diff --git a/docs/docs/integrations/vectorstores/coherence.ipynb b/docs/docs/integrations/vectorstores/coherence.ipynb
index 53b1451592b..624da592af0 100644
--- a/docs/docs/integrations/vectorstores/coherence.ipynb
+++ b/docs/docs/integrations/vectorstores/coherence.ipynb
@@ -1,8 +1,8 @@
 {
  "cells": [
   {
-   "cell_type": "raw",
-   "id": "a33fe9a9-1e91-4e74-af40-e20e197c1294",
+   "cell_type": "markdown",
+   "id": "6eb5f05c-0488-4563-a81f-d8e6c2c6b7d6",
    "metadata": {},
    "source": [
     "# Coherence\n",
@@ -13,8 +13,8 @@
    ]
   },
   {
-   "cell_type": "raw",
-   "id": "f83deacd-0838-4753-8e52-5137d9996ff6",
+   "cell_type": "markdown",
+   "id": "59238b02-359e-4ac3-939d-e88735183f28",
    "metadata": {},
    "source": [
     "## Setup\n",
@@ -27,8 +27,8 @@
    ]
   },
   {
-   "cell_type": "raw",
-   "id": "e334767c-0770-4eab-ba05-0b0fa6034040",
+   "cell_type": "markdown",
+   "id": "6e55e0ec-ad04-404b-a5c1-655a514583cd",
    "metadata": {},
    "source": [
     "## Usage\n",