diff --git a/.nojekyll b/.nojekyll
index b6b25c02..3837f549 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-4ae69bf7
\ No newline at end of file
+2b5701ba
\ No newline at end of file
diff --git a/hsma_content/books/books.html b/hsma_content/books/books.html
index f4d4b234..319e6f8a 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="1729856758460" 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="1729860652054" 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="1729856758460" 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="1729860652054" 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="1729856758460" 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="1729860652054" 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="1729856758460" 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="1729860652054" 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="1729856758460" 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="1729860652054" 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 1422d303..8e13dce5 100644
--- a/hsma_content/modules/current_module_details/2_des.html
+++ b/hsma_content/modules/current_module_details/2_des.html
@@ -289,31 +289,29 @@ <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="1729856758472" 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="1729860652066" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
-              <div class="project-content listing-title">
-                <h5 class="no-anchor card-title listing-title">2A: Introduction to Discrete Event Simulation</h5>
-            </div>
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">2A: Introduction to Discrete Event Simulation</h5> <button class="session-duration-button">3 hours</button>
+              </div>
+
+            
+              <div class="listing-session-lead">
+                Session Lead: Dr Daniel Chalk<br>
+              </div>
+            
 
             
               <p class="listing-abstract">In this session, we explore how we can model pathway and queuing problems using a modelling method known as Discrete Event Simulation.
 <br><br>
 We explore how Discrete Event Simulations work, covering the terminology and concepts you will need to understand before you start designing your own simulation models.
+<br><br>
+This content is also covered in part 1 of the HSMA little book of DES.
 </p>
 
                 
 
-                <div class="quarto-categories">
-                              <button class="category-button">3 hours</button>
-              </div>
-
-              
-                <div class="listing-organisations">
-                  Session Lead: Dr Daniel Chalk<br>
-                </div>
-              
-
               </div>
 
                 <div class="project-details-listing">
@@ -335,31 +333,29 @@ <h5 class="no-anchor card-title listing-title">2A: Introduction to Discrete Even
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-file-modified-sort="1729856758472" 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="1729860652066" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
-              <div class="project-content listing-title">
-                <h5 class="no-anchor card-title listing-title">2B: SimPy for Discrete Event Simulation - Part 1</h5>
-            </div>
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">2B: SimPy for Discrete Event Simulation - Part 1</h5> <button class="session-duration-button">3 hours</button>
+              </div>
+
+            
+              <div class="listing-session-lead">
+                Session Lead: Dr Daniel Chalk<br>
+              </div>
+            
 
             
               <p class="listing-abstract">In this session, we look at how we can use the SimPy Python package (which is built around generator functions) to build Discrete Event Simulations in Python.
 <br><br>
 We start with a very simple model in which patients arrive, are seen by a nurse, and then leave, before building up to multi-step models and models with branching pathways. We then explore how to record results from our simulation and explore the impact of changing the level of resources available or the distribution of inter-arrival times and activity durations.
+<br><br>
+This content is also covered in part 2 of the HSMA little book of DES.
 </p>
 
                 
 
-                <div class="quarto-categories">
-                              <button class="category-button">3 hours</button>
-              </div>
-
-              
-                <div class="listing-organisations">
-                  Session Lead: Dr Daniel Chalk<br>
-                </div>
-              
-
               </div>
 
                 <div class="project-details-listing">
@@ -381,24 +377,35 @@ <h5 class="no-anchor card-title listing-title">2B: SimPy for Discrete Event Simu
               </div>
 
             
-    <div class="custom-grid-card border-2 rounded-3" data-index="2" data-listing-file-modified-sort="1729856758472" 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="1729860652066" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
 
-              <div class="project-content listing-title">
-                <h5 class="no-anchor card-title listing-title">2C: SimPy for Discrete Event Simulation - Part 2</h5>
-            </div>
+              <div class="session-content session-listing-title">
+                <h5 class="no-anchor card-title session-listing-title">2C: SimPy for Discrete Event Simulation - Part 2</h5> <button class="session-duration-button">3 hours</button>
+              </div>
 
             
-
-                <div class="quarto-categories">
-                              <button class="category-button">3 hours</button>
+              <div class="listing-session-lead">
+                Session Lead: Dr Daniel Chalk<br>
               </div>
+            
 
-              
-                <div class="listing-organisations">
-                  Session Lead: Dr Daniel Chalk<br>
-                </div>
-              
+            
+              <p class="listing-abstract">In this session, we look at some more advanced DES concepts and how we can incorporate them in our SimPy models.
+<br><br>
+This includes
+<br>• warm up periods
+<br>• priority-based queuing
+<br>• resource unavailability
+<br>• Lognormal distributions
+<br>• reneging
+<br>• balking
+<br>• jockeying
+<br><br>
+This content is also covered in part 3 of the HSMA little book of DES.
+</p>
+
+                
 
