
             
               <a href="https://bergam0t.github.io/streamlit_book/" target="_blank">
diff --git a/hsma_content/modules/current_module_details/1_intro_or_ds_python.html b/hsma_content/modules/current_module_details/1_intro_or_ds_python.html
index e804468f..9121a927 100644
--- a/hsma_content/modules/current_module_details/1_intro_or_ds_python.html
+++ b/hsma_content/modules/current_module_details/1_intro_or_ds_python.html
@@ -289,7 +289,7 @@ <h1 class="title">Module 1: Introduction to Operational Research, Data Science a
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(600px, 950px)); gap: 40px;">
 
   
-    <div class="custom-grid-card border-2 rounded-3" data-index="0" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="0" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
@@ -333,7 +333,7 @@ <h5 class="no-anchor card-title session-listing-title">1A: Welcome to HSMA</h5>
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
@@ -379,7 +379,7 @@ <h5 class="no-anchor card-title session-listing-title">1B: Introduction to Opera
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="2" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="2" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
@@ -427,7 +427,7 @@ <h5 class="no-anchor card-title session-listing-title">1C: Principles of Program
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="3" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="3" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
@@ -471,7 +471,7 @@ <h5 class="no-anchor card-title session-listing-title">1D: Hello World! Introduc
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="4" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="4" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
@@ -527,7 +527,7 @@ <h5 class="no-anchor card-title session-listing-title">1E: Python Programming -
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="5" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="5" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
@@ -588,7 +588,7 @@ <h5 class="no-anchor card-title session-listing-title">1F: Python Programming -
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="6" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="6" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
diff --git a/hsma_content/modules/current_module_details/2_des.html b/hsma_content/modules/current_module_details/2_des.html
index c7d7ed4f..1a403a67 100644
--- a/hsma_content/modules/current_module_details/2_des.html
+++ b/hsma_content/modules/current_module_details/2_des.html
@@ -289,7 +289,7 @@ <h1 class="title">Module 2: Modelling Pathway and Queuing Problems</h1>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(600px, 950px)); gap: 40px;">
 
   
-    <div class="custom-grid-card border-2 rounded-3" data-index="0" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="0" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
@@ -333,7 +333,7 @@ <h5 class="no-anchor card-title session-listing-title">2A: Introduction to Discr
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
@@ -377,7 +377,7 @@ <h5 class="no-anchor card-title session-listing-title">2B: SimPy for Discrete Ev
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="2" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="2" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
diff --git a/hsma_content/modules/current_module_details/3_geographic_modelling_visualisation.html b/hsma_content/modules/current_module_details/3_geographic_modelling_visualisation.html
index 4c1ec474..80220e76 100644
--- a/hsma_content/modules/current_module_details/3_geographic_modelling_visualisation.html
+++ b/hsma_content/modules/current_module_details/3_geographic_modelling_visualisation.html
@@ -289,7 +289,7 @@ <h1 class="title">Module 3: Geographic Modelling and Visualisation</h1>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(600px, 950px)); gap: 40px;">
 
   
-    <div class="custom-grid-card border-2 rounded-3" data-index="0" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="0" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
@@ -331,7 +331,7 @@ <h5 class="no-anchor card-title session-listing-title">3A: Introduction to Geosp
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
@@ -377,7 +377,7 @@ <h5 class="no-anchor card-title session-listing-title">3B: QGIS - Part 2 and Cre
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="2" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="2" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
@@ -425,7 +425,7 @@ <h5 class="no-anchor card-title session-listing-title">3C: Interactive Maps in P
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="3" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="3" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
               <div class="session-content session-listing-title">
diff --git a/hsma_content/modules/current_module_details/4_machine_learning.html b/hsma_content/modules/current_module_details/4_machine_learning.html
index 044a069c..2014358b 100644
--- a/hsma_content/modules/current_module_details/4_machine_learning.html
+++ b/hsma_content/modules/current_module_details/4_machine_learning.html
@@ -30,6 +30,8 @@
 <script src="../../../site_libs/quarto-search/fuse.min.js"></script>
 <script src="../../../site_libs/quarto-search/quarto-search.js"></script>
 <meta name="quarto:offset" content="../../../">
+<script src="../../../site_libs/quarto-listing/list.min.js"></script>
+<script src="../../../site_libs/quarto-listing/quarto-listing.js"></script>
 <script src="../../../site_libs/cookie-consent/cookie-consent.js"></script>
 <link href="../../../site_libs/cookie-consent/cookie-consent.css" rel="stylesheet">
 <script src="../../../site_libs/quarto-html/quarto.js"></script>
@@ -68,6 +70,35 @@
     "search-label": "Search"
   }
 }</script>
+<script>
+
+  window.document.addEventListener("DOMContentLoaded", function (_event) {
+    const listingTargetEl = window.document.querySelector('#listing-4_ml .list');
+    if (!listingTargetEl) {
+      // No listing discovered, do not attach.
+      return; 
+    }
+
+    const options = {
+      valueNames: ['listing-project','listing-website','listing-format','listing-language','listing-title','listing-title-block-banner','listing-hours','listing-image','listing-session-lead','listing-pub-info','listing-path','listing-outputHref','listing-author','listing-description','listing-filename','listing-file-modified','listing-reading-time','listing-word-count',{ data: ['index'] },{ data: ['categories'] },{ data: ['listing-file-modified-sort'] },{ data: ['listing-reading-time-sort'] },{ data: ['listing-word-count-sort'] }],
+      
+      searchColumns: ["listing-project","listing-website","listing-format","listing-language","listing-title","listing-title-block-banner","listing-hours","listing-image","listing-session-lead","listing-pub-info","listing-path","listing-outputHref","listing-author","listing-description","listing-filename","listing-file-modified","listing-reading-time","listing-word-count"],
+    };
+
+    window['quarto-listings'] = window['quarto-listings'] || {};
+    window['quarto-listings']['listing-4_ml'] = new List('listing-4_ml', options);
+
+    if (window['quarto-listing-loaded']) {
+      window['quarto-listing-loaded']();
+    }
+  });
+
+  window.addEventListener('hashchange',() => {
+    if (window['quarto-listing-loaded']) {
+      window['quarto-listing-loaded']();
+    }
+  })
+  </script>
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-9D93EVJKF5"></script>
 
 <script type="text/plain" cookie-consent="tracking">
@@ -104,6 +135,35 @@
 </style>
 <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
 
+  <script src="https://cdnjs.cloudflare.com/polyfill/v3/polyfill.min.js?features=es6"></script>
+  <script src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-chtml-full.js" type="text/javascript"></script>
+
+<script type="text/javascript">
+const typesetMath = (el) => {
+  if (window.MathJax) {
+    // MathJax Typeset
+    window.MathJax.typeset([el]);
+  } else if (window.katex) {
+    // KaTeX Render
+    var mathElements = el.getElementsByClassName("math");
+    var macros = [];
+    for (var i = 0; i < mathElements.length; i++) {
+      var texText = mathElements[i].firstChild;
+      if (mathElements[i].tagName == "SPAN") {
+        window.katex.render(texText.data, mathElements[i], {
+          displayMode: mathElements[i].classList.contains('display'),
+          throwOnError: false,
+          macros: macros,
+          fleqn: false
+        });
+      }
+    }
+  }
+}
+window.Quarto = {
+  typesetMath
+};
+</script>
 
 <link rel="stylesheet" href="../../../styles.css">
 </head>
@@ -194,13 +254,13 @@
 <!-- content -->
 <header id="title-block-header" class="quarto-title-block default page-columns page-full">
   <div class="quarto-title-banner page-columns page-full">
-    <div class="quarto-title column-body">
+    <div class="quarto-title column-page">
       <h1 class="title">Module 4: Machine Learning</h1>
                       </div>
   </div>
     
   
-  <div class="quarto-title-meta">
+  <div class="quarto-title-meta column-page">
 
       
     
@@ -208,23 +268,413 @@ <h1 class="title">Module 4: Machine Learning</h1>
     </div>
     
   
-  </header><div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
+  </header><div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-full page-navbar">
 <!-- sidebar -->
 <!-- margin-sidebar -->
     <div id="quarto-margin-sidebar" class="sidebar margin-sidebar zindex-bottom">
         
     </div>
 <!-- main -->
-<main class="content quarto-banner-title-block" id="quarto-document-content">
+<main class="content quarto-banner-title-block column-page" id="quarto-document-content">
+
+
+
+
+
+
+
+
+
+<div class="quarto-listing quarto-listing-container-custom" id="listing-4_ml">
+<div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(600px, 950px)); gap: 40px;">
+
+  
+    <div class="custom-grid-card border-2 rounded-3" data-index="0" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+          <div class="main-card-content">
+
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">4A: Introduction to AI and Machine Learning</h5> <button class="session-duration-button">3 hours</button>
+              </div>
+
+            
+              <div class="listing-session-lead">
+                Session Lead: Dr Daniel Chalk<br>
+              </div>
+            
+
+            
+
+              </div>
+
+                <div class="project-details-listing">
+                  
+                    
+                        
+                    <button class="session-link-listing-button"><a href="https://docs.google.com/presentation/d/1EcO71B5kEvaSkvKQeGnuO2g4Ss4RKhrphR3gE8vv-Gk/edit?usp=sharing"><i class="fa-solid fa-person-chalkboard"></i> Slides </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/g3RmQombgEA?si=8-3uGYYSBvYTYiXp"><i class="fa-brands fa-youtube"></i> Video </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://github.com/hsma-programme/h6_4a_introduction_ai_ml"><i class="fa-brands fa-github"></i> Repository </a></button>
+                        
+                    <button class="session-link-listing-button"><a href=""><i class="fa-solid fa-book"></i> Book </a></button>
+                        
+                      
+                  
+                </div>
+
+              </div>
+
+            
+    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+          <div class="main-card-content">
+
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">4B: Logistic Regression - Who Would Survive the Titanic?</h5> <button class="session-duration-button">3 hours</button>
+              </div>
+
+            
+              <div class="listing-session-lead">
+                Session Lead: Dr Daniel Chalk<br>
+              </div>
+            
+
+            
+
+              </div>
+
+                <div class="project-details-listing">
+                  
+                    
+                        
+                    <button class="session-link-listing-button"><a href="https://docs.google.com/presentation/d/1MdLRe4-089MsEWttK9OgFvgBX8EqJ6LFCRC72zyz1jI/edit?usp=sharing"><i class="fa-solid fa-person-chalkboard"></i> Slides </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/0Cw6LK-MO_w?si=m5__3gw2pQPXFlsj"><i class="fa-brands fa-youtube"></i> Video </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://github.com/hsma-programme/h6_4b_log_reg_titanic"><i class="fa-brands fa-github"></i> Repository </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://hsma-programme.github.io/h6_module4_notebooks/4b_log_reg_tutorial_1.html"><i class="fa-solid fa-book"></i> Book </a></button>
+                        
+                      
+                  
+                </div>
+
+              </div>
+
+            
+    <div class="custom-grid-card border-2 rounded-3" data-index="2" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+          <div class="main-card-content">
+
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">4C: Ethics in AI</h5> <button class="session-duration-button">3 hours</button>
+              </div>
+
+            
+              <div class="listing-session-lead">
+                Session Lead: Dr Daniel Chalk<br>
+              </div>
+            
+
+            
+
+              </div>
 
