diff --git a/01-intro.html b/01-intro.html
index 8a0d873..7f77114 100644
--- a/01-intro.html
+++ b/01-intro.html
@@ -476,7 +476,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Too much to install? I just want a quick try…
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>If you don’t have access to a Linux terminal or prefer not to install
 tools locally, you can use Google Cloud Shell. You’ll need a Google
@@ -551,7 +551,7 @@ <h3 class="callout-title">Key Points</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 	<div id="to-top">
@@ -574,7 +574,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/01-intro.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-12"
 }
 
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diff --git a/02-storage.html b/02-storage.html
index 606f222..fb14919 100644
--- a/02-storage.html
+++ b/02-storage.html
@@ -403,7 +403,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   How to change them?
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>If they are not what you expect (in case you have many), change them
 with</p>
@@ -460,7 +460,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   How to link a project to your billing account?
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>First list the billing accounts</p>
 <div class="codewrapper sourceCode" id="cb7">
@@ -608,7 +608,7 @@ <h3 class="callout-title">Key Points</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -631,7 +631,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/02-storage.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-12"
 }
 
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diff --git a/03-disk-image.html b/03-disk-image.html
index d89994a..ae809ce 100644
--- a/03-disk-image.html
+++ b/03-disk-image.html
@@ -513,7 +513,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Error: Quota exceeded?
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>Failure with errors of type</p>
 <pre><code>Code: QUOTA_EXCEEDED
@@ -613,7 +613,7 @@ <h3 class="callout-title">Key Points</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -636,7 +636,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/03-disk-image.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-12"
 }
 
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diff --git a/04-cluster.html b/04-cluster.html
index 5b4b04d..71ff43e 100644
--- a/04-cluster.html
+++ b/04-cluster.html
@@ -548,7 +548,7 @@ <h3 class="callout-title">Key Points</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -571,7 +571,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/04-cluster.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-12"
 }
 
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diff --git a/05-workflow.html b/05-workflow.html
index 71e0791..3630e58 100644
--- a/05-workflow.html
+++ b/05-workflow.html
@@ -583,7 +583,7 @@ <h3 class="callout-title">Key Points</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -606,7 +606,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/05-workflow.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-12"
 }
 
   </script><script>
diff --git a/06-scaleup.html b/06-scaleup.html
index ababee2..ff6e229 100644
--- a/06-scaleup.html
+++ b/06-scaleup.html
@@ -555,7 +555,7 @@ <h3 class="callout-title">Key Points</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -578,7 +578,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/06-scaleup.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-12"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index f97ae5c..cb699c5 100644
--- a/404.html
+++ b/404.html
@@ -354,7 +354,7 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -376,8 +376,8 @@ <h1>Page not found</h1>
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/404.html",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/404.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-12",
+  "datePublished": "2024-11-12"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 7929f2a..d915827 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -378,7 +378,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -401,7 +401,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-12"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 816648f..cecc624 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -459,7 +459,7 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -482,7 +482,7 @@ <h1>Licenses</h1>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/LICENSE.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-12"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 688c4be..fccc785 100644
--- a/aio.html
+++ b/aio.html
@@ -525,7 +525,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Too much to install? I just want a quick try…
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>If you don’t have access to a Linux terminal or prefer not to install
 tools locally, you can use Google Cloud Shell. You’ll need a Google
@@ -645,7 +645,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   How to change them?
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>If they are not what you expect (in case you have many), change them
 with</p>
@@ -705,7 +705,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   How to link a project to your billing account?
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>First list the billing accounts</p>
 <div class="codewrapper sourceCode" id="cb7">
@@ -1025,7 +1025,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Error: Quota exceeded?
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>Failure with errors of type</p>
 <pre><code>Code: QUOTA_EXCEEDED
@@ -1768,7 +1768,7 @@ <h3 class="callout-title">Key Points</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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@@ -1791,8 +1791,8 @@ <h3 class="callout-title">Key Points</h3>
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-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-12",
+  "datePublished": "2024-11-12"
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diff --git a/images.html b/images.html
index 5243971..4da8238 100644
--- a/images.html
+++ b/images.html
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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@@ -420,8 +420,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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diff --git a/index.html b/index.html
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -476,8 +476,8 @@ <h3 id="building-an-image-disk-go">Building an image disk: go<a class="anchor" a
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/index.html",
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-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-12",
+  "datePublished": "2024-11-12"
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diff --git a/instructor-notes.html b/instructor-notes.html
index 86c83b3..390f7d4 100644
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@@ -399,7 +399,7 @@ <h1>Instructor Notes</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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@@ -422,8 +422,8 @@ <h1>Instructor Notes</h1>
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   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor-notes.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-11-05",
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diff --git a/instructor/01-intro.html b/instructor/01-intro.html
index 99564f7..3953cd2 100644
--- a/instructor/01-intro.html
+++ b/instructor/01-intro.html
@@ -478,7 +478,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Too much to install? I just want a quick try…
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>If you don’t have access to a Linux terminal or prefer not to install
 tools locally, you can use Google Cloud Shell. You’ll need a Google
@@ -553,7 +553,7 @@ <h3 class="callout-title">Key Points</h3>
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -576,7 +576,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-10",
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diff --git a/instructor/02-storage.html b/instructor/02-storage.html
index a8416b5..068c7ea 100644
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+++ b/instructor/02-storage.html
@@ -405,7 +405,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   How to change them?
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>If they are not what you expect (in case you have many), change them
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@@ -462,7 +462,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   How to link a project to your billing account?
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>First list the billing accounts</p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -633,7 +633,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-10",
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diff --git a/instructor/03-disk-image.html b/instructor/03-disk-image.html
index 3370ada..faa6bee 100644
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@@ -515,7 +515,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Error: Quota exceeded?
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 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>Failure with errors of type</p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -638,7 +638,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/04-cluster.html b/instructor/04-cluster.html
index bad049a..3945efc 100644
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -573,7 +573,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/04-cluster.html",
   "dateCreated": "2024-10-10",
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diff --git a/instructor/05-workflow.html b/instructor/05-workflow.html
index 888118a..daa5408 100644
--- a/instructor/05-workflow.html
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@@ -585,7 +585,7 @@ <h3 class="callout-title">Key Points</h3>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -608,7 +608,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
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diff --git a/instructor/06-scaleup.html b/instructor/06-scaleup.html
index 044c459..3dc4782 100644
--- a/instructor/06-scaleup.html
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@@ -557,7 +557,7 @@ <h3 class="callout-title">Key Points</h3>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -580,7 +580,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-10",
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-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-12"
 }
 
