diff --git a/slides/talks/2017-5-Tour-Mimir/graphics.bak/db.svg b/slides/talks/2017-5-Tour-Mimir/graphics/db.svg
similarity index 100%
rename from slides/talks/2017-5-Tour-Mimir/graphics.bak/db.svg
rename to slides/talks/2017-5-Tour-Mimir/graphics/db.svg
diff --git a/slides/talks/2017-5-Tour-Mimir/graphics.bak/jean-victor-balin-icon-table.svg b/slides/talks/2017-5-Tour-Mimir/graphics/jean-victor-balin-icon-table.svg
similarity index 100%
rename from slides/talks/2017-5-Tour-Mimir/graphics.bak/jean-victor-balin-icon-table.svg
rename to slides/talks/2017-5-Tour-Mimir/graphics/jean-victor-balin-icon-table.svg
diff --git a/slides/talks/2017-5-Tour-Mimir/index.html b/slides/talks/2017-5-Tour-Mimir/index.html
index 54c6006b..03988306 100644
--- a/slides/talks/2017-5-Tour-Mimir/index.html
+++ b/slides/talks/2017-5-Tour-Mimir/index.html
@@ -246,28 +246,28 @@
 				<section>
 					<h2>CSV Import</h2>
 					<h4>Run a <code>SELECT</code> on a raw CSV File</h4>
-					<ul class="fragment">
+					<ul>
 						<li>File may not have column headers</li>
 						<li>CSV does not provide "types"</li>
 						<li>Lines may be missing fields</li>
 						<li>Fields may be mistyped (typo, missing comma)</li>
 						<li>Comment text can be inlined into the file</li>
 					</ul>
-					<p class="fragment">
-						<b>State of the art</b>: External Table Defn <span class="fragment">+ "Manually" edit CSV</span>
+					<p>
+						<b>State of the art</b>: External Table Defn <span>+ "Manually" edit CSV</span>
 					</p>
 				</section>
 
 				<section>
 					<h2>Merge Two Datasets</h2>
 					<h4><code>UNION</code> two data sources</h4>
-					<ul class="fragment">
+					<ul>
 						<li>Schema matching</li>
 						<li>Deduplication</li>
 						<li>Format alignment (GIS coordinates, $ vs €)
 						<li>Precision alignment (State vs County)</li>
 					</ul>
-					<p class="fragment">
+					<p>
 						<b>State of the art</b>: Manually map schema
 					</p>
 				</section>
@@ -275,19 +275,17 @@
 				<section>
 					<h2>JSON Shredding</h2>
 					<h4>Run a <code>SELECT</code> on JSON or a Doc Store</h4>
-					<ul class="fragment">
+					<ul>
 						<li>Separating fields and record sets:<br/>(e.g., <code>{ A: "Bob", B: "Alice" }</code>)</li>
 						<li>Missing fields (Records with no 'address')</li>
 						<li>Type alignment (Records with 'address' as an array)</li>
 						<li>Schema matching$^2$</li>
 					</ul>
-					<p class="fragment">
+					<p>
 						<b>State of the art</b>: DataGuide, Wrangler, etc...
 					</p>
 				</section>
-			</section>
 
-			<section>
 				<section>
 					<h2>Data Cleaning is Hard!</h2>
 				</section>
@@ -300,21 +298,14 @@
 
 					<p>Alice spends weeks cleaning her data before using it.</p>
 				</section>
-
-				<section>
-					<h3>Newer State of the Art</h3>
-					<img src="graphics/iu.jpeg" height=500 />
-					<attribution>(azure.microsoft.com)</attribution>
-				</section>
-
-				<section>
-					<img src="graphics/data-lake-to-data-swamp.jpg" height=500 />
-					<attribution>(timoelliott.com)</attribution>
-				</section>
 			</section>
 
 			<section>
 
+				<section>
+					<h2>The database is in the way</h2>
+				</section>
+
 				<section>
 					<h3>
 						In the name of Codd,<br/><span class="fragment grow highlight-current-blue">thou shalt not give the user a wrong answer.</span>
@@ -327,6 +318,7 @@
 						What would it take for that to be ok?
 					</h4>
 				</section>
+
 				<section>
 					<h2>Industry says...</h2>
 				</section>
@@ -396,7 +388,7 @@
 				</section>
 
 				<section>
-					<h2>What if a database did the same?</h2>
+					<h3>What if a database did the same?</h3>
 					<h4 class="fragment">(they can)</h4>
 				</section>
 				
@@ -404,12 +396,145 @@
 
 			<section>
 				<h3>On representing incomplete information in a relational data base</h3>
-				<h4>T. Imielinski &amp; W. Lipski Jr.<span style="margin-left: 40px">(<i>VLDB <span class="fragment grow highlight-current-red">1981</span></i>)</span></h4>
-				<p class="fragment">
-					Incomplete and Probabilistic
+				<h4>T. Imielinski &amp; W. Lipski Jr.<span style="margin-left: 40px">(<i>VLDB <span class="fragment highlight-current-red" data-fragment-index="1">1981</span></i>)</span></h4>
+				<p class="fragment" data-fragment-index="1" style="margin-top: 60px">
+					Incomplete and Probabilistic Databases<br/>have existed since the 1980s
 				</p>
 			</section>
 
