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   <section class='intro_section' style='background-image: url(https://nyc3.digitaloceanspaces.com/megapixels/v1/datasets/pipa/assets/background.jpg)'><div class='inner'><div class='hero_desc'><span class='bgpad'><span class="dataset-name"> People in Photo Albums (PIPA)</span> is a dataset...</span></div><div class='hero_subdesc'><span class='bgpad'>[ add subdescrition ]
 </span></div></div></section><section><h2>People in Photo Albums</h2>
-</section><section><div class='meta'>
+</section><section><div class='right-sidebar'><div class='meta'>
     <div class='gray'>Published</div>
     <div>2015</div>
   </div><div class='meta'>
@@ -46,8 +46,58 @@
   </div><div class='meta'>
     <div class='gray'>Website</div>
     <div><a href='https://people.eecs.berkeley.edu/~nzhang/piper.html' target='_blank' rel='nofollow noopener'>berkeley.edu</a></div>
-  </div><p>[ PAGE UNDER DEVELOPMENT ]</p>
-<p>{% include 'dashboard.html' %}</p>
+  </div></div><p>[ PAGE UNDER DEVELOPMENT ]</p>
+</section><section>
+  <h3>Who used PIPA Dataset?</h3>
+
+  <p>
+    This bar chart presents a ranking of the top countries where dataset citations originated.  Mouse over individual columns to see yearly totals. These charts show at most the top 10 countries.
+  </p>
+ 
+ </section>
+
+<section class="applet_container">
+<!-- 	<div style="position: absolute;top: 0px;right: -55px;width: 180px;font-size: 14px;">Labeled Faces in the Wild Dataset<br><span class="numc" style="font-size: 11px;">20 citations</span>
+</div> -->
+ <div class="applet" data-payload="{&quot;command&quot;: &quot;chart&quot;}"></div>
+</section>
+
+<section class="applet_container">
+ <div class="applet" data-payload="{&quot;command&quot;: &quot;piechart&quot;}"></div>
+</section>
+
+<section>
+	
+	<h3>Biometric Trade Routes</h3>
+
+	<p>
+		To help understand how PIPA Dataset has been used around the world by commercial, military, and academic organizations; existing publicly available research citing People in Photo Albums Dataset was collected, verified, and geocoded to show the biometric trade routes of people appearing in the images. Click on the markers to reveal research projects at that location.
+	</p>
+ 
+ </section>
+
+<section class="applet_container fullwidth">
+ <div class="applet" data-payload="{&quot;command&quot;: &quot;map&quot;}"></div>
+</section>
+
+<div class="caption">
+	<ul class="map-legend">
+	<li class="edu">Academic</li>
+	<li class="com">Commercial</li>
+	<li class="gov">Military / Government</li>
+	</ul>
+	<div class="source">Citation data is collected using <a href="https://semanticscholar.org" target="_blank">SemanticScholar.org</a> then dataset usage verified and geolocated.</div >
+</div>
+
+
+<section class="applet_container">
+
+  <h3>Dataset Citations</h3>
+  <p>
+    The dataset citations used in the visualizations were collected from <a href="https://www.semanticscholar.org">Semantic Scholar</a>, a website which aggregates and indexes research papers.  Each citation was geocoded using names of institutions found in the PDF front matter, or as listed on other resources.  These papers have been manually verified to show that researchers downloaded and used the dataset to train or test machine learning algorithms.
+  </p>
+
+  <div class="applet" data-payload="{&quot;command&quot;: &quot;citations&quot;}"></div>
 </section>
 
   </div>