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diff --git a/dev/404.html b/dev/404.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-11" />
+<meta name="date" content="2023-11-12" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -302,7 +302,7 @@
 <li class="chapter" data-level="4.5.2" data-path="viz.html"><a href="viz.html#scatter-plots-the-old-faithful-eruption-time-data-set"><i class="fa fa-check"></i><b>4.5.2</b> Scatter plots: the Old Faithful eruption time data set</a></li>
 <li class="chapter" data-level="4.5.3" data-path="viz.html"><a href="viz.html#axis-transformation-and-colored-scatter-plots-the-canadian-languages-data-set"><i class="fa fa-check"></i><b>4.5.3</b> Axis transformation and colored scatter plots: the Canadian languages data set</a></li>
 <li class="chapter" data-level="4.5.4" data-path="viz.html"><a href="viz.html#bar-plots-the-island-landmass-data-set"><i class="fa fa-check"></i><b>4.5.4</b> Bar plots: the island landmass data set</a></li>
-<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histograms-the-michelson-speed-of-light-data-set"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
+<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histogramsviz"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
 </ul></li>
 <li class="chapter" data-level="4.6" data-path="viz.html"><a href="viz.html#explaining-the-visualization"><i class="fa fa-check"></i><b>4.6</b> Explaining the visualization</a></li>
 <li class="chapter" data-level="4.7" data-path="viz.html"><a href="viz.html#saving-the-visualization"><i class="fa fa-check"></i><b>4.7</b> Saving the visualization</a></li>

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diff --git a/dev/about-the-authors.html b/dev/about-the-authors.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-11" />
+<meta name="date" content="2023-11-12" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -302,7 +302,7 @@
 <li class="chapter" data-level="4.5.2" data-path="viz.html"><a href="viz.html#scatter-plots-the-old-faithful-eruption-time-data-set"><i class="fa fa-check"></i><b>4.5.2</b> Scatter plots: the Old Faithful eruption time data set</a></li>
 <li class="chapter" data-level="4.5.3" data-path="viz.html"><a href="viz.html#axis-transformation-and-colored-scatter-plots-the-canadian-languages-data-set"><i class="fa fa-check"></i><b>4.5.3</b> Axis transformation and colored scatter plots: the Canadian languages data set</a></li>
 <li class="chapter" data-level="4.5.4" data-path="viz.html"><a href="viz.html#bar-plots-the-island-landmass-data-set"><i class="fa fa-check"></i><b>4.5.4</b> Bar plots: the island landmass data set</a></li>
-<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histograms-the-michelson-speed-of-light-data-set"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
+<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histogramsviz"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
 </ul></li>
 <li class="chapter" data-level="4.6" data-path="viz.html"><a href="viz.html#explaining-the-visualization"><i class="fa fa-check"></i><b>4.6</b> Explaining the visualization</a></li>
 <li class="chapter" data-level="4.7" data-path="viz.html"><a href="viz.html#saving-the-visualization"><i class="fa fa-check"></i><b>4.7</b> Saving the visualization</a></li>

diff --git a/dev/acknowledgments.html b/dev/acknowledgments.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-11" />
+<meta name="date" content="2023-11-12" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -302,7 +302,7 @@
 <li class="chapter" data-level="4.5.2" data-path="viz.html"><a href="viz.html#scatter-plots-the-old-faithful-eruption-time-data-set"><i class="fa fa-check"></i><b>4.5.2</b> Scatter plots: the Old Faithful eruption time data set</a></li>
 <li class="chapter" data-level="4.5.3" data-path="viz.html"><a href="viz.html#axis-transformation-and-colored-scatter-plots-the-canadian-languages-data-set"><i class="fa fa-check"></i><b>4.5.3</b> Axis transformation and colored scatter plots: the Canadian languages data set</a></li>
 <li class="chapter" data-level="4.5.4" data-path="viz.html"><a href="viz.html#bar-plots-the-island-landmass-data-set"><i class="fa fa-check"></i><b>4.5.4</b> Bar plots: the island landmass data set</a></li>
-<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histograms-the-michelson-speed-of-light-data-set"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
+<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histogramsviz"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
 </ul></li>
 <li class="chapter" data-level="4.6" data-path="viz.html"><a href="viz.html#explaining-the-visualization"><i class="fa fa-check"></i><b>4.6</b> Explaining the visualization</a></li>
 <li class="chapter" data-level="4.7" data-path="viz.html"><a href="viz.html#saving-the-visualization"><i class="fa fa-check"></i><b>4.7</b> Saving the visualization</a></li>

