diff --git a/Demo_graph.ipynb b/notebooks/Demo_graph.ipynb
similarity index 100%
rename from Demo_graph.ipynb
rename to notebooks/Demo_graph.ipynb
diff --git a/cognee - Get Started.ipynb b/notebooks/cognee - Get Started.ipynb
similarity index 99%
rename from cognee - Get Started.ipynb
rename to notebooks/cognee - Get Started.ipynb
index 86f4ae993..b6907447e 100644
--- a/cognee - Get Started.ipynb	
+++ b/notebooks/cognee - Get Started.ipynb	
@@ -203,30 +203,73 @@
     "We load the data from a local folder"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "35ede28d-3f0d-490c-ac16-5fbc82bd28f9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Get the current directory's path\n",
+    "from os import listdir, path\n",
+    "current_dir = path.abspath(\".\")\n",
+    "\n",
+    "# Get the parent directory (one level above)\n",
+    "parent_dir = path.dirname(current_dir)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 5,
+   "id": "7417ae9b-9322-4eba-b9ea-13721cdd1574",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'cognee'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[5], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m listdir, path\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01muuid\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m uuid5, UUID\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcognee\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m add\n\u001b[1;32m      5\u001b[0m \u001b[38;5;66;03m# Get the current directory's path\u001b[39;00m\n\u001b[1;32m      6\u001b[0m current_dir \u001b[38;5;241m=\u001b[39m path\u001b[38;5;241m.\u001b[39mabspath(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'cognee'"
+     ]
+    }
+   ],
+   "source": [
+    "from os import listdir, path\n",
+    "from uuid import uuid5, UUID\n",
+    "from cognee import add\n",
+    "\n",
+    "# Get the current directory's path\n",
+    "current_dir = path.abspath(\".\")\n",
+    "\n",
+    "# Get the parent directory (one level above)\n",
+    "parent_dir = path.dirname(current_dir)\n",
+    "\n",
+    "# Now, set the data_path to the \".data\" directory inside the parent directory\n",
+    "data_path = path.join(parent_dir, \".data\")\n",
+    "\n",
+    "results = await add(data_path, \"izmene\")\n",
+    "for result in results:\n",
+    "    print(result)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
    "id": "5b3954c1-f537-4be7-a578-1d5037c21374",
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/vasa/Projects/cognee/.venv/lib/python3.10/site-packages/dlt/common/configuration/container.py:90: DeprecationWarning: currentThread() is deprecated, use current_thread() instead\n",
-      "  if m := re.match(r\"dlt-pool-(\\d+)-\", threading.currentThread().getName()):\n",
-      "/Users/vasa/Projects/cognee/.venv/lib/python3.10/site-packages/dlt/common/configuration/container.py:90: DeprecationWarning: getName() is deprecated, get the name attribute instead\n",
-      "  if m := re.match(r\"dlt-pool-(\\d+)-\", threading.currentThread().getName()):\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Pipeline file_load_from_filesystem load step completed in 0.32 seconds\n",
-      "1 load package(s) were loaded to destination duckdb and into dataset izmene\n",
-      "The duckdb destination used duckdb:///:external: location to store data\n",
-      "Load package 1711035888.138656 is LOADED and contains no failed jobs\n"
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'cognee'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[2], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m listdir, path\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01muuid\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m uuid5, UUID\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcognee\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m add\n\u001b[1;32m      5\u001b[0m data_path \u001b[38;5;241m=\u001b[39m path\u001b[38;5;241m.\u001b[39mabspath(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.data\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m      7\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m add(data_path, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mizmene\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'cognee'"
      ]
     }
    ],
diff --git a/vector_retrieval_demo.ipynb b/notebooks/vector_retrieval_demo.ipynb
similarity index 100%
rename from vector_retrieval_demo.ipynb
rename to notebooks/vector_retrieval_demo.ipynb