diff --git a/notebooks/Python/speciesgrids_demo.ipynb b/notebooks/Python/speciesgrids_demo.ipynb
index 68bdd15..e5e11f4 100644
--- a/notebooks/Python/speciesgrids_demo.ipynb
+++ b/notebooks/Python/speciesgrids_demo.ipynb
@@ -15,192 +15,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "4e208851c92f4f51b4aa4c3bddd86d27",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "FloatProgress(value=0.0, layout=Layout(width='auto'), style=ProgressStyle(bar_color='black'))"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>species</th>\n",
-       "      <th>records</th>\n",
-       "      <th>min_year</th>\n",
-       "      <th>max_year</th>\n",
-       "      <th>source_obis</th>\n",
-       "      <th>source_gbif</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Larus argentatus</td>\n",
-       "      <td>1118392.0</td>\n",
-       "      <td>1837.0</td>\n",
-       "      <td>2024.0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Larus fuscus</td>\n",
-       "      <td>84912.0</td>\n",
-       "      <td>1964.0</td>\n",
-       "      <td>2024.0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Larus canus</td>\n",
-       "      <td>11298.0</td>\n",
-       "      <td>1953.0</td>\n",
-       "      <td>2024.0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Larus ridibundus</td>\n",
-       "      <td>9528.0</td>\n",
-       "      <td>1911.0</td>\n",
-       "      <td>2024.0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Phalacrocorax carbo</td>\n",
-       "      <td>8610.0</td>\n",
-       "      <td>1910.0</td>\n",
-       "      <td>2024.0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1620</th>\n",
-       "      <td>Wandonia haliotis</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2015.0</td>\n",
-       "      <td>2015.0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1621</th>\n",
-       "      <td>Raja undulata</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2000.0</td>\n",
-       "      <td>2000.0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1622</th>\n",
-       "      <td>Akashiwo sanguinea</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2021.0</td>\n",
-       "      <td>2021.0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1623</th>\n",
-       "      <td>Pelagostrobilidium paraepacrum</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2014.0</td>\n",
-       "      <td>2014.0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1624</th>\n",
-       "      <td>Slabberia halterata</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1972.0</td>\n",
-       "      <td>1972.0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1625 rows × 6 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                             species    records  min_year  max_year  \\\n",
-       "0                   Larus argentatus  1118392.0    1837.0    2024.0   \n",
-       "1                       Larus fuscus    84912.0    1964.0    2024.0   \n",
-       "2                        Larus canus    11298.0    1953.0    2024.0   \n",
-       "3                   Larus ridibundus     9528.0    1911.0    2024.0   \n",
-       "4                Phalacrocorax carbo     8610.0    1910.0    2024.0   \n",
-       "...                              ...        ...       ...       ...   \n",
-       "1620               Wandonia haliotis        1.0    2015.0    2015.0   \n",
-       "1621                   Raja undulata        1.0    2000.0    2000.0   \n",
-       "1622              Akashiwo sanguinea        1.0    2021.0    2021.0   \n",
-       "1623  Pelagostrobilidium paraepacrum        1.0    2014.0    2014.0   \n",
-       "1624             Slabberia halterata        1.0    1972.0    1972.0   \n",
-       "\n",
-       "      source_obis  source_gbif  \n",
-       "0            True         True  \n",
-       "1            True         True  \n",
-       "2            True         True  \n",
-       "3            True         True  \n",
-       "4            True         True  \n",
-       "...           ...          ...  \n",
-       "1620        False         True  \n",
-       "1621        False         True  \n",
-       "1622         True        False  \n",
-       "1623        False         True  \n",
-       "1624        False         True  \n",
-       "\n",
-       "[1625 rows x 6 columns]"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import duckdb\n",
     "import pyarrow.dataset as ds\n",
@@ -242,7 +59,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [