3 files changed, 38 insertions, 5 deletions
diff --git a/site/content/pages/datasets/brainwash/index.md b/site/content/pages/datasets/brainwash/index.md
index 6d2279cb..a61c007c 100644
--- a/site/content/pages/datasets/brainwash/index.md
+++ b/site/content/pages/datasets/brainwash/index.md
@@ -4,7 +4,7 @@ status: published
 title: Brainwash Dataset
 desc: Brainwash is a dataset of webcam images taken from the Brainwash Cafe in San Francisco
 subdesc: It includes 11,917 images of "everyday life of a busy downtown cafe" and is used for training face and head detection algorithms
-caption: One of 11,917 images from the Brainwash dataset captured from the Brainwash Cafe in San Francisco
+caption: One of the 11,917 images in the Brainwash dataset captured from the Brainwash Cafe in San Francisco
 slug: brainwash
 cssclass: dataset
 image: assets/background.jpg
@@ -17,7 +17,7 @@ authors: Adam Harvey
 
 # Brainwash Dataset
 
-*Update: In response to the publication of this report, the Brainwash dataset has been "removed from access at the request of the depositor."*
+Update: In response to the publication of this report, the Brainwash dataset has been "removed from access at the request of the depositor."
 
 ### sidebar
 
diff --git a/site/content/pages/datasets/index.md b/site/content/pages/datasets/index.md
index 54912242..f3d5fea0 100644
--- a/site/content/pages/datasets/index.md
+++ b/site/content/pages/datasets/index.md
@@ -16,4 +16,4 @@ sync: false
 
 Explore face and person recognition datasets contributing to the growing crisis of biometric surveillance technologies. This first group of 5 datasets focuses on image usage connected to foreign surveillance and defense organizations.
 
-In response to the analyses below, the [Brainwash](https://purl.stanford.edu/sx925dc9385), [Duke MTMC](http://vision.cs.duke.edu/DukeMTMC/), and [MS Celeb](http://msceleb.org/) datasets have been taken down by their authors. The [UCCS](https://vast.uccs.edu/Opensetface/) dataset was temporarily deactivated due to metadata exposure. Read more [news](/about/news). A more complete list of datasets and research will be published in September 2019. These 5 are only a preview.
+In response to the analyses below, the [Brainwash](/datasets/brainwash), [Duke MTMC](/datasets/duke_mtmc), and [MS Celeb](/datasets/msceleb/) datasets have been taken down by their authors. The [UCCS](/dataests/uccs/) dataset was temporarily deactivated due to metadata exposure. Read more [news](/about/news). A more complete list of datasets and research will be published in September 2019. These 5 are only a preview.
diff --git a/site/content/pages/datasets/megaface/index.md b/site/content/pages/datasets/megaface/index.md
index 2009e70e..9c282cb2 100644
--- a/site/content/pages/datasets/megaface/index.md
+++ b/site/content/pages/datasets/megaface/index.md
@@ -7,6 +7,7 @@ subdesc: MegaFace contains 670K identities and 4.7M images
 caption: Example images from the MegaFace dataset
 slug: megaface
 cssclass: dataset
+caption: Images from the MegaFace face recognition training and benchmarking dataset
 image: assets/background.jpg
 year: 2016
 published: 2019-4-18
@@ -15,12 +16,44 @@ authors: Adam Harvey
 
 ------------
 
-## MegaFace
+# MegaFace
 
 ### sidebar
 ### end sidebar
 
-MegaFace is a dataset...
+MegaFace is a dataset of 4,700,000 face images of 672,000 individuals used for developing face recognition technologies. All images were downloaded from Flickr.
+
+#### How was it made
+
+MegaFace was developed by the University of Washington for the purpose of trainng, validating, and benchmarking face recognition algorithms.
+
+The images are from Flickr, but are they all from YFCC100M?
+
+#### Who used it
+
+MegaFace was used for research projects associated with SenseTime, Google, Mitsubishi, Vision Semantics Ltd, Microsoft.
+
+#### Subsets
+
+MegaFace was also used for MegaFace Asian, and MegaAge, and glasses.
+
+#### A sample of the research projects
+
+Used for face recognition
+
+screenshots of papers
+
+#### Visuals
+
+- facial landmarks
+- bounding boxes
+- animation of all the titles of the paper
+- 
+
+###
+
+
+
 
 {% include 'dashboard.html' %}