diff --git a/jupyter/stembureau_data.ipynb b/jupyter/stembureau_data.ipynb
index 2010d2d..591f1cc 100644
--- a/jupyter/stembureau_data.ipynb
+++ b/jupyter/stembureau_data.ipynb
@@ -5347,184 +5347,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [
     {
      "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 tr th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead tr:last-of-type th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th colspan=\"12\" halign=\"left\">aantal</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>staffel</th>\n",
-       "      <th colspan=\"2\" halign=\"left\">1; 0-10.000 stemgerechtigden</th>\n",
-       "      <th colspan=\"2\" halign=\"left\">2; 10.000-30.000 stemgerechtigden</th>\n",
-       "      <th colspan=\"2\" halign=\"left\">3; 30.000-60.000 stemgerechtigden</th>\n",
-       "      <th colspan=\"2\" halign=\"left\">4; 60.000-100.000 stemgerechtigden</th>\n",
-       "      <th colspan=\"2\" halign=\"left\">5; 100.000-350.000 stemgerechtigden</th>\n",
-       "      <th colspan=\"2\" halign=\"left\">6; &gt;350.000 stemgerechtigden</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>standaard</th>\n",
-       "      <th>True</th>\n",
-       "      <th>False</th>\n",
-       "      <th>True</th>\n",
-       "      <th>False</th>\n",
-       "      <th>True</th>\n",
-       "      <th>False</th>\n",
-       "      <th>True</th>\n",
-       "      <th>False</th>\n",
-       "      <th>True</th>\n",
-       "      <th>False</th>\n",
-       "      <th>True</th>\n",
-       "      <th>False</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>dag</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>14 maart</th>\n",
-       "      <td>28</td>\n",
-       "      <td>0</td>\n",
-       "      <td>421</td>\n",
-       "      <td>15</td>\n",
-       "      <td>346</td>\n",
-       "      <td>11</td>\n",
-       "      <td>177</td>\n",
-       "      <td>3</td>\n",
-       "      <td>197</td>\n",
-       "      <td>13</td>\n",
-       "      <td>151</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15 maart</th>\n",
-       "      <td>29</td>\n",
-       "      <td>4</td>\n",
-       "      <td>427</td>\n",
-       "      <td>16</td>\n",
-       "      <td>347</td>\n",
-       "      <td>16</td>\n",
-       "      <td>182</td>\n",
-       "      <td>1</td>\n",
-       "      <td>192</td>\n",
-       "      <td>15</td>\n",
-       "      <td>151</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16 maart</th>\n",
-       "      <td>126</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2150</td>\n",
-       "      <td>101</td>\n",
-       "      <td>2196</td>\n",
-       "      <td>65</td>\n",
-       "      <td>950</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1361</td>\n",
-       "      <td>37</td>\n",
-       "      <td>1010</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
       "text/plain": [
-       "                                aantal        \\\n",
-       "staffel   1; 0-10.000 stemgerechtigden         \n",
-       "standaard                         True False   \n",
-       "dag                                            \n",
-       "14 maart                            28     0   \n",
-       "15 maart                            29     4   \n",
-       "16 maart                           126     3   \n",
-       "\n",
-       "                                                   \\\n",
-       "staffel   2; 10.000-30.000 stemgerechtigden         \n",
-       "standaard                              True False   \n",
-       "dag                                                 \n",
-       "14 maart                                421    15   \n",
-       "15 maart                                427    16   \n",
-       "16 maart                               2150   101   \n",
-       "\n",
-       "                                                   \\\n",
-       "staffel   3; 30.000-60.000 stemgerechtigden         \n",
-       "standaard                              True False   \n",
-       "dag                                                 \n",
-       "14 maart                                346    11   \n",
-       "15 maart                                347    16   \n",
-       "16 maart                               2196    65   \n",
-       "\n",
-       "                                                    \\\n",
-       "staffel   4; 60.000-100.000 stemgerechtigden         \n",
-       "standaard                               True False   \n",
-       "dag                                                  \n",
-       "14 maart                                 177     3   \n",
-       "15 maart                                 182     1   \n",
-       "16 maart                                 950    27   \n",
-       "\n",
-       "                                                     \\\n",
-       "staffel   5; 100.000-350.000 stemgerechtigden         \n",
-       "standaard                                True False   \n",
-       "dag                                                   \n",
-       "14 maart                                  197    13   \n",
-       "15 maart                                  192    15   \n",
-       "16 maart                                 1361    37   \n",
-       "\n",
-       "                                              \n",
-       "staffel   6; >350.000 stemgerechtigden        \n",
-       "standaard                         True False  \n",
-       "dag                                           \n",
-       "14 maart                           151     1  \n",
-       "15 maart                           151     1  \n",
-       "16 maart                          1010     5  "
+       "[Text(0, 0, '14 maart'), Text(1, 0, '15 maart'), Text(2, 0, '16 maart')]"
       ]
      },
-     "execution_count": 87,
+     "execution_count": 98,
      "metadata": {},
      "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 936x936 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 936x936 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "df_open_standaard = pd.DataFrame(open_standaard).pivot(index='dag', columns=['staffel', 'standaard'], values=['aantal'])\n",
-    "df_open_standaard"
+    "df_open_standaard_full = pd.DataFrame(open_standaard)\n",
+    "\n",
+    "df_open_standaard_plot = df_open_standaard_full[df_open_standaard_full['standaard']].pivot(index='dag', columns=['staffel'], values=['aantal'])\n",
+    "\n",
+    "df_open_nonstandaard = pd.DataFrame(open_standaard)\n",
+    "\n",
+    "df_open_nonstandaard_plot = df_open_nonstandaard[~df_open_nonstandaard['standaard']].pivot(index='dag', columns=['staffel'], values=['aantal'])\n",
+    "\n",
+    "dagen_standaard = sorted(list(dict.fromkeys(open_standaard['dag'])))\n",
+    "\n",
+    "ax_open_standaard = df_open_standaard_plot.plot(title='Stemlokalen open op standaard dagen',kind=\"bar\", stacked=True, fontsize=22, figsize=(13,13))\n",
+    "\n",
+    "ax_open_nonstandaard = df_open_nonstandaard_plot.plot(title='Stemlokalen open op niet standaard dagen', kind=\"bar\", stacked=True, fontsize=22, figsize=(13,13))\n",
+    "\n",
+    "ax_open_standaard.set_xticklabels(dagen_standaard, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
+    "\n",
+    "ax_open_nonstandaard.set_xticklabels(dagen_standaard, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")"
    ]
   },
   {