+                <div class="project-details-listing">
+                  
+                    
+                        
+                    <button class="session-link-listing-button"><a href="https://docs.google.com/presentation/d/16Qwx0cUdGjtqqD7WQ-4kAWHBdJvBFHMch_AwPUwrp1M/edit?usp=sharing"><i class="fa-solid fa-person-chalkboard"></i> Slides </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/fzgtDKCLGHI?si=81-Lqz0A110nUrEG"><i class="fa-brands fa-youtube"></i> Video </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://github.com/hsma-programme/h6_4c_ethics_in_ai"><i class="fa-brands fa-github"></i> Repository </a></button>
+                        
+                    <button class="session-link-listing-button"><a href=""><i class="fa-solid fa-book"></i> Book </a></button>
+                        
+                      
+                  
+                </div>
 
+              </div>
 
+            
+    <div class="custom-grid-card border-2 rounded-3" data-index="3" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+          <div class="main-card-content">
 
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">4D: Decision Trees and Random Forests</h5> <button class="session-duration-button">3 hours</button>
+              </div>
 
+            
+              <div class="listing-session-lead">
+                Session Lead: Sammi Rosser<br>
+              </div>
+            
 
+            
 
+              </div>
 
-</main> <!-- /main -->
+                <div class="project-details-listing">
+                  
+                    
+                        
+                    <button class="session-link-listing-button"><a href="https://docs.google.com/presentation/d/1LgVvgLzm4dxCdDCusjWWC_SBrtXhhCPchHXK4oI0kWU/edit?usp=sharing"><i class="fa-solid fa-person-chalkboard"></i> Slides </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/fzgtDKCLGHI?si=81-Lqz0A110nUrEG"><i class="fa-brands fa-youtube"></i> Video - Decision Trees </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/jqvn_OXbIfg?si=KyLxfT1VuBYAJwtH"><i class="fa-brands fa-youtube"></i> Video - Random Forests, F1 score and confusion matrices </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://github.com/hsma-programme/h6_4d_decision_trees_random_forests"><i class="fa-brands fa-github"></i> Repository </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://hsma-programme.github.io/h6_module4_notebooks/4d_decision_tree_titanic.html"><i class="fa-solid fa-book"></i> Book </a></button>
+                        
+                      
+                  
+                </div>
+
+              </div>
+
+            
+    <div class="custom-grid-card border-2 rounded-3" data-index="4" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+          <div class="main-card-content">
+
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">4E: Boosted Trees for Classification, and Tackling Regression (Numeric Prediction) Problems with Machine Learning</h5> <button class="session-duration-button">3 hours</button>
+              </div>
+
+            
+              <div class="listing-session-lead">
+                Session Lead: Sammi Rosser<br>
+              </div>
+            
+
+            
+
+              </div>
+
+                <div class="project-details-listing">
+                  
+                    
+                        
+                    <button class="session-link-listing-button"><a href="https://docs.google.com/presentation/d/1c89f4ZRU6kQPybWpoO5v_lphAqqnPPfPEAkfVli85iM/edit?usp=sharing"><i class="fa-solid fa-person-chalkboard"></i> Slides </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/o9WB1ncskzU?si=BukxZinGDZt4YFwa"><i class="fa-brands fa-youtube"></i> Video - Boosted Trees for Classification Problems </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/udlOEtFWYFc?si=PdrNFmmu0NkFgllt"><i class="fa-brands fa-youtube"></i> Video - Predicting Numeric Values with Tree-based Algorithms, and Data Prep for ML with OneHot encoding </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://github.com/hsma-programme/h6_4e_boosted_trees"><i class="fa-brands fa-github"></i> Repository </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://hsma-programme.github.io/h6_module4_notebooks/4e_boosting_titanic.html"><i class="fa-solid fa-book"></i> Book - Classification with Boosted Trees </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://hsma-programme.github.io/h6_module4_notebooks/4e_tree_based_models_regression.html"><i class="fa-solid fa-book"></i> Book - Regression (Numeric Prediction) </a></button>
+                        
+                      
+                  
+                </div>
+
+              </div>
+
+            
+    <div class="custom-grid-card border-2 rounded-3" data-index="5" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+          <div class="main-card-content">
+
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">4F: Neural Networks</h5> <button class="session-duration-button">3 hours</button>
+              </div>
+
+            
+              <div class="listing-session-lead">
+                Session Lead: Dr Daniel Chalk<br>
+              </div>
+            
+
+            
+
+              </div>
+
+                <div class="project-details-listing">
+                  
+                    
+                        
+                    <button class="session-link-listing-button"><a href="https://docs.google.com/presentation/d/1SHbIwMyHfBztjp1B27T5f_c99gnrmzjycEwEkJ4ABik/edit?usp=sharing"><i class="fa-solid fa-person-chalkboard"></i> Slides </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/X0OAjmkuwO8?si=EqMaLjp2fSEPyiSR"><i class="fa-brands fa-youtube"></i> Video </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://github.com/hsma-programme/h6_4f_neural_networks"><i class="fa-brands fa-github"></i> Repository </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://hsma-programme.github.io/h6_module4_notebooks/4f_HSMA_neural_nets.html"><i class="fa-solid fa-book"></i> Book </a></button>
+                        
+                      
+                  
+                </div>
+
+              </div>
+
+            
+    <div class="custom-grid-card border-2 rounded-3" data-index="6" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+          <div class="main-card-content">
+
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">4G: Explainable AI</h5> <button class="session-duration-button">3 hours</button>
+              </div>
+
+            
+              <div class="listing-session-lead">
+                Session Lead: Sammi Rosser<br>
+              </div>
+            
+
+            
+
+              </div>
+
+                <div class="project-details-listing">
+                  
+                    
+                        
+                    <button class="session-link-listing-button"><a href="https://docs.google.com/presentation/d/1fzvwWTaYCVy7oDTZ__fTDhx89XibyUY-Pa4oUXTpeH4/edit?usp=sharing"><i class="fa-solid fa-person-chalkboard"></i> Slides </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/33ZN1orqjKk?si=ymx5EVtiCe14R9FG"><i class="fa-brands fa-youtube"></i> Video - Introduction </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/B_meJuMbMr4?si=3mUu2AwxvVcqiQai"><i class="fa-brands fa-youtube"></i> Video - Feature Importance in Logistic Regression &amp; Odds/Log Odds/Probability </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/qhVkmPV0QBg?si=YWfWQi6ppPKTZZAq"><i class="fa-brands fa-youtube"></i> Video - Feature Importance with MDI + PFI </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/iP07GkeyPpA?si=X-ETnoAnEUIgnyTc"><i class="fa-brands fa-youtube"></i> Video - Partial Dependence Plots and Individual Conditional Expectation Plots </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/A4MH0GNfxZA?si=zjruoRz2OwYhmjaP"><i class="fa-brands fa-youtube"></i> Video - Explainable AI with SHAP </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/AUnKMEe3ub4?si=_vgwc49gav4Amycb"><i class="fa-brands fa-youtube"></i> Video - Prediction Uncertainty </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://github.com/hsma-programme/h6_4g_explainable_ai"><i class="fa-brands fa-github"></i> Repository </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://hsma-programme.github.io/h6_module4_notebooks/4g_logistic_regression_titanic_feature_importance_prediction_uncertainty.html"><i class="fa-solid fa-book"></i> Book </a></button>
+                        
+                      
+                  
+                </div>
+
+              </div>
+
+            
+    <div class="custom-grid-card border-2 rounded-3" data-index="7" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+          <div class="main-card-content">
+
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">4A: Introduction to AI and Machine Learning</h5> <button class="session-duration-button">3 hours</button>
+              </div>
+
+            
+              <div class="listing-session-lead">
+                Session Lead: Dr Daniel Chalk<br>
+              </div>
+            
+
+            
+
+              </div>
+
+                <div class="project-details-listing">
+                  
+                    
+                        
+                    <button class="session-link-listing-button"><a href="https://docs.google.com/presentation/d/1Sok1fWn_y15XLRLQoOq2pKiTX6TG3LDgNkSKhFq6us0/edit?usp=sharing"><i class="fa-solid fa-person-chalkboard"></i> Slides </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/ebFmAiUQkuY?si=uVXkqBO6-8ZIspPW"><i class="fa-brands fa-youtube"></i> Video </a></button>
+                        
+                    <button class="session-link-listing-button"><a href=""><i class="fa-brands fa-github"></i> Repository </a></button>
+                        
+                    <button class="session-link-listing-button"><a href=""><i class="fa-solid fa-book"></i> Book </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://bergam0t.github.io/ReinforcementLearningGame/"><i class="fa-solid fa-gamepad"></i> Game </a></button>
+                        
+                      
+                  
+                </div>
+
+              </div>
+
+            
+    <div class="custom-grid-card border-2 rounded-3" data-index="8" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+          <div class="main-card-content">
+
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">4I: Synthetic Data using SMOTE</h5> <button class="session-duration-button">3 hours</button>
+              </div>
+
+            
+              <div class="listing-session-lead">
+                Session Lead: Dr Daniel Chalk<br>
+              </div>
+            
+
+            
+
+              </div>
+
+                <div class="project-details-listing">
+                  
+                    
+                        
+                    <button class="session-link-listing-button"><a href="https://docs.google.com/presentation/d/1psVyGCwFDAtW0v7QAUaWXseUTV7W-xgRPDgS7rtjpJU/edit?usp=sharing"><i class="fa-solid fa-person-chalkboard"></i> Slides </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/3H0YMXWCxnM?si=T5xKhF74uAv13-Qr"><i class="fa-brands fa-youtube"></i> Video </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://github.com/hsma-programme/h6_4i_synthetic_data"><i class="fa-brands fa-github"></i> Repository </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://hsma-programme.github.io/h6_module4_notebooks/4i_synthetic_data_SMOTE.html"><i class="fa-solid fa-book"></i> Book </a></button>
+                        
+                      
+                  
+                </div>
+
+              </div>
+
+            
+    <div class="custom-grid-card border-2 rounded-3" data-index="9" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+          <div class="main-card-content">
+
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">4A: Introduction to AI and Machine Learning</h5> <button class="session-duration-button">3 hours</button>
+              </div>
+
+            
+              <div class="listing-session-lead">
+                Session Lead: Sammi Rosser<br>
+              </div>
+            
+
+            
+
+              </div>
+
+                <div class="project-details-listing">
+                  
+                    
+                        
+                    <button class="session-link-listing-button"><a href="https://docs.google.com/presentation/d/1t6eS93gkFfGMlfJ86cVShAZ2vOhmP08TFVp8rcgTGyQ/edit?usp=sharing"><i class=""></i> Slides </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://docs.google.com/presentation/d/1BBCc5TVEhfAY98I6JLKrsObLLeVseAsxYZSrgve20uI/edit?usp=sharing"><i class="fa-solid fa-person-chalkboard"></i> Slides (Reference Version - Code Only) </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://youtu.be/LYP1H7X-aeg?si=jgSbXvlSueT6b4B_"><i class="fa-brands fa-youtube"></i> Video </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://github.com/hsma-programme/h6_4j_model_optimisation"><i class="fa-brands fa-github"></i> Repository </a></button>
+                        
+                    <button class="session-link-listing-button"><a href="https://hsma-programme.github.io/h6_module4_notebooks/4j_auto_ml.html"><i class="fa-solid fa-book"></i> Book </a></button>
+                        
+                      
+                  
+                </div>
+
+              </div>
+
+            
+          </div>
+
+<div class="listing-no-matching d-none">
+No matching items
+</div>
+</div></main> <!-- /main -->
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 window.document.addEventListener("DOMContentLoaded", function (event) {
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diff --git a/hsma_content/modules/modules.html b/hsma_content/modules/modules.html
index c4b66ee3..c69e8069 100644
--- a/hsma_content/modules/modules.html
+++ b/hsma_content/modules/modules.html
@@ -303,7 +303,7 @@ <h1 class="title">HSMA Modules</h1>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(450px, 450px)); gap: 20px;">
 
