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 <h1 id="critique--models-of-good-data-visualization">Critique / Models of Good Data Visualization</h1>
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 <h2 id="this-week">This Week</h2>
 <ul>
 <li>Review common rules &amp; mistakes.</li>
@@ -24,7 +24,7 @@
 <li>Look at a lot of data viz examples.</li>
 </ul>
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 <h2 id="reminder-color">Reminder: Color</h2>
 <ul>
 <li>Appropriate &amp; consistent use of color for data type.</li>
@@ -33,7 +33,7 @@
 <li>Accessibility: contrast, color vision deficiency, legibility</li>
 </ul>
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 <h2 id="reminder-data--chart-integrity">Reminder: Data / Chart Integrity</h2>
 <ul>
 <li>Data variation, not design variation.</li>
@@ -43,7 +43,7 @@
 <li>Alignment/Proximity: make comparisons easy &amp; avoid misleading choices like changing axes between two otherwise identical graphs</li>
 </ul>
 </section>
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 <h2 id="what-to-look-for">What to Look For</h2>
 <p><strong>Expressiveness</strong>: Does every choice further the understanding of the data?</p>
 <ul>
@@ -60,7 +60,7 @@
 <li>Appropriate use of grouping/sorting.</li>
 </ul>
 </section>
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 <h2 id="critique">Critique</h2>
 <ul>
 <li>What is the purpose of critique?</li>
@@ -68,7 +68,7 @@
 <li>Taking Critique</li>
 </ul>
 </section>
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 <h2 id="purpose-of-critique">Purpose of Critique</h2>
 <p>You are the expert on your data source, and it can be challenging to look at things through the eyes of your audience.</p>
 <p>Also it is likely that you've stared at variations of the same chart for an hour or more, easily overlooking small flaws.</p>
@@ -80,7 +80,7 @@
 <li>Consider alternative solutions.</li>
 </ul>
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 <h2 id="giving-critique">Giving Critique</h2>
 <p><strong>Be specific.</strong> If your first impulse is &quot;I like it/I don't like it&quot; go deeper and connect with why. Does it violate principles? Does a color choice stress your eye?</p>
 <p><strong>Give your interpretation.</strong> What do you take away from the graphic as-is. Where is your eye drawn? Check your understanding against intention.</p>
@@ -93,24 +93,24 @@
 </ul>
 <p><strong>Be respectful.</strong> Be mindful of your tone and word choice.</p>
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 <h2 id="what-to-avoid-giving-critique">What to Avoid (Giving Critique)</h2>
 <p><strong>Comments on creator.</strong> &quot;You always...&quot;, &quot;What were you thinking?&quot;, etc.  <strong>Stay focused on the work.</strong></p>
 <p><strong>Bike-shedding.</strong> Suggesting <em>arbitrary</em> changes based on your preferences. &quot;If I made this, I'd have chosen green.&quot;</p>
 </section>
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 <h2 id="receiving-critique">Receiving Critique</h2>
 <p><strong>Listen without defensiveness.</strong> Do not interrupt initial feedback to defend/clarify your intentions, doing so will lead to missing important first impressions.</p>
 <p><strong>Separate yourself from the work.</strong> Remember the context you are doing this in, your peer is giving you their time to improve your work.</p>
 <p><strong>Ask clarifying questions.</strong> If you do not understand why their interpretation is what it is, ask! Take the opportunity to learn more about what a new viewer will see.</p>
 <p><strong>Look for patterns.</strong> Feedback may be unique or contradictory. Focus on trends in the feedback that point to common issues.</p>
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 <h2 id="what-to-avoid-when-receiving-critique">What to Avoid (When Receiving Critique)</h2>
 <p><strong>Convincing.</strong> If someone misunderstood your viz, others will too. There's nothing to be gained by convincing them they actually do understand it.</p>
 <p><strong>Assuming all feedback is correct.</strong> If you disagree with a piece of feedback, it is OK to thank the person for it and not incorporate that into your changes if you feel strongly it was off base. There's generally no need to debate them on the spot however.</p>
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 <h2 id="readings--sources">Readings &amp; Sources</h2>
 <ul>
 <li><a href="https://www.tableau.com/blog/critiquing-data-visualizations-channel-empathy-and-be-productive">Critiquing data visualizations: A discussion on channeling empathy and productivity</a></li>
-<li>TODO: <a href="https://policyviz.com/2020/07/19/critiquing-a-data-visualization-critique/">https://policyviz.com/2020/07/19/critiquing-a-data-visualization-critique/</a></li>
+<li><a href="https://policyviz.com/2020/07/19/critiquing-a-data-visualization-critique/">https://policyviz.com/2020/07/19/critiquing-a-data-visualization-critique/</a></li>
 </ul>
 </section>
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-</script></foreignObject></svg></div><div class="bespoke-marp-note" data-index="13" tabindex="0"><p>Crimean War via Livia, &lt;https://edstem.org/us/courses/68015/discussion/5428917&gt;</p></div><div class="bespoke-marp-note" data-index="14" tabindex="0"><p>1% of 1% via &lt;https://sunlightfoundation.com/2013/06/26/1pct_of_the_1pct_polarization/&gt;</p></div><div class="bespoke-marp-note" data-index="15" tabindex="0"><p>Chicago Racial Segregation via Miguel, &lt;https://edstem.org/us/courses/68015/discussion/5441644&gt;</p></div><div class="bespoke-marp-note" data-index="16" tabindex="0"><p>Grammys via Ruben, &lt;https://edstem.org/us/courses/68015/discussion/5452397&gt;</p></div><div class="bespoke-marp-note" data-index="17" tabindex="0"><p>DiCaprio via Amber</p></div><div class="bespoke-marp-note" data-index="18" tabindex="0"><p>Will's NC Seats via &lt;https://projects.fivethirtyeight.com/partisan-gerrymandering-north-carolina/&gt;</p></div><div class="bespoke-marp-note" data-index="19" tabindex="0"><p>KFC from Minh</p></div><div class="bespoke-marp-note" data-index="20" tabindex="0"><p>hungarian immigration from Dorka</p></div><div class="bespoke-marp-note" data-index="21" tabindex="0"><p>military from Tori</p></div><div class="bespoke-marp-note" data-index="22" tabindex="0"><p>inequality by Yi-Huai</p></div><div class="bespoke-marp-note" data-index="23" tabindex="0"><p>Fox from Andrew</p></div><div class="bespoke-marp-note" data-index="24" tabindex="0"><p>tribes in texas from Echo</p></div><script>/*!! License: https://unpkg.com/@marp-team/marp-cli@3.4.0/lib/bespoke.js.LICENSE.txt */
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+</script></foreignObject></svg></div><div class="bespoke-marp-note" data-index="13" tabindex="0"><p>Crimean War via Livia, &lt;https://edstem.org/us/courses/68015/discussion/5428917&gt;</p></div><div class="bespoke-marp-note" data-index="14" tabindex="0"><p>1% of 1% via &lt;https://sunlightfoundation.com/2013/06/26/1pct_of_the_1pct_polarization/&gt;</p></div><div class="bespoke-marp-note" data-index="15" tabindex="0"><p>Chicago Racial Segregation via Miguel, &lt;https://edstem.org/us/courses/68015/discussion/5441644&gt;</p></div><div class="bespoke-marp-note" data-index="16" tabindex="0"><p>Grammys via Ruben, &lt;https://edstem.org/us/courses/68015/discussion/5452397&gt;</p></div><div class="bespoke-marp-note" data-index="17" tabindex="0"><p>DiCaprio via Amber</p></div><div class="bespoke-marp-note" data-index="18" tabindex="0"><p>Will's NC Seats via &lt;https://projects.fivethirtyeight.com/partisan-gerrymandering-north-carolina/&gt;</p></div><div class="bespoke-marp-note" data-index="19" tabindex="0"><p>KFC from Minh</p></div><div class="bespoke-marp-note" data-index="20" tabindex="0"><p>hungarian immigration from Dorka</p></div><div class="bespoke-marp-note" data-index="21" tabindex="0"><p>military from Tori</p></div><div class="bespoke-marp-note" data-index="22" tabindex="0"><p>part 2 of military expenditure</p></div><div class="bespoke-marp-note" data-index="23" tabindex="0"><p>NZ</p></div><div class="bespoke-marp-note" data-index="24" tabindex="0"><p>gender</p></div><div class="bespoke-marp-note" data-index="25" tabindex="0"><p>ny radial</p></div><div class="bespoke-marp-note" data-index="26" tabindex="0"><p>tx radial</p></div><div class="bespoke-marp-note" data-index="27" tabindex="0"><p>iraq</p></div><div class="bespoke-marp-note" data-index="28" tabindex="0"><p>inequality by Yi-Huai</p></div><div class="bespoke-marp-note" data-index="29" tabindex="0"><p>Fox from Andrew</p></div><div class="bespoke-marp-note" data-index="30" tabindex="0"><p>tribes in texas from Echo</p></div><script>/*!! License: https://unpkg.com/@marp-team/marp-cli@3.4.0/lib/bespoke.js.LICENSE.txt */
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diff --git a/04.critique/slides.md b/04.critique/slides.md
index fdd39a6..bb14ef3 100644
--- a/04.critique/slides.md
+++ b/04.critique/slides.md
@@ -184,6 +184,36 @@ Extra eyes will help you identify what people are actually taking away from your
 
