diff --git a/_book/L01_intro-to-modeling.html b/_book/L01_intro-to-modeling.html
index cb28846..b1b8873 100644
--- a/_book/L01_intro-to-modeling.html
+++ b/_book/L01_intro-to-modeling.html
@@ -9,7 +9,7 @@
 <meta name="author" content="Callum Arnold">
 <meta name="author" content="Amy Winter">
 
-<title>1&nbsp; Intro to Modeling – SISMID Module 2 Materials (2025)</title>
+<title>1&nbsp; Intro to Modeling – SISMID Module 1 Materials (2025)</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -311,7 +311,7 @@
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       </a>
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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diff --git a/_book/L02_sir-basics.html b/_book/L02_sir-basics.html
index 86acb44..ec19dfe 100644
--- a/_book/L02_sir-basics.html
+++ b/_book/L02_sir-basics.html
@@ -9,7 +9,7 @@
 <meta name="author" content="Callum Arnold">
 <meta name="author" content="Matthew Ferrari">
 
-<title>2&nbsp; Basics of SIR Models – SISMID Module 2 Materials (2025)</title>
+<title>2&nbsp; Basics of SIR Models – SISMID Module 1 Materials (2025)</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -311,7 +311,7 @@
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       </a>
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
   <a href="" class="quarto-color-scheme-toggle quarto-navigation-tool  px-1" onclick="window.quartoToggleColorScheme(); return false;" title="Toggle dark mode"><i class="bi"></i></a>
diff --git a/_book/L03_hit-and-vaccinations.html b/_book/L03_hit-and-vaccinations.html
index 4a14b82..edb2653 100644
--- a/_book/L03_hit-and-vaccinations.html
+++ b/_book/L03_hit-and-vaccinations.html
@@ -9,7 +9,7 @@
 <meta name="author" content="Callum Arnold">
 <meta name="author" content="Amy Winter">
 
-<title>4&nbsp; Herd Immunity &amp; Vaccination – SISMID Module 2 Materials (2025)</title>
+<title>4&nbsp; Herd Immunity &amp; Vaccination – SISMID Module 1 Materials (2025)</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -311,7 +311,7 @@
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       </a>
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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diff --git a/_book/L04_heterogeneity.html b/_book/L04_heterogeneity.html
index bc1250e..1345769 100644
--- a/_book/L04_heterogeneity.html
+++ b/_book/L04_heterogeneity.html
@@ -9,7 +9,7 @@
 <meta name="author" content="Callum Arnold">
 <meta name="author" content="Amy Winter">
 
-<title>5&nbsp; Heterogeneity in Models – SISMID Module 2 Materials (2025)</title>
+<title>5&nbsp; Heterogeneity in Models – SISMID Module 1 Materials (2025)</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -311,7 +311,7 @@
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       </a>
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
   <a href="" class="quarto-color-scheme-toggle quarto-navigation-tool  px-1" onclick="window.quartoToggleColorScheme(); return false;" title="Toggle dark mode"><i class="bi"></i></a>
diff --git a/_book/L05_age-structure.html b/_book/L05_age-structure.html
index 5e17896..af5763b 100644
--- a/_book/L05_age-structure.html
+++ b/_book/L05_age-structure.html
@@ -9,7 +9,7 @@
 <meta name="author" content="Callum Arnold">
 <meta name="author" content="Matthew Ferrari">
 
-<title>6&nbsp; Age Structured Models – SISMID Module 2 Materials (2025)</title>
+<title>6&nbsp; Age Structured Models – SISMID Module 1 Materials (2025)</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -311,7 +311,7 @@
       <img src="././images/sismid2025-logo-blue.png" alt="" class="sidebar-logo py-0 d-lg-inline d-none">
       </a>
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
   <a href="" class="quarto-color-scheme-toggle quarto-navigation-tool  px-1" onclick="window.quartoToggleColorScheme(); return false;" title="Toggle dark mode"><i class="bi"></i></a>
diff --git a/_book/L06_parameter-estimation.html b/_book/L06_parameter-estimation.html
index fb7a5c9..dfffb98 100644
--- a/_book/L06_parameter-estimation.html
+++ b/_book/L06_parameter-estimation.html
@@ -9,7 +9,7 @@
 <meta name="author" content="Callum Arnold">
 <meta name="author" content="Matthew Ferrari">
 