   
-    <div class="custom-grid-card border-2 rounded-3" data-index="0" data-listing-file-modified-sort="1730761274533" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="0" data-listing-file-modified-sort="1730761474014" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
               <a href="../../hsma_content/modules/current_module_details/1_intro_or_ds_python.html">
@@ -344,7 +344,7 @@ <h5 class="no-anchor card-title listing-title">Module 1: Introduction to Operati
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-file-modified-sort="1730761274533" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-file-modified-sort="1730761474014" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
               <a href="../../hsma_content/modules/current_module_details/2_des.html">
@@ -386,7 +386,7 @@ <h5 class="no-anchor card-title listing-title">Module 2: Modelling Pathway and Q
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="2" data-listing-file-modified-sort="1730761274533" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="2" data-listing-file-modified-sort="1730761474014" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
               <a href="../../hsma_content/modules/current_module_details/3_geographic_modelling_visualisation.html">
@@ -413,7 +413,7 @@ <h5 class="no-anchor card-title listing-title">Module 3: Geographic Modelling an
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="3" data-listing-file-modified-sort="1730761274533" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="3" data-listing-file-modified-sort="1730761474014" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
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               <a href="../../hsma_content/modules/current_module_details/4_machine_learning.html">
@@ -440,7 +440,7 @@ <h5 class="no-anchor card-title listing-title">Module 4: Machine Learning</h5>
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="4" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="4" data-listing-file-modified-sort="1730761474014" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
               <a href="../../hsma_content/modules/current_module_details/5_natural_language_processing.html">
@@ -467,7 +467,7 @@ <h5 class="no-anchor card-title listing-title">Module 5: Natural Language Proces
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="5" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="5" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
               <a href="../../hsma_content/modules/current_module_details/6_system_dynamics_agent_based_simulation.html">
@@ -494,7 +494,7 @@ <h5 class="no-anchor card-title listing-title">Module 6: Modelling Behaviour and
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="6" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="6" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
               <a href="../../hsma_content/modules/current_module_details/7_git_and_web_development.html">
@@ -521,7 +521,7 @@ <h5 class="no-anchor card-title listing-title">Module 7: Open Source Collaborati
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="7" data-listing-file-modified-sort="1730761274537" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
+    <div class="custom-grid-card border-2 rounded-3" data-index="7" data-listing-file-modified-sort="1730761474018" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
               <a href="../../hsma_content/modules/current_module_details/8_modern_analytics.html">
diff --git a/listings.json b/listings.json
index e39ff265..3f948de8 100644
--- a/listings.json
+++ b/listings.json
@@ -99,6 +99,21 @@
       "/hsma_content/modules/current_module_details/8_modern_analytics.html"
     ]
   },
+  {
+    "listing": "/hsma_content/modules/current_module_details/4_machine_learning.html",
+    "items": [
+      "/hsma_content/modules/current_module_details/module_4_ml/4a_intro_ml.html",
+      "/hsma_content/modules/current_module_details/module_4_ml/4b_logistic_regression.html",
+      "/hsma_content/modules/current_module_details/module_4_ml/4c_ethics_in_ai.html",
+      "/hsma_content/modules/current_module_details/module_4_ml/4d_decision_trees_random_forests.html",
+      "/hsma_content/modules/current_module_details/module_4_ml/4e_boosted_trees_regression.html",
+      "/hsma_content/modules/current_module_details/module_4_ml/4f_neural_networks.html",
+      "/hsma_content/modules/current_module_details/module_4_ml/4g_explainable_ai.html",
+      "/hsma_content/modules/current_module_details/module_4_ml/4h_reinforcement_learning.html",
+      "/hsma_content/modules/current_module_details/module_4_ml/4i_synthetic_data.html",
+      "/hsma_content/modules/current_module_details/module_4_ml/4j_optimising_ml_models.html"
+    ]
+  },
   {
     "listing": "/hsma_content/modules/current_module_details/2_des.html",
     "items": [
diff --git a/previous_projects/projects_by_cohort.html b/previous_projects/projects_by_cohort.html
index 65c7cc43..982d885e 100644
--- a/previous_projects/projects_by_cohort.html
+++ b/previous_projects/projects_by_cohort.html
@@ -362,7 +362,7 @@ <h2 class="anchored" data-anchor-id="hsma-5">HSMA 5</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Natural Language Processing,Named Entity Recognition,Police" data-listing-file-modified-sort="1730761274705" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Natural Language Processing,Named Entity Recognition,Police" data-listing-file-modified-sort="1730761474186" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
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             <a href="../previous_projects/hsma_5/h5_5002_nlp_drug_content/index.html">
@@ -414,7 +414,7 @@ <h5 class="no-anchor card-title listing-title">Using Natural Language Processing
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1730761274713" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1730761474194" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
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             <a href="../previous_projects/hsma_5/h5_5003_des_bottlenecks_amu/index.html">
@@ -466,7 +466,7 @@ <h5 class="no-anchor card-title listing-title">Using Discrete Event Simulation t
           </div>
 
         
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+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Discharge,Hospitals,Patient Flow,Acute Care,Inter-service Interactions,NHS" data-listing-file-modified-sort="1730761474202" data-listing-reading-time-sort="2" data-listing-word-count-sort="224">
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             <a href="../previous_projects/hsma_5/h5_5004_effect_complex_discharge_delays_acute_perform/index.html">
@@ -512,7 +512,7 @@ <h5 class="no-anchor card-title listing-title">Modelling the effect of complex d
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1730761274733" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1730761474214" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
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             <a href="../previous_projects/hsma_5/h5_5005_des_elective_surgery_pathways/index.html">
@@ -564,7 +564,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to mode
           </div>
 
         
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+      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Inequalities,Planned Admissions,Machine Learning,APC Dataset,NHS" data-listing-file-modified-sort="1730761474214" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
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             <a href="../previous_projects/hsma_5/h5_5006__ml_inequities_hospital_procedure_access/index.html">
@@ -610,7 +610,7 @@ <h5 class="no-anchor card-title listing-title">Using Machine Learning to estimat
           </div>
 
         
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+      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1730761474226" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
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             <a href="../previous_projects/hsma_5/h5_5008_multiobjective_neonatal_optimisation/index.html">
@@ -660,7 +660,7 @@ <h5 class="no-anchor card-title listing-title">Modelling the location of neonata
           </div>
 
         
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+      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1730761474238" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
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             <a href="../previous_projects/hsma_5/h5_5009_network_analysis_diagnostics_ae/index.html">
@@ -708,7 +708,7 @@ <h5 class="no-anchor card-title listing-title">Network Analysis of diagnostic pr
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761274769" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
+      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761474246" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
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             <a href="../previous_projects/hsma_5/h5_5010_health_equity_audits_cdc/index.html">
@@ -760,7 +760,7 @@ <h5 class="no-anchor card-title listing-title">Creating a tool to automatically
           </div>
 
         
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+      <div class="custom-grid-card border-2 rounded-3" data-index="8" data-categories="Forecasting,Clock Starts,Demand,Prophet,ARIMA,Machine Learning,Waiting Lists,NHS" data-listing-file-modified-sort="1730761474254" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
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             <a href="../previous_projects/hsma_5/h5_5012_forecasting_demand_clock_starts/index.html">
@@ -812,7 +812,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand – Investigat
           </div>
 
         
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+      <div class="custom-grid-card border-2 rounded-3" data-index="9" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1730761474254" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5013_understanding_excess_mortality/index.html">
@@ -860,7 +860,7 @@ <h5 class="no-anchor card-title listing-title">Understanding Excess Mortality in
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="10" data-categories="Plotly Dash,Staff Turnover,Workforce,Regression,Machine Learning,NHS" data-listing-file-modified-sort="1730761274793" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
+      <div class="custom-grid-card border-2 rounded-3" data-index="10" data-categories="Plotly Dash,Staff Turnover,Workforce,Regression,Machine Learning,NHS" data-listing-file-modified-sort="1730761474274" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5014_workforce_turnover_drivers/index.html">
@@ -915,7 +915,7 @@ <h5 class="no-anchor card-title listing-title">Investigating factors impacting N
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="11" data-categories="Discrete Event Simulation,NHS,Rheumatology,Waiting Lists" data-listing-file-modified-sort="1730761274793" data-listing-reading-time-sort="1" data-listing-word-count-sort="160">
+      <div class="custom-grid-card border-2 rounded-3" data-index="11" data-categories="Discrete Event Simulation,NHS,Rheumatology,Waiting Lists" data-listing-file-modified-sort="1730761474274" data-listing-reading-time-sort="1" data-listing-word-count-sort="160">
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             <a href="../previous_projects/hsma_5/h5_5015_des_dorset_rheumatology/index.html">
@@ -963,7 +963,7 @@ <h5 class="no-anchor card-title listing-title">A Discrete Event Simulation Model
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="12" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1730761274801" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
+      <div class="custom-grid-card border-2 rounded-3" data-index="12" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1730761474282" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5016_inequalities_demographic/index.html">
@@ -1029,7 +1029,7 @@ <h2 class="anchored" data-anchor-id="hsma-4">HSMA 4</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1730761274573" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1730761474054" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_booked_appointments_utc/index.html">
@@ -1075,7 +1075,7 @@ <h5 class="no-anchor card-title listing-title">The Effect of Booked Appointments
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1730761274589" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1730761474070" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_covid_19_vaccination_demand_capacity/index.html">
@@ -1127,7 +1127,7 @@ <h5 class="no-anchor card-title listing-title">South East Regional Covid 19 Vacc
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Neurodiversity,Mental Health,Demand &amp; Capacity,Identifying Bottlenecks in Pathways,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761274589" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Neurodiversity,Mental Health,Demand &amp; Capacity,Identifying Bottlenecks in Pathways,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761474070" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_des_adhd_autism_pathway/index.html">
@@ -1173,7 +1173,7 @@ <h5 class="no-anchor card-title listing-title">Use of Discrete Event Simulation
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Emergency Departments,Patient Flow,Inpatients,NHS" data-listing-file-modified-sort="1730761274609" data-listing-reading-time-sort="2" data-listing-word-count-sort="278">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Emergency Departments,Patient Flow,Inpatients,NHS" data-listing-file-modified-sort="1730761474086" data-listing-reading-time-sort="2" data-listing-word-count-sort="278">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_des_amu_flow/index.html">
@@ -1221,7 +1221,7 @@ <h5 class="no-anchor card-title listing-title">Using DES to Improve Flow through
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1730761274617" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
+      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1730761474094" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_des_cbt_iapt/index.html">
@@ -1269,7 +1269,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation of Cogn
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Discrete Event Simulation,Cancer,Colorectal,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761274625" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
+      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Discrete Event Simulation,Cancer,Colorectal,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761474106" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html">
@@ -1319,7 +1319,7 @@ <h5 class="no-anchor card-title listing-title">Use Of Discrete Event Simulation
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761274625" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
+      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761474106" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_des_flow_performance_utc/index.html">
@@ -1365,7 +1365,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to Impr
           </div>
 