 ---
 
+![bg fit](military2.png)
+<!-- part 2 of military expenditure -->
+
+---
+
+![bg fit](nz.png)
+<!-- NZ -->
+
+---
+
+![bg fit](gender.png)
+<!-- gender -->
+
+---
+
+![bg fit](ny-radial.jpg)
+<!-- ny radial -->
+
+---
+
+![bg fit](tx-radial.jpg)
+<!-- tx radial -->
+
+---
+
+![bg fit](iraq.jpg)
+<!-- iraq -->
+
+---
+
 ![bg fit](inequality.jpg)
 <!-- inequality by Yi-Huai -->
 
@@ -201,7 +231,31 @@ Extra eyes will help you identify what people are actually taking away from your
 
 ---
 
+![bg fit](eye-colors.webp)
+
+<!-- eye color-->
+
+---
+
+![bg fit](dubois-slaves.jpg)
+
+<!-- DuBois slaves -->
+
+---
+
+![bg fit](dubois-hourglass.jpg)
+
+<!-- DuBois hourglass -->
+
+---
+
+![bg fit](github.png)
+
+<!-- github -->
+
+---
+
 ## Readings & Sources
 
 - [Critiquing data visualizations: A discussion on channeling empathy and productivity]( https://www.tableau.com/blog/critiquing-data-visualizations-channel-empathy-and-be-productive)
-- TODO: https://policyviz.com/2020/07/19/critiquing-a-data-visualization-critique/
+- <https://policyviz.com/2020/07/19/critiquing-a-data-visualization-critique/>
diff --git a/04.critique/tx-radial.jpg b/04.critique/tx-radial.jpg
new file mode 100644
index 0000000..0f97cd8
Binary files /dev/null and b/04.critique/tx-radial.jpg differ