diff --git a/NOTES b/NOTES
index 3abb3d0..7d80099 100644
--- a/NOTES
+++ b/NOTES
@@ -1,5 +1,6 @@
 # IMP scripts: nice notes and work
 loopity_loop.py
 MultClassPipe3.py
-practice_cv2.py
+cross_validate_vs_loopity_loop (p.k.a : practice_cv2.py)
 intra_model_gscv.py
+Example5 from unsup_v1.py