diff --git a/docs/extras/modules/data_connection/vectorstores/integrations/redis.ipynb b/docs/extras/modules/data_connection/vectorstores/integrations/redis.ipynb
index 83c17f60d..d8b352fea 100644
--- a/docs/extras/modules/data_connection/vectorstores/integrations/redis.ipynb
+++ b/docs/extras/modules/data_connection/vectorstores/integrations/redis.ipynb
@@ -285,24 +285,24 @@
    "outputs": [],
    "source": [
     "# connection to redis standalone at localhost, db 0, no password\n",
-    "redis_url=\"redis://localhost:6379\"\n",
+    "redis_url = \"redis://localhost:6379\"\n",
     "# connection to host \"redis\" port 7379 with db 2 and password \"secret\" (old style authentication scheme without username / pre 6.x)\n",
-    "redis_url=\"redis://:secret@redis:7379/2\"\n",
+    "redis_url = \"redis://:secret@redis:7379/2\"\n",
     "# connection to host redis on default port with user \"joe\", pass \"secret\" using redis version 6+ ACLs\n",
-    "redis_url=\"redis://joe:secret@redis/0\"\n",
+    "redis_url = \"redis://joe:secret@redis/0\"\n",
     "\n",
     "# connection to sentinel at localhost with default group mymaster and db 0, no password\n",
-    "redis_url=\"redis+sentinel://localhost:26379\"\n",
+    "redis_url = \"redis+sentinel://localhost:26379\"\n",
     "# connection to sentinel at host redis with default port 26379 and user \"joe\" with password \"secret\" with default group mymaster and db 0\n",
-    "redis_url=\"redis+sentinel://joe:secret@redis\"\n",
+    "redis_url = \"redis+sentinel://joe:secret@redis\"\n",
     "# connection to sentinel, no auth with sentinel monitoring group \"zone-1\" and database 2\n",
-    "redis_url=\"redis+sentinel://redis:26379/zone-1/2\"\n",
+    "redis_url = \"redis+sentinel://redis:26379/zone-1/2\"\n",
     "\n",
     "# connection to redis standalone at localhost, db 0, no password but with TLS support\n",
-    "redis_url=\"rediss://localhost:6379\"\n",
+    "redis_url = \"rediss://localhost:6379\"\n",
     "# connection to redis sentinel at localhost and default port, db 0, no password\n",
     "# but with TLS support for booth Sentinel and Redis server\n",
-    "redis_url=\"rediss+sentinel://localhost\"\n"
+    "redis_url = \"rediss+sentinel://localhost\""
    ]
   }
  ],