         
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+      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_forecasting_los_ed/index.html">
@@ -1415,7 +1415,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand and Length of
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="8" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
+      <div class="custom-grid-card border-2 rounded-3" data-index="8" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html">
@@ -1475,7 +1475,7 @@ <h5 class="no-anchor card-title listing-title">Meeting the demand of 111 for pri
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="9" data-categories="Machine Learning,Respiratory,NHS,Inpatient Admissions" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="133">
+      <div class="custom-grid-card border-2 rounded-3" data-index="9" data-categories="Machine Learning,Respiratory,NHS,Inpatient Admissions" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="133">
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             <a href="../previous_projects/hsma_4/h4_ml_admissions_los_respiratory/index.html">
@@ -1521,7 +1521,7 @@ <h5 class="no-anchor card-title listing-title">Using Machine Learning to Predict
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="10" data-categories="Discrete Event Simulation,Patient Initiated Follow-Up (PIFU),Digital Outpatients,Rheumatology,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761274649" data-listing-reading-time-sort="2" data-listing-word-count-sort="242">
+      <div class="custom-grid-card border-2 rounded-3" data-index="10" data-categories="Discrete Event Simulation,Patient Initiated Follow-Up (PIFU),Digital Outpatients,Rheumatology,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761474130" data-listing-reading-time-sort="2" data-listing-word-count-sort="242">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_pifu_digital_outpatients_elective_recovery/index.html">
@@ -1569,7 +1569,7 @@ <h5 class="no-anchor card-title listing-title">The role of Patient Initiated Fol
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="11" data-categories="Machine Learning,Non-elective Admissions,Inpatient Admissions,Natural Language Processing,NHS" data-listing-file-modified-sort="1730761274657" data-listing-reading-time-sort="2" data-listing-word-count-sort="240">
+      <div class="custom-grid-card border-2 rounded-3" data-index="11" data-categories="Machine Learning,Non-elective Admissions,Inpatient Admissions,Natural Language Processing,NHS" data-listing-file-modified-sort="1730761474138" data-listing-reading-time-sort="2" data-listing-word-count-sort="240">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_predicting_non_elective_admissions/index.html">
@@ -1613,7 +1613,7 @@ <h5 class="no-anchor card-title listing-title">Predicting Non-Elective Admission
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="12" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1730761274673" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
+      <div class="custom-grid-card border-2 rounded-3" data-index="12" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1730761474154" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
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             <a href="../previous_projects/hsma_4/h4_predicting_violent_incidents_mh_inpatients/index.html">
@@ -1653,7 +1653,7 @@ <h5 class="no-anchor card-title listing-title">Predicting Violent Incidents on M
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="13" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1730761274681" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
+      <div class="custom-grid-card border-2 rounded-3" data-index="13" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1730761474162" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
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             <a href="../previous_projects/hsma_4/h4_reducing_travel_times_cardiac_patients/index.html">
@@ -1713,7 +1713,7 @@ <h5 class="no-anchor card-title listing-title">Reducing Travel Times to Treatmen
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="14" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761274689" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
+      <div class="custom-grid-card border-2 rounded-3" data-index="14" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761474170" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
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             <a href="../previous_projects/hsma_4/h4_service_planning_inequalities_carbon_output/index.html">
@@ -1767,7 +1767,7 @@ <h5 class="no-anchor card-title listing-title">Developing a Service Planning Dec
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-      <div class="custom-grid-card border-2 rounded-3" data-index="15" data-categories="Mapping,Geostatistics,QGIS,Police" data-listing-file-modified-sort="1730761274689" data-listing-reading-time-sort="2" data-listing-word-count-sort="225">
+      <div class="custom-grid-card border-2 rounded-3" data-index="15" data-categories="Mapping,Geostatistics,QGIS,Police" data-listing-file-modified-sort="1730761474170" data-listing-reading-time-sort="2" data-listing-word-count-sort="225">
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             <a href="../previous_projects/hsma_4/h4_spatial_modelling_crime/index.html">
@@ -1833,7 +1833,7 @@ <h2 class="anchored" data-anchor-id="hsma-3">HSMA 3</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Sentiment Analysis,Natural Language Processing (NLP),Police" data-listing-file-modified-sort="1730761274549" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Sentiment Analysis,Natural Language Processing (NLP),Police" data-listing-file-modified-sort="1730761474030" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
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             <a href="../previous_projects/hsma_3/h3_ai_sentiment_tweet/index.html">
@@ -1873,7 +1873,7 @@ <h5 class="no-anchor card-title listing-title">What are they saying about us? An
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-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Network Analysis,Police" data-listing-file-modified-sort="1730761274553" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Network Analysis,Police" data-listing-file-modified-sort="1730761474030" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
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             <a href="../previous_projects/hsma_3/h3_crime_data_safeguarding_network/index.html">
@@ -1913,7 +1913,7 @@ <h5 class="no-anchor card-title listing-title">Generating a richer understanding
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1730761274557" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1730761474038" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
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             <a href="../previous_projects/hsma_3/h3_elective_backlog_hip/index.html">
@@ -1955,7 +1955,7 @@ <h5 class="no-anchor card-title listing-title">Modelling strategies to reduce th
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-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1730761274557" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1730761474038" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
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             <a href="../previous_projects/hsma_3/h3_generic_vaccination/index.html">
@@ -1997,7 +1997,7 @@ <h5 class="no-anchor card-title listing-title">Developing a generic vaccination
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1730761274561" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
+      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1730761474042" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
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             <a href="../previous_projects/hsma_3/h3_ml_nlp/index.html">
@@ -2045,7 +2045,7 @@ <h5 class="no-anchor card-title listing-title">Exploring the use of Machine Lear
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Discrete Event Simulation,Paediatric,Mapping,Location Optimization,NHS" data-listing-file-modified-sort="1730761274569" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
+      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Discrete Event Simulation,Paediatric,Mapping,Location Optimization,NHS" data-listing-file-modified-sort="1730761474050" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
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diff --git a/previous_projects/projects_by_methods.html b/previous_projects/projects_by_methods.html
index 2b9bd819..ccc56cac 100644
--- a/previous_projects/projects_by_methods.html
+++ b/previous_projects/projects_by_methods.html
@@ -504,7 +504,7 @@ <h2 class="anchored" data-anchor-id="discrete-event-simulation">Discrete Event S
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1730761274557" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1730761474038" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
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             <a href="../previous_projects/hsma_3/h3_elective_backlog_hip/index.html">
@@ -546,7 +546,7 @@ <h5 class="no-anchor card-title listing-title">Modelling strategies to reduce th
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1730761274557" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1730761474038" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
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             <a href="../previous_projects/hsma_3/h3_generic_vaccination/index.html">
@@ -588,7 +588,7 @@ <h5 class="no-anchor card-title listing-title">Developing a generic vaccination
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Paediatric,Mapping,Location Optimization,NHS" data-listing-file-modified-sort="1730761274569" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Paediatric,Mapping,Location Optimization,NHS" data-listing-file-modified-sort="1730761474050" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
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             <a href="../previous_projects/hsma_3/h3_simulation_paediatric_critical_care/index.html">
@@ -628,7 +628,7 @@ <h5 class="no-anchor card-title listing-title">Simulation modelling to test prop
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1730761274573" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1730761474054" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
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             <a href="../previous_projects/hsma_4/h4_booked_appointments_utc/index.html">
@@ -674,7 +674,7 @@ <h5 class="no-anchor card-title listing-title">The Effect of Booked Appointments
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Discrete Event Simulation,Neurodiversity,Mental Health,Demand &amp; Capacity,Identifying Bottlenecks in Pathways,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761274589" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
+      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Discrete Event Simulation,Neurodiversity,Mental Health,Demand &amp; Capacity,Identifying Bottlenecks in Pathways,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761474070" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
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             <a href="../previous_projects/hsma_4/h4_des_adhd_autism_pathway/index.html">
@@ -720,7 +720,7 @@ <h5 class="no-anchor card-title listing-title">Use of Discrete Event Simulation
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Discrete Event Simulation,Emergency Departments,Patient Flow,Inpatients,NHS" data-listing-file-modified-sort="1730761274609" data-listing-reading-time-sort="2" data-listing-word-count-sort="278">
+      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Discrete Event Simulation,Emergency Departments,Patient Flow,Inpatients,NHS" data-listing-file-modified-sort="1730761474086" data-listing-reading-time-sort="2" data-listing-word-count-sort="278">
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             <a href="../previous_projects/hsma_4/h4_des_amu_flow/index.html">
@@ -768,7 +768,7 @@ <h5 class="no-anchor card-title listing-title">Using DES to Improve Flow through
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-      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1730761274617" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
+      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1730761474094" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
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             <a href="../previous_projects/hsma_4/h4_des_cbt_iapt/index.html">
@@ -816,7 +816,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation of Cogn
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Discrete Event Simulation,Cancer,Colorectal,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761274625" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
+      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Discrete Event Simulation,Cancer,Colorectal,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761474106" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
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             <a href="../previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html">
@@ -866,7 +866,7 @@ <h5 class="no-anchor card-title listing-title">Use Of Discrete Event Simulation
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="8" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761274625" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
+      <div class="custom-grid-card border-2 rounded-3" data-index="8" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761474106" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
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             <a href="../previous_projects/hsma_4/h4_des_flow_performance_utc/index.html">
@@ -912,7 +912,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to Impr
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="9" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
+      <div class="custom-grid-card border-2 rounded-3" data-index="9" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
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             <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html">
@@ -972,7 +972,7 @@ <h5 class="no-anchor card-title listing-title">Meeting the demand of 111 for pri
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="10" data-categories="Discrete Event Simulation,Patient Initiated Follow-Up (PIFU),Digital Outpatients,Rheumatology,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761274649" data-listing-reading-time-sort="2" data-listing-word-count-sort="242">
+      <div class="custom-grid-card border-2 rounded-3" data-index="10" data-categories="Discrete Event Simulation,Patient Initiated Follow-Up (PIFU),Digital Outpatients,Rheumatology,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761474130" data-listing-reading-time-sort="2" data-listing-word-count-sort="242">
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             <a href="../previous_projects/hsma_4/h4_pifu_digital_outpatients_elective_recovery/index.html">
@@ -1020,7 +1020,7 @@ <h5 class="no-anchor card-title listing-title">The role of Patient Initiated Fol
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="11" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1730761274713" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
+      <div class="custom-grid-card border-2 rounded-3" data-index="11" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1730761474194" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
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             <a href="../previous_projects/hsma_5/h5_5003_des_bottlenecks_amu/index.html">
@@ -1072,7 +1072,7 @@ <h5 class="no-anchor card-title listing-title">Using Discrete Event Simulation t
