diff --git a/code/rationale/example_rationales/README.md b/code/rationale/example_rationales/README.md
index 7394d2f..635b14e 100644
--- a/code/rationale/example_rationales/README.md
+++ b/code/rationale/example_rationales/README.md
@@ -1,3 +1,5 @@
+This directory contains selected rationales for beer review dataset. Each aspect in a separate text file.
+
 <p align="center">
-<img width=500 src="../figures/review_snapshot.png">
+<img width=500 src="../figures/reivew_snapshot.png">
 </p>