               </div>
 
diff --git a/hsma_content/modules/current_module_details/5_nlp.jpeg b/hsma_content/modules/current_module_details/5_nlp.jpeg
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index 00000000..1d05af19
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diff --git a/hsma_content/modules/current_module_details/6_system.jpeg b/hsma_content/modules/current_module_details/6_system.jpeg
new file mode 100644
index 00000000..089358c7
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diff --git a/hsma_content/modules/current_module_details/7_collab.jpeg b/hsma_content/modules/current_module_details/7_collab.jpeg
new file mode 100644
index 00000000..25a9fa28
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diff --git a/hsma_content/modules/current_module_details/8_modern.jpg b/hsma_content/modules/current_module_details/8_modern.jpg
new file mode 100644
index 00000000..71d8bf07
Binary files /dev/null and b/hsma_content/modules/current_module_details/8_modern.jpg differ
diff --git a/hsma_content/modules/modules.html b/hsma_content/modules/modules.html
index ec72f5f3..0f590a58 100644
--- a/hsma_content/modules/modules.html
+++ b/hsma_content/modules/modules.html
@@ -303,10 +303,10 @@ <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="1729856758468" 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="1729860652062" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
-              <a href="" target="_blank">
+              <a href="../../hsma_content/modules/current_module_details/1_intro_or_ds_python.html">
                 <img class="card-img" src="../../hsma_content/modules/current_module_details/1_intro_or_ds_python.jpeg" alt="Module 1: Introduction to Operational Research, Data Science and Programming">
               </a>
               
@@ -344,10 +344,10 @@ <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="1729856758468" 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="1729860652062" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
-              <a href="" target="_blank">
+              <a href="../../hsma_content/modules/current_module_details/2_des.html">
                 <img class="card-img" src="../../hsma_content/modules/current_module_details/2_des.jpeg" alt="Module 2: Modelling Pathway and Queuing Problems">
               </a>
               
@@ -371,10 +371,10 @@ <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="1729856758468" 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="1729860652062" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
-              <a href="" target="_blank">
+              <a href="../../hsma_content/modules/current_module_details/3_geographic_modelling_visualisation.html">
                 <img class="card-img" src="../../hsma_content/modules/current_module_details/3_geographic.jpeg" alt="Module 3: Geographic Modelling and Visualisation">
               </a>
               
@@ -398,10 +398,10 @@ <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="1729856758468" 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="1729860652062" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
-              <a href="" target="_blank">
+              <a href="../../hsma_content/modules/current_module_details/4_machine_learning.html">
                 <img class="card-img" src="../../hsma_content/modules/current_module_details/4_ml.jpeg" alt="Module 4: Machine Learning">
               </a>
               
@@ -425,11 +425,11 @@ <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="1729856758468" 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="1729860652062" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
-              <a href="" target="_blank">
-                <img class="card-img" src="../../hsma_content/modules/current_module_details/nlp.jpg" alt="Module 5: Natural Language Processing">
+              <a href="../../hsma_content/modules/current_module_details/5_natural_language_processing.html">
+                <img class="card-img" src="../../hsma_content/modules/current_module_details/5_nlp.jpeg" alt="Module 5: Natural Language Processing">
               </a>
               
 
@@ -452,11 +452,11 @@ <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="1729856758472" 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="1729860652066" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
-              <a href="" target="_blank">
-                <img class="card-img" src="../../hsma_content/modules/current_module_details/6_system.jpg" alt="Module 6: Modelling Behaviour and System Dynamics">
+              <a href="../../hsma_content/modules/current_module_details/6_system_dynamics_agent_based_simulation.html">
+                <img class="card-img" src="../../hsma_content/modules/current_module_details/6_system.jpeg" alt="Module 6: Modelling Behaviour and System Dynamics">
               </a>
               
 
@@ -479,11 +479,11 @@ <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="1729856758472" 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="1729860652066" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
-              <a href="" target="_blank">
-                <img class="card-img" src="../../hsma_content/modules/current_module_details/7_collab.jpg" alt="Module 7: Open Source Collaborative Development and Web Development">
+              <a href="../../hsma_content/modules/current_module_details/7_git_and_web_development.html">
+                <img class="card-img" src="../../hsma_content/modules/current_module_details/7_collab.jpeg" alt="Module 7: Open Source Collaborative Development and Web Development">
               </a>
               
