From a12dba9f10eeaea45b669762787317461683e0f8 Mon Sep 17 00:00:00 2001
From: Quarto GHA Workflow Runner <quarto-github-actions-publish@example.com>
Date: Mon, 4 Nov 2024 19:41:54 +0000
Subject: [PATCH] Built site for gh-pages

---
 .nojekyll                                     |   2 +-
 hsma_content/books/books.html                 |  10 +-
 .../modules/current_module_details/2_des.html |   6 +-
 .../1a_hsma_induction_welcome_to_hsma.html    |  24 ++-
 .../1b_introduction_to_or_ds.html             |  24 ++-
 .../1c_principles_of_programming.html         |  24 ++-
 .../1d_ides_python_parlance.html              |  24 ++-
 .../module_1_or_ds_python/1e_python_1.html    |  24 ++-
 .../module_1_or_ds_python/1f_python_2.html    |  24 ++-
 .../module_1_or_ds_python/1g_python_3.html    |  24 ++-
 hsma_content/modules/modules.html             |  16 +-
 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 ++++-----
 sitemap.xml                                   | 138 +++++++++---------
 16 files changed, 387 insertions(+), 261 deletions(-)

diff --git a/.nojekyll b/.nojekyll
index 3837f549..a90601d0 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-2b5701ba
\ No newline at end of file
+94eb944f
\ No newline at end of file
diff --git a/hsma_content/books/books.html b/hsma_content/books/books.html
index 319e6f8a..2db0fde2 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="1729860652054" 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="1730749268885" 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="1729860652054" 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="1730749268885" 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="1729860652054" 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="1730749268885" 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="1729860652054" 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="1730749268885" 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="1729860652054" 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="1730749268885" 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/2_des.html b/hsma_content/modules/current_module_details/2_des.html
index 8e13dce5..ccc694db 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="1729860652066" 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="1730749268897" 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="1729860652066" 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="1730749268897" 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="1729860652066" 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="1730749268897" 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/module_1_or_ds_python/1a_hsma_induction_welcome_to_hsma.html b/hsma_content/modules/current_module_details/module_1_or_ds_python/1a_hsma_induction_welcome_to_hsma.html
index 2db96683..72913e78 100644
--- a/hsma_content/modules/current_module_details/module_1_or_ds_python/1a_hsma_induction_welcome_to_hsma.html
+++ b/hsma_content/modules/current_module_details/module_1_or_ds_python/1a_hsma_induction_welcome_to_hsma.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>a_hsma_induction_welcome_to_hsma – HSMA</title>
+<title>1A: Welcome to HSMA – HSMA</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -98,7 +98,8 @@
 <style>
 
       .quarto-title-block .quarto-title-banner {
-        background: /resources/banner.png;
+        background-image: url(../../../banner.png);
+background-size: cover;
       }
 </style>
 <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
@@ -191,7 +192,23 @@
     </nav>
 </header>
 <!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
+<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">
+      <h1 class="title">1A: Welcome to HSMA</h1>
+                      </div>
+  </div>
+    
+  
+  <div class="quarto-title-meta">
+
+      
+    
+      
+    </div>
+    
+  
+  </header><div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
 <!-- sidebar -->
 <!-- margin-sidebar -->
     <div id="quarto-margin-sidebar" class="sidebar margin-sidebar zindex-bottom">
@@ -206,6 +223,7 @@
 
 
 
+
 </main> <!-- /main -->
 <script id="quarto-html-after-body" type="application/javascript">
 window.document.addEventListener("DOMContentLoaded", function (event) {
diff --git a/hsma_content/modules/current_module_details/module_1_or_ds_python/1b_introduction_to_or_ds.html b/hsma_content/modules/current_module_details/module_1_or_ds_python/1b_introduction_to_or_ds.html
index 88084ebe..8d715c55 100644
--- a/hsma_content/modules/current_module_details/module_1_or_ds_python/1b_introduction_to_or_ds.html
+++ b/hsma_content/modules/current_module_details/module_1_or_ds_python/1b_introduction_to_or_ds.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>b_introduction_to_or_ds – HSMA</title>
+<title>1B: Introduction to Operational Research and Data Science – HSMA</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -98,7 +98,8 @@
 <style>
 
