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diff --git a/.nojekyll b/.nojekyll
@@ -1 +1 @@
-6b82e48e
+032eb71a
diff --git a/01_EDA.html b/01_EDA.html
diff --git a/02_data_model_motivation.html b/02_data_model_motivation.html
diff --git a/03_cross_section.html b/03_cross_section.html
diff --git a/04_longitudinal_analysis.html b/04_longitudinal_analysis.html
diff --git a/05_measurement.html b/05_measurement.html
diff --git a/06_Presentation_prep.html b/06_Presentation_prep.html
diff --git a/dimensional_model_creation_scripts.html b/dimensional_model_creation_scripts.html
@@ -116,7 +116,7 @@
       <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" role="button" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
         <i class="bi bi-layout-text-sidebar-reverse"></i>
       </button>
-        <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./dimensional_model_creation_scripts.html"><span class="chapter-title">Dimensional Model Scripts</span></a></li></ol></nav>
+        <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./dimensional_model_creation_scripts.html">Dimensional Model Scripts</a></li><li class="breadcrumb-item"><a href="./dimensional_model_creation_scripts.html"><span class="chapter-title">Dimensional Model Scripts</span></a></li></ol></nav>
         <a class="flex-grow-1" role="navigation" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">      
         </a>
       <button type="button" class="btn quarto-search-button" aria-label="Search" onclick="window.quartoOpenSearch();">
@@ -133,7 +133,7 @@
     <div class="sidebar-title mb-0 py-0">
       <a href="./">Enrollment to Employment Applied Data Analytics 2024 Class</a> 
         <div class="sidebar-tools-main">
-    <a href="https://coleridge-initiative.github.io/ada-2024-e2e.github.io/" title="" class="quarto-navigation-tool px-1" aria-label=""><i class="bi bi-github"></i></a>
+    <a href="https://coleridge-initiative.github.io/ada-2024-e2e/" title="" class="quarto-navigation-tool px-1" aria-label=""><i class="bi bi-github"></i></a>
 </div>
     </div>
       </div>
@@ -150,46 +150,79 @@
  <span class="menu-text">Preface</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+        <li class="sidebar-item sidebar-item-section">
+      <div class="sidebar-item-container"> 
+            <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" role="navigation" aria-expanded="true">
+ <span class="menu-text">Notebooks</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" role="navigation" aria-expanded="true" aria-label="Toggle section">
+            <i class="bi bi-chevron-right ms-2"></i>
+          </a> 
+      </div>
+      <ul id="quarto-sidebar-section-1" class="collapse list-unstyled sidebar-section depth1 show">  
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./01_EDA.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Exploratory Data Analysis (EDA)</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./02_data_model_motivation.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Module 2: Notebook 2Data Model Motivation</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./03_cross_section.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Module 2: Notebook 3Cross-Sectional Analysis</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./04_longitudinal_analysis.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Longitudinal Analysis</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./05_measurement.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Measuring Workforce Outcomes</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./06_Presentation_prep.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Presentation Preparation</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+      </ul>
+  </li>
+        <li class="sidebar-item sidebar-item-section">
+      <div class="sidebar-item-container"> 
+            <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" role="navigation" aria-expanded="true">
+ <span class="menu-text">Dimensional Model Scripts</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" role="navigation" aria-expanded="true" aria-label="Toggle section">
+            <i class="bi bi-chevron-right ms-2"></i>
+          </a> 
+      </div>
+      <ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">  
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./dimensional_model_creation_scripts.html" class="sidebar-item-text sidebar-link active"><span class="chapter-title">Dimensional Model Scripts</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+      </ul>
+  </li>
+        <li class="sidebar-item sidebar-item-section">
+      <div class="sidebar-item-container"> 
+            <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" role="navigation" aria-expanded="true">
+ <span class="menu-text">Supplemental</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" role="navigation" aria-expanded="true" aria-label="Toggle section">
+            <i class="bi bi-chevron-right ms-2"></i>
+          </a> 
+      </div>
+      <ul id="quarto-sidebar-section-3" class="collapse list-unstyled sidebar-section depth1 show">  
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./installing_packages.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Installing startup packages</span></a>
   </div>
 </li>
+      </ul>
+  </li>
     </ul>
     </div>
 </nav>
@@ -217,7 +250,7 @@ <h2 id="toc-title">Table of contents</h2>
 <!-- main -->
 <main class="content" id="quarto-document-content">
 
