@@ -67,19 +67,21 @@
    "outputs": [],
    "source": [
     "# Download our demo project:\n",
-    "import urllib.request\n",
+    "import requests\n",
     "from io import BytesIO\n",
     "from zipfile import ZipFile\n",
     "\n",
-    "def unzip_from_url(url, dest_folder=''):\n",
-    "    # Directly extract files without writing the archive to disk\n",
-    "    resp = urllib.request.urlopen(url)\n",
-    "    with ZipFile(BytesIO(resp.read())) as zf:\n",
-    "        zf.extractall(path=dest_folder)\n",
-    "\n",
-    "\n",
-    "project_url = \"http://deeplabcut.rowland.harvard.edu/datasets/demo-me-2021-07-14.zip\"\n",
-    "unzip_from_url(project_url, \"/content\")"
+    "url_record = 'https://zenodo.org/api/records/7883589'\n",
+    "response = requests.get(url_record)\n",
+    "if response.status_code == 200:\n",
+    "    file = response.json()['files'][0]\n",
+    "    title = file['key']\n",
+    "    print(f\"Downloading {title}...\")\n",
+    "    with requests.get(file['links']['self'], stream=True) as r:\n",
+    "        with ZipFile(BytesIO(r.content)) as zf:\n",
+    "            zf.extractall(path='/content')\n",
+    "else:\n",
+    "    raise ValueError(f'The URL {url_record} could not be reached.')"
    ]
   },
   {
@@ -138,10 +140,10 @@
    "outputs": [],
    "source": [
     "#Filter the predictions to remove small jitter, if desired:\n",
-    "dlc.filterpredictions(config_path, \n",
-    "                                 [video], \n",
+    "dlc.filterpredictions(config_path,\n",
+    "                                 [video],\n",
     "                                 shuffle=0,\n",
-    "                                 videotype='mp4', \n",
+    "                                 videotype='mp4',\n",
     "                                 )\n",
     "\n",
     "dlc.create_labeled_video(\n",
@@ -230,8 +232,8 @@
    },
    "outputs": [],
    "source": [
-    "dlc.plot_trajectories(config_path, [video], \n",
-    "                      shuffle=0,videotype='mp4', \n",
+    "dlc.plot_trajectories(config_path, [video],\n",
+    "                      shuffle=0,videotype='mp4',\n",
     "                      track_method=\"transformer\"\n",
     "                      )"
    ]