 
@@ -506,11 +506,11 @@ <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="1729856758472" 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="1729860652066" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
           <div class="main-card-content">
             
-              <a href="" target="_blank">
-                <img class="card-img" src="../../hsma_content/modules/current_module_details" alt="Module 8: Modern Analytics">
+              <a href="../../hsma_content/modules/current_module_details/8_modern_analytics.html">
+                <img class="card-img" src="../../hsma_content/modules/current_module_details/8_modern.jpg" alt="Module 8: Modern Analytics">
               </a>
               
 
diff --git a/previous_projects/projects_by_cohort.html b/previous_projects/projects_by_cohort.html
index a8838138..93c29996 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="1729856758636" 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="1729860652230" 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="1729856758648" 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="1729860652242" 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="1729856758656" 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="1729860652250" 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="1729856758668" 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="1729860652262" 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="1729856758668" 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="1729860652262" 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="1729856758680" 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="1729860652270" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
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             <a href="../previous_projects/hsma_5/h5_5008_multiobjective_neonatal_optimisation/index.html">
@@ -660,7 +660,7 @@ <h5 class="no-anchor card-title listing-title">Modelling the location of neonata
           </div>
 
         
-      <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="1729856758696" 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="1729860652286" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
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             <a href="../previous_projects/hsma_5/h5_5009_network_analysis_diagnostics_ae/index.html">
@@ -708,7 +708,7 @@ <h5 class="no-anchor card-title listing-title">Network Analysis of diagnostic pr
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1729856758700" 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="1729860652294" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
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             <a href="../previous_projects/hsma_5/h5_5010_health_equity_audits_cdc/index.html">
@@ -760,7 +760,7 @@ <h5 class="no-anchor card-title listing-title">Creating a tool to automatically
           </div>
 
