diff --git a/sagemaker-python-sdk/1P_kmeans_highlevel/kmeans_mnist.ipynb b/sagemaker-python-sdk/1P_kmeans_highlevel/kmeans_mnist.ipynb
index 8640e0e52d..4c342054f9 100644
--- a/sagemaker-python-sdk/1P_kmeans_highlevel/kmeans_mnist.ipynb
+++ b/sagemaker-python-sdk/1P_kmeans_highlevel/kmeans_mnist.ipynb
@@ -43,7 +43,7 @@
     "\n",
     "Here we set up the linkage and authentication to AWS services. There are two parts to this:\n",
     "\n",
-    "1. The role(s) used to give learning and hosting access to your data. See the documentation for how to specify these.\n",
+    "1. The role(s) used to give learning and hosting access to your data. Here we extract the role you created earlier for accessing your notebook.  See the documentation if you want to specify  a different role\n",
     "1. The S3 bucket name and locations that you want to use for training and model data."
    ]
   },