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diff --git a/diff353/_sources/index.md b/diff353/_sources/index.md
@@ -39,7 +39,7 @@ This book is listed in a number of open educational resource (OER) collections:
 - [The OER Commons](https://oercommons.org/courses/data-science-a-first-introduction-with-python)
 - [MERLOT](https://merlot.org/merlot/viewMaterial.htm?id=773420157)
 
-![](img/frontmatter/ds-a-first-intro-cover.jpg)
+<img src="img/frontmatter/ds-a-first-intro-cover.jpg" width="400">
 
 <img src="https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png">
 

diff --git a/diff353/classification1.html b/diff353/classification1.html
diff --git a/diff353/classification2.html b/diff353/classification2.html
diff --git a/diff353/clustering.html b/diff353/clustering.html
diff --git a/diff353/index.html b/diff353/index.html
@@ -228,7 +228,7 @@ <h3>Welcome!<a class="headerlink" href="#welcome" title="Permalink to this headi
 you may need to open the table of contents first by clicking the menu button on
 the top left of the page.<ins class="diff"> You can purchase a PDF or print copy of the bookon the <a class="reference external" href="https://www.routledge.com/Data-Science-A-First-Introduction-with-Python/Timbers-Campbell-Lee-Ostblom-Heagy/p/book/9781032572239">CRC Press website</a>or on <a class="reference external" href="https://www.amazon.com/Data-Science-Introduction-Python-Chapman/dp/103257223X">Amazon</a>.</ins></p>
 <p>For the R version of the textbook, please visit <a class="reference external" href="https://datasciencebook.ca">https://datasciencebook.ca</a>.</p>
-<ins class="diff"><p>This book is listed in a number of open educational resource (OER) collections:</p><ul class="simple"><li><p><a class="reference external" href="https://oer.open.ubc.ca/data-science-a-first-introduction-python-version/">The University of British Columbia OER collection</a></p></li><li><p><a class="reference external" href="https://oercommons.org/courses/data-science-a-first-introduction-with-python">The OER Commons</a></p></li><li><p><a class="reference external" href="https://merlot.org/merlot/viewMaterial.htm?id=773420157">MERLOT</a></p></li></ul><p><img alt="" class="diff" src="_images/ds-a-first-intro-cover.jpg"/></p></ins><img alt="https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png" src="https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png"/>
+<ins class="diff"><p>This book is listed in a number of open educational resource (OER) collections:</p><ul class="simple"><li><p><a class="reference external" href="https://oer.open.ubc.ca/data-science-a-first-introduction-python-version/">The University of British Columbia OER collection</a></p></li><li><p><a class="reference external" href="https://oercommons.org/courses/data-science-a-first-introduction-with-python">The OER Commons</a></p></li><li><p><a class="reference external" href="https://merlot.org/merlot/viewMaterial.htm?id=773420157">MERLOT</a></p></li></ul><a class="reference internal image-reference" href="_images/ds-a-first-intro-cover.jpg"><img alt="_images/ds-a-first-intro-cover.jpg" class="diff" src="_images/ds-a-first-intro-cover.jpg" style="width: 400px;"/></a></ins><img alt="https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png" src="https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png"/>
 <p>This work by <a class="reference external" href="https://www.tiffanytimbers.com/">Tiffany Timbers</a>,
 <a class="reference external" href="https://trevorcampbell.me/">Trevor Campbell</a>,
 <a class="reference external" href="https://www.stat.ubc.ca/users/melissa-lee">Melissa Lee</a>,

diff --git a/diff353/inference.html b/diff353/inference.html
diff --git a/diff353/intro.html b/diff353/intro.html
@@ -1924,17 +1924,17 @@ <h3><span class="section-number">1.11.1. </span>Using <code class="docutils lite
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 </div><figcaption>
 <p><span class="caption-number">Fig. 1.9 Bar plot of the ten Aboriginal languages most often reported by Canadian residents as their mother tongue</span><a class="headerlink" href="#barplot-mother-tongue" title="Permalink to this image">#</a></p>
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 </div><figcaption>
 <p><span class="caption-number">Fig. 1.10 Bar plot of the ten Aboriginal languages most often reported by Canadian residents as their mother tongue with x and y labels. Note that this visualization is not done yet; there are still improvements to be made.</span><a class="headerlink" href="#barplot-mother-tongue-labs" title="Permalink to this image">#</a></p>
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 </div><figcaption>
 <p><span class="caption-number">Fig. 1.11 Horizontal bar plot of the ten Aboriginal languages most often reported by Canadian residents as their mother tongue. There are no more serious issues with this visualization, but it could be refined further.</span><a class="headerlink" href="#barplot-mother-tongue-labs-axis" title="Permalink to this image">#</a></p>
 </figcaption>
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 </div><figcaption>
 <p><span class="caption-number">Fig. 1.12 Bar plot of the ten Aboriginal languages most often reported by Canadian residents as their mother tongue with bars reordered.</span><a class="headerlink" href="#barplot-mother-tongue-reorder" title="Permalink to this image">#</a></p>
 </figcaption>
@@ -2120,17 +2120,17 @@ <h3><span class="section-number">1.11.3. </span>Putting it all together<a class=
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 </div><figcaption>
 <p><span class="caption-number">Fig. 1.13 Bar plot of the ten Aboriginal languages most often reported by Canadian residents as their mother tongue</span><a class="headerlink" href="#final-plot" title="Permalink to this image">#</a></p>
 </figcaption>