diff --git a/dev/classification1.html b/dev/classification1.html
diff --git a/dev/classification2.html b/dev/classification2.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-11" />
+<meta name="date" content="2023-11-12" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -302,7 +302,7 @@
 <li class="chapter" data-level="4.5.2" data-path="viz.html"><a href="viz.html#scatter-plots-the-old-faithful-eruption-time-data-set"><i class="fa fa-check"></i><b>4.5.2</b> Scatter plots: the Old Faithful eruption time data set</a></li>
 <li class="chapter" data-level="4.5.3" data-path="viz.html"><a href="viz.html#axis-transformation-and-colored-scatter-plots-the-canadian-languages-data-set"><i class="fa fa-check"></i><b>4.5.3</b> Axis transformation and colored scatter plots: the Canadian languages data set</a></li>
 <li class="chapter" data-level="4.5.4" data-path="viz.html"><a href="viz.html#bar-plots-the-island-landmass-data-set"><i class="fa fa-check"></i><b>4.5.4</b> Bar plots: the island landmass data set</a></li>
-<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histograms-the-michelson-speed-of-light-data-set"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
+<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histogramsviz"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
 </ul></li>
 <li class="chapter" data-level="4.6" data-path="viz.html"><a href="viz.html#explaining-the-visualization"><i class="fa fa-check"></i><b>4.6</b> Explaining the visualization</a></li>
 <li class="chapter" data-level="4.7" data-path="viz.html"><a href="viz.html#saving-the-visualization"><i class="fa fa-check"></i><b>4.7</b> Saving the visualization</a></li>

diff --git a/dev/clustering.html b/dev/clustering.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-11" />
+<meta name="date" content="2023-11-12" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -302,7 +302,7 @@
 <li class="chapter" data-level="4.5.2" data-path="viz.html"><a href="viz.html#scatter-plots-the-old-faithful-eruption-time-data-set"><i class="fa fa-check"></i><b>4.5.2</b> Scatter plots: the Old Faithful eruption time data set</a></li>
 <li class="chapter" data-level="4.5.3" data-path="viz.html"><a href="viz.html#axis-transformation-and-colored-scatter-plots-the-canadian-languages-data-set"><i class="fa fa-check"></i><b>4.5.3</b> Axis transformation and colored scatter plots: the Canadian languages data set</a></li>
 <li class="chapter" data-level="4.5.4" data-path="viz.html"><a href="viz.html#bar-plots-the-island-landmass-data-set"><i class="fa fa-check"></i><b>4.5.4</b> Bar plots: the island landmass data set</a></li>
-<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histograms-the-michelson-speed-of-light-data-set"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
+<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histogramsviz"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
 </ul></li>
 <li class="chapter" data-level="4.6" data-path="viz.html"><a href="viz.html#explaining-the-visualization"><i class="fa fa-check"></i><b>4.6</b> Explaining the visualization</a></li>
 <li class="chapter" data-level="4.7" data-path="viz.html"><a href="viz.html#saving-the-visualization"><i class="fa fa-check"></i><b>4.7</b> Saving the visualization</a></li>

