diff --git a/README.md b/README.md
index 653d8806bbd940b5ed15484abc7d6f52ea99a38e..aff7502cb023895d4e4f05f30da4ad7d47eecfa7 100644
--- a/README.md
+++ b/README.md
@@ -243,5 +243,10 @@ to find this orchestrates all the algorithms.
 Note that in future, we anticipate moving away from "options" files in favor of a pure python solution.
 The files will essentially look the same aside from some initial boiler plate. 
 
+#### Comparison with 100 and 90 bins
+
+<img src="before.png" width="300px"/> 
+<br>
+<img src="after.png" width="300px"/>