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 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
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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="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

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="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
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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="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
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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="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
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@@ -924,7 +924,7 @@ <h2><span class="header-section-number">9.5</span> K-means in R<a href="clusteri
 We will begin by loading the <code>tidyclust</code> library, which contains the necessary
 functionality, and then read in the
 original (i.e., unstandardized) subset of 18 observations
-from the penguins dataset.</p>
+from the penguins data set.</p>
 <div class="sourceCode" id="cb417"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb417-1"><a href="clustering.html#cb417-1" tabindex="-1"></a><span class="fu">library</span>(tidyclust)</span>
 <span id="cb417-2"><a href="clustering.html#cb417-2" tabindex="-1"></a></span>
 <span id="cb417-3"><a href="clustering.html#cb417-3" tabindex="-1"></a>penguins <span class="ot">&lt;-</span> <span class="fu">read_csv</span>(<span class="st">&quot;data/penguins.csv&quot;</span>)</span>
@@ -1326,7 +1326,7 @@ <h2><span class="header-section-number">9.7</span> Additional resources<a href="
 clustering for when you expect there to be subgroups, and then subgroups within
 subgroups, etc., in your data. In the realm of more general unsupervised
 learning, it covers <em>principal components analysis (PCA)</em>, which is a very
-popular technique for reducing the number of predictors in a dataset.</li>
+popular technique for reducing the number of predictors in a data set.</li>
 </ul>
 
 </div>

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="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
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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="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
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@@ -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>2023-11-10</em></p>
+<p class="date"><em>2023-11-11</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="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
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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="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
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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="2023-11-10" />
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diff --git a/dev/preface.html b/dev/preface.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
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diff --git a/dev/reading.html b/dev/reading.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-10" />
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diff --git a/dev/references.html b/dev/references.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
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diff --git a/dev/regression1.html b/dev/regression1.html
diff --git a/dev/regression2.html b/dev/regression2.html
diff --git a/dev/search_index.json b/dev/search_index.json
diff --git a/dev/setup.html b/dev/setup.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-10" />
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diff --git a/dev/version-control.html b/dev/version-control.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
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diff --git a/dev/viz.html b/dev/viz.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-10" />
+<meta name="date" content="2023-11-11" />
 
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diff --git a/dev/wrangling.html b/dev/wrangling.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
-<meta name="date" content="2023-11-10" />
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