diff --git a/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb b/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
index 562f0f91..e7da2d15 100644
--- a/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
+++ b/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
@@ -380,18 +380,6 @@
     "!primaite setup"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "%load_ext autoreload\n",
-    "%autoreload 2"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -712,7 +700,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": ".venv",
    "language": "python",
    "name": "python3"
   },
@@ -726,7 +714,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.11"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,