diff --git a/ammico/notebooks/DemoNotebook_ammico_MultimodalSearch.ipynb b/ammico/notebooks/DemoNotebook_ammico_MultimodalSearch.ipynb
index 3444b35..77dc23c 100644
--- a/ammico/notebooks/DemoNotebook_ammico_MultimodalSearch.ipynb
+++ b/ammico/notebooks/DemoNotebook_ammico_MultimodalSearch.ipynb
@@ -472,7 +472,7 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [ 
+   "source": [
     "# save to csv\n",
     "df.to_csv(\"../../../test-images-politicians/data_out.csv\")"
    ]