       .quarto-title-block .quarto-title-banner {
-        background: /resources/banner.png;
+        background-image: url(../../../banner.png);
+background-size: cover;
       }
 </style>
 <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
@@ -191,7 +192,23 @@
     </nav>
 </header>
 <!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
+<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">
+      <h1 class="title">1B: Introduction to Operational Research and Data Science</h1>
+                      </div>
+  </div>
+    
+  
+  <div class="quarto-title-meta">
+
+      
+    
+      
+    </div>
+    
+  
+  </header><div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
 <!-- sidebar -->
 <!-- margin-sidebar -->
     <div id="quarto-margin-sidebar" class="sidebar margin-sidebar zindex-bottom">
@@ -206,6 +223,7 @@
 
 
 
+
 </main> <!-- /main -->
 <script id="quarto-html-after-body" type="application/javascript">
 window.document.addEventListener("DOMContentLoaded", function (event) {
diff --git a/hsma_content/modules/current_module_details/module_1_or_ds_python/1c_principles_of_programming.html b/hsma_content/modules/current_module_details/module_1_or_ds_python/1c_principles_of_programming.html
index 7418b1c1..9b19de92 100644
--- a/hsma_content/modules/current_module_details/module_1_or_ds_python/1c_principles_of_programming.html
+++ b/hsma_content/modules/current_module_details/module_1_or_ds_python/1c_principles_of_programming.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>c_principles_of_programming – HSMA</title>
+<title>1C: Principles of Programming – HSMA</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -98,7 +98,8 @@
 <style>
 
       .quarto-title-block .quarto-title-banner {
-        background: /resources/banner.png;
+        background-image: url(../../../banner.png);
+background-size: cover;
       }
 </style>
 <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
@@ -191,7 +192,23 @@
     </nav>
 </header>
 <!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
+<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">
+      <h1 class="title">1C: Principles of Programming</h1>
+                      </div>
+  </div>
+    
+  
+  <div class="quarto-title-meta">
+
+      
+    
+      
+    </div>
+    
+  
+  </header><div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
 <!-- sidebar -->
 <!-- margin-sidebar -->
     <div id="quarto-margin-sidebar" class="sidebar margin-sidebar zindex-bottom">
@@ -206,6 +223,7 @@
 
 
 
+
 </main> <!-- /main -->
 <script id="quarto-html-after-body" type="application/javascript">
 window.document.addEventListener("DOMContentLoaded", function (event) {
diff --git a/hsma_content/modules/current_module_details/module_1_or_ds_python/1d_ides_python_parlance.html b/hsma_content/modules/current_module_details/module_1_or_ds_python/1d_ides_python_parlance.html
index 1030ed90..43879ef5 100644
--- a/hsma_content/modules/current_module_details/module_1_or_ds_python/1d_ides_python_parlance.html
+++ b/hsma_content/modules/current_module_details/module_1_or_ds_python/1d_ides_python_parlance.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>d_ides_python_parlance – HSMA</title>
+<title>1D: Hello World! Introduction to the IDEs and Python Parlance – HSMA</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -98,7 +98,8 @@
 <style>
 
       .quarto-title-block .quarto-title-banner {
-        background: /resources/banner.png;
+        background-image: url(../../../banner.png);
+background-size: cover;
       }
 </style>
 <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
@@ -191,7 +192,23 @@
     </nav>
 </header>
 <!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
+<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">
+      <h1 class="title">1D: Hello World! Introduction to the IDEs and Python Parlance</h1>
+                      </div>
+  </div>
+    
+  
+  <div class="quarto-title-meta">
+
+      
+    
+      
+    </div>
+    
+  
+  </header><div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
 <!-- sidebar -->
 <!-- margin-sidebar -->
     <div id="quarto-margin-sidebar" class="sidebar margin-sidebar zindex-bottom">
@@ -206,6 +223,7 @@
 