-<title>8&nbsp; Parameter Estimation – SISMID Module 2 Materials (2025)</title>
+<title>8&nbsp; Parameter Estimation – SISMID Module 1 Materials (2025)</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -311,7 +311,7 @@
       <img src="././images/sismid2025-logo-blue.png" alt="" class="sidebar-logo py-0 d-lg-inline d-none">
       </a>
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
   <a href="" class="quarto-color-scheme-toggle quarto-navigation-tool  px-1" onclick="window.quartoToggleColorScheme(); return false;" title="Toggle dark mode"><i class="bi"></i></a>
diff --git a/_book/L08_stochastic-models.html b/_book/L08_stochastic-models.html
index 34c2f27..c5c3599 100644
--- a/_book/L08_stochastic-models.html
+++ b/_book/L08_stochastic-models.html
@@ -10,7 +10,7 @@
 <meta name="author" content="Matthew Ferrari">
 <meta name="author" content="Amy Winter">
 
-<title>10&nbsp; Stochastic Models – SISMID Module 2 Materials (2025)</title>
+<title>10&nbsp; Stochastic Models – SISMID Module 1 Materials (2025)</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -312,7 +312,7 @@
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       </a>
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
   <a href="" class="quarto-color-scheme-toggle quarto-navigation-tool  px-1" onclick="window.quartoToggleColorScheme(); return false;" title="Toggle dark mode"><i class="bi"></i></a>
diff --git a/_book/exercise-requirements.html b/_book/exercise-requirements.html
index c7a5cd5..24dcafe 100644
--- a/_book/exercise-requirements.html
+++ b/_book/exercise-requirements.html
@@ -5,7 +5,7 @@
 <meta name="generator" content="quarto-1.7.32">
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 <meta name="author" content="Callum Arnold">
-<title>Exercise Requirements – SISMID Module 2 Materials (2025)</title>
+<title>Exercise Requirements – SISMID Module 1 Materials (2025)</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -292,7 +292,7 @@
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       <img src="././images/sismid2025-logo-blue.png" alt="" class="sidebar-logo py-0 d-lg-inline d-none"></a>
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
   <a href="" class="quarto-color-scheme-toggle quarto-navigation-tool  px-1" onclick="window.quartoToggleColorScheme(); return false;" title="Toggle dark mode"><i class="bi"></i></a>
diff --git a/_book/index.html b/_book/index.html
index 2760475..bfea2b6 100644
--- a/_book/index.html
+++ b/_book/index.html
@@ -704,26 +704,28 @@ <h3 style="margin-top:0px; text-align: center" class="anchored">
 <p><img src="./images/MattFerrari.jpg" style="width: 100%"></p>
 <p>Dr.&nbsp;Ferrari is the Director of the Center for Infectious Disease Dynamics at The Pennsylvania State University.</p>
 <p>Dr Ferrari’s lab does research on both the application of quantitative modeling and analysis to inform public health policy and the basic ecology of parasites and infectious diseases at the Center for Infectious Disease Dynamics at The Pennsylvania State University.</p>
+</div>
+</div>
+<p><br></p>
+<div class="container">
+<div style="width: 25%">
+
 </div>
 <div class="box" style="--width: 50%">
 <h3 style="margin-top:0px; text-align: center" class="anchored">
 <a href="https://ecology.uga.edu/directory/alpha-forna/">Dr.&nbsp;Alpha Forna</a>
 </h3>
-<p><img src="./images/alpha-forna.jpg" style="width: 100%"></p>
-<p>Dr.&nbsp;Forna is a Post-doctoral Researcher Associate in the Drake and Rohani Labs at the University of Georgia.</p>
+<p><img src="./images/alpha-forna.jpg" style="width: 100%"> Dr.&nbsp;Forna is a Post-doctoral Researcher Associate in the Drake and Rohani Labs at the University of Georgia.</p>
 <p>Dr Forna’s research focuses on the adaptation and application of machine learning methods to biological and epidemiological data, with an aim to positively inform efficient and cost-effective infectious disease prevention and intervention efforts (vaccines and antimicrobials, especially).</p>
 </div>
-</div>
-<p><br></p>
-<div class="container">
 <div style="width: 25%">
 
