diff --git a/clip_interrogator.ipynb b/clip_interrogator.ipynb
index 921bdd1..9822422 100644
--- a/clip_interrogator.ipynb
+++ b/clip_interrogator.ipynb
@@ -66,11 +66,11 @@
         "# download cache files\n",
         "print(\"Download preprocessed cache files...\")\n",
         "CACHE_URLS = [\n",
-        "    'https://huggingface.co/pharma/ci-preprocess/raw/main/ViT-L-14_openai_artists.pkl',\n",
-        "    'https://huggingface.co/pharma/ci-preprocess/raw/main/ViT-L-14_openai_flavors.pkl',\n",
-        "    'https://huggingface.co/pharma/ci-preprocess/raw/main/ViT-L-14_openai_mediums.pkl',\n",
-        "    'https://huggingface.co/pharma/ci-preprocess/raw/main/ViT-L-14_openai_movements.pkl',\n",
-        "    'https://huggingface.co/pharma/ci-preprocess/raw/main/ViT-L-14_openai_trendings.pkl',\n",
+        "    'https://huggingface.co/pharma/ci-preprocess/resolve/main/ViT-L-14_openai_artists.pkl',\n",
+        "    'https://huggingface.co/pharma/ci-preprocess/resolve/main/ViT-L-14_openai_flavors.pkl',\n",
+        "    'https://huggingface.co/pharma/ci-preprocess/resolve/main/ViT-L-14_openai_mediums.pkl',\n",
+        "    'https://huggingface.co/pharma/ci-preprocess/resolve/main/ViT-L-14_openai_movements.pkl',\n",
+        "    'https://huggingface.co/pharma/ci-preprocess/resolve/main/ViT-L-14_openai_trendings.pkl',\n",
         "    'https://huggingface.co/pharma/ci-preprocess/resolve/main/ViT-H-14_laion2b_s32b_b79k_artists.pkl',\n",
         "    'https://huggingface.co/pharma/ci-preprocess/resolve/main/ViT-H-14_laion2b_s32b_b79k_flavors.pkl',\n",
         "    'https://huggingface.co/pharma/ci-preprocess/resolve/main/ViT-H-14_laion2b_s32b_b79k_mediums.pkl',\n",