diff --git a/notebooks/pipelines-query-tuning/notebook.ipynb b/notebooks/pipelines-query-tuning/notebook.ipynb
index d2ee5275..f4da0d13 100644
--- a/notebooks/pipelines-query-tuning/notebook.ipynb
+++ b/notebooks/pipelines-query-tuning/notebook.ipynb
@@ -302,7 +302,7 @@
       "outputs": [],
       "source": [
         "%%sql\n",
-        "RESTORE DATABASE employees AS employees_<<your modified email address here>>\n",
+        "RESTORE DATABASE employees AS employees_{{ modified_email_address }}\n",
         "  FROM S3 'train.memsql.com/employee'\n",
         "  CONFIG'{\"region\":\"us-east-1\"}'\n",
         "  CREDENTIALS'{}';"