 </div>
+</div>
 
 
 <!-- -->
 
-</div>
 </section>
 </section>
 
@@ -1286,44 +1288,49 @@ <h3 style="margin-top:0px; text-align: center" class="anchored">
 <span id="cb1-84"><a href="#cb1-84"></a><span class="fu">## About the Instructors</span></span>
 <span id="cb1-85"><a href="#cb1-85"></a></span>
 <span id="cb1-86"><a href="#cb1-86"></a><span class="dt">&lt;</span><span class="kw">div</span><span class="ot"> class</span><span class="op">=</span><span class="st">"container"</span><span class="dt">&gt;</span></span>
-<span id="cb1-87"><a href="#cb1-87"></a><span class="dt">&lt;</span><span class="kw">div</span><span class="ot"> class</span><span class="op">=</span><span class="st">"box"</span><span class="ot"> style</span><span class="op">=</span><span class="st">"--width: 50%"</span><span class="dt">&gt;</span></span>
-<span id="cb1-88"><a href="#cb1-88"></a><span class="dt">&lt;</span><span class="kw">h3</span><span class="ot"> style</span><span class="op">=</span><span class="st">"margin-top:0px; text-align: center"</span><span class="dt">&gt;</span><span class="co">[</span><span class="ot">Dr. Amy Winter</span><span class="co">](https://publichealth.uga.edu/faculty-member/amy-k-winter/)</span><span class="dt">&lt;/</span><span class="kw">h3</span><span class="dt">&gt;</span></span>
-<span id="cb1-89"><a href="#cb1-89"></a></span>
-<span id="cb1-90"><a href="#cb1-90"></a><span class="dt">&lt;</span><span class="kw">img</span><span class="ot"> src</span><span class="op">=</span><span class="st">"./images/AmyWinter.jpg"</span><span class="ot"> style</span><span class="op">=</span><span class="st">"width: 100%"</span><span class="dt">/&gt;</span></span>
-<span id="cb1-91"><a href="#cb1-91"></a></span>
-<span id="cb1-92"><a href="#cb1-92"></a>Dr. Winter is an Assistant Professor of Epidemiology &amp; Biostatistics at the University of Georgia College of Public Health.</span>
-<span id="cb1-93"><a href="#cb1-93"></a></span>
-<span id="cb1-94"><a href="#cb1-94"></a>Dr. Winter's research group adopts an interdisciplinary approach to tackle policy-relevant challenges in the transmission and control of infectious diseases within human populations.</span>
-<span id="cb1-95"><a href="#cb1-95"></a>Her work focuses on understanding the spatiotemporal spread of infectious diseases, particularly through the analysis of serological data, developing predictive models to assess outbreak risks, and using scenario modeling to design effective strategies for disease control.</span>
-<span id="cb1-96"><a href="#cb1-96"></a><span class="dt">&lt;/</span><span class="kw">div</span><span class="dt">&gt;</span></span>
-<span id="cb1-97"><a href="#cb1-97"></a></span>
-<span id="cb1-98"><a href="#cb1-98"></a><span class="dt">&lt;</span><span class="kw">div</span><span class="ot"> class</span><span class="op">=</span><span class="st">"box"</span><span class="ot"> style</span><span class="op">=</span><span class="st">"--width: 50%"</span><span class="dt">&gt;</span></span>
-<span id="cb1-99"><a href="#cb1-99"></a><span class="dt">&lt;</span><span class="kw">h3</span><span class="ot"> style</span><span class="op">=</span><span class="st">"margin-top:0px; text-align: center"</span><span class="dt">&gt;</span><span class="co">[</span><span class="ot">Dr. Matt Ferrari</span><span class="co">](https://www.huck.psu.edu/people/matthew-ferrari)</span><span class="dt">&lt;/</span><span class="kw">h3</span><span class="dt">&gt;</span></span>
-<span id="cb1-100"><a href="#cb1-100"></a></span>
-<span id="cb1-101"><a href="#cb1-101"></a><span class="dt">&lt;</span><span class="kw">img</span><span class="ot"> src</span><span class="op">=</span><span class="st">"./images/MattFerrari.jpg"</span><span class="ot"> style</span><span class="op">=</span><span class="st">"width: 100%"</span><span class="dt">/&gt;</span></span>