 
 
+
 </main> <!-- /main -->
 <script id="quarto-html-after-body" type="application/javascript">
 window.document.addEventListener("DOMContentLoaded", function (event) {
diff --git a/hsma_content/modules/current_module_details/module_1_or_ds_python/1e_python_1.html b/hsma_content/modules/current_module_details/module_1_or_ds_python/1e_python_1.html
index 54debc38..695d97fb 100644
--- a/hsma_content/modules/current_module_details/module_1_or_ds_python/1e_python_1.html
+++ b/hsma_content/modules/current_module_details/module_1_or_ds_python/1e_python_1.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>e_python_1 – HSMA</title>
+<title>1E: Python Programming - Part 1 – HSMA</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -98,7 +98,8 @@
 <style>
 
       .quarto-title-block .quarto-title-banner {
-        background: /resources/banner.png;
+        background-image: url(../../../banner.png);
+background-size: cover;
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 </style>
 <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
@@ -191,7 +192,23 @@
     </nav>
 </header>
 <!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
+<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">
+      <h1 class="title">1E: Python Programming - Part 1</h1>
+                      </div>
+  </div>
+    
+  
+  <div class="quarto-title-meta">
+
+      
+    
+      
+    </div>
+    
+  
+  </header><div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
 <!-- sidebar -->
 <!-- margin-sidebar -->
     <div id="quarto-margin-sidebar" class="sidebar margin-sidebar zindex-bottom">
@@ -206,6 +223,7 @@
 
 
 
+
 </main> <!-- /main -->
 <script id="quarto-html-after-body" type="application/javascript">
 window.document.addEventListener("DOMContentLoaded", function (event) {
diff --git a/hsma_content/modules/current_module_details/module_1_or_ds_python/1f_python_2.html b/hsma_content/modules/current_module_details/module_1_or_ds_python/1f_python_2.html
index eb07cf7a..a562b705 100644
--- a/hsma_content/modules/current_module_details/module_1_or_ds_python/1f_python_2.html
+++ b/hsma_content/modules/current_module_details/module_1_or_ds_python/1f_python_2.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>f_python_2 – HSMA</title>
+<title>1F: Python Programming - Part 2 – HSMA</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -98,7 +98,8 @@
 <style>
 
       .quarto-title-block .quarto-title-banner {
-        background: /resources/banner.png;
+        background-image: url(../../../banner.png);
+background-size: cover;
       }
 </style>
 <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
@@ -191,7 +192,23 @@
     </nav>
 </header>
 <!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
+<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">
+      <h1 class="title">1F: Python Programming - Part 2</h1>
+                      </div>
+  </div>
+    
+  
+  <div class="quarto-title-meta">
+
+      
+    
+      
+    </div>
+    
+  
+  </header><div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
 <!-- sidebar -->
 <!-- margin-sidebar -->
     <div id="quarto-margin-sidebar" class="sidebar margin-sidebar zindex-bottom">
@@ -206,6 +223,7 @@
 
 
 
+
 </main> <!-- /main -->
 <script id="quarto-html-after-body" type="application/javascript">
 window.document.addEventListener("DOMContentLoaded", function (event) {
diff --git a/hsma_content/modules/current_module_details/module_1_or_ds_python/1g_python_3.html b/hsma_content/modules/current_module_details/module_1_or_ds_python/1g_python_3.html
index 728390e7..9a33a3f9 100644
--- a/hsma_content/modules/current_module_details/module_1_or_ds_python/1g_python_3.html
+++ b/hsma_content/modules/current_module_details/module_1_or_ds_python/1g_python_3.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>g_python_3 – HSMA</title>
+<title>1G: Python Programming - Part 3 – HSMA</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -98,7 +98,8 @@
 <style>
 
