6 files changed, 26 insertions, 15 deletions
diff --git a/site/content/pages/datasets/50_people_one_question/index.md b/site/content/pages/datasets/50_people_one_question/index.md
index e7dec0aa..2276e386 100644
--- a/site/content/pages/datasets/50_people_one_question/index.md
+++ b/site/content/pages/datasets/50_people_one_question/index.md
@@ -1,6 +1,6 @@
 ------------
 
-status: published
+status: draft
 title: 50 People One Question
 desc: <span style="color:#ffaa00">People One Question</span> is a dataset of people from an online video series on YouTube and Vimeo used for building facial recogntion algorithms
 subdesc: People One Question dataset includes ...
@@ -23,9 +23,11 @@ authors: Adam Harvey
 
 ## 50 People 1 Question
 
- At vero eos et accusamus et iusto odio dignissimos ducimus, qui blanditiis praesentium voluptatum deleniti atque corrupti, quos dolores et quas molestias excepturi sint, obcaecati cupiditate non-provident, similique sunt in culpa, qui officia deserunt mollitia animi, id est laborum et dolorum fuga. Et harum quidem rerum facilis est et expedita distinctio. 
+(PAGE UNDER DEVELOPMENT)
 
- Nam libero tempore, cum soluta nobis est eligendi optio, cumque nihil impedit, quo minus id, quod maxime placeat, facere possimus, omnis voluptas assumenda est, omnis dolor repellendus. Temporibus autem quibusdam et aut officiis debitis aut rerum necessitatibus saepe eveniet, ut et voluptates repudiandae sint et molestiae non-recusandae. Itaque earum rerum hic tenetur a sapiente delectus, ut aut reiciendis voluptatibus maiores alias consequatur aut perferendis doloribus asperiores repellat
+At vero eos et accusamus et iusto odio dignissimos ducimus, qui blanditiis praesentium voluptatum deleniti atque corrupti, quos dolores et quas molestias excepturi sint, obcaecati cupiditate non-provident, similique sunt in culpa, qui officia deserunt mollitia animi, id est laborum et dolorum fuga. Et harum quidem rerum facilis est et expedita distinctio. 
+
+Nam libero tempore, cum soluta nobis est eligendi optio, cumque nihil impedit, quo minus id, quod maxime placeat, facere possimus, omnis voluptas assumenda est, omnis dolor repellendus. Temporibus autem quibusdam et aut officiis debitis aut rerum necessitatibus saepe eveniet, ut et voluptates repudiandae sint et molestiae non-recusandae. Itaque earum rerum hic tenetur a sapiente delectus, ut aut reiciendis voluptatibus maiores alias consequatur aut perferendis doloribus asperiores repellat
 
 {% include 'map.html' %}
 
diff --git a/site/content/pages/datasets/brainwash/index.md b/site/content/pages/datasets/brainwash/index.md
index 64f7e57d..a01f5bf4 100644
--- a/site/content/pages/datasets/brainwash/index.md
+++ b/site/content/pages/datasets/brainwash/index.md
@@ -2,8 +2,8 @@
 
 status: published
 title: Brainwash
-desc: Brainwash is a dataset of people from webcams the Brainwash Cafe in San Francisco being used to train face detection algorithms
-subdesc: Brainwash dataset includes 11,918 images of "everyday life of a busy downtown cafe"
+desc: Brainwash is a dataset of webcam images from the Brainwash Cafe in San Francisco
+subdesc: The Brainwash dataset includes 11,918 images of "everyday life of a busy downtown cafe" and is used for training head detection algorithms
 slug: brainwash
 cssclass: dataset
 color: #ffaa00
@@ -33,6 +33,8 @@ authors: Adam Harvey
 
 ## Brainwash Dataset
 
+(PAGE UNDER DEVELOPMENT)
+
 *Brainwash* is a face detection dataset created from the Brainwash Cafe's livecam footage including 11,918 images of "everyday life of a busy downtown cafe[^readme]". The images are used to develop face detection algorithms for the "challenging task of detecting people in crowded scenes" and tracking them.
 
 Before closing in 2017, Brainwash Cafe was a "cafe and laundromat" located in San Francisco's SoMA district. The cafe published a publicy available livestream from the cafe with a view of the cash register, performance stage, and seating area.
diff --git a/site/content/pages/datasets/celeba/index.md b/site/content/pages/datasets/celeba/index.md
index 19b0291d..a2669cf6 100644
--- a/site/content/pages/datasets/celeba/index.md
+++ b/site/content/pages/datasets/celeba/index.md
@@ -1,6 +1,6 @@
 ------------
 
-status: published
+status: draft
 title: CelebA
 desc: <span style="color:#ffaa00">CelebA</span> is a dataset of people...
 subdesc: CelebA includes...
@@ -23,6 +23,8 @@ authors: Adam Harvey
 
 ## CelebA
 
+(PAGE UNDER DEVELOPMENT)
+
 At vero eos et accusamus et iusto odio dignissimos ducimus, qui blanditiis praesentium voluptatum deleniti atque corrupti, quos dolores et quas molestias excepturi sint, obcaecati cupiditate non-provident, similique sunt in culpa, qui officia deserunt mollitia animi, id est laborum et dolorum fuga. Et harum quidem rerum facilis est et expedita distinctio. 
 