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="12" data-categories="Discrete Event Simulation,Discharge,Hospitals,Patient Flow,Acute Care,Inter-service Interactions,NHS" data-listing-file-modified-sort="1730761274725" data-listing-reading-time-sort="2" data-listing-word-count-sort="224">
+      <div class="custom-grid-card border-2 rounded-3" data-index="12" data-categories="Discrete Event Simulation,Discharge,Hospitals,Patient Flow,Acute Care,Inter-service Interactions,NHS" data-listing-file-modified-sort="1730761474202" data-listing-reading-time-sort="2" data-listing-word-count-sort="224">
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             <a href="../previous_projects/hsma_5/h5_5004_effect_complex_discharge_delays_acute_perform/index.html">
@@ -1118,7 +1118,7 @@ <h5 class="no-anchor card-title listing-title">Modelling the effect of complex d
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="13" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1730761274733" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
+      <div class="custom-grid-card border-2 rounded-3" data-index="13" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1730761474214" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
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             <a href="../previous_projects/hsma_5/h5_5005_des_elective_surgery_pathways/index.html">
@@ -1170,7 +1170,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to mode
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="14" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1730761274745" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
+      <div class="custom-grid-card border-2 rounded-3" data-index="14" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1730761474226" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
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             <a href="../previous_projects/hsma_5/h5_5008_multiobjective_neonatal_optimisation/index.html">
@@ -1220,7 +1220,7 @@ <h5 class="no-anchor card-title listing-title">Modelling the location of neonata
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="15" data-categories="Discrete Event Simulation,NHS,Rheumatology,Waiting Lists" data-listing-file-modified-sort="1730761274793" data-listing-reading-time-sort="1" data-listing-word-count-sort="160">
+      <div class="custom-grid-card border-2 rounded-3" data-index="15" data-categories="Discrete Event Simulation,NHS,Rheumatology,Waiting Lists" data-listing-file-modified-sort="1730761474274" data-listing-reading-time-sort="1" data-listing-word-count-sort="160">
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@@ -1280,7 +1280,7 @@ <h2 class="anchored" data-anchor-id="machine-learning">Machine learning</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1730761274561" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1730761474042" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
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@@ -1328,7 +1328,7 @@ <h5 class="no-anchor card-title listing-title">Exploring the use of Machine Lear
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
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@@ -1378,7 +1378,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand and Length of
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-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Machine Learning,Respiratory,NHS,Inpatient Admissions" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="133">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Machine Learning,Respiratory,NHS,Inpatient Admissions" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="133">
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             <a href="../previous_projects/hsma_4/h4_ml_admissions_los_respiratory/index.html">
@@ -1424,7 +1424,7 @@ <h5 class="no-anchor card-title listing-title">Using Machine Learning to Predict
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Machine Learning,Non-elective Admissions,Inpatient Admissions,Natural Language Processing,NHS" data-listing-file-modified-sort="1730761274657" data-listing-reading-time-sort="2" data-listing-word-count-sort="240">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Machine Learning,Non-elective Admissions,Inpatient Admissions,Natural Language Processing,NHS" data-listing-file-modified-sort="1730761474138" data-listing-reading-time-sort="2" data-listing-word-count-sort="240">
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             <a href="../previous_projects/hsma_4/h4_predicting_non_elective_admissions/index.html">
@@ -1468,7 +1468,7 @@ <h5 class="no-anchor card-title listing-title">Predicting Non-Elective Admission
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1730761274673" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
+      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1730761474154" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
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             <a href="../previous_projects/hsma_4/h4_predicting_violent_incidents_mh_inpatients/index.html">
@@ -1508,7 +1508,7 @@ <h5 class="no-anchor card-title listing-title">Predicting Violent Incidents on M
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761274689" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
+      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761474170" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
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             <a href="../previous_projects/hsma_4/h4_service_planning_inequalities_carbon_output/index.html">
@@ -1562,7 +1562,7 @@ <h5 class="no-anchor card-title listing-title">Developing a Service Planning Dec
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Inequalities,Planned Admissions,Machine Learning,APC Dataset,NHS" data-listing-file-modified-sort="1730761274733" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
+      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Inequalities,Planned Admissions,Machine Learning,APC Dataset,NHS" data-listing-file-modified-sort="1730761474214" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
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             <a href="../previous_projects/hsma_5/h5_5006__ml_inequities_hospital_procedure_access/index.html">
@@ -1608,7 +1608,7 @@ <h5 class="no-anchor card-title listing-title">Using Machine Learning to estimat
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Forecasting,Clock Starts,Demand,Prophet,ARIMA,Machine Learning,Waiting Lists,NHS" data-listing-file-modified-sort="1730761274777" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
+      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Forecasting,Clock Starts,Demand,Prophet,ARIMA,Machine Learning,Waiting Lists,NHS" data-listing-file-modified-sort="1730761474254" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
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             <a href="../previous_projects/hsma_5/h5_5012_forecasting_demand_clock_starts/index.html">
@@ -1660,7 +1660,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand – Investigat
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="8" data-categories="Plotly Dash,Staff Turnover,Workforce,Regression,Machine Learning,NHS" data-listing-file-modified-sort="1730761274793" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
+      <div class="custom-grid-card border-2 rounded-3" data-index="8" data-categories="Plotly Dash,Staff Turnover,Workforce,Regression,Machine Learning,NHS" data-listing-file-modified-sort="1730761474274" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
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             <a href="../previous_projects/hsma_5/h5_5014_workforce_turnover_drivers/index.html">
@@ -1727,7 +1727,7 @@ <h2 class="anchored" data-anchor-id="natural-language-processing">Natural Langua
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Sentiment Analysis,Natural Language Processing (NLP),Police" data-listing-file-modified-sort="1730761274549" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Sentiment Analysis,Natural Language Processing (NLP),Police" data-listing-file-modified-sort="1730761474030" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
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             <a href="../previous_projects/hsma_3/h3_ai_sentiment_tweet/index.html">
@@ -1767,7 +1767,7 @@ <h5 class="no-anchor card-title listing-title">What are they saying about us? An
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1730761274561" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1730761474042" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
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             <a href="../previous_projects/hsma_3/h3_ml_nlp/index.html">
@@ -1815,7 +1815,7 @@ <h5 class="no-anchor card-title listing-title">Exploring the use of Machine Lear
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Machine Learning,Non-elective Admissions,Inpatient Admissions,Natural Language Processing,NHS" data-listing-file-modified-sort="1730761274657" data-listing-reading-time-sort="2" data-listing-word-count-sort="240">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Machine Learning,Non-elective Admissions,Inpatient Admissions,Natural Language Processing,NHS" data-listing-file-modified-sort="1730761474138" data-listing-reading-time-sort="2" data-listing-word-count-sort="240">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_predicting_non_elective_admissions/index.html">
@@ -1859,7 +1859,7 @@ <h5 class="no-anchor card-title listing-title">Predicting Non-Elective Admission
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Natural Language Processing,Named Entity Recognition,Police" data-listing-file-modified-sort="1730761274705" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Natural Language Processing,Named Entity Recognition,Police" data-listing-file-modified-sort="1730761474186" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
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             <a href="../previous_projects/hsma_5/h5_5002_nlp_drug_content/index.html">
@@ -1923,7 +1923,7 @@ <h2 class="anchored" data-anchor-id="mapping-and-location-optimisation">Mapping
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Paediatric,Mapping,Location Optimization,NHS" data-listing-file-modified-sort="1730761274569" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Paediatric,Mapping,Location Optimization,NHS" data-listing-file-modified-sort="1730761474050" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
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             <a href="../previous_projects/hsma_3/h3_simulation_paediatric_critical_care/index.html">
@@ -1963,7 +1963,7 @@ <h5 class="no-anchor card-title listing-title">Simulation modelling to test prop
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1730761274681" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1730761474162" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
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             <a href="../previous_projects/hsma_4/h4_reducing_travel_times_cardiac_patients/index.html">
@@ -2023,7 +2023,7 @@ <h5 class="no-anchor card-title listing-title">Reducing Travel Times to Treatmen
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Mapping,Geostatistics,QGIS,Police" data-listing-file-modified-sort="1730761274689" data-listing-reading-time-sort="2" data-listing-word-count-sort="225">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Mapping,Geostatistics,QGIS,Police" data-listing-file-modified-sort="1730761474170" data-listing-reading-time-sort="2" data-listing-word-count-sort="225">
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             <a href="../previous_projects/hsma_4/h4_spatial_modelling_crime/index.html">
@@ -2077,7 +2077,7 @@ <h5 class="no-anchor card-title listing-title">Spatial Modelling of Violent Crim
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1730761274745" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1730761474226" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
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             <a href="../previous_projects/hsma_5/h5_5008_multiobjective_neonatal_optimisation/index.html">
@@ -2127,7 +2127,7 @@ <h5 class="no-anchor card-title listing-title">Modelling the location of neonata
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1730761274801" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
+      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1730761474282" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
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             <a href="../previous_projects/hsma_5/h5_5016_inequalities_demographic/index.html">
@@ -2193,7 +2193,7 @@ <h2 class="anchored" data-anchor-id="forecasting">Forecasting</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1730761274589" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1730761474070" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
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             <a href="../previous_projects/hsma_4/h4_covid_19_vaccination_demand_capacity/index.html">
@@ -2245,7 +2245,7 @@ <h5 class="no-anchor card-title listing-title">South East Regional Covid 19 Vacc
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_forecasting_los_ed/index.html">
@@ -2295,7 +2295,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand and Length of
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Forecasting,Clock Starts,Demand,Prophet,ARIMA,Machine Learning,Waiting Lists,NHS" data-listing-file-modified-sort="1730761274777" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Forecasting,Clock Starts,Demand,Prophet,ARIMA,Machine Learning,Waiting Lists,NHS" data-listing-file-modified-sort="1730761474254" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
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             <a href="../previous_projects/hsma_5/h5_5012_forecasting_demand_clock_starts/index.html">
@@ -2347,7 +2347,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand – Investigat
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1730761274777" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1730761474254" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
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             <a href="../previous_projects/hsma_5/h5_5013_understanding_excess_mortality/index.html">
@@ -2407,7 +2407,7 @@ <h2 class="anchored" data-anchor-id="reporting-automation-projects">Reporting Au
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761274689" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761474170" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_service_planning_inequalities_carbon_output/index.html">
@@ -2461,7 +2461,7 @@ <h5 class="no-anchor card-title listing-title">Developing a Service Planning Dec
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761274769" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761474246" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5010_health_equity_audits_cdc/index.html">
@@ -2525,7 +2525,7 @@ <h2 class="anchored" data-anchor-id="network-analysis">Network Analysis</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Network Analysis,Police" data-listing-file-modified-sort="1730761274553" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Network Analysis,Police" data-listing-file-modified-sort="1730761474030" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_3/h3_crime_data_safeguarding_network/index.html">
@@ -2565,7 +2565,7 @@ <h5 class="no-anchor card-title listing-title">Generating a richer understanding
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
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             <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html">
@@ -2625,7 +2625,7 @@ <h5 class="no-anchor card-title listing-title">Meeting the demand of 111 for pri
