diff --git a/Jupyter/NetworkX/archive/Dev.ipynb b/Jupyter/NetworkX/archive/Dev.ipynb
new file mode 100644
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--- /dev/null
+++ b/Jupyter/NetworkX/archive/Dev.ipynb
@@ -0,0 +1,2126 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from aki_prj23_transparenzregister.utils.sql import connector, entities\n",
+    "from aki_prj23_transparenzregister.config.config_providers import JsonFileConfigProvider\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "session = connector.get_session(JsonFileConfigProvider(\"../../../../secrets.json\"))\n",
+    "query_companies = session.query(entities.Company)  # .all()\n",
+    "query_relations = session.query(entities.CompanyRelation)  # .all()\n",
+    "\n",
+    "companies_df: pd.DataFrame = pd.read_sql(str(query_companies), session.bind)  # type: ignore\n",
+    "companies_relations_df: pd.DataFrame = pd.read_sql(str(query_relations), session.bind)  # type: ignore"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "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 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>company_id</th>\n",
+       "      <th>company_hr</th>\n",
+       "      <th>company_court_id</th>\n",
+       "      <th>company_name</th>\n",
+       "      <th>company_company_type</th>\n",
+       "      <th>company_founding_date</th>\n",
+       "      <th>company_business_purpose</th>\n",
+       "      <th>company_street</th>\n",
+       "      <th>company_house_number</th>\n",
+       "      <th>company_zip_code</th>\n",
+       "      <th>company_city</th>\n",
+       "      <th>company_longitude</th>\n",
+       "      <th>company_latitude</th>\n",
+       "      <th>company_pos_accuracy</th>\n",
+       "      <th>company_capital_value</th>\n",
+       "      <th>company_original_currency</th>\n",
+       "      <th>company_capital_type</th>\n",
+       "      <th>company_last_update</th>\n",
+       "      <th>company_sector</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>HRB 148048</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0 10 24 Telefondienste GmbH</td>\n",
+       "      <td>GMBH</td>\n",
+       "      <td>2000-09-18</td>\n",
+       "      <td>Gegenstand des Unternehmens ist die Entwicklun...</td>\n",
+       "      <td>Deelbögenkamp</td>\n",
+       "      <td>4</td>\n",
+       "      <td>22297</td>\n",
+       "      <td>Hamburg</td>\n",
+       "      <td>10.017700</td>\n",
+       "      <td>53.602620</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>25000.0</td>\n",
+       "      <td>EURO</td>\n",
+       "      <td>STAMMKAPITAL</td>\n",
+       "      <td>2020-05-11</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>HRA 301114</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KG</td>\n",
+       "      <td>2003-07-03</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Johannes-Bieg-Straße</td>\n",
+       "      <td>8</td>\n",
+       "      <td>74391</td>\n",
+       "      <td>Erligheim</td>\n",
+       "      <td>9.097200</td>\n",
+       "      <td>49.022500</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>200000.0</td>\n",
+       "      <td>EURO</td>\n",
+       "      <td>HAFTEINLAGE</td>\n",
+       "      <td>2020-05-04</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>HRA 720015</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1 A Autenrieth Kunststofftechnik GmbH &amp; Co. KG</td>\n",
+       "      <td>KG</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Gewerbestraße</td>\n",
+       "      <td>8</td>\n",
+       "      <td>72535</td>\n",
+       "      <td>Heroldstatt</td>\n",
+       "      <td>9.664233</td>\n",
+       "      <td>48.445633</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>146000.0</td>\n",
+       "      <td>EURO</td>\n",
+       "      <td>HAFTEINLAGE</td>\n",
+       "      <td>2016-08-23</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>HRB 97262</td>\n",
+       "      <td>1</td>\n",
+       "      <td>01050.com GmbH</td>\n",
+       "      <td>GMBH</td>\n",
+       "      <td>2006-03-02</td>\n",
+       "      <td>die Entwicklung und Bereitstellung von Dienstl...</td>\n",
+       "      <td>Deelbögenkamp</td>\n",
+       "      <td>4</td>\n",
+       "      <td>22297</td>\n",
+       "      <td>Hamburg</td>\n",
+       "      <td>10.017700</td>\n",
+       "      <td>53.602620</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>25000.0</td>\n",
+       "      <td>EURO</td>\n",
+       "      <td>STAMMKAPITAL</td>\n",
+       "      <td>2020-05-13</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>HRA 17617</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2. Schaper Objekt GmbH &amp; Co. Kiel KG</td>\n",
+       "      <td>KG</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Metro-Straße</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40235</td>\n",
+       "      <td>Düsseldorf</td>\n",
+       "      <td>6.821600</td>\n",
+       "      <td>51.230100</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>500.0</td>\n",
+       "      <td>EURO</td>\n",
+       "      <td>HAFTEINLAGE</td>\n",
+       "      <td>2021-05-27</td>\n",
+       "      <td>None</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3142</th>\n",
+       "      <td>3143</td>\n",
+       "      <td>HRB 13874</td>\n",
+       "      <td>58</td>\n",
+       "      <td>WINGAS Holding GmbH</td>\n",
+       "      <td>GMBH</td>\n",
+       "      <td>2005-01-18</td>\n",
+       "      <td>Die Beteiligung an Unternehmen, die den Einkau...</td>\n",
+       "      <td>Königstor</td>\n",
+       "      <td>20</td>\n",
+       "      <td>34117</td>\n",
+       "      <td>Kassel</td>\n",
+       "      <td>9.491200</td>\n",
+       "      <td>51.316600</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>25200.0</td>\n",
+       "      <td>EURO</td>\n",
+       "      <td>STAMMKAPITAL</td>\n",
+       "      <td>2023-03-28</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3143</th>\n",
+       "      <td>3144</td>\n",
+       "      <td>HRB 71591</td>\n",
+       "      <td>4</td>\n",
+       "      <td>WohnServicePlus GmbH</td>\n",
+       "      <td>GMBH</td>\n",
+       "      <td>2013-11-27</td>\n",
+       "      <td>Die Erbringung von Servicedienstleistungen run...</td>\n",
+       "      <td>Flughafenstraße</td>\n",
+       "      <td>99</td>\n",
+       "      <td>40474</td>\n",
+       "      <td>Düsseldorf</td>\n",
+       "      <td>6.748000</td>\n",
+       "      <td>51.269600</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>25000.0</td>\n",
+       "      <td>EURO</td>\n",
+       "      <td>STAMMKAPITAL</td>\n",
+       "      <td>2022-03-29</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3144</th>\n",
+       "      <td>3145</td>\n",
+       "      <td>HRB 5297</td>\n",
+       "      <td>102</td>\n",
+       "      <td>Wohnungsbaugesellschaft mit beschränkter Haftu...</td>\n",
+       "      <td>GMBH</td>\n",
+       "      <td>1989-07-04</td>\n",
+       "      <td>Die Gesellschaft errichtet, bewirtschaftet, be...</td>\n",
+       "      <td>Taubenstraße</td>\n",
+       "      <td>47</td>\n",
+       "      <td>47443</td>\n",
+       "      <td>Moers</td>\n",
+       "      <td>6.667900</td>\n",
+       "      <td>51.454200</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>6168500.0</td>\n",
+       "      <td>EURO</td>\n",
+       "      <td>STAMMKAPITAL</td>\n",
+       "      <td>2022-02-16</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3145</th>\n",
+       "      <td>3146</td>\n",
+       "      <td>HRA 48546 B</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Zalando Customer Care International SE &amp; Co. KG</td>\n",
+       "      <td>KG</td>\n",
+       "      <td>2013-08-16</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Mühlenstraße</td>\n",
+       "      <td>15</td>\n",
+       "      <td>10243</td>\n",
+       "      <td>Berlin</td>\n",
+       "      <td>13.439400</td>\n",
+       "      <td>52.512300</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>EURO</td>\n",
+       "      <td>HAFTEINLAGE</td>\n",
+       "      <td>2021-11-26</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3146</th>\n",
+       "      <td>3147</td>\n",
+       "      <td>HRB 382018</td>\n",
+       "      <td>9</td>\n",
+       "      <td>zebotec GmbH</td>\n",
+       "      <td>GMBH</td>\n",
+       "      <td>2002-04-03</td>\n",
+       "      <td>ist Consulting und Dienstleistungen im Bereich...</td>\n",
+       "      <td>August-Borsig-Straße</td>\n",
+       "      <td>11</td>\n",
+       "      <td>78467</td>\n",
+       "      <td>Konstanz</td>\n",
+       "      <td>9.164900</td>\n",
+       "      <td>47.674400</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>25000.0</td>\n",
+       "      <td>EURO</td>\n",
+       "      <td>STAMMKAPITAL</td>\n",
+       "      <td>2021-12-15</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3146 rows × 19 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      company_id   company_hr  company_court_id  \\\n",
+       "0              1   HRB 148048                 1   \n",
+       "1              2   HRA 301114                 2   \n",
+       "2              3   HRA 720015                 3   \n",
+       "3              4    HRB 97262                 1   \n",
+       "4              5    HRA 17617                 4   \n",
+       "...          ...          ...               ...   \n",
+       "3142        3143    HRB 13874                58   \n",
+       "3143        3144    HRB 71591                 4   \n",
+       "3144        3145     HRB 5297               102   \n",
+       "3145        3146  HRA 48546 B                12   \n",
+       "3146        3147   HRB 382018                 9   \n",
+       "\n",
+       "                                           company_name company_company_type  \\\n",
+       "0                           0 10 24 Telefondienste GmbH                 GMBH   \n",
+       "1        1. Staiger Grundstücksverwaltung GmbH & Co. KG                   KG   \n",
+       "2        1 A Autenrieth Kunststofftechnik GmbH & Co. KG                   KG   \n",
+       "3                                        01050.com GmbH                 GMBH   \n",
+       "4                  2. Schaper Objekt GmbH & Co. Kiel KG                   KG   \n",
+       "...                                                 ...                  ...   \n",
+       "3141                                WINGAS Holding GmbH                 GMBH   \n",
+       "3142                               WohnServicePlus GmbH                 GMBH   \n",
+       "3143  Wohnungsbaugesellschaft mit beschränkter Haftu...                 GMBH   \n",
+       "3144    Zalando Customer Care International SE & Co. KG                   KG   \n",
+       "3145                                       zebotec GmbH                 GMBH   \n",
+       "\n",
+       "     company_founding_date                           company_business_purpose  \\\n",
+       "0               2000-09-18  Gegenstand des Unternehmens ist die Entwicklun...   \n",
+       "1               2003-07-03                                               None   \n",
+       "2                     None                                               None   \n",
+       "3               2006-03-02  die Entwicklung und Bereitstellung von Dienstl...   \n",
+       "4                     None                                               None   \n",
+       "...                    ...                                                ...   \n",
+       "3141            2005-01-18  Die Beteiligung an Unternehmen, die den Einkau...   \n",
+       "3142            2013-11-27  Die Erbringung von Servicedienstleistungen run...   \n",
+       "3143            1989-07-04  Die Gesellschaft errichtet, bewirtschaftet, be...   \n",
+       "3144            2013-08-16                                               None   \n",
+       "3145            2002-04-03  ist Consulting und Dienstleistungen im Bereich...   \n",
+       "\n",
+       "            company_street company_house_number company_zip_code company_city  \\\n",
+       "0            Deelbögenkamp                    4            22297      Hamburg   \n",
+       "1     Johannes-Bieg-Straße                    8            74391    Erligheim   \n",
+       "2            Gewerbestraße                    8            72535  Heroldstatt   \n",
+       "3            Deelbögenkamp                    4            22297      Hamburg   \n",
+       "4             Metro-Straße                    2            40235   Düsseldorf   \n",
+       "...                    ...                  ...              ...          ...   \n",
+       "3141             Königstor                   20            34117       Kassel   \n",
+       "3142       Flughafenstraße                   99            40474   Düsseldorf   \n",
+       "3143          Taubenstraße                   47            47443        Moers   \n",
+       "3144          Mühlenstraße                   15            10243       Berlin   \n",
+       "3145  August-Borsig-Straße                   11            78467     Konstanz   \n",
+       "\n",
+       "      company_longitude  company_latitude  company_pos_accuracy  \\\n",
+       "0             10.017700         53.602620                   4.0   \n",
+       "1              9.097200         49.022500                   4.0   \n",
+       "2              9.664233         48.445633                   4.0   \n",
+       "3             10.017700         53.602620                   4.0   \n",
+       "4              6.821600         51.230100                   4.0   \n",
+       "...                 ...               ...                   ...   \n",
+       "3141           9.491200         51.316600                   4.0   \n",
+       "3142           6.748000         51.269600                   4.0   \n",
+       "3143           6.667900         51.454200                   4.0   \n",
+       "3144          13.439400         52.512300                   6.0   \n",
+       "3145           9.164900         47.674400                   4.0   \n",
+       "\n",
+       "      company_capital_value company_original_currency company_capital_type  \\\n",
+       "0                   25000.0                      EURO         STAMMKAPITAL   \n",
+       "1                  200000.0                      EURO          HAFTEINLAGE   \n",
+       "2                  146000.0                      EURO          HAFTEINLAGE   \n",
+       "3                   25000.0                      EURO         STAMMKAPITAL   \n",
+       "4                     500.0                      EURO          HAFTEINLAGE   \n",
+       "...                     ...                       ...                  ...   \n",
+       "3141                25200.0                      EURO         STAMMKAPITAL   \n",
+       "3142                25000.0                      EURO         STAMMKAPITAL   \n",
+       "3143              6168500.0                      EURO         STAMMKAPITAL   \n",
+       "3144                  100.0                      EURO          HAFTEINLAGE   \n",
+       "3145                25000.0                      EURO         STAMMKAPITAL   \n",
+       "\n",
+       "     company_last_update company_sector  \n",
+       "0             2020-05-11           None  \n",
+       "1             2020-05-04           None  \n",
+       "2             2016-08-23           None  \n",
+       "3             2020-05-13           None  \n",
+       "4             2021-05-27           None  \n",
+       "...                  ...            ...  \n",
+       "3141          2023-03-28           None  \n",
+       "3142          2022-03-29           None  \n",
+       "3143          2022-02-16           None  \n",
+       "3144          2021-11-26           None  \n",
+       "3145          2021-12-15           None  \n",
+       "\n",
+       "[3146 rows x 19 columns]"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "companies_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def to_dict(data: object):\n",
+    "    return data.__dict__"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "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 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>index</th>\n",
+       "      <th>label</th>\n",
+       "      <th>type</th>\n",
+       "      <th>shape</th>\n",
+       "      <th>color</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>company_1</td>\n",
+       "      <td>0 10 24 Telefondienste GmbH</td>\n",
+       "      <td>Company</td>\n",
+       "      <td>dot</td>\n",
+       "      <td>#729b79ff</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>person_1</td>\n",
+       "      <td>Nicolas, Tetau</td>\n",
+       "      <td>Person</td>\n",
+       "      <td>dot</td>\n",
+       "      <td>blue</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>person_2</td>\n",
+       "      <td>Lutz, Dammast</td>\n",
+       "      <td>Person</td>\n",
+       "      <td>dot</td>\n",
+       "      <td>blue</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>company_2</td>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>Company</td>\n",
+       "      <td>dot</td>\n",
+       "      <td>#729b79ff</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>person_3</td>\n",
+       "      <td>Rosemarie, Tutsch</td>\n",
+       "      <td>Person</td>\n",
+       "      <td>dot</td>\n",
+       "      <td>blue</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       index                                           label     type shape  \\\n",
+       "0  company_1                     0 10 24 Telefondienste GmbH  Company   dot   \n",
+       "1   person_1                                  Nicolas, Tetau   Person   dot   \n",
+       "2   person_2                                   Lutz, Dammast   Person   dot   \n",
+       "3  company_2  1. Staiger Grundstücksverwaltung GmbH & Co. KG  Company   dot   \n",
+       "4   person_3                               Rosemarie, Tutsch   Person   dot   \n",
+       "\n",
+       "       color  \n",
+       "0  #729b79ff  \n",
+       "1       blue  \n",
+       "2       blue  \n",
+       "3  #729b79ff  \n",
+       "4       blue  "
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def get_data():\n",
+    "    nodes = {}\n",
+    "    edges = []\n",
+    "    network_data = []\n",
+    "    edge_template = {\n",
+    "        \"from\": {\n",
+    "            \"name\": \"Hans Wurst\",\n",
+    "            \"type\": \"Person\",\n",
+    "        },\n",
+    "        \"to\": {\"name\": \"Atos :D\", \"type\": \"Company\"},\n",
+    "        \"type\": \"Vorstand\",\n",
+    "    }\n",
+    "    node_template = {\n",
+    "        \"id\": \"(company|person)_\\d\",\n",
+    "        \"label\": \"Name from entries\",\n",
+    "        \"type\": \"Company|Person\",\n",
+    "        \"shape\": \"dot\",\n",
+    "        \"color\": \"#729b79ff\",\n",
+    "        # TODO add title for hover effect in graph \"title\": \"\"\n",
+    "    }\n",
+    "    data = session.query(entities.Relation).all()\n",
+    "    for entry in data[:1000]:\n",
+    "        company = (\n",
+    "            session.query(entities.Company)\n",
+    "            .filter(entities.Company.id == entry.company_id)\n",
+    "            .first()\n",
+    "        )\n",
+    "        if (\"company_\" + str(company.id)) not in nodes:\n",
+    "            nodes[\"company_\" + str(company.id)] = {\n",
+    "                \"label\": company.name,\n",
+    "                \"type\": \"Company\",\n",
+    "                \"shape\": \"dot\",\n",
+    "                \"color\": \"#729b79ff\",\n",
+    "            }\n",
+    "        person_relations = (\n",
+    "            session.query(entities.PersonRelation)\n",
+    "            .filter(entities.PersonRelation.id == entry.id)\n",
+    "            .all()\n",
+    "        )\n",
+    "        for relation in person_relations:\n",
+    "            person = (\n",
+    "                session.query(entities.Person)\n",
+    "                .filter(entities.Person.id == relation.person_id)\n",
+    "                .first()\n",
+    "            )\n",
+    "            if (\"person_\" + str(person.id)) not in nodes:\n",
+    "                nodes[\"person_\" + str(person.id)] = {\n",
+    "                    \"label\": f\"{person.firstname}, {person.lastname}\",\n",
+    "                    \"type\": \"Person\",\n",
+    "                    \"shape\": \"dot\",\n",
+    "                    \"color\": \"blue\",\n",
+    "                }\n",
+    "            edges.append(\n",
+    "                {\n",
+    "                    \"from\": \"person_\" + str(person.id),\n",
+    "                    \"to\": \"company_\" + str(company.id),\n",
+    "                    # \"label\": int(entry.relation)\n",
+    "                    \"label\": RelationTypeEnum.get_string_from_enum(entry.relation),\n",
+    "                }\n",
+    "            )\n",
+    "        company_relations = (\n",
+    "            session.query(entities.CompanyRelation)\n",
+    "            .filter(entities.CompanyRelation.id == entry.id)\n",
+    "            .all()\n",
+    "        )\n",
+    "        for relation in company_relations:\n",
+    "            company_2 = (\n",
+    "                session.query(entities.Company)\n",
+    "                .filter(entities.Company.id == relation.company2_id)\n",
+    "                .first()\n",
+    "            )\n",
+    "            if (\"company_\" + str(company_2.id)) not in nodes:\n",
+    "                nodes[\"company_\" + str(company_2.id)] = {\n",
+    "                    \"label\": company_2.name,\n",
+    "                    \"type\": \"Company\",\n",
+    "                    \"shape\": \"dot\",\n",
+    "                    \"color\": \"#729b79ff\",\n",
+    "                }\n",
+    "            edges.append(\n",
+    "                {\n",
+    "                    \"from\": \"company_\" + str(company_2.id),\n",
+    "                    \"to\": \"company_\" + str(company.id),\n",
+    "                    \"label\": RelationTypeEnum.get_string_from_enum(entry.relation),\n",
+    "                }\n",
+    "            )\n",
+    "    return pd.DataFrame.from_dict(nodes, orient=\"index\").reset_index(), pd.DataFrame(\n",
+    "        edges\n",
+    "    )\n",
+    "\n",
+    "\n",
+    "nodes, edges = get_data()\n",
+    "nodes.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "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 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>from</th>\n",
+       "      <th>to</th>\n",
+       "      <th>label</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>person_1</td>\n",
+       "      <td>company_1</td>\n",
+       "      <td>RelationshipRoleEnum.GESCHAEFTSFUEHRER</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>person_2</td>\n",
+       "      <td>company_1</td>\n",
+       "      <td>RelationshipRoleEnum.PROKURIST</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>person_3</td>\n",
+       "      <td>company_2</td>\n",
+       "      <td>RelationshipRoleEnum.KOMMANDITIST</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>person_4</td>\n",
+       "      <td>company_2</td>\n",
+       "      <td>RelationshipRoleEnum.KOMMANDITIST</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>person_5</td>\n",
+       "      <td>company_2</td>\n",
+       "      <td>RelationshipRoleEnum.KOMMANDITIST</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       from         to                                   label\n",
+       "0  person_1  company_1  RelationshipRoleEnum.GESCHAEFTSFUEHRER\n",
+       "1  person_2  company_1          RelationshipRoleEnum.PROKURIST\n",
+       "2  person_3  company_2       RelationshipRoleEnum.KOMMANDITIST\n",
+       "3  person_4  company_2       RelationshipRoleEnum.KOMMANDITIST\n",
+       "4  person_5  company_2       RelationshipRoleEnum.KOMMANDITIST"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "edges.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1200x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import networkx as nx\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "fig = plt.figure(figsize=(12, 12))\n",
+    "ax = plt.subplot(111)\n",
+    "ax.set_title(\"Graph - Shapes\", fontsize=10)\n",
+    "\n",
+    "# initiate graph\n",
+    "graph = nx.MultiGraph()\n",
+    "\n",
+    "# create edges from dataframe\n",
+    "graph = nx.from_pandas_edgelist(edges, source=\"from\", target=\"to\", edge_attr=\"label\")\n",
+    "\n",
+    "# update node attributes from dataframe\n",
+    "nodes_attr = nodes.set_index(\"index\").to_dict(orient=\"index\")\n",
+    "nx.set_node_attributes(graph, nodes_attr)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from pyvis.network import Network\n",
+    "\n",
+    "net = Network(\n",
+    "    directed=False, neighborhood_highlight=True, bgcolor=\"white\", font_color=\"black\"\n",
+    ")\n",
+    "\n",
+    "# pass networkx graph to pyvis\n",
+    "net.from_nx(graph)\n",
+    "\n",
+    "net.inherit_edge_colors(False)\n",
+    "net.set_edge_smooth(\"dynamic\")\n",
+    "\n",
+    "net.repulsion()\n",
+    "net.show_buttons(filter_=[\"physics\"])\n",
+    "\n",
+    "# net.show_buttons()\n",
+    "\n",
+    "# save graph as HTML\n",
+    "net.save_graph(\"./tmp.html\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'<html>\\n    <head>\\n        <meta charset=\"utf-8\">\\n        \\n            <script src=\"lib/bindings/utils.js\"></script>\\n            <link rel=\"stylesheet\" href=\"https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/dist/vis-network.min.css\" integrity=\"sha512-WgxfT5LWjfszlPHXRmBWHkV2eceiWTOBvrKCNbdgDYTHrT2AeLCGbF4sZlZw3UMN3WtL0tGUoIAKsu8mllg/XA==\" crossorigin=\"anonymous\" referrerpolicy=\"no-referrer\" />\\n            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/vis-network.min.js\" integrity=\"sha512-LnvoEWDFrqGHlHmDD2101OrLcbsfkrzoSpvtSQtxK3RMnRV0eOkhhBN2dXHKRrUU8p2DGRTk35n4O8nWSVe1mQ==\" crossorigin=\"anonymous\" referrerpolicy=\"no-referrer\"></script>\\n            \\n        \\n<center>\\n<h1></h1>\\n</center>\\n\\n<!-- <link rel=\"stylesheet\" href=\"../node_modules/vis/dist/vis.min.css\" type=\"text/css\" />\\n<script type=\"text/javascript\" src=\"../node_modules/vis/dist/vis.js\"> </script>-->\\n        <link\\n          href=\"https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/css/bootstrap.min.css\"\\n          rel=\"stylesheet\"\\n          integrity=\"sha384-eOJMYsd53ii+scO/bJGFsiCZc+5NDVN2yr8+0RDqr0Ql0h+rP48ckxlpbzKgwra6\"\\n          crossorigin=\"anonymous\"\\n        />\\n        <script\\n          src=\"https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/js/bootstrap.bundle.min.js\"\\n          integrity=\"sha384-JEW9xMcG8R+pH31jmWH6WWP0WintQrMb4s7ZOdauHnUtxwoG2vI5DkLtS3qm9Ekf\"\\n          crossorigin=\"anonymous\"\\n        ></script>\\n\\n\\n        <center>\\n          <h1></h1>\\n        </center>\\n        <style type=\"text/css\">\\n\\n             #mynetwork {\\n                 width: 100%;\\n                 height: 600px;\\n                 background-color: white;\\n                 border: 1px solid lightgray;\\n                 position: relative;\\n                 float: left;\\n             }\\n\\n             \\n             #loadingBar {\\n                 position:absolute;\\n                 top:0px;\\n                 left:0px;\\n                 width: 100%;\\n                 height: 600px;\\n                 background-color:rgba(200,200,200,0.8);\\n                 -webkit-transition: all 0.5s ease;\\n                 -moz-transition: all 0.5s ease;\\n                 -ms-transition: all 0.5s ease;\\n                 -o-transition: all 0.5s ease;\\n                 transition: all 0.5s ease;\\n                 opacity:1;\\n             }\\n\\n             #bar {\\n                 position:absolute;\\n                 top:0px;\\n                 left:0px;\\n                 width:20px;\\n                 height:20px;\\n                 margin:auto auto auto auto;\\n                 border-radius:11px;\\n                 border:2px solid rgba(30,30,30,0.05);\\n                 background: rgb(0, 173, 246); 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/* Old browsers */\\n                 background: -moz-linear-gradient(top,  rgba(252,252,252,1) 0%, rgba(237,237,237,1) 100%); /* FF3.6+ */\\n                 background: -webkit-gradient(linear, left top, left bottom, color-stop(0%,rgba(252,252,252,1)), color-stop(100%,rgba(237,237,237,1))); /* Chrome,Safari4+ */\\n                 background: -webkit-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* Chrome10+,Safari5.1+ */\\n                 background: -o-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* Opera 11.10+ */\\n                 background: -ms-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* IE10+ */\\n                 background: linear-gradient(to bottom,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* W3C */\\n                 filter: progid:DXImageTransform.Microsoft.gradient( startColorstr=\\'#fcfcfc\\', endColorstr=\\'#ededed\\',GradientType=0 ); /* IE6-9 */\\n                 border-radius:72px;\\n                 box-shadow: 0px 0px 10px rgba(0,0,0,0.2);\\n             }\\n             \\n\\n             \\n             #config {\\n                 float: left;\\n                 width: 400px;\\n                 height: 600px;\\n             }\\n             \\n\\n             \\n        </style>\\n    </head>\\n\\n\\n    <body>\\n        <div class=\"card\" style=\"width: 100%\">\\n            \\n            \\n            <div id=\"mynetwork\" class=\"card-body\"></div>\\n        </div>\\n\\n        \\n            <div id=\"loadingBar\">\\n              <div class=\"outerBorder\">\\n                <div id=\"text\">0%</div>\\n                <div id=\"border\">\\n                  <div id=\"bar\"></div>\\n                </div>\\n              </div>\\n            </div>\\n        \\n        \\n            <div id=\"config\"></div>\\n        \\n\\n        <script type=\"text/javascript\">\\n\\n              // initialize global variables.\\n              var edges;\\n              var nodes;\\n              var allNodes;\\n              var allEdges;\\n              var nodeColors;\\n              var originalNodes;\\n              var network;\\n              var container;\\n              var options, data;\\n              var filter = {\\n                  item : \\'\\',\\n                  property : \\'\\',\\n                  value : []\\n              };\\n\\n              \\n\\n              \\n\\n              // This method is responsible for drawing the graph, returns the drawn network\\n              function drawGraph() {\\n                  var container = document.getElementById(\\'mynetwork\\');\\n\\n                  \\n\\n                  // parsing and collecting nodes and edges from the python\\n                  nodes = new vis.DataSet([{\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_1\", \"label\": \"Nicolas, Tetau\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_1\", \"label\": \"0 10 24 Telefondienste GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_4\", \"label\": \"01050.com GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_2\", \"label\": \"Lutz, Dammast\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_3\", \"label\": \"Rosemarie, Tutsch\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_2\", \"label\": \"1. Staiger Grundst\\\\u00fccksverwaltung GmbH \\\\u0026 Co. KG\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_4\", \"label\": \"Marc, Staiger\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_5\", \"label\": \"Michaela, Staiger\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_6\", \"label\": \"Margarete, Staiger\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_7\", \"label\": \"Bruno, Staiger\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_8\", \"label\": \"Nicole, Hofmann\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_9\", \"label\": \"Steffen, Autenrieth\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_3\", \"label\": \"1 A Autenrieth Kunststofftechnik GmbH \\\\u0026 Co. KG\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_10\", \"label\": \"Stefanie, Bischoff\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_2213\", \"label\": \"Multi-Center Warenvertriebs GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_5\", \"label\": \"2. Schaper Objekt GmbH \\\\u0026 Co. Kiel KG\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_11\", \"label\": \"Christel, Achilles\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_6\", \"label\": \"AASP Filmproduktionsgesellschaft mbH \\\\u0026 Co. Leonie KG\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_12\", \"label\": \"Wilhelm, Ackermann\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_13\", \"label\": \"Harald, Ahrens\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_14\", \"label\": \"Mohamed Maged, Al Sibai\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_15\", \"label\": \"Salim, Al-Bazaz\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_16\", \"label\": \"Marina, Attawar\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_17\", \"label\": \"Ankica, Babic-Pavicic\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_18\", \"label\": \"Ingo, Bak\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_19\", \"label\": \"Christoph, Becker\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_20\", \"label\": \"Olaf, Becker\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_21\", \"label\": \"Rainer, Berg\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_22\", \"label\": \"Pieter, Berkhout\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_23\", \"label\": \"Bernhard, Berns\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_24\", \"label\": \"Franz-Hartwig, Betz\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_25\", \"label\": \"Claus, Birken\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_26\", \"label\": \"Helmut, Blessing\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_27\", \"label\": \"Heinz G., Bohnet\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_28\", \"label\": \"Peter, Boldt\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_29\", \"label\": \"Thomas, Bone-Winkel\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_30\", \"label\": \"Wolfgang, Bongartz\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_31\", \"label\": \"Heinz, Bongartz\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_32\", \"label\": \"Hans-Dieter, Brasse\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_33\", \"label\": \"Frank, Breman\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_34\", \"label\": \"Harald C. H., Bremer\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_35\", \"label\": \"Franz-Josef, Bruns\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_36\", \"label\": \"Norbert, Busch jun.