-<header id="title-block-header" class="quarto-title-block default">
+<header id="title-block-header" class="quarto-title-block default"><nav class="quarto-page-breadcrumbs quarto-title-breadcrumbs d-none d-lg-block" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./dimensional_model_creation_scripts.html">Dimensional Model Scripts</a></li><li class="breadcrumb-item"><a href="./dimensional_model_creation_scripts.html"><span class="chapter-title">Dimensional Model Scripts</span></a></li></ol></nav>
 <div class="quarto-title">
 <h1 class="title"><span class="chapter-title">Dimensional Model Scripts</span></h1>
 </div>

diff --git a/index.html b/index.html
@@ -97,7 +97,7 @@
     <div class="sidebar-title mb-0 py-0">
       <a href="./">Enrollment to Employment Applied Data Analytics 2024 Class</a> 
         <div class="sidebar-tools-main">
-    <a href="https://coleridge-initiative.github.io/ada-2024-e2e.github.io/" title="" class="quarto-navigation-tool px-1" aria-label=""><i class="bi bi-github"></i></a>
+    <a href="https://coleridge-initiative.github.io/ada-2024-e2e/" title="" class="quarto-navigation-tool px-1" aria-label=""><i class="bi bi-github"></i></a>
 </div>
     </div>
       </div>
@@ -114,46 +114,79 @@
  <span class="menu-text">Preface</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+        <li class="sidebar-item sidebar-item-section">
+      <div class="sidebar-item-container"> 
+            <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" role="navigation" aria-expanded="true">
+ <span class="menu-text">Notebooks</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" role="navigation" aria-expanded="true" aria-label="Toggle section">
+            <i class="bi bi-chevron-right ms-2"></i>
+          </a> 
+      </div>
+      <ul id="quarto-sidebar-section-1" class="collapse list-unstyled sidebar-section depth1 show">  
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./01_EDA.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Exploratory Data Analysis (EDA)</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./02_data_model_motivation.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Module 2: Notebook 2Data Model Motivation</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./03_cross_section.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Module 2: Notebook 3Cross-Sectional Analysis</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./04_longitudinal_analysis.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Longitudinal Analysis</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./05_measurement.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Measuring Workforce Outcomes</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./06_Presentation_prep.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Presentation Preparation</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+      </ul>
+  </li>
+        <li class="sidebar-item sidebar-item-section">
+      <div class="sidebar-item-container"> 
+            <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" role="navigation" aria-expanded="true">
+ <span class="menu-text">Dimensional Model Scripts</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" role="navigation" aria-expanded="true" aria-label="Toggle section">
+            <i class="bi bi-chevron-right ms-2"></i>
+          </a> 
+      </div>
+      <ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">  
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./dimensional_model_creation_scripts.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Dimensional Model Scripts</span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+      </ul>
+  </li>
+        <li class="sidebar-item sidebar-item-section">
+      <div class="sidebar-item-container"> 
+            <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" role="navigation" aria-expanded="true">
+ <span class="menu-text">Supplemental</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" role="navigation" aria-expanded="true" aria-label="Toggle section">
+            <i class="bi bi-chevron-right ms-2"></i>
+          </a> 
+      </div>
+      <ul id="quarto-sidebar-section-3" class="collapse list-unstyled sidebar-section depth1 show">  
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./installing_packages.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Installing startup packages</span></a>
   </div>
 </li>
+      </ul>
+  </li>
     </ul>
     </div>
 </nav>
@@ -165,6 +198,7 @@ <h2 id="toc-title">Table of contents</h2>
 