diff --git a/dev/foreword.html b/dev/foreword.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-11" />
+<meta name="date" content="2023-11-12" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -302,7 +302,7 @@
 <li class="chapter" data-level="4.5.2" data-path="viz.html"><a href="viz.html#scatter-plots-the-old-faithful-eruption-time-data-set"><i class="fa fa-check"></i><b>4.5.2</b> Scatter plots: the Old Faithful eruption time data set</a></li>
 <li class="chapter" data-level="4.5.3" data-path="viz.html"><a href="viz.html#axis-transformation-and-colored-scatter-plots-the-canadian-languages-data-set"><i class="fa fa-check"></i><b>4.5.3</b> Axis transformation and colored scatter plots: the Canadian languages data set</a></li>
 <li class="chapter" data-level="4.5.4" data-path="viz.html"><a href="viz.html#bar-plots-the-island-landmass-data-set"><i class="fa fa-check"></i><b>4.5.4</b> Bar plots: the island landmass data set</a></li>
-<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histograms-the-michelson-speed-of-light-data-set"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
+<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histogramsviz"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
 </ul></li>
 <li class="chapter" data-level="4.6" data-path="viz.html"><a href="viz.html#explaining-the-visualization"><i class="fa fa-check"></i><b>4.6</b> Explaining the visualization</a></li>
 <li class="chapter" data-level="4.7" data-path="viz.html"><a href="viz.html#saving-the-visualization"><i class="fa fa-check"></i><b>4.7</b> Saving the visualization</a></li>

diff --git a/dev/index.html b/dev/index.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-11" />
+<meta name="date" content="2023-11-12" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -302,7 +302,7 @@
 <li class="chapter" data-level="4.5.2" data-path="viz.html"><a href="viz.html#scatter-plots-the-old-faithful-eruption-time-data-set"><i class="fa fa-check"></i><b>4.5.2</b> Scatter plots: the Old Faithful eruption time data set</a></li>
 <li class="chapter" data-level="4.5.3" data-path="viz.html"><a href="viz.html#axis-transformation-and-colored-scatter-plots-the-canadian-languages-data-set"><i class="fa fa-check"></i><b>4.5.3</b> Axis transformation and colored scatter plots: the Canadian languages data set</a></li>
 <li class="chapter" data-level="4.5.4" data-path="viz.html"><a href="viz.html#bar-plots-the-island-landmass-data-set"><i class="fa fa-check"></i><b>4.5.4</b> Bar plots: the island landmass data set</a></li>
-<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histograms-the-michelson-speed-of-light-data-set"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
+<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histogramsviz"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
 </ul></li>
 <li class="chapter" data-level="4.6" data-path="viz.html"><a href="viz.html#explaining-the-visualization"><i class="fa fa-check"></i><b>4.6</b> Explaining the visualization</a></li>
 <li class="chapter" data-level="4.7" data-path="viz.html"><a href="viz.html#saving-the-visualization"><i class="fa fa-check"></i><b>4.7</b> Saving the visualization</a></li>
@@ -548,7 +548,7 @@ <h1 class="title"><p><img src="img/frontmatter/ds-a-first-intro-graphic.jpg" />
 Data Science</p></h1>
 <h2 class="subtitle"><em>A First Introduction</em></h2>
 <p class="author"><em>Tiffany Timbers, Trevor Campbell, and Melissa Lee</em></p>
-<p class="date"><em>2023-11-11</em></p>
+<p class="date"><em>2023-11-12</em></p>
 </div>
 <div id="welcome" class="section level1 unnumbered hasAnchor">
 <h1>Welcome!<a href="index.html#welcome" class="anchor-section" aria-label="Anchor link to header"></a></h1>

