diff --git a/notebooks/multimodal_search.ipynb b/notebooks/multimodal_search.ipynb
index 7749e0b..6ff9b4f 100644
--- a/notebooks/multimodal_search.ipynb
+++ b/notebooks/multimodal_search.ipynb
@@ -69,12 +69,10 @@
    },
    "outputs": [],
    "source": [
-
     "# Here you need to provide the path to your google drive folder\n",
     "# or local folder containing the images\n",
     "images = mutils.find_files(\n",
     "    path=\"/content/drive/MyDrive/misinformation-data/\",\n",
-
     "    limit=10,\n",
     ")"
    ]
@@ -88,9 +86,7 @@
    },
    "outputs": [],
    "source": [
-
     "mydict = mutils.initialize_dict(images)"
-
    ]
   },
   {