diff --git a/week6/day2.ipynb b/week6/day2.ipynb
index d179bff..13a1439 100644
--- a/week6/day2.ipynb
+++ b/week6/day2.ipynb
@@ -118,8 +118,7 @@
    "outputs": [],
    "source": [
     "# Load in the same dataset as last time\n",
-    "\n",
-    "items = ItemLoader(\"Home_and_Kitchen\").load()"
+    "items = ItemLoader(\"Appliances\").load()"
    ]
   },
   {
@@ -610,7 +609,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": ".venv",
    "language": "python",
    "name": "python3"
   },
@@ -624,7 +623,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.13"
+   "version": "3.12.9"
   }
  },
  "nbformat": 4,