-<span id="cb1-102"><a href="#cb1-102"></a></span>
-<span id="cb1-103"><a href="#cb1-103"></a>Dr. Ferrari is the Director of the Center for Infectious Disease Dynamics at The Pennsylvania State University.</span>
-<span id="cb1-104"><a href="#cb1-104"></a></span>
-<span id="cb1-105"><a href="#cb1-105"></a>Dr Ferrari's lab does research on both the application of quantitative modeling and analysis to inform public health policy and the basic ecology of parasites and infectious diseases at the Center for Infectious Disease Dynamics at The Pennsylvania State University.</span>
-<span id="cb1-106"><a href="#cb1-106"></a><span class="dt">&lt;/</span><span class="kw">div</span><span class="dt">&gt;</span></span>
-<span id="cb1-107"><a href="#cb1-107"></a></span>
-<span id="cb1-108"><a href="#cb1-108"></a><span class="dt">&lt;</span><span class="kw">div</span><span class="ot"> class</span><span class="op">=</span><span class="st">"box"</span><span class="ot"> style</span><span class="op">=</span><span class="st">"--width: 50%"</span><span class="dt">&gt;</span></span>
-<span id="cb1-109"><a href="#cb1-109"></a><span class="dt">&lt;</span><span class="kw">h3</span><span class="ot"> style</span><span class="op">=</span><span class="st">"margin-top:0px; text-align: center"</span><span class="dt">&gt;</span><span class="co">[</span><span class="ot">Dr. Alpha Forna</span><span class="co">](https://ecology.uga.edu/directory/alpha-forna/)</span><span class="dt">&lt;/</span><span class="kw">h3</span><span class="dt">&gt;</span></span>
+<span id="cb1-87"><a href="#cb1-87"></a></span>
+<span id="cb1-88"><a href="#cb1-88"></a><span class="dt">&lt;</span><span class="kw">div</span><span class="ot"> class</span><span class="op">=</span><span class="st">"box"</span><span class="ot"> style</span><span class="op">=</span><span class="st">"--width: 50%"</span><span class="dt">&gt;</span></span>
+<span id="cb1-89"><a href="#cb1-89"></a><span class="dt">&lt;</span><span class="kw">h3</span><span class="ot"> style</span><span class="op">=</span><span class="st">"margin-top:0px; text-align: center"</span><span class="dt">&gt;</span><span class="co">[</span><span class="ot">Dr. Amy Winter</span><span class="co">](https://publichealth.uga.edu/faculty-member/amy-k-winter/)</span><span class="dt">&lt;/</span><span class="kw">h3</span><span class="dt">&gt;</span></span>
+<span id="cb1-90"><a href="#cb1-90"></a></span>
+<span id="cb1-91"><a href="#cb1-91"></a><span class="dt">&lt;</span><span class="kw">img</span><span class="ot"> src</span><span class="op">=</span><span class="st">"./images/AmyWinter.jpg"</span><span class="ot"> style</span><span class="op">=</span><span class="st">"width: 100%"</span><span class="dt">/&gt;</span></span>
+<span id="cb1-92"><a href="#cb1-92"></a></span>
+<span id="cb1-93"><a href="#cb1-93"></a>Dr. Winter is an Assistant Professor of Epidemiology &amp; Biostatistics at the University of Georgia College of Public Health.</span>
+<span id="cb1-94"><a href="#cb1-94"></a></span>
+<span id="cb1-95"><a href="#cb1-95"></a>Dr. Winter's research group adopts an interdisciplinary approach to tackle policy-relevant challenges in the transmission and control of infectious diseases within human populations.</span>
+<span id="cb1-96"><a href="#cb1-96"></a>Her work focuses on understanding the spatiotemporal spread of infectious diseases, particularly through the analysis of serological data, developing predictive models to assess outbreak risks, and using scenario modeling to design effective strategies for disease control.</span>
+<span id="cb1-97"><a href="#cb1-97"></a><span class="dt">&lt;/</span><span class="kw">div</span><span class="dt">&gt;</span></span>