         
-      <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="1729856758708" 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="1729860652302" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
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@@ -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="1729856758712" 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="1729860652302" 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">
@@ -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="1729856758728" 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="1729860652318" 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">
@@ -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="1729856758728" 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="1729860652318" data-listing-reading-time-sort="1" data-listing-word-count-sort="160">
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             <a href="../previous_projects/hsma_5/h5_5015_des_dorset_rheumatology/index.html">
@@ -963,7 +963,7 @@ <h5 class="no-anchor card-title listing-title">A Discrete Event Simulation Model
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="12" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1729856758736" 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="1729860652326" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
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@@ -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="1729856758504" 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="1729860652102" 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">
@@ -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="1729856758524" 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="1729860652118" 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">
@@ -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="1729856758524" 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="1729860652118" 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">
@@ -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="1729856758540" 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="1729860652134" data-listing-reading-time-sort="2" data-listing-word-count-sort="278">
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@@ -1221,7 +1221,7 @@ <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="4" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1729856758548" 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="1729860652142" 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">
@@ -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="1729856758556" 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="1729860652150" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
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             <a href="../previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html">
@@ -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="1729856758556" 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="1729860652150" 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">
@@ -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="1729856758572" 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="1729860652166" 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">
@@ -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="1729856758572" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
+      <div class="custom-grid-card border-2 rounded-3" data-index="8" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1729860652166" 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">
@@ -1475,7 +1475,7 @@ <h5 class="no-anchor card-title listing-title">Meeting the demand of 111 for pri
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="9" data-categories="Machine Learning,Respiratory,NHS,Inpatient Admissions" data-listing-file-modified-sort="1729856758572" data-listing-reading-time-sort="1" data-listing-word-count-sort="133">
+      <div class="custom-grid-card border-2 rounded-3" data-index="9" data-categories="Machine Learning,Respiratory,NHS,Inpatient Admissions" data-listing-file-modified-sort="1729860652166" data-listing-reading-time-sort="1" data-listing-word-count-sort="133">
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             <a href="../previous_projects/hsma_4/h4_ml_admissions_los_respiratory/index.html">
@@ -1521,7 +1521,7 @@ <h5 class="no-anchor card-title listing-title">Using Machine Learning to Predict
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="10" data-categories="Discrete Event Simulation,Patient Initiated Follow-Up (PIFU),Digital Outpatients,Rheumatology,Reducing Backlogs,NHS" data-listing-file-modified-sort="1729856758580" 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="1729860652174" 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">
@@ -1569,7 +1569,7 @@ <h5 class="no-anchor card-title listing-title">The role of Patient Initiated Fol
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="11" data-categories="Machine Learning,Non-elective Admissions,Inpatient Admissions,Natural Language Processing,NHS" data-listing-file-modified-sort="1729856758588" 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="1729860652182" 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">
@@ -1613,7 +1613,7 @@ <h5 class="no-anchor card-title listing-title">Predicting Non-Elective Admission
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="12" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1729856758608" 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="1729860652202" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
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             <a href="../previous_projects/hsma_4/h4_predicting_violent_incidents_mh_inpatients/index.html">
@@ -1653,7 +1653,7 @@ <h5 class="no-anchor card-title listing-title">Predicting Violent Incidents on M
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="13" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1729856758616" 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="1729860652210" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
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@@ -1713,7 +1713,7 @@ <h5 class="no-anchor card-title listing-title">Reducing Travel Times to Treatmen
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="14" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1729856758620" 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="1729860652214" 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
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="15" data-categories="Mapping,Geostatistics,QGIS,Police" data-listing-file-modified-sort="1729856758624" 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="1729860652214" 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="1729856758480" 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="1729860652074" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
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@@ -1873,7 +1873,7 @@ <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="1729856758484" 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="1729860652078" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
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             <a href="../previous_projects/hsma_3/h3_crime_data_safeguarding_network/index.html">
@@ -1913,7 +1913,7 @@ <h5 class="no-anchor card-title listing-title">Generating a richer understanding
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1729856758488" 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="1729860652082" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
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@@ -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="1729856758488" 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="1729860652082" 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
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1729856758496" 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="1729860652090" 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="1729856758500" 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="1729860652094" 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 dd47a2ca..4cc3f1a7 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="1729856758488" 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="1729860652082" 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="1729856758488" 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="1729860652082" 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="1729856758500" 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="1729860652094" 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="1729856758504" 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="1729860652102" 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="1729856758524" 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="1729860652118" 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="1729856758540" 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="1729860652134" 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="1729856758548" 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="1729860652142" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
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             <a href="../previous_projects/hsma_4/h4_des_cbt_iapt/index.html">
@@ -816,7 +816,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation of Cogn
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Discrete Event Simulation,Cancer,Colorectal,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1729856758556" 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="1729860652150" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
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             <a href="../previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html">
@@ -866,7 +866,7 @@ <h5 class="no-anchor card-title listing-title">Use Of Discrete Event Simulation
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="8" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1729856758556" 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="1729860652150" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
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             <a href="../previous_projects/hsma_4/h4_des_flow_performance_utc/index.html">
@@ -912,7 +912,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to Impr
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="9" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1729856758572" 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="1729860652166" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
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             <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html">
@@ -972,7 +972,7 @@ <h5 class="no-anchor card-title listing-title">Meeting the demand of 111 for pri
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="10" data-categories="Discrete Event Simulation,Patient Initiated Follow-Up (PIFU),Digital Outpatients,Rheumatology,Reducing Backlogs,NHS" data-listing-file-modified-sort="1729856758580" 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="1729860652174" data-listing-reading-time-sort="2" data-listing-word-count-sort="242">
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             <a href="../previous_projects/hsma_4/h4_pifu_digital_outpatients_elective_recovery/index.html">
@@ -1020,7 +1020,7 @@ <h5 class="no-anchor card-title listing-title">The role of Patient Initiated Fol
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="11" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1729856758648" 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="1729860652242" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
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             <a href="../previous_projects/hsma_5/h5_5003_des_bottlenecks_amu/index.html">
@@ -1072,7 +1072,7 @@ <h5 class="no-anchor card-title listing-title">Using Discrete Event Simulation t
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="12" data-categories="Discrete Event Simulation,Discharge,Hospitals,Patient Flow,Acute Care,Inter-service Interactions,NHS" data-listing-file-modified-sort="1729856758656" 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="1729860652250" data-listing-reading-time-sort="2" data-listing-word-count-sort="224">
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             <a href="../previous_projects/hsma_5/h5_5004_effect_complex_discharge_delays_acute_perform/index.html">
@@ -1118,7 +1118,7 @@ <h5 class="no-anchor card-title listing-title">Modelling the effect of complex d
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="13" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1729856758668" 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="1729860652262" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
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             <a href="../previous_projects/hsma_5/h5_5005_des_elective_surgery_pathways/index.html">
@@ -1170,7 +1170,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to mode
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="14" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1729856758680" 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="1729860652270" 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="1729856758728" 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="1729860652318" 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="1729856758496" 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="1729860652090" 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="1729856758572" 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="1729860652166" 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="1729856758572" 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="1729860652166" 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="1729856758588" 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="1729860652182" 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="1729856758608" 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="1729860652202" 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="1729856758620" 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="1729860652214" 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="1729856758668" 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="1729860652262" 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
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-      <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="1729856758708" 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="1729860652302" 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="1729856758728" 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="1729860652318" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
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@@ -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="1729856758480" 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="1729860652074" 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
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-      <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="1729856758496" 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="1729860652090" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
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@@ -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="1729856758588" 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="1729860652182" 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">
@@ -1859,7 +1859,7 @@ <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="3" data-categories="Natural Language Processing,Named Entity Recognition,Police" data-listing-file-modified-sort="1729856758636" 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="1729860652230" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
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@@ -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="1729856758500" 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="1729860652094" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
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             <a href="../previous_projects/hsma_3/h3_simulation_paediatric_critical_care/index.html">
@@ -1963,7 +1963,7 @@ <h5 class="no-anchor card-title listing-title">Simulation modelling to test prop
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1729856758616" 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="1729860652210" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