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diff --git a/instructor/404.html b/instructor/404.html
index 1e3af76..4c531e8 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -354,7 +354,7 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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@@ -376,8 +376,8 @@ <h1>Page not found</h1>
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   "dateCreated": "2024-10-10",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-12",
+  "datePublished": "2024-11-12"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 7492cf0..9aeea72 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -380,7 +380,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -403,7 +403,7 @@ <h1>Contributor Code of Conduct</h1>
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   "dateCreated": "2024-10-10",
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-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-12"
 }
 
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index ac8d347..b3499a2 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -461,7 +461,7 @@ <h1>Licenses</h1>
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -484,7 +484,7 @@ <h1>Licenses</h1>
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   "dateCreated": "2024-10-10",
   "dateModified": "2024-06-19",
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diff --git a/instructor/aio.html b/instructor/aio.html
index 85b94f2..cb74e59 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -528,7 +528,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Too much to install? I just want a quick try…
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>If you don’t have access to a Linux terminal or prefer not to install
 tools locally, you can use Google Cloud Shell. You’ll need a Google
@@ -649,7 +649,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
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   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>If they are not what you expect (in case you have many), change them
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@@ -709,7 +709,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   How to link a project to your billing account?
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>First list the billing accounts</p>
 <div class="codewrapper sourceCode" id="cb7">
@@ -1030,7 +1030,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Error: Quota exceeded?
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>Failure with errors of type</p>
 <pre><code>Code: QUOTA_EXCEEDED
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer>
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@@ -1799,8 +1799,8 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-10",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
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 }
 
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diff --git a/instructor/images.html b/instructor/images.html
index e4d7461..f7b5e8b 100644
--- a/instructor/images.html
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -422,8 +422,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "dateCreated": "2024-10-10",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
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+  "datePublished": "2024-11-12"
 }
 
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diff --git a/instructor/index.html b/instructor/index.html
index 20ffe63..b6d69c6 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -521,7 +521,7 @@ <h3 id="building-an-image-disk-go">Building an image disk: go<a class="anchor" a
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -543,8 +543,8 @@ <h3 id="building-an-image-disk-go">Building an image disk: go<a class="anchor" a
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/index.html",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/index.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-12",
+  "datePublished": "2024-11-12"
 }
 
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index c45f0f5..2013003 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -407,7 +407,7 @@ <h1>Instructor Notes</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer>
 </div> <!-- / div.container -->
@@ -430,8 +430,8 @@ <h1>Instructor Notes</h1>
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   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/instructor-notes.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
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 }
 
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index 6b78390..cc540e8 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -439,7 +439,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer>
 </div> <!-- / div.container -->
@@ -462,8 +462,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/key-points.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-12",
+  "datePublished": "2024-11-12"
 }
 
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index abfc039..c4c9f22 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -330,7 +330,7 @@ <h1>Learner Profiles</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -352,8 +352,8 @@ <h1>Learner Profiles</h1>
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   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/profiles.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-12",
+  "datePublished": "2024-11-12"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 85739fc..7108b5b 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -373,7 +373,7 @@ <h1>Reference</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -396,7 +396,7 @@ <h1>Reference</h1>
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   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-14",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-12"
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diff --git a/key-points.html b/key-points.html
index b1a70a7..d6e5149 100644
--- a/key-points.html
+++ b/key-points.html
@@ -437,7 +437,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 </div> <!-- / div.container -->
@@ -460,8 +460,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/key-points.html",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/key-points.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-11-05",
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diff --git a/pkgdown.yml b/pkgdown.yml
index 92ffa2e..aa3d5f9 100644
--- a/pkgdown.yml
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@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
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+last_built: 2024-11-12T00:37Z
diff --git a/profiles.html b/profiles.html
index d2556d6..b8f526d 100644
--- a/profiles.html
+++ b/profiles.html
@@ -330,7 +330,7 @@ <h1>Learner Profiles</h1>
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -352,8 +352,8 @@ <h1>Learner Profiles</h1>
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/profiles.html",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/profiles.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
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diff --git a/reference.html b/reference.html
index a05b3a5..afef98d 100644
--- a/reference.html
+++ b/reference.html
@@ -371,7 +371,7 @@ <h1>Reference</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/cms-opendata-workshop/varnish/tree/405b7a74ee1b2fc89c3e49e116ce96d4d65182b3" class="external-link">varnish (1.0.3)</a></p>
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 	<div id="to-top">
@@ -394,7 +394,7 @@ <h1>Reference</h1>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/reference.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-14",
-  "datePublished": "2024-11-05"
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