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diff --git a/pull574/about-the-authors.html b/pull574/about-the-authors.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-12-22" />
+<meta name="date" content="2023-12-23" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
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@@ -198,7 +198,7 @@
 <li class="chapter" data-level="1.7.1" data-path="intro.html"><a href="intro.html#using-filter-to-extract-rows"><i class="fa fa-check"></i><b>1.7.1</b> Using <code>filter</code> to extract rows</a></li>
 <li class="chapter" data-level="1.7.2" data-path="intro.html"><a href="intro.html#using-select-to-extract-columns"><i class="fa fa-check"></i><b>1.7.2</b> Using <code>select</code> to extract columns</a></li>
 </ul></li>
-<li class="chapter" data-level="1.8" data-path="intro.html"><a href="intro.html#using-arrange-to-order-and-slice-to-select-rows-by-index-number"><i class="fa fa-check"></i><b>1.8</b> Using <code>arrange</code> to order and <code>slice</code> to select rows by index number</a></li>
+<li class="chapter" data-level="1.8" data-path="intro.html"><a href="intro.html#arrangesliceintro"><i class="fa fa-check"></i><b>1.8</b> Using <code>arrange</code> to order and <code>slice</code> to select rows by index number</a></li>
 <li class="chapter" data-level="1.9" data-path="intro.html"><a href="intro.html#adding-and-modifying-columns-using-mutate"><i class="fa fa-check"></i><b>1.9</b> Adding and modifying columns using <code>mutate</code></a></li>
 <li class="chapter" data-level="1.10" data-path="intro.html"><a href="intro.html#exploring-data-with-visualizations"><i class="fa fa-check"></i><b>1.10</b> Exploring data with visualizations</a>
 <ul>

diff --git a/pull574/acknowledgments.html b/pull574/acknowledgments.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-12-22" />
+<meta name="date" content="2023-12-23" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -198,7 +198,7 @@
 <li class="chapter" data-level="1.7.1" data-path="intro.html"><a href="intro.html#using-filter-to-extract-rows"><i class="fa fa-check"></i><b>1.7.1</b> Using <code>filter</code> to extract rows</a></li>
 <li class="chapter" data-level="1.7.2" data-path="intro.html"><a href="intro.html#using-select-to-extract-columns"><i class="fa fa-check"></i><b>1.7.2</b> Using <code>select</code> to extract columns</a></li>
 </ul></li>
-<li class="chapter" data-level="1.8" data-path="intro.html"><a href="intro.html#using-arrange-to-order-and-slice-to-select-rows-by-index-number"><i class="fa fa-check"></i><b>1.8</b> Using <code>arrange</code> to order and <code>slice</code> to select rows by index number</a></li>
+<li class="chapter" data-level="1.8" data-path="intro.html"><a href="intro.html#arrangesliceintro"><i class="fa fa-check"></i><b>1.8</b> Using <code>arrange</code> to order and <code>slice</code> to select rows by index number</a></li>
 <li class="chapter" data-level="1.9" data-path="intro.html"><a href="intro.html#adding-and-modifying-columns-using-mutate"><i class="fa fa-check"></i><b>1.9</b> Adding and modifying columns using <code>mutate</code></a></li>
 <li class="chapter" data-level="1.10" data-path="intro.html"><a href="intro.html#exploring-data-with-visualizations"><i class="fa fa-check"></i><b>1.10</b> Exploring data with visualizations</a>
 <ul>

