diff --git a/examples/audio_search/main.ipynb b/examples/audio_search/main.ipynb
index ce19c4cd..49037f35 100644
--- a/examples/audio_search/main.ipynb
+++ b/examples/audio_search/main.ipynb
@@ -32,8 +32,8 @@
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Requirement already satisfied: datasets in /usr/local/lib/python3.10/dist-packages (2.17.1)\n",
             "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from datasets) (3.13.1)\n",
@@ -178,8 +178,8 @@
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stderr",
+          "output_type": "stream",
           "text": [
             "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:88: UserWarning: \n",
             "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
@@ -192,8 +192,8 @@
           ]
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Checkpoint path: /root/panns_data/Cnn14_mAP=0.431.pth\n",
             "GPU number: 1\n"
@@ -217,7 +217,6 @@
       },
       "outputs": [
         {
-          "output_type": "execute_result",
           "data": {
             "text/plain": [
               "Dataset({\n",
@@ -226,8 +225,9 @@
               "})"
             ]
           },
+          "execution_count": 5,
           "metadata": {},
-          "execution_count": 5
+          "output_type": "execute_result"
         }
       ],
       "source": [
@@ -279,8 +279,8 @@
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stderr",
+          "output_type": "stream",
           "text": [
             "100%|██████████| 40/40 [00:13<00:00,  2.99it/s]\n"
           ]
@@ -322,16 +322,16 @@
       "cell_type": "code",
       "execution_count": 14,
       "metadata": {
-        "id": "3lh_d6m3WRjw",
-        "outputId": "691acc64-5791-42b4-9f0f-3992f54b62da",
         "colab": {
           "base_uri": "https://localhost:8080/"
-        }
+        },
+        "id": "3lh_d6m3WRjw",
+        "outputId": "691acc64-5791-42b4-9f0f-3992f54b62da"
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Created Table\n"
           ]
@@ -401,19 +401,6 @@
         "            tbl.add(data)"
       ]
     },
-    {
-      "cell_type": "code",
-      "execution_count": 12,
-      "metadata": {
-        "id": "UvEhnuLyWRjw"
-      },
-      "outputs": [],
-      "source": [
-        "import shutil\n",
-        "\n",
-        "shutil.rmtree(\"data/audio-lancedb/audio-search.lance\")"
-      ]
-    },
     {
       "cell_type": "markdown",
       "metadata": {
@@ -465,11 +452,7 @@
       },
       "outputs": [
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "<IPython.lib.display.Audio object>"
-            ],
             "text/html": [
               "\n",
               "                <audio  controls=\"controls\" >\n",
@@ -477,13 +460,17 @@
               "                    Your browser does not support the audio element.\n",
               "                </audio>\n",
               "              "
+            ],
+            "text/plain": [
+              "<IPython.lib.display.Audio object>"
             ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Category: water_drops\n"
           ]
@@ -518,8 +505,8 @@
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "                                               audio  \\\n",
             "0  [0.00506591796875, 0.00653076171875, 0.0051574...   \n",
@@ -544,8 +531,8 @@
           ]
         },
         {
-          "output_type": "stream",
           "name": "stderr",
+          "output_type": "stream",
           "text": [
             "<ipython-input-16-422451c4025f>:2: UnsupportedWarning: to_df is unsupported as of 0.4.0. Use to_pandas() instead\n",
             "  result = tbl.search(embedding[0]).limit(5).to_df()\n"
@@ -571,18 +558,14 @@
       },
       "outputs": [
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "0. Category: water_drops\n"
           ]
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "<IPython.lib.display.Audio object>"
-            ],
             "text/html": [
               "\n",
               "                <audio  controls=\"controls\" >\n",
@@ -590,23 +573,23 @@
               "                    Your browser does not support the audio element.\n",
               "                </audio>\n",
               "              "
+            ],
+            "text/plain": [
+              "<IPython.lib.display.Audio object>"
             ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "1. Category: water_drops\n"
           ]
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "<IPython.lib.display.Audio object>"
-            ],
             "text/html": [
               "\n",
               "                <audio  controls=\"controls\" >\n",
@@ -614,23 +597,23 @@
               "                    Your browser does not support the audio element.\n",
               "                </audio>\n",
               "              "
+            ],
+            "text/plain": [
+              "<IPython.lib.display.Audio object>"
             ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "2. Category: water_drops\n"
           ]
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "<IPython.lib.display.Audio object>"
-            ],
             "text/html": [
               "\n",
               "                <audio  controls=\"controls\" >\n",
@@ -638,23 +621,23 @@
               "                    Your browser does not support the audio element.\n",
               "                </audio>\n",
               "              "
+            ],
+            "text/plain": [
+              "<IPython.lib.display.Audio object>"
             ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "3. Category: drinking_sipping\n"
           ]