\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_37\", \"label\": \"Georg, Butter\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_38\", \"label\": \"Kerstin, Butz-Scharf\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_39\", \"label\": \"Michael, B\\\\u00f6s\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_40\", \"label\": \"Volker, Canis\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_41\", \"label\": \"Alfred, Comberg\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_42\", \"label\": \"G\\\\u00fcnther, de las Heras\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_43\", \"label\": \"Claus, Delkeskamp\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_44\", \"label\": \"Stefan, Delkeskamp\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_45\", \"label\": \"Susanne, Delkeskamp\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_46\", \"label\": \"Jens, Dellhofen\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_47\", \"label\": \"Hans Adolf, Demler\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_48\", \"label\": \"Rumen, Dimitrov\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_49\", \"label\": \"Steffen, Dittmann\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_50\", \"label\": \"Wolfgang, Dohmen\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_51\", \"label\": \"Ulrich, Dornieden\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": 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{\"color\": \"black\"}, \"id\": \"person_787\", \"label\": \"Alberto, Uncini Manganelli\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_788\", \"label\": \"Sigrid, B\\\\u00fchrle\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_789\", \"label\": \"Marina, Mogus\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_790\", \"label\": \"Carla, Murphy\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_791\", \"label\": \"Sven, Moser\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_792\", \"label\": \"Claudia, Silva\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_793\", \"label\": \"Scott, Zalaznik\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_794\", \"label\": \"Jan, Heinemann\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_795\", \"label\": \"Amanda, Rajkumar\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_796\", \"label\": \"Martin, Shankland\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_797\", \"label\": \"Christof, Wolpert\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_798\", \"label\": \"Laura, Pui-Moldovan\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_799\", \"label\": \"Eveline, Noya\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_800\", \"label\": \"Bj\\\\u00f6rn, Gulden\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_801\", \"label\": \"Saskia, Poelman\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_802\", \"label\": \"Arthur, H\\\\u00f6ld\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_803\", \"label\": \"Filipa, Ribeiro\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_804\", \"label\": \"Mathieu Nounagnon, 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\"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_112\", \"label\": \"7pace GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_859\", \"label\": \"Dieter, Umhau\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_113\", \"label\": \"AHG Agrar-Holding GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_860\", \"label\": \"Henrik Cord, Husemeyer\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_861\", \"label\": \"Sven, Thines\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_114\", \"label\": \"AirIT Services GmbH\", \"shape\": \"dot\", 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\"Kommanditist(in)\", \"to\": \"person_699\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_700\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_701\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_702\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_703\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_704\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_705\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_706\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_707\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_708\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_709\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_710\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_711\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_712\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_713\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_714\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_715\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_716\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_717\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_718\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_719\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_720\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_721\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_722\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_723\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_724\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_725\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_726\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_727\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_728\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_729\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_730\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_731\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_732\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_733\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_734\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_735\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_736\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_737\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_738\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_739\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_740\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_741\", \"width\": 1}, {\"from\": \"company_65\", \"label\": \"Kommanditist(in)\", \"to\": \"person_742\", \"width\": 1}, {\"from\": \"person_743\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_66\", \"width\": 1}, {\"from\": \"company_66\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_744\", \"width\": 1}, {\"from\": \"person_745\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_67\", \"width\": 1}, {\"from\": \"company_67\", \"label\": \"Prokurist(in)\", \"to\": \"person_746\", \"width\": 1}, {\"from\": \"company_67\", \"label\": \"Prokurist(in)\", \"to\": \"person_747\", \"width\": 1}, {\"from\": \"company_67\", \"label\": \"Prokurist(in)\", \"to\": \"person_748\", \"width\": 1}, {\"from\": \"company_67\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_749\", \"width\": 1}, {\"from\": \"person_750\", \"label\": \"Prokurist(in)\", \"to\": \"company_68\", \"width\": 1}, {\"from\": \"company_68\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_751\", \"width\": 1}, {\"from\": \"company_68\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_752\", \"width\": 1}, {\"from\": \"company_68\", \"label\": \"Prokurist(in)\", \"to\": \"person_753\", \"width\": 1}, {\"from\": \"company_163\", \"label\": \"Pers\\\\u00f6nlich haftende(r) Gesellschafter(in)\", \"to\": \"company_74\", \"width\": 1}, {\"from\": \"company_80\", \"label\": \"Pers\\\\u00f6nlich haftende(r) Gesellschafter(in)\", \"to\": \"company_77\", \"width\": 1}, {\"from\": \"company_80\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_758\", \"width\": 1}, {\"from\": \"company_80\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_760\", \"width\": 1}, {\"from\": \"company_77\", \"label\": \"Kommanditist(in)\", \"to\": \"person_754\", \"width\": 1}, {\"from\": \"company_77\", \"label\": \"Kommanditist(in)\", \"to\": \"person_755\", \"width\": 1}, {\"from\": \"company_77\", \"label\": \"Kommanditist(in)\", \"to\": \"person_756\", \"width\": 1}, {\"from\": \"company_77\", \"label\": \"Kommanditist(in)\", \"to\": \"person_757\", \"width\": 1}, {\"from\": \"company_77\", \"label\": \"Pers\\\\u00f6nlich haftende(r) Gesellschafter(in)\", \"to\": \"person_758\", \"width\": 1}, {\"from\": \"person_759\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_79\", \"width\": 1}, {\"from\": \"person_761\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_81\", \"width\": 1}, {\"from\": \"person_762\", \"label\": \"Liquidator(in)\", \"to\": \"company_82\", \"width\": 1}, {\"from\": \"person_763\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_83\", \"width\": 1}, {\"from\": \"person_764\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_85\", \"width\": 1}, {\"from\": \"person_765\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_86\", \"width\": 1}, {\"from\": \"company_86\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_766\", \"width\": 1}, {\"from\": \"person_767\", \"label\": \"Prokurist(in)\", \"to\": \"company_87\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_768\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_769\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_770\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_771\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Vorstand\", \"to\": \"person_772\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_773\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_774\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_775\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_776\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_777\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_778\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_779\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_780\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_781\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_782\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_783\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_784\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_785\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_786\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_787\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_788\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_789\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_790\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_791\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_792\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_793\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_794\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Vorstand\", \"to\": \"person_795\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Vorstand\", \"to\": \"person_796\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_797\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_798\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_799\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Vorstand\", \"to\": \"person_800\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_801\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Vorstand\", \"to\": \"person_802\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_803\", \"width\": 1}, {\"from\": \"company_87\", \"label\": \"Prokurist(in)\", \"to\": \"person_804\", \"width\": 1}, {\"from\": \"person_805\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_88\", \"width\": 1}, {\"from\": \"person_806\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_89\", \"width\": 1}, {\"from\": \"company_89\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_807\", \"width\": 1}, {\"from\": \"company_89\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_808\", \"width\": 1}, {\"from\": \"company_89\", \"label\": \"Prokurist(in)\", \"to\": \"person_809\", \"width\": 1}, {\"from\": \"company_89\", \"label\": \"Prokurist(in)\", \"to\": \"person_810\", \"width\": 1}, {\"from\": \"company_91\", \"label\": \"Prokurist(in)\", \"to\": \"person_811\", \"width\": 1}, {\"from\": \"company_92\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_812\", \"width\": 1}, {\"from\": \"company_92\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_813\", \"width\": 1}, {\"from\": \"company_92\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_814\", \"width\": 1}, {\"from\": \"company_92\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_815\", \"width\": 1}, {\"from\": \"person_816\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_93\", \"width\": 1}, {\"from\": \"company_93\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_817\", \"width\": 1}, {\"from\": \"person_818\", \"label\": \"Vorstand\", \"to\": \"company_96\", \"width\": 1}, {\"from\": \"company_96\", \"label\": \"Vorstand\", \"to\": \"person_819\", \"width\": 1}, {\"from\": \"company_96\", \"label\": \"Vorstand\", \"to\": \"person_820\", \"width\": 1}, {\"from\": \"company_96\", \"label\": \"Vorstand\", \"to\": \"person_821\", \"width\": 1}, {\"from\": \"person_822\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_97\", \"width\": 1}, {\"from\": \"company_97\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_823\", \"width\": 1}, {\"from\": \"person_824\", \"label\": \"Prokurist(in)\", \"to\": \"company_98\", \"width\": 1}, {\"from\": \"company_98\", \"label\": \"Prokurist(in)\", \"to\": \"person_825\", \"width\": 1}, {\"from\": \"company_98\", \"label\": \"Prokurist(in)\", \"to\": \"person_826\", \"width\": 1}, {\"from\": \"company_98\", \"label\": \"Prokurist(in)\", \"to\": \"person_827\", \"width\": 1}, {\"from\": \"person_828\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_100\", \"width\": 1}, {\"from\": \"person_829\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_109\", \"width\": 1}, {\"from\": \"company_109\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_830\", \"width\": 1}, {\"from\": \"person_831\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_110\", \"width\": 1}, {\"from\": \"company_110\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_832\", \"width\": 1}, {\"from\": \"company_110\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_833\", \"width\": 1}, {\"from\": \"company_110\", \"label\": \"Prokurist(in)\", \"to\": \"person_834\", \"width\": 1}, {\"from\": \"company_110\", \"label\": \"Prokurist(in)\", \"to\": \"person_835\", \"width\": 1}, {\"from\": \"company_110\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_836\", \"width\": 1}, {\"from\": \"company_110\", \"label\": \"Prokurist(in)\", \"to\": \"person_837\", \"width\": 1}, {\"from\": \"company_110\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_838\", \"width\": 1}, {\"from\": \"company_110\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_839\", \"width\": 1}, {\"from\": \"company_110\", \"label\": \"Prokurist(in)\", \"to\": \"person_840\", \"width\": 1}, {\"from\": \"person_841\", \"label\": \"Kommanditist(in)\", \"to\": \"company_111\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_842\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_843\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_844\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_845\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_846\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_847\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_848\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_849\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_850\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_851\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_852\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_853\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_854\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_855\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_856\", \"width\": 1}, {\"from\": \"company_111\", \"label\": \"Kommanditist(in)\", \"to\": \"person_857\", \"width\": 1}, {\"from\": \"person_858\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_112\", \"width\": 1}, {\"from\": \"person_859\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"company_113\", \"width\": 1}, {\"from\": \"company_113\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_860\", \"width\": 1}, {\"from\": \"person_861\", \"label\": \"Prokurist(in)\", \"to\": \"company_114\", \"width\": 1}, {\"from\": \"company_114\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_862\", \"width\": 1}, {\"from\": \"company_114\", \"label\": \"Gesch\\\\u00e4ftsf\\\\u00fchrer(in)\", \"to\": \"person_863\", \"width\": 1}]);\\n\\n                  nodeColors = {};\\n                  allNodes = nodes.get({ returnType: \"Object\" });\\n                  for (nodeId in allNodes) {\\n                    nodeColors[nodeId] = allNodes[nodeId].color;\\n                  }\\n                  allEdges = edges.get({ returnType: \"Object\" });\\n                  // adding nodes and edges to the graph\\n                  data = {nodes: nodes, edges: edges};\\n\\n                  var options = {\\n    \"configure\": {\\n        \"enabled\": true\\n    },\\n    \"edges\": {\\n        \"color\": {\\n            \"inherit\": false\\n        },\\n        \"smooth\": {\\n            \"enabled\": true,\\n            \"type\": \"dynamic\"\\n        }\\n    },\\n    \"interaction\": {\\n        \"dragNodes\": true,\\n        \"hideEdgesOnDrag\": false,\\n        \"hideNodesOnDrag\": false\\n    },\\n    \"physics\": {\\n        \"enabled\": true,\\n        \"repulsion\": {\\n            \"centralGravity\": 0.2,\\n            \"damping\": 0.09,\\n            \"nodeDistance\": 100,\\n            \"springConstant\": 0.05,\\n            \"springLength\": 200\\n        },\\n        \"solver\": \"repulsion\",\\n        \"stabilization\": {\\n            \"enabled\": true,\\n            \"fit\": true,\\n            \"iterations\": 1000,\\n            \"onlyDynamicEdges\": false,\\n            \"updateInterval\": 50\\n        }\\n    }\\n};\\n\\n                  \\n\\n\\n                  \\n                  // if this network requires displaying the configure window,\\n                  // put it in its div\\n                  options.configure[\"container\"] = document.getElementById(\"config\");\\n                  \\n\\n                  network = new vis.Network(container, data, options);\\n\\n                  \\n                    network.on(\"click\", neighbourhoodHighlight);\\n                  \\n\\n                  \\n\\n                  \\n\\n\\n                  \\n                      network.on(\"stabilizationProgress\", function(params) {\\n                          document.getElementById(\\'loadingBar\\').removeAttribute(\"style\");\\n                          var maxWidth = 496;\\n                          var minWidth = 20;\\n                          var widthFactor = params.iterations/params.total;\\n                          var width = Math.max(minWidth,maxWidth * widthFactor);\\n                          document.getElementById(\\'bar\\').style.width = width + \\'px\\';\\n                          document.getElementById(\\'text\\').innerHTML = Math.round(widthFactor*100) + \\'%\\';\\n                      });\\n                      network.once(\"stabilizationIterationsDone\", function() {\\n                          document.getElementById(\\'text\\').innerHTML = \\'100%\\';\\n                          document.getElementById(\\'bar\\').style.width = \\'496px\\';\\n                          document.getElementById(\\'loadingBar\\').style.opacity = 0;\\n                          // really clean the dom element\\n                          setTimeout(function () {document.getElementById(\\'loadingBar\\').style.display = \\'none\\';}, 500);\\n                      });\\n                  \\n\\n                  return network;\\n\\n              }\\n              drawGraph();\\n        </script>\\n    </body>\\n</html>'"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "net.generate_html(\"./tmp.html\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'person_1': array([-0.94645625, -0.09531674]),\n",
+       " 'company_1': array([-0.94813806, -0.08389861]),\n",
+       " 'person_2': array([-0.97526002, -0.0871018 ]),\n",
+       " 'person_3': array([0.54134536, 0.64503521]),\n",
+       " 'company_2': array([0.51604873, 0.62229675]),\n",
+       " 'person_4': array([0.5037812 , 0.62973112]),\n",
+       " 'person_5': array([0.5285213 , 0.65385073]),\n",
+       " 'person_6': array([0.52969128, 0.61765826]),\n",
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+       " 'person_763': array([ 0.75653118, -0.61609399]),\n",
+       " 'company_83': array([ 0.7445817 , -0.61464059]),\n",
+       " 'company_84': array([0.04371433, 0.25680631]),\n",
+       " 'person_764': array([0.20910533, 0.7143811 ]),\n",
+       " 'company_85': array([0.20781709, 0.70205963]),\n",
+       " 'person_765': array([-0.06244666,  0.92246252]),\n",
+       " 'company_86': array([-0.06379367,  0.89021957]),\n",
+       " 'person_766': array([-0.06553224,  0.84942454]),\n",
+       " 'person_767': array([ 0.34501526, -0.3445237 ]),\n",
+       " 'company_87': array([ 0.31671801, -0.31850669]),\n",
+       " 'person_768': array([ 0.29499701, -0.31001022]),\n",
+       " 'person_769': array([ 0.34851032, -0.30415866]),\n",
+       " 'person_770': array([ 0.33692113, -0.33850551]),\n",
+       " 'person_771': array([ 0.33260912, -0.29866493]),\n",
+       " 'person_772': array([ 0.30774605, -0.33399028]),\n",
+       " 'person_773': array([ 0.33422875, -0.3580094 ]),\n",
+       " 'person_774': array([ 0.29939175, -0.35188952]),\n",
+       " 'person_775': array([ 0.32615072, -0.35718265]),\n",
+       " 'person_776': array([ 0.2875115 , -0.32489243]),\n",
+       " 'person_777': array([ 0.34300739, -0.32244605]),\n",
+       " 'person_778': array([ 0.29508689, -0.32147229]),\n",
+       " 'person_779': array([ 0.32815602, -0.3398506 ]),\n",
+       " 'person_780': array([ 0.35550004, -0.32821801]),\n",
+       " 'person_781': array([ 0.31706885, -0.34175515]),\n",
+       " 'person_782': array([ 0.29885826, -0.33737326]),\n",
+       " 'person_783': array([ 0.28980651, -0.33244795]),\n",
+       " 'person_784': array([ 0.35434473, -0.31455606]),\n",
+       " 'person_785': array([ 0.34278166, -0.33177772]),\n",
+       " 'person_786': array([ 0.29717287, -0.34573436]),\n",
+       " 'person_787': array([ 0.3460685 , -0.35224009]),\n",
+       " 'person_788': array([ 0.30896565, -0.34815815]),\n",
+       " 'person_789': array([ 0.3307268 , -0.32509816]),\n",
+       " 'person_790': array([ 0.30896938, -0.30670816]),\n",
+       " 'person_791': array([ 0.31827939, -0.36013141]),\n",
+       " 'person_792': array([ 0.35245338, -0.34234709]),\n",
+       " 'person_793': array([ 0.35238495, -0.32193604]),\n",
+       " 'person_794': array([ 0.30892119, -0.35659122]),\n",
+       " 'person_795': array([ 0.33217731, -0.31081298]),\n",
+       " 'person_796': array([ 0.28900343, -0.34060469]),\n",
+       " 'person_797': array([ 0.31922722, -0.35191718]),\n",
+       " 'person_798': array([ 0.34098998, -0.30196393]),\n",
+       " 'person_799': array([ 0.32327694, -0.30393237]),\n",
+       " 'person_800': array([ 0.3290447 , -0.34817627]),\n",
+       " 'person_801': array([ 0.33839488, -0.3515242 ]),\n",
+       " 'person_802': array([ 0.30358803, -0.3233135 ]),\n",
+       " 'person_803': array([ 0.35180345, -0.33498466]),\n",
+       " 'person_804': array([ 0.34364581, -0.31214663]),\n",
+       " 'person_805': array([-0.33490261,  0.94091052]),\n",
+       " 'company_88': array([-0.32449731,  0.93713093]),\n",
+       " 'person_806': array([-0.74739218,  0.13444334]),\n",
+       " 'company_89': array([-0.7171644 ,  0.12649792]),\n",
+       " 'person_807': array([-0.68995053,  0.12595682]),\n",
+       " 'person_808': array([-0.74146587,  0.12114812]),\n",
+       " 'person_809': array([-0.71740562,  0.14111891]),\n",
+       " 'person_810': array([-0.75181192,  0.12522842]),\n",
+       " 'company_90': array([0.0473983 , 0.25596601]),\n",
+       " 'company_91': array([0.04348825, 0.26270431]),\n",
+       " 'person_811': array([0.04317451, 0.29845279]),\n",
+       " 'company_92': array([ 0.12810065, -0.48173082]),\n",
+       " 'person_812': array([ 0.13292316, -0.50340521]),\n",
+       " 'person_813': array([ 0.11464564, -0.49958941]),\n",
+       " 'person_814': array([ 0.14261502, -0.50079423]),\n",
+       " 'person_815': array([ 0.12381674, -0.50008047]),\n",
+       " 'person_816': array([ 0.84440643, -0.33791053]),\n",
+       " 'company_93': array([ 0.85843205, -0.33472812]),\n",
+       " 'person_817': array([ 0.85963207, -0.32173654]),\n",
+       " 'company_94': array([ 0.32354167, -0.6871652 ]),\n",
+       " 'company_95': array([ 0.29821587, -0.70115811]),\n",
+       " 'person_818': array([ 0.43434018, -0.80767518]),\n",
+       " 'company_96': array([ 0.44198409, -0.82659864]),\n",
+       " 'person_819': array([ 0.43058643, -0.8343811 ]),\n",
+       " 'person_820': array([ 0.45377585, -0.84119254]),\n",
+       " 'person_821': array([ 0.45814887, -0.8592211 ]),\n",
+       " 'person_822': array([ 0.5838787 , -0.53342068]),\n",
+       " 'company_97': array([ 0.55954748, -0.51247764]),\n",
+       " 'person_823': array([ 0.52991509, -0.48623124]),\n",
+       " 'person_824': array([-0.00128766, -0.66886115]),\n",
+       " 'company_98': array([-0.00345409, -0.6999703 ]),\n",
+       " 'person_825': array([ 0.00908746, -0.70366961]),\n",
+       " 'person_826': array([-0.00296119, -0.72972929]),\n",
+       " 'person_827': array([-0.01273154, -0.73023552]),\n",
+       " 'company_99': array([0.0437482 , 0.25671539]),\n",
+       " 'person_828': array([ 0.71812105, -0.01341575]),\n",
+       " 'company_100': array([ 0.74628627, -0.012477  ]),\n",
+       " 'company_101': array([ 0.2898103, -0.6892643]),\n",
+       " 'company_102': array([ 0.3329407 , -0.68573648]),\n",
+       " 'company_103': array([ 0.31697887, -0.6823684 ]),\n",
+       " 'company_104': array([ 0.31765631, -0.70369923]),\n",
+       " 'company_105': array([ 0.32372966, -0.65448493]),\n",
+       " 'company_106': array([ 0.33002514, -0.67894095]),\n",
+       " 'company_107': array([-0.15816711, -0.80716234]),\n",
+       " 'company_108': array([-0.15469636, -0.78985238]),\n",
+       " 'person_829': array([0.58518863, 0.53029549]),\n",
+       " 'company_109': array([0.58851147, 0.51731086]),\n",
+       " 'person_830': array([0.60231179, 0.51653248]),\n",
+       " 'person_831': array([-0.83023608,  0.18837039]),\n",
+       " 'company_110': array([-0.79970765,  0.18261692]),\n",
+       " 'person_832': array([-0.75047344,  0.1740799 ]),\n",
+       " 'person_833': array([-0.82597929,  0.19582444]),\n",
+       " 'person_834': array([-0.83849508,  0.18460344]),\n",
+       " 'person_835': array([-0.82964236,  0.18013996]),\n",
+       " 'person_836': array([-0.77001554,  0.17414036]),\n",
+       " 'person_837': array([-0.83129287,  0.17272225]),\n",
+       " 'person_838': array([-0.82572705,  0.20370243]),\n",
+       " 'person_839': array([-0.77658886,  0.18405917]),\n",
+       " 'person_840': array([-0.83531344,  0.19609429]),\n",
+       " 'person_841': array([-0.39780959, -0.68741232]),\n",
+       " 'company_111': array([-0.37469277, -0.66103411]),\n",
+       " 'person_842': array([-0.38902673, -0.68364   ]),\n",
+       " 'person_843': array([-0.39741868, -0.67866868]),\n",
+       " 'person_844': array([-0.38650751, -0.6912114 ]),\n",
+       " 'person_845': array([-0.39665788, -0.66324258]),\n",
+       " 'person_846': array([-0.40551353, -0.67366964]),\n",
+       " 'person_847': array([-0.37776378, -0.69792807]),\n",
+       " 'person_848': array([-0.37721109, -0.6861825 ]),\n",
+       " 'person_849': array([-0.3662118 , -0.68927139]),\n",
+       " 'person_850': array([-0.35108262, -0.62525022]),\n",
+       " 'person_851': array([-0.38599989, -0.6982885 ]),\n",
+       " 'person_852': array([-0.3692925 , -0.64405262]),\n",
+       " 'person_853': array([-0.35677004, -0.63830072]),\n",
+       " 'person_854': array([-0.3559714 , -0.61819321]),\n",
+       " 'person_855': array([-0.39613199, -0.69571918]),\n",
+       " 'person_856': array([-0.40514314, -0.68293875]),\n",
+       " 'person_857': array([-0.37028682, -0.69501692]),\n",
+       " 'person_858': array([0.00884062, 0.67091918]),\n",
+       " 'company_112': array([0.01073184, 0.69469851]),\n",
+       " 'person_859': array([ 0.78145403, -0.12372371]),\n",
+       " 'company_113': array([ 0.75039798, -0.12216124]),\n",
+       " 'person_860': array([ 0.71012086, -0.12046699]),\n",
+       " 'person_861': array([-0.9509427 ,  0.06077622]),\n",
+       " 'company_114': array([-0.96681267,  0.06762943]),\n",
+       " 'person_862': array([-0.95818782,  0.07840208]),\n",
+       " 'person_863': array([-1.        ,  0.06918829])}"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import plotly.graph_objects as go\n",
+    "\n",
+    "import networkx as nx\n",
+    "\n",
+    "G = graph\n",
+    "pos = nx.fruchterman_reingold_layout(G)\n",
+    "pos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "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 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>person_1</th>\n",
+       "      <th>company_1</th>\n",
+       "      <th>person_2</th>\n",
+       "      <th>person_3</th>\n",
+       "      <th>company_2</th>\n",
+       "      <th>person_4</th>\n",
+       "      <th>person_5</th>\n",
+       "      <th>person_6</th>\n",
+       "      <th>person_7</th>\n",
+       "      <th>person_8</th>\n",
+       "      <th>...</th>\n",
+       "      <th>person_857</th>\n",
+       "      <th>person_858</th>\n",
+       "      <th>company_112</th>\n",
+       "      <th>person_859</th>\n",
+       "      <th>company_113</th>\n",
+       "      <th>person_860</th>\n",
+       "      <th>person_861</th>\n",
+       "      <th>company_114</th>\n",
+       "      <th>person_862</th>\n",
+       "      <th>person_863</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.946456</td>\n",
+       "      <td>-0.948138</td>\n",
+       "      <td>-0.975260</td>\n",
+       "      <td>0.541345</td>\n",
+       "      <td>0.516049</td>\n",
+       "      <td>0.503781</td>\n",
+       "      <td>0.528521</td>\n",
+       "      <td>0.529691</td>\n",
+       "      <td>0.499688</td>\n",
+       "      <td>0.536370</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.370287</td>\n",
+       "      <td>0.008841</td>\n",
+       "      <td>0.010732</td>\n",
+       "      <td>0.781454</td>\n",
+       "      <td>0.750398</td>\n",
+       "      <td>0.710121</td>\n",
+       "      <td>-0.950943</td>\n",
+       "      <td>-0.966813</td>\n",
+       "      <td>-0.958188</td>\n",
+       "      <td>-1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-0.095317</td>\n",
+       "      <td>-0.083899</td>\n",
+       "      <td>-0.087102</td>\n",
+       "      <td>0.645035</td>\n",
+       "      <td>0.622297</td>\n",
+       "      <td>0.629731</td>\n",
+       "      <td>0.653851</td>\n",
+       "      <td>0.617658</td>\n",
+       "      <td>0.600131</td>\n",
+       "      <td>0.651519</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.695017</td>\n",
+       "      <td>0.670919</td>\n",
+       "      <td>0.694699</td>\n",
+       "      <td>-0.123724</td>\n",
+       "      <td>-0.122161</td>\n",
+       "      <td>-0.120467</td>\n",
+       "      <td>0.060776</td>\n",
+       "      <td>0.067629</td>\n",
+       "      <td>0.078402</td>\n",
+       "      <td>0.069188</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2 rows × 980 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   person_1  company_1  person_2  person_3  company_2  person_4  person_5  \\\n",
+       "0 -0.946456  -0.948138 -0.975260  0.541345   0.516049  0.503781  0.528521   \n",
+       "1 -0.095317  -0.083899 -0.087102  0.645035   0.622297  0.629731  0.653851   \n",
+       "\n",
+       "   person_6  person_7  person_8  ...  person_857  person_858  company_112  \\\n",
+       "0  0.529691  0.499688  0.536370  ...   -0.370287    0.008841     0.010732   \n",
+       "1  0.617658  0.600131  0.651519  ...   -0.695017    0.670919     0.694699   \n",
+       "\n",
+       "   person_859  company_113  person_860  person_861  company_114  person_862  \\\n",
+       "0    0.781454     0.750398    0.710121   -0.950943    -0.966813   -0.958188   \n",
+       "1   -0.123724    -0.122161   -0.120467    0.060776     0.067629    0.078402   \n",
+       "\n",
+       "   person_863  \n",
+       "0   -1.000000  \n",
+       "1    0.069188  \n",
+       "\n",
+       "[2 rows x 980 columns]"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nodes = pd.DataFrame(pos)\n",
+    "nodes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Xv = [pos[k][0] for k in range(N)]\n",
+    "Yv = [pos[k][1] for k in range(N)]\n",
+    "Xed = []\n",
+    "Yed = []\n",
+    "for edge in E:\n",
+    "    Xed += [pos[edge[0]][0], pos[edge[1]][0], None]\n",
+    "    Yed += [pos[edge[0]][1], pos[edge[1]][1], None]\n",
+    "\n",
+    "trace3 = Scatter(\n",
+    "    x=Xed,\n",
+    "    y=Yed,\n",
+    "    mode=\"lines\",\n",
+    "    line=dict(color=\"rgb(210,210,210)\", width=1),\n",
+    "    hoverinfo=\"none\",\n",
+    ")\n",
+    "trace4 = Scatter(\n",
+    "    x=Xv,\n",
+    "    y=Yv,\n",
+    "    mode=\"markers\",\n",
+    "    name=\"net\",\n",
+    "    marker=dict(\n",
+    "        symbol=\"circle-dot\",\n",
+    "        size=5,\n",
+    "        color=\"#6959CD\",\n",
+    "        line=dict(color=\"rgb(50,50,50)\", width=0.5),\n",
+    "    ),\n",
+    "    text=labels,\n",
+    "    hoverinfo=\"text\",\n",
+    ")\n",
+    "\n",
+    "annot = (\n",
+    "    \"This networkx.Graph has the Fruchterman-Reingold layout<br>Code:\"\n",
+    "    + \"<a href='http://nbviewer.ipython.org/gist/empet/07ea33b2e4e0b84193bd'> [2]</a>\"\n",
+    ")\n",
+    "\n",
+    "data1 = [trace3, trace4]\n",
+    "fig1 = Figure(data=data1, layout=layout)\n",
+    "fig1[\"layout\"][\"annotations\"][0][\"text\"] = annot\n",