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1730761274761" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1730761474238" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
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             <a href="../previous_projects/hsma_5/h5_5009_network_analysis_diagnostics_ae/index.html">
@@ -2686,7 +2686,7 @@ <h2 class="anchored" data-anchor-id="projects-with-a-streamlit-interface">Projec
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_forecasting_los_ed/index.html">
@@ -2736,7 +2736,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand and Length of
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1730761274681" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1730761474162" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_reducing_travel_times_cardiac_patients/index.html">
@@ -2796,7 +2796,7 @@ <h5 class="no-anchor card-title listing-title">Reducing Travel Times to Treatmen
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1730761274713" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1730761474194" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
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             <a href="../previous_projects/hsma_5/h5_5003_des_bottlenecks_amu/index.html">
@@ -2848,7 +2848,7 @@ <h5 class="no-anchor card-title listing-title">Using Discrete Event Simulation t
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1730761274733" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1730761474214" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5005_des_elective_surgery_pathways/index.html">
@@ -2900,7 +2900,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to mode
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1730761274745" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
+      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1730761474226" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5008_multiobjective_neonatal_optimisation/index.html">
@@ -2950,7 +2950,7 @@ <h5 class="no-anchor card-title listing-title">Modelling the location of neonata
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761274769" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
+      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761474246" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
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@@ -3002,7 +3002,7 @@ <h5 class="no-anchor card-title listing-title">Creating a tool to automatically
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-      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1730761274777" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
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@@ -3050,7 +3050,7 @@ <h5 class="no-anchor card-title listing-title">Understanding Excess Mortality in
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1730761274801" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
+      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1730761474282" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
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diff --git a/previous_projects/projects_by_organisation.html b/previous_projects/projects_by_organisation.html
index 1e3b7127..44ab363c 100644
--- a/previous_projects/projects_by_organisation.html
+++ b/previous_projects/projects_by_organisation.html
@@ -360,7 +360,7 @@ <h2 class="anchored" data-anchor-id="nhs">NHS</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1730761274557" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1730761474038" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
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             <a href="../previous_projects/hsma_3/h3_elective_backlog_hip/index.html">
@@ -402,7 +402,7 @@ <h5 class="no-anchor card-title listing-title">Modelling strategies to reduce th
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-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1730761274557" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1730761474038" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
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             <a href="../previous_projects/hsma_3/h3_generic_vaccination/index.html">
@@ -444,7 +444,7 @@ <h5 class="no-anchor card-title listing-title">Developing a generic vaccination
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1730761274561" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1730761474042" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
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             <a href="../previous_projects/hsma_3/h3_ml_nlp/index.html">
@@ -492,7 +492,7 @@ <h5 class="no-anchor card-title listing-title">Exploring the use of Machine Lear
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Paediatric,Mapping,Location Optimization,NHS" data-listing-file-modified-sort="1730761274569" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Paediatric,Mapping,Location Optimization,NHS" data-listing-file-modified-sort="1730761474050" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
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             <a href="../previous_projects/hsma_3/h3_simulation_paediatric_critical_care/index.html">
@@ -532,7 +532,7 @@ <h5 class="no-anchor card-title listing-title">Simulation modelling to test prop
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1730761274573" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
+      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1730761474054" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
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             <a href="../previous_projects/hsma_4/h4_booked_appointments_utc/index.html">
@@ -578,7 +578,7 @@ <h5 class="no-anchor card-title listing-title">The Effect of Booked Appointments
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1730761274589" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
+      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1730761474070" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
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             <a href="../previous_projects/hsma_4/h4_covid_19_vaccination_demand_capacity/index.html">
@@ -630,7 +630,7 @@ <h5 class="no-anchor card-title listing-title">South East Regional Covid 19 Vacc
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Discrete Event Simulation,Neurodiversity,Mental Health,Demand &amp; Capacity,Identifying Bottlenecks in Pathways,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761274589" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
+      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Discrete Event Simulation,Neurodiversity,Mental Health,Demand &amp; Capacity,Identifying Bottlenecks in Pathways,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761474070" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
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             <a href="../previous_projects/hsma_4/h4_des_adhd_autism_pathway/index.html">
@@ -676,7 +676,7 @@ <h5 class="no-anchor card-title listing-title">Use of Discrete Event Simulation
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Discrete Event Simulation,Emergency Departments,Patient Flow,Inpatients,NHS" data-listing-file-modified-sort="1730761274609" data-listing-reading-time-sort="2" data-listing-word-count-sort="278">
+      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Discrete Event Simulation,Emergency Departments,Patient Flow,Inpatients,NHS" data-listing-file-modified-sort="1730761474086" data-listing-reading-time-sort="2" data-listing-word-count-sort="278">
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@@ -724,7 +724,7 @@ <h5 class="no-anchor card-title listing-title">Using DES to Improve Flow through
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-      <div class="custom-grid-card border-2 rounded-3" data-index="8" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1730761274617" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
+      <div class="custom-grid-card border-2 rounded-3" data-index="8" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1730761474094" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
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@@ -772,7 +772,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation of Cogn
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="9" data-categories="Discrete Event Simulation,Cancer,Colorectal,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761274625" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
+      <div class="custom-grid-card border-2 rounded-3" data-index="9" data-categories="Discrete Event Simulation,Cancer,Colorectal,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761474106" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
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             <a href="../previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html">
@@ -822,7 +822,7 @@ <h5 class="no-anchor card-title listing-title">Use Of Discrete Event Simulation
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="10" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761274625" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
+      <div class="custom-grid-card border-2 rounded-3" data-index="10" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761474106" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
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             <a href="../previous_projects/hsma_4/h4_des_flow_performance_utc/index.html">
@@ -868,7 +868,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to Impr
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="11" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
+      <div class="custom-grid-card border-2 rounded-3" data-index="11" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
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             <a href="../previous_projects/hsma_4/h4_forecasting_los_ed/index.html">
@@ -918,7 +918,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand and Length of
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="12" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
+      <div class="custom-grid-card border-2 rounded-3" data-index="12" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
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             <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html">
@@ -978,7 +978,7 @@ <h5 class="no-anchor card-title listing-title">Meeting the demand of 111 for pri
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="13" data-categories="Machine Learning,Respiratory,NHS,Inpatient Admissions" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="133">
+      <div class="custom-grid-card border-2 rounded-3" data-index="13" data-categories="Machine Learning,Respiratory,NHS,Inpatient Admissions" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="133">
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             <a href="../previous_projects/hsma_4/h4_ml_admissions_los_respiratory/index.html">
@@ -1024,7 +1024,7 @@ <h5 class="no-anchor card-title listing-title">Using Machine Learning to Predict
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="14" data-categories="Discrete Event Simulation,Patient Initiated Follow-Up (PIFU),Digital Outpatients,Rheumatology,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761274649" data-listing-reading-time-sort="2" data-listing-word-count-sort="242">
+      <div class="custom-grid-card border-2 rounded-3" data-index="14" data-categories="Discrete Event Simulation,Patient Initiated Follow-Up (PIFU),Digital Outpatients,Rheumatology,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761474130" data-listing-reading-time-sort="2" data-listing-word-count-sort="242">
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             <a href="../previous_projects/hsma_4/h4_pifu_digital_outpatients_elective_recovery/index.html">
@@ -1072,7 +1072,7 @@ <h5 class="no-anchor card-title listing-title">The role of Patient Initiated Fol
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="15" data-categories="Machine Learning,Non-elective Admissions,Inpatient Admissions,Natural Language Processing,NHS" data-listing-file-modified-sort="1730761274657" data-listing-reading-time-sort="2" data-listing-word-count-sort="240">
+      <div class="custom-grid-card border-2 rounded-3" data-index="15" data-categories="Machine Learning,Non-elective Admissions,Inpatient Admissions,Natural Language Processing,NHS" data-listing-file-modified-sort="1730761474138" data-listing-reading-time-sort="2" data-listing-word-count-sort="240">
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             <a href="../previous_projects/hsma_4/h4_predicting_non_elective_admissions/index.html">
@@ -1116,7 +1116,7 @@ <h5 class="no-anchor card-title listing-title">Predicting Non-Elective Admission
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="16" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1730761274673" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
+      <div class="custom-grid-card border-2 rounded-3" data-index="16" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1730761474154" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
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@@ -1156,7 +1156,7 @@ <h5 class="no-anchor card-title listing-title">Predicting Violent Incidents on M
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="17" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1730761274681" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
+      <div class="custom-grid-card border-2 rounded-3" data-index="17" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1730761474162" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
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@@ -1216,7 +1216,7 @@ <h5 class="no-anchor card-title listing-title">Reducing Travel Times to Treatmen
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="18" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761274689" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
+      <div class="custom-grid-card border-2 rounded-3" data-index="18" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761474170" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
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@@ -1270,7 +1270,7 @@ <h5 class="no-anchor card-title listing-title">Developing a Service Planning Dec
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="19" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1730761274713" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
+      <div class="custom-grid-card border-2 rounded-3" data-index="19" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1730761474194" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
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@@ -1322,7 +1322,7 @@ <h5 class="no-anchor card-title listing-title">Using Discrete Event Simulation t
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="20" data-categories="Discrete Event Simulation,Discharge,Hospitals,Patient Flow,Acute Care,Inter-service Interactions,NHS" data-listing-file-modified-sort="1730761274725" data-listing-reading-time-sort="2" data-listing-word-count-sort="224">
+      <div class="custom-grid-card border-2 rounded-3" data-index="20" data-categories="Discrete Event Simulation,Discharge,Hospitals,Patient Flow,Acute Care,Inter-service Interactions,NHS" data-listing-file-modified-sort="1730761474202" data-listing-reading-time-sort="2" data-listing-word-count-sort="224">
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@@ -1368,7 +1368,7 @@ <h5 class="no-anchor card-title listing-title">Modelling the effect of complex d
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="21" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1730761274733" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
