incremental updates to datasets

1 files changed, 8 insertions, 12 deletions

diff --git a/site/content/pages/datasets/brainwash/index.md b/site/content/pages/datasets/brainwash/index.md
index cc2a54cc..b12f4bd5 100644
--- a/site/content/pages/datasets/brainwash/index.md
+++ b/site/content/pages/datasets/brainwash/index.md
@@ -28,7 +28,8 @@ authors: Adam Harvey
 
 ### Insights
 
-- facts about Brainwash 1
+- more insights here
+
 - facts about Brainwash 2
 
 ## Brainwash Dataset
@@ -36,28 +37,23 @@ authors: Adam Harvey
 *Brainwash* is a face detection dataset created from the Brainwash Cafe's livecam footage. The stream is It was published in 2015 by researchers at the Stanford University and has been used
  1122 Folsom Street​ | USA
 
+# Map
+
+{% include 'map.html' %}
 
+### Synthetic Faces
 
 ```
-map
+synthetic_faces_intro
 ```
 
-### Synthetic Faces
-
 To visualize the types of photos in the dataset without explicitly publishing individual's identities a generative adversarial network (GAN) was trained on the entire dataset. The images in this video show a neural network learning the visual latent space and then interpolating between archetypical identities within the LFW dataset.
 
 ![Synthetically generated face from the visual space of LFW dataset](assets/synthetic_01.jpg)
 ![Synthetically generated face from the visual space of LFW dataset](assets/synthetic_02.jpg)
 ![Synthetically generated face from the visual space of LFW dataset](assets/synthetic_03.jpg)
 
-### Citations
- 
-[explain methodology] Browse or download the geocoded citation data collected for the LFW dataset.
-
-```
-citations
-```
-
+{% include 'citations.html' %}
 
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