+    "py.iplot(fig1, filename=\"Coautorship-network-nx\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "'pos'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "\u001b[1;32mc:\\Users\\trimr\\Projekte\\aki_prj23_transparenzregister\\src\\aki_prj23_transparenzregister\\utils\\networkx\\Dev.ipynb Cell 10\u001b[0m line \u001b[0;36m9\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/Dev.ipynb#X13sZmlsZQ%3D%3D?line=6'>7</a>\u001b[0m edge_y \u001b[39m=\u001b[39m []\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/Dev.ipynb#X13sZmlsZQ%3D%3D?line=7'>8</a>\u001b[0m \u001b[39mfor\u001b[39;00m edge \u001b[39min\u001b[39;00m G\u001b[39m.\u001b[39medges():\n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/Dev.ipynb#X13sZmlsZQ%3D%3D?line=8'>9</a>\u001b[0m     x0, y0 \u001b[39m=\u001b[39m G\u001b[39m.\u001b[39;49mnodes[edge[\u001b[39m0\u001b[39;49m]][\u001b[39m'\u001b[39;49m\u001b[39mpos\u001b[39;49m\u001b[39m'\u001b[39;49m]\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/Dev.ipynb#X13sZmlsZQ%3D%3D?line=9'>10</a>\u001b[0m     x1, y1 \u001b[39m=\u001b[39m G\u001b[39m.\u001b[39mnodes[edge[\u001b[39m1\u001b[39m]][\u001b[39m'\u001b[39m\u001b[39mpos\u001b[39m\u001b[39m'\u001b[39m]\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/Dev.ipynb#X13sZmlsZQ%3D%3D?line=10'>11</a>\u001b[0m     edge_x\u001b[39m.\u001b[39mappend(x0)\n",
+      "\u001b[1;31mKeyError\u001b[0m: 'pos'"
+     ]
+    }
+   ],
+   "source": [
+    "import plotly.graph_objects as go\n",
+    "\n",
+    "import networkx as nx\n",
+    "\n",
+    "G = graph\n",
+    "pos = nx.fruchterman_reingold_layout(G)\n",
+    "edge_x = []\n",
+    "edge_y = []\n",
+    "for edge in G.edges():\n",
+    "    x0, y0 = G.nodes[edge[0]][\"pos\"]\n",
+    "    x1, y1 = G.nodes[edge[1]][\"pos\"]\n",
+    "    edge_x.append(x0)\n",
+    "    edge_x.append(x1)\n",
+    "    edge_x.append(None)\n",
+    "    edge_y.append(y0)\n",
+    "    edge_y.append(y1)\n",
+    "    edge_y.append(None)\n",
+    "\n",
+    "edge_trace = go.Scatter(\n",
+    "    x=edge_x,\n",
+    "    y=edge_y,\n",
+    "    line=dict(width=0.5, color=\"#888\"),\n",
+    "    hoverinfo=\"none\",\n",
+    "    mode=\"lines\",\n",
+    ")\n",
+    "\n",
+    "node_x = []\n",
+    "node_y = []\n",
+    "for node in G.nodes():\n",
+    "    x, y = G.nodes[node][\"pos\"]\n",
+    "    node_x.append(x)\n",
+    "    node_y.append(y)\n",
+    "\n",
+    "node_trace = go.Scatter(\n",
+    "    x=node_x,\n",
+    "    y=node_y,\n",
+    "    mode=\"markers\",\n",
+    "    hoverinfo=\"text\",\n",
+    "    marker=dict(\n",
+    "        showscale=True,\n",
+    "        # colorscale options\n",
+    "        #'Greys' | 'YlGnBu' | 'Greens' | 'YlOrRd' | 'Bluered' | 'RdBu' |\n",
+    "        #'Reds' | 'Blues' | 'Picnic' | 'Rainbow' | 'Portland' | 'Jet' |\n",
+    "        #'Hot' | 'Blackbody' | 'Earth' | 'Electric' | 'Viridis' |\n",
+    "        colorscale=\"YlGnBu\",\n",
+    "        reversescale=True,\n",
+    "        color=[],\n",
+    "        size=10,\n",
+    "        colorbar=dict(\n",
+    "            thickness=15, title=\"Node Connections\", xanchor=\"left\", titleside=\"right\"\n",
+    "        ),\n",
+    "        line_width=2,\n",
+    "    ),\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "node_adjacencies = []\n",
+    "node_text = []\n",
+    "for node, adjacencies in enumerate(G.adjacency()):\n",
+    "    node_adjacencies.append(len(adjacencies[1]))\n",
+    "    node_text.append(\"# of connections: \" + str(len(adjacencies[1])))\n",
+    "\n",
+    "node_trace.marker.color = node_adjacencies\n",
+    "node_trace.text = node_text"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig = go.Figure(\n",
+    "    data=[edge_trace, node_trace],\n",
+    "    layout=go.Layout(\n",
+    "        title=\"<br>Network graph made with Python\",\n",
+    "        titlefont_size=16,\n",
+    "        showlegend=False,\n",
+    "        hovermode=\"closest\",\n",
+    "        margin=dict(b=20, l=5, r=5, t=40),\n",
+    "        annotations=[\n",
+    "            dict(\n",
+    "                text=\"Python code: <a href='https://plotly.com/ipython-notebooks/network-graphs/'> https://plotly.com/ipython-notebooks/network-graphs/</a>\",\n",
+    "                showarrow=False,\n",
+    "                xref=\"paper\",\n",
+    "                yref=\"paper\",\n",
+    "                x=0.005,\n",
+    "                y=-0.002,\n",
+    "            )\n",
+    "        ],\n",
+    "        xaxis=dict(showgrid=False, zeroline=False, showticklabels=False),\n",
+    "        yaxis=dict(showgrid=False, zeroline=False, showticklabels=False),\n",
+    "    ),\n",
+    ")\n",
+    "fig.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "aki-prj23-transparenzregister-jVJfu35g-py3.11",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.3"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Jupyter/NetworkX/archive/networkX_with_sql.ipynb b/Jupyter/NetworkX/archive/networkX_with_sql.ipynb
new file mode 100644
index 0000000..4a83d78
--- /dev/null
+++ b/Jupyter/NetworkX/archive/networkX_with_sql.ipynb
@@ -0,0 +1,919 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os.path\n",
+    "\n",
+    "import pandas as pd\n",
+    "\n",
+    "# if not os.path.exists(\"src\"):\n",
+    "#     %cd \"../\"\n",
+    "# os.path.abspath(\".\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from aki_prj23_transparenzregister.utils.sql import entities\n",
+    "from sqlalchemy.orm import aliased\n",
+    "from sqlalchemy import func, text\n",
+    "\n",
+    "# Alias for Company table for the base company\n",
+    "base_company = aliased(entities.Company, name=\"base_company\")\n",
+    "\n",
+    "# Alias for Company table for the head company\n",
+    "head_company = aliased(entities.Company, name=\"head_company\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from aki_prj23_transparenzregister.config.config_providers import JsonFileConfigProvider\n",
+    "from aki_prj23_transparenzregister.utils.sql.connector import get_session\n",
+    "\n",
+    "session = get_session(JsonFileConfigProvider(\"../secrets.json\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'SELECT base_company.name AS name_company_base, relation.relation AS relation_type, head_company.name AS name_company_head \\nFROM company AS base_company JOIN (relation JOIN company_relation ON relation.id = company_relation.id) ON relation.company_id = base_company.id JOIN company AS head_company ON company_relation.company2_id = head_company.id'"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Query to fetch relations between companies\n",
+    "relations_query = (\n",
+    "    session.query(\n",
+    "        base_company.name.label(\"name_company_base\"),\n",
+    "        entities.CompanyRelation.relation.label(\"relation_type\"),\n",
+    "        head_company.name.label(\"name_company_head\"),\n",
+    "    )\n",
+    "    .join(\n",
+    "        entities.CompanyRelation,\n",
+    "        entities.CompanyRelation.company_id == base_company.id,\n",
+    "    )\n",
+    "    .join(\n",
+    "        head_company,\n",
+    "        entities.CompanyRelation.company2_id == head_company.id,\n",
+    "    )\n",
+    ")\n",
+    "str(relations_query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "121 ms ± 9.27 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit pd.read_sql_query(str(relations_query), session.bind)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "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 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>name_company_base</th>\n",
+       "      <th>relation_type</th>\n",
+       "      <th>name_company_head</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2. Schaper Objekt GmbH &amp; Co. Kiel KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Multi-Center Warenvertriebs GmbH</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Alb-Windkraft GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>EnBW Windkraftprojekte GmbH</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Anneliese Köster GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>INDUS Holding Aktiengesellschaft</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>AURELIUS Equity Opportunities SE &amp; Co. KGaA</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>AURELIUS Management SE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Aurelius KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>Aurelius Verwaltungs GmbH</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>573</th>\n",
+       "      <td>Zalando BTD 011 SE &amp; Co. KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>Zalando SE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>574</th>\n",
+       "      <td>Zalando BTD 011 SE &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Zalando Operations GmbH</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>575</th>\n",
+       "      <td>zLabels Creation &amp; Sales GmbH &amp; Co. KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>zLabels GmbH</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>576</th>\n",
+       "      <td>Zalando Customer Care International SE &amp; Co. KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>Zalando SE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>577</th>\n",
+       "      <td>Zalando Customer Care International SE &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Zalando Operations GmbH</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>578 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   name_company_base  \\\n",
+       "0               2. Schaper Objekt GmbH & Co. Kiel KG   \n",
+       "1                        Alb-Windkraft GmbH & Co. KG   \n",
+       "2                     Anneliese Köster GmbH & Co. KG   \n",
+       "3        AURELIUS Equity Opportunities SE & Co. KGaA   \n",
+       "4                                        Aurelius KG   \n",
+       "..                                               ...   \n",
+       "573                      Zalando BTD 011 SE & Co. KG   \n",
+       "574                      Zalando BTD 011 SE & Co. KG   \n",
+       "575           zLabels Creation & Sales GmbH & Co. KG   \n",
+       "576  Zalando Customer Care International SE & Co. KG   \n",
+       "577  Zalando Customer Care International SE & Co. KG   \n",
+       "\n",
+       "                relation_type                 name_company_head  \n",
+       "0                KOMMANDITIST  Multi-Center Warenvertriebs GmbH  \n",
+       "1                KOMMANDITIST       EnBW Windkraftprojekte GmbH  \n",
+       "2                KOMMANDITIST  INDUS Holding Aktiengesellschaft  \n",
+       "3    HAFTENDER_GESELLSCHAFTER            AURELIUS Management SE  \n",
+       "4    HAFTENDER_GESELLSCHAFTER         Aurelius Verwaltungs GmbH  \n",
+       "..                        ...                               ...  \n",
+       "573  HAFTENDER_GESELLSCHAFTER                        Zalando SE  \n",
+       "574              KOMMANDITIST           Zalando Operations GmbH  \n",
+       "575  HAFTENDER_GESELLSCHAFTER                      zLabels GmbH  \n",
+       "576  HAFTENDER_GESELLSCHAFTER                        Zalando SE  \n",
+       "577              KOMMANDITIST           Zalando Operations GmbH  \n",
+       "\n",
+       "[578 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "company_relations = pd.read_sql_query(str(relations_query), session.bind)\n",
+    "company_relations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "relations_query = (\n",
+    "    session.query(\n",
+    "        entities.Company.name.label(\"name_company\"),\n",
+    "        entities.PersonRelation.relation.label(\"relation_type\"),\n",
+    "        entities.Person.lastname.label(\"lastname\"),\n",
+    "        entities.Person.firstname.label(\"firstname\"),\n",
+    "        entities.Person.date_of_birth.label(\"date_of_birth\"),\n",
+    "    )\n",
+    "    .join(\n",
+    "        entities.PersonRelation,\n",
+    "        entities.PersonRelation.company_id == entities.Company.id,\n",
+    "    )\n",
+    "    .join(\n",
+    "        entities.Person,\n",
+    "        entities.PersonRelation.person_id == entities.Person.id,\n",
+    "    )\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "373 ms ± 25.6 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit pd.read_sql_query(str(relations_query), session.bind)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "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 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>name_company</th>\n",
+       "      <th>relation_type</th>\n",
+       "      <th>lastname</th>\n",
+       "      <th>firstname</th>\n",
+       "      <th>date_of_birth</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0 10 24 Telefondienste GmbH</td>\n",
+       "      <td>GESCHAEFTSFUEHRER</td>\n",
+       "      <td>Tetau</td>\n",
+       "      <td>Nicolas</td>\n",
+       "      <td>1971-01-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0 10 24 Telefondienste GmbH</td>\n",
+       "      <td>PROKURIST</td>\n",
+       "      <td>Dammast</td>\n",
+       "      <td>Lutz</td>\n",
+       "      <td>1966-12-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Tutsch</td>\n",
+       "      <td>Rosemarie</td>\n",
+       "      <td>1941-10-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Staiger</td>\n",
+       "      <td>Marc</td>\n",
+       "      <td>1969-10-22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Staiger</td>\n",
+       "      <td>Michaela</td>\n",
+       "      <td>1971-03-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14891</th>\n",
+       "      <td>Wohnungsbaugesellschaft mit beschränkter Haftu...</td>\n",
+       "      <td>GESCHAEFTSFUEHRER</td>\n",
+       "      <td>Weirich</td>\n",
+       "      <td>Torsten</td>\n",
+       "      <td>1975-07-21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14892</th>\n",
+       "      <td>Wohnungsbaugesellschaft mit beschränkter Haftu...</td>\n",
+       "      <td>GESCHAEFTSFUEHRER</td>\n",
+       "      <td>Brusinski</td>\n",
+       "      <td>Bastian</td>\n",
+       "      <td>1980-10-29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14893</th>\n",
+       "      <td>Zalando Customer Care International SE &amp; Co. KG</td>\n",
+       "      <td>PROKURIST</td>\n",
+       "      <td>Pape</td>\n",
+       "      <td>Ute</td>\n",
+       "      <td>1978-12-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14894</th>\n",
+       "      <td>zebotec GmbH</td>\n",
+       "      <td>GESCHAEFTSFUEHRER</td>\n",
+       "      <td>Neff</td>\n",
+       "      <td>Werner</td>\n",
+       "      <td>1981-11-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14895</th>\n",
+       "      <td>zebotec GmbH</td>\n",
+       "      <td>GESCHAEFTSFUEHRER</td>\n",
+       "      <td>Morris</td>\n",
+       "      <td>Richard</td>\n",
+       "      <td>1971-01-02</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>14896 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                            name_company      relation_type  \\\n",
+       "0                            0 10 24 Telefondienste GmbH  GESCHAEFTSFUEHRER   \n",
+       "1                            0 10 24 Telefondienste GmbH          PROKURIST   \n",
+       "2         1. Staiger Grundstücksverwaltung GmbH & Co. KG       KOMMANDITIST   \n",
+       "3         1. Staiger Grundstücksverwaltung GmbH & Co. KG       KOMMANDITIST   \n",
+       "4         1. Staiger Grundstücksverwaltung GmbH & Co. KG       KOMMANDITIST   \n",
+       "...                                                  ...                ...   \n",
+       "14891  Wohnungsbaugesellschaft mit beschränkter Haftu...  GESCHAEFTSFUEHRER   \n",
+       "14892  Wohnungsbaugesellschaft mit beschränkter Haftu...  GESCHAEFTSFUEHRER   \n",
+       "14893    Zalando Customer Care International SE & Co. KG          PROKURIST   \n",
+       "14894                                       zebotec GmbH  GESCHAEFTSFUEHRER   \n",
+       "14895                                       zebotec GmbH  GESCHAEFTSFUEHRER   \n",
+       "\n",
+       "        lastname  firstname date_of_birth  \n",
+       "0          Tetau    Nicolas    1971-01-02  \n",
+       "1        Dammast       Lutz    1966-12-06  \n",
+       "2         Tutsch  Rosemarie    1941-10-09  \n",
+       "3        Staiger       Marc    1969-10-22  \n",
+       "4        Staiger   Michaela    1971-03-03  \n",
+       "...          ...        ...           ...  \n",
+       "14891    Weirich    Torsten    1975-07-21  \n",
+       "14892  Brusinski    Bastian    1980-10-29  \n",
+       "14893       Pape        Ute    1978-12-13  \n",
+       "14894       Neff     Werner    1981-11-24  \n",
+       "14895     Morris    Richard    1971-01-02  \n",
+       "\n",
+       "[14896 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_sql_query(str(relations_query), session.bind)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "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 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>person_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2520</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4611</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4095</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1804</th>\n",
+       "      <td>3565</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1805</th>\n",
+       "      <td>3510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1806</th>\n",
+       "      <td>530</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1807</th>\n",
+       "      <td>536</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1808</th>\n",
+       "      <td>4617</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1809 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      person_id\n",
+       "0          2520\n",
+       "1          4993\n",
+       "2          3202\n",
+       "3          4611\n",
+       "4          4095\n",
+       "...         ...\n",
+       "1804       3565\n",
+       "1805       3510\n",
+       "1806        530\n",
+       "1807        536\n",
+       "1808       4617\n",
+       "\n",
+       "[1809 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sqlalchemy import func, text\n",
+    "\n",
+    "# Subquery to group and count the relations without joins\n",
+    "grouped_relations_subquery = (\n",
+    "    session.query(\n",
+    "        entities.PersonRelation.person_id,\n",
+    "    )\n",
+    "    .group_by(entities.PersonRelation.person_id)\n",
+    "    .having(func.count() > 1)\n",
+    ")\n",
+    "pd.DataFrame(grouped_relations_subquery.all())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "relations_query = (\n",
+    "    session.query(\n",
+    "        entities.Company.name.label(\"name_company\"),\n",
+    "        entities.PersonRelation.relation.label(\"relation_type\"),\n",
+    "        entities.Person.lastname.label(\"lastname\"),\n",
+    "        entities.Person.firstname.label(\"firstname\"),\n",
+    "        entities.Person.date_of_birth.label(\"date_of_birth\"),\n",
+    "    )\n",
+    "    .join(\n",
+    "        entities.PersonRelation,\n",
+    "        entities.PersonRelation.company_id == entities.Company.id,\n",
+    "    )\n",
+    "    .join(\n",
+    "        entities.Person,\n",
+    "        entities.PersonRelation.person_id == entities.Person.id,\n",
+    "    )\n",
+    "    .filter(entities.PersonRelation.person_id.in_(grouped_relations_subquery))\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "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 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>name_company</th>\n",
+       "      <th>relation_type</th>\n",
+       "      <th>lastname</th>\n",
+       "      <th>firstname</th>\n",
+       "      <th>date_of_birth</th>\n",
+       "      <th>person_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0 10 24 Telefondienste GmbH</td>\n",
+       "      <td>RelationshipRoleEnum.GESCHAEFTSFUEHRER</td>\n",
+       "      <td>Tetau</td>\n",
+       "      <td>Nicolas</td>\n",
+       "      <td>1971-01-02</td>\n",
+       "      <td>TetauNicolas</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0 10 24 Telefondienste GmbH</td>\n",
+       "      <td>RelationshipRoleEnum.PROKURIST</td>\n",
+       "      <td>Dammast</td>\n",
+       "      <td>Lutz</td>\n",
+       "      <td>1966-12-06</td>\n",
+       "      <td>DammastLutz</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>01050.com GmbH</td>\n",
+       "      <td>RelationshipRoleEnum.GESCHAEFTSFUEHRER</td>\n",
+       "      <td>Tetau</td>\n",
+       "      <td>Nicolas</td>\n",
+       "      <td>1971-01-02</td>\n",
+       "      <td>TetauNicolas</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>01050.com GmbH</td>\n",
+       "      <td>RelationshipRoleEnum.PROKURIST</td>\n",
+       "      <td>Dammast</td>\n",
+       "      <td>Lutz</td>\n",
+       "      <td>1966-12-06</td>\n",
+       "      <td>DammastLutz</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>AASP Filmproduktionsgesellschaft mbH &amp; Co. Leo...</td>\n",
+       "      <td>RelationshipRoleEnum.KOMMANDITIST</td>\n",
+       "      <td>Dellhofen</td>\n",
+       "      <td>Jens</td>\n",
+       "      <td>1977-04-19</td>\n",
+       "      <td>DellhofenJens</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>7071</th>\n",
+       "      <td>Wohnungsbaugesellschaft mit beschränkter Haftu...</td>\n",
+       "      <td>RelationshipRoleEnum.GESCHAEFTSFUEHRER</td>\n",
+       "      <td>Karounos</td>\n",
+       "      <td>Marita</td>\n",
+       "      <td>1971-03-30</td>\n",
+       "      <td>KarounosMarita</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7072</th>\n",
+       "      <td>Wohnungsbaugesellschaft mit beschränkter Haftu...</td>\n",
+       "      <td>RelationshipRoleEnum.PROKURIST</td>\n",
+       "      <td>Groll</td>\n",
+       "      <td>Michael</td>\n",
+       "      <td>1967-12-24</td>\n",
+       "      <td>GrollMichael</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7073</th>\n",
+       "      <td>Wohnungsbaugesellschaft mit beschränkter Haftu...</td>\n",
+       "      <td>RelationshipRoleEnum.GESCHAEFTSFUEHRER</td>\n",
+       "      <td>Weirich</td>\n",
+       "      <td>Torsten</td>\n",
+       "      <td>1975-07-21</td>\n",
+       "      <td>WeirichTorsten</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7074</th>\n",
+       "      <td>Wohnungsbaugesellschaft mit beschränkter Haftu...</td>\n",
+       "      <td>RelationshipRoleEnum.GESCHAEFTSFUEHRER</td>\n",
+       "      <td>Brusinski</td>\n",
+       "      <td>Bastian</td>\n",
+       "      <td>1980-10-29</td>\n",
+       "      <td>BrusinskiBastian</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7075</th>\n",
+       "      <td>Zalando Customer Care International SE &amp; Co. KG</td>\n",
+       "      <td>RelationshipRoleEnum.PROKURIST</td>\n",
+       "      <td>Pape</td>\n",
+       "      <td>Ute</td>\n",
+       "      <td>1978-12-13</td>\n",
+       "      <td>PapeUte</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>7076 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                           name_company  \\\n",
+       "0                           0 10 24 Telefondienste GmbH   \n",
+       "1                           0 10 24 Telefondienste GmbH   \n",
+       "2                                        01050.com GmbH   \n",
+       "3                                        01050.com GmbH   \n",
+       "4     AASP Filmproduktionsgesellschaft mbH & Co. Leo...   \n",
+       "...                                                 ...   \n",
+       "7071  Wohnungsbaugesellschaft mit beschränkter Haftu...   \n",
+       "7072  Wohnungsbaugesellschaft mit beschränkter Haftu...   \n",
+       "7073  Wohnungsbaugesellschaft mit beschränkter Haftu...   \n",
+       "7074  Wohnungsbaugesellschaft mit beschränkter Haftu...   \n",
+       "7075    Zalando Customer Care International SE & Co. KG   \n",
+       "\n",
+       "                               relation_type   lastname firstname  \\\n",
+       "0     RelationshipRoleEnum.GESCHAEFTSFUEHRER      Tetau   Nicolas   \n",
+       "1             RelationshipRoleEnum.PROKURIST    Dammast      Lutz   \n",
+       "2     RelationshipRoleEnum.GESCHAEFTSFUEHRER      Tetau   Nicolas   \n",
+       "3             RelationshipRoleEnum.PROKURIST    Dammast      Lutz   \n",
+       "4          RelationshipRoleEnum.KOMMANDITIST  Dellhofen      Jens   \n",
+       "...                                      ...        ...       ...   \n",
+       "7071  RelationshipRoleEnum.GESCHAEFTSFUEHRER   Karounos    Marita   \n",
+       "7072          RelationshipRoleEnum.PROKURIST      Groll   Michael   \n",
+       "7073  RelationshipRoleEnum.GESCHAEFTSFUEHRER    Weirich   Torsten   \n",
+       "7074  RelationshipRoleEnum.GESCHAEFTSFUEHRER  Brusinski   Bastian   \n",
+       "7075          RelationshipRoleEnum.PROKURIST       Pape       Ute   \n",
+       "\n",
+       "     date_of_birth       person_name  \n",
+       "0       1971-01-02      TetauNicolas  \n",
+       "1       1966-12-06       DammastLutz  \n",
+       "2       1971-01-02      TetauNicolas  \n",
+       "3       1966-12-06       DammastLutz  \n",
+       "4       1977-04-19     DellhofenJens  \n",
+       "...            ...               ...  \n",
+       "7071    1971-03-30    KarounosMarita  \n",
+       "7072    1967-12-24      GrollMichael  \n",
+       "7073    1975-07-21    WeirichTorsten  \n",
+       "7074    1980-10-29  BrusinskiBastian  \n",
+       "7075    1978-12-13           PapeUte  \n",
+       "\n",
+       "[7076 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "relations_df = pd.DataFrame(relations_query.all())\n",
+    "relations_df[\"person_name\"] = relations_df[\"lastname\"] + relations_df[\"firstname\"]\n",
+    "relations_df.rename(\n",
+    "    columns={\"oldName1\": \"newName1\", \"oldName2\": \"newName2\"}, inplace=True\n",
+    ")\n",
+    "relations_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "node_template = {\n",
+    "    \"id\": \"(company|person)_\\d\",\n",
+    "    \"label\": \"Name from entries\",\n",
+    "    \"type\": \"Company|Person\",\n",
+    "    \"shape\": \"dot\",\n",
+    "    \"color\": \"#729b79ff\",\n",
+    "    # TODO add title for hover effect in graph \"title\": \"\"\n",
+    "}\n",
+    "nodes = relations_df\n",
+    "for index in relations_df.index:\n",
+    "    nodes[\"index\"] = {\n",
+    "        \"label\": company_2.name,\n",
+    "        \"type\": \"Company\",\n",
+    "        \"shape\": \"dot\",\n",
+    "        \"color\": \"#729b79ff\",\n",
+    "    }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import networkx as nx\n",
+    "import matplotlib.pyplot as plt\n",
+    "# relations_df[\"person_name\"] = relations_df[\"lastname\"] + relations_df[\"firstname\"]\n",
+    "\n",
+    "nodes = \n",
+    "# create edges from dataframe\n",
+    "graph = nx.from_pandas_edgelist(relations_df, source=\"name_company\", target=\"person_name\", edge_attr=\"relation_type\")\n",
+    "\n",
+    "# update node attributes from dataframe\n",
+    "nodes_attr = nodes.set_index(\"index\").to_dict(orient=\"index\")\n",
+    "nx.set_node_attributes(graph, nodes_attr)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from pyvis.network import Network\n",
+    "\n",
+    "net = Network(\n",
+    "    directed=False, neighborhood_highlight=True, bgcolor=\"white\", font_color=\"black\"\n",
+    ")\n",
+    "\n",
+    "# pass networkx graph to pyvis\n",
+    "net.from_nx(graph)\n",
+    "\n",
+    "net.inherit_edge_colors(False)\n",
+    "net.set_edge_smooth(\"dynamic\")\n",
+    "adj_list = net.get_adj_list()\n",
+    "\n",
+    "measure_type = \"degree\"\n",
+    "measure_vector = {}\n",
+    "\n",
+    "if measure_type == \"eigenvector\":\n",
+    "    measure_vector = nx.eigenvector_centrality(graph)\n",
+    "    df[\"eigenvector\"] = measure_vector.values()\n",
+    "if measure_type == \"degree\":\n",
+    "    measure_vector = nx.degree_centrality(graph)\n",
+    "    df[\"degree\"] = measure_vector.values()\n",
+    "if measure_type == \"betweeness\":\n",
+    "    measure_vector = nx.betweenness_centrality(graph)\n",
+    "    df[\"betweeness\"] = measure_vector.values()\n",
+    "if measure_type == \"closeness\":\n",
+    "    measure_vector = nx.closeness_centrality(graph)\n",
+    "    df[\"closeness\"] = measure_vector.values()\n",
+    "if measure_type == \"pagerank\":\n",
+    "    measure_vector = nx.pagerank(graph)\n",
+    "    df[\"pagerank\"] = measure_vector.values()\n",
+    "if measure_type == \"average_degree\":\n",
+    "    measure_vector = nx.average_degree_connectivity(graph)\n",
+    "    # df[\"average_degree\"] = measure_vector.values()\n",
+    "    print(measure_vector.values())\n",
+    "\n",
+    "# calculate and update size of the nodes depending on their number of edges\n",
+    "for node_id, neighbors in adj_list.items():\n",
+    "    # df[\"edges\"] = measure_vector.values()\n",
+    "\n",
+    "    if measure_type == \"edges\":\n",
+    "        size = 10  # len(neighbors)*5\n",
+    "    else:\n",
+    "        size = measure_vector[node_id] * 50\n",
+    "    next(\n",
+    "        (node.update({\"size\": size}) for node in net.nodes if node[\"id\"] == node_id),\n",
+    "        None,\n",
+    "    )\n",
+    "\n",
+    "\n",
+    "net.repulsion()\n",
+    "net.show_buttons(filter_=[\"physics\"])\n",
+    "\n",
+    "# net.show_buttons()\n",
+    "\n",
+    "# save graph as HTML\n",
+    "net.save_graph(\"./tmp.html\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "aki-prj23-transparenzregister-IY2hcXvW-py3.11",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Jupyter/NetworkX/archive/network_graph.html b/Jupyter/NetworkX/archive/network_graph.html
new file mode 100644
index 0000000..370071a
--- /dev/null
+++ b/Jupyter/NetworkX/archive/network_graph.html
@@ -0,0 +1,272 @@
+<html>
+    <head>
+        <meta charset="utf-8">
+
+            <script src="lib/bindings/utils.js"></script>
+            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/dist/vis-network.min.css" integrity="sha512-WgxfT5LWjfszlPHXRmBWHkV2eceiWTOBvrKCNbdgDYTHrT2AeLCGbF4sZlZw3UMN3WtL0tGUoIAKsu8mllg/XA==" crossorigin="anonymous" referrerpolicy="no-referrer" />
+            <script src="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/vis-network.min.js" integrity="sha512-LnvoEWDFrqGHlHmDD2101OrLcbsfkrzoSpvtSQtxK3RMnRV0eOkhhBN2dXHKRrUU8p2DGRTk35n4O8nWSVe1mQ==" crossorigin="anonymous" referrerpolicy="no-referrer"></script>
+
+
+<center>
+<h1></h1>
+</center>
+
+<!-- <link rel="stylesheet" href="../node_modules/vis/dist/vis.min.css" type="text/css" />
+<script type="text/javascript" src="../node_modules/vis/dist/vis.js"> </script>-->
+        <link
+          href="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/css/bootstrap.min.css"
+          rel="stylesheet"
+          integrity="sha384-eOJMYsd53ii+scO/bJGFsiCZc+5NDVN2yr8+0RDqr0Ql0h+rP48ckxlpbzKgwra6"
+          crossorigin="anonymous"
+        />
+        <script
+          src="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/js/bootstrap.bundle.min.js"
+          integrity="sha384-JEW9xMcG8R+pH31jmWH6WWP0WintQrMb4s7ZOdauHnUtxwoG2vI5DkLtS3qm9Ekf"
+          crossorigin="anonymous"
+        ></script>
+
+
+        <center>
+          <h1></h1>
+        </center>
+        <style type="text/css">
+
+             #mynetwork {
+                 width: 100%;
+                 height: 600px;
+                 background-color: white;
+                 border: 1px solid lightgray;
+                 position: relative;
+                 float: left;
+             }
+
+
+             #loadingBar {
+                 position:absolute;
+                 top:0px;
+                 left:0px;
+                 width: 100%;
+                 height: 600px;
+                 background-color:rgba(200,200,200,0.8);
+                 -webkit-transition: all 0.5s ease;
+                 -moz-transition: all 0.5s ease;
+                 -ms-transition: all 0.5s ease;
+                 -o-transition: all 0.5s ease;
+                 transition: all 0.5s ease;
+                 opacity:1;
+             }
+
+             #bar {
+                 position:absolute;
+                 top:0px;
+                 left:0px;
+                 width:20px;
+                 height:20px;
+                 margin:auto auto auto auto;
+                 border-radius:11px;
+                 border:2px solid rgba(30,30,30,0.05);
+                 background: rgb(0, 173, 246); /* Old browsers */
+                 box-shadow: 2px 0px 4px rgba(0,0,0,0.4);
+             }
+
+             #border {
+                 position:absolute;
+                 top:10px;
+                 left:10px;
+                 width:500px;
+                 height:23px;
+                 margin:auto auto auto auto;
+                 box-shadow: 0px 0px 4px rgba(0,0,0,0.2);
+                 border-radius:10px;
+             }
+
+             #text {
+                 position:absolute;
+                 top:8px;
+                 left:530px;
+                 width:30px;
+                 height:50px;
+                 margin:auto auto auto auto;
+                 font-size:22px;
+                 color: #000000;
+             }
+
+             div.outerBorder {
+                 position:relative;
+                 top:400px;
+                 width:600px;
+                 height:44px;
+                 margin:auto auto auto auto;
+                 border:8px solid rgba(0,0,0,0.1);
+                 background: rgb(252,252,252); /* Old browsers */
+                 background: -moz-linear-gradient(top,  rgba(252,252,252,1) 0%, rgba(237,237,237,1) 100%); /* FF3.6+ */
+                 background: -webkit-gradient(linear, left top, left bottom, color-stop(0%,rgba(252,252,252,1)), color-stop(100%,rgba(237,237,237,1))); /* Chrome,Safari4+ */
+                 background: -webkit-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* Chrome10+,Safari5.1+ */
+                 background: -o-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* Opera 11.10+ */
+                 background: -ms-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* IE10+ */
+                 background: linear-gradient(to bottom,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* W3C */
+                 filter: progid:DXImageTransform.Microsoft.gradient( startColorstr='#fcfcfc', endColorstr='#ededed',GradientType=0 ); /* IE6-9 */
+                 border-radius:72px;
+                 box-shadow: 0px 0px 10px rgba(0,0,0,0.2);
+             }
+
+
+
+             #config {
+                 float: left;
+                 width: 400px;
+                 height: 600px;
+             }
+
+
+
+        </style>
+    </head>
+
+
+    <body>
+        <div class="card" style="width: 100%">
+
+
+            <div id="mynetwork" class="card-body"></div>
+        </div>
+
+
+            <div id="loadingBar">
+              <div class="outerBorder">
+                <div id="text">0%</div>
+                <div id="border">
+                  <div id="bar"></div>
+                </div>
+              </div>
+            </div>
+
+
+            <div id="config"></div>
+
+
+        <script type="text/javascript">
+
+              // initialize global variables.