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             <a href="../previous_projects/hsma_4/h4_reducing_travel_times_cardiac_patients/index.html">
@@ -2023,7 +2023,7 @@ <h5 class="no-anchor card-title listing-title">Reducing Travel Times to Treatmen
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Mapping,Geostatistics,QGIS,Police" data-listing-file-modified-sort="1729856758624" 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="1729860652214" data-listing-reading-time-sort="2" data-listing-word-count-sort="225">
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             <a href="../previous_projects/hsma_4/h4_spatial_modelling_crime/index.html">
@@ -2077,7 +2077,7 @@ <h5 class="no-anchor card-title listing-title">Spatial Modelling of Violent Crim
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1729856758680" 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="1729860652270" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
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             <a href="../previous_projects/hsma_5/h5_5008_multiobjective_neonatal_optimisation/index.html">
@@ -2127,7 +2127,7 @@ <h5 class="no-anchor card-title listing-title">Modelling the location of neonata
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1729856758736" 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="1729860652326" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
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             <a href="../previous_projects/hsma_5/h5_5016_inequalities_demographic/index.html">
@@ -2193,7 +2193,7 @@ <h2 class="anchored" data-anchor-id="forecasting">Forecasting</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1729856758524" 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="1729860652118" 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="1729856758572" 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="1729860652166" 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="1729856758708" 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="1729860652302" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
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             <a href="../previous_projects/hsma_5/h5_5012_forecasting_demand_clock_starts/index.html">
@@ -2347,7 +2347,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand – Investigat
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1729856758712" 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="1729860652302" 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="1729856758620" 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="1729860652214" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_service_planning_inequalities_carbon_output/index.html">
@@ -2461,7 +2461,7 @@ <h5 class="no-anchor card-title listing-title">Developing a Service Planning Dec
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1729856758700" 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="1729860652294" 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="1729856758484" 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="1729860652078" 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="1729856758572" 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="1729860652166" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
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             <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html">
@@ -2625,7 +2625,7 @@ <h5 class="no-anchor card-title listing-title">Meeting the demand of 111 for pri
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1729856758696" 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="1729860652286" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
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             <a href="../previous_projects/hsma_5/h5_5009_network_analysis_diagnostics_ae/index.html">
@@ -2686,7 +2686,7 @@ <h2 class="anchored" data-anchor-id="projects-with-a-streamlit-interface">Projec
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1729856758572" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
+      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1729860652166" 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">
@@ -2736,7 +2736,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand and Length of
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1729856758616" 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="1729860652210" 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">
@@ -2796,7 +2796,7 @@ <h5 class="no-anchor card-title listing-title">Reducing Travel Times to Treatmen
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1729856758648" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
+      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1729860652242" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
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             <a href="../previous_projects/hsma_5/h5_5003_des_bottlenecks_amu/index.html">
@@ -2848,7 +2848,7 @@ <h5 class="no-anchor card-title listing-title">Using Discrete Event Simulation t
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="3" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1729856758668" 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="1729860652262" 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>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1729856758680" data-listing-reading-time-sort="1" data-listing-word-count-sort="132">
+      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1729860652270" 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">
@@ -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="1729856758700" 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="1729860652294" 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>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1729856758712" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
+      <div class="custom-grid-card border-2 rounded-3" data-index="6" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1729860652302" 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">
@@ -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="1729856758736" 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="1729860652326" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
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             <a href="../previous_projects/hsma_5/h5_5016_inequalities_demographic/index.html">
diff --git a/previous_projects/projects_by_organisation.html b/previous_projects/projects_by_organisation.html
index 37f416fa..6a47298b 100644
--- a/previous_projects/projects_by_organisation.html
+++ b/previous_projects/projects_by_organisation.html
@@ -360,7 +360,7 @@ <h2 class="anchored" data-anchor-id="nhs">NHS</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1729856758488" 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="1729860652082" 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="1729856758488" 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="1729860652082" 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="1729856758496" 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="1729860652090" 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="1729856758500" 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="1729860652094" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
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             <a href="../previous_projects/hsma_3/h3_simulation_paediatric_critical_care/index.html">
@@ -532,7 +532,7 @@ <h5 class="no-anchor card-title listing-title">Simulation modelling to test prop
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1729856758504" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
+      <div class="custom-grid-card border-2 rounded-3" data-index="4" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1729860652102" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
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             <a href="../previous_projects/hsma_4/h4_booked_appointments_utc/index.html">
@@ -578,7 +578,7 @@ <h5 class="no-anchor card-title listing-title">The Effect of Booked Appointments
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1729856758524" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
+      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1729860652118" 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="1729856758524" 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="1729860652118" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
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             <a href="../previous_projects/hsma_4/h4_des_adhd_autism_pathway/index.html">
@@ -676,7 +676,7 @@ <h5 class="no-anchor card-title listing-title">Use of Discrete Event Simulation
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Discrete Event Simulation,Emergency Departments,Patient Flow,Inpatients,NHS" data-listing-file-modified-sort="1729856758540" data-listing-reading-time-sort="2" data-listing-word-count-sort="278">
+      <div class="custom-grid-card border-2 rounded-3" data-index="7" data-categories="Discrete Event Simulation,Emergency Departments,Patient Flow,Inpatients,NHS" data-listing-file-modified-sort="1729860652134" 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">
@@ -724,7 +724,7 @@ <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="8" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1729856758548" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
+      <div class="custom-grid-card border-2 rounded-3" data-index="8" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1729860652142" 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">
@@ -772,7 +772,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation of Cogn
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="9" data-categories="Discrete Event Simulation,Cancer,Colorectal,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1729856758556" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
+      <div class="custom-grid-card border-2 rounded-3" data-index="9" data-categories="Discrete Event Simulation,Cancer,Colorectal,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1729860652150" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
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             <a href="../previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html">
@@ -822,7 +822,7 @@ <h5 class="no-anchor card-title listing-title">Use Of Discrete Event Simulation
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="10" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1729856758556" 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="1729860652150" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
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             <a href="../previous_projects/hsma_4/h4_des_flow_performance_utc/index.html">
@@ -868,7 +868,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to Impr
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="11" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1729856758572" 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="1729860652166" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
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             <a href="../previous_projects/hsma_4/h4_forecasting_los_ed/index.html">
@@ -918,7 +918,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand and Length of
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="12" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1729856758572" 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="1729860652166" 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="1729856758572" 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="1729860652166" 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="1729856758580" 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="1729860652174" 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
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-      <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="1729856758588" 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="1729860652182" 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="1729856758608" 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="1729860652202" 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">
@@ -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="1729856758616" 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="1729860652210" 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">
@@ -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="1729856758620" 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="1729860652214" 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">
@@ -1270,7 +1270,7 @@ <h5 class="no-anchor card-title listing-title">Developing a Service Planning Dec
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="19" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1729856758648" 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="1729860652242" 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">
@@ -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="1729856758656" 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="1729860652250" 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="1729856758668" 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="1729860652262" 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="1729856758668" 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="1729860652262" 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="1729856758696" 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="1729860652286" 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="1729856758700" 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="1729860652294" 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="1729856758708" 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="1729860652302" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
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             <a href="../previous_projects/hsma_5/h5_5012_forecasting_demand_clock_starts/index.html">
@@ -1618,7 +1618,7 @@ <h5 class="no-anchor card-title listing-title">Forecasting Demand – Investigat
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="26" data-categories="Plotly Dash,Staff Turnover,Workforce,Regression,Machine Learning,NHS" data-listing-file-modified-sort="1729856758728" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
+      <div class="custom-grid-card border-2 rounded-3" data-index="26" data-categories="Plotly Dash,Staff Turnover,Workforce,Regression,Machine Learning,NHS" data-listing-file-modified-sort="1729860652318" 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="1729856758728" 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="1729860652318" 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="1729856758736" 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="1729860652326" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
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             <a href="../previous_projects/hsma_5/h5_5016_inequalities_demographic/index.html">
@@ -1790,7 +1790,7 @@ <h2 class="anchored" data-anchor-id="police">Police</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Sentiment Analysis,Natural Language Processing (NLP),Police" data-listing-file-modified-sort="1729856758480" 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="1729860652074" 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
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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="1729856758484" 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="1729860652078" 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="1729856758624" 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="1729860652214" 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
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-      <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="1729856758636" 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="1729860652230" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_5/h5_5002_nlp_drug_content/index.html">
diff --git a/previous_projects/projects_by_service_area.html b/previous_projects/projects_by_service_area.html
index a1258ae4..fc77d4fe 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="1729856758504" 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="1729860652102" 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="1729856758540" 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="1729860652134" 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="1729856758556" 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="1729860652150" 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>
 
