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+++ b/static/slides/talks/2016-2-Vertica-Mimir/index.html
@@ -209,7 +209,7 @@
 
 				<section>
 					<h3>Newer State of the Art</h3>
-					<img src="graphics/azure-data-lake.png" height=500 />
+					<img src="graphics/iu.jpeg" height=500 />
 					<attribution>(azure.microsoft.com)</attribution>
 				</section>
 
@@ -393,10 +393,6 @@
 						<div style="font-size: 2em">⬍</div>
 						<p>"I guessed 'Computer' for 'Department' on Row '3'"</p>
 					</div>
-					<p class="fragment"><b>
-						(Generalized) C-Tables are a form of lineage.
-					</b></p>
-
 				</section>
 
 				<section>
@@ -675,8 +671,8 @@
      USING DOMAIN_REPAIR(DEPARTMENT NOT NULL);
 					</code></pre>
 
-					<div>
-						<h4>The Query</h4>
+					<div class="fragment">
+						<p>is (almost) the same as the query...</p>
 						<pre><code>
   CREATE VIEW PRODUCTS 
      AS SELECT ID, NAME, ...,
@@ -697,6 +693,31 @@
 						</table>
 					</small>
 				</section>
+				<section>
+					<pre><code>
+  CREATE LENS PRODUCTS 
+     AS SELECT * FROM PRODUCTS_RAW
+     USING DOMAIN_REPAIR(DEPARTMENT NOT NULL);
+					</code></pre>
+
+					<div>
+						<p>Behind the scenes, a lens also creates a model...</p>
+						<pre class="fragment"><code>
+                      SELECT * FROM PRODUCTS_RAW;
+						</code></pre>
+					</div>
+					<div class="fragment">
+						<div style="font-size: 1em; vertical-align: middle;">↓</div>
+						<div>
+							<img src="graphics/weka.png" />
+						</div>
+					</div>
+					<div class="fragment">
+						<div style="font-size: 1em; vertical-align: middle;">↓</div>
+						<div><p>An estimator for <small style="vertical-align: baseline;">$PRODUCTS.DEPARTMENT_{ROWID}$</small><p></div>
+					</div>
+
+				</section>
 			</section>
 
 			<section>
@@ -818,7 +839,6 @@
 						</ul></li>
 						<li class="fragment">Generalized PC-Tables <small>[Kennedy, Koch 2009]</small></li>
 					</ul>
-
 				</section>
 
 				<section>
@@ -847,62 +867,6 @@
 					</ul>
 
 				</section>
-
-				<section>
-					<pre><code>
-  CREATE LENS PRODUCTS 
-     AS SELECT * FROM PRODUCTS_RAW
-     USING DOMAIN_REPAIR(DEPARTMENT NOT NULL);
-					</code></pre>
-
-					<div>
-						<h4>The Query</h4>
-						<pre><code>
-  CREATE VIEW PRODUCTS 
-     AS SELECT ID, NAME, ...,
-          CASE WHEN DEPARTMENT IS NOT NULL THEN DEPARTMENT
-               ELSE VAR('PRODUCTS.DEPARTMENT', ROWID)
-          END AS DEPARTMENT
-     FROM PRODUCTS_RAW;
-						</code></pre>
-					</div>
-
-					<small class="fragment">
-						<table>
-							<tr><th>ID</th><th>Name</th><th>...</th><th>Department</th></tr>
-							<tr><td>123</td><td>Apple 6s, White</td><td>...</td><td>Phone</td></tr>
-							<tr><td>34234</td><td>Dell, Intel 4 core</td><td>...</td><td>Computer</td></tr>
-							<tr><td>34235</td><td>HP, AMD 2 core</td><td>...</td><td class="fragment">$Prod.Dept_3$</td></tr>
-							<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>
-						</table>
-					</small>
-				</section>
-
-				<section>
-					<pre><code>
-  CREATE LENS PRODUCTS 
-     AS SELECT * FROM PRODUCTS_RAW
-     USING DOMAIN_REPAIR(DEPARTMENT NOT NULL);
-					</code></pre>
-
-					<div>
-						<h4>The Model</h4>
-						<pre><code>
-                      SELECT * FROM PRODUCTS_RAW;
-						</code></pre>
-					</div>
-					<div class="fragment">
-						<div style="font-size: 1em; vertical-align: middle;">↓</div>
-						<div>
-							<img src="graphics/weka.png" />
-						</div>
-					</div>
-					<div class="fragment">
-						<div style="font-size: 1em; vertical-align: middle;">↓</div>
-						<div><p>An estimator for <small style="vertical-align: baseline;">$PRODUCTS.DEPARTMENT_{ROWID}$</small><p></div>
-					</div>
-
-				</section>
 			</section>
 
 			<section>