+              var edges;
+              var nodes;
+              var allNodes;
+              var allEdges;
+              var nodeColors;
+              var originalNodes;
+              var network;
+              var container;
+              var options, data;
+              var filter = {
+                  item : '',
+                  property : '',
+                  value : []
+              };
+
+
+
+
+
+              // This method is responsible for drawing the graph, returns the drawn network
+              function drawGraph() {
+                  var container = document.getElementById('mynetwork');
+
+
+
+                  // parsing and collecting nodes and edges from the python
+                  nodes = new vis.DataSet([{"color": "#729b79ff", "font": {"color": "black"}, "id": "person_1", "label": "Tetau, Nicolas", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_1", "label": "0 10 24 Telefondienste GmbH", "shape": "dot", "size": 10, "type": "Company"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_4", "label": "01050.com GmbH", "shape": "dot", "size": 10, "type": "Company"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_2", "label": "Dammast, Lutz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_3", "label": "Tutsch, Rosemarie", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_2", "label": "1. Staiger Grundst\u00fccksverwaltung GmbH \u0026 Co. KG", "shape": "dot", "size": 10, "type": "Company"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_4", "label": "Staiger, Marc", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_5", "label": "Staiger, Michaela", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_6", "label": "Staiger, Margarete", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_7", "label": "Staiger, Bruno", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_8", "label": "Hofmann, Nicole", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_9", "label": "Autenrieth, Steffen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_3", "label": "1 A Autenrieth Kunststofftechnik GmbH \u0026 Co. KG", "shape": "dot", "size": 10, "type": "Company"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_10", "label": "Bischoff, Stefanie", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_2213", "label": "Multi-Center Warenvertriebs GmbH", "shape": "dot", "size": 10, "type": "Company"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_5", "label": "2. Schaper Objekt GmbH \u0026 Co. Kiel KG", "shape": "dot", "size": 10, "type": "Company"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_11", "label": "Achilles, Christel", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_6", "label": "AASP Filmproduktionsgesellschaft mbH \u0026 Co. Leonie KG", "shape": "dot", "size": 10, "type": "Company"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_12", "label": "Ackermann, Wilhelm", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_13", "label": "Ahrens, Harald", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_14", "label": "Al Sibai, Mohamed Maged", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_15", "label": "Al-Bazaz, Salim", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_16", "label": "Attawar, Marina", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_17", "label": "Babic-Pavicic, Ankica", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_18", "label": "Bak, Ingo", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_19", "label": "Becker, Christoph", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_20", "label": "Becker, Olaf", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_21", "label": "Berg, Rainer", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_22", "label": "Berkhout, Pieter", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_23", "label": "Berns, Bernhard", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_24", "label": "Betz, Franz-Hartwig", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_25", "label": "Birken, Claus", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_26", "label": "Blessing, Helmut", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_27", "label": "Bohnet, Heinz G.", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_28", "label": "Boldt, Peter", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_29", "label": "Bone-Winkel, Thomas", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_30", "label": "Bongartz, Wolfgang", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_31", "label": "Bongartz, Heinz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_32", "label": "Brasse, Hans-Dieter", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_33", "label": "Breman, Frank", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_34", "label": "Bremer, Harald C. H.", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_35", "label": "Bruns, Franz-Josef", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_36", "label": "Busch jun., Norbert", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_37", "label": "Butter, Georg", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_38", "label": "Butz-Scharf, Kerstin", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_39", "label": "B\u00f6s, Michael", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_40", "label": "Canis, Volker", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_41", "label": "Comberg, Alfred", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_42", "label": "de las Heras, G\u00fcnther", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_43", "label": "Delkeskamp, Claus", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_44", "label": "Delkeskamp, Stefan", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_45", "label": "Delkeskamp, Susanne", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_46", "label": "Dellhofen, Jens", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_47", "label": "Demler, Hans Adolf", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_48", "label": "Dimitrov, Rumen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_49", "label": "Dittmann, Steffen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_50", "label": "Dohmen, Wolfgang", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_51", "label": "Dornieden, Ulrich", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_52", "label": "Dorsch, Andreas", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_53", "label": "Dutsch, Gerhard", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_54", "label": "D\u00fcckerhoff, Helmut", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_55", "label": "Eckhard, Matthias", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_56", "label": "Erren, Walter", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_57", "label": "Esch, Hans", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_58", "label": "Ewald, Bettina", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_59", "label": "Ewald, Hans J\u00fcrgen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_60", "label": "Feindt, Helmut", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_61", "label": "Fleischhut, Jochen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_62", "label": "Franke, Jochen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_63", "label": "Frey, Bruno", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_64", "label": "Fricke, Peter", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_65", "label": "Friedrichsen, Volker", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_66", "label": "Frotz, Hans", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_67", "label": "Gabrys, Gregor", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_68", "label": "Gann, Horst", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_69", "label": "Gassner, Michael", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_70", "label": "Gebhardt, Brunhild", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_71", "label": "Gerhartz, Peter J.", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_72", "label": "Gerten, Georg", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_73", "label": "Glatzel, Wolfgang", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_74", "label": "Gorissen, Reinhard", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_75", "label": "Gro\u00dfkreutz, Axel", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_76", "label": "Gr\u00fcnke, Friedrich", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_77", "label": "G\u00f6hringer, G\u00fcnther", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_78", "label": "Haar, Klaus-Peter", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_79", "label": "Hamann, Knud", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_80", "label": "Hansen, Joachim", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_81", "label": "Haueisen, Bernd", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_82", "label": "Haug, Arthur", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_83", "label": "Hebeler, Robert", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_84", "label": "Hefeh\u00e4user, Hans Willi", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_85", "label": "Heft, Frank", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_86", "label": "Helmig, Werner Dieter", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_87", "label": "Helmig, Ursula", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_88", "label": "Helmig, Markus", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_89", "label": "Hemmelgarn, Udo", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_90", "label": "Hess, Kurt", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_91", "label": "Heyser, Sylvia", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_92", "label": "Hiebel, Joachim", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_93", "label": "Hilgers, Benno J.", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_94", "label": "Hottner, Rainer", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "person_95", "label": "Hunert, Horst", "shape": "dot", "size": 10, "type": 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"to": "person_834", "width": 1}, {"from": "company_110", "label": "Prokurist", "to": "person_835", "width": 1}, {"from": "company_110", "label": "Gesch\u00e4ftsf\u00fchrer", "to": "person_836", "width": 1}, {"from": "company_110", "label": "Prokurist", "to": "person_837", "width": 1}, {"from": "company_110", "label": "Gesch\u00e4ftsf\u00fchrer", "to": "person_838", "width": 1}, {"from": "company_110", "label": "Gesch\u00e4ftsf\u00fchrer", "to": "person_839", "width": 1}, {"from": "company_110", "label": "Prokurist", "to": "person_840", "width": 1}, {"from": "person_841", "label": "Kommanditist", "to": "company_111", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_842", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_843", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_844", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_845", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_846", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_847", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_848", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_849", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_850", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_851", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_852", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_853", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_854", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_855", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_856", "width": 1}, {"from": "company_111", "label": "Kommanditist", "to": "person_857", "width": 1}, {"from": "person_858", "label": "Gesch\u00e4ftsf\u00fchrer", "to": "company_112", "width": 1}, {"from": "person_859", "label": "Gesch\u00e4ftsf\u00fchrer", "to": "company_113", "width": 1}, {"from": "company_113", "label": "Gesch\u00e4ftsf\u00fchrer", "to": "person_860", "width": 1}, {"from": "person_861", "label": "Prokurist", "to": "company_114", "width": 1}, {"from": "company_114", "label": "Gesch\u00e4ftsf\u00fchrer", "to": "person_862", "width": 1}, {"from": "company_114", "label": "Gesch\u00e4ftsf\u00fchrer", "to": "person_863", "width": 1}]);
+
+                  nodeColors = {};
+                  allNodes = nodes.get({ returnType: "Object" });
+                  for (nodeId in allNodes) {
+                    nodeColors[nodeId] = allNodes[nodeId].color;
+                  }
+                  allEdges = edges.get({ returnType: "Object" });
+                  // adding nodes and edges to the graph
+                  data = {nodes: nodes, edges: edges};
+
+                  var options = {
+    "configure": {
+        "enabled": true
+    },
+    "edges": {
+        "color": {
+            "inherit": false
+        },
+        "smooth": {
+            "enabled": true,
+            "type": "dynamic"
+        }
+    },
+    "interaction": {
+        "dragNodes": true,
+        "hideEdgesOnDrag": false,
+        "hideNodesOnDrag": false
+    },
+    "physics": {
+        "enabled": true,
+        "repulsion": {
+            "centralGravity": 0.2,
+            "damping": 0.09,
+            "nodeDistance": 100,
+            "springConstant": 0.05,
+            "springLength": 200
+        },
+        "solver": "repulsion",
+        "stabilization": {
+            "enabled": true,
+            "fit": true,
+            "iterations": 1000,
+            "onlyDynamicEdges": false,
+            "updateInterval": 50
+        }
+    }
+};
+
+
+
+
+
+                  // if this network requires displaying the configure window,
+                  // put it in its div
+                  options.configure["container"] = document.getElementById("config");
+
+
+                  network = new vis.Network(container, data, options);
+
+
+                    network.on("click", neighbourhoodHighlight);
+
+
+
+
+
+
+
+
+                      network.on("stabilizationProgress", function(params) {
+                          document.getElementById('loadingBar').removeAttribute("style");
+                          var maxWidth = 496;
+                          var minWidth = 20;
+                          var widthFactor = params.iterations/params.total;
+                          var width = Math.max(minWidth,maxWidth * widthFactor);
+                          document.getElementById('bar').style.width = width + 'px';
+                          document.getElementById('text').innerHTML = Math.round(widthFactor*100) + '%';
+                      });
+                      network.once("stabilizationIterationsDone", function() {
+                          document.getElementById('text').innerHTML = '100%';
+                          document.getElementById('bar').style.width = '496px';
+                          document.getElementById('loadingBar').style.opacity = 0;
+                          // really clean the dom element
+                          setTimeout(function () {document.getElementById('loadingBar').style.display = 'none';}, 500);
+                      });
+
+
+                  return network;
+
+              }
+              drawGraph();
+        </script>
+    </body>
+</html>
diff --git a/Jupyter/NetworkX/archive/sql_alchemy_to_networkx.ipynb b/Jupyter/NetworkX/archive/sql_alchemy_to_networkx.ipynb
new file mode 100644
index 0000000..bf0a4e1
--- /dev/null
+++ b/Jupyter/NetworkX/archive/sql_alchemy_to_networkx.ipynb
@@ -0,0 +1,129790 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "68a5fc0a3d3f7c63",
+   "metadata": {
+    "collapsed": false
+   },
+   "source": [
+    "# Relation queries via SQLAlchemy for networkx"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "b6eea59adeae27d4",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-07T13:25:27.888866200Z",
+     "start_time": "2023-10-07T13:25:27.704284300Z"
+    },
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'c:\\\\Users\\\\trimr\\\\Projekte\\\\aki_prj23_transparenzregister'"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import os.path\n",
+    "\n",
+    "import pandas as pd\n",
+    "\n",
+    "if not os.path.exists(\"src\"):\n",
+    "    %cd \"../\"\n",
+    "os.path.abspath(\".\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "eb9498d3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from aki_prj23_transparenzregister.utils.sql import entities\n",
+    "from sqlalchemy.orm import aliased\n",
+    "from sqlalchemy import func, text\n",
+    "\n",
+    "# Alias for Company table for the base company\n",
+    "to_company = aliased(entities.Company, name=\"to_company\")\n",
+    "\n",
+    "# Alias for Company table for the head company\n",
+    "from_company = aliased(entities.Company, name=\"from_company\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "6a317af6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from aki_prj23_transparenzregister.config.config_providers import JsonFileConfigProvider\n",
+    "from aki_prj23_transparenzregister.utils.sql.connector import get_session\n",
+    "\n",
+    "session = get_session(JsonFileConfigProvider(\"secrets.json\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "814d5edb",
+   "metadata": {},
+   "source": [
+    "# All Company Relations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "2d17651a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'SELECT to_company.id AS id_company_to, to_company.name AS name_company_to, relation.relation AS relation_type, from_company.name AS name_company_from, from_company.id AS id_company_from \\nFROM company AS to_company JOIN (relation JOIN company_relation ON relation.id = company_relation.id) ON relation.company_id = to_company.id JOIN company AS from_company ON company_relation.company2_id = from_company.id'"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Query to fetch relations between companies\n",
+    "relations_company_query = (\n",
+    "    session.query(\n",
+    "        to_company.id.label(\"id_company_to\"),\n",
+    "        to_company.name.label(\"name_company_to\"),\n",
+    "        entities.CompanyRelation.relation.label(\"relation_type\"),\n",
+    "        from_company.name.label(\"name_company_from\"),\n",
+    "        from_company.id.label(\"id_company_from\"),\n",
+    "    )\n",
+    "    .join(\n",
+    "        entities.CompanyRelation,\n",
+    "        entities.CompanyRelation.company_id == to_company.id,\n",
+    "    )\n",
+    "    .join(\n",
+    "        from_company,\n",
+    "        entities.CompanyRelation.company2_id == from_company.id,\n",
+    "    )\n",
+    ")\n",
+    "str(relations_company_query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "f1f0f2de",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "91.2 ms ± 3.52 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# str(relations_query.filter((entities.CompanyRelation.company_id == 2) or (entities.CompanyRelation.company2_id == 2)))\n",
+    "%timeit pd.read_sql_query(str(relations_company_query), session.bind)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "444cd402",
+   "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 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>id_company_to</th>\n",
+       "      <th>name_company_to</th>\n",
+       "      <th>relation_type</th>\n",
+       "      <th>name_company_from</th>\n",
+       "      <th>id_company_from</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>5</td>\n",
+       "      <td>2. Schaper Objekt GmbH &amp; Co. Kiel KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Multi-Center Warenvertriebs GmbH</td>\n",
+       "      <td>2213</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>32</td>\n",
+       "      <td>Alb-Windkraft GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>EnBW Windkraftprojekte GmbH</td>\n",
+       "      <td>845</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>34</td>\n",
+       "      <td>Anneliese Köster GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>INDUS Holding Aktiengesellschaft</td>\n",
+       "      <td>1903</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>74</td>\n",
+       "      <td>AURELIUS Equity Opportunities SE &amp; Co. KGaA</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>AURELIUS Management SE</td>\n",
+       "      <td>163</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>77</td>\n",
+       "      <td>Aurelius KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>Aurelius Verwaltungs GmbH</td>\n",
+       "      <td>80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>573</th>\n",
+       "      <td>3137</td>\n",
+       "      <td>Zalando BTD 011 SE &amp; Co. KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>Zalando SE</td>\n",
+       "      <td>3112</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>574</th>\n",
+       "      <td>3137</td>\n",
+       "      <td>Zalando BTD 011 SE &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Zalando Operations GmbH</td>\n",
+       "      <td>3103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>575</th>\n",
+       "      <td>3138</td>\n",
+       "      <td>zLabels Creation &amp; Sales GmbH &amp; Co. KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>zLabels GmbH</td>\n",
+       "      <td>3113</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>576</th>\n",
+       "      <td>3145</td>\n",
+       "      <td>Zalando Customer Care International SE &amp; Co. KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>Zalando SE</td>\n",
+       "      <td>3112</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>577</th>\n",
+       "      <td>3145</td>\n",
+       "      <td>Zalando Customer Care International SE &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Zalando Operations GmbH</td>\n",
+       "      <td>3103</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>578 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     id_company_to                                  name_company_to  \\\n",
+       "0                5             2. Schaper Objekt GmbH & Co. Kiel KG   \n",
+       "1               32                      Alb-Windkraft GmbH & Co. KG   \n",
+       "2               34                   Anneliese Köster GmbH & Co. KG   \n",
+       "3               74      AURELIUS Equity Opportunities SE & Co. KGaA   \n",
+       "4               77                                      Aurelius KG   \n",
+       "..             ...                                              ...   \n",
+       "573           3137                      Zalando BTD 011 SE & Co. KG   \n",
+       "574           3137                      Zalando BTD 011 SE & Co. KG   \n",
+       "575           3138           zLabels Creation & Sales GmbH & Co. KG   \n",
+       "576           3145  Zalando Customer Care International SE & Co. KG   \n",
+       "577           3145  Zalando Customer Care International SE & Co. KG   \n",
+       "\n",
+       "                relation_type                 name_company_from  \\\n",
+       "0                KOMMANDITIST  Multi-Center Warenvertriebs GmbH   \n",
+       "1                KOMMANDITIST       EnBW Windkraftprojekte GmbH   \n",
+       "2                KOMMANDITIST  INDUS Holding Aktiengesellschaft   \n",
+       "3    HAFTENDER_GESELLSCHAFTER            AURELIUS Management SE   \n",
+       "4    HAFTENDER_GESELLSCHAFTER         Aurelius Verwaltungs GmbH   \n",
+       "..                        ...                               ...   \n",
+       "573  HAFTENDER_GESELLSCHAFTER                        Zalando SE   \n",
+       "574              KOMMANDITIST           Zalando Operations GmbH   \n",
+       "575  HAFTENDER_GESELLSCHAFTER                      zLabels GmbH   \n",
+       "576  HAFTENDER_GESELLSCHAFTER                        Zalando SE   \n",
+       "577              KOMMANDITIST           Zalando Operations GmbH   \n",
+       "\n",
+       "     id_company_from  \n",
+       "0               2213  \n",
+       "1                845  \n",
+       "2               1903  \n",
+       "3                163  \n",
+       "4                 80  \n",
+       "..               ...  \n",
+       "573             3112  \n",
+       "574             3103  \n",
+       "575             3113  \n",
+       "576             3112  \n",
+       "577             3103  \n",
+       "\n",
+       "[578 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "company_relations = pd.read_sql_query(str(relations_company_query), session.bind)\n",
+    "company_relations"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b27d6532",
+   "metadata": {},
+   "source": [
+    "# All person relations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "52af1d30",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "relations_person_query = (\n",
+    "    session.query(\n",
+    "        entities.Company.id.label(\"id_company\"),\n",
+    "        entities.Company.name.label(\"name_company\"),\n",
+    "        entities.PersonRelation.relation.label(\"relation_type\"),\n",
+    "        entities.Person.id.label(\"id_person\"),\n",
+    "        entities.Person.lastname.label(\"lastname\"),\n",
+    "        entities.Person.firstname.label(\"firstname\"),\n",
+    "        entities.Person.date_of_birth.label(\"date_of_birth\"),\n",
+    "    )\n",
+    "    .join(\n",
+    "        entities.PersonRelation,\n",
+    "        entities.PersonRelation.company_id == entities.Company.id,\n",
+    "    )\n",
+    "    .join(\n",
+    "        entities.Person,\n",
+    "        entities.PersonRelation.person_id == entities.Person.id,\n",
+    "    )\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "4f5ab3b2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "302 ms ± 42.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit pd.read_sql_query(str(relations_person_query), session.bind)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "c78b3e65",
+   "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 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>id_company</th>\n",
+       "      <th>name_company</th>\n",
+       "      <th>relation_type</th>\n",
+       "      <th>id_person</th>\n",
+       "      <th>lastname</th>\n",
+       "      <th>firstname</th>\n",
+       "      <th>date_of_birth</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0 10 24 Telefondienste GmbH</td>\n",
+       "      <td>GESCHAEFTSFUEHRER</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Tetau</td>\n",
+       "      <td>Nicolas</td>\n",
+       "      <td>1971-01-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0 10 24 Telefondienste GmbH</td>\n",
+       "      <td>PROKURIST</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Dammast</td>\n",
+       "      <td>Lutz</td>\n",
+       "      <td>1966-12-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Tutsch</td>\n",
+       "      <td>Rosemarie</td>\n",
+       "      <td>1941-10-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Staiger</td>\n",
+       "      <td>Marc</td>\n",
+       "      <td>1969-10-22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Staiger</td>\n",
+       "      <td>Michaela</td>\n",
+       "      <td>1971-03-03</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",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14891</th>\n",
+       "      <td>3144</td>\n",
+       "      <td>Wohnungsbaugesellschaft mit beschränkter Haftu...</td>\n",
+       "      <td>GESCHAEFTSFUEHRER</td>\n",
+       "      <td>878</td>\n",
+       "      <td>Weirich</td>\n",
+       "      <td>Torsten</td>\n",
+       "      <td>1975-07-21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14892</th>\n",
+       "      <td>3144</td>\n",
+       "      <td>Wohnungsbaugesellschaft mit beschränkter Haftu...</td>\n",
+       "      <td>GESCHAEFTSFUEHRER</td>\n",
+       "      <td>1840</td>\n",
+       "      <td>Brusinski</td>\n",
+       "      <td>Bastian</td>\n",
+       "      <td>1980-10-29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14893</th>\n",
+       "      <td>3145</td>\n",
+       "      <td>Zalando Customer Care International SE &amp; Co. KG</td>\n",
+       "      <td>PROKURIST</td>\n",
+       "      <td>9359</td>\n",
+       "      <td>Pape</td>\n",
+       "      <td>Ute</td>\n",
+       "      <td>1978-12-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14894</th>\n",
+       "      <td>3146</td>\n",
+       "      <td>zebotec GmbH</td>\n",
+       "      <td>GESCHAEFTSFUEHRER</td>\n",
+       "      <td>9628</td>\n",
+       "      <td>Neff</td>\n",
+       "      <td>Werner</td>\n",
+       "      <td>1981-11-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14895</th>\n",
+       "      <td>3146</td>\n",
+       "      <td>zebotec GmbH</td>\n",
+       "      <td>GESCHAEFTSFUEHRER</td>\n",
+       "      <td>9629</td>\n",
+       "      <td>Morris</td>\n",
+       "      <td>Richard</td>\n",
+       "      <td>1971-01-02</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>14896 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       id_company                                       name_company  \\\n",
+       "0               1                        0 10 24 Telefondienste GmbH   \n",
+       "1               1                        0 10 24 Telefondienste GmbH   \n",
+       "2               2     1. Staiger Grundstücksverwaltung GmbH & Co. KG   \n",
+       "3               2     1. Staiger Grundstücksverwaltung GmbH & Co. KG   \n",
+       "4               2     1. Staiger Grundstücksverwaltung GmbH & Co. KG   \n",
+       "...           ...                                                ...   \n",
+       "14891        3144  Wohnungsbaugesellschaft mit beschränkter Haftu...   \n",
+       "14892        3144  Wohnungsbaugesellschaft mit beschränkter Haftu...   \n",
+       "14893        3145    Zalando Customer Care International SE & Co. KG   \n",
+       "14894        3146                                       zebotec GmbH   \n",
+       "14895        3146                                       zebotec GmbH   \n",
+       "\n",
+       "           relation_type  id_person   lastname  firstname date_of_birth  \n",
+       "0      GESCHAEFTSFUEHRER          1      Tetau    Nicolas    1971-01-02  \n",
+       "1              PROKURIST          2    Dammast       Lutz    1966-12-06  \n",
+       "2           KOMMANDITIST          3     Tutsch  Rosemarie    1941-10-09  \n",
+       "3           KOMMANDITIST          4    Staiger       Marc    1969-10-22  \n",
+       "4           KOMMANDITIST          5    Staiger   Michaela    1971-03-03  \n",
+       "...                  ...        ...        ...        ...           ...  \n",
+       "14891  GESCHAEFTSFUEHRER        878    Weirich    Torsten    1975-07-21  \n",
+       "14892  GESCHAEFTSFUEHRER       1840  Brusinski    Bastian    1980-10-29  \n",
+       "14893          PROKURIST       9359       Pape        Ute    1978-12-13  \n",
+       "14894  GESCHAEFTSFUEHRER       9628       Neff     Werner    1981-11-24  \n",
+       "14895  GESCHAEFTSFUEHRER       9629     Morris    Richard    1971-01-02  \n",
+       "\n",
+       "[14896 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "person_relations = pd.read_sql_query(str(relations_person_query), session.bind)\n",
+    "person_relations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "9887d1f0",
+   "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 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>id_company</th>\n",
+       "      <th>name_company</th>\n",
+       "      <th>relation_type</th>\n",
+       "      <th>id_person</th>\n",
+       "      <th>lastname</th>\n",
+       "      <th>firstname</th>\n",
+       "      <th>date_of_birth</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>c_1</td>\n",
+       "      <td>0 10 24 Telefondienste GmbH</td>\n",
+       "      <td>GESCHAEFTSFUEHRER</td>\n",
+       "      <td>p_1</td>\n",
+       "      <td>Tetau</td>\n",
+       "      <td>Nicolas</td>\n",
+       "      <td>1971-01-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>c_1</td>\n",
+       "      <td>0 10 24 Telefondienste GmbH</td>\n",
+       "      <td>PROKURIST</td>\n",
+       "      <td>p_2</td>\n",
+       "      <td>Dammast</td>\n",
+       "      <td>Lutz</td>\n",
+       "      <td>1966-12-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>c_2</td>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>p_3</td>\n",
+       "      <td>Tutsch</td>\n",
+       "      <td>Rosemarie</td>\n",
+       "      <td>1941-10-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>c_2</td>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>p_4</td>\n",
+       "      <td>Staiger</td>\n",
+       "      <td>Marc</td>\n",
+       "      <td>1969-10-22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>c_2</td>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>p_5</td>\n",
+       "      <td>Staiger</td>\n",
+       "      <td>Michaela</td>\n",
+       "      <td>1971-03-03</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  id_company                                    name_company  \\\n",
+       "0        c_1                     0 10 24 Telefondienste GmbH   \n",
+       "1        c_1                     0 10 24 Telefondienste GmbH   \n",
+       "2        c_2  1. Staiger Grundstücksverwaltung GmbH & Co. KG   \n",
+       "3        c_2  1. Staiger Grundstücksverwaltung GmbH & Co. KG   \n",
+       "4        c_2  1. Staiger Grundstücksverwaltung GmbH & Co. KG   \n",
+       "\n",
+       "       relation_type id_person lastname  firstname date_of_birth  \n",
+       "0  GESCHAEFTSFUEHRER       p_1    Tetau    Nicolas    1971-01-02  \n",
+       "1          PROKURIST       p_2  Dammast       Lutz    1966-12-06  \n",
+       "2       KOMMANDITIST       p_3   Tutsch  Rosemarie    1941-10-09  \n",