         
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+      <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">
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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="1729856758572" 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="1729860652166" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html">
@@ -989,7 +989,7 @@ <h5 class="no-anchor card-title listing-title">Meeting the demand of 111 for pri
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="5" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1729856758648" 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="1729860652242" 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="1729856758696" 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="1729860652286" 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="1729856758524" 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="1729860652118" 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="1729856758548" 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="1729860652142" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
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             <a href="../previous_projects/hsma_4/h4_des_cbt_iapt/index.html">
@@ -1195,7 +1195,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation of Cogn
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1729856758608" 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="1729860652202" 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="1729856758488" 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="1729860652082" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
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             <a href="../previous_projects/hsma_3/h3_elective_backlog_hip/index.html">
@@ -1289,7 +1289,7 @@ <h5 class="no-anchor card-title listing-title">Modelling strategies to reduce th
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="1" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1729856758668" 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="1729860652262" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
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             <a href="../previous_projects/hsma_5/h5_5005_des_elective_surgery_pathways/index.html">
@@ -1351,7 +1351,7 @@ <h5 class="no-anchor card-title listing-title">Discrete Event Simulation to mode
 <h2 class="anchored" data-anchor-id="primary-care-and-111">Primary Care and 111</h2>
 <div id="listing-primary_care_projects" class="quarto-listing quarto-listing-container-grid">
 <div class="list grid quarto-listing-cols-2">
-<div class="g-col-1" data-index="0" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1729856758496" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
+<div class="g-col-1" data-index="0" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1729860652090" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
 <a href="../previous_projects/hsma_3/h3_ml_nlp/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1373,7 +1373,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1729856758572" 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="1729860652166" data-listing-reading-time-sort="1" data-listing-word-count-sort="24">
 <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1407,7 +1407,7 @@ <h2 class="anchored" data-anchor-id="workforce">Workforce</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Plotly Dash,Staff Turnover,Workforce,Regression,Machine Learning,NHS" data-listing-file-modified-sort="1729856758728" 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="1729860652318" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
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             <a href="../previous_projects/hsma_5/h5_5014_workforce_turnover_drivers/index.html">
@@ -1474,7 +1474,7 @@ <h2 class="anchored" data-anchor-id="vaccination">Vaccination</h2>
 <div class="list grid" style="display: grid; grid-template-columns: repeat(auto-fill, minmax(250px, 350px)); gap: 20px;">
 
