diff --git a/404.html b/404.html
index d2e23ae7..a7a32c39 100644
--- a/404.html
+++ b/404.html
@@ -290,9 +290,9 @@ <h1>Page not found</h1>
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/404.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/404.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index b82802a9..297a7bdf 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -318,9 +318,9 @@ <h1>Contributor Code of Conduct</h1>
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/CODE_OF_CONDUCT.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/CODE_OF_CONDUCT.html",
-  "dateCreated": "2024-03-28",
+  "dateCreated": "2024-03-30",
   "dateModified": "2024-03-25",
-  "datePublished": "2024-03-28"
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 05cbd5cf..07893016 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -366,9 +366,9 @@ <h1>Licenses</h1>
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/LICENSE.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/LICENSE.html",
-  "dateCreated": "2024-03-28",
+  "dateCreated": "2024-03-30",
   "dateModified": "2024-03-25",
-  "datePublished": "2024-03-28"
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 7427c111..330e68f6 100644
--- a/aio.html
+++ b/aio.html
@@ -3085,9 +3085,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "url": "https://epiverse-trace.github.io/tutorials-middle/aio.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/aio.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/create-forecast.html b/create-forecast.html
index 3a4aff6c..32b775ea 100644
--- a/create-forecast.html
+++ b/create-forecast.html
@@ -826,9 +826,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/create-forecast.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/create-forecast.html",
-  "dateCreated": "2024-03-28",
+  "dateCreated": "2024-03-30",
   "dateModified": "2024-03-25",
-  "datePublished": "2024-03-28"
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index c1b352a1..18283750 100644
--- a/images.html
+++ b/images.html
@@ -405,9 +405,9 @@ <h3 id="severity-static-figure-10">Figure 10</h3>
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/images.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/images.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 99dc1f26..0706364a 100644
--- a/index.html
+++ b/index.html
@@ -363,7 +363,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <span></span>
 <span><span class="va">new_packages</span> <span class="op">&lt;-</span> <span class="fu">c</span><span class="op">(</span></span>
 <span>  <span class="st">"EpiNow2"</span>,</span>
+<span>  <span class="st">"cfr"</span>,</span>
 <span>  <span class="st">"epiverse-trace/epiparameter"</span>,</span>
+<span>  <span class="st">"incidence2"</span>,</span>
+<span>  <span class="st">"covidregionaldata"</span>,</span>
+<span>  <span class="st">"outbreaks"</span>,</span>
 <span>  <span class="st">"tidyverse"</span></span>
 <span><span class="op">)</span></span>
 <span></span>
@@ -379,7 +383,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 </h3>
 <pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="kw">library</span><span class="op">(</span><span class="va">EpiNow2</span><span class="op">)</span></span>
+<span><span class="kw">library</span><span class="op">(</span><span class="va">cfr</span><span class="op">)</span></span>
 <span><span class="kw">library</span><span class="op">(</span><span class="va">epiparameter</span><span class="op">)</span></span>
+<span><span class="kw">library</span><span class="op">(</span><span class="va">incidence2</span><span class="op">)</span></span>
+<span><span class="kw">library</span><span class="op">(</span><span class="va">covidregionaldata</span><span class="op">)</span></span>
+<span><span class="kw">library</span><span class="op">(</span><span class="va">outbreaks</span><span class="op">)</span></span>
 <span><span class="kw">library</span><span class="op">(</span><span class="va">tidyverse</span><span class="op">)</span></span></code></pre>
 </div>
 <p>If you do NOT see an error like
@@ -452,9 +460,9 @@ <h3 id="download-the-data">Download the data<a class="anchor" aria-label="anchor
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/index.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/index.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 4bfa15aa..2734151a 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -329,9 +329,9 @@ <h1>Instructor Notes</h1>
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor-notes.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor-notes.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 197c5cb5..235a027f 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -290,9 +290,9 @@ <h1>Page not found</h1>
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/404.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor/404.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 8bbe2978..1b20f756 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -320,9 +320,9 @@ <h1>Contributor Code of Conduct</h1>
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/CODE_OF_CONDUCT.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor/CODE_OF_CONDUCT.html",
-  "dateCreated": "2024-03-28",
+  "dateCreated": "2024-03-30",
   "dateModified": "2024-03-25",
-  "datePublished": "2024-03-28"
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index a9ea9a86..4c69e3f2 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -368,9 +368,9 @@ <h1>Licenses</h1>
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/LICENSE.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor/LICENSE.html",
-  "dateCreated": "2024-03-28",
+  "dateCreated": "2024-03-30",
   "dateModified": "2024-03-25",
-  "datePublished": "2024-03-28"
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index bde93574..496555f4 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -3152,9 +3152,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/aio.html",
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-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/create-forecast.html b/instructor/create-forecast.html
index 8299b3ca..2213a79a 100644
--- a/instructor/create-forecast.html
+++ b/instructor/create-forecast.html
@@ -828,9 +828,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/create-forecast.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor/create-forecast.html",
-  "dateCreated": "2024-03-28",
+  "dateCreated": "2024-03-30",
   "dateModified": "2024-03-25",
-  "datePublished": "2024-03-28"
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 704ca490..432b597c 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -407,9 +407,9 @@ <h3 id="severity-static-figure-10">Figure 10</h3>
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/images.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor/images.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 1f644d0e..f1d8109e 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -427,7 +427,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <span></span>
 <span><span class="va">new_packages</span> <span class="op">&lt;-</span> <span class="fu">c</span><span class="op">(</span></span>
 <span>  <span class="st">"EpiNow2"</span>,</span>
+<span>  <span class="st">"cfr"</span>,</span>
 <span>  <span class="st">"epiverse-trace/epiparameter"</span>,</span>
+<span>  <span class="st">"incidence2"</span>,</span>
+<span>  <span class="st">"covidregionaldata"</span>,</span>
+<span>  <span class="st">"outbreaks"</span>,</span>
 <span>  <span class="st">"tidyverse"</span></span>
 <span><span class="op">)</span></span>
 <span></span>
@@ -443,7 +447,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 </h3>
 <pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="kw">library</span><span class="op">(</span><span class="va">EpiNow2</span><span class="op">)</span></span>
+<span><span class="kw">library</span><span class="op">(</span><span class="va">cfr</span><span class="op">)</span></span>
 <span><span class="kw">library</span><span class="op">(</span><span class="va">epiparameter</span><span class="op">)</span></span>
+<span><span class="kw">library</span><span class="op">(</span><span class="va">incidence2</span><span class="op">)</span></span>
+<span><span class="kw">library</span><span class="op">(</span><span class="va">covidregionaldata</span><span class="op">)</span></span>
+<span><span class="kw">library</span><span class="op">(</span><span class="va">outbreaks</span><span class="op">)</span></span>
 <span><span class="kw">library</span><span class="op">(</span><span class="va">tidyverse</span><span class="op">)</span></span></code></pre>
 </div>
 <p>If you do NOT see an error like
@@ -516,9 +524,9 @@ <h3 id="download-the-data">Download the data<a class="anchor" aria-label="anchor
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/index.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor/index.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index d5a75b2e..65d81433 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -368,9 +368,9 @@ <h3 id="severity-static-headingInstructor1">
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/instructor-notes.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor/instructor-notes.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index be391f6d..7ca458b9 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -345,9 +345,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/key-points.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor/key-points.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 90c3a763..58c9482e 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -279,9 +279,9 @@ <h1>Learner Profiles</h1>
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/profiles.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor/profiles.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/quantify-transmissibility.html b/instructor/quantify-transmissibility.html
index 788106bc..2eaaead1 100644
--- a/instructor/quantify-transmissibility.html