+       "3       KOMMANDITIST       p_4  Staiger       Marc    1969-10-22  \n",
+       "4       KOMMANDITIST       p_5  Staiger   Michaela    1971-03-03  "
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "person_relations[\"id_company\"] = person_relations[\"id_company\"].apply(\n",
+    "    lambda x: f\"c_{x}\"\n",
+    ")\n",
+    "person_relations[\"id_person\"] = person_relations[\"id_person\"].apply(lambda x: f\"p_{x}\")\n",
+    "person_relations.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f448841c",
+   "metadata": {},
+   "source": [
+    "# Person relations filtered and fitted that are nodes not leaves"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "52dad02d",
+   "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 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>person_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2520</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4611</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4095</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1804</th>\n",
+       "      <td>3565</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1805</th>\n",
+       "      <td>3510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1806</th>\n",
+       "      <td>530</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1807</th>\n",
+       "      <td>536</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1808</th>\n",
+       "      <td>4617</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1809 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      person_id\n",
+       "0          2520\n",
+       "1          4993\n",
+       "2          3202\n",
+       "3          4611\n",
+       "4          4095\n",
+       "...         ...\n",
+       "1804       3565\n",
+       "1805       3510\n",
+       "1806        530\n",
+       "1807        536\n",
+       "1808       4617\n",
+       "\n",
+       "[1809 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sqlalchemy import func, text\n",
+    "\n",
+    "# Subquery to group and count the relations without joins\n",
+    "grouped_relations_subquery = (\n",
+    "    session.query(\n",
+    "        entities.PersonRelation.person_id,\n",
+    "    )\n",
+    "    .group_by(entities.PersonRelation.person_id)\n",
+    "    .having(func.count() > 1)\n",
+    ")\n",
+    "pd.DataFrame(grouped_relations_subquery.all())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "2d3f7fa7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "company = (\n",
+    "    pd.DataFrame(relations_person_query.all())\n",
+    "    .set_index([\"lastname\", \"firstname\", \"date_of_birth\"])\n",
+    "    .sort_index()\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "53d2b530",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import igraph as ig\n",
+    "import plotly.graph_objects as go"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "9ad5d106",
+   "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 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>source</th>\n",
+       "      <th>target</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>A</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>B</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>C</td>\n",
+       "      <td>D</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>D</td>\n",
+       "      <td>A</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>A</td>\n",
+       "      <td>C</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>C</td>\n",
+       "      <td>B</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  source target\n",
+       "0      A      B\n",
+       "1      B      C\n",
+       "2      C      D\n",
+       "3      D      A\n",
+       "4      A      C\n",
+       "5      C      B"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "g = ig.Graph()\n",
+    "data = {\n",
+    "    \"source\": [\"A\", \"B\", \"C\", \"D\", \"A\", \"C\"],\n",
+    "    \"target\": [\"B\", \"C\", \"D\", \"A\", \"C\", \"B\"],\n",
+    "}\n",
+    "\n",
+    "df = pd.DataFrame(data)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "e38983cf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "g.add_vertices(\n",
+    "    pd.concat(\n",
+    "        [company_relations[\"name_company_to\"], company_relations[\"name_company_from\"]]\n",
+    "    ).unique()\n",
+    ")\n",
+    "g.add_edges(\n",
+    "    [\n",
+    "        (row[\"name_company_to\"], row[\"name_company_from\"])\n",
+    "        for _, row in company_relations.iterrows()\n",
+    "    ]\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "fa95ba75",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for _, row in company_relations.iterrows():\n",
+    "    source, target, weight = (\n",
+    "        row[\"name_company_from\"],\n",
+    "        row[\"name_company_to\"],\n",
+    "        row[\"relation_type\"],\n",
+    "    )\n",
+    "    g.add_edge(source, target, weight=len(weight))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "2de7e9cf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Layout with 622 vertices and 2 dimensions>"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "layout = g.layout_kamada_kawai()\n",
+    "layout"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "1e2e30b3",
+   "metadata": {},
+   "outputs": [
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+            "ticks": ""
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+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
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+          "scene": {
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+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
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+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
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+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
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+            "ticks": "",
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+            "linecolor": "white",
+            "ticks": ""
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+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
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+           "zerolinecolor": "white",
+           "zerolinewidth": 2
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+        "xaxis": {
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+        "yaxis": {
+         "showgrid": false,
+         "zeroline": false
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "edge_x = []\n",
+    "edge_y = []\n",
+    "\n",
+    "for edge in g.get_edgelist():\n",
+    "    source, target = edge\n",
+    "    x0, y0 = layout[source]\n",
+    "    x1, y1 = layout[target]\n",
+    "    edge_x.append(x0)\n",
+    "    edge_x.append(x1)\n",
+    "    edge_x.append(None)\n",
+    "    edge_y.append(y0)\n",
+    "    edge_y.append(y1)\n",
+    "    edge_y.append(None)\n",
+    "\n",
+    "edge_trace = go.Scatter(\n",
+    "    x=edge_x,\n",
+    "    y=edge_y,\n",
+    "    line=dict(width=0.5, color=\"#888\"),\n",
+    "    hoverinfo=\"none\",\n",
+    "    mode=\"lines\",\n",
+    ")\n",
+    "\n",
+    "node_x = []\n",
+    "node_y = []\n",
+    "\n",
+    "for node_position in layout:\n",
+    "    x, y = node_position\n",
+    "    node_x.append(x)\n",
+    "    node_y.append(y)\n",
+    "\n",
+    "node_trace = go.Scatter(\n",
+    "    x=node_x,\n",
+    "    y=node_y,\n",
+    "    mode=\"markers\",\n",
+    "    hoverinfo=\"text\",\n",
+    "    marker=dict(\n",
+    "        showscale=True,\n",
+    "        colorscale=\"YlGnBu\",\n",
+    "        size=10,\n",
+    "        colorbar=dict(\n",
+    "            thickness=15, title=\"Node Connections\", xanchor=\"left\", titleside=\"right\"\n",
+    "        ),\n",
+    "    ),\n",
+    ")\n",
+    "\n",
+    "# Create a Plotly figure\n",
+    "fig = go.Figure(\n",
+    "    data=[edge_trace, node_trace],\n",
+    "    layout=go.Layout(\n",
+    "        showlegend=False,\n",
+    "        hovermode=\"closest\",\n",
+    "        margin=dict(b=0, l=0, r=0, t=0),\n",
+    "        xaxis=dict(showgrid=False, zeroline=False),\n",
+    "        yaxis=dict(showgrid=False, zeroline=False),\n",
+    "    ),\n",
+    ")\n",
+    "\n",
+    "# Show the plot\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "f23dbd06",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'company_df' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32mc:\\Users\\trimr\\Projekte\\aki_prj23_transparenzregister\\src\\aki_prj23_transparenzregister\\utils\\networkx\\sql_alchemy_to_networkx.ipynb Cell 23\u001b[0m line \u001b[0;36m1\n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx.ipynb#Y114sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m person_relations_df[[\u001b[39m\"\u001b[39m\u001b[39mfrom_x\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mfrom_y\u001b[39m\u001b[39m\"\u001b[39m]] \u001b[39m=\u001b[39m (company_df\u001b[39m.\u001b[39mset_index(\u001b[39m\"\u001b[39m\u001b[39mid\u001b[39m\u001b[39m\"\u001b[39m, drop\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m))\u001b[39m.\u001b[39mloc[person_relations_df[\u001b[39m\"\u001b[39m\u001b[39mcompany_id\u001b[39m\u001b[39m\"\u001b[39m], [\u001b[39m\"\u001b[39m\u001b[39mx\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39my\u001b[39m\u001b[39m\"\u001b[39m]]\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx.ipynb#Y114sZmlsZQ%3D%3D?line=1'>2</a>\u001b[0m person_relations_df\u001b[39m.\u001b[39mhead()\u001b[39m.\u001b[39mT\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'company_df' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "person_relations_df[[\"from_x\", \"from_y\"]] = (company_df.set_index(\"id\", drop=True)).loc[\n",
+    "    person_relations_df[\"company_id\"], [\"x\", \"y\"]\n",
+    "]\n",
+    "person_relations_df.head().T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f3a4e1c1",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b9a7841b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "company_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6ddddb3e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_temp_df: pd.DataFrame = company_df.set_index(\"id\", drop=True)\n",
+    "person_relations_df[[\"company_from_x\", \"company_from_y\"]] = df_temp_df.loc[\n",
+    "    person_relations_df[\"company_id\"], [\"x\", \"y\"]\n",
+    "].reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4b999165",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_person_tmp: pd.DataFrame = person_df.set_index(\"id\", drop=True)\n",
+    "person_relations_df[[\"to_person_x\", \"to_person_y\"]] = df_person_tmp.loc[\n",
+    "    person_relations_df[\"person_id\"], [\"x\", \"y\"]\n",
+    "].reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ef674aaf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "person_relations_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d7eb8ef9",
+   "metadata": {},
+   "source": [
+    "# Für Company_relation anpassen:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4420b55f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_temp_df: pd.DataFrame = company_df.set_index(\"id\", drop=True)\n",
+    "company_relations_df[[\"company_from_x\", \"company_from_y\"]] = df_temp_df.loc[\n",
+    "    company_relations_df[\"company_from_id\"], [\"x\", \"y\"]\n",
+    "].reset_index(drop=True)\n",
+    "\n",
+    "\n",
+    "company_relations_df[[\"company_to_x\", \"company_to_y\"]] = df_temp_df.loc[\n",
+    "    company_relations_df[\"company_to_id\"], [\"x\", \"y\"]\n",
+    "].reset_index(drop=True)\n",
+    "company_relations_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1ba09996",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "company_relations_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0bd027cd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import plotly.express as px\n",
+    "import plotly.graph_objects as go\n",
+    "\n",
+    "# Create your dataframes (replace df1, df2, df3 with your actual data)\n",
+    "df1 = company_df\n",
+    "df2 = person_df\n",
+    "df3 = person_relations_df\n",
+    "\n",
+    "# Create scatter plots for each dataframe\n",
+    "fig = go.Figure()\n",
+    "\n",
+    "# Scatter plot for df1\n",
+    "fig.add_trace(\n",
+    "    go.Scatter(\n",
+    "        x=df1[\"x\"],\n",
+    "        y=df1[\"y\"],\n",
+    "        mode=\"markers\",\n",
+    "        name=\"DataFrame 1\",\n",
+    "        hovertext=df1[\"name\"],\n",
+    "    )\n",
+    ")\n",
+    "\n",
+    "# Scatter plot for df2\n",
+    "fig.add_trace(\n",
+    "    go.Scatter(\n",
+    "        x=df2[\"x\"],\n",
+    "        y=df2[\"y\"],\n",
+    "        mode=\"markers\",\n",
+    "        name=\"DataFrame 2\",\n",
+    "        hovertext=df2[\"firstname\"],\n",
+    "    )\n",
+    ")\n",
+    "\n",
+    "# Scatter plot for df3\n",
+    "for i in range(len(df1)):\n",
+    "    fig.add_trace(\n",
+    "        go.Scatter(\n",
+    "            x=[df3[\"company_from_x\"][i], df3[\"to_person_x\"][i]],\n",
+    "            y=[df3[\"company_from_y\"][i], df3[\"to_person_y\"][i]],\n",
+    "            mode=\"lines\",\n",
+    "            name=\"Line DataFrame 1\",\n",
+    "            line=dict(color=\"blue\"),\n",
+    "        )\n",
+    "    )\n",
+    "\n",
+    "# Customize the layout of the plot\n",
+    "fig.update_layout(\n",
+    "    title=\"Overlayed Scatter Plot\",\n",
+    "    xaxis=dict(title=\"X-axis Label\"),\n",
+    "    yaxis=dict(title=\"Y-axis Label\"),\n",
+    "    showlegend=True,  # Show legend with dataframe names\n",
+    ")\n",
+    "\n",
+    "# Show the plot\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i in range(len(df1)):\n",
+    "    fig.add_trace(\n",
+    "        go.Scatter(\n",
+    "            x=[df1[\"x0_column\"][i], df1[\"x1_column\"][i]],\n",
+    "            y=[df1[\"y0_column\"][i], df1[\"y1_column\"][i]],\n",
+    "            mode=\"lines\",\n",
+    "            name=\"Line DataFrame 1\",\n",
+    "            line=dict(color=\"blue\"),\n",
+    "        )\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aba6f3786cd18e89",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-07T13:41:53.657186500Z",
+     "start_time": "2023-10-07T13:41:53.497425100Z"
+    },
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "hoverinfo": "none",
+         "line": {
+          "color": "#888",
+          "width": 0.5
+         },
+         "mode": "lines",
+         "type": "scatter",
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+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
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+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
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+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
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+        "yaxis": {
+         "showgrid": false,
+         "zeroline": false
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "edge_x = []\n",
+    "edge_y = []\n",
+    "\n",
+    "for count, edge in enumerate(g.get_edgelist()):\n",
+    "    source, target = edge\n",
+    "    x0, y0 = layout[source]\n",
+    "    x1, y1 = layout[target]\n",
+    "    edge_x.append(x0)\n",
+    "    edge_x.append(x1)\n",
+    "    edge_x.append(None)\n",
+    "    edge_y.append(y0)\n",
+    "    edge_y.append(y1)\n",
+    "    edge_y.append(None)\n",
+    "\n",
+    "edge_trace = go.Scatter(\n",
+    "    x=edge_x,\n",
+    "    y=edge_y,\n",
+    "    line=dict(width=0.5, color=\"#888\"),\n",
+    "    hoverinfo=\"none\",\n",
+    "    mode=\"lines\",\n",
+    ")\n",
+    "\n",
+    "node_x = []\n",
+    "node_y = []\n",
+    "\n",
+    "for node_position in layout:\n",
+    "    x, y = node_position\n",
+    "    node_x.append(x)\n",
+    "    node_y.append(y)\n",
+    "\n",
+    "node_trace = go.Scatter(\n",
+    "    x=node_x,\n",
+    "    y=node_y,\n",
+    "    mode=\"markers\",\n",
+    "    hoverinfo=\"text\",\n",
+    "    marker=dict(\n",
+    "        showscale=True,\n",
+    "        colorscale=\"YlGnBu\",\n",
+    "        size=10,\n",
+    "        colorbar=dict(\n",
+    "            thickness=15, title=\"Node Connections\", xanchor=\"left\", titleside=\"right\"\n",
+    "        ),\n",
+    "    ),\n",
+    ")\n",
+    "\n",
+    "# Create a Plotly figure\n",
+    "fig = go.Figure(\n",
+    "    data=[edge_trace, node_trace],\n",
+    "    layout=go.Layout(\n",
+    "        showlegend=False,\n",
+    "        hovermode=\"closest\",\n",
+    "        margin=dict(b=0, l=0, r=0, t=0),\n",
+    "        xaxis=dict(showgrid=False, zeroline=False),\n",
+    "        yaxis=dict(showgrid=False, zeroline=False),\n",
+    "    ),\n",
+    ")\n",
+    "\n",
+    "# Show the plot\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4bfe30a505cb839e",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-07T13:41:53.658185300Z",
+     "start_time": "2023-10-07T13:41:53.638638300Z"
+    },
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a108bdc118d72a55",
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Jupyter/NetworkX/archive/sql_alchemy_to_networkx_v2.ipynb b/Jupyter/NetworkX/archive/sql_alchemy_to_networkx_v2.ipynb
new file mode 100644
index 0000000..6f957ab
--- /dev/null
+++ b/Jupyter/NetworkX/archive/sql_alchemy_to_networkx_v2.ipynb
@@ -0,0 +1,21843 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "68a5fc0a3d3f7c63",
+   "metadata": {
+    "collapsed": false
+   },
+   "source": [
+    "# Relation queries via SQLAlchemy for networkx"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8bf2b286",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "b6eea59adeae27d4",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-10-07T13:25:27.888866200Z",
+     "start_time": "2023-10-07T13:25:27.704284300Z"
+    },
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'c:\\\\Users\\\\trimr\\\\Projekte\\\\aki_prj23_transparenzregister'"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import os.path\n",
+    "\n",
+    "import pandas as pd\n",
+    "\n",
+    "if not os.path.exists(\"src\"):\n",
+    "    %cd \"../\"\n",
+    "os.path.abspath(\".\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "eb9498d3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from aki_prj23_transparenzregister.utils.sql import entities\n",
+    "from sqlalchemy.orm import aliased\n",
+    "from sqlalchemy import func, text\n",
+    "\n",
+    "# Alias for Company table for the base company\n",
+    "to_company = aliased(entities.Company, name=\"to_company\")\n",
+    "\n",
+    "# Alias for Company table for the head company\n",
+    "from_company = aliased(entities.Company, name=\"from_company\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "6a317af6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from aki_prj23_transparenzregister.config.config_providers import JsonFileConfigProvider\n",
+    "from aki_prj23_transparenzregister.utils.sql.connector import get_session\n",
+    "\n",
+    "session = get_session(JsonFileConfigProvider(\"secrets.json\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "814d5edb",
+   "metadata": {},
+   "source": [
+    "# All Company Relations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "2d17651a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'SELECT to_company.id AS id_company_to, to_company.name AS name_company_to, relation.relation AS relation_type, from_company.name AS name_company_from, from_company.id AS id_company_from \\nFROM company AS to_company JOIN (relation JOIN company_relation ON relation.id = company_relation.id) ON relation.company_id = to_company.id JOIN company AS from_company ON company_relation.company2_id = from_company.id'"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Query to fetch relations between companies\n",
+    "relations_company_query = (\n",
+    "    session.query(\n",
+    "        to_company.id.label(\"id_company_to\"),\n",
+    "        to_company.name.label(\"name_company_to\"),\n",
+    "        entities.CompanyRelation.relation.label(\"relation_type\"),\n",
+    "        from_company.name.label(\"name_company_from\"),\n",
+    "        from_company.id.label(\"id_company_from\"),\n",
+    "    )\n",
+    "    .join(\n",
+    "        entities.CompanyRelation,\n",
+    "        entities.CompanyRelation.company_id == to_company.id,\n",
+    "    )\n",
+    "    .join(\n",
+    "        from_company,\n",
+    "        entities.CompanyRelation.company2_id == from_company.id,\n",
+    "    )\n",
+    ")\n",
+    "str(relations_company_query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "f1f0f2de",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "91.3 ms ± 3.56 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# str(relations_query.filter((entities.CompanyRelation.company_id == 2) or (entities.CompanyRelation.company2_id == 2)))\n",
+    "%timeit pd.read_sql_query(str(relations_company_query), session.bind)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "444cd402",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'id_company_to': 2,\n",
+       "  'name_company_to': '1. Staiger Grundstücksverwaltung GmbH & Co. KG',\n",
+       "  'relation_type': 'HAFTENDER_GESELLSCHAFTER',\n",
+       "  'name_company_from': 'Staiger I. Verwaltung-GmbH',\n",
+       "  'id_company_from': 3226},\n",
+       " {'id_company_to': 3,\n",
+       "  'name_company_to': '1 A Autenrieth Kunststofftechnik GmbH & Co. KG',\n",
+       "  'relation_type': 'HAFTENDER_GESELLSCHAFTER',\n",
+       "  'name_company_from': 'Autenrieth Verwaltungs-GmbH',\n",
+       "  'id_company_from': 3324},\n",
+       " {'id_company_to': 5,\n",
+       "  'name_company_to': '2. Schaper Objekt GmbH & Co. Kiel KG',\n",
+       "  'relation_type': 'KOMMANDITIST',\n",
+       "  'name_company_from': 'Multi-Center Warenvertriebs GmbH',\n",
+       "  'id_company_from': 2213},\n",
+       " {'id_company_to': 6,\n",
+       "  'name_company_to': 'AASP Filmproduktionsgesellschaft mbH & Co. Leonie KG',\n",
+       "  'relation_type': 'INHABER',\n",
+       "  'name_company_from': 'ABN AMRO Structured Products Gesellschaft für Fondsbeteiligungen mbH',\n",
+       "  'id_company_from': 3332},\n",
+       " {'id_company_to': 6,\n",
+       "  'name_company_to': 'AASP Filmproduktionsgesellschaft mbH & Co. Leonie KG',\n",
+       "  'relation_type': 'KOMMANDITIST',\n",
+       "  'name_company_from': 'Kallang GmbH',\n",
+       "  'id_company_from': 3316}]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "company_relations = pd.read_sql_query(str(relations_company_query), session.bind)\n",
+    "company_relations.head().to_dict(orient=\"records\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b27d6532",
+   "metadata": {},
+   "source": [
+    "# All person relations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "52af1d30",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "relations_person_query = (\n",
+    "    session.query(\n",
+    "        entities.Company.id.label(\"id_company\"),\n",
+    "        entities.Company.name.label(\"name_company\"),\n",
+    "        entities.PersonRelation.relation.label(\"relation_type\"),\n",
+    "        entities.Person.id.label(\"id_person\"),\n",
+    "        entities.Person.lastname.label(\"lastname\"),\n",
+    "        entities.Person.firstname.label(\"firstname\"),\n",
+    "        entities.Person.date_of_birth.label(\"date_of_birth\"),\n",
+    "    )\n",
+    "    .join(\n",
+    "        entities.PersonRelation,\n",
+    "        entities.PersonRelation.company_id == entities.Company.id,\n",
+    "    )\n",
+    "    .join(\n",
+    "        entities.Person,\n",
+    "        entities.PersonRelation.person_id == entities.Person.id,\n",
+    "    )\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "4f5ab3b2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "248 ms ± 8.94 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit pd.read_sql_query(str(relations_person_query), session.bind)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "c78b3e65",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'id_company': 1,\n",
+       "  'name_company': '0 10 24 Telefondienste GmbH',\n",
+       "  'relation_type': 'GESCHAEFTSFUEHRER',\n",
+       "  'id_person': 1,\n",
+       "  'lastname': 'Tetau',\n",
+       "  'firstname': 'Nicolas',\n",
+       "  'date_of_birth': datetime.date(1971, 1, 2)},\n",
+       " {'id_company': 1,\n",
+       "  'name_company': '0 10 24 Telefondienste GmbH',\n",
+       "  'relation_type': 'PROKURIST',\n",
+       "  'id_person': 2,\n",
+       "  'lastname': 'Dammast',\n",
+       "  'firstname': 'Lutz',\n",
+       "  'date_of_birth': datetime.date(1966, 12, 6)},\n",
+       " {'id_company': 2,\n",
+       "  'name_company': '1. Staiger Grundstücksverwaltung GmbH & Co. KG',\n",
+       "  'relation_type': 'KOMMANDITIST',\n",
+       "  'id_person': 3,\n",
+       "  'lastname': 'Tutsch',\n",
+       "  'firstname': 'Rosemarie',\n",
+       "  'date_of_birth': datetime.date(1941, 10, 9)},\n",
+       " {'id_company': 2,\n",
+       "  'name_company': '1. Staiger Grundstücksverwaltung GmbH & Co. KG',\n",
+       "  'relation_type': 'KOMMANDITIST',\n",
+       "  'id_person': 4,\n",
+       "  'lastname': 'Staiger',\n",
+       "  'firstname': 'Marc',\n",
+       "  'date_of_birth': datetime.date(1969, 10, 22)},\n",
+       " {'id_company': 2,\n",
+       "  'name_company': '1. Staiger Grundstücksverwaltung GmbH & Co. KG',\n",
+       "  'relation_type': 'KOMMANDITIST',\n",
+       "  'id_person': 5,\n",
+       "  'lastname': 'Staiger',\n",
+       "  'firstname': 'Michaela',\n",
+       "  'date_of_birth': datetime.date(1971, 3, 3)}]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "person_relations = pd.read_sql_query(str(relations_person_query), session.bind)\n",
+    "person_relations.head().to_dict(orient=\"records\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "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 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>id_company_to</th>\n",
+       "      <th>name_company_to</th>\n",
+       "      <th>relation_type</th>\n",
+       "      <th>name_company_from</th>\n",
+       "      <th>id_company_from</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>c_5</td>\n",
+       "      <td>2. Schaper Objekt GmbH &amp; Co. Kiel KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Multi-Center Warenvertriebs GmbH</td>\n",
+       "      <td>c_2213</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>c_32</td>\n",
+       "      <td>Alb-Windkraft GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>EnBW Windkraftprojekte GmbH</td>\n",
+       "      <td>c_845</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>c_34</td>\n",
+       "      <td>Anneliese Köster GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>INDUS Holding Aktiengesellschaft</td>\n",
+       "      <td>c_1903</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>c_74</td>\n",
+       "      <td>AURELIUS Equity Opportunities SE &amp; Co. KGaA</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>AURELIUS Management SE</td>\n",
+       "      <td>c_163</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>c_77</td>\n",
+       "      <td>Aurelius KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>Aurelius Verwaltungs GmbH</td>\n",
+       "      <td>c_80</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  id_company_to                              name_company_to  \\\n",
+       "0           c_5         2. Schaper Objekt GmbH & Co. Kiel KG   \n",
+       "1          c_32                  Alb-Windkraft GmbH & Co. KG   \n",
+       "2          c_34               Anneliese Köster GmbH & Co. KG   \n",
+       "3          c_74  AURELIUS Equity Opportunities SE & Co. KGaA   \n",
+       "4          c_77                                  Aurelius KG   \n",
+       "\n",
+       "              relation_type                 name_company_from id_company_from  \n",
+       "0              KOMMANDITIST  Multi-Center Warenvertriebs GmbH          c_2213  \n",
+       "1              KOMMANDITIST       EnBW Windkraftprojekte GmbH           c_845  \n",
+       "2              KOMMANDITIST  INDUS Holding Aktiengesellschaft          c_1903  \n",
+       "3  HAFTENDER_GESELLSCHAFTER            AURELIUS Management SE           c_163  \n",
+       "4  HAFTENDER_GESELLSCHAFTER         Aurelius Verwaltungs GmbH            c_80  "
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "company_relations[\"id_company_from\"] = company_relations[\"id_company_from\"].apply(\n",
+    "    lambda x: f\"c_{x}\"\n",
+    ")\n",
+    "company_relations[\"id_company_to\"] = company_relations[\"id_company_to\"].apply(\n",
+    "    lambda x: f\"c_{x}\"\n",
+    ")\n",
+    "company_relations.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "9887d1f0",
+   "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 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>id_company</th>\n",
+       "      <th>name_company</th>\n",
+       "      <th>relation_type</th>\n",
+       "      <th>id_person</th>\n",
+       "      <th>lastname</th>\n",
+       "      <th>firstname</th>\n",
+       "      <th>date_of_birth</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>c_1</td>\n",
+       "      <td>0 10 24 Telefondienste GmbH</td>\n",
+       "      <td>GESCHAEFTSFUEHRER</td>\n",
+       "      <td>p_1</td>\n",
+       "      <td>Tetau</td>\n",
+       "      <td>Nicolas</td>\n",
+       "      <td>1971-01-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>c_1</td>\n",
+       "      <td>0 10 24 Telefondienste GmbH</td>\n",
+       "      <td>PROKURIST</td>\n",
+       "      <td>p_2</td>\n",
+       "      <td>Dammast</td>\n",
+       "      <td>Lutz</td>\n",
+       "      <td>1966-12-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>c_2</td>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>p_3</td>\n",
+       "      <td>Tutsch</td>\n",
+       "      <td>Rosemarie</td>\n",
+       "      <td>1941-10-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>c_2</td>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>p_4</td>\n",
+       "      <td>Staiger</td>\n",
+       "      <td>Marc</td>\n",
+       "      <td>1969-10-22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>c_2</td>\n",
+       "      <td>1. Staiger Grundstücksverwaltung GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>p_5</td>\n",
+       "      <td>Staiger</td>\n",
+       "      <td>Michaela</td>\n",
+       "      <td>1971-03-03</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  id_company                                    name_company  \\\n",
+       "0        c_1                     0 10 24 Telefondienste GmbH   \n",
+       "1        c_1                     0 10 24 Telefondienste GmbH   \n",
+       "2        c_2  1. Staiger Grundstücksverwaltung GmbH & Co. KG   \n",
+       "3        c_2  1. Staiger Grundstücksverwaltung GmbH & Co. KG   \n",
+       "4        c_2  1. Staiger Grundstücksverwaltung GmbH & Co. KG   \n",
+       "\n",
+       "       relation_type id_person lastname  firstname date_of_birth  \n",
+       "0  GESCHAEFTSFUEHRER       p_1    Tetau    Nicolas    1971-01-02  \n",
+       "1          PROKURIST       p_2  Dammast       Lutz    1966-12-06  \n",
+       "2       KOMMANDITIST       p_3   Tutsch  Rosemarie    1941-10-09  \n",
+       "3       KOMMANDITIST       p_4  Staiger       Marc    1969-10-22  \n",
+       "4       KOMMANDITIST       p_5  Staiger   Michaela    1971-03-03  "
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "person_relations[\"id_company\"] = person_relations[\"id_company\"].apply(\n",
+    "    lambda x: f\"c_{x}\"\n",
+    ")\n",
+    "person_relations[\"id_person\"] = person_relations[\"id_person\"].apply(lambda x: f\"p_{x}\")\n",
+    "person_relations.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "578"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(company_relations)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "14896"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(person_relations)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c7322d77",
+   "metadata": {},
+   "source": [
+    "# Filter Methods\n",
+    "\n",
+    "## Relation Type"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "377b28ca",
+   "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 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>id_company</th>\n",
+       "      <th>name_company</th>\n",
+       "      <th>relation_type</th>\n",
+       "      <th>id_person</th>\n",
+       "      <th>lastname</th>\n",
+       "      <th>firstname</th>\n",
+       "      <th>date_of_birth</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>576</th>\n",
+       "      <td>c_53</td>\n",
+       "      <td>1. Freiburger Solarfonds Beteiligungs-KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>p_545</td>\n",
+       "      <td>Wetzel</td>\n",
+       "      <td>Jürgen</td>\n",
+       "      <td>1962-11-15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>802</th>\n",
+       "      <td>c_77</td>\n",
+       "      <td>Aurelius KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>p_758</td>\n",
+       "      <td>Esser</td>\n",
+       "      <td>Peter</td>\n",
+       "      <td>1957-04-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1591</th>\n",
+       "      <td>c_253</td>\n",
+       "      <td>Bayer Design Fritz Bayer GmbH &amp; Co KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>p_1313</td>\n",
+       "      <td>Neubauer</td>\n",
+       "      <td>Michael Georg</td>\n",
+       "      <td>1966-02-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2055</th>\n",
+       "      <td>c_301</td>\n",
+       "      <td>Bayern Immobilien Höller/Lechner KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>p_1706</td>\n",