+<span id="cb1-98"><a href="#cb1-98"></a></span>
+<span id="cb1-99"><a href="#cb1-99"></a><span class="dt">&lt;</span><span class="kw">div</span><span class="ot"> class</span><span class="op">=</span><span class="st">"box"</span><span class="ot"> style</span><span class="op">=</span><span class="st">"--width: 50%"</span><span class="dt">&gt;</span></span>
+<span id="cb1-100"><a href="#cb1-100"></a><span class="dt">&lt;</span><span class="kw">h3</span><span class="ot"> style</span><span class="op">=</span><span class="st">"margin-top:0px; text-align: center"</span><span class="dt">&gt;</span><span class="co">[</span><span class="ot">Dr. Matt Ferrari</span><span class="co">](https://www.huck.psu.edu/people/matthew-ferrari)</span><span class="dt">&lt;/</span><span class="kw">h3</span><span class="dt">&gt;</span></span>
+<span id="cb1-101"><a href="#cb1-101"></a></span>
+<span id="cb1-102"><a href="#cb1-102"></a><span class="dt">&lt;</span><span class="kw">img</span><span class="ot"> src</span><span class="op">=</span><span class="st">"./images/MattFerrari.jpg"</span><span class="ot"> style</span><span class="op">=</span><span class="st">"width: 100%"</span><span class="dt">/&gt;</span></span>
+<span id="cb1-103"><a href="#cb1-103"></a></span>
+<span id="cb1-104"><a href="#cb1-104"></a>Dr. Ferrari is the Director of the Center for Infectious Disease Dynamics at The Pennsylvania State University.</span>
+<span id="cb1-105"><a href="#cb1-105"></a></span>
+<span id="cb1-106"><a href="#cb1-106"></a>Dr Ferrari's lab does research on both the application of quantitative modeling and analysis to inform public health policy and the basic ecology of parasites and infectious diseases at the Center for Infectious Disease Dynamics at The Pennsylvania State University.</span>
+<span id="cb1-107"><a href="#cb1-107"></a><span class="dt">&lt;/</span><span class="kw">div</span><span class="dt">&gt;</span></span>
+<span id="cb1-108"><a href="#cb1-108"></a></span>
+<span id="cb1-109"><a href="#cb1-109"></a><span class="dt">&lt;/</span><span class="kw">div</span><span class="dt">&gt;</span></span>
 <span id="cb1-110"><a href="#cb1-110"></a></span>
-<span id="cb1-111"><a href="#cb1-111"></a><span class="dt">&lt;</span><span class="kw">img</span><span class="ot"> src</span><span class="op">=</span><span class="st">"./images/alpha-forna.jpg"</span><span class="ot"> style</span><span class="op">=</span><span class="st">"width: 100%"</span><span class="dt">/&gt;</span></span>
+<span id="cb1-111"><a href="#cb1-111"></a><span class="dt">&lt;</span><span class="kw">br</span><span class="dt">&gt;</span></span>
 <span id="cb1-112"><a href="#cb1-112"></a></span>
-<span id="cb1-113"><a href="#cb1-113"></a>Dr. Forna is a Post-doctoral Researcher Associate in the Drake and Rohani Labs at the University of Georgia.</span>
+<span id="cb1-113"><a href="#cb1-113"></a><span class="dt">&lt;</span><span class="kw">div</span><span class="ot"> class</span><span class="op">=</span><span class="st">"container"</span><span class="dt">&gt;</span></span>
 <span id="cb1-114"><a href="#cb1-114"></a></span>
-<span id="cb1-115"><a href="#cb1-115"></a>Dr Forna's research focuses on the adaptation and application of machine learning methods to biological and epidemiological data, with an aim to positively inform efficient and cost-effective infectious disease prevention and intervention efforts (vaccines and antimicrobials, especially).</span>
+<span id="cb1-115"><a href="#cb1-115"></a><span class="dt">&lt;</span><span class="kw">div</span><span class="ot"> style</span><span class="op">=</span><span class="st">"width: 25%"</span><span class="dt">&gt;</span></span>
 <span id="cb1-116"><a href="#cb1-116"></a><span class="dt">&lt;/</span><span class="kw">div</span><span class="dt">&gt;</span></span>