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "<IPython.lib.display.Audio object>"
-            ],
             "text/html": [
               "\n",
               "                <audio  controls=\"controls\" >\n",
@@ -662,23 +645,23 @@
               "                    Your browser does not support the audio element.\n",
               "                </audio>\n",
               "              "
+            ],
+            "text/plain": [
+              "<IPython.lib.display.Audio object>"
             ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "4. Category: water_drops\n"
           ]
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "<IPython.lib.display.Audio object>"
-            ],
             "text/html": [
               "\n",
               "                <audio  controls=\"controls\" >\n",
@@ -686,9 +669,13 @@
               "                    Your browser does not support the audio element.\n",
               "                </audio>\n",
               "              "
+            ],
+            "text/plain": [
+              "<IPython.lib.display.Audio object>"
             ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         }
       ],
       "source": [
@@ -751,11 +738,7 @@
       },
       "outputs": [
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "<IPython.lib.display.Audio object>"
-            ],
             "text/html": [
               "\n",
               "                <audio  controls=\"controls\" >\n",
@@ -763,13 +746,17 @@
               "                    Your browser does not support the audio element.\n",
               "                </audio>\n",
               "              "
+            ],
+            "text/plain": [
+              "<IPython.lib.display.Audio object>"
             ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "Category: car_horn\n",
             "                                               audio  \\\n",
@@ -796,19 +783,15 @@
           ]
         },
         {
-          "output_type": "stream",
           "name": "stderr",
+          "output_type": "stream",
           "text": [
             "<ipython-input-18-a781248f1cc6>:9: UnsupportedWarning: to_df is unsupported as of 0.4.0. Use to_pandas() instead\n",
             "  result = tbl.search(embedding[0]).limit(5).to_df()\n"
           ]
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "<IPython.lib.display.Audio object>"
-            ],
             "text/html": [
               "\n",
               "                <audio  controls=\"controls\" >\n",
@@ -816,23 +799,23 @@
               "                    Your browser does not support the audio element.\n",
               "                </audio>\n",
               "              "
+            ],
+            "text/plain": [
+              "<IPython.lib.display.Audio object>"
             ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "1. Category: washing_machine\n"
           ]
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "<IPython.lib.display.Audio object>"
-            ],
             "text/html": [
               "\n",
               "                <audio  controls=\"controls\" >\n",
@@ -840,23 +823,23 @@
               "                    Your browser does not support the audio element.\n",
               "                </audio>\n",
               "              "
+            ],
+            "text/plain": [
+              "<IPython.lib.display.Audio object>"
             ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "2. Category: vacuum_cleaner\n"
           ]
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "<IPython.lib.display.Audio object>"
-            ],
             "text/html": [
               "\n",
               "                <audio  controls=\"controls\" >\n",
@@ -864,23 +847,23 @@
               "                    Your browser does not support the audio element.\n",
               "                </audio>\n",
               "              "
+            ],
+            "text/plain": [
+              "<IPython.lib.display.Audio object>"
             ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "3. Category: clapping\n"
           ]
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "<IPython.lib.display.Audio object>"
-            ],
             "text/html": [
               "\n",
               "                <audio  controls=\"controls\" >\n",
@@ -888,23 +871,23 @@
               "                    Your browser does not support the audio element.\n",
               "                </audio>\n",
               "              "
+            ],
+            "text/plain": [
+              "<IPython.lib.display.Audio object>"
             ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
-          "output_type": "stream",
           "name": "stdout",
+          "output_type": "stream",
           "text": [
             "4. Category: footsteps\n"
           ]
         },
         {
-          "output_type": "display_data",
           "data": {
-            "text/plain": [
-              "<IPython.lib.display.Audio object>"
-            ],
             "text/html": [
               "\n",
               "                <audio  controls=\"controls\" >\n",
@@ -912,9 +895,13 @@
               "                    Your browser does not support the audio element.\n",
               "                </audio>\n",
               "              "
+            ],
+            "text/plain": [
+              "<IPython.lib.display.Audio object>"
             ]
           },
-          "metadata": {}
+          "metadata": {},
+          "output_type": "display_data"
         }
       ],
       "source": [
@@ -948,4 +935,4 @@
   },
   "nbformat": 4,
   "nbformat_minor": 0
-}
\ No newline at end of file
+}