       .quarto-title-block .quarto-title-banner {
-        background: /resources/banner.png;
+        background-image: url(../../../banner.png);
+background-size: cover;
       }
 </style>
 <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
@@ -191,7 +192,23 @@
     </nav>
 </header>
 <!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
+<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">
+      <h1 class="title">1G: Python Programming - Part 3</h1>
+                      </div>
+  </div>
+    
+  
+  <div class="quarto-title-meta">
+
+      
+    
+      
+    </div>
+    
+  
+  </header><div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
 <!-- sidebar -->
 <!-- margin-sidebar -->
     <div id="quarto-margin-sidebar" class="sidebar margin-sidebar zindex-bottom">
@@ -206,6 +223,7 @@
 
 
 
+
 </main> <!-- /main -->
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diff --git a/hsma_content/modules/modules.html b/hsma_content/modules/modules.html
index 0f590a58..3f278d0f 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="1729860652062" 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="1730749268893" 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="1729860652062" 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="1730749268893" 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">
@@ -371,7 +371,7 @@ <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="1729860652062" 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="1730749268893" 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">
@@ -398,7 +398,7 @@ <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="1729860652062" 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="1730749268893" 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/4_machine_learning.html">
@@ -425,7 +425,7 @@ <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="1729860652062" 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="1730749268893" 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">
@@ -452,7 +452,7 @@ <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="1729860652066" 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="1730749268897" 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">
@@ -479,7 +479,7 @@ <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="1729860652066" 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="1730749268897" 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">
@@ -506,7 +506,7 @@ <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="1729860652066" 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="1730749268897" 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/previous_projects/projects_by_cohort.html b/previous_projects/projects_by_cohort.html
index 93c29996..cc52e329 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="1729860652230" 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="1730749269061" 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">
@@ -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="1729860652242" 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="1730749269073" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
             <div class="main-card-content">
             
             <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>
 
         
-      <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="1729860652250" data-listing-reading-time-sort="2" data-listing-word-count-sort="224">
+      <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="1730749269081" data-listing-reading-time-sort="2" data-listing-word-count-sort="224">
             <div class="main-card-content">
             
             <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="1729860652262" 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="1730749269093" 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">
@@ -564,7 +564,7 @@ <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="Inequalities,Planned Admissions,Machine Learning,APC Dataset,NHS" data-listing-file-modified-sort="1729860652262" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
+      <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="1730749269093" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
             <div class="main-card-content">
             
             <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>
 
         
-      <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="1729860652270" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
+      <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="1730749269101" 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">
@@ -660,7 +660,7 @@ <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="6" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1729860652286" 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="1730749269117" 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">
@@ -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="1729860652294" 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="1730749269125" 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">
@@ -760,7 +760,7 @@ <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="8" data-categories="Forecasting,Clock Starts,Demand,Prophet,ARIMA,Machine Learning,Waiting Lists,NHS" data-listing-file-modified-sort="1729860652302" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
+      <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="1730749269133" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
             <div class="main-card-content">
             
             <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>
 
         
-      <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="1729860652302" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
+      <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="1730749269133" 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="1729860652318" 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="1730749269149" 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="1729860652318" 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="1730749269149" 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">
@@ -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="1729860652326" 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="1730749269157" 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="1729860652102" 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="1730749268933" 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="1729860652118" 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="1730749268949" 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="1729860652118" 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="1730749268949" 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="1729860652134" 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="1730749268965" 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="1729860652142" 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="1730749268973" 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="1729860652150" 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="1730749268981" 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="1729860652150" 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="1730749268981" 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>
 