+			<section>
+				<svg width="800" height="500">
+					<g transform="translate(150,0)">
+						<image 
+							xlink:href="graphics/db.svg" 
+							width="93" height="103"
+							x="0" y="10"
+						/>
+						<image 
+							xlink:href="graphics/db.svg" 
+							width="93" height="103"
+							x="0" y="130"
+						/>
+						<image 
+							xlink:href="graphics/db.svg" 
+							width="93" height="103"
+							x="0" y="250"
+						/>
+						<image 
+							xlink:href="graphics/db.svg" 
+							width="93" height="103"
+							x="0" y="370"
+						/>
+					</g>
+					<g 
+						transform="translate(250, 0)" 
+						class="fragment"
+						style="
+							fill: rgba(200, 50, 50, 0);
+							stroke-width: 4; 
+							stroke: rgba(200, 200, 200, 1);
+					">
+						<polyline 
+							points="0,60 220,60 200,50 220,60 200,70 220,60 0,60" 
+							transform="translate(0,0)"
+						/>
+						<polyline 
+							points="0,60 220,60 200,50 220,60 200,70 220,60 0,60" 
+							transform="translate(0,120)"
+						/>
+						<polyline 
+							points="0,60 220,60 200,50 220,60 200,70 220,60 0,60" 
+							transform="translate(0,240)"
+						/>
+						<polyline 
+							points="0,60 220,60 200,50 220,60 200,70 220,60 0,60" 
+							transform="translate(0,360)"
+						/>
+						<text x="60" y="50">Q(D)</text>
+						<text x="60" y="170">Q(D)</text>
+						<text x="60" y="290">Q(D)</text>
+						<text x="60" y="410">Q(D)</text>
+						<image 
+							xlink:href="graphics/jean-victor-balin-icon-table.svg" 
+							width="96" height="96"
+							x="230" y="15"
+						/>
+						<image 
+							xlink:href="graphics/jean-victor-balin-icon-table.svg" 
+							width="96" height="96"
+							x="230" y="135"
+						/>
+						<image 
+							xlink:href="graphics/jean-victor-balin-icon-table.svg" 
+							width="96" height="96"
+							x="230" y="255"
+						/>
+						<image 
+							xlink:href="graphics/jean-victor-balin-icon-table.svg" 
+							width="96" height="96"
+							x="230" y="375"
+						/>
+					</g>
+					<g
+						transform="translate(0, 0)" 
+						class="fragment"
+						style="
+							fill: rgba(200, 50, 50, 0);
+							stroke-width: 4; 
+							stroke: rgba(200, 200, 200, 1);
+					">
+						<polyline 
+							points="20,60 140,60 120,50 140,60 120,70 140,60" 
+							transform="translate(0,200) rotate(-60)"
+						/>
+						<polyline 
+							points="70,60 140,60 120,50 140,60 120,70 140,60" 
+							transform="translate(-15,200) rotate(-20)"
+						/>
+						<polyline 
+							points="70,60 140,60 120,50 140,60 120,70 140,60" 
+							transform="translate(25,170) rotate(20)"
+						/>
+						<polyline 
+							points="20,60 140,60 120,50 140,60 120,70 140,60" 
+							transform="translate(102,220) rotate(60)"
+						/>
+						<text x="40" y="250">?</text>
+					</g>
+					<g
+						transform="translate(540, 0)" 
+						class="fragment"
+						style="
+							fill: rgba(200, 50, 50, 0);
+							stroke-width: 4; 
+							stroke: rgba(200, 200, 200, 1);
+					">
+						<polyline 
+							points="20,60 140,60 120,50 140,60 120,70 140,60" 
+							transform="translate(102,30) rotate(60)"
+						/>
+						<polyline 
+							points="70,60 140,60 120,50 140,60 120,70 140,60" 
+							transform="translate(0,120) rotate(20)"
+						/>
+						<polyline 
+							points="70,60 140,60 120,50 140,60 120,70 140,60" 
+							transform="translate(-40,240) rotate(-20)"
+						/>
+						<polyline 
+							points="20,60 140,60 120,50 140,60 120,70 140,60" 
+							transform="translate(0,390) rotate(-60)"
+						/>
+						<image
+							xlink:href="graphics/dagobert83-female-user-icon-800px.png"
+							width="100" height="100"
+							x="110" y="180"
+						/>
+						<text x="180" y="190">?</text>
+					</g>
+
+				</svg>
+			</section>
 
 		</div></div>
 
diff --git a/src/news/2017-09-24-ODInLabAtCSE50.md b/src/news/2017-09-24-ODInLabAtCSE50.md
index a53434fe..2ae59896 100644
--- a/src/news/2017-09-24-ODInLabAtCSE50.md
+++ b/src/news/2017-09-24-ODInLabAtCSE50.md
@@ -12,7 +12,7 @@ UB-CSE is celebrating [50 years of Computer Science and Engineering](http://cse.
 The ODIn Lab will be showing up in force at the [CSE50 Undergraduate and Gradeuate conferences](https://engineering.buffalo.edu/computer-science-engineering/news-events/cse50.program.html).  
 
 * Lisa and Olivia will demo Mimir at the Undergraduate Event during the Welcome Reception on Thursday.
-* Poonam, Will, Aaron, and Lisa will present on <a href="/papers/2017/CSE50/mimir.pdf">Mimir</a> at the Graduate Poster Session on Saturday.
+* Poonam, Will, Aaron, Shivang, and Lisa will present on <a href="/papers/2017/CSE50/mimir.pdf">Mimir</a> at the Graduate Poster Session on Saturday.
 * Saurav and Darshana will present on <a href="/papers/2017/CSE50/jitds.pdf">JITDs</a> at the Graduate Poster Session on Saturday.
 * Duc, Ting, and Gokhan will present on <a href="/papers/2017/CSE50/insiderthreats.pdf">The Insider Threats project</a> at the Graduate Poster Session on Saturday.
 * Gourab, Gokhan, and Carl will present on <a href="papers/2017/CSE50/pocketdata.pgf">The PocketData project</a> at the Graduate Poster Session on Saturday.