   <ul>
   <li><a href="#preface" id="toc-preface" class="nav-link active" data-scroll-target="#preface">Preface</a></li>
+  <li><a href="#arkansas-ada-2024-class" id="toc-arkansas-ada-2024-class" class="nav-link" data-scroll-target="#arkansas-ada-2024-class">Arkansas ADA 2024 class</a></li>
   </ul>
 </nav>
     </div>
@@ -191,7 +225,7 @@ <h1 class="title">Enrollment to Employment Applied Data Analytics 2024 Class</h1
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">Last Updated on 22 July, 2024</p>
+      <p class="date">Last Updated on 23 July, 2024</p>
     </div>
   </div>
 
@@ -205,11 +239,36 @@ <h1 class="title">Enrollment to Employment Applied Data Analytics 2024 Class</h1
 
 <section id="preface" class="level1 unnumbered">
 <h1 class="unnumbered">Preface</h1>
-<p>This contains the class notebooks for the <a href="https://coleridgeinitiative.org/">Coleridge Initiative</a> 2024 Arkansas Applied Data Analytics class Examining Enrollment to Employment Trajectories in Arkansas.</p>
+<p>This e-book contains the class notebooks for the <a href="https://coleridgeinitiative.org/">Coleridge Initiative</a> 2024 Arkansas Applied Data Analytics Suite of Classes Examining Enrollment to Employment Trajectories in Arkansas.</p>
 <blockquote class="blockquote">
 <p>Please be aware that links pointing to other sections within a specific notebook are operational. Links directing to sections or other references outside of the notebook will not be functional.</p>
 </blockquote>
 <p>© 2023 The Coleridge Initiative, Inc</p>
+</section>
+<section id="arkansas-ada-2024-class" class="level1">
+<h1>Arkansas ADA 2024 class</h1>
+<p>The U.S. Department of Labor’s Employment and Training Administration funded a suite of Applied Data Analytics training classes delivered by the Coleridge Initiative, in partnership with the state of Arkansas and the National Association of State Workforce Agencies (NASWA). The training classes focused on the cross-section of Workforce Innovation and Opportunity Act (WIOA), Supplemental Nutrition Assistance Program (SNAP), and Temporary Assistance for Needy Families (TANF) programs and services linked to employment and wage outcomes. Accepted class participants learned and applied data analytic approaches to linked Arkansas SNAP, TANF, WIOA, and Unemployment Insurance (UI) employment and wage data to better understand the impacts of these programs on individuals, families, and communities.</p>
+<p>This repository contains the <a href="https://coleridge-initiative.github.io/ada-2024-e2e/">class materials</a> for the Arkansas Applied Data Analytics training program.</p>
+<p><strong>Data Sources Used for the Class:</strong></p>
+<ul>
+<li>Arkansas Office of Skills Development</li>
+<li>Arkansas Department of Human Services</li>
+<li>Arkansas Department of Workforce Services</li>
+<li>Arkansas Department of Higher Education</li>
+</ul>
+<p><strong>Class Program</strong></p>
+<p>Day 1 - Overview, Project Scoping, and Privacy, Confidentiality, and Ethics</p>
+<p>Day 2 - Dataset Introductions and Project Scoping</p>
+<p>Day 3 - Exploratory Data Analysis</p>
+<p>Day 4 - Record Linkage and Data Model</p>
+<p>Day 5 - Cross-Sectional Analysis</p>
+<p>Day 6 - Cohort Analysis</p>
+<p>Day 7 - Measurement</p>
+<p>Day 8 - Project Status Presentations</p>
+<p>Day 9 - Missingness and Inference</p>
+<p>Day 10 - Contextualizing Employment</p>
+<p>Day 11 - Visualization</p>
+<p>Day 12 - Communicating Results and Exporting Data</p>
 
 
 </section>

diff --git a/installing_packages.html b/installing_packages.html