 <span id="cb1-117"><a href="#cb1-117"></a></span>
-<span id="cb1-118"><a href="#cb1-118"></a><span class="dt">&lt;/</span><span class="kw">div</span><span class="dt">&gt;</span></span>
-<span id="cb1-119"><a href="#cb1-119"></a></span>
-<span id="cb1-120"><a href="#cb1-120"></a><span class="dt">&lt;</span><span class="kw">br</span><span class="dt">&gt;</span></span>
-<span id="cb1-121"><a href="#cb1-121"></a></span>
-<span id="cb1-122"><a href="#cb1-122"></a><span class="dt">&lt;</span><span class="kw">div</span><span class="ot"> class</span><span class="op">=</span><span class="st">"container"</span><span class="dt">&gt;</span></span>
-<span id="cb1-123"><a href="#cb1-123"></a><span class="dt">&lt;</span><span class="kw">div</span><span class="ot"> style</span><span class="op">=</span><span class="st">"width: 25%"</span><span class="dt">&gt;</span></span>
-<span id="cb1-124"><a href="#cb1-124"></a><span class="dt">&lt;/</span><span class="kw">div</span><span class="dt">&gt;</span></span></code><button title="Copy to Clipboard" class="code-copy-button" data-in-quarto-modal=""><i class="bi"></i></button></pre></div>
+<span id="cb1-118"><a href="#cb1-118"></a><span class="dt">&lt;</span><span class="kw">div</span><span class="ot"> class</span><span class="op">=</span><span class="st">"box"</span><span class="ot"> style</span><span class="op">=</span><span class="st">"--width: 50%"</span><span class="dt">&gt;</span></span>
+<span id="cb1-119"><a href="#cb1-119"></a><span class="dt">&lt;</span><span class="kw">h3</span><span class="ot"> style</span><span class="op">=</span><span class="st">"margin-top:0px; text-align: center"</span><span class="dt">&gt;</span><span class="co">[</span><span class="ot">Dr. Alpha Forna</span><span class="co">](https://ecology.uga.edu/directory/alpha-forna/)</span><span class="dt">&lt;/</span><span class="kw">h3</span><span class="dt">&gt;</span></span>
+<span id="cb1-120"><a href="#cb1-120"></a><span class="dt">&lt;</span><span class="kw">img</span><span class="ot"> src</span><span class="op">=</span><span class="st">"./images/alpha-forna.jpg"</span><span class="ot"> style</span><span class="op">=</span><span class="st">"width: 100%"</span><span class="dt">/&gt;</span></span>
+<span id="cb1-121"><a href="#cb1-121"></a>Dr. Forna is a Post-doctoral Researcher Associate in the Drake and Rohani Labs at the University of Georgia.</span>
+<span id="cb1-122"><a href="#cb1-122"></a></span>
+<span id="cb1-123"><a href="#cb1-123"></a>Dr Forna's research focuses on the adaptation and application of machine learning methods to biological and epidemiological data, with an aim to positively inform efficient and cost-effective infectious disease prevention and intervention efforts (vaccines and antimicrobials, especially).</span>
+<span id="cb1-124"><a href="#cb1-124"></a><span class="dt">&lt;/</span><span class="kw">div</span><span class="dt">&gt;</span></span>
+<span id="cb1-125"><a href="#cb1-125"></a></span>
+<span id="cb1-126"><a href="#cb1-126"></a><span class="dt">&lt;</span><span class="kw">div</span><span class="ot"> style</span><span class="op">=</span><span class="st">"width: 25%"</span><span class="dt">&gt;</span></span>
+<span id="cb1-127"><a href="#cb1-127"></a><span class="dt">&lt;/</span><span class="kw">div</span><span class="dt">&gt;</span></span>
+<span id="cb1-128"><a href="#cb1-128"></a></span>
+<span id="cb1-129"><a href="#cb1-129"></a><span class="dt">&lt;/</span><span class="kw">div</span><span class="dt">&gt;</span></span></code><button title="Copy to Clipboard" class="code-copy-button" data-in-quarto-modal=""><i class="bi"></i></button></pre></div>
 </div></div></div></div></div>
 </div> <!-- /content -->
 
