diff --git a/cookbook/case_studies/ml_training/pima_diabetes/diabetes.py b/cookbook/case_studies/ml_training/pima_diabetes/diabetes.py
index 0c91483773..ccf73d2869 100644
--- a/cookbook/case_studies/ml_training/pima_diabetes/diabetes.py
+++ b/cookbook/case_studies/ml_training/pima_diabetes/diabetes.py
@@ -1,10 +1,10 @@
 """
 Train and Validate a Diabetes Classification XGBoost Model
 -----------------------------------------------------------
-# %%
-# Watch a demo of sandbox creation and a sample execution of the pima diabetes pipeline below.
-#
-# ..  youtube:: YEvs0MHXZnY
+
+Watch a demo of sandbox creation and a sample execution of the pima diabetes pipeline below.
+
+..  youtube:: YEvs0MHXZnY
 
 """
 import typing