         
-      <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="1729860652166" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
+      <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="1730749268997" 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="1729860652166" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
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@@ -1475,7 +1475,7 @@ <h5 class="no-anchor card-title listing-title">Meeting the demand of 111 for pri
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-      <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="1729860652166" data-listing-reading-time-sort="1" data-listing-word-count-sort="133">
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@@ -1521,7 +1521,7 @@ <h5 class="no-anchor card-title listing-title">Using Machine Learning to Predict
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-      <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="1729860652174" 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="1730749269005" data-listing-reading-time-sort="2" data-listing-word-count-sort="242">
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@@ -1569,7 +1569,7 @@ <h5 class="no-anchor card-title listing-title">The role of Patient Initiated Fol
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-      <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="1729860652182" 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="1730749269013" data-listing-reading-time-sort="2" data-listing-word-count-sort="240">
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@@ -1613,7 +1613,7 @@ <h5 class="no-anchor card-title listing-title">Predicting Non-Elective Admission
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-      <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="1729860652202" 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="1730749269033" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
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@@ -1653,7 +1653,7 @@ <h5 class="no-anchor card-title listing-title">Predicting Violent Incidents on M
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-      <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="1729860652210" 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="1730749269041" 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
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-      <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="1729860652214" 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="1730749269045" 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="1729860652214" 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="1730749269045" data-listing-reading-time-sort="2" data-listing-word-count-sort="225">
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@@ -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="1729860652074" 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="1730749268909" 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="1729860652078" 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="1730749268909" 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
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-      <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="1729860652082" 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="1730749268913" 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="1729860652082" 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="1730749268917" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
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@@ -1997,7 +1997,7 @@ <h5 class="no-anchor card-title listing-title">Developing a generic vaccination
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-      <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="1729860652090" 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="1730749268921" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
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@@ -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="1729860652094" 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="1730749268925" 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 4cc3f1a7..fcbc9792 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="1729860652082" 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="1730749268913" 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="1729860652082" 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="1730749268917" 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="1729860652094" 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="1730749268925" 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="1729860652102" 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="1730749268933" 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="1729860652118" 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="1730749268949" 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="1729860652134" 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="1730749268965" 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="1729860652142" 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="1730749268973" 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
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-      <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="1729860652150" 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="1730749268981" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
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@@ -866,7 +866,7 @@ <h5 class="no-anchor card-title listing-title">Use Of Discrete Event Simulation
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-      <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="1729860652150" 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="1730749268981" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
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@@ -912,7 +912,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to Impr
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-      <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="1729860652166" 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="1730749268997" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
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@@ -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="1729860652174" 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="1730749269005" 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
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-      <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="1729860652242" 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="1730749269073" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
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@@ -1072,7 +1072,7 @@ <h5 class="no-anchor card-title listing-title">Using Discrete Event Simulation t
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-      <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="1729860652250" 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="1730749269081" data-listing-reading-time-sort="2" data-listing-word-count-sort="224">
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@@ -1118,7 +1118,7 @@ <h5 class="no-anchor card-title listing-title">Modelling the effect of complex d
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-      <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="1729860652262" 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="1730749269093" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
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@@ -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="1729860652270" 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="1730749269101" 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="1729860652318" 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="1730749269149" 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">
@@ -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="1729860652090" 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="1730749268921" 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">
@@ -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="1729860652166" 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="1730749268997" 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">
@@ -1378,7 +1378,7 @@ <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="Machine Learning,Respiratory,NHS,Inpatient Admissions" data-listing-file-modified-sort="1729860652166" 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="1730749268997" 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="1729860652182" 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="1730749269013" 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">
@@ -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="1729860652202" 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="1730749269033" 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="1729860652214" 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="1730749269045" 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="1729860652262" 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="1730749269093" 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="1729860652302" 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="1730749269133" 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="1729860652318" 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="1730749269149" 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="1729860652074" 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="1730749268909" 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="1729860652090" 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="1730749268921" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
             <div class="main-card-content">
             