diff --git a/dev/inference.html b/dev/inference.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-11" />
+<meta name="date" content="2023-11-12" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -302,7 +302,7 @@
 <li class="chapter" data-level="4.5.2" data-path="viz.html"><a href="viz.html#scatter-plots-the-old-faithful-eruption-time-data-set"><i class="fa fa-check"></i><b>4.5.2</b> Scatter plots: the Old Faithful eruption time data set</a></li>
 <li class="chapter" data-level="4.5.3" data-path="viz.html"><a href="viz.html#axis-transformation-and-colored-scatter-plots-the-canadian-languages-data-set"><i class="fa fa-check"></i><b>4.5.3</b> Axis transformation and colored scatter plots: the Canadian languages data set</a></li>
 <li class="chapter" data-level="4.5.4" data-path="viz.html"><a href="viz.html#bar-plots-the-island-landmass-data-set"><i class="fa fa-check"></i><b>4.5.4</b> Bar plots: the island landmass data set</a></li>
-<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histograms-the-michelson-speed-of-light-data-set"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
+<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histogramsviz"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
 </ul></li>
 <li class="chapter" data-level="4.6" data-path="viz.html"><a href="viz.html#explaining-the-visualization"><i class="fa fa-check"></i><b>4.6</b> Explaining the visualization</a></li>
 <li class="chapter" data-level="4.7" data-path="viz.html"><a href="viz.html#saving-the-visualization"><i class="fa fa-check"></i><b>4.7</b> Saving the visualization</a></li>

diff --git a/dev/intro.html b/dev/intro.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-11" />
+<meta name="date" content="2023-11-12" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -302,7 +302,7 @@
 <li class="chapter" data-level="4.5.2" data-path="viz.html"><a href="viz.html#scatter-plots-the-old-faithful-eruption-time-data-set"><i class="fa fa-check"></i><b>4.5.2</b> Scatter plots: the Old Faithful eruption time data set</a></li>
 <li class="chapter" data-level="4.5.3" data-path="viz.html"><a href="viz.html#axis-transformation-and-colored-scatter-plots-the-canadian-languages-data-set"><i class="fa fa-check"></i><b>4.5.3</b> Axis transformation and colored scatter plots: the Canadian languages data set</a></li>
 <li class="chapter" data-level="4.5.4" data-path="viz.html"><a href="viz.html#bar-plots-the-island-landmass-data-set"><i class="fa fa-check"></i><b>4.5.4</b> Bar plots: the island landmass data set</a></li>
-<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histograms-the-michelson-speed-of-light-data-set"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
+<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histogramsviz"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
 </ul></li>
 <li class="chapter" data-level="4.6" data-path="viz.html"><a href="viz.html#explaining-the-visualization"><i class="fa fa-check"></i><b>4.6</b> Explaining the visualization</a></li>
 <li class="chapter" data-level="4.7" data-path="viz.html"><a href="viz.html#saving-the-visualization"><i class="fa fa-check"></i><b>4.7</b> Saving the visualization</a></li>

diff --git a/dev/jupyter.html b/dev/jupyter.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-11" />
+<meta name="date" content="2023-11-12" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -302,7 +302,7 @@
 <li class="chapter" data-level="4.5.2" data-path="viz.html"><a href="viz.html#scatter-plots-the-old-faithful-eruption-time-data-set"><i class="fa fa-check"></i><b>4.5.2</b> Scatter plots: the Old Faithful eruption time data set</a></li>
 <li class="chapter" data-level="4.5.3" data-path="viz.html"><a href="viz.html#axis-transformation-and-colored-scatter-plots-the-canadian-languages-data-set"><i class="fa fa-check"></i><b>4.5.3</b> Axis transformation and colored scatter plots: the Canadian languages data set</a></li>
 <li class="chapter" data-level="4.5.4" data-path="viz.html"><a href="viz.html#bar-plots-the-island-landmass-data-set"><i class="fa fa-check"></i><b>4.5.4</b> Bar plots: the island landmass data set</a></li>
-<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histograms-the-michelson-speed-of-light-data-set"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
+<li class="chapter" data-level="4.5.5" data-path="viz.html"><a href="viz.html#histogramsviz"><i class="fa fa-check"></i><b>4.5.5</b> Histograms: the Michelson speed of light data set</a></li>
 </ul></li>
 <li class="chapter" data-level="4.6" data-path="viz.html"><a href="viz.html#explaining-the-visualization"><i class="fa fa-check"></i><b>4.6</b> Explaining the visualization</a></li>
 <li class="chapter" data-level="4.7" data-path="viz.html"><a href="viz.html#saving-the-visualization"><i class="fa fa-check"></i><b>4.7</b> Saving the visualization</a></li>