diff --git a/week8/day2.0.ipynb b/week8/day2.0.ipynb
index d709c20..1e053ab 100644
--- a/week8/day2.0.ipynb
+++ b/week8/day2.0.ipynb
@@ -163,21 +163,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 22,
    "id": "00e4b225-18b4-45f6-9caa-84b54694ddeb",
    "metadata": {},
    "outputs": [
     {
-     "ename": "NotImplementedError",
-     "evalue": "In Chroma v0.6.0, list_collections only returns collection names. Use Client.get_collection(products) to access name. See https://docs.trychroma.com/deployment/migration for more information.",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNotImplementedError\u001b[0m                       Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[21], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Check if the collection exists and delete it if it does\u001b[39;00m\n\u001b[1;32m      2\u001b[0m collection_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mproducts\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m----> 3\u001b[0m existing_collection_names \u001b[38;5;241m=\u001b[39m \u001b[43m[\u001b[49m\u001b[43mcollection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcollection\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlist_collections\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m      4\u001b[0m x \u001b[38;5;241m=\u001b[39m client\u001b[38;5;241m.\u001b[39mget_collection(collection_name)\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28mprint\u001b[39m(x)\n",
-      "Cell \u001b[0;32mIn[21], line 3\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Check if the collection exists and delete it if it does\u001b[39;00m\n\u001b[1;32m      2\u001b[0m collection_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mproducts\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m----> 3\u001b[0m existing_collection_names \u001b[38;5;241m=\u001b[39m [\u001b[43mcollection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m collection \u001b[38;5;129;01min\u001b[39;00m client\u001b[38;5;241m.\u001b[39mlist_collections()]\n\u001b[1;32m      4\u001b[0m x \u001b[38;5;241m=\u001b[39m client\u001b[38;5;241m.\u001b[39mget_collection(collection_name)\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28mprint\u001b[39m(x)\n",
-      "File \u001b[0;32m/opt/anaconda3/envs/llms/lib/python3.11/site-packages/chromadb/api/models/Collection.py:418\u001b[0m, in \u001b[0;36mCollectionName.__getattr__\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m    411\u001b[0m collection_attributes_and_methods \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m    412\u001b[0m     member\n\u001b[1;32m    413\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m member, _ \u001b[38;5;129;01min\u001b[39;00m inspect\u001b[38;5;241m.\u001b[39mgetmembers(Collection)\n\u001b[1;32m    414\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m member\u001b[38;5;241m.\u001b[39mstartswith(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    415\u001b[0m ]\n\u001b[1;32m    417\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m item \u001b[38;5;129;01min\u001b[39;00m collection_attributes_and_methods:\n\u001b[0;32m--> 418\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(\n\u001b[1;32m    419\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIn Chroma v0.6.0, list_collections only returns collection names. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    420\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse Client.get_collection(\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mstr\u001b[39m(\u001b[38;5;28mself\u001b[39m)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m) to access \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mitem\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    421\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSee https://docs.trychroma.com/deployment/migration for more information.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    422\u001b[0m     )\n\u001b[1;32m    424\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCollectionName\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m object has no attribute \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mitem\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
-      "\u001b[0;31mNotImplementedError\u001b[0m: In Chroma v0.6.0, list_collections only returns collection names. Use Client.get_collection(products) to access name. See https://docs.trychroma.com/deployment/migration for more information."