             <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="1729860652182" 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="1730749269013" 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="1729860652230" 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="1730749269061" 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">
@@ -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="1729860652094" 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="1730749268925" 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">
@@ -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="1729860652210" 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="1730749269041" 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">
@@ -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="1729860652214" 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="1730749269045" 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">
@@ -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="1729860652270" 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="1730749269101" 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">
@@ -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="1729860652326" 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="1730749269157" 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">
@@ -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="1729860652118" 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="1730749268949" 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="1729860652166" 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="1730749268997" 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="1729860652302" 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="1730749269133" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
             <div class="main-card-content">
             
             <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="1729860652302" 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="1730749269133" 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="1729860652214" 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="1730749269045" 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">
@@ -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="1729860652294" 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="1730749269125" 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="1729860652078" 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="1730749268909" 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">
@@ -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="1729860652166" 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="1730749268997" 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">
@@ -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="1729860652286" 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="1730749269117" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
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@@ -2686,7 +2686,7 @@ <h2 class="anchored" data-anchor-id="projects-with-a-streamlit-interface">Projec
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             <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
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             <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>
 
         
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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>
 
         
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+      <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="1730749269093" 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">
@@ -2900,7 +2900,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to mode
           </div>
 
         
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             <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="1729860652294" 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="1730749269125" 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">
@@ -3002,7 +3002,7 @@ <h5 class="no-anchor card-title listing-title">Creating a tool to automatically
           </div>
 
         
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             <a href="../previous_projects/hsma_5/h5_5013_understanding_excess_mortality/index.html">
@@ -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="1729860652326" 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="1730749269157" 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 6a47298b..53397d4c 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;">
 
     
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+      <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="1730749268913" 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="1730749268917" 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="1729860652090" 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="1730749268921" 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="1729860652094" 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="1730749268925" 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>
 
         
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+      <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="1730749268933" 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>
 
         
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+      <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="1730749268949" 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="1729860652118" 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="1730749268949" 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>
 
         
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+      <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="1730749268965" 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="1730749268973" 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>
 
         
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+      <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="1730749268981" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
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@@ -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="1729860652150" 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="1730749268981" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
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@@ -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="1729860652166" 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="1730749268997" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
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@@ -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="1729860652166" 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="1730749268997" 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="1729860652166" 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="1730749268997" 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="1729860652174" 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="1730749269005" 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="1729860652182" 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="1730749269013" 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="1729860652202" 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="1730749269033" 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="1729860652210" 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="1730749269041" 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="1729860652214" 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="1730749269045" 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
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-      <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="1729860652242" 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="1730749269073" 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="1729860652250" 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="1730749269081" 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">
@@ -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="1729860652262" 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="1730749269093" 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">
@@ -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="1729860652262" 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="1730749269093" 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">
@@ -1466,7 +1466,7 @@ <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="23" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1729860652286" 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="1730749269117" 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">
@@ -1514,7 +1514,7 @@ <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="24" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1729860652294" 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="1730749269125" 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">
@@ -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="1729860652302" 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="1730749269133" 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>
 
         
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+      <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="1730749269149" 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="1729860652318" 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="1730749269149" 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="1729860652326" 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="1730749269157" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
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@@ -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="1729860652074" 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="1730749268909" 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">
@@ -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="1729860652078" 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="1730749268909" 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">
@@ -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="1729860652214" 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="1730749269045" 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">
@@ -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="1729860652230" 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="1730749269061" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
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diff --git a/previous_projects/projects_by_service_area.html b/previous_projects/projects_by_service_area.html
index fc77d4fe..91b54531 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="1729860652102" 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="1730749268933" 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">
@@ -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="1729860652134" 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="1730749268965" 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">
@@ -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="1729860652150" 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="1730749268981" 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">
@@ -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="1729860652166" 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="1730749268997" 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">
@@ -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="1729860652166" 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="1730749268997" 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">
@@ -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="1729860652242" 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="1730749269073" 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="1729860652286" 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="1730749269117" 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">
@@ -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="1729860652118" 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="1730749268949" 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">
@@ -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="1729860652142" 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="1730749268973" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
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@@ -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="1729860652202" 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="1730749269033" 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">
@@ -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="1729860652082" 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="1730749268913" 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
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-      <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="1729860652262" 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="1730749269093" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
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@@ -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">
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+<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="1730749268921" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
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@@ -1373,7 +1373,7 @@ <h5 class="no-anchor card-title listing-title">
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-<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="1729860652166" 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="1730749268997" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
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 <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="1729860652318" 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="1730749269149" 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">
@@ -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="1729860652082" 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="1730749268917" 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="1729860652118" 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="1730749268949" 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="1729860652214" 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="1730749269045" 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="1729860652262" 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="1730749269093" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
             <div class="main-card-content">
             
