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+++ b/site/content/pages/datasets/lfw/index.md
@@ -1,6 +1,6 @@
 ------------
 
-status: published
+status: draft
 title: Labeled Faces in The Wild
 desc: <span class="dataset-name">Labeled Faces in The Wild (LFW)</span> is the first facial recognition dataset created entirely from online photos
 subdesc: It includes 13,456 images of 4,432 people's images copied from the Internet during 2002-2004 and is the most frequently used dataset in the world for benchmarking face recognition algorithms.
@@ -14,25 +14,11 @@ authors: Adam Harvey
 ------------
 
 ### sidebar
-
-+ Created: 2002 &ndash; 2004
-+ Images: 13,233
-+ Identities: 5,749
-+ Origin: Yahoo! News Images
-+ Used by: Facebook, Google, Microsoft, Baidu, Tencent, SenseTime, Face++, CIA, NSA, IARPA
-+ Website: <a href="http://vis-www.cs.umass.edu/lfw">umass.edu</a>
-
-- There are about 3 men for every 1 woman in the LFW dataset[^lfw_www]
-- The person with the most images is [George W. Bush](http://vis-www.cs.umass.edu/lfw/person/George_W_Bush_comp.html) with 530
-- There are about 3 George W. Bush's for every 1 [Tony Blair](http://vis-www.cs.umass.edu/lfw/person/Tony_Blair.html)
-- The LFW dataset includes over 500 actors, 30 models, 10 presidents, 124 basketball players, 24 football players, 11 kings, 7 queens, and 1 [Moby](http://vis-www.cs.umass.edu/lfw/person/Moby.html)
-- In all 3 of the LFW publications [^lfw_original_paper], [^lfw_survey], [^lfw_tech_report] the words "ethics", "consent", and "privacy" appear 0 times
-- The word "future" appears 71 times
-- \* denotes partial funding for related research
+### end sidebar
 
 ## Labeled Faces in the Wild
 
-(PAGE UNDER DEVELOPMENT)
+[ PAGE UNDER DEVELOPMENT ]
 
 *Labeled Faces in The Wild* (LFW) is "a database of face photographs designed for studying the problem of unconstrained face recognition[^lfw_www]. It is used to evaluate and improve the performance of facial recognition algorithms in academic, commercial, and government research. According to BiometricUpdate.com[^lfw_pingan], LFW is "the most widely used evaluation set in the field of facial recognition, LFW attracts a few dozen teams from around the globe including Google, Facebook, Microsoft Research Asia, Baidu, Tencent, SenseTime, Face++ and Chinese University of Hong Kong." 
 
@@ -48,16 +34,10 @@ The *Names and Faces* dataset was the first face recognition dataset created ent
 
 The *Names and Faces* dataset was the first face recognition dataset created entire from online photos. However, *Names and Faces* and *LFW* are not the first face recognition dataset created entirely "in the wild". That title belongs to the [UCD dataset](/datasets/ucd_faces/). Images obtained "in the wild" means using an image without explicit consent or awareness from the subject or photographer. 
 
-{% include 'map.html' %}
-
-{% include 'chart.html' %}
-
-{% include 'piechart.html' %}
+{% include 'dashboard.html' %}
 
 {% include 'supplementary_header.html' %}
 
-{% include 'citations.html' %}
-
 
 ### Commercial Use
 
@@ -69,15 +49,6 @@ name_display, company_url, example_url, country, description
 ```
 
 
-Research, text, and graphics ©Adam Harvey / megapixels.cc
-
--------
-
-Ignore text below these lines
-
--------
-
-
 ### Research
 
 - "In our experiments, we used 10000 images and associated captions from the Faces in the wilddata set [3]."
@@ -98,6 +69,21 @@ Ignore text below these lines
 - The dataset includes 2 images of [George Tenet](http://vis-www.cs.umass.edu/lfw/person/George_Tenet.html), the former Director of Central Intelligence (DCI) for the Central Intelligence Agency whose facial biometrics were eventually used to help train facial recognition software in China and Russia
 - ./15/155205b8e288fd49bf203135871d66de879c8c04/paper.txt shows usage by DSTO Australia, supported parimal@iisc.ac.in
 
++ Created: 2002 &ndash; 2004
++ Images: 13,233
++ Identities: 5,749
++ Origin: Yahoo! News Images
++ Used by: Facebook, Google, Microsoft, Baidu, Tencent, SenseTime, Face++, CIA, NSA, IARPA
++ Website: <a href="http://vis-www.cs.umass.edu/lfw">umass.edu</a>
+
+- There are about 3 men for every 1 woman in the LFW dataset[^lfw_www]
+- The person with the most images is [George W. Bush](http://vis-www.cs.umass.edu/lfw/person/George_W_Bush_comp.html) with 530
+- There are about 3 George W. Bush's for every 1 [Tony Blair](http://vis-www.cs.umass.edu/lfw/person/Tony_Blair.html)
+- The LFW dataset includes over 500 actors, 30 models, 10 presidents, 124 basketball players, 24 football players, 11 kings, 7 queens, and 1 [Moby](http://vis-www.cs.umass.edu/lfw/person/Moby.html)
+- In all 3 of the LFW publications [^lfw_original_paper], [^lfw_survey], [^lfw_tech_report] the words "ethics", "consent", and "privacy" appear 0 times
+- The word "future" appears 71 times
+- \* denotes partial funding for related research
+
 ### Footnotes
 
 [^lfw_www]: <http://vis-www.cs.umass.edu/lfw/results.html>