diff --git a/examples/Get_embeddings.ipynb b/examples/Get_embeddings.ipynb
index e1b1732..aff14cf 100644
--- a/examples/Get_embeddings.ipynb
+++ b/examples/Get_embeddings.ipynb
@@ -28,8 +28,11 @@
    "source": [
     "import openai\n",
     "\n",
-    "embedding = openai.Embedding.create(input=\"Sample document text goes here\", engine=\"text-similarity-davinci-001\")['data'][0]['embedding']\n",
-    "len(embedding)"
+    "embedding = openai.Embedding.create(\n",
+    "    input=\"Sample document text goes here\",\n",
+    "    engine=\"text-similarity-davinci-001\"\n",
+    ")[\"data\"][0][\"embedding\"]\n",
+    "len(embedding)\n"
    ]
   },
   {
@@ -49,21 +52,23 @@
     "import openai\n",
     "from tenacity import retry, wait_random_exponential, stop_after_attempt\n",
     "\n",
+    "\n",
     "@retry(wait=wait_random_exponential(min=1, max=20), stop=stop_after_attempt(6))\n",
-    "def get_embedding(text: str, engine=\"text-similarity-davinci-001\") -> List[float]:\n",
+    "def get_embedding(text: str, engine=\"text-similarity-davinci-001\") -> list[float]:\n",
     "\n",
     "    # replace newlines, which can negatively affect performance.\n",
     "    text = text.replace(\"\\n\", \" \")\n",
     "\n",
     "    return openai.Embedding.create(input=[text], engine=engine)[\"data\"][0][\"embedding\"]\n",
     "\n",
+    "\n",
     "embedding = get_embedding(\"Sample query text goes here\", engine=\"text-search-ada-query-001\")\n",
-    "print(len(embedding))"
+    "print(len(embedding))\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -76,16 +81,14 @@
    ],
    "source": [
     "embedding = get_embedding(\"Sample document text goes here\", engine=\"text-search-ada-doc-001\")\n",
-    "print(len(embedding))"
+    "print(len(embedding))\n"
    ]
   }
  ],
  "metadata": {
-  "interpreter": {
-   "hash": "be4b5d5b73a21c599de40d6deb1129796d12dc1cc33a738f7bac13269cfcafe8"
-  },
   "kernelspec": {
-   "display_name": "Python 3.7.3 64-bit ('base': conda)",
+   "display_name": "Python 3.9.9 ('openai')",
+   "language": "python",
    "name": "python3"
   },
   "language_info": {
@@ -98,9 +101,14 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.9.9"
   },
-  "orig_nbformat": 4
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "365536dcbde60510dc9073d6b991cd35db2d9bac356a11f5b64279a5e6708b97"
+   }
+  }
  },
  "nbformat": 4,
  "nbformat_minor": 2