+       "      <td>Höller</td>\n",
+       "      <td>Erwin</td>\n",
+       "      <td>1956-09-25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2338</th>\n",
+       "      <td>c_388</td>\n",
+       "      <td>Bayern-Osteuropa OHG Travel Consulting Marketing</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>p_1891</td>\n",
+       "      <td>Guwa</td>\n",
+       "      <td>Eugen</td>\n",
+       "      <td>1975-03-03</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",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11295</th>\n",
+       "      <td>c_2316</td>\n",
+       "      <td>Nordex-Glas oHG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>p_7348</td>\n",
+       "      <td>Karaarslan</td>\n",
+       "      <td>Sevgi</td>\n",
+       "      <td>1984-03-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11768</th>\n",
+       "      <td>c_2444</td>\n",
+       "      <td>\"PETER G. OHG,\" - Men &amp; Women</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>p_7647</td>\n",
+       "      <td>Greis</td>\n",
+       "      <td>Leonie</td>\n",
+       "      <td>1949-08-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11769</th>\n",
+       "      <td>c_2444</td>\n",
+       "      <td>\"PETER G. OHG,\" - Men &amp; Women</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>p_7648</td>\n",
+       "      <td>Greis</td>\n",
+       "      <td>Daniela</td>\n",
+       "      <td>1968-04-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11837</th>\n",
+       "      <td>c_2470</td>\n",
+       "      <td>REWE-Markt Ströer OHG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>p_7679</td>\n",
+       "      <td>Ströer</td>\n",
+       "      <td>Silvio</td>\n",
+       "      <td>1976-04-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12119</th>\n",
+       "      <td>c_2538</td>\n",
+       "      <td>Sartorius KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>p_7864</td>\n",
+       "      <td>Sartorius</td>\n",
+       "      <td>Meik</td>\n",
+       "      <td>1981-07-10</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>272 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id_company                                      name_company  \\\n",
+       "576         c_53          1. Freiburger Solarfonds Beteiligungs-KG   \n",
+       "802         c_77                                       Aurelius KG   \n",
+       "1591       c_253             Bayer Design Fritz Bayer GmbH & Co KG   \n",
+       "2055       c_301               Bayern Immobilien Höller/Lechner KG   \n",
+       "2338       c_388  Bayern-Osteuropa OHG Travel Consulting Marketing   \n",
+       "...          ...                                               ...   \n",
+       "11295     c_2316                                   Nordex-Glas oHG   \n",
+       "11768     c_2444                     \"PETER G. OHG,\" - Men & Women   \n",
+       "11769     c_2444                     \"PETER G. OHG,\" - Men & Women   \n",
+       "11837     c_2470                             REWE-Markt Ströer OHG   \n",
+       "12119     c_2538                                      Sartorius KG   \n",
+       "\n",
+       "                  relation_type id_person    lastname      firstname  \\\n",
+       "576    HAFTENDER_GESELLSCHAFTER     p_545      Wetzel         Jürgen   \n",
+       "802    HAFTENDER_GESELLSCHAFTER     p_758       Esser          Peter   \n",
+       "1591   HAFTENDER_GESELLSCHAFTER    p_1313    Neubauer  Michael Georg   \n",
+       "2055   HAFTENDER_GESELLSCHAFTER    p_1706      Höller          Erwin   \n",
+       "2338   HAFTENDER_GESELLSCHAFTER    p_1891        Guwa          Eugen   \n",
+       "...                         ...       ...         ...            ...   \n",
+       "11295  HAFTENDER_GESELLSCHAFTER    p_7348  Karaarslan          Sevgi   \n",
+       "11768  HAFTENDER_GESELLSCHAFTER    p_7647       Greis         Leonie   \n",
+       "11769  HAFTENDER_GESELLSCHAFTER    p_7648       Greis        Daniela   \n",
+       "11837  HAFTENDER_GESELLSCHAFTER    p_7679      Ströer         Silvio   \n",
+       "12119  HAFTENDER_GESELLSCHAFTER    p_7864   Sartorius           Meik   \n",
+       "\n",
+       "      date_of_birth  \n",
+       "576      1962-11-15  \n",
+       "802      1957-04-14  \n",
+       "1591     1966-02-17  \n",
+       "2055     1956-09-25  \n",
+       "2338     1975-03-03  \n",
+       "...             ...  \n",
+       "11295    1984-03-14  \n",
+       "11768    1949-08-06  \n",
+       "11769    1968-04-18  \n",
+       "11837    1976-04-14  \n",
+       "12119    1981-07-10  \n",
+       "\n",
+       "[272 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "\n",
+    "def filter_relation_type(df: pd.DataFrame, selected_relation_type):\n",
+    "    df = df.loc[df[\"relation_type\"] == selected_relation_type]\n",
+    "    return df\n",
+    "\n",
+    "\n",
+    "relation_type_set = set(company_relations[\"relation_type\"].unique())\n",
+    "relation_type_set\n",
+    "# {'HAFTENDER_GESELLSCHAFTER', 'INHABER', 'KOMMANDITIST', 'LIQUIDATOR'}\n",
+    "test_df = filter_relation_type(person_relations, \"HAFTENDER_GESELLSCHAFTER\")\n",
+    "test_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "400e5768",
+   "metadata": {},
+   "source": [
+    "## Discard only Leaves/One Conenctions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "id": "99851ebf",
+   "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 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>id_company_to</th>\n",
+       "      <th>name_company_to</th>\n",
+       "      <th>relation_type</th>\n",
+       "      <th>name_company_from</th>\n",
+       "      <th>id_company_from</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>c_258</td>\n",
+       "      <td>Aurubis Stolberg GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Aurubis AG</td>\n",
+       "      <td>c_307</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>c_258</td>\n",
+       "      <td>Aurubis Stolberg GmbH &amp; Co. KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>Aurubis Stolberg Verwaltungs-GmbH</td>\n",
+       "      <td>c_353</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>c_370</td>\n",
+       "      <td>Aurubis Stolberg Asset GmbH &amp; Co. KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>Aurubis Stolberg GmbH &amp; Co. KG</td>\n",
+       "      <td>c_258</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>c_370</td>\n",
+       "      <td>Aurubis Stolberg Asset GmbH &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Aurubis Stolberg Asset Verwaltungs-GmbH</td>\n",
+       "      <td>c_371</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>c_403</td>\n",
+       "      <td>BayWa r.e. Windparkportfolio 1 GmbH &amp; Co. KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>BayWa r.e. Wind Verwaltungs GmbH</td>\n",
+       "      <td>c_435</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>377</th>\n",
+       "      <td>c_3136</td>\n",
+       "      <td>Zalando BTD 009 SE &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Zalando Operations GmbH</td>\n",
+       "      <td>c_3103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>378</th>\n",
+       "      <td>c_3137</td>\n",
+       "      <td>Zalando BTD 011 SE &amp; Co. KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>Zalando SE</td>\n",
+       "      <td>c_3112</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>379</th>\n",
+       "      <td>c_3137</td>\n",
+       "      <td>Zalando BTD 011 SE &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Zalando Operations GmbH</td>\n",
+       "      <td>c_3103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>380</th>\n",
+       "      <td>c_3145</td>\n",
+       "      <td>Zalando Customer Care International SE &amp; Co. KG</td>\n",
+       "      <td>HAFTENDER_GESELLSCHAFTER</td>\n",
+       "      <td>Zalando SE</td>\n",
+       "      <td>c_3112</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>381</th>\n",
+       "      <td>c_3145</td>\n",
+       "      <td>Zalando Customer Care International SE &amp; Co. KG</td>\n",
+       "      <td>KOMMANDITIST</td>\n",
+       "      <td>Zalando Operations GmbH</td>\n",
+       "      <td>c_3103</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>382 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    id_company_to                                  name_company_to  \\\n",
+       "0           c_258                   Aurubis Stolberg GmbH & Co. KG   \n",
+       "1           c_258                   Aurubis Stolberg GmbH & Co. KG   \n",
+       "2           c_370             Aurubis Stolberg Asset GmbH & Co. KG   \n",
+       "3           c_370             Aurubis Stolberg Asset GmbH & Co. KG   \n",
+       "4           c_403     BayWa r.e. Windparkportfolio 1 GmbH & Co. KG   \n",
+       "..            ...                                              ...   \n",
+       "377        c_3136                      Zalando BTD 009 SE & Co. KG   \n",
+       "378        c_3137                      Zalando BTD 011 SE & Co. KG   \n",
+       "379        c_3137                      Zalando BTD 011 SE & Co. KG   \n",
+       "380        c_3145  Zalando Customer Care International SE & Co. KG   \n",
+       "381        c_3145  Zalando Customer Care International SE & Co. KG   \n",
+       "\n",
+       "                relation_type                        name_company_from  \\\n",
+       "0                KOMMANDITIST                               Aurubis AG   \n",
+       "1    HAFTENDER_GESELLSCHAFTER        Aurubis Stolberg Verwaltungs-GmbH   \n",
+       "2    HAFTENDER_GESELLSCHAFTER           Aurubis Stolberg GmbH & Co. KG   \n",
+       "3                KOMMANDITIST  Aurubis Stolberg Asset Verwaltungs-GmbH   \n",
+       "4    HAFTENDER_GESELLSCHAFTER         BayWa r.e. Wind Verwaltungs GmbH   \n",
+       "..                        ...                                      ...   \n",
+       "377              KOMMANDITIST                  Zalando Operations GmbH   \n",
+       "378  HAFTENDER_GESELLSCHAFTER                               Zalando SE   \n",
+       "379              KOMMANDITIST                  Zalando Operations GmbH   \n",
+       "380  HAFTENDER_GESELLSCHAFTER                               Zalando SE   \n",
+       "381              KOMMANDITIST                  Zalando Operations GmbH   \n",
+       "\n",
+       "    id_company_from  \n",
+       "0             c_307  \n",
+       "1             c_353  \n",
+       "2             c_258  \n",
+       "3             c_371  \n",
+       "4             c_435  \n",
+       "..              ...  \n",
+       "377          c_3103  \n",
+       "378          c_3112  \n",
+       "379          c_3103  \n",
+       "380          c_3112  \n",
+       "381          c_3103  \n",
+       "\n",
+       "[382 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 111,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def filter_relation_with_more_than_one_connection(\n",
+    "    df: pd.DataFrame, id_column_name_to, id_column_name_from\n",
+    "):\n",
+    "    # print(df.columns.values)\n",
+    "    tmp_df = pd.DataFrame(columns=df.columns.values)\n",
+    "    # print(tmp_df)\n",
+    "    for _index, row in df.iterrows():\n",
+    "        count = 0\n",
+    "        id = row[id_column_name_to]\n",
+    "        for _index_sub, row_sub in df.iterrows():\n",
+    "            if id == row_sub[id_column_name_to]:\n",
+    "                count = count + 1\n",
+    "            if id == row_sub[id_column_name_from]:\n",
+    "                count = count + 1\n",
+    "            if count > 1:\n",
+    "                break\n",
+    "\n",
+    "        if count > 1:\n",
+    "            # tmp_df = pd.concat([tmp_df, pd.DataFrame(row)])+\n",
+    "            tmp_df.loc[len(tmp_df)] = row\n",
+    "            # print(row)\n",
+    "            count = 0\n",
+    "        else:\n",
+    "            count = 0\n",
+    "            continue\n",
+    "        # print(tmp_df)\n",
+    "        count = 0\n",
+    "    return tmp_df\n",
+    "\n",
+    "\n",
+    "tmp_df = filter_relation_with_more_than_one_connection(\n",
+    "    company_relations, \"id_company_to\", \"id_company_from\"\n",
+    ")\n",
+    "tmp_df\n",
+    "# Für Companys 10 sekunden\n",
+    "# tmp_df = filter_relation_with_more_than_one_connection(person_relations, \"id_company\", \"id_person\")\n",
+    "# tmp_df\n",
+    "# Für Person über 4 min\n",
+    "# print(len(company_relations[\"id_company_to\"].unique()))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "564d0f79",
+   "metadata": {},
+   "source": [
+    "## Filter Leaves with SQL"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "id": "3bca9fea",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "PendingRollbackError",
+     "evalue": "Can't reconnect until invalid transaction is rolled back. (Background on this error at: https://sqlalche.me/e/14/8s2b)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mPendingRollbackError\u001b[0m                      Traceback (most recent call last)",
+      "\u001b[1;32mc:\\Users\\trimr\\Projekte\\aki_prj23_transparenzregister\\src\\aki_prj23_transparenzregister\\utils\\networkx\\sql_alchemy_to_networkx_v2.ipynb Cell 23\u001b[0m line \u001b[0;36m1\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X60sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m \u001b[39m# Subquery to group and count the relations without joins\u001b[39;00m\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X60sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m grouped_person_relations_subquery \u001b[39m=\u001b[39m (\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X60sZmlsZQ%3D%3D?line=4'>5</a>\u001b[0m     session\u001b[39m.\u001b[39mquery(\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X60sZmlsZQ%3D%3D?line=5'>6</a>\u001b[0m         entities\u001b[39m.\u001b[39mPersonRelation\u001b[39m.\u001b[39mperson_id,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X60sZmlsZQ%3D%3D?line=14'>15</a>\u001b[0m     \u001b[39m.\u001b[39mhaving(func\u001b[39m.\u001b[39mcount() \u001b[39m>\u001b[39m \u001b[39m1\u001b[39m)\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X60sZmlsZQ%3D%3D?line=15'>16</a>\u001b[0m )\n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X60sZmlsZQ%3D%3D?line=17'>18</a>\u001b[0m grouped_person_relations \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39mDataFrame(grouped_person_relations_subquery\u001b[39m.\u001b[39;49mall())\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X60sZmlsZQ%3D%3D?line=18'>19</a>\u001b[0m grouped_person_relations\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\orm\\query.py:2773\u001b[0m, in \u001b[0;36mQuery.all\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   2757\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mall\u001b[39m(\u001b[39mself\u001b[39m):\n\u001b[0;32m   2758\u001b[0m \u001b[39m    \u001b[39m\u001b[39m\"\"\"Return the results represented by this :class:`_query.Query`\u001b[39;00m\n\u001b[0;32m   2759\u001b[0m \u001b[39m    as a list.\u001b[39;00m\n\u001b[0;32m   2760\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   2771\u001b[0m \u001b[39m            :ref:`faq_query_deduplicating`\u001b[39;00m\n\u001b[0;32m   2772\u001b[0m \u001b[39m    \"\"\"\u001b[39;00m\n\u001b[1;32m-> 2773\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_iter()\u001b[39m.\u001b[39mall()\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\orm\\query.py:2916\u001b[0m, in \u001b[0;36mQuery._iter\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   2913\u001b[0m params \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_params\n\u001b[0;32m   2915\u001b[0m statement \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_statement_20()\n\u001b[1;32m-> 2916\u001b[0m result \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msession\u001b[39m.\u001b[39;49mexecute(\n\u001b[0;32m   2917\u001b[0m     statement,\n\u001b[0;32m   2918\u001b[0m     params,\n\u001b[0;32m   2919\u001b[0m     execution_options\u001b[39m=\u001b[39;49m{\u001b[39m\"\u001b[39;49m\u001b[39m_sa_orm_load_options\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mload_options},\n\u001b[0;32m   2920\u001b[0m )\n\u001b[0;32m   2922\u001b[0m \u001b[39m# legacy: automatically set scalars, unique\u001b[39;00m\n\u001b[0;32m   2923\u001b[0m \u001b[39mif\u001b[39;00m result\u001b[39m.\u001b[39m_attributes\u001b[39m.\u001b[39mget(\u001b[39m\"\u001b[39m\u001b[39mis_single_entity\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mFalse\u001b[39;00m):\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\orm\\session.py:1717\u001b[0m, in \u001b[0;36mSession.execute\u001b[1;34m(self, statement, params, execution_options, bind_arguments, _parent_execute_state, _add_event, **kw)\u001b[0m\n\u001b[0;32m   1715\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m   1716\u001b[0m     conn \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_connection_for_bind(bind)\n\u001b[1;32m-> 1717\u001b[0m result \u001b[39m=\u001b[39m conn\u001b[39m.\u001b[39;49m_execute_20(statement, params \u001b[39mor\u001b[39;49;00m {}, execution_options)\n\u001b[0;32m   1719\u001b[0m \u001b[39mif\u001b[39;00m compile_state_cls:\n\u001b[0;32m   1720\u001b[0m     result \u001b[39m=\u001b[39m compile_state_cls\u001b[39m.\u001b[39morm_setup_cursor_result(\n\u001b[0;32m   1721\u001b[0m         \u001b[39mself\u001b[39m,\n\u001b[0;32m   1722\u001b[0m         statement,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1726\u001b[0m         result,\n\u001b[0;32m   1727\u001b[0m     )\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\engine\\base.py:1710\u001b[0m, in \u001b[0;36mConnection._execute_20\u001b[1;34m(self, statement, parameters, execution_options)\u001b[0m\n\u001b[0;32m   1706\u001b[0m     util\u001b[39m.\u001b[39mraise_(\n\u001b[0;32m   1707\u001b[0m         exc\u001b[39m.\u001b[39mObjectNotExecutableError(statement), replace_context\u001b[39m=\u001b[39merr\n\u001b[0;32m   1708\u001b[0m     )\n\u001b[0;32m   1709\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m-> 1710\u001b[0m     \u001b[39mreturn\u001b[39;00m meth(\u001b[39mself\u001b[39;49m, args_10style, kwargs_10style, execution_options)\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\sql\\elements.py:334\u001b[0m, in \u001b[0;36mClauseElement._execute_on_connection\u001b[1;34m(self, connection, multiparams, params, execution_options, _force)\u001b[0m\n\u001b[0;32m    330\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_execute_on_connection\u001b[39m(\n\u001b[0;32m    331\u001b[0m     \u001b[39mself\u001b[39m, connection, multiparams, params, execution_options, _force\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m\n\u001b[0;32m    332\u001b[0m ):\n\u001b[0;32m    333\u001b[0m     \u001b[39mif\u001b[39;00m _force \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msupports_execution:\n\u001b[1;32m--> 334\u001b[0m         \u001b[39mreturn\u001b[39;00m connection\u001b[39m.\u001b[39;49m_execute_clauseelement(\n\u001b[0;32m    335\u001b[0m             \u001b[39mself\u001b[39;49m, multiparams, params, execution_options\n\u001b[0;32m    336\u001b[0m         )\n\u001b[0;32m    337\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m    338\u001b[0m         \u001b[39mraise\u001b[39;00m exc\u001b[39m.\u001b[39mObjectNotExecutableError(\u001b[39mself\u001b[39m)\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\engine\\base.py:1577\u001b[0m, in \u001b[0;36mConnection._execute_clauseelement\u001b[1;34m(self, elem, multiparams, params, execution_options)\u001b[0m\n\u001b[0;32m   1565\u001b[0m compiled_cache \u001b[39m=\u001b[39m execution_options\u001b[39m.\u001b[39mget(\n\u001b[0;32m   1566\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mcompiled_cache\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mengine\u001b[39m.\u001b[39m_compiled_cache\n\u001b[0;32m   1567\u001b[0m )\n\u001b[0;32m   1569\u001b[0m compiled_sql, extracted_params, cache_hit \u001b[39m=\u001b[39m elem\u001b[39m.\u001b[39m_compile_w_cache(\n\u001b[0;32m   1570\u001b[0m     dialect\u001b[39m=\u001b[39mdialect,\n\u001b[0;32m   1571\u001b[0m     compiled_cache\u001b[39m=\u001b[39mcompiled_cache,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1575\u001b[0m     linting\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdialect\u001b[39m.\u001b[39mcompiler_linting \u001b[39m|\u001b[39m compiler\u001b[39m.\u001b[39mWARN_LINTING,\n\u001b[0;32m   1576\u001b[0m )\n\u001b[1;32m-> 1577\u001b[0m ret \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_execute_context(\n\u001b[0;32m   1578\u001b[0m     dialect,\n\u001b[0;32m   1579\u001b[0m     dialect\u001b[39m.\u001b[39;49mexecution_ctx_cls\u001b[39m.\u001b[39;49m_init_compiled,\n\u001b[0;32m   1580\u001b[0m     compiled_sql,\n\u001b[0;32m   1581\u001b[0m     distilled_params,\n\u001b[0;32m   1582\u001b[0m     execution_options,\n\u001b[0;32m   1583\u001b[0m     compiled_sql,\n\u001b[0;32m   1584\u001b[0m     distilled_params,\n\u001b[0;32m   1585\u001b[0m     elem,\n\u001b[0;32m   1586\u001b[0m     extracted_params,\n\u001b[0;32m   1587\u001b[0m     cache_hit\u001b[39m=\u001b[39;49mcache_hit,\n\u001b[0;32m   1588\u001b[0m )\n\u001b[0;32m   1589\u001b[0m \u001b[39mif\u001b[39;00m has_events:\n\u001b[0;32m   1590\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdispatch\u001b[39m.\u001b[39mafter_execute(\n\u001b[0;32m   1591\u001b[0m         \u001b[39mself\u001b[39m,\n\u001b[0;32m   1592\u001b[0m         elem,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1596\u001b[0m         ret,\n\u001b[0;32m   1597\u001b[0m     )\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\engine\\base.py:1808\u001b[0m, in \u001b[0;36mConnection._execute_context\u001b[1;34m(self, dialect, constructor, statement, parameters, execution_options, *args, **kw)\u001b[0m\n\u001b[0;32m   1806\u001b[0m     conn \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_dbapi_connection\n\u001b[0;32m   1807\u001b[0m     \u001b[39mif\u001b[39;00m conn \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m-> 1808\u001b[0m         conn \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_revalidate_connection()\n\u001b[0;32m   1810\u001b[0m     context \u001b[39m=\u001b[39m constructor(\n\u001b[0;32m   1811\u001b[0m         dialect, \u001b[39mself\u001b[39m, conn, execution_options, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkw\n\u001b[0;32m   1812\u001b[0m     )\n\u001b[0;32m   1813\u001b[0m \u001b[39mexcept\u001b[39;00m (exc\u001b[39m.\u001b[39mPendingRollbackError, exc\u001b[39m.\u001b[39mResourceClosedError):\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\engine\\base.py:650\u001b[0m, in \u001b[0;36mConnection._revalidate_connection\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    648\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m__can_reconnect \u001b[39mand\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39minvalidated:\n\u001b[0;32m    649\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_transaction \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m--> 650\u001b[0m         \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_invalid_transaction()\n\u001b[0;32m    651\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_dbapi_connection \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mengine\u001b[39m.\u001b[39mraw_connection(\n\u001b[0;32m    652\u001b[0m         _connection\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\n\u001b[0;32m    653\u001b[0m     )\n\u001b[0;32m    654\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_dbapi_connection\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\engine\\base.py:622\u001b[0m, in \u001b[0;36mConnection._invalid_transaction\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    620\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_invalid_transaction\u001b[39m(\u001b[39mself\u001b[39m):\n\u001b[0;32m    621\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39minvalidated:\n\u001b[1;32m--> 622\u001b[0m         \u001b[39mraise\u001b[39;00m exc\u001b[39m.\u001b[39mPendingRollbackError(\n\u001b[0;32m    623\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mCan\u001b[39m\u001b[39m'\u001b[39m\u001b[39mt reconnect until invalid \u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39mtransaction is rolled \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    624\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mback.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    625\u001b[0m             \u001b[39m%\u001b[39m (\n\u001b[0;32m    626\u001b[0m                 \u001b[39m\"\u001b[39m\u001b[39msavepoint \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    627\u001b[0m                 \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_nested_transaction \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[0;32m    628\u001b[0m                 \u001b[39melse\u001b[39;00m \u001b[39m\"\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    629\u001b[0m             ),\n\u001b[0;32m    630\u001b[0m             code\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m8s2b\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[0;32m    631\u001b[0m         )\n\u001b[0;32m    632\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m    633\u001b[0m         \u001b[39massert\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_is_future\n",
+      "\u001b[1;31mPendingRollbackError\u001b[0m: Can't reconnect until invalid transaction is rolled back. (Background on this error at: https://sqlalche.me/e/14/8s2b)"
+     ]
+    }
+   ],
+   "source": [
+    "from sqlalchemy import func, text\n",
+    "\n",
+    "# Subquery to group and count the relations without joins\n",
+    "grouped_person_relations_subquery = (\n",
+    "    session.query(\n",
+    "        entities.PersonRelation.person_id,\n",
+    "        entities.Company.name.label(\"name_company\"),\n",
+    "        entities.PersonRelation.relation.label(\"relation_type\"),\n",
+    "        entities.Person.id.label(\"id_person\"),\n",
+    "        entities.Person.lastname.label(\"lastname\"),\n",
+    "        entities.Person.firstname.label(\"firstname\"),\n",
+    "        entities.Person.date_of_birth.label(\"date_of_birth\"),\n",
+    "    )\n",
+    "    .group_by(entities.PersonRelation.person_id)\n",
+    "    .having(func.count() > 1)\n",
+    ")\n",
+    "\n",
+    "grouped_person_relations = pd.DataFrame(grouped_person_relations_subquery.all())\n",
+    "grouped_person_relations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "id": "3ca72027",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "PendingRollbackError",
+     "evalue": "Can't reconnect until invalid transaction is rolled back. (Background on this error at: https://sqlalche.me/e/14/8s2b)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mPendingRollbackError\u001b[0m                      Traceback (most recent call last)",
+      "\u001b[1;32mc:\\Users\\trimr\\Projekte\\aki_prj23_transparenzregister\\src\\aki_prj23_transparenzregister\\utils\\networkx\\sql_alchemy_to_networkx_v2.ipynb Cell 24\u001b[0m line \u001b[0;36m1\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X61sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m \u001b[39m# Subquery to group and count the relations without joins\u001b[39;00m\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X61sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m grouped_company_relations_subquery \u001b[39m=\u001b[39m (\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X61sZmlsZQ%3D%3D?line=4'>5</a>\u001b[0m     session\u001b[39m.\u001b[39mquery(\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X61sZmlsZQ%3D%3D?line=5'>6</a>\u001b[0m         to_company\u001b[39m.\u001b[39mid\u001b[39m.\u001b[39mlabel(\u001b[39m\"\u001b[39m\u001b[39mid_company_to\u001b[39m\u001b[39m\"\u001b[39m),\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X61sZmlsZQ%3D%3D?line=12'>13</a>\u001b[0m     \u001b[39m.\u001b[39mhaving(func\u001b[39m.\u001b[39mcount() \u001b[39m>\u001b[39m \u001b[39m1\u001b[39m)\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X61sZmlsZQ%3D%3D?line=13'>14</a>\u001b[0m )\n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X61sZmlsZQ%3D%3D?line=15'>16</a>\u001b[0m pd\u001b[39m.\u001b[39mDataFrame(grouped_company_relations_subquery\u001b[39m.\u001b[39;49mall())\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/trimr/Projekte/aki_prj23_transparenzregister/src/aki_prj23_transparenzregister/utils/networkx/sql_alchemy_to_networkx_v2.ipynb#X61sZmlsZQ%3D%3D?line=16'>17</a>\u001b[0m \u001b[39m# grouped_company_relations\u001b[39;00m\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\orm\\query.py:2773\u001b[0m, in \u001b[0;36mQuery.all\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   2757\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mall\u001b[39m(\u001b[39mself\u001b[39m):\n\u001b[0;32m   2758\u001b[0m \u001b[39m    \u001b[39m\u001b[39m\"\"\"Return the results represented by this :class:`_query.Query`\u001b[39;00m\n\u001b[0;32m   2759\u001b[0m \u001b[39m    as a list.\u001b[39;00m\n\u001b[0;32m   2760\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   2771\u001b[0m \u001b[39m            :ref:`faq_query_deduplicating`\u001b[39;00m\n\u001b[0;32m   2772\u001b[0m \u001b[39m    \"\"\"\u001b[39;00m\n\u001b[1;32m-> 2773\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_iter()\u001b[39m.\u001b[39mall()\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\orm\\query.py:2916\u001b[0m, in \u001b[0;36mQuery._iter\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   2913\u001b[0m params \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_params\n\u001b[0;32m   2915\u001b[0m statement \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_statement_20()\n\u001b[1;32m-> 2916\u001b[0m result \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msession\u001b[39m.\u001b[39;49mexecute(\n\u001b[0;32m   2917\u001b[0m     statement,\n\u001b[0;32m   2918\u001b[0m     params,\n\u001b[0;32m   2919\u001b[0m     execution_options\u001b[39m=\u001b[39;49m{\u001b[39m\"\u001b[39;49m\u001b[39m_sa_orm_load_options\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mload_options},\n\u001b[0;32m   2920\u001b[0m )\n\u001b[0;32m   2922\u001b[0m \u001b[39m# legacy: automatically set scalars, unique\u001b[39;00m\n\u001b[0;32m   2923\u001b[0m \u001b[39mif\u001b[39;00m result\u001b[39m.\u001b[39m_attributes\u001b[39m.\u001b[39mget(\u001b[39m\"\u001b[39m\u001b[39mis_single_entity\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mFalse\u001b[39;00m):\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\orm\\session.py:1717\u001b[0m, in \u001b[0;36mSession.execute\u001b[1;34m(self, statement, params, execution_options, bind_arguments, _parent_execute_state, _add_event, **kw)\u001b[0m\n\u001b[0;32m   1715\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m   1716\u001b[0m     conn \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_connection_for_bind(bind)\n\u001b[1;32m-> 1717\u001b[0m result \u001b[39m=\u001b[39m conn\u001b[39m.\u001b[39;49m_execute_20(statement, params \u001b[39mor\u001b[39;49;00m {}, execution_options)\n\u001b[0;32m   1719\u001b[0m \u001b[39mif\u001b[39;00m compile_state_cls:\n\u001b[0;32m   1720\u001b[0m     result \u001b[39m=\u001b[39m compile_state_cls\u001b[39m.\u001b[39morm_setup_cursor_result(\n\u001b[0;32m   1721\u001b[0m         \u001b[39mself\u001b[39m,\n\u001b[0;32m   1722\u001b[0m         statement,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1726\u001b[0m         result,\n\u001b[0;32m   1727\u001b[0m     )\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\engine\\base.py:1710\u001b[0m, in \u001b[0;36mConnection._execute_20\u001b[1;34m(self, statement, parameters, execution_options)\u001b[0m\n\u001b[0;32m   1706\u001b[0m     util\u001b[39m.\u001b[39mraise_(\n\u001b[0;32m   1707\u001b[0m         exc\u001b[39m.\u001b[39mObjectNotExecutableError(statement), replace_context\u001b[39m=\u001b[39merr\n\u001b[0;32m   1708\u001b[0m     )\n\u001b[0;32m   1709\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m-> 1710\u001b[0m     \u001b[39mreturn\u001b[39;00m meth(\u001b[39mself\u001b[39;49m, args_10style, kwargs_10style, execution_options)\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\sql\\elements.py:334\u001b[0m, in \u001b[0;36mClauseElement._execute_on_connection\u001b[1;34m(self, connection, multiparams, params, execution_options, _force)\u001b[0m\n\u001b[0;32m    330\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_execute_on_connection\u001b[39m(\n\u001b[0;32m    331\u001b[0m     \u001b[39mself\u001b[39m, connection, multiparams, params, execution_options, _force\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m\n\u001b[0;32m    332\u001b[0m ):\n\u001b[0;32m    333\u001b[0m     \u001b[39mif\u001b[39;00m _force \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msupports_execution:\n\u001b[1;32m--> 334\u001b[0m         \u001b[39mreturn\u001b[39;00m connection\u001b[39m.\u001b[39;49m_execute_clauseelement(\n\u001b[0;32m    335\u001b[0m             \u001b[39mself\u001b[39;49m, multiparams, params, execution_options\n\u001b[0;32m    336\u001b[0m         )\n\u001b[0;32m    337\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m    338\u001b[0m         \u001b[39mraise\u001b[39;00m exc\u001b[39m.\u001b[39mObjectNotExecutableError(\u001b[39mself\u001b[39m)\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\engine\\base.py:1577\u001b[0m, in \u001b[0;36mConnection._execute_clauseelement\u001b[1;34m(self, elem, multiparams, params, execution_options)\u001b[0m\n\u001b[0;32m   1565\u001b[0m compiled_cache \u001b[39m=\u001b[39m execution_options\u001b[39m.\u001b[39mget(\n\u001b[0;32m   1566\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mcompiled_cache\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mengine\u001b[39m.\u001b[39m_compiled_cache\n\u001b[0;32m   1567\u001b[0m )\n\u001b[0;32m   1569\u001b[0m compiled_sql, extracted_params, cache_hit \u001b[39m=\u001b[39m elem\u001b[39m.\u001b[39m_compile_w_cache(\n\u001b[0;32m   1570\u001b[0m     dialect\u001b[39m=\u001b[39mdialect,\n\u001b[0;32m   1571\u001b[0m     compiled_cache\u001b[39m=\u001b[39mcompiled_cache,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1575\u001b[0m     linting\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdialect\u001b[39m.\u001b[39mcompiler_linting \u001b[39m|\u001b[39m compiler\u001b[39m.\u001b[39mWARN_LINTING,\n\u001b[0;32m   1576\u001b[0m )\n\u001b[1;32m-> 1577\u001b[0m ret \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_execute_context(\n\u001b[0;32m   1578\u001b[0m     dialect,\n\u001b[0;32m   1579\u001b[0m     dialect\u001b[39m.\u001b[39;49mexecution_ctx_cls\u001b[39m.\u001b[39;49m_init_compiled,\n\u001b[0;32m   1580\u001b[0m     compiled_sql,\n\u001b[0;32m   1581\u001b[0m     distilled_params,\n\u001b[0;32m   1582\u001b[0m     execution_options,\n\u001b[0;32m   1583\u001b[0m     compiled_sql,\n\u001b[0;32m   1584\u001b[0m     distilled_params,\n\u001b[0;32m   1585\u001b[0m     elem,\n\u001b[0;32m   1586\u001b[0m     extracted_params,\n\u001b[0;32m   1587\u001b[0m     cache_hit\u001b[39m=\u001b[39;49mcache_hit,\n\u001b[0;32m   1588\u001b[0m )\n\u001b[0;32m   1589\u001b[0m \u001b[39mif\u001b[39;00m has_events:\n\u001b[0;32m   1590\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdispatch\u001b[39m.\u001b[39mafter_execute(\n\u001b[0;32m   1591\u001b[0m         \u001b[39mself\u001b[39m,\n\u001b[0;32m   1592\u001b[0m         elem,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1596\u001b[0m         ret,\n\u001b[0;32m   1597\u001b[0m     )\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\engine\\base.py:1808\u001b[0m, in \u001b[0;36mConnection._execute_context\u001b[1;34m(self, dialect, constructor, statement, parameters, execution_options, *args, **kw)\u001b[0m\n\u001b[0;32m   1806\u001b[0m     conn \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_dbapi_connection\n\u001b[0;32m   1807\u001b[0m     \u001b[39mif\u001b[39;00m conn \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m-> 1808\u001b[0m         conn \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_revalidate_connection()\n\u001b[0;32m   1810\u001b[0m     context \u001b[39m=\u001b[39m constructor(\n\u001b[0;32m   1811\u001b[0m         dialect, \u001b[39mself\u001b[39m, conn, execution_options, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkw\n\u001b[0;32m   1812\u001b[0m     )\n\u001b[0;32m   1813\u001b[0m \u001b[39mexcept\u001b[39;00m (exc\u001b[39m.\u001b[39mPendingRollbackError, exc\u001b[39m.\u001b[39mResourceClosedError):\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\engine\\base.py:650\u001b[0m, in \u001b[0;36mConnection._revalidate_connection\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    648\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m__can_reconnect \u001b[39mand\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39minvalidated:\n\u001b[0;32m    649\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_transaction \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m--> 650\u001b[0m         \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_invalid_transaction()\n\u001b[0;32m    651\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_dbapi_connection \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mengine\u001b[39m.\u001b[39mraw_connection(\n\u001b[0;32m    652\u001b[0m         _connection\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\n\u001b[0;32m    653\u001b[0m     )\n\u001b[0;32m    654\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_dbapi_connection\n",