+      <div class="custom-grid-card border-2 rounded-3" data-index="21" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1730761474214" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
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@@ -1420,7 +1420,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to mode
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="22" data-categories="Inequalities,Planned Admissions,Machine Learning,APC Dataset,NHS" data-listing-file-modified-sort="1730761274733" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
+      <div class="custom-grid-card border-2 rounded-3" data-index="22" data-categories="Inequalities,Planned Admissions,Machine Learning,APC Dataset,NHS" data-listing-file-modified-sort="1730761474214" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
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@@ -1466,7 +1466,7 @@ <h5 class="no-anchor card-title listing-title">Using Machine Learning to estimat
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-      <div class="custom-grid-card border-2 rounded-3" data-index="23" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1730761274761" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
+      <div class="custom-grid-card border-2 rounded-3" data-index="23" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1730761474238" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
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@@ -1514,7 +1514,7 @@ <h5 class="no-anchor card-title listing-title">Network Analysis of diagnostic pr
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-      <div class="custom-grid-card border-2 rounded-3" data-index="24" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761274769" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
+      <div class="custom-grid-card border-2 rounded-3" data-index="24" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761474246" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
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@@ -1566,7 +1566,7 @@ <h5 class="no-anchor card-title listing-title">Creating a tool to automatically
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="25" data-categories="Forecasting,Clock Starts,Demand,Prophet,ARIMA,Machine Learning,Waiting Lists,NHS" data-listing-file-modified-sort="1730761274777" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
+      <div class="custom-grid-card border-2 rounded-3" data-index="25" data-categories="Forecasting,Clock Starts,Demand,Prophet,ARIMA,Machine Learning,Waiting Lists,NHS" data-listing-file-modified-sort="1730761474254" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
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             <a href="../previous_projects/hsma_5/h5_5012_forecasting_demand_clock_starts/index.html">
@@ -1618,7 +1618,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand – Investigat
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="26" data-categories="Plotly Dash,Staff Turnover,Workforce,Regression,Machine Learning,NHS" data-listing-file-modified-sort="1730761274793" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
+      <div class="custom-grid-card border-2 rounded-3" data-index="26" data-categories="Plotly Dash,Staff Turnover,Workforce,Regression,Machine Learning,NHS" data-listing-file-modified-sort="1730761474274" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
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             <a href="../previous_projects/hsma_5/h5_5014_workforce_turnover_drivers/index.html">
@@ -1673,7 +1673,7 @@ <h5 class="no-anchor card-title listing-title">Investigating factors impacting N
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="27" data-categories="Discrete Event Simulation,NHS,Rheumatology,Waiting Lists" data-listing-file-modified-sort="1730761274793" data-listing-reading-time-sort="1" data-listing-word-count-sort="160">
+      <div class="custom-grid-card border-2 rounded-3" data-index="27" data-categories="Discrete Event Simulation,NHS,Rheumatology,Waiting Lists" data-listing-file-modified-sort="1730761474274" data-listing-reading-time-sort="1" data-listing-word-count-sort="160">
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             <a href="../previous_projects/hsma_5/h5_5015_des_dorset_rheumatology/index.html">
@@ -1721,7 +1721,7 @@ <h5 class="no-anchor card-title listing-title">A Discrete Event Simulation Model
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="28" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1730761274801" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
+      <div class="custom-grid-card border-2 rounded-3" data-index="28" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1730761474282" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
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             <a href="../previous_projects/hsma_5/h5_5016_inequalities_demographic/index.html">
@@ -1790,7 +1790,7 @@ <h2 class="anchored" data-anchor-id="police">Police</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Sentiment Analysis,Natural Language Processing (NLP),Police" data-listing-file-modified-sort="1730761274549" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Sentiment Analysis,Natural Language Processing (NLP),Police" data-listing-file-modified-sort="1730761474030" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_3/h3_ai_sentiment_tweet/index.html">
@@ -1830,7 +1830,7 @@ <h5 class="no-anchor card-title listing-title">What are they saying about us? An
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Network Analysis,Police" data-listing-file-modified-sort="1730761274553" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Network Analysis,Police" data-listing-file-modified-sort="1730761474030" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_3/h3_crime_data_safeguarding_network/index.html">
@@ -1870,7 +1870,7 @@ <h5 class="no-anchor card-title listing-title">Generating a richer understanding
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Mapping,Geostatistics,QGIS,Police" data-listing-file-modified-sort="1730761274689" data-listing-reading-time-sort="2" data-listing-word-count-sort="225">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Mapping,Geostatistics,QGIS,Police" data-listing-file-modified-sort="1730761474170" data-listing-reading-time-sort="2" data-listing-word-count-sort="225">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_spatial_modelling_crime/index.html">
@@ -1924,7 +1924,7 @@ <h5 class="no-anchor card-title listing-title">Spatial Modelling of Violent Crim
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Natural Language Processing,Named Entity Recognition,Police" data-listing-file-modified-sort="1730761274705" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Natural Language Processing,Named Entity Recognition,Police" data-listing-file-modified-sort="1730761474186" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5002_nlp_drug_content/index.html">
diff --git a/previous_projects/projects_by_service_area.html b/previous_projects/projects_by_service_area.html
index e5175ced..a80d3bb4 100644
--- a/previous_projects/projects_by_service_area.html
+++ b/previous_projects/projects_by_service_area.html
@@ -739,7 +739,7 @@ <h2 class="anchored" data-anchor-id="emergency-departments">Emergency Department
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1730761274573" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1730761474054" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_booked_appointments_utc/index.html">
@@ -785,7 +785,7 @@ <h5 class="no-anchor card-title listing-title">The Effect of Booked Appointments
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Emergency Departments,Patient Flow,Inpatients,NHS" data-listing-file-modified-sort="1730761274609" data-listing-reading-time-sort="2" data-listing-word-count-sort="278">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Emergency Departments,Patient Flow,Inpatients,NHS" data-listing-file-modified-sort="1730761474086" data-listing-reading-time-sort="2" data-listing-word-count-sort="278">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_des_amu_flow/index.html">
@@ -833,7 +833,7 @@ <h5 class="no-anchor card-title listing-title">Using DES to Improve Flow through
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761274625" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761474106" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_des_flow_performance_utc/index.html">
@@ -879,7 +879,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to Impr
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_forecasting_los_ed/index.html">
@@ -929,7 +929,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand and Length of
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
+      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html">
@@ -989,7 +989,7 @@ <h5 class="no-anchor card-title listing-title">Meeting the demand of 111 for pri
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1730761274713" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
+      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1730761474194" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
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             <a href="../previous_projects/hsma_5/h5_5003_des_bottlenecks_amu/index.html">
@@ -1041,7 +1041,7 @@ <h5 class="no-anchor card-title listing-title">Using Discrete Event Simulation t
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1730761274761" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
+      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1730761474238" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5009_network_analysis_diagnostics_ae/index.html">
@@ -1101,7 +1101,7 @@ <h2 class="anchored" data-anchor-id="mental-health">Mental Health</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Neurodiversity,Mental Health,Demand &amp; Capacity,Identifying Bottlenecks in Pathways,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761274589" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Neurodiversity,Mental Health,Demand &amp; Capacity,Identifying Bottlenecks in Pathways,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761474070" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_des_adhd_autism_pathway/index.html">
@@ -1147,7 +1147,7 @@ <h5 class="no-anchor card-title listing-title">Use of Discrete Event Simulation
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1730761274617" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1730761474094" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
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             <a href="../previous_projects/hsma_4/h4_des_cbt_iapt/index.html">
@@ -1195,7 +1195,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation of Cogn
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1730761274673" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1730761474154" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_predicting_violent_incidents_mh_inpatients/index.html">
@@ -1247,7 +1247,7 @@ <h2 class="anchored" data-anchor-id="elective-surgery">Elective Surgery</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1730761274557" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1730761474038" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
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             <a href="../previous_projects/hsma_3/h3_elective_backlog_hip/index.html">
@@ -1289,7 +1289,7 @@ <h5 class="no-anchor card-title listing-title">Modelling strategies to reduce th
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1730761274733" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1730761474214" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
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             <a href="../previous_projects/hsma_5/h5_5005_des_elective_surgery_pathways/index.html">
@@ -1351,7 +1351,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to mode
 <h2 class="anchored" data-anchor-id="primary-care-and-111">Primary Care and 111</h2>
 <div id="listing-primary_care_projects" class="quarto-listing quarto-listing-container-grid">
 <div class="list grid quarto-listing-cols-2">
-<div class="g-col-1" data-index="0" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1730761274561" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
+<div class="g-col-1" data-index="0" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1730761474042" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
 <a href="../previous_projects/hsma_3/h3_ml_nlp/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1373,7 +1373,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
+<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
 <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1407,7 +1407,7 @@ <h2 class="anchored" data-anchor-id="workforce">Workforce</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Plotly Dash,Staff Turnover,Workforce,Regression,Machine Learning,NHS" data-listing-file-modified-sort="1730761274793" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Plotly Dash,Staff Turnover,Workforce,Regression,Machine Learning,NHS" data-listing-file-modified-sort="1730761474274" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
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             <a href="../previous_projects/hsma_5/h5_5014_workforce_turnover_drivers/index.html">
@@ -1474,7 +1474,7 @@ <h2 class="anchored" data-anchor-id="vaccination">Vaccination</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1730761274557" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1730761474038" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_3/h3_generic_vaccination/index.html">
@@ -1516,7 +1516,7 @@ <h5 class="no-anchor card-title listing-title">Developing a generic vaccination
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1730761274589" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1730761474070" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_covid_19_vaccination_demand_capacity/index.html">
@@ -1580,7 +1580,7 @@ <h2 class="anchored" data-anchor-id="inequalities">Inequalities</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761274689" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761474170" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_service_planning_inequalities_carbon_output/index.html">
@@ -1634,7 +1634,7 @@ <h5 class="no-anchor card-title listing-title">Developing a Service Planning Dec
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Inequalities,Planned Admissions,Machine Learning,APC Dataset,NHS" data-listing-file-modified-sort="1730761274733" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Inequalities,Planned Admissions,Machine Learning,APC Dataset,NHS" data-listing-file-modified-sort="1730761474214" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
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             <a href="../previous_projects/hsma_5/h5_5006__ml_inequities_hospital_procedure_access/index.html">
@@ -1680,7 +1680,7 @@ <h5 class="no-anchor card-title listing-title">Using Machine Learning to estimat
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761274769" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1730761474246" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5010_health_equity_audits_cdc/index.html">
@@ -1732,7 +1732,7 @@ <h5 class="no-anchor card-title listing-title">Creating a tool to automatically
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1730761274801" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1730761474282" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5016_inequalities_demographic/index.html">
@@ -1798,7 +1798,7 @@ <h2 class="anchored" data-anchor-id="public-health">Public Health</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1730761274777" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1730761474254" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5013_understanding_excess_mortality/index.html">
