diff --git a/01-intro.html b/01-intro.html
index c891936..3f732e6 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
@@ -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": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/02-storage.html b/02-storage.html
index 702e041..0105346 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">
@@ -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": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/03-disk-image.html b/03-disk-image.html
index c6bc860..a9f72da 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" 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>Failure with errors of type</p>
 <pre><code>Code: QUOTA_EXCEEDED
@@ -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": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
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diff --git a/04-cluster.html b/04-cluster.html
index 2a7f42b..bd7899f 100644
--- a/04-cluster.html
+++ b/04-cluster.html
@@ -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": "2024-12-24"
+  "datePublished": "2024-12-31"
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   </script><script>
diff --git a/05-workflow.html b/05-workflow.html
index 51b2068..d4f6d53 100644
--- a/05-workflow.html
+++ b/05-workflow.html
@@ -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": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/06-scaleup.html b/06-scaleup.html
index 674283a..8883474 100644
--- a/06-scaleup.html
+++ b/06-scaleup.html
@@ -451,7 +451,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Insufficient quota?
   </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>GCP sets quotas to resources, and you can either increase them - to a
 certain limit - or request a quota increase.</p>
@@ -578,7 +578,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-12-24"
+  "datePublished": "2024-12-31"
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   </script><script>
diff --git a/404.html b/404.html
index 460ab99..22bcdaf 100644
--- a/404.html
+++ b/404.html
@@ -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": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 8b902b6..88b7b44 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -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": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 96ddb96..c285055 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -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": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index a8788a0..7d702d8 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" 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>Failure with errors of type</p>
 <pre><code>Code: QUOTA_EXCEEDED
@@ -1667,7 +1667,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Insufficient quota?
   </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>GCP sets quotas to resources, and you can either increase them - to a
 certain limit - or request a quota increase.</p>
@@ -1791,8 +1791,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/aio.html",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/aio.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index e808f3a..7331eb8 100644
--- a/images.html
+++ b/images.html
@@ -420,8 +420,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/images.html",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/images.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index a73990b..89ec7fe 100644
--- a/index.html
+++ b/index.html
@@ -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",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/index.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 3995058..f7cea76 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -422,8 +422,8 @@ <h1>Instructor Notes</h1>
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor-notes.html",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor-notes.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor/01-intro.html b/instructor/01-intro.html
index b54d3ba..4089d41 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
@@ -576,7 +576,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/01-intro.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor/02-storage.html b/instructor/02-storage.html
index e72d920..6f53e40 100644
--- a/instructor/02-storage.html
+++ 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
 with</p>
@@ -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>
 <div class="codewrapper sourceCode" id="cb7">
@@ -633,7 +633,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/02-storage.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor/03-disk-image.html b/instructor/03-disk-image.html
index 51f1157..b47797e 100644
--- a/instructor/03-disk-image.html
+++ b/instructor/03-disk-image.html
@@ -515,7 +515,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Error: Quota exceeded?
   </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>Failure with errors of type</p>
 <pre><code>Code: QUOTA_EXCEEDED
@@ -638,7 +638,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/03-disk-image.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor/04-cluster.html b/instructor/04-cluster.html
index 9835b0e..78635ce 100644
--- a/instructor/04-cluster.html
+++ b/instructor/04-cluster.html
@@ -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",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor/05-workflow.html b/instructor/05-workflow.html
index 0319438..aa90605 100644
--- a/instructor/05-workflow.html
+++ b/instructor/05-workflow.html
@@ -608,7 +608,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor/06-scaleup.html b/instructor/06-scaleup.html
index 387476c..f08067b 100644
--- a/instructor/06-scaleup.html
+++ b/instructor/06-scaleup.html
@@ -453,7 +453,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Insufficient quota?
   </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>GCP sets quotas to resources, and you can either increase them - to a
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@@ -580,7 +580,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-21",
-  "datePublished": "2024-12-24"
+  "datePublished": "2024-12-31"
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diff --git a/instructor/404.html b/instructor/404.html
index c22a358..db34176 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -376,8 +376,8 @@ <h1>Page not found</h1>
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   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/404.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 6b17096..b3538d1 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -403,7 +403,7 @@ <h1>Contributor Code of Conduct</h1>
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   "dateCreated": "2024-10-10",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index b1fd58c..ec07892 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -484,7 +484,7 @@ <h1>Licenses</h1>
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   "dateCreated": "2024-10-10",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
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diff --git a/instructor/aio.html b/instructor/aio.html
index f4899b6..a68c0f6 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
 with</p>
@@ -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" 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>Failure with errors of type</p>
 <pre><code>Code: QUOTA_EXCEEDED
@@ -1675,7 +1675,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Insufficient quota?
   </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>GCP sets quotas to resources, and you can either increase them - to a
 certain limit - or request a quota increase.</p>
@@ -1799,8 +1799,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/aio.html",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/aio.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index aef1cfe..4d32aa8 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -422,8 +422,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/images.html",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/images.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 7502048..9a53276 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -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": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index a779131..13a69ad 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -430,8 +430,8 @@ <h1>Instructor Notes</h1>
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/instructor-notes.html",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/instructor-notes.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 1ab2da9..c99e432 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -462,8 +462,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/key-points.html",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/key-points.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index da6035a..e8b6a67 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -352,8 +352,8 @@ <h1>Learner Profiles</h1>
   "url": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/profiles.html",
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/profiles.html",
   "dateCreated": "2024-10-10",
-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 1ecc4c5..cdc122f 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -396,7 +396,7 @@ <h1>Reference</h1>
   "identifier": "https://cms-opendata-workshop.github.io/tutorial-lesson-cloud-processing-gcp/instructor/reference.html",
   "dateCreated": "2024-10-10",
   "dateModified": "2024-10-14",
-  "datePublished": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index c52fa62..ccb9497 100644
--- a/key-points.html
+++ b/key-points.html
@@ -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": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index b7e0575..4477651 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-12-24T00:38Z
+last_built: 2024-12-31T00:38Z
diff --git a/profiles.html b/profiles.html
index ba49f14..1faa8a9 100644
--- a/profiles.html
+++ b/profiles.html
@@ -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": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index aa6548d..b2e8e54 100644
--- a/reference.html
+++ b/reference.html
@@ -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": "2024-12-24"
+  "datePublished": "2024-12-31"
 }
 
   </script><script>