     
-      <div class="custom-grid-card border-2 rounded-3" data-index="0" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1729856758488" 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="1729860652082" 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="1729856758524" 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="1729860652118" 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="1729856758620" 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="1729860652214" 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">
@@ -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="1729856758668" 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="1729860652262" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
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             <a href="../previous_projects/hsma_5/h5_5006__ml_inequities_hospital_procedure_access/index.html">
@@ -1680,7 +1680,7 @@ <h5 class="no-anchor card-title listing-title">Using Machine Learning to estimat
           </div>
 
         
-      <div class="custom-grid-card border-2 rounded-3" data-index="2" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1729856758700" 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="1729860652294" 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="1729856758736" 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="1729860652326" 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="1729856758712" 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="1729860652302" 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="1729856758480" 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="1729860652074" 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="1729856758484" 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="1729860652078" 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">
@@ -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="1729856758624" 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="1729860652214" 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">
@@ -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="1729856758636" 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="1729860652230" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
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             <a href="../previous_projects/hsma_5/h5_5002_nlp_drug_content/index.html">
@@ -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="1729856758580" 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="1729860652174" 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="1729856758728" 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="1729860652318" 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="1729856758680" 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="1729860652270" 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="1729856758572" 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="1729860652166" 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="1729856758500" 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="1729860652094" 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">
@@ -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="1729856758572" 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="1729860652166" 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">
@@ -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="1729856758556" 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="1729860652150" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
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             <a href="../previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html">
@@ -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="1729856758616" 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="1729860652210" 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">
@@ -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="1729856758488" 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="1729860652082" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
             <div class="main-card-content">
             