diff --git a/_book/install-r.html b/_book/install-r.html
index 4b48954..3f73c1c 100644
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+      <a href="./">SISMID Module 1 Materials (2025)</a> 
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+      <a href="./">SISMID Module 1 Materials (2025)</a> 
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diff --git a/_book/just-enough-rstudio.html b/_book/just-enough-rstudio.html
index 7e4041f..8a573c2 100644
--- a/_book/just-enough-rstudio.html
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+      <a href="./">SISMID Module 1 Materials (2025)</a> 
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diff --git a/_book/project-management.html b/_book/project-management.html
index 5cd436e..124324b 100644
--- a/_book/project-management.html
+++ b/_book/project-management.html
@@ -8,7 +8,7 @@
 
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+<title>Organizing A Project – SISMID Module 1 Materials (2025)</title>
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+      <a href="./">SISMID Module 1 Materials (2025)</a> 
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diff --git a/_book/r-session-01.html b/_book/r-session-01.html
index c2ac08e..c093603 100644
--- a/_book/r-session-01.html
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+<title>3&nbsp; R Session 01 – SISMID Module 1 Materials (2025)</title>
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-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
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index 07dcec2..6e6d7a0 100644
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+<title>7&nbsp; R Session 02 – SISMID Module 1 Materials (2025)</title>
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+      <a href="./">SISMID Module 1 Materials (2025)</a> 
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     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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diff --git a/_book/r-session-03.html b/_book/r-session-03.html
index e6730f2..488a0aa 100644
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 <meta name="author" content="Callum Arnold">
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-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
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     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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diff --git a/_book/r-session-04.html b/_book/r-session-04.html
index 66df953..e9446da 100644
--- a/_book/r-session-04.html
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+<title>11&nbsp; R Session 04 – SISMID Module 1 Materials (2025)</title>
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     <div class="sidebar-title mb-0 py-0">
-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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diff --git a/_book/references.html b/_book/references.html
index 1758caf..a4fa996 100644
--- a/_book/references.html
+++ b/_book/references.html
@@ -8,7 +8,7 @@
 
 <meta name="author" content="Callum Arnold">
 
-<title>References – SISMID Module 2 Materials (2025)</title>
+<title>References – SISMID Module 1 Materials (2025)</title>
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 span.smallcaps{font-variant: small-caps;}
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       </a>
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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diff --git a/_book/schedule.html b/_book/schedule.html
index 9e3366c..b4efcaa 100644
--- a/_book/schedule.html
+++ b/_book/schedule.html
@@ -8,7 +8,7 @@
 