@@ -1858,7 +1858,7 @@ <h2 class="anchored" data-anchor-id="police">Police</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Sentiment Analysis,Natural Language Processing (NLP),Police" data-listing-file-modified-sort="1730761274549" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Sentiment Analysis,Natural Language Processing (NLP),Police" data-listing-file-modified-sort="1730761474030" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_3/h3_ai_sentiment_tweet/index.html">
@@ -1898,7 +1898,7 @@ <h5 class="no-anchor card-title listing-title">What are they saying about us? An
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Network Analysis,Police" data-listing-file-modified-sort="1730761274553" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Network Analysis,Police" data-listing-file-modified-sort="1730761474030" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_3/h3_crime_data_safeguarding_network/index.html">
@@ -1938,7 +1938,7 @@ <h5 class="no-anchor card-title listing-title">Generating a richer understanding
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Mapping,Geostatistics,QGIS,Police" data-listing-file-modified-sort="1730761274689" data-listing-reading-time-sort="2" data-listing-word-count-sort="225">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Mapping,Geostatistics,QGIS,Police" data-listing-file-modified-sort="1730761474170" data-listing-reading-time-sort="2" data-listing-word-count-sort="225">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_spatial_modelling_crime/index.html">
@@ -1992,7 +1992,7 @@ <h5 class="no-anchor card-title listing-title">Spatial Modelling of Violent Crim
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Natural Language Processing,Named Entity Recognition,Police" data-listing-file-modified-sort="1730761274705" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
+      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Natural Language Processing,Named Entity Recognition,Police" data-listing-file-modified-sort="1730761474186" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5002_nlp_drug_content/index.html">
@@ -2058,7 +2058,7 @@ <h3 class="anchored" data-anchor-id="rheumatology">Rheumatology</h3>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Patient Initiated Follow-Up (PIFU),Digital Outpatients,Rheumatology,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761274649" data-listing-reading-time-sort="2" data-listing-word-count-sort="242">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Patient Initiated Follow-Up (PIFU),Digital Outpatients,Rheumatology,Reducing Backlogs,NHS" data-listing-file-modified-sort="1730761474130" data-listing-reading-time-sort="2" data-listing-word-count-sort="242">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_pifu_digital_outpatients_elective_recovery/index.html">
@@ -2106,7 +2106,7 @@ <h5 class="no-anchor card-title listing-title">The role of Patient Initiated Fol
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,NHS,Rheumatology,Waiting Lists" data-listing-file-modified-sort="1730761274793" data-listing-reading-time-sort="1" data-listing-word-count-sort="160">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,NHS,Rheumatology,Waiting Lists" data-listing-file-modified-sort="1730761474274" data-listing-reading-time-sort="1" data-listing-word-count-sort="160">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5015_des_dorset_rheumatology/index.html">
@@ -2166,7 +2166,7 @@ <h3 class="anchored" data-anchor-id="neonatal">Neonatal</h3>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1730761274745" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1730761474226" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5008_multiobjective_neonatal_optimisation/index.html">
@@ -2228,7 +2228,7 @@ <h3 class="anchored" data-anchor-id="respiratory">Respiratory</h3>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Machine Learning,Respiratory,NHS,Inpatient Admissions" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="133">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Machine Learning,Respiratory,NHS,Inpatient Admissions" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="133">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_ml_admissions_los_respiratory/index.html">
@@ -2286,7 +2286,7 @@ <h3 class="anchored" data-anchor-id="paediatric">Paediatric</h3>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Paediatric,Mapping,Location Optimization,NHS" data-listing-file-modified-sort="1730761274569" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Paediatric,Mapping,Location Optimization,NHS" data-listing-file-modified-sort="1730761474050" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_3/h3_simulation_paediatric_critical_care/index.html">
@@ -2326,7 +2326,7 @@ <h5 class="no-anchor card-title listing-title">Simulation modelling to test prop
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761274641" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
+      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1730761474122" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_forecasting_los_ed/index.html">
@@ -2388,7 +2388,7 @@ <h3 class="anchored" data-anchor-id="cancer">Cancer</h3>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Cancer,Colorectal,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761274625" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Cancer,Colorectal,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1730761474106" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html">
@@ -2450,7 +2450,7 @@ <h3 class="anchored" data-anchor-id="cardiac">Cardiac</h3>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1730761274681" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1730761474162" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_reducing_travel_times_cardiac_patients/index.html">
@@ -2522,7 +2522,7 @@ <h3 class="anchored" data-anchor-id="orthopaedics">Orthopaedics</h3>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1730761274557" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1730761474038" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_3/h3_elective_backlog_hip/index.html">
diff --git a/search.json b/search.json
index cddd0065..844148ad 100644
--- a/search.json
+++ b/search.json
@@ -244,6 +244,13 @@
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     "text": "The slides, exercises and content from the HSMA session is freely available for everyone to access!\nClick into the module you are interested in to find a full list of the sessions within that module, including links to the session recording, the slides, and the code-based exercises and solutions.\n\n\n\n\n\n\nNote\n\n\n\nModules are listed in the order they are delivered on the course, but while module 1 is essential for all other modules, most of the remaining modules can be consumed independently.\nThe only exceptions are\n\ndeploying reproducible reports online in module 8 (an optional exercise) relies on github content from session 7A\nnatural language processing in module 5, which benefits from completing module 4 (machine learning) first\n\n\n\n\n\n\n  \n    \n          \n            \n              \n                \n              \n              \n\n              \n                Module 1: Introduction to Operational Research, Data Science and Programming\n            \n\n            \n              36 hours\n            \n\n            \n              This module serves as an introduction to the fields of operational research and data science, as well as ensuring you have the tools setup and all of the Python knowledge you need to be able to access the later sessions delivered on the course.\n\nIt covers\n• How the HSMA course is structured\n• Why we should use Free and Open Source (FOSS) software\n• What Operational Research and Data Science are\n• The conceptual modelling process\n• The concepts underpinning coding, such as conditional logic, the object oriented paradigm, and more\n• How to set up the VSCode Integrated Development Environment (IDE) for Python Programming\n• How to set up environments for package management throughout the HSMA course using Anaconda or the built-in environment features of VSCode\n• How to write code using the Python programming language\n\n\n                \n\n              \n\n                \n                   Details \n                \n\n              \n\n            \n    \n          \n            \n              \n                \n              \n              \n\n              \n                Module 2: Modelling Pathway and Queuing Problems\n            \n\n            \n              9 hours\n            \n\n            \n              This module serves as an introduction to modelling pathway problems with discrete event simulation (DES).\n\nIt covers\n• What DES is and where it may be useful\n• The key terminology associated with DES (e.g. resources, entities, sinks)\n• How to simplify a real-world pathway modelling problem into a conceptual model\n• Python generator functions\n• The features of the SimPy package\n• How to write simple simulations in Python with SimPy\n• How to deal with multi-step pathways\n• How to deal with branching pathways\n• How to build in more complex features to your pathway models, including warm-up periods, priority-based queuing, resource unavailability, Lognormal distributions, reneging, balking, and jockeying\n\n\n                \n\n              \n\n                \n                   Details \n                \n\n              \n\n            \n    \n          \n            \n              \n                \n              \n              \n\n              \n                Module 3: Geographic Modelling and Visualisation\n            \n\n            \n              12 hours\n            \n\n            \n\n              \n\n                \n                   Details \n                \n\n              \n\n            \n    \n          \n            \n              \n                \n              \n              \n\n              \n                Module 4: Machine Learning\n            \n\n            \n              30 hours\n            \n\n            \n\n              \n\n                \n                   Details \n                \n\n              \n\n            \n    \n          \n            \n              \n                \n              \n              \n\n              \n                Module 5: Natural Language Processing\n            \n\n            \n              9 hours\n            \n\n            \n\n              \n\n                \n                   Details \n                \n\n              \n\n            \n    \n          \n            \n              \n                \n              \n              \n\n              \n                Module 6: Modelling Behaviour and System Dynamics\n            \n\n            \n              12 hours\n            \n\n            \n\n              \n\n                \n                   Details \n                \n\n              \n\n            \n    \n          \n            \n              \n                \n              \n              \n\n              \n                Module 7: Open Source Collaborative Development and Web Development\n            \n\n            \n              18 hours\n            \n\n            \n\n              \n\n                \n                   Details \n                \n\n              \n\n            \n    \n          \n            \n              \n                \n              \n              \n\n              \n                Module 8: Modern Analytics\n            \n\n            \n              12 hours\n            \n\n            \n\n              \n\n                \n                   Details \n                \n\n              \n\n            \n          \n\n\nNo matching items"
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+    "title": "Module 4: Machine Learning",
+    "section": "",
+    "text": "4A: Introduction to AI and Machine Learning 3 hours\n              \n\n            \n              \n                Session Lead: Dr Daniel Chalk\n              \n            \n\n            \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                4B: Logistic Regression - Who Would Survive the Titanic? 3 hours\n              \n\n            \n              \n                Session Lead: Dr Daniel Chalk\n              \n            \n\n            \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                4C: Ethics in AI 3 hours\n              \n\n            \n              \n                Session Lead: Dr Daniel Chalk\n              \n            \n\n            \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                4D: Decision Trees and Random Forests 3 hours\n              \n\n            \n              \n                Session Lead: Sammi Rosser\n              \n            \n\n            \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video - Decision Trees \n                        \n                     Video - Random Forests, F1 score and confusion matrices \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                4E: Boosted Trees for Classification, and Tackling Regression (Numeric Prediction) Problems with Machine Learning 3 hours\n              \n\n            \n              \n                Session Lead: Sammi Rosser\n              \n            \n\n            \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video - Boosted Trees for Classification Problems \n                        \n                     Video - Predicting Numeric Values with Tree-based Algorithms, and Data Prep for ML with OneHot encoding \n                        \n                     Repository \n                        \n                     Book - Classification with Boosted Trees \n                        \n                     Book - Regression (Numeric Prediction) \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                4F: Neural Networks 3 hours\n              \n\n            \n              \n                Session Lead: Dr Daniel Chalk\n              \n            \n\n            \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                4G: Explainable AI 3 hours\n              \n\n            \n              \n                Session Lead: Sammi Rosser\n              \n            \n\n            \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video - Introduction \n                        \n                     Video - Feature Importance in Logistic Regression & Odds/Log Odds/Probability \n                        \n                     Video - Feature Importance with MDI + PFI \n                        \n                     Video - Partial Dependence Plots and Individual Conditional Expectation Plots \n                        \n                     Video - Explainable AI with SHAP \n                        \n                     Video - Prediction Uncertainty \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                4A: Introduction to AI and Machine Learning 3 hours\n              \n\n            \n              \n                Session Lead: Dr Daniel Chalk\n              \n            \n\n            \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                     Game \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                4I: Synthetic Data using SMOTE 3 hours\n              \n\n            \n              \n                Session Lead: Dr Daniel Chalk\n              \n            \n\n            \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                4A: Introduction to AI and Machine Learning 3 hours\n              \n\n            \n              \n                Session Lead: Sammi Rosser\n              \n            \n\n            \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Slides (Reference Version - Code Only) \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n          \n\n\nNo matching items"
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diff --git a/sitemap.xml b/sitemap.xml
index 470f1693..3a317062 100644
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