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diff --git a/.nojekyll b/.nojekyll
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diff --git a/hsma_content/books/books.html b/hsma_content/books/books.html
@@ -285,7 +285,7 @@ <h1 class="title">HSMA Books</h1>
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-    <div class="custom-grid-card border-2 rounded-3" data-index="0" data-listing-date-sort="1704067200000" data-listing-file-modified-sort="1730761274529" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
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               <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</
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+    <div class="custom-grid-card border-2 rounded-3" data-index="1" data-listing-date-sort="1706745600000" data-listing-file-modified-sort="1730761474006" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="1">
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               <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
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               <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
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               <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
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-    <div class="custom-grid-card border-2 rounded-3" data-index="4" data-listing-date-sort="1714521600000" data-listing-file-modified-sort="1730761274529" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="6">
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               <a href="https://bergam0t.github.io/streamlit_book/" target="_blank">

diff --git a/hsma_content/modules/current_module_details/1_intro_or_ds_python.html b/hsma_content/modules/current_module_details/1_intro_or_ds_python.html
@@ -289,7 +289,7 @@ <h1 class="title">Module 1: Introduction to Operational Research, Data Science a
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@@ -333,7 +333,7 @@ <h5 class="no-anchor card-title session-listing-title">1A: Welcome to HSMA</h5>
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@@ -379,7 +379,7 @@ <h5 class="no-anchor card-title session-listing-title">1B: Introduction to Opera
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@@ -427,7 +427,7 @@ <h5 class="no-anchor card-title session-listing-title">1C: Principles of Program
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@@ -471,7 +471,7 @@ <h5 class="no-anchor card-title session-listing-title">1D: Hello World! Introduc
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@@ -527,7 +527,7 @@ <h5 class="no-anchor card-title session-listing-title">1E: Python Programming -
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@@ -588,7 +588,7 @@ <h5 class="no-anchor card-title session-listing-title">1F: Python Programming -
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diff --git a/hsma_content/modules/current_module_details/2_des.html b/hsma_content/modules/current_module_details/2_des.html
@@ -289,7 +289,7 @@ <h1 class="title">Module 2: Modelling Pathway and Queuing Problems</h1>
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@@ -333,7 +333,7 @@ <h5 class="no-anchor card-title session-listing-title">2A: Introduction to Discr
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@@ -377,7 +377,7 @@ <h5 class="no-anchor card-title session-listing-title">2B: SimPy for Discrete Ev
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diff --git a/hsma_content/modules/current_module_details/3_geographic_modelling_visualisation.html b/hsma_content/modules/current_module_details/3_geographic_modelling_visualisation.html
@@ -289,7 +289,7 @@ <h1 class="title">Module 3: Geographic Modelling and Visualisation</h1>
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@@ -331,7 +331,7 @@ <h5 class="no-anchor card-title session-listing-title">3A: Introduction to Geosp
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@@ -377,7 +377,7 @@ <h5 class="no-anchor card-title session-listing-title">3B: QGIS - Part 2 and Cre
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@@ -425,7 +425,7 @@ <h5 class="no-anchor card-title session-listing-title">3C: Interactive Maps in P
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