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diff --git a/slides/talks/2019-1-VizierPitch/2.1.Spreadsheets.png b/slides/talks/2019-1-VizierPitch/2.1.Spreadsheets.png
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diff --git a/slides/talks/2018-9-VizierPitch/Data_Cycle.bak.svg b/slides/talks/2019-1-VizierPitch/Data_Cycle.bak.svg
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diff --git a/slides/talks/2019-1-VizierPitch/ErrorWarnings.png b/slides/talks/2019-1-VizierPitch/ErrorWarnings.png
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index 00000000..915dca2a
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diff --git a/slides/talks/2018-9-VizierPitch/TheresaKnott-worldlabel-ladyface.svg b/slides/talks/2019-1-VizierPitch/TheresaKnott-worldlabel-ladyface.svg
similarity index 100%
rename from slides/talks/2018-9-VizierPitch/TheresaKnott-worldlabel-ladyface.svg
rename to slides/talks/2019-1-VizierPitch/TheresaKnott-worldlabel-ladyface.svg
diff --git a/slides/talks/2018-9-VizierPitch/index.html b/slides/talks/2019-1-VizierPitch/index.html
similarity index 77%
rename from slides/talks/2018-9-VizierPitch/index.html
rename to slides/talks/2019-1-VizierPitch/index.html
index 15843448..ccbcddce 100644
--- a/slides/talks/2018-9-VizierPitch/index.html
+++ b/slides/talks/2019-1-VizierPitch/index.html
@@ -26,8 +26,8 @@
 		<div class="reveal"><div class="slides">
 			
       <section>
-        <img src="vizier.svg" width="400px"/>
-        <h3>Beyond ETL</h3>
+        <img src="vizier.svg" width="300px"/>
+        <h3>Sustainable Data On-boarding</h3>
       </section>
 
       <section>
@@ -51,6 +51,19 @@
         </section>
       </section>
 
+      <section>
+        <section>
+          <h3>NYS Open Data Portal</h3>
+        </section>
+        <section>
+          <img src="malefemale_before.png"/>
+          <attribution>NYS Open Data Portal: Causes of Death in NYC 2008-2014</attribution>
+        </section>
+        <section>
+          <img src="malefemale_after.png"/>
+          <attribution>NYS Open Data Portal: Causes of Death in NYC 2008-<b style="font-size: 120%;">2016</b></attribution>
+        </section>
+      </section>
       <section>
         <section>
           <div style="display: inline-block; vertical-align: middle;">
@@ -64,26 +77,52 @@
             <ul>
               <li style="margin-top: 10px;" class="fragment highlight-grey" data-fragment-index="1">Explore</li>
               <li style="margin-top: 10px;">Validate</li>
-              <li style="margin-top: 10px;" class="fragment highlight-grey" data-fragment-index="1">Curate</li>
+              <li style="margin-top: 10px;">Curate</li>
               <li style="margin-top: 10px;" class="fragment highlight-grey" data-fragment-index="1">Audit</li>
               <li style="margin-top: 10px;" class="fragment highlight-grey" data-fragment-index="1">Reuse</li>
             </ul>
           </div>
         </section> 
 
+        <section>
+          <h3>Vizier Tracks Data Bugs</h3>
+          <ul>
+            <li style="margin-top: 10px;">Recoverable Errors</li>
+            <li style="margin-top: 10px;">Automatic Data Warnings</li>
+            <li style="margin-top: 10px;">User-Provided Unit Tests</li>
+          </ul>
+        </section>
+
         <section>
           <img src="4.2.ErrorList.png" height="400px"/>
         </section>
 
         <section>
-          <h3>The Vizier Error Log</h3>
-          <ul>
-            <li style="margin-top: 10px;" class="fragment">Recoverable Errors</li>
-            <li style="margin-top: 10px;" class="fragment">Automatic Data Warnings</li>
-            <li style="margin-top: 10px;" class="fragment">User-Provided Unit Tests</li>
+          <h3>Error Alerts in the Data</h3>
+          <img src="ErrorWarnings.png">
+        </section>
+      </section>
+
+      <section>
+        <section>
+          <h3>Fixing Errors</h3>
+          <ul class="fragment">
+            <li>Python</li>
+            <li>SQL</li>
+            <li>Scala</li>
+            <li class="fragment">Automatic Suggestions</li>
+            <li class="fragment">Spreadsheets</li>
           </ul>
         </section>
 
+        <section>
+          <h3>Spreadsheet View</h3>
+          <h4>Easily Fix One-Off Errors</h4>
+          <img src="2.1.Spreadsheets.png"/>
+
+          <p class="fragment">Edits are tracked and versioned to make auditing and debugging easy</p>
+        </section>
+
       </section>
 
       <section>
@@ -127,7 +166,7 @@
 		<script src="../../reveal.js-3.7.0/js/reveal.js"></script>
 
 		<script>
-      var debug = true
+      var debug = false
 
 			// More info about config & dependencies:
 			// - https://github.com/hakimel/reveal.js#configuration
diff --git a/slides/talks/2019-1-VizierPitch/malefemale_after.png b/slides/talks/2019-1-VizierPitch/malefemale_after.png
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diff --git a/slides/talks/2018-9-VizierPitch/vizier.svg b/slides/talks/2019-1-VizierPitch/vizier.svg
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