diff --git a/docs/modules/chains/combine_docs_examples/chat_vector_db.ipynb b/docs/modules/chains/combine_docs_examples/chat_vector_db.ipynb
index 8652b64ba7..ab1c7284aa 100644
--- a/docs/modules/chains/combine_docs_examples/chat_vector_db.ipynb
+++ b/docs/modules/chains/combine_docs_examples/chat_vector_db.ipynb
@@ -1,13 +1,14 @@
 {
  "cells": [
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "134a0785",
    "metadata": {},
    "source": [
     "# Chat Vector DB\n",
     "\n",
-    "This notebook goes over how to set up a chain to chat with a vector database. The only difference because this chain and the [VectorDBQAChain](./vector_db_qa.ipynb) is that this allows for passing in of a chat history which can be used to allow for follow up questions."
+    "This notebook goes over how to set up a chain to chat with a vector database. The only difference between this chain and the [VectorDBQAChain](./vector_db_qa.ipynb) is that this allows for passing in of a chat history which can be used to allow for follow up questions."
    ]
   },
   {