diff --git a/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb b/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
index a3dab962..e0f79795 100644
--- a/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
+++ b/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
@@ -401,7 +401,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Instantiate the environment. We also disable the agent observation flattening.\n",
+    "Instantiate the environment. \n",
+    "We will also disable the agent observation flattening.\n",
     "\n",
     "This cell will print the observation when the network is healthy. You should be able to verify Node file and service statuses against the description above."
    ]