diff --git a/f23/Cole_Lecture_Notes/30_Web2/Lec30_Web2_Template_Nelson.ipynb b/f23/Cole_Lecture_Notes/30_Web2/Lec30_Web2_Template_Nelson.ipynb
index d9c0d6142fa260756a5144a57dd517ab5cf64da1..f55878a9b092c540033a6890b4c8cf6771fde15f 100644
--- a/f23/Cole_Lecture_Notes/30_Web2/Lec30_Web2_Template_Nelson.ipynb
+++ b/f23/Cole_Lecture_Notes/30_Web2/Lec30_Web2_Template_Nelson.ipynb
@@ -324,17 +324,13 @@
     "}\n",
     "\n",
     "adoptable_cats = [\n",
-    "    \"https://g.petango.com/photos/2627/ed886769-7076-411d-b96b-8ec265c341f5.jpg\",\n",
     "    \"https://g.petango.com/photos/2627/cb1e90e0-1c10-471a-95d5-107a35156eae.jpg\",\n",
     "    \"https://g.petango.com/photos/2627/fc87cde4-b761-4b99-9ea1-40df4e42de3c.jpg\",\n",
-    "    \"https://g.petango.com/photos/2627/2dfcb001-b211-4b98-b81f-0c63f43ae506.jpg\"\n",
     "]\n",
     "\n",
     "adoptable_cats_with_names = [\n",
-    "    {\"name\": \"furball\", \"imglink\": \"https://g.petango.com/photos/2627/ed886769-7076-411d-b96b-8ec265c341f5.jpg\"},\n",
     "    {\"name\": \"leo\", \"imglink\": \"https://g.petango.com/photos/2627/cb1e90e0-1c10-471a-95d5-107a35156eae.jpg\"},\n",
     "    {\"name\": \"peach\", \"imglink\": \"https://g.petango.com/photos/2627/fc87cde4-b761-4b99-9ea1-40df4e42de3c.jpg\"},\n",
-    "    {\"name\": \"freddy\", \"imglink\": \"https://g.petango.com/photos/2627/2dfcb001-b211-4b98-b81f-0c63f43ae506.jpg\"}\n",
     "]\n",
     "\n",
     "# Alternatively, fetch data from https://cs571.org/api/f23/hw5/buds\n",