 <meta name="author" content="">
 
-<title>Workshop Schedule – SISMID Module 2 Materials (2025)</title>
+<title>Workshop Schedule – SISMID Module 1 Materials (2025)</title>
 <style>
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 span.smallcaps{font-variant: small-caps;}
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       </a>
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">SISMID Module 2 Materials (2025)</a> 
+      <a href="./">SISMID Module 1 Materials (2025)</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/arnold-c/SISMID-Module-02_2025" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
   <a href="" class="quarto-color-scheme-toggle quarto-navigation-tool  px-1" onclick="window.quartoToggleColorScheme(); return false;" title="Toggle dark mode"><i class="bi"></i></a>
diff --git a/_book/search.json b/_book/search.json
index 7721257..590eaba 100644
--- a/_book/search.json
+++ b/_book/search.json
@@ -44,7 +44,7 @@
     "href": "index.html#about-the-instructors",
     "title": "SISMID Module 1 Materials (2025)",
     "section": "About the Instructors",
-    "text": "About the Instructors\n\n\n\nDr. Amy Winter\n\n\nDr. Winter is an Assistant Professor of Epidemiology & Biostatistics at the University of Georgia College of Public Health.\nDr. Winter’s research group adopts an interdisciplinary approach to tackle policy-relevant challenges in the transmission and control of infectious diseases within human populations. Her work focuses on understanding the spatiotemporal spread of infectious diseases, particularly through the analysis of serological data, developing predictive models to assess outbreak risks, and using scenario modeling to design effective strategies for disease control.\n\n\n\nDr. Matt Ferrari\n\n\nDr. Ferrari is the Director of the Center for Infectious Disease Dynamics at The Pennsylvania State University.\nDr Ferrari’s lab does research on both the application of quantitative modeling and analysis to inform public health policy and the basic ecology of parasites and infectious diseases at the Center for Infectious Disease Dynamics at The Pennsylvania State University.\n\n\n\nDr. Alpha Forna\n\n\nDr. Forna is a Post-doctoral Researcher Associate in the Drake and Rohani Labs at the University of Georgia.\nDr Forna’s research focuses on the adaptation and application of machine learning methods to biological and epidemiological data, with an aim to positively inform efficient and cost-effective infectious disease prevention and intervention efforts (vaccines and antimicrobials, especially).",
+    "text": "About the Instructors\n\n\n\nDr. Amy Winter\n\n\nDr. Winter is an Assistant Professor of Epidemiology & Biostatistics at the University of Georgia College of Public Health.\nDr. Winter’s research group adopts an interdisciplinary approach to tackle policy-relevant challenges in the transmission and control of infectious diseases within human populations. Her work focuses on understanding the spatiotemporal spread of infectious diseases, particularly through the analysis of serological data, developing predictive models to assess outbreak risks, and using scenario modeling to design effective strategies for disease control.\n\n\n\nDr. Matt Ferrari\n\n\nDr. Ferrari is the Director of the Center for Infectious Disease Dynamics at The Pennsylvania State University.\nDr Ferrari’s lab does research on both the application of quantitative modeling and analysis to inform public health policy and the basic ecology of parasites and infectious diseases at the Center for Infectious Disease Dynamics at The Pennsylvania State University.\n\n\n\n\n\n\n\n\n\nDr. Alpha Forna\n\n Dr. Forna is a Post-doctoral Researcher Associate in the Drake and Rohani Labs at the University of Georgia.\nDr Forna’s research focuses on the adaptation and application of machine learning methods to biological and epidemiological data, with an aim to positively inform efficient and cost-effective infectious disease prevention and intervention efforts (vaccines and antimicrobials, especially).",
     "crumbs": [
       "**Welcome**"
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diff --git a/index.qmd b/index.qmd
index 95950b1..4dfca3b 100644
--- a/index.qmd
+++ b/index.qmd
@@ -84,6 +84,7 @@ This is an example of a collapsible callout that defaults to being collapsed.
 ## About the Instructors
 
 <div class="container">
+
 <div class="box" style="--width: 50%">
 <h3 style="margin-top:0px; text-align: center">[Dr. Amy Winter](https://publichealth.uga.edu/faculty-member/amy-k-winter/)</h3>
 
@@ -105,20 +106,24 @@ Dr. Ferrari is the Director of the Center for Infectious Disease Dynamics at The
 Dr Ferrari's lab does research on both the application of quantitative modeling and analysis to inform public health policy and the basic ecology of parasites and infectious diseases at the Center for Infectious Disease Dynamics at The Pennsylvania State University.
 </div>
 
+</div>
+
+<br>
+
+<div class="container">
+
+<div style="width: 25%">
+</div>
+
 <div class="box" style="--width: 50%">
 <h3 style="margin-top:0px; text-align: center">[Dr. Alpha Forna](https://ecology.uga.edu/directory/alpha-forna/)</h3>
-
 <img src="./images/alpha-forna.jpg" style="width: 100%"/>
-
 Dr. Forna is a Post-doctoral Researcher Associate in the Drake and Rohani Labs at the University of Georgia.
 
 Dr Forna's research focuses on the adaptation and application of machine learning methods to biological and epidemiological data, with an aim to positively inform efficient and cost-effective infectious disease prevention and intervention efforts (vaccines and antimicrobials, especially).
 </div>
 
+<div style="width: 25%">
 </div>
 
-<br>
-
-<div class="container">
-<div style="width: 25%">
 </div>