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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="2023-11-12" />
+<meta name="date" content="2023-11-13" />
 
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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="2023-11-12" />
+<meta name="date" content="2023-11-13" />
 
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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="2023-11-12" />
+<meta name="date" content="2023-11-13" />
 
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@@ -1036,9 +1036,8 @@ <h3><span class="header-section-number">6.5.5</span> Evaluate performance<a href
 interested in the <code>accuracy</code> row. Other entries involve other metrics that
 are beyond the scope of this book. Looking at the value of the <code>.estimate</code> variable
 shows that the estimated accuracy of the classifier on the test data
-was 86%.</p>
-<p>We can also look at the <em>confusion matrix</em> for the classifier, which shows
-the table of predicted labels and correct labels, using the <code>conf_mat</code> function:</p>
+was 86%. We can also look at the <em>confusion matrix</em> for
+the classifier using the <code>conf_mat</code> function.</p>
 <div class="sourceCode" id="cb341"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb341-1"><a href="classification2.html#cb341-1" tabindex="-1"></a>confusion <span class="ot">&lt;-</span> cancer_test_predictions <span class="sc">|&gt;</span></span>
 <span id="cb341-2"><a href="classification2.html#cb341-2" tabindex="-1"></a>             <span class="fu">conf_mat</span>(<span class="at">truth =</span> Class, <span class="at">estimate =</span> .pred_class)</span>
 <span id="cb341-3"><a href="classification2.html#cb341-3" tabindex="-1"></a>confusion</span></code></pre></div>

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" />
 
 
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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="2023-11-12" />
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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" />
 
 
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@@ -549,7 +549,7 @@ <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>2023-11-12</em></p>
+<p class="date"><em>2023-11-13</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
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diff --git a/dev/regression2.html b/dev/regression2.html
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diff --git a/dev/setup.html b/dev/setup.html
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 <meta name="author" content="Tiffany Timbers, Trevor Campbell, and Melissa Lee" />
 
 
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diff --git a/dev/wrangling.html b/dev/wrangling.html
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