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['products']\n"
      ]
     }
    ],
@@ -190,21 +184,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 23,
    "id": "5f95dafd-ab80-464e-ba8a-dec7a2424780",
    "metadata": {},
    "outputs": [
     {
-     "ename": "NotImplementedError",
-     "evalue": "In Chroma v0.6.0, list_collections only returns collection names. Use Client.get_collection(products) to access name. See https://docs.trychroma.com/deployment/migration for more information.",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNotImplementedError\u001b[0m                       Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[12], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Check if the collection exists and delete it if it does\u001b[39;00m\n\u001b[1;32m      2\u001b[0m collection_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mproducts\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m----> 3\u001b[0m existing_collection_names \u001b[38;5;241m=\u001b[39m \u001b[43m[\u001b[49m\u001b[43mcollection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcollection\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlist_collections\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mexisting_collection_names <\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mexisting_collection_names\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m>\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m collection_name \u001b[38;5;129;01min\u001b[39;00m existing_collection_names:\n",
-      "Cell \u001b[0;32mIn[12], line 3\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Check if the collection exists and delete it if it does\u001b[39;00m\n\u001b[1;32m      2\u001b[0m collection_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mproducts\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m----> 3\u001b[0m existing_collection_names \u001b[38;5;241m=\u001b[39m [\u001b[43mcollection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m collection \u001b[38;5;129;01min\u001b[39;00m client\u001b[38;5;241m.\u001b[39mlist_collections()]\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mexisting_collection_names <\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mexisting_collection_names\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m>\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m collection_name \u001b[38;5;129;01min\u001b[39;00m existing_collection_names:\n",
-      "File \u001b[0;32m/opt/anaconda3/envs/llms/lib/python3.11/site-packages/chromadb/api/models/Collection.py:418\u001b[0m, in \u001b[0;36mCollectionName.__getattr__\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m    411\u001b[0m collection_attributes_and_methods \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m    412\u001b[0m     member\n\u001b[1;32m    413\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m member, _ \u001b[38;5;129;01min\u001b[39;00m inspect\u001b[38;5;241m.\u001b[39mgetmembers(Collection)\n\u001b[1;32m    414\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m member\u001b[38;5;241m.\u001b[39mstartswith(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    415\u001b[0m ]\n\u001b[1;32m    417\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m item \u001b[38;5;129;01min\u001b[39;00m collection_attributes_and_methods:\n\u001b[0;32m--> 418\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(\n\u001b[1;32m    419\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIn Chroma v0.6.0, list_collections only returns collection names. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    420\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse Client.get_collection(\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mstr\u001b[39m(\u001b[38;5;28mself\u001b[39m)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m) to access \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mitem\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    421\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSee https://docs.trychroma.com/deployment/migration for more information.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    422\u001b[0m     )\n\u001b[1;32m    424\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCollectionName\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m object has no attribute \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mitem\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
-      "\u001b[0;31mNotImplementedError\u001b[0m: In Chroma v0.6.0, list_collections only returns collection names. Use Client.get_collection(products) to access name. See https://docs.trychroma.com/deployment/migration for more information."
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Deleted existing collection: products\n"
      ]
     }
    ],
@@ -237,7 +225,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "id": "a87db200-d19d-44bf-acbd-15c45c70f5c9",
    "metadata": {},
    "outputs": [],
@@ -247,14 +235,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "id": "9b23a025-4c35-4d3a-96ad-b956cad37b0a",
    "metadata": {},
    "outputs": [],
    "source": [
     "# Pass in a list of texts, get back a numpy array of vectors\n",
     "\n",
-    "vector = model.encode([\"Well hi there\"])[0]"
+    "vector = model.encode([\"You can be right, or you can be in a relationship\"])[0]"
    ]
   },
   {
@@ -264,12 +252,12 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vector"
+    "len(vector)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "id": "38de1bf8-c9b5-45b4-9f4b-86af93b3f80d",
    "metadata": {},
    "outputs": [],
@@ -281,10 +269,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "id": "8c1205bd-4692-44ef-8ea4-69f255354537",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Delphi FG0166 Fuel Pump Module\\nDelphi brings 80 years of OE Heritage into each Delphi pump, ensuring quality and fitment for each Delphi part. Part is validated, tested and matched to the right vehicle application Delphi brings 80 years of OE Heritage into each Delphi assembly, ensuring quality and fitment for each Delphi part Always be sure to check and clean fuel tank to avoid unnecessary returns Rigorous OE-testing ensures the pump can withstand extreme temperatures Brand Delphi, Fit Type Vehicle Specific Fit, Dimensions LxWxH 19.7 x 7.7 x 5.1 inches, Weight 2.2 Pounds, Auto Part Position Unknown, Operation Mode Mechanical, Manufacturer Delphi, Model FUEL PUMP, Dimensions 19.7'"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "description(train[0])"
    ]
@@ -308,6 +307,14 @@
     "        metadatas=metadatas\n",
     "    )"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cd055d5c-091b-43f8-89f3-3ffb74c62cf6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {