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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 89882c6..825dbe0 100644
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-        <p>Last updated on 2024-07-02 |
+        <p>Last updated on 2024-11-19 |
 
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@@ -311,8 +311,8 @@ <h1>Contributor Code of Conduct</h1>
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diff --git a/LICENSE.html b/LICENSE.html
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         <h1>Licenses</h1>
-        <p>Last updated on 2024-07-02 |
+        <p>Last updated on 2024-11-19 |
 
         <a href="https://github.com/LearnToDiscover/case-study-antibodies/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -359,8 +359,8 @@ <h1>Licenses</h1>
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index 0233b37..942ec4f 100644
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         <h1>Separating Mouse and Human Antibody Sequences using Protein Encoding and Machine Learning Classifiers</h1>
-        <p>Last updated on 2024-07-02 |
+        <p>Last updated on 2024-11-19 |
 
         <a href="https://github.com/LearnToDiscover/case-study-antibodies/edit/main/episodes/Machine_Learning_Part1.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
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index 8cd4e62..bf1ad2c 100644
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+        <p>Last updated on 2024-11-19 |
 
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index 1f4d5d6..75df93a 100644
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         <h1>Licenses</h1>
-        <p>Last updated on 2024-07-02 |
+        <p>Last updated on 2024-11-19 |
 
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index fe3518f..a1d2382 100644
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         <h1>Separating Mouse and Human Antibody Sequences using Protein Encoding and Machine Learning Classifiers</h1>
-        <p>Last updated on 2024-07-02 |
+        <p>Last updated on 2024-11-19 |
 
         <a href="https://github.com/LearnToDiscover/case-study-antibodies/edit/main/episodes/Machine_Learning_Part1.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
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index 250175e..f0e0b27 100644
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index 71c7e8f..32c4059 100644
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index 9eaee06..46890a2 100644
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index 13bfe42..6000b2f 100644
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-        <p>Last updated on 2024-07-02 |
+        <p>Last updated on 2024-11-19 |
 
         <a href="https://github.com/LearnToDiscover/case-study-antibodies/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
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+"instructors/instructor-notes.md" "5cf113fd22defb29d17b64597f3c9bc0" "site/built/instructor-notes.md" "2024-11-19"
+"learners/reference.md" "527a12e217602daae51c5fd9ef8958df" "site/built/reference.md" "2024-11-19"
+"learners/setup.md" "61568b36c8b96363218c9736f6aee03a" "site/built/setup.md" "2024-11-19"
+"profiles/learner-profiles.md" "5fe5bf7537072422b91ed393ada03f9a" "site/built/learner-profiles.md" "2024-11-19"
+"renv/profiles/lesson-requirements/renv.lock" "86d89acc170b21132f2a87143591f48d" "site/built/renv.lock" "2024-11-19"
diff --git a/pkgdown.yml b/pkgdown.yml
index 924da7f..7038d68 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-11-12T00:12Z
+last_built: 2024-11-19T00:26Z
diff --git a/profiles.html b/profiles.html
index 04fce70..a2a90a7 100644
--- a/profiles.html
+++ b/profiles.html
@@ -263,8 +263,8 @@ <h1>Learner Profiles</h1>
   "url": "https://LearnToDiscover.github.io/case-study-antibodies/profiles.html",
   "identifier": "https://LearnToDiscover.github.io/case-study-antibodies/profiles.html",
   "dateCreated": "2024-03-04",
-  "dateModified": "2024-11-12",
-  "datePublished": "2024-11-12"
+  "dateModified": "2024-11-19",
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index a7a3063..d19e4c3 100644
--- a/reference.html
+++ b/reference.html
@@ -240,7 +240,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reference</h1>
-        <p>Last updated on 2024-07-02 |
+        <p>Last updated on 2024-11-19 |
 
         <a href="https://github.com/LearnToDiscover/case-study-antibodies/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -303,8 +303,8 @@ <h1>Reference</h1>
   "url": "https://LearnToDiscover.github.io/case-study-antibodies/reference.html",
   "identifier": "https://LearnToDiscover.github.io/case-study-antibodies/reference.html",
   "dateCreated": "2024-03-04",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-11-12"
+  "dateModified": "2024-11-19",
+  "datePublished": "2024-11-19"
 }
 
   </script><script>