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index 33c0865..6e728e3 100644
--- a/blogs/AWS_Paper/index.html
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@@ -227,6 +227,12 @@ <h2 class="anchored" data-anchor-id="why-use-cloud-instances-to-run-a-workshop">
 <section id="view-our-paper-and-learning-resources" class="level2">
 <h2 class="anchored" data-anchor-id="view-our-paper-and-learning-resources">View our paper and learning resources</h2>
 <p>For details on AWS management please view our <a href="https://gigabytejournal.com/articles/133">paper in gigabyte</a> and <a href="https://cloud-span.github.io/cloud-admin-guide-v2q/">online training resources</a>. They provide a step by step guide on how to set up and use an AWS account and the scripts, and how to customise AWS instance templates with other software tools and data. We anticipate that others offering similar training may benefit from using the scripts regardless of the analyses being taught.</p>
+<div class="quarto-figure quarto-figure-center">
+<figure class="figure">
+<p><embed src="gigabyte133.pdf" class="img-fluid" width="600"></p>
+<figcaption>Impact</figcaption>
+</figure>
+</div>
 </section>
 <section id="advantages-of-using-an-instance" class="level2">
 <h2 class="anchored" data-anchor-id="advantages-of-using-an-instance">Advantages of using an instance</h2>
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     <loc>https://cloud-span.github.io/cloud-span-quarto-site/impact.html</loc>
-    <lastmod>2024-09-23T11:03:57.553Z</lastmod>
+    <lastmod>2024-09-23T11:06:03.351Z</lastmod>
   </url>
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diff --git a/upcoming_courses.html b/upcoming_courses.html
index ec3f134..eeb3fd8 100644
--- a/upcoming_courses.html
+++ b/upcoming_courses.html
@@ -264,7 +264,7 @@ <h1 class="title">Upcoming Courses</h1>
 
 <div class="quarto-listing quarto-listing-container-grid" id="listing-listing">
 <div class="list grid quarto-listing-cols-3">
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 <a href="./upcoming/Genomics/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -286,7 +286,7 @@ <h5 class="no-anchor card-title listing-title">
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 <a href="./upcoming/Code Retreat/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -308,7 +308,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="2" data-listing-file-modified-sort="1727089563382" data-listing-reading-time-sort="2" data-listing-word-count-sort="388">
 <a href="./upcoming/Core R/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -330,7 +330,7 @@ <h5 class="no-anchor card-title listing-title">
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 <a href="./upcoming/Prenomics/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -352,7 +352,7 @@ <h5 class="no-anchor card-title listing-title">
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 <a href="./upcoming/NERC Metagenomics/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -374,7 +374,7 @@ <h5 class="no-anchor card-title listing-title">
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 <a href="./upcoming/How to manage AWS Instances/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">