diff --git a/docs/extras/modules/data_connection/vectorstores/integrations/chroma.ipynb b/docs/extras/modules/data_connection/vectorstores/integrations/chroma.ipynb
index 4d68731b3c0..d4f6944b630 100644
--- a/docs/extras/modules/data_connection/vectorstores/integrations/chroma.ipynb
+++ b/docs/extras/modules/data_connection/vectorstores/integrations/chroma.ipynb
@@ -1,7 +1,6 @@
 {
  "cells": [
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "683953b3",
    "metadata": {},
@@ -11,12 +10,12 @@
     ">[Chroma](https://docs.trychroma.com/getting-started) is a AI-native open-source vector database focused on developer productivity and happiness. Chroma is licensed under Apache 2.0.\n",
     "\n",
     "<a href=\"https://discord.gg/MMeYNTmh3x\" target=\"_blank\">\n",
-    "      <img src=\"https://img.shields.io/discord/1073293645303795742\" alt=\"Discord\">\n",
-    "  </a>&nbsp;&nbsp;\n",
-    "  <a href=\"https://github.com/chroma-core/chroma/blob/master/LICENSE\" target=\"_blank\">\n",
-    "      <img src=\"https://img.shields.io/static/v1?label=license&message=Apache 2.0&color=white\" alt=\"License\">\n",
-    "  </a>&nbsp;&nbsp;\n",
-    "  <img src=\"https://github.com/chroma-core/chroma/actions/workflows/chroma-integration-test.yml/badge.svg?branch=main\" alt=\"Integration Tests\">\n",
+    "  <img src=\"https://img.shields.io/discord/1073293645303795742\" alt=\"Discord\" />\n",
+    "</a>&nbsp;&nbsp;\n",
+    "<a href=\"https://github.com/chroma-core/chroma/blob/master/LICENSE\" target=\"_blank\">\n",
+    "  <img src=\"https://img.shields.io/static/v1?label=license&message=Apache 2.0&color=white\" alt=\"License\" />\n",
+    "</a>&nbsp;&nbsp;\n",
+    "<img src=\"https://github.com/chroma-core/chroma/actions/workflows/chroma-integration-test.yml/badge.svg?branch=main\" alt=\"Integration Tests\" />\n",
     "\n",
     "- [Website](https://www.trychroma.com/)\n",
     "- [Documentation](https://docs.trychroma.com/)\n",
@@ -62,7 +61,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "2b5ffbf8",
    "metadata": {},
@@ -129,7 +127,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "5c9a11cc",
    "metadata": {},
@@ -185,7 +182,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "e9cf6d70",
    "metadata": {},
@@ -252,7 +248,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "9ed3ec50",
    "metadata": {},
@@ -313,7 +308,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "ac6bc71a",
    "metadata": {},
@@ -392,7 +386,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "6d9c28ad",
    "metadata": {},
@@ -403,7 +396,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "18152965",
    "metadata": {},
@@ -412,7 +404,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "346347d7",
    "metadata": {},
@@ -457,7 +448,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "id": "794a7552",
    "metadata": {},
@@ -519,7 +509,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.10"
+   "version": "3.11.3"
   }
  },
  "nbformat": 4,