+++ b/instructor/quantify-transmissibility.html
@@ -1042,9 +1042,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/quantify-transmissibility.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor/quantify-transmissibility.html",
-  "dateCreated": "2024-03-28",
+  "dateCreated": "2024-03-30",
   "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 191a58d3..eb4c27c0 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -580,9 +580,9 @@ <h1>Glossary of Terms: Epiverse-TRACE</h1>
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/reference.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor/reference.html",
-  "dateCreated": "2024-03-28",
+  "dateCreated": "2024-03-30",
   "dateModified": "2024-03-25",
-  "datePublished": "2024-03-28"
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/instructor/severity-static.html b/instructor/severity-static.html
index 3b680091..e10ddb2b 100644
--- a/instructor/severity-static.html
+++ b/instructor/severity-static.html
@@ -1763,9 +1763,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/instructor/severity-static.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/instructor/severity-static.html",
-  "dateCreated": "2024-03-28",
+  "dateCreated": "2024-03-30",
   "dateModified": "2024-03-25",
-  "datePublished": "2024-03-28"
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 56789889..18ef34da 100644
--- a/key-points.html
+++ b/key-points.html
@@ -343,9 +343,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/key-points.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/key-points.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/md5sum.txt b/md5sum.txt
index 90e3fca9..597fc07d 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -9,6 +9,6 @@
 "episodes/severity-static.Rmd" "f04e6a34a8fa96eb0f5e846d31ba8e98" "site/built/severity-static.md" "2024-03-25"
 "instructors/instructor-notes.md" "ca3834a1b0f9e70c4702aa7a367a6bb5" "site/built/instructor-notes.md" "2024-03-25"
 "learners/reference.md" "5b49a8a540ddde182e81282af0c964e8" "site/built/reference.md" "2024-03-25"
-"learners/setup.md" "c0c29d7741be934679560ed21ca84aa9" "site/built/setup.md" "2024-03-25"
+"learners/setup.md" "d3131fd7bbe4e54e722d1201ea617ec6" "site/built/setup.md" "2024-03-30"
 "profiles/learner-profiles.md" "31b503c4b5bd1f0960ada730eca4a25e" "site/built/learner-profiles.md" "2024-03-25"
 "renv/profiles/lesson-requirements/renv.lock" "cdf13664338f55cdb3112d8dc7481fc3" "site/built/renv.lock" "2024-03-25"
diff --git a/pkgdown.yml b/pkgdown.yml
index 3caf11d0..84eda45d 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 3.1.11
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-03-28T22:21Z
+last_built: 2024-03-30T16:46Z
 
diff --git a/profiles.html b/profiles.html
index d2572ed3..2960e387 100644
--- a/profiles.html
+++ b/profiles.html
@@ -279,9 +279,9 @@ <h1>Learner Profiles</h1>
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/profiles.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/profiles.html",
-  "dateCreated": "2024-03-28",
-  "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "dateCreated": "2024-03-30",
+  "dateModified": "2024-03-30",
+  "datePublished": "2024-03-30"
 }
 
   </script><script>
diff --git a/quantify-transmissibility.html b/quantify-transmissibility.html
index 7f1bfe7d..22a06cbe 100644
--- a/quantify-transmissibility.html
+++ b/quantify-transmissibility.html
@@ -1008,9 +1008,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "url": "https://epiverse-trace.github.io/tutorials-middle/quantify-transmissibility.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/quantify-transmissibility.html",
-  "dateCreated": "2024-03-28",
+  "dateCreated": "2024-03-30",
   "dateModified": "2024-03-28",
-  "datePublished": "2024-03-28"
+  "datePublished": "2024-03-30"
 }
 
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diff --git a/reference.html b/reference.html
index e747bdc7..6462fc07 100644
--- a/reference.html
+++ b/reference.html
@@ -578,9 +578,9 @@ <h1>Glossary of Terms: Epiverse-TRACE</h1>
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   "url": "https://epiverse-trace.github.io/tutorials-middle/reference.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/reference.html",
-  "dateCreated": "2024-03-28",
+  "dateCreated": "2024-03-30",
   "dateModified": "2024-03-25",
-  "datePublished": "2024-03-28"
+  "datePublished": "2024-03-30"
 }
 
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diff --git a/severity-static.html b/severity-static.html
index ce36ec62..ef1128a3 100644
--- a/severity-static.html
+++ b/severity-static.html
@@ -1731,9 +1731,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "https://epiverse-trace.github.io/tutorials-middle/severity-static.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-middle/severity-static.html",
-  "dateCreated": "2024-03-28",
+  "dateCreated": "2024-03-30",
   "dateModified": "2024-03-25",
-  "datePublished": "2024-03-28"
+  "datePublished": "2024-03-30"
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