diff --git a/clip_interrogator.ipynb b/clip_interrogator.ipynb
index 1dba6e6..6cc3e3c 100644
--- a/clip_interrogator.ipynb
+++ b/clip_interrogator.ipynb
@@ -8,14 +8,17 @@
       "source": [
         "# CLIP Interrogator 2.1 by [@pharmapsychotic](https://twitter.com/pharmapsychotic) \n",
         "\n",
-        "<br>\n",
-        "\n",
         "Want to figure out what a good prompt might be to create new images like an existing one? The CLIP Interrogator is here to get you answers!\n",
         "\n",
         "<br>\n",
         "\n",
+        "For Stable Diffusion 1.X choose the **ViT-L** model and for Stable Diffusion 2.0+ choose the **ViT-H** CLIP Model.\n",
+        "\n",
         "This version is specialized for producing nice prompts for use with Stable Diffusion and achieves higher alignment between generated text prompt and source image. You can try out the old [version 1](https://colab.research.google.com/github/pharmapsychotic/clip-interrogator/blob/v1/clip_interrogator.ipynb) to see how different CLIP models ranks terms. \n",
         "\n",
+        "You can also run this on HuggingFace and Replicate<br>\n",
+        "[![Generic badge](https://img.shields.io/badge/🤗-Open%20in%20Spaces-blue.svg)](https://huggingface.co/spaces/pharma/CLIP-Interrogator) [![Replicate](https://replicate.com/pharmapsychotic/clip-interrogator/badge)](https://replicate.com/pharmapsychotic/clip-interrogator)\n",
+        "\n",
         "<br>\n",
         "\n",
         "If this notebook is helpful to you please consider buying me a coffee via [ko-fi](https://ko-fi.com/pharmapsychotic) or following me on [twitter](https://twitter.com/pharmapsychotic) for more cool Ai stuff. 🙂\n",
@@ -25,7 +28,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 1,
+      "execution_count": null,
       "metadata": {
         "cellView": "form",
         "id": "aP9FjmWxtLKJ"
@@ -63,6 +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-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",