 Nam libero tempore, cum soluta nobis est eligendi optio, cumque nihil impedit, quo minus id, quod maxime placeat, facere possimus, omnis voluptas assumenda est, omnis dolor repellendus. Temporibus autem quibusdam et aut officiis debitis aut rerum necessitatibus saepe eveniet, ut et voluptates repudiandae sint et molestiae non-recusandae. Itaque earum rerum hic tenetur a sapiente delectus, ut aut reiciendis voluptatibus maiores alias consequatur aut perferendis doloribus asperiores repellat
diff --git a/site/content/pages/datasets/cofw/index.md b/site/content/pages/datasets/cofw/index.md
index 3b1cdb2b..d017f405 100644
--- a/site/content/pages/datasets/cofw/index.md
+++ b/site/content/pages/datasets/cofw/index.md
@@ -1,6 +1,6 @@
 ------------
 
-status: published
+status: draft
 title: Caltech Occluded Faces in The Wild
 desc: COFW: Caltech Occluded Faces in The Wild
 slug: cofw
@@ -10,7 +10,8 @@ authors: Adam Harvey
 
 ------------
 
-# Caltech Occluded Faces in The Wild
+
+### sidebar
 
 + Years: 1993-1996
 + Images: 14,126
@@ -19,9 +20,9 @@ authors: Adam Harvey
 + Funded by: ODNI, IARPA, Microsoft
 
 
-<!--header-->
+## Caltech Occluded Faces in the Wild
 
-![](assets/cofw_index.gif)
+(PAGE UNDER DEVELOPMENT)
 
 COFW is "is designed to benchmark face landmark algorithms in realistic conditions, which include heavy occlusions and large shape variations" [Robust face landmark estimation under occlusion].
 
diff --git a/site/content/pages/datasets/lfw/index.md b/site/content/pages/datasets/lfw/index.md
index cb326f0b..b803efc5 100644
--- a/site/content/pages/datasets/lfw/index.md
+++ b/site/content/pages/datasets/lfw/index.md
@@ -2,8 +2,8 @@
 
 status: published
 title: Labeled Faces in The Wild
-desc: Labeled Faces in The Wild (LFW) is a database of face photographs designed for studying the problem of unconstrained face recognition.
-subdesc: It includes 13,456 images of 4,432 people's images copied from the Internet during 2002-2004.
+desc: Labeled Faces in The Wild (LFW) 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.
 image: assets/background.jpg
 slug: lfw
 year: 2007
@@ -33,6 +33,8 @@ authors: Adam Harvey
 
 ## Labeled Faces in the Wild
 
+(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." 
 
 The LFW dataset includes 13,233 images of 5,749 people that were collected between 2002-2004. LFW is a subset of *Names of Faces* and is part of the first facial recognition training dataset created entirely from images appearing on the Internet. The people appearing in LFW are...
diff --git a/site/content/pages/datasets/mars/index.md b/site/content/pages/datasets/mars/index.md
index 19f9ced4..864dbe5b 100644
--- a/site/content/pages/datasets/mars/index.md
+++ b/site/content/pages/datasets/mars/index.md
@@ -2,8 +2,8 @@
 
 status: published
 title: MARS
-desc: <span style="color:#ffaa00">MARS</span> is a dataset of people...
-subdesc: MARS includes...
+desc: The <span style="color:#99ccee">Motion Analysis and Re-identification Set (MARS)</span> is a dataset is collection of CCTV footage 
+subdesc: The MARS dataset includes 1,191,003 of people used for training person re-identification algorithms
 slug: mars
 cssclass: dataset
 image: assets/background.jpg
@@ -21,7 +21,9 @@ authors: Adam Harvey
 + Faces: TBD
 
 
-## 50 MARS
+## Motion Analysis and Re-identification Set (MARS)
+
+(PAGE UNDER DEVELOPMENT)
 
 At vero eos et accusamus et iusto odio dignissimos ducimus, qui blanditiis praesentium voluptatum deleniti atque corrupti, quos dolores et quas molestias excepturi sint, obcaecati cupiditate non-provident, similique sunt in culpa, qui officia deserunt mollitia animi, id est laborum et dolorum fuga. Et harum quidem rerum facilis est et expedita distinctio.