             <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="1729860652294" 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="1730749269125" 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="1729860652326" 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="1730749269157" 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="1729860652302" 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="1730749269133" 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="1729860652074" 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="1730749268909" 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="1729860652078" 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="1730749268909" 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="1729860652214" 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="1730749269045" 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="1729860652230" 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="1730749269061" 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="1729860652174" 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="1730749269005" 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="1729860652318" 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="1730749269149" 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="1729860652270" 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="1730749269101" 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="1729860652166" 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="1730749268997" 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="1729860652094" 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="1730749268925" 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="1729860652166" 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="1730749268997" 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="1729860652150" 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="1730749268981" 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="1729860652210" 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="1730749269041" 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="1729860652082" 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="1730749268913" 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/sitemap.xml b/sitemap.xml
index 23343214..0be01042 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,278 +2,278 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.066Z</lastmod>
+    <lastmod>2024-11-04T19:41:08.897Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_5/h5_5015_des_dorset_rheumatology/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.318Z</lastmod>
+    <lastmod>2024-11-04T19:41:09.149Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_5/h5_5006__ml_inequities_hospital_procedure_access/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.262Z</lastmod>
+    <lastmod>2024-11-04T19:41:09.093Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_5/h5_5016_inequalities_demographic/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.326Z</lastmod>
+    <lastmod>2024-11-04T19:41:09.157Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_5/h5_5005_des_elective_surgery_pathways/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.262Z</lastmod>
+    <lastmod>2024-11-04T19:41:09.093Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_5/h5_5014_workforce_turnover_drivers/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.318Z</lastmod>
+    <lastmod>2024-11-04T19:41:09.149Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_5/h5_5004_effect_complex_discharge_delays_acute_perform/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.250Z</lastmod>
+    <lastmod>2024-11-04T19:41:09.081Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/projects_by_organisation.html</loc>
-    <lastmod>2024-10-25T12:50:52.326Z</lastmod>
+    <lastmod>2024-11-04T19:41:09.157Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/projects_by_service_area.html</loc>
-    <lastmod>2024-10-25T12:50:52.330Z</lastmod>
+    <lastmod>2024-11-04T19:41:09.157Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_4/h4_pifu_digital_outpatients_elective_recovery/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.174Z</lastmod>
+    <lastmod>2024-11-04T19:41:09.005Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_4/h4_des_cbt_iapt/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.142Z</lastmod>
+    <lastmod>2024-11-04T19:41:08.973Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_4/h4_forecasting_los_ed/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.166Z</lastmod>
+    <lastmod>2024-11-04T19:41:08.997Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_4/h4_service_planning_inequalities_carbon_output/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.214Z</lastmod>
+    <lastmod>2024-11-04T19:41:09.045Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_4/h4_des_amu_flow/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.134Z</lastmod>
+    <lastmod>2024-11-04T19:41:08.965Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_4/h4_spatial_modelling_crime/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.214Z</lastmod>
+    <lastmod>2024-11-04T19:41:09.045Z</lastmod>
   </url>
   <url>
     <loc>https://hsma-programme.github.io/hsma_site/previous_projects/hsma_4/h4_covid_19_vaccination_demand_capacity/index.html</loc>
-    <lastmod>2024-10-25T12:50:52.118Z</lastmod>
+    <lastmod>2024-11-04T19:41:08.949Z</lastmod>
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