+      "File \u001b[1;32mc:\\Users\\trimr\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\aki-prj23-transparenzregister-IY2hcXvW-py3.11\\Lib\\site-packages\\sqlalchemy\\engine\\base.py:622\u001b[0m, in \u001b[0;36mConnection._invalid_transaction\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    620\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_invalid_transaction\u001b[39m(\u001b[39mself\u001b[39m):\n\u001b[0;32m    621\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39minvalidated:\n\u001b[1;32m--> 622\u001b[0m         \u001b[39mraise\u001b[39;00m exc\u001b[39m.\u001b[39mPendingRollbackError(\n\u001b[0;32m    623\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mCan\u001b[39m\u001b[39m'\u001b[39m\u001b[39mt reconnect until invalid \u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39mtransaction is rolled \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    624\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mback.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    625\u001b[0m             \u001b[39m%\u001b[39m (\n\u001b[0;32m    626\u001b[0m                 \u001b[39m\"\u001b[39m\u001b[39msavepoint \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    627\u001b[0m                 \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_nested_transaction \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[0;32m    628\u001b[0m                 \u001b[39melse\u001b[39;00m \u001b[39m\"\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    629\u001b[0m             ),\n\u001b[0;32m    630\u001b[0m             code\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m8s2b\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[0;32m    631\u001b[0m         )\n\u001b[0;32m    632\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m    633\u001b[0m         \u001b[39massert\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_is_future\n",
+      "\u001b[1;31mPendingRollbackError\u001b[0m: Can't reconnect until invalid transaction is rolled back. (Background on this error at: https://sqlalche.me/e/14/8s2b)"
+     ]
+    }
+   ],
+   "source": [
+    "from sqlalchemy import func, text\n",
+    "\n",
+    "# Subquery to group and count the relations without joins\n",
+    "grouped_company_relations_subquery = (\n",
+    "    session.query(\n",
+    "        to_company.id.label(\"id_company_to\"),\n",
+    "        to_company.name.label(\"name_company_to\"),\n",
+    "        entities.CompanyRelation.relation.label(\"relation_type\"),\n",
+    "        from_company.name.label(\"name_company_from\"),\n",
+    "        from_company.id.label(\"id_company_from\"),\n",
+    "    )\n",
+    "    .group_by(entities.PersonRelation.person_id)\n",
+    "    .having(func.count() > 1)\n",
+    ")\n",
+    "\n",
+    "grouped_company_relations = pd.DataFrame(grouped_company_relations_subquery.all())\n",
+    "grouped_company_relations"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "79b65773",
+   "metadata": {},
+   "source": [
+    "# Create Graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "COLOR_COMPANY = \"blue\"\n",
+    "COLOR_PERSON = \"red\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "32c73840",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def create_edge_and_node_list(\n",
+    "    person_relations: pd.DataFrame, company_relations: pd.DataFrame\n",
+    "):\n",
+    "    nodes = {}\n",
+    "    edges = []\n",
+    "\n",
+    "    # Iterate over person relations\n",
+    "    for _index, row in person_relations.iterrows():\n",
+    "        if node := nodes.get(row[\"id_company\"]) is None:\n",
+    "            nodes[row[\"id_company\"]] = {\n",
+    "                \"id\": row[\"id_company\"],\n",
+    "                \"name\": row[\"name_company\"],\n",
+    "                \"color\": COLOR_COMPANY,\n",
+    "            }\n",
+    "        if node := nodes.get(row[\"id_person\"]) is None:\n",
+    "            nodes[row[\"id_person\"]] = {\n",
+    "                \"id\": row[\"id_person\"],\n",
+    "                \"firstname\": row[\"firstname\"],\n",
+    "                \"lastname\": row[\"lastname\"],\n",
+    "                \"date_of_birth\": row[\"date_of_birth\"],\n",
+    "                \"color\": COLOR_PERSON,\n",
+    "            }\n",
+    "        edges.append(\n",
+    "            {\n",
+    "                \"from\": row[\"id_person\"],\n",
+    "                \"to\": row[\"id_company\"],\n",
+    "                \"type\": row[\"relation_type\"],\n",
+    "            }\n",
+    "        )\n",
+    "\n",
+    "    for _index, row in company_relations.iterrows():\n",
+    "        if node := nodes.get(row[\"id_company_from\"]) is None:\n",
+    "            nodes[row[\"id_company_from\"]] = {\n",
+    "                \"id\": row[\"id_company_from\"],\n",
+    "                \"name\": row[\"name_company_from\"],\n",
+    "                \"color\": COLOR_COMPANY,\n",
+    "            }\n",
+    "        if node := nodes.get(row[\"id_company_to\"]) is None:\n",
+    "            nodes[row[\"id_company_to\"]] = {\n",
+    "                \"id\": row[\"id_company_to\"],\n",
+    "                \"name\": row[\"name_company_to\"],\n",
+    "                \"color\": COLOR_COMPANY,\n",
+    "            }\n",
+    "        edges.append(\n",
+    "            {\n",
+    "                \"from\": row[\"id_company_from\"],\n",
+    "                \"to\": row[\"id_company_to\"],\n",
+    "                \"type\": row[\"relation_type\"],\n",
+    "            }\n",
+    "        )\n",
+    "    return nodes, edges"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "4fc00a99",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tmp_company = filter_relation_with_more_than_one_connection(\n",
+    "    company_relations, \"id_company_to\", \"id_company_from\"\n",
+    ")\n",
+    "tmp_persons = filter_relation_type(person_relations, \"HAFTENDER_GESELLSCHAFTER\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "id": "389de28c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nodes, edges = create_edge_and_node_list(tmp_persons, tmp_company)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "617"
+      ]
+     },
+     "execution_count": 126,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(nodes)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 376,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'from': 'p_545', 'to': 'c_53', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_758', 'to': 'c_77', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_1313', 'to': 'c_253', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_1706', 'to': 'c_301', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_1891', 'to': 'c_388', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_1892', 'to': 'c_388', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_1899', 'to': 'c_392', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_2332', 'to': 'c_523', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_2331', 'to': 'c_523', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_2457', 'to': 'c_574', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_2458', 'to': 'c_574', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_2499', 'to': 'c_598', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_2500', 'to': 'c_598', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3171', 'to': 'c_770', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3382', 'to': 'c_827', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3486', 'to': 'c_827', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3519', 'to': 'c_827', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3530', 'to': 'c_827', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3531', 'to': 'c_827', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3541', 'to': 'c_827', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3591', 'to': 'c_827', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3382', 'to': 'c_895', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3486', 'to': 'c_895', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3382', 'to': 'c_992', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3486', 'to': 'c_992', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_4319', 'to': 'c_1132', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_4470', 'to': 'c_1201', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_4905', 'to': 'c_1379', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_4906', 'to': 'c_1379', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_4919', 'to': 'c_1390', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_5038', 'to': 'c_1444', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_5084', 'to': 'c_1466', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_5203', 'to': 'c_1552', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_5204', 'to': 'c_1552', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6056', 'to': 'c_1913', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3530', 'to': 'c_2014', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3519', 'to': 'c_2014', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3531', 'to': 'c_2014', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3541', 'to': 'c_2014', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_3591', 'to': 'c_2014', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6596', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6597', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6598', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6599', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6600', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6601', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6602', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6603', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6604', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6605', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6606', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6607', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6608', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6609', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6610', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6611', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6612', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6613', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6614', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6615', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6616', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6617', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6618', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6619', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6620', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6621', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6622', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6623', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6624', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6625', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6626', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6627', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6628', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6629', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6630', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6631', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6632', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6633', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6634', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6635', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6636', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6637', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6638', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6639', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6640', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6641', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6642', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6643', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6644', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6645', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6646', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6647', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6648', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6649', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6650', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6651', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6652', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6653', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6654', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6655', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6656', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6657', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6658', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6659', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6660', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6661', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6662', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6663', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6664', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6665', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6666', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6667', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6668', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6669', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6670', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6671', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6672', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6673', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6674', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6675', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6676', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6677', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6678', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6679', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6680', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6681', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6682', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6683', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6684', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6685', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6686', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6687', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6688', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6689', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6690', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6691', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6692', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6693', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6694', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6695', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6696', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6697', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6698', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6699', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6700', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6701', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6702', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6703', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6704', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6705', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6706', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6707', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6708', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6709', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6710', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6711', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6712', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6713', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6714', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6715', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6716', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6717', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6718', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6719', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6720', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6721', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6722', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6723', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6724', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6725', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6726', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6727', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6728', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6729', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6730', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6731', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6732', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6733', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6734', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6735', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6736', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6737', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6738', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6739', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6740', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6741', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6742', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6743', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6744', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6745', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6746', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6747', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6748', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6749', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6750', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6751', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6752', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6753', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6754', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6755', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6756', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6757', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6758', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6759', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6760', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6761', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6762', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6763', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6764', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6765', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6766', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6767', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6768', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6769', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6770', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6771', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6772', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6773', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6774', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6775', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6776', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6777', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6778', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6779', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6780', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6781', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6782', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6783', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6784', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6785', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6786', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6787', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6788', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6789', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6790', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6791', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6792', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6793', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6794', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6795', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6796', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6797', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6798', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6799', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6800', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6801', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6802', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6803', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6804', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6805', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6806', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6807', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6808', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6809', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6810', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6811', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6812', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6813', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6814', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6815', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6816', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6817', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6818', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6819', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6820', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_6821', 'to': 'c_2081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_7347', 'to': 'c_2316', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_7348', 'to': 'c_2316', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_7647', 'to': 'c_2444', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_7648', 'to': 'c_2444', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_7679', 'to': 'c_2470', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'p_7864', 'to': 'c_2538', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_307', 'to': 'c_258', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_353', 'to': 'c_258', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_258', 'to': 'c_370', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_371', 'to': 'c_370', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_435', 'to': 'c_403', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_455', 'to': 'c_403', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_400', 'to': 'c_482', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_633', 'to': 'c_482', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_572', 'to': 'c_498', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_484', 'to': 'c_498', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_494', 'to': 'c_536', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_568', 'to': 'c_536', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_493', 'to': 'c_539', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_406', 'to': 'c_567', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_459', 'to': 'c_567', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_539', 'to': 'c_582', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_587', 'to': 'c_588', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_401', 'to': 'c_588', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_487', 'to': 'c_610', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_484', 'to': 'c_610', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_704', 'to': 'c_667', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_666', 'to': 'c_667', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_709', 'to': 'c_732', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_765', 'to': 'c_732', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_724', 'to': 'c_742', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_746', 'to': 'c_742', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_841', 'to': 'c_752', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2293', 'to': 'c_752', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_992', 'to': 'c_827', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_925', 'to': 'c_839', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_852', 'to': 'c_839', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_954', 'to': 'c_843', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_900', 'to': 'c_843', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_954', 'to': 'c_859', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_900', 'to': 'c_859', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_841', 'to': 'c_868', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2293', 'to': 'c_868', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_850', 'to': 'c_868', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_954', 'to': 'c_871', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_900', 'to': 'c_871', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_954', 'to': 'c_879', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_900', 'to': 'c_879', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_954', 'to': 'c_908', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_900', 'to': 'c_908', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_948', 'to': 'c_930', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2293', 'to': 'c_930', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_846', 'to': 'c_930', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_832', 'to': 'c_939', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_845', 'to': 'c_939', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_867', 'to': 'c_949', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_981', 'to': 'c_949', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_985', 'to': 'c_955', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_900', 'to': 'c_955', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_896', 'to': 'c_967', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_840', 'to': 'c_967', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_954', 'to': 'c_971', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_900', 'to': 'c_971', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_906', 'to': 'c_978', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_811', 'to': 'c_978', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_954', 'to': 'c_983', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_900', 'to': 'c_983', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_954', 'to': 'c_984', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_900', 'to': 'c_984', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_634', 'to': 'c_991', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_600', 'to': 'c_991', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_954', 'to': 'c_996', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_900', 'to': 'c_996', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1191', 'to': 'c_1004', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1112', 'to': 'c_1004', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_841', 'to': 'c_1009', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_948', 'to': 'c_1009', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1220', 'to': 'c_1011', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1011', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1220', 'to': 'c_1012', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1012', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1048', 'to': 'c_1013', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1013', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1014', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1014', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1015', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1015', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1016', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1016', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1017', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1017', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1018', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1018', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1027', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1027', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1030', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1030', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1031', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1031', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1045', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1045', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1046', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1046', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1047', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1047', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1062', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1062', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1064', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1064', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1065', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1065', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1066', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1066', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1067', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1067', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1079', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1079', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1220', 