diff --git a/paper3_Scents/GeneratingScentExplanations.ipynb b/paper3_Scents/GeneratingScentExplanations.ipynb
index bbc9d3d..4860f3b 100644
--- a/paper3_Scents/GeneratingScentExplanations.ipynb
+++ b/paper3_Scents/GeneratingScentExplanations.ipynb
@@ -915,6 +915,35 @@
     "#### Read in sample space from csv file & create list of exmol Examples from it"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import requests\n",
+    "\n",
+    "filename = 'figshare-38472275'\n",
+    "url = \"https://figshare.com/ndownloader/files/38472275\"\n",
+    "r = requests.get(url)\n",
+    "with open(filename, 'wb') as f:\n",
+    "    f.write(r.content)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "url = \"https://figshare.com/ndownloader/files/38472275\"\n",
+    "headers = {\n",
+    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'\n",
+    "}\n",
+    "request = urllib.request.Request(url, headers=headers)\n",
+    "filename, headers = urllib.request.urlretrieve(request)\n"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -1106,7 +1135,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "exmol_py312",
    "language": "python",
    "name": "python3"
   },
@@ -1120,7 +1149,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.4"
+   "version": "3.12.9"
   }
  },
  "nbformat": 4,