             <a href="../previous_projects/hsma_3/h3_elective_backlog_hip/index.html">
diff --git a/search.json b/search.json
index 5d75f0a1..69e43b19 100644
--- a/search.json
+++ b/search.json
@@ -242,7 +242,7 @@
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-    "text": "2A: Introduction to Discrete Event Simulation\n            \n\n            \n              In this session, we explore how we can model pathway and queuing problems using a modelling method known as Discrete Event Simulation.\n\nWe explore how Discrete Event Simulations work, covering the terminology and concepts you will need to understand before you start designing your own simulation models.\n\n\n                \n\n                \n                              3 hours\n              \n\n              \n                \n                  Session Lead: Dr Daniel Chalk\n                \n              \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                2B: SimPy for Discrete Event Simulation - Part 1\n            \n\n            \n              In this session, we look at how we can use the SimPy Python package (which is built around generator functions) to build Discrete Event Simulations in Python.\n\nWe start with a very simple model in which patients arrive, are seen by a nurse, and then leave, before building up to multi-step models and models with branching pathways. We then explore how to record results from our simulation and explore the impact of changing the level of resources available or the distribution of inter-arrival times and activity durations.\n\n\n                \n\n                \n                              3 hours\n              \n\n              \n                \n                  Session Lead: Dr Daniel Chalk\n                \n              \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                2C: SimPy for Discrete Event Simulation - Part 2\n            \n\n            \n\n                \n                              3 hours\n              \n\n              \n                \n                  Session Lead: Dr Daniel Chalk\n                \n              \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n          \n\n\nNo matching items"
+    "text": "2A: Introduction to Discrete Event Simulation 3 hours\n              \n\n            \n              \n                Session Lead: Dr Daniel Chalk\n              \n            \n\n            \n              In this session, we explore how we can model pathway and queuing problems using a modelling method known as Discrete Event Simulation.\n\nWe explore how Discrete Event Simulations work, covering the terminology and concepts you will need to understand before you start designing your own simulation models.\n\nThis content is also covered in part 1 of the HSMA little book of DES.\n\n\n                \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                2B: SimPy for Discrete Event Simulation - Part 1 3 hours\n              \n\n            \n              \n                Session Lead: Dr Daniel Chalk\n              \n            \n\n            \n              In this session, we look at how we can use the SimPy Python package (which is built around generator functions) to build Discrete Event Simulations in Python.\n\nWe start with a very simple model in which patients arrive, are seen by a nurse, and then leave, before building up to multi-step models and models with branching pathways. We then explore how to record results from our simulation and explore the impact of changing the level of resources available or the distribution of inter-arrival times and activity durations.\n\nThis content is also covered in part 2 of the HSMA little book of DES.\n\n\n                \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n    \n          \n\n              \n                2C: SimPy for Discrete Event Simulation - Part 2 3 hours\n              \n\n            \n              \n                Session Lead: Dr Daniel Chalk\n              \n            \n\n            \n              In this session, we look at some more advanced DES concepts and how we can incorporate them in our SimPy models.\n\nThis includes\n• warm up periods\n• priority-based queuing\n• resource unavailability\n• Lognormal distributions\n• reneging\n• balking\n• jockeying\n\nThis content is also covered in part 3 of the HSMA little book of DES.\n\n\n                \n\n              \n\n                \n                  \n                    \n                        \n                     Slides \n                        \n                     Video \n                        \n                     Repository \n                        \n                     Book \n                        \n                      \n                  \n                \n\n              \n\n            \n          \n\n\nNo matching items"
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diff --git a/styles.css b/styles.css
index 9c625df5..70e4f196 100644
--- a/styles.css
+++ b/styles.css
@@ -220,3 +220,39 @@
 .main-card-content {
   flex: 1;
 }
+
+.session-content.session-listing-title {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  padding: 0.5rem 1rem;
+}
+
+.session-content.session-listing-title h5.session-listing-title {
+  margin: 0;
+  display: inline-block;
+}
+
+.session-content.session-listing-title .session-duration-button {
+  display: inline-block;
+  margin-left: 10px; /* Adds some space between the title and the button */
+  background-color: #202020;  /* Grey background */
+  color: rgb(189, 189, 189);               /* Off-White text */
+  border: 2px solid rgb(138, 138, 138);    /* Off-White border */
+  padding: 5px 5px;         /* Padding for better clickability */
+  margin: 2px 0px;
+  font-size: 11px;            /* Font size */
+  font-weight: bold;          /* Bold text */
+  text-align: center;         /* Center the text */
+  text-decoration: none;      /* Remove underline from text */
+  cursor: none;               /* Normal cursor on hover */
+  border-radius: 5px;         /* Rounded corners */
+}
+
+.listing-session-lead {
+  font-size: .8em;
+  text-transform: uppercase;
+  color: #6c757d;
+  padding: 0.5rem 1rem;
+  font-weight: 500;
+}