diff --git a/pull574/classification1.html b/pull574/classification1.html
diff --git a/pull574/classification2.html b/pull574/classification2.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-12-22" />
+<meta name="date" content="2023-12-23" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -198,7 +198,7 @@
 <li class="chapter" data-level="1.7.1" data-path="intro.html"><a href="intro.html#using-filter-to-extract-rows"><i class="fa fa-check"></i><b>1.7.1</b> Using <code>filter</code> to extract rows</a></li>
 <li class="chapter" data-level="1.7.2" data-path="intro.html"><a href="intro.html#using-select-to-extract-columns"><i class="fa fa-check"></i><b>1.7.2</b> Using <code>select</code> to extract columns</a></li>
 </ul></li>
-<li class="chapter" data-level="1.8" data-path="intro.html"><a href="intro.html#using-arrange-to-order-and-slice-to-select-rows-by-index-number"><i class="fa fa-check"></i><b>1.8</b> Using <code>arrange</code> to order and <code>slice</code> to select rows by index number</a></li>
+<li class="chapter" data-level="1.8" data-path="intro.html"><a href="intro.html#arrangesliceintro"><i class="fa fa-check"></i><b>1.8</b> Using <code>arrange</code> to order and <code>slice</code> to select rows by index number</a></li>
 <li class="chapter" data-level="1.9" data-path="intro.html"><a href="intro.html#adding-and-modifying-columns-using-mutate"><i class="fa fa-check"></i><b>1.9</b> Adding and modifying columns using <code>mutate</code></a></li>
 <li class="chapter" data-level="1.10" data-path="intro.html"><a href="intro.html#exploring-data-with-visualizations"><i class="fa fa-check"></i><b>1.10</b> Exploring data with visualizations</a>
 <ul>

diff --git a/pull574/clustering.html b/pull574/clustering.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-12-22" />
+<meta name="date" content="2023-12-23" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -198,7 +198,7 @@
 <li class="chapter" data-level="1.7.1" data-path="intro.html"><a href="intro.html#using-filter-to-extract-rows"><i class="fa fa-check"></i><b>1.7.1</b> Using <code>filter</code> to extract rows</a></li>
 <li class="chapter" data-level="1.7.2" data-path="intro.html"><a href="intro.html#using-select-to-extract-columns"><i class="fa fa-check"></i><b>1.7.2</b> Using <code>select</code> to extract columns</a></li>
 </ul></li>
-<li class="chapter" data-level="1.8" data-path="intro.html"><a href="intro.html#using-arrange-to-order-and-slice-to-select-rows-by-index-number"><i class="fa fa-check"></i><b>1.8</b> Using <code>arrange</code> to order and <code>slice</code> to select rows by index number</a></li>
+<li class="chapter" data-level="1.8" data-path="intro.html"><a href="intro.html#arrangesliceintro"><i class="fa fa-check"></i><b>1.8</b> Using <code>arrange</code> to order and <code>slice</code> to select rows by index number</a></li>
 <li class="chapter" data-level="1.9" data-path="intro.html"><a href="intro.html#adding-and-modifying-columns-using-mutate"><i class="fa fa-check"></i><b>1.9</b> Adding and modifying columns using <code>mutate</code></a></li>
 <li class="chapter" data-level="1.10" data-path="intro.html"><a href="intro.html#exploring-data-with-visualizations"><i class="fa fa-check"></i><b>1.10</b> Exploring data with visualizations</a>
 <ul>

diff --git a/pull574/foreword.html b/pull574/foreword.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-12-22" />
+<meta name="date" content="2023-12-23" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -198,7 +198,7 @@
 <li class="chapter" data-level="1.7.1" data-path="intro.html"><a href="intro.html#using-filter-to-extract-rows"><i class="fa fa-check"></i><b>1.7.1</b> Using <code>filter</code> to extract rows</a></li>
 <li class="chapter" data-level="1.7.2" data-path="intro.html"><a href="intro.html#using-select-to-extract-columns"><i class="fa fa-check"></i><b>1.7.2</b> Using <code>select</code> to extract columns</a></li>
 </ul></li>
-<li class="chapter" data-level="1.8" data-path="intro.html"><a href="intro.html#using-arrange-to-order-and-slice-to-select-rows-by-index-number"><i class="fa fa-check"></i><b>1.8</b> Using <code>arrange</code> to order and <code>slice</code> to select rows by index number</a></li>
+<li class="chapter" data-level="1.8" data-path="intro.html"><a href="intro.html#arrangesliceintro"><i class="fa fa-check"></i><b>1.8</b> Using <code>arrange</code> to order and <code>slice</code> to select rows by index number</a></li>
 <li class="chapter" data-level="1.9" data-path="intro.html"><a href="intro.html#adding-and-modifying-columns-using-mutate"><i class="fa fa-check"></i><b>1.9</b> Adding and modifying columns using <code>mutate</code></a></li>
 <li class="chapter" data-level="1.10" data-path="intro.html"><a href="intro.html#exploring-data-with-visualizations"><i class="fa fa-check"></i><b>1.10</b> Exploring data with visualizations</a>
 <ul>