diff --git a/notebook.ipynb b/notebook.ipynb
index cae0113..2d9cb07 100644
--- a/notebook.ipynb
+++ b/notebook.ipynb
@@ -302,6 +302,62 @@
     }
    ],
    "execution_count": 4
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-08-26T17:32:10.719324Z",
+     "start_time": "2025-08-26T17:32:10.553988Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# TODO: add correctly cropped map as background\n",
+    "plt.scatter(vinzenz_summary['mapx'], vinzenz_summary['mapy'])\n",
+    "plt.title('Map positions of reactors')\n",
+    "plt.show()"
+   ],
+   "id": "289a43ccda7019c5",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ],
+      "image/png": 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"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 5
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-08-26T17:33:12.822133Z",
+     "start_time": "2025-08-26T17:33:12.693316Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "plt.hist2d('mapx', 'mapy', weights='score', data=vinzenz_score_log, density=False, bins=60)\n",
+    "plt.show()"
+   ],
+   "id": "fc5665ca0516e573",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ],
+      "image/png": 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f/OAHGjRokJYsWaJ33nlHGzdulCS98cYb2rFjh5577jkNHDhQo0aN0v33368nnnhC1dXVZ+asAABAWDulgJKTk6PRo0crMzMz6HhxcbFqamqCjvfp00c9evSQz+eTJPl8PvXr109ut9uZk5WVpUAgoO3btx/39aqqqhQIBIIeAAAgcjX7JtkVK1bo/fff16ZNm44Z8/v9iouLU2JiYtBxt9stv9/vzPnfcNIw3jB2PPn5+Zo7d25zSwUAAGGqWQFlz549uv3227Vu3Tq1bdu2pWo6Rl5enqZNm+Z8HwgE1L1791Z7fQBAeGOXTvhp1ls8xcXFKi8v1yWXXKKYmBjFxMSosLBQCxYsUExMjNxut6qrq1VRURH0vLKyMnk8HkmSx+M5ZldPw/cNc44WHx8vl8sV9AAAAJGrWQFl+PDh2rp1q7Zs2eI8Bg8erOzsbOfr2NhYFRQUOM8pKSlRaWmpvF6vJMnr9Wrr1q0qLy935qxbt04ul0vp6eln6LQAAEA4a9ZbPJ06dVLfvn2DjnXo0EFdunRxjk+cOFHTpk1TUlKSXC6XbrvtNnm9Xg0dOlSSNGLECKWnp+uGG27QvHnz5Pf7de+99yonJ0fx8fFn6LQAAEA4O+OfJPvb3/5W0dHRGjdunKqqqpSVlaUnn3zSGW/Tpo1Wr16tKVOmyOv1qkOHDpowYYLuu+++M10KAAAIU1HGGBPqIporEAgoISFBV2qMYqJiQ10OAAA4CbWmRhu0SpWVlU3eT8ofCwQAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgnZhQF4Dwd+D6oU3O6fTCxlaoBAAQKVhBAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHXbx4LSxQwcAcKaxggIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsExPqAhB6tf83uNHxmHXvtVIlAAB8ixUUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWYRcP2KUDALAOKygAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgnZhQFwAg8kQN6dfouHl3aytVAiBcsYICAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA67OIBcMaxSwfA6WrWCkp+fr4uvfRSderUScnJyRo7dqxKSkqC5hw5ckQ5OTnq0qWLOnbsqHHjxqmsrCxoTmlpqUaPHq327dsrOTlZM2bMUG1t7emfDQAAiAjNCiiFhYXKycnRxo0btW7dOtXU1GjEiBE6dOiQM+eOO+7Qa6+9ppdeekmFhYXau3evrr32Wme8rq5Oo0ePVnV1td555x0tW7ZMS5cu1ezZs8/cWQEAgLAWZYwxp/rkffv2KTk5WYWFhbriiitUWVmpbt266fnnn9ePf/xjSdJHH32kCy+8UD6fT0OHDtWaNWt09dVXa+/evXK73ZKkxYsX6+6779a+ffsUFxfX5OsGAgElJCToSo1RTFTsqZYPAABaUa2p0QatUmVlpVwuV6NzT+sm2crKSklSUlKSJKm4uFg1NTXKzMx05vTp00c9evSQz+eTJPl8PvXr188JJ5KUlZWlQCCg7du3n045AAAgQpzyTbL19fWaOnWqhg0bpr59+0qS/H6/4uLilJiYGDTX7XbL7/c7c/43nDSMN4wdT1VVlaqqqpzvA4HAqZYNAADCwCmvoOTk5Gjbtm1asWLFmaznuPLz85WQkOA8unfv3uKvCQAAQueUAkpubq5Wr16tN998U+ecc45z3OPxqLq6WhUVFUHzy8rK5PF4nDlH7+pp+L5hztHy8vJUWVnpPPbs2XMqZQMAgDDRrIBijFFubq5Wrlyp9evXKy0tLWh80KBBio2NVUFBgXOspKREpaWl8nq9kiSv16utW7eqvLzcmbNu3Tq5XC6lp6cf93Xj4+PlcrmCHgAAIHI16x6UnJwcPf/881q1apU6derk3DOSkJCgdu3aKSEhQRMnTtS0adOUlJQkl8ul2267TV6vV0OHDpUkjRgxQunp6brhhhs0b948+f1+3XvvvcrJyVF8fPyZP0MAABB2mrXNOCoq6rjHlyxZohtvvFHStx/UNn36dL3wwguqqqpSVlaWnnzyyaC3bz777DNNmTJFGzZsUIcOHTRhwgQ9/PDDiok5ubzENmMAAMJPc7YZn9bnoIQKAQUAgPDTap+DAgAA0BIIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1jnlv2YMAKcqpvf5jY7XfvJpK1UCwFasoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA67eAC0OnbpAGgKKygAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHVCGlCeeOIJnXvuuWrbtq0yMjL07rvvhrIcAABgiZAFlD/96U+aNm2a5syZo/fff18DBgxQVlaWysvLQ1USAACwRMgCyvz58zVp0iTddNNNSk9P1+LFi9W+fXs9++yzoSoJAABYIiYUL1pdXa3i4mLl5eU5x6Kjo5WZmSmfz3fM/KqqKlVVVTnfV1ZWSpJqVSOZlq8XAACcvlrVSJKMafo/75AElK+++kp1dXVyu91Bx91utz766KNj5ufn52vu3LnHHH9br7dYjQAAoGUcOHBACQkJjc4JSUBprry8PE2bNs35vqKiQj179lRpaWmTJxjJAoGAunfvrj179sjlcoW6nJCgB/SgAX2gBw3og709MMbowIEDSk1NbXJuSAJK165d1aZNG5WVlQUdLysrk8fjOWZ+fHy84uPjjzmekJBgVeNDxeVynfV9oAf0oAF9oAcN6IOdPTjZhYWQ3CQbFxenQYMGqaCgwDlWX1+vgoICeb3eUJQEAAAsErK3eKZNm6YJEyZo8ODBGjJkiB577DEdOnRIN910U6hKAgAAlghZQLnuuuu0b98+zZ49W36/XwMHDtTatWuPuXH2eOLj4zVnzpzjvu1zNqEP9ECiBw3oAz1oQB8iowdR5mT2+gAAALQi/hYPAACwDgEFAABYh4ACAACsQ0ABAADWCcuA8sQTT+jcc89V27ZtlZGRoXfffTfUJbWYX/3qV4qKigp69OnTxxk/cuSIcnJy1KVLF3Xs2FHjxo075gPwws1bb72la665RqmpqYqKitIrr7wSNG6M0ezZs5WSkqJ27dopMzNTn3zySdCc/fv3Kzs7Wy6XS4mJiZo4caIOHjzYimdx+prqw4033njMtTFy5MigOeHeh/z8fF166aXq1KmTkpOTNXbsWJWUlATNOZnfgdLSUo0ePVrt27dXcnKyZsyYodra2tY8lVN2Mj248sorj7kWbrnllqA54dwDSVq0aJH69+/vfPCY1+vVmjVrnPFIvw6kpnsQcdeBCTMrVqwwcXFx5tlnnzXbt283kyZNMomJiaasrCzUpbWIOXPmmIsuush8+eWXzmPfvn3O+C233GK6d+9uCgoKzHvvvWeGDh1qLrvsshBWfPpef/1188tf/tK8/PLLRpJZuXJl0PjDDz9sEhISzCuvvGI++OAD88Mf/tCkpaWZb775xpkzcuRIM2DAALNx40bzj3/8w/Tq1ctcf/31rXwmp6epPkyYMMGMHDky6NrYv39/0Jxw70NWVpZZsmSJ2bZtm9myZYu56qqrTI8ePczBgwedOU39DtTW1pq+ffuazMxMs3nzZvP666+brl27mry8vFCcUrOdTA++//3vm0mTJgVdC5WVlc54uPfAGGNeffVV89e//tV8/PHHpqSkxNxzzz0mNjbWbNu2zRgT+deBMU33INKug7ALKEOGDDE5OTnO93V1dSY1NdXk5+eHsKqWM2fOHDNgwIDjjlVUVJjY2Fjz0ksvOcd27txpJBmfz9dKFbaso/9jrq+vNx6Px/z61792jlVUVJj4+HjzwgsvGGOM2bFjh5FkNm3a5MxZs2aNiYqKMl988UWr1X4mnSigjBkz5oTPicQ+lJeXG0mmsLDQGHNyvwOvv/66iY6ONn6/35mzaNEi43K5TFVVVeuewBlwdA+M+fY/pttvv/2Ez4m0HjTo3Lmz+cMf/nBWXgcNGnpgTORdB2H1Fk91dbWKi4uVmZnpHIuOjlZmZqZ8Pl8IK2tZn3zyiVJTU3XeeecpOztbpaWlkqTi4mLV1NQE9aNPnz7q0aNHxPZj9+7d8vv9QeeckJCgjIwM55x9Pp8SExM1ePBgZ05mZqaio6NVVFTU6jW3pA0bNig5OVkXXHCBpkyZoq+//toZi8Q+VFZWSpKSkpIkndzvgM/nU79+/YI+BDIrK0uBQEDbt29vxerPjKN70GD58uXq2rWr+vbtq7y8PB0+fNgZi7Qe1NXVacWKFTp06JC8Xu9ZeR0c3YMGkXQdhMVfM27w1Vdfqa6u7phPm3W73froo49CVFXLysjI0NKlS3XBBRfoyy+/1Ny5c/W9731P27Ztk9/vV1xcnBITE4Oe43a75ff7Q1NwC2s4r+NdAw1jfr9fycnJQeMxMTFKSkqKqL6MHDlS1157rdLS0vTpp5/qnnvu0ahRo+Tz+dSmTZuI60N9fb2mTp2qYcOGqW/fvpJ0Ur8Dfr//uNdLw1g4OV4PJOlnP/uZevbsqdTUVH344Ye6++67VVJSopdffllS5PRg69at8nq9OnLkiDp27KiVK1cqPT1dW7ZsOWuugxP1QIq86yCsAsrZaNSoUc7X/fv3V0ZGhnr27KkXX3xR7dq1C2FlCLXx48c7X/fr10/9+/fX+eefrw0bNmj48OEhrKxl5OTkaNu2bXr77bdDXUrInKgHkydPdr7u16+fUlJSNHz4cH366ac6//zzW7vMFnPBBRdoy5Ytqqys1J///GdNmDBBhYWFoS6rVZ2oB+np6RF3HYTVWzxdu3ZVmzZtjrkzu6ysTB6PJ0RVta7ExER997vf1a5du+TxeFRdXa2KioqgOZHcj4bzauwa8Hg8Ki8vDxqvra3V/v37I7YvknTeeeepa9eu2rVrl6TI6kNubq5Wr16tN998U+ecc45z/GR+Bzwez3Gvl4axcHGiHhxPRkaGJAVdC5HQg7i4OPXq1UuDBg1Sfn6+BgwYoMcff/ysug5O1IPjCffrIKwCSlxcnAYNGqSCggLnWH19vQoKCoLeg4tkBw8e1KeffqqUlBQNGjRIsbGxQf0oKSlRaWlpxPYjLS1NHo8n6JwDgYCKioqcc/Z6vaqoqFBxcbEzZ/369aqvr3d+YSPR559/rq+//lopKSmSIqMPxhjl5uZq5cqVWr9+vdLS0oLGT+Z3wOv1auvWrUFhbd26dXK5XM7SuM2a6sHxbNmyRZKCroVw7sGJ1NfXq6qq6qy4Dk6koQfHE/bXQajv0m2uFStWmPj4eLN06VKzY8cOM3nyZJOYmBh0V3IkmT59utmwYYPZvXu3+ec//2kyMzNN165dTXl5uTHm2611PXr0MOvXrzfvvfee8Xq9xuv1hrjq03PgwAGzefNms3nzZiPJzJ8/32zevNl89tlnxphvtxknJiaaVatWmQ8//NCMGTPmuNuML774YlNUVGTefvtt07t377DaXmtM4304cOCAufPOO43P5zO7d+82f//7380ll1xievfubY4cOeL8jHDvw5QpU0xCQoLZsGFD0NbJw4cPO3Oa+h1o2Fo5YsQIs2XLFrN27VrTrVs3a7dWHq2pHuzatcvcd9995r333jO7d+82q1atMuedd5654oornJ8R7j0wxpiZM2eawsJCs3v3bvPhhx+amTNnmqioKPPGG28YYyL/OjCm8R5E4nUQdgHFGGMWLlxoevToYeLi4syQIUPMxo0bQ11Si7nuuutMSkqKiYuLM9/5znfMddddZ3bt2uWMf/PNN+bWW281nTt3Nu3btzc/+tGPzJdffhnCik/fm2++aSQd85gwYYIx5tutxrNmzTJut9vEx8eb4cOHm5KSkqCf8fXXX5vrr7/edOzY0bhcLnPTTTeZAwcOhOBsTl1jfTh8+LAZMWKE6datm4mNjTU9e/Y0kyZNOiaoh3sfjnf+ksySJUucOSfzO/Dvf//bjBo1yrRr18507drVTJ8+3dTU1LTy2ZyapnpQWlpqrrjiCpOUlGTi4+NNr169zIwZM4I+/8KY8O6BMcbcfPPNpmfPniYuLs5069bNDB8+3AknxkT+dWBM4z2IxOsgyhhjWm+9BgAAoGlhdQ8KAAA4OxBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGCd/w+hlyk9f7WMnwAAAABJRU5ErkJggg=="
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 8
   }
  ],
  "metadata": {