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diff --git a/slides/talks/2017-2-DBSem-LightningTalks/index.html b/slides/talks/2017-2-DBSem-LightningTalks/index.html
index 2e89d9d2..f7f87567 100644
--- a/slides/talks/2017-2-DBSem-LightningTalks/index.html
+++ b/slides/talks/2017-2-DBSem-LightningTalks/index.html
@@ -83,6 +83,7 @@
 			</section>
 			<section>
 				<img src="graphics/truthspectrum.png" height="400px" />				
+				<attribution><a href="http://things-that-matter.net/2014/08/20/is-jay-z-really-part-of-the-illuminati-and-should-we-even-care/">The vast and varied spectrum of truth</a></attribution>
 			</section>
 		</section>
 
@@ -92,9 +93,6 @@
 				<p class="fragment">People <b><i>trust</i></b> data they get from a database.</p>
 				<p class="fragment">(and that's a problem)</p>
 			</section>
-			<section>
-				<img src="graphics/criminal.jpg" height="400px" />
-			</section>
 			<section>
 				<img src="graphics/credit.png" height="400px" />
 			</section>
@@ -104,6 +102,9 @@
 			<section>
 				<img src="graphics/terror.png" height="400px" />
 			</section>
+			<section>
+				<img src="graphics/criminal.jpg" height="400px" />
+			</section>
 		</section>
 
 		<section>
@@ -114,18 +115,26 @@
 			<section>
 				<h3>Better UIs</h3>
 				<img src="http://share.xthemage.net/Clip-Art/Uncertainty/maybe-screen.png" height="500px" />
+				<p class="fragment">Add a "Maybe"</p>
+				<attribution>iOS Phone App</attribution>
 			</section>
 			<section>
 				<h3>Better UIs</h3>
 				<img src="http://share.xthemage.net/Clip-Art/Uncertainty/Calendar_Explain.png" height="500px" />
+				<p class="fragment">Give the user info and control</p>
+				<attribution>OSX iCal</attribution>
 			</section>
 			<section>
 				<h3>Better UIs</h3>
-				<img src="http://share.xthemage.net/Clip-Art/Uncertainty/GitHub-CSV.png" height="500px" />
+				<img src="http://share.xthemage.net/Clip-Art/Uncertainty/GitHub-CSV.png" height="300px" />
+				<p class="fragment">Help the user fix it</p>
+				<attribution>GitHub CSV Viewer</attribution>
 			</section>
 			<section>
 				<h3>Better UIs</h3>
-				<img src="http://share.xthemage.net/Clip-Art/Uncertainty/Bing%20Translate.png" height="500px" />
+				<img src="http://share.xthemage.net/Clip-Art/Uncertainty/Bing%20Translate.png" height="400px" />
+				<p class="fragment">Give the user context</p>
+				<attribution>Bing Translate</attribution>
 			</section>
 		</section>
 
@@ -133,10 +142,13 @@
 			<section>
 			  <h3>Quality-Conscious System Design</h3>
 			  <img src="graphics/kraska-interesting.png" height="400px" />
+				<attribution>Tim Kraska / VizDom</attribution>
 		  </section>
 			<section>
 			  <h3>Quality-Conscious System Design</h3>
 			  <img src="graphics/kraska-warning.png" height="400px" />
+				<p class="fragment">Build quality-conscious systems</p>
+				<attribution>Tim Kraska / VizDom</attribution>
 		  </section>
 		</section>
 
@@ -144,24 +156,34 @@
 			<section>
 			  <h3>Personal Statisticians</h3>
 			  <img src="graphics/kraska-aware.png" height="400px" />
-			  <p>(Avoid p-hacking)</p>
+			  <p class="fragment">Help users avoid p-hacking</p>
+				<attribution>Tim Kraska / VizDom</attribution>
 		  </section>
 			<section>
 				<h3>Personal Statisticians</h3>
 				<img src="graphics/stoyanovich-deniability.png" height="400px" />
-			  <p>(Avoid unintentional bias)</p>
+			  <p class="fragment">Help users avoid unintentional bias</p>
+				<attribution>Julia Stoyanovich / Data, Responsibly</attribution>
 			</section>
 		</section>
 
 		<section>
+			<section>
+				<h3>Transparency</h3>
+				<img src="graphics/mimir-ui.png" height="400px" />
+			  <p class="fragment">Help users understand why systems do things</p>
+				<attribution>Mimir</attribution>
+			</section>
 			<section>
 				<h3>Transparency</h3>
 				<img src="graphics/stoyanovich-adfisher.png" height="400px" />
+			  <p class="fragment">Harvest more data if necessary</p>
+				<attribution>Julia Stoyanovich / Data, Responsibly</attribution>
 			</section>
 		</section>
 
 		<section>
-			<h3>Design Databases for the Post-Truth Era</h3>
+			<h3>Designing Databases for the Post-Truth Era</h3>
 			<ul style="font-size: smaller;">
 				<li class="fragment"><a href="http://mimirdb.info/">Mimir (http://mimirdb.info)</a></li>
 				<li class="fragment"><a href="https://www.cs.drexel.edu/dbgroup/">Data, Responsibly (https://www.cs.drexel.edu/dbgroup/)</a></li>