'to': 'c_1080', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1080', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1081', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1091', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1091', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1092', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1092', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1229', 'to': 'c_1103', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1899', 'to': 'c_1103', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1220', 'to': 'c_1104', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1104', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1105', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1105', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1106', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1106', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1220', 'to': 'c_1122', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1122', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1123', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1123', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1124', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1124', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1147', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1147', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1148', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1148', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1157', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1157', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1159', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1159', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1220', 'to': 'c_1172', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1172', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1173', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1173', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1175', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1175', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1176', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1176', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1220', 'to': 'c_1197', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1197', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1220', 'to': 'c_1198', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1198', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1200', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1200', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1094', 'to': 'c_1206', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1162', 'to': 'c_1206', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1218', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1218', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1220', 'to': 'c_1219', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1219', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1231', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1231', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1233', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1233', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1048', 'to': 'c_1238', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1238', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1240', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1240', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1220', 'to': 'c_1248', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1248', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1220', 'to': 'c_1249', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1249', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1220', 'to': 'c_1250', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1250', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1220', 'to': 'c_1251', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1048', 'to': 'c_1251', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2379', 'to': 'c_1270', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2327', 'to': 'c_1270', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2944', 'to': 'c_1293', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1235', 'to': 'c_1293', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1264', 'to': 'c_1383', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1235', 'to': 'c_1383', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1264', 'to': 'c_1386', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1235', 'to': 'c_1386', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1355', 'to': 'c_1420', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2944', 'to': 'c_1430', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1235', 'to': 'c_1430', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1264', 'to': 'c_1496', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1235', 'to': 'c_1496', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1903', 'to': 'c_1512', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1869', 'to': 'c_1537', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1603', 'to': 'c_1537', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1981', 'to': 'c_1547', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1679', 'to': 'c_1547', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1903', 'to': 'c_1579', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1981', 'to': 'c_1583', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1679', 'to': 'c_1583', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1744', 'to': 'c_1597', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1743', 'to': 'c_1597', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1604', 'to': 'c_1603', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1811', 'to': 'c_1603', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1683', 'to': 'c_1624', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2327', 'to': 'c_1624', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_30', 'to': 'c_1668', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2034', 'to': 'c_1668', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2034', 'to': 'c_1668', 'type': 'LIQUIDATOR'},\n",
+       " {'from': 'c_1981', 'to': 'c_1731', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1679', 'to': 'c_1731', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1657', 'to': 'c_1742', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1557', 'to': 'c_1742', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2597', 'to': 'c_1754', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1875', 'to': 'c_1754', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1641', 'to': 'c_1754', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_92', 'to': 'c_1754', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1952', 'to': 'c_1778', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1603', 'to': 'c_1778', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1903', 'to': 'c_1813', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_30', 'to': 'c_1847', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1784', 'to': 'c_1847', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1781', 'to': 'c_1873', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1844', 'to': 'c_1873', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1981', 'to': 'c_1919', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1679', 'to': 'c_1919', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1975', 'to': 'c_1928', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1691', 'to': 'c_1928', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1779', 'to': 'c_1930', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1603', 'to': 'c_1930', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1934', 'to': 'c_1935', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1572', 'to': 'c_1935', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1695', 'to': 'c_1976', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1603', 'to': 'c_1976', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_827', 'to': 'c_2014', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1264', 'to': 'c_2021', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2136', 'to': 'c_2021', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2020', 'to': 'c_2022', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2041', 'to': 'c_2022', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2082', 'to': 'c_2041', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2193', 'to': 'c_2041', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2020', 'to': 'c_2042', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2041', 'to': 'c_2042', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1264', 'to': 'c_2044', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2136', 'to': 'c_2044', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2014', 'to': 'c_2060', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_992', 'to': 'c_2080', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2060', 'to': 'c_2080', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1264', 'to': 'c_2084', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2136', 'to': 'c_2084', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2003', 'to': 'c_2093', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2041', 'to': 'c_2093', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3065', 'to': 'c_2094', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2041', 'to': 'c_2094', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1492', 'to': 'c_2095', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_41', 'to': 'c_2095', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1264', 'to': 'c_2096', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2136', 'to': 'c_2096', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3065', 'to': 'c_2126', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2041', 'to': 'c_2126', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1264', 'to': 'c_2144', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2136', 'to': 'c_2144', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2020', 'to': 'c_2159', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2041', 'to': 'c_2159', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2020', 'to': 'c_2171', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2041', 'to': 'c_2171', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2020', 'to': 'c_2195', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2041', 'to': 'c_2195', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2254', 'to': 'c_2222', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2269', 'to': 'c_2222', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2256', 'to': 'c_2255', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2222', 'to': 'c_2255', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2382', 'to': 'c_2265', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2405', 'to': 'c_2265', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2100', 'to': 'c_2266', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2407', 'to': 'c_2266', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2402', 'to': 'c_2309', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_444', 'to': 'c_2309', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2179', 'to': 'c_2309', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2264', 'to': 'c_2312', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2405', 'to': 'c_2312', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2340', 'to': 'c_2342', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2454', 'to': 'c_2342', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1954', 'to': 'c_2376', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1715', 'to': 'c_2376', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2454', 'to': 'c_2400', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2363', 'to': 'c_2400', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1235', 'to': 'c_2411', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2944', 'to': 'c_2411', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2293', 'to': 'c_2413', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_841', 'to': 'c_2413', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2454', 'to': 'c_2453', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2363', 'to': 'c_2453', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2230', 'to': 'c_2462', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_444', 'to': 'c_2462', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3112', 'to': 'c_2467', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_2467', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2589', 'to': 'c_2476', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2552', 'to': 'c_2476', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2639', 'to': 'c_2520', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2568', 'to': 'c_2520', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2569', 'to': 'c_2543', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2493', 'to': 'c_2543', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2639', 'to': 'c_2595', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2670', 'to': 'c_2595', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2628', 'to': 'c_2627', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2570', 'to': 'c_2627', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2493', 'to': 'c_2639', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2569', 'to': 'c_2639', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2628', 'to': 'c_2661', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2544', 'to': 'c_2661', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2569', 'to': 'c_2689', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2493', 'to': 'c_2689', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_468', 'to': 'c_2699', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_636', 'to': 'c_2699', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_636', 'to': 'c_2700', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_600', 'to': 'c_2700', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2997', 'to': 'c_2756', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2781', 'to': 'c_2756', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1954', 'to': 'c_2764', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1715', 'to': 'c_2764', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_415', 'to': 'c_2818', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_401', 'to': 'c_2818', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2825', 'to': 'c_2826', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2715', 'to': 'c_2826', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2708', 'to': 'c_2874', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_2767', 'to': 'c_2874', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2944', 'to': 'c_2899', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1235', 'to': 'c_2899', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_587', 'to': 'c_2911', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_401', 'to': 'c_2911', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2912', 'to': 'c_2934', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_2998', 'to': 'c_2934', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_636', 'to': 'c_2984', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_401', 'to': 'c_2984', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3112', 'to': 'c_3009', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_3009', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3112', 'to': 'c_3017', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_3017', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_401', 'to': 'c_3022', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_600', 'to': 'c_3022', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3112', 'to': 'c_3024', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3102', 'to': 'c_3024', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3094', 'to': 'c_3025', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_3025', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_1981', 'to': 'c_3036', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_1679', 'to': 'c_3036', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3106', 'to': 'c_3040', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3031', 'to': 'c_3040', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_435', 'to': 'c_3041', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_455', 'to': 'c_3041', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_589', 'to': 'c_3044', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_600', 'to': 'c_3044', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3112', 'to': 'c_3047', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_3047', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3112', 'to': 'c_3057', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_3057', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3112', 'to': 'c_3062', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_3062', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3073', 'to': 'c_3071', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3044', 'to': 'c_3071', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_600', 'to': 'c_3071', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_589', 'to': 'c_3073', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_600', 'to': 'c_3073', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3112', 'to': 'c_3074', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_3074', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3112', 'to': 'c_3075', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_3075', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_455', 'to': 'c_3098', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_600', 'to': 'c_3098', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3112', 'to': 'c_3101', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_3101', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3070', 'to': 'c_3107', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3031', 'to': 'c_3107', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_589', 'to': 'c_3126', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_600', 'to': 'c_3126', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_435', 'to': 'c_3134', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_589', 'to': 'c_3134', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3112', 'to': 'c_3136', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_3136', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3112', 'to': 'c_3137', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_3137', 'type': 'KOMMANDITIST'},\n",
+       " {'from': 'c_3112', 'to': 'c_3145', 'type': 'HAFTENDER_GESELLSCHAFTER'},\n",
+       " {'from': 'c_3103', 'to': 'c_3145', 'type': 'KOMMANDITIST'}]"
+      ]
+     },
+     "execution_count": 376,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(edges)\n",
+    "edges"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import networkx as nx\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "fig = plt.figure(figsize=(12, 12))\n",
+    "ax = plt.subplot(111)\n",
+    "ax.set_title(\"Graph - Shapes\", fontsize=10)\n",
+    "\n",
+    "# create edges from dataframe\n",
+    "df_edges = pd.DataFrame(edges)\n",
+    "graph = nx.from_pandas_edgelist(df_edges, source=\"from\", target=\"to\", edge_attr=\"type\")\n",
+    "\n",
+    "# update node attributes from dataframe\n",
+    "# nodes_attr = nodes.set_index(\"index\").to_dict(orient=\"index\")\n",
+    "nx.set_node_attributes(graph, nodes)\n",
+    "nx.draw(graph)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 204,
+   "id": "7882f12f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "       degree   eigenvector    degree  betweeness  closeness  pagerank\n",
+      "0    0.001623  3.388902e-73  0.001623    0.000000   0.001623  0.001621\n",
+      "1    0.001623  3.388902e-73  0.001623    0.000000   0.001623  0.001621\n",
+      "2    0.001623  3.388902e-73  0.001623    0.000000   0.001623  0.001621\n",
+      "3    0.001623  3.388902e-73  0.001623    0.000000   0.001623  0.001621\n",
+      "4    0.001623  3.388902e-73  0.001623    0.000000   0.001623  0.001621\n",
+      "..        ...           ...       ...         ...        ...       ...\n",
+      "612  0.003247  3.465457e-45  0.003247    0.000073   0.013350  0.001170\n",
+      "613  0.003247  1.353699e-45  0.003247    0.000102   0.009851  0.001243\n",
+      "614  0.003247  1.283357e-35  0.003247    0.000004   0.013799  0.001048\n",
+      "615  0.003247  1.283357e-35  0.003247    0.000004   0.013799  0.001048\n",
+      "616  0.003247  1.283357e-35  0.003247    0.000004   0.013799  0.001048\n",
+      "\n",
+      "[617 rows x 6 columns]\n",
+      "{'p_545': 'red', 'c_53': 'blue', 'p_758': 'red', 'c_77': 'blue', 'p_1313': 'red', 'c_253': 'blue', 'p_1706': 'red', 'c_301': 'blue', 'p_1891': 'red', 'c_388': 'blue', 'p_1892': 'red', 'p_1899': 'red', 'c_392': 'blue', 'p_2332': 'red', 'c_523': 'blue', 'p_2331': 'red', 'p_2457': 'red', 'c_574': 'blue', 'p_2458': 'red', 'p_2499': 'red', 'c_598': 'blue', 'p_2500': 'red', 'p_3171': 'red', 'c_770': 'blue', 'p_3382': 'red', 'c_827': 'blue', 'p_3486': 'red', 'p_3519': 'red', 'p_3530': 'red', 'p_3531': 'red', 'p_3541': 'red', 'p_3591': 'red', 'c_895': 'blue', 'c_992': 'blue', 'p_4319': 'red', 'c_1132': 'blue', 'p_4470': 'red', 'c_1201': 'blue', 'p_4905': 'red', 'c_1379': 'blue', 'p_4906': 'red', 'p_4919': 'red', 'c_1390': 'blue', 'p_5038': 'red', 'c_1444': 'blue', 'p_5084': 'red', 'c_1466': 'blue', 'p_5203': 'red', 'c_1552': 'blue', 'p_5204': 'red', 'p_6056': 'red', 'c_1913': 'blue', 'c_2014': 'blue', 'p_6596': 'red', 'c_2081': 'blue', 'p_6597': 'red', 'p_6598': 'red', 'p_6599': 'red', 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WW7vdrl9++UWtW7c2OZn5nE5DC895q8JN98hisZgdBwBwg2PEFgCAq1CtWrXCYrt3715lZ2dTbCWl59qV6hEqvyrlzI4CACgBGLEFAOAq/LbYbt68WR4eHmrcuLHJqczn7Wbo9Jy31Tcy3ewoAIASgGILAMBVqFatmk6fPq2cnBxt2rRJTZo0kZcX62sPHz6snDMH1aFxLbOjAABKAIotAABXoVq1apKk48ePa/PmzWrTpo3JiYqHX3dErlOnjslJAAAlAcUWAICr8Gux3bJli06fPs362v8vNjZWZcuWValSpcyOAgAoASi2AABchYiICPn5+Wnt2rWSpFatWpkbqJiIiYlRvXr1zI4BACghKLYAAFwFi8WiatWqac+ePapSpYoiIyPNjlQsxMbGqm7dumbHAACUEBRbAACuUrVq1XTy5EmmIf9/GRkZiouLY8QWAHDdUGwBALhKFStVUrY8Kbb/3759+ySJEVsAwHVDsQUA4Cod9aml8P4vy1KuvtlRioXY2FhZrVbVqsWlfgAA14fN7AAAALi6YX26ybklTu0aM0IpXdo4KioqSt7e3mZHAQCUEBbDMAyzQwAAgBtHly5dVKpUKf34449mRwEAlBBMRQYAAEUqJiaG9bUAgOuKYgsAAIpMQkKCEhMT2REZAHBdUWwBAECRiYmJkcSOyACA64tiCwAAikxsbKw8PT0VFRVldhQAQAlCsQUAAEUmJjZWtWvXlpubm9lRAAAlCJf7AQAARSKvwKHtHvUV2Lqa2VEAACUMxRYAABQJN4tFvbp1VJVQH7OjAABKGK5jCwAAAABwaayxBQAAAAC4NIotAAAAAMClUWwBAAAAAC6NYgsAAAAAcGkUWwAAAACAS6PYAgAAAABcGsUWAFDsOJyGuBodAAD4pyi2AIBipcDh1KjvftFLc3aaHQUAALgIm9kBAAD4LavFos2rlyrMx03q38TsOABckMNpyOE05GFjDAcoKfjXDgAoVqxWi2pl75Pt6HqzowBwQUlJSWr9wjT1nbBJOfkOs+MAuE4otgCAYicyMlLx8fFmxwDgQpKSkvT888+rYsWKOnH4oE7HHZeV33SBEoOpyACAYiciIkIXLlwwOwYAF5CUlKRx48bpk08+kcViUdeuXbXgpze1OiZGnjY3s+MBuE54HwsAUOxERkYqKSlJBQUFZkcBUExl5No17MOFqt5lgD799FM99thjOnHihOLj49WlSxfVrVvX7IgAriNGbAEAxU5kZKQMw1BiYqJKly5tdhwAxVBmXoEsvkFq1/N2ff3ULIWGhmrr1q3aunWrFixYYHY8ANeZxeBCgQCAYmbbtm1q3ry5du7cqUaNGpkdB0AxlWt3yNNmlcVikSQNHjxYv/zyiw4fPiwrC2yBEoV/8QCAYicyMlKS2EAKLiMtx64xc/fqp11nzI5Soni5uxWW2rNnz2r27Nl69NFHKbVACcS/egBAsRMeHi5JbCAFl5GTZ9fUmT9q5YathbclpOfqie+3adHecyYmKzkmTJggLy8vjRgxwuwoAExAsQUAFDuenp4qVaoUI7ZwGW72LJ2f/bq6VfjfLryLl63QzDnzdfwMf4+vtdzcXE2cOFF33323AgMDzY4DwAQUWwBAscQlf+BKEhISJP1vtoFhGPri/TcUlbBej/Vknfi1NmPGDCUnJ+vRRx81OwoAk7ArMgCgWIqMjGTEFi4jMTFRkhQWFiZJWrFihX755RctW7bMzFglgmEY+vCTT9WzZ09Vq1bN7DgATEKxBQAUS5GRkYzYwmX8ttgahqHXX39dzZs3V7du3UxOduP7eOlupVS7RU8Nbmt2FAAmotgCAIqlUhFltSsuyewYwD+SkJAgd3d3BQYGav369dq4caMWLlxYuGMvrp16Vcpo6IC+6tGphtlRAJiIYgsAKJYOBTaVs0lN7T2TqvrlgsyOA/ylxMREhYWFyWKx6PXXX1fDhg3Vq1cvs2OVCJ1rRqhzzQizYwAwGcUWAFAs1Q5yKmbfSZX29zA7CvC3fi22W7Zs0apVq/Tjjz8yWgsA15HFMAzD7BAAAPxfixYtUu/evXXu3DmVLl3a7DjAX7rjjjuUmpoqDw8PxcXFKSYmRlar+RefMAxDX244rtIBnurTsJzZcQDgmjH/Jy4AAH/g191lf92UByjOEhMTZbPZtGTJEr344ovFotRKUr7Dqfkb9+jpdycqJyfH7DgAcM0Uj5+6AAD8H79eD/TX64MCxVliYqIOHz6sqKgo3XnnnWbHKeRpc9OYblE6vegzvfjii2bHAYBrhmILACiWGLGFKzl//ryOHz+uF154QTZb8drCpH2z+vrvq//R+PHjtXbtWrPjAMA1QbEFABRLvr6+8vb2ZsQWxV5GTp4KqrZTSIVquuuuu8yO84dGjx6tDh06aMSIEUpNSzM7DgAUOYotAKBYslgsCg8Pp9ii2Fu056wim/dSk2EvyN3d3ew4f8hqterbb79VbtO71O29FcrMKzA7EgAUqeI1VwYAgN8ICwtjKjKKvZ4Nyut0Wnvd3rCs2VH+UqVKleTt46v8/HxxUQwANxqKLQCg2GLEFq4g0Ntdz3avaXaMv7Vp0ybFffeClq9YIX+v4jmyDABXiqnIAIBiixFboOh88cUXqlatmrp07mx2FAAochRbAECxxYgtUDSSkpI0e/ZsPfDAA8XmGrsAUJT4yQYAKLbCw8MZsQWKwOTJkyVJw4cPNzcIAFwjFFsAQLEVFhamtLQ05eXlmR0FcFlOp1MTJ07UHXfcodDQULPjAMA1QbEFABRb4eHhksSoLXAVVq9eraNHj+rBBx80OwoAXDMUWwBAsRUWFiaJYgtcjYkTJ6pOnTpq06aN2VEA4Jqh2AIAiq1fR2zZQAq4MufPn9e8efP04IMPymKxmB0HAK4Zii0AoNhixBa4Oh9Mmi5P3wANHTrU7CgAcE1RbAEAxZa3t7f8/PwYsQWuQEJGrnbkRajVfWMVGBhodhwAuKZsZgcAAODP2B1Ohd/+vNanldKTZocBXEyIr6du79xSDcsHmR0FAK45i2EYhtkhAAD4Iw6noVcX7lPFYB/d266K2XEAAEAxRbEFAAAAALg01tgCAAAAAFwaxRYAAAAA4NIotgAAAAAAl0axBQAAAAC4NIotAAAAAMClUWwBAAAAAC6NYgsAAAAAcGkUWwAAAACAS6PYAgAAAABcGsUWAAAAAODSKLYAAAAAAJdGsQUAAAAAuDSKLQAAwDWSnmuXw2mYHQMAbngUWwAAgGvgYlaeRny+Uu8vO2B2FAC44VFsAQAAroHDB2K1ZuEPsifGmR0FAG54FFsAAIBrYOb0afI8sFRjBt9kdhQAuOFRbAEAAIqY3W7XjBkzNHjwYNlsNrPjAMANj2ILAABQxJYvX66EhAQNGzbM7CgAUCJYDMNgqz4AAIAiNHDgQO3bt0979+6VxWIxOw4A3PAYsQUAAChCqampmjdvnoYNG0apBYDrhGILAABQhH788UfZ7XYNGTLE7CgAUGIwFRkAAKAItW/fXt7e3lq2bJnZUQCgxGDEFgAAoIicOHFCGzZs0NChQ82OAgAlCsUWAACgiEybNk2+vr66/fbbzY4CACUKxRYAAKAIGIahqVOnqn///vL19TU7DgCUKBRbAACAIrBxc7SOnohjGjIAmIDNowAAAK6Sw2mo+YszlZSYpKMTRsnd3WZ2JAAoURixBQAAuEr2/DxdOBWnsmGlZLO5mR0HAEoc3k4EAAC4SkuWLNG5GS9oxb59slgsZse54c3aeEA7zuXowU7VVSXMz+w4AIoBRmwBAACu0pQpU9S0aVPVrl3b7Cg3PMMw9PHHH2nx4kW8iQCgEMUWAADgKiQmJmrJkiUaPny42VFKhPnz52vz7Il6u38jVQ5l92kAl7B5FAAAwFX45JNP9OSTT+r8+fMKDQ01O84NLScnR7Vq1VKdOnW0aBEjtgD+hzW2AAAAV2Hq1Knq1asXpfY6eOedd3T+/HmtWLGCUgvgMkxFBgAAuEL79+/X9u3bNWzYMLOj3PCOHz+ut99+W08//bSqVatmdhwAxQxTkQEAAK7Q888/r4kTJ+r8+fPy9PQ0O84N7bbbbtOOHTt08OBB+fqythbA5ZiKDAAAcAUcDoemTZumQYMGUWqvsaVLl2r+/Pn64YcfKLUA/hAjtgAAAFdg1apV6tq1q6Kjo9WiRQuz49yw8vLyVLduXVWoUEErV65kbS2AP8SILQAAwBWYOnWqqlevrubNm5sd5Yb2wQcfKC4uTvPnz6fUAvhTbB4FAADwL2VmZmrOnDkaNmwYZesaOn36tN544w099thjql27ttlxABRjFFsAAIB/ae7cucrKytJdd91ldhSXZRiGPl55SM99PlspKSl/eMzTTz8tf39/vfLKK9c5HQBXQ7EFAAD4l6ZOnapOnTqpYsWKZkdxWQVOQ9sOn9HEWQsVFham9u3b691339WBAwdkGIZWr16tH374Qe+9954CAgLMjlsiPPj1Wv1nXozZMYArwuZRAAAA/8Lp06dVsWJFffPNNxoxYoTZcVxadn6BEuMvaPnPS7Vo0SKtWLFCOTk5qtSsi5yN71Sps1u0a8E3TPe+DsaPH683NySqY4cOmv14d7PjAP8aI7YAAAD/wgsztyjslid0e9++ZkdxeT4eNlUsX0733Xef5s+fr+TkZC1evFh1WneV1d1Deb4RysvLMzvmDe/dd9/Vk08+qXtqGPr+kW5mxwGuCCO2AAAA/8L4lYd1MiFV4wc1YyTxGnE6DX3/8wbde0dP9e7VUzNnzpTVynjMtfDGG2/opZde0ssvv6xXX32Vv9NwWRRbAAAAFEvz5s1Tv3799Oijj2r8+PGUriJkGIZeffVVjR07VmPHjtVLL71kdiTgqvDWFwAAAIql2267TZ9++qk++ugjffDBB2bHuWEYhqEXX3xRY8eO1dtvv02pxQ3BZnYAAAAA4M+MGjVKZ86c0dNPP60yZcpo0KBBvzvG4XDo6JkEncsy1Kl2GRNSug7DMPTMM89o3Lhx+uCDD/TEE0+YHQkoEkxFBgAAQLFmGIaG3n2vVmaXV/kAN4Wc2aSUlBQlJycrJSVFqampCmx3l+4YdJdeGdhO5Ur5mB25WDIMQ48//rg++eQTffrpp3r44YfNjgQUGYotAAAAir341Cz1/Wi5Uk8fVc2L0QoJCVFwcLCCg4MVEhIiu3ewrBHVdV/n2jfUWtysvAK9+/N+Na0cqt71r3w02ul06uGHH9YXX3yhiRMn6v777y/ClID5mIoMAACAYi8iyFfLx/SWp80qm1vJ2SbmyPE4TZw8Q0a/bldcbE8nZ+nuVz/Vmm+n6uuvv9Y999xTxCkB85WcnwpAEYpLylJmXoHZMQAAKFF8PW0lqtRK0uqlC5S69EM9c2vzK36MmdtPy+4TqqfHUWpx42IqMvAvpWbn67mZW5Vy5phmvzzC7DgAAOAG1rZtWwUHB2vBggVX/BgpWflafTBBvRuUlqfNrQjTAcVHyXrLCygCgd7usied1MJJ4zRhwgSz4wAAgBvU+fPntXnzZvXr1++qHifY10P9m5Sj1OKGxhpb4F+yWCz65tm75H92mx555BFVrFhRPXv2NDsWAAC4wfz0009yc3NTnz59zI4CFHtMRQb+ocy8AiVn5qliiK+kS9fM69u3r1avXq0NGzaoYcOG5gYEAAA3lC5dushms2nZsmVmRwGKPaYiA//QxHVHNfi/UzV73iJJkpubm2bMmKHq1avrlltu0ZkzZ0xOCAAAbhRJSUlat27dVU9DBkoKii3wDzUu56+CpJO68/beGjRokBISEuTr66tFixbJarXqlltuUUZGhtkxAQDADWD+/PkyDEO33Xab2VEAl0CxBf6hTrXLKnrKW5o2bZpWrFihWrVqaerUqYqMjNTixYt1/PhxDRw4UAUFf30ZIKeT2f8AAODP5eQ79MnWZDW+9R6Fh4ebHQdwCRRb4F+wWCwaMmSIDhw4oJtvvlnDhw9Xjx495O/vrx9//FHLli3T448/rj9buv76rPV6dMY2pWTlX+fkAADAVZxMyZIlIEIFkXXNjgK4DIotcAXCwsI0bdo0LV68WAcOHFCdOnW0f/9+ffbZZ/r88881fvz4390nLS1NX3z4rvb+skle7vzTAwAAf6xmZIC6hmVp/7TXdPr0abPjAC6BXZGBq5SRkaEXX3xRn376qZo1a6a6devq22+/1Zw5c3T77bcXHvfQQw/pu+++0/79+1W+fHkTEwMAgOIuIyNDFStW1PDhw//wDXMAl6PYAkVk8+bNuvfee3XkyBFVr15dx48f17p169S8eXNt3rxZbdu21YcffqjHHnvM7KgAAMAFvPzyyxo3bpxOnTqlkJAQs+MAxRrFFihCeXl5euutt/Tmm2/KZrPJ09NTW7duVd++feXj46MtW7bIzc3N7JgAAMAFJCYmqmLFinr22Wf16quvmh0HKNYotsA1sG/fPg0fPly7Yg8qtPso5cTt1oap76tBgwZmRwMAAC7kscce0/Tp03Xy5En5+fmZHQcottjBBrgG6tSpo61bt2rIk6/Js3JjlWo3hHW1AADgX3vqqaeUnp6uSZMmXfVjORwOvfTVPL22YK9y7Y4iSAcUHxRb4Bpxc3PTV2NHa1jzsspdN0kdO3ZUfHy82bEAAIALqVixou4YMlzjlh/UvpNX9ntEZmamPv74Y1WrVk0fTZqqPYfjlFfgLOKkgLmYigxcB/v371fXrl3l7++vlStXMnoLAAD+sU8WbtXEpduVdGyveldw6q677lK7du1ktf71GNXZs2f1ySefaOLEicrIyNCdd96pp556Sg0bNZab1XKd0gPXB8UWuE6OHTumLl26SJJWrVqlqlWrmpwIAAC4gly7Q1+t2K2TmxdpzvTJiouLU4UKFTRkyBDdddddql279mXH7969Wx988IG+//57+fj46P7779ejjz6qChUqmHQGwLVHsQWuo9OnT6tr167KyMjQypUrf/cfEQAAwF8xDEObNm3StGnTNGvWLKWmpqpx48a6ZeAI5fpGatucL7Rm9WpVqFBBo0eP1siRIxUQEGB2bOCao9gC11l8fLxuuukmnTt3TsuWLVPjxo3NjgQAAFxQXl6elixZou+++04bjeryC45Q4MkNGnPfAPXr1082m83siMB1Q7EFTJCSkqIePXro8OHDWrJkiVq3bm12JAAA4MLWxJzUxmMpeqZXPXm5U2hR8lBsAZOkp6erd+/e2rFjhxYsWKDOnTubHQkAAABwSVzuBzBJQECAli5dqrZt26pnz55avHix2ZEAAAAAl0SxBUzk4+Oj+fPnq2fPnrrttts0e/ZssyMBAAAALodiC5jM09NTP/zwgwYMGKCBAwdq8uTJZkcCAAAAXAory4FiwGazaerUqfL19dXdd9+trKwsPfzww2bHAgAAAFwCxRYoJqxWq7744gv5+vrq+Skrtc9aWZ+P6ml2LAAAAKDYo9gCxYjFYtG4ceOU+vF8BUWUMzsOAAAA4BK43A8AAAAAwKWxeRQAAAAAwKVRbAEAAAAALo1iCwAAAABwaRRbAAAAAIBLo9gCAAAAAFwaxRYAAAAA4NIotgAAAAAAl0axBQAAAAC4NIotAAAAAMClUWwBAAAAAC6NYgsAAAAAcGkUWwAAAACAS6PYAgAAAABcGsUWAAAAAODSKLYAAAAAAJdGsQUAAAAAuDSKLQAAAADApVFsAQAAAAAujWILAAAAQJKUX+DUqgPxyrU7zI4C/Cs2swMAAAAAMF9WVpaG/udDuQVGKqlXNw1oVsHsSMA/xogtAAAAUMJt3rxZDRs21LJvx8vf20M31Y40OxLwr1BsAQAAgBIqLy9PY8aMUbt27RQSEqJdv2zWN88NVSlfD7OjAf8KU5EBAACAEmjXrl0aNmyYDh06pDfeeEPPPPOMbDbqAVwTI7YAAABACVJQUKA33nhDzZs3l5ubm7Zv367nn3+eUguXxt9eAAAAoIQ4ePCghg0bph07duj555/Xyy+/LA8Pph3D9TFiCwAAANzgnE6nxo8fr0aNGik9PV2bN2/WG2+8QanFDYNiCwAAANzATpw4oc6dO+vJJ5/Ugw8+qF27dqlFixZmxwKKFFORAQAA4JLsDqdOJmcrKtzP7CjFUnpOvoZ/tFDrpn+sgIyTWrNmjTp27Gh2LOCasBiGYZgdAgAAAPi3npm0RDny0P09mqp+uSCz4xQr8fHxGvzoCzrmV0elA721fOxd8vf3NzsWcM0wFRkAAAAu5+LFi5r23ovaFb2JEdv/Y968eapbt65i1y3SE12q6ec376XU4oZHsQUAAIDLGTNmjLLOH9MPr90rHw9W10lSRkaGRo4cqdtvv12tW7dWTEyMHh/SW4He7mZHA645fgoAAADApWzYsEFffvmlPv30U5UtW9bsOMXCxo0bNWzYMCUmJurrr7/W3XffLYvFYnYs4LphjS0AAABcRl5enho1aqTAwEBt3LhRbm5uZkcyVX5+vl555RW98847at26taZOnaoqVaqYHQu47hixBQAAgMt45513dOTIEe3cubPEl9rY2Fjddddd2r9/v958800988wzJf41QcnFGlsAAAC4hEOHDum///2vnnnmGdWrV8/sOKZxOp0aP368mjZtKrvdrq1bt2rMmDGUWpRoTEUGAABAsWcYhjp16qQzZ84oJiZG3t7e/+h++QVOedhunLGcU6dOacSIEVqzZo2eeOIJvfnmm/Ly8jI7FmA6piIDAACg2Pv222+1bt06rVix4h+X2nkbdumn3RfUt1193drQtTeZMgxD06dP1yOPPCJ/f3+tXLlSXbp0MTsWUGzcOG9fAQAA4IaUkJCgp59+WsOGDVPXrl3/0X22bdume4fcoe1b1qt8sM81TnhtpaSkaMCAARo6dKhuueUWxcTEUGqB/4MRWwAAABRrTzzxhKxWq8aNG/ePjl+zZo369Omj+vXra9Fnz6pUqVLXOOG189yUVZq1drcyNm3TzJkzNWDAALMjAcUSxRYAAABFzjAMJWflK9TP86oe5+eff9aMGTM0ZcoUhYaG/u3x8+bN08CBA9WxY0fNmTNHvr6+V/X8ZpoyZYq+nrZJZeq30Y8rV6lpLS7jA/wZpiIDAACgyH277qD+M2ODthxNuOLH+OVovB6bd1xNB47W0KFD//b4KVOmqF+/furTp48WLFjgsqXW6XTqP//5j0aMGKHbKhna8sZASi3wNyi2AAAAKHJ55w9r5tRvFOxecMWPMWP6NGVlpmv4XUNksVj+8tiPPvpII0aM0MiRI/X999/Lw8Pjip/XTIfPpajfkBF688039d577+mrL7+Ur/fVjXoDJQHFFgAAAEUuSNlK2/S9yocFXdH9z507p0nvvaKBEYl6pFfTPz3OMAy98sorGj16tJ577jlNnDjRZa/nmplXoGFfrFa0pYbmzJmjp59++m8LPYBLWGMLAACAIpednS1JV3yN1f/85z/y8vLSSy+99KfHOJ1OjR49Wp988onefvttPffcc1f0XMWFj7ubEg7uUIOyIbr99tvNjgO4FEZsAQAAUOSys7Pl7e0tq/Xf/7q5a9cuTZ48Wa+99pqCgoL+8Bi73a7hw4fr008/1ZdffunypVaSrFaL0lZ9qY4RVz59GyipGLEFAABAkcvOzpaPz7+/fuxPO0/rzTe/Us2aNfXAAw/84TFx8al66MH7tXLxPM2cOVN33nnn1cYtFhwOhy5evKjg4GCzowAuh2ILAACAInclxTYvL0+jx45XRqZd08eNk832+19Vjxw7rr6frFGyZz0tWHCPevToUVSRTZeWlibDMBQSEmJ2FMDlMBUZAAAARe5Kiu3EiRN1eukXqlVwXDfffPPvvv/DDz+oWZPGyoiL0b23dryhSq0kxZ1LkH+T3vIOYMQW+LcYsQUAAECR+7fFNicn59JGUfZcffnZx5d9LysrS48//ri+/vpr3XnnnZo48dU/XXvrynYlOtXrtn5KcA83Owrgcii2AAAAKHL/tth+8MEHSk9P1+DBg1WnTp3C23ft2qWBQ4bqzMk4ff3117r77rtv2EvgDGlbQxUiQtShepjZUQCXYzEMwzA7BAAAAG4sbR94QxmZmdoz/e2/PTY7O1uhoaFyOBw6c+aMwsLCZBiGPvroIz37wn8U0fNR3T+wj17q3+o6JAfgilhjCwAAgCLnU6mhEhSoF198UXa7/S+Pffnll5WTk6OnnnpKYWFhSkhIUI8ePfTEE0/InpMtL3u6GlYpc52SA3BFjNgCAACgyJ27mKXPP/9cb7/yvJo1a6YZM2aocuXKvzsuIyNDISEh8vb2VkJCgtavX68777xT6enpstlsev311/XEE0/I3d3dhLMA4CootgAAALhmoqOjNWjQIKWkpOjLL7/UgAEDLvv+3XffrcmTJ+vTTz9VTEyMJk6cKEnq0qWLJk2apEqVKpmQGoCrodgCAADgmkpLS9MDDzygWbNmaeTIkfroo4/k6+ur5ORkhYeHKzQ0VO7u7jp79qwCAgI0adIk9e/f/4bdJApA0aPYAgAA4JozDEPffvutHn30UVWoUEEzZ87Uiy++qMWLF8tiscgwDN1555366quvFBAQYHZcAC6GYgsAAIDr5sCBAxo0aJDibOXlU/8mJS/5SH72i5o7d646dOhgdjwALopiCwAAgOsqNzdXtUd/K4d/pCKSdmnzVy/LZrOZHQuAC+NyPwAAALiudu3apbNz31H7UulaOeElSi2Aq8aILQAAAK4bu92uxo0by8vLS9HR0XJzczM7EoAbAG+PAQAA4Lp5//33deDAAW3bto1SC6DIMGILAACA6+Lo0aOqV6+eHnnkEb333ntmxwFwA6HYAgAA4JozDEPdunXTsWPHFBsbK19fX7MjAbiBMBUZAAAA19y0adO0atUqLV26lFILoMgxYgsAAIBrKikpSTVr1tRNN92kGTNmmB0HwA2Iy/0AAADgmnr66afldDo1fvx4s6MAuEExFRkAAADXzKpVqzRlyhRNmjRJERERZscBcINiKjIAAACuiZycHNWvX19ly5bVmjVrZLFYzI4E4AbFiC0AAACuiTfeeEOnTp3SokWLKLUArinW2AIAAKDIxcbG6t1339WLL76oGjVqmB0HwA2OqcgