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diff --git a/.nojekyll b/.nojekyll
@@ -1 +1 @@
-4ae69bf7
+2b5701ba
diff --git 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
@@ -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
diff --git a/hsma_content/modules/current_module_details/6_system.jpeg b/hsma_content/modules/current_module_details/6_system.jpeg
diff --git a/hsma_content/modules/current_module_details/7_collab.jpeg b/hsma_content/modules/current_module_details/7_collab.jpeg
diff --git a/hsma_content/modules/current_module_details/8_modern.jpg b/hsma_content/modules/current_module_details/8_modern.jpg
diff --git 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>