diff --git a/README.md b/README.md
index c40a115..00eb4b6 100644
--- a/README.md
+++ b/README.md
@@ -13,6 +13,15 @@ We postulate that these results show a promising research direction for deep clu
 ## Results
 ![N2D results](https://seis.bristol.ac.uk/~rm17770/publications/n2d-results.png)
 
+## Visualizations
+### MNIST
+<img src="https://seis.bristol.ac.uk/~rm17770/publications/mnist-n2d.png" width="600px">
+
+### HAR (Human Activity Recognition)
+<img src="https://seis.bristol.ac.uk/~rm17770/publications/har-n2d.png" width="600px">
+Note: clusters 'look' better in higher dimensions (based on clustering metrics) than they do here in 2d. The intended use of n2d is for clustering.
+
+
 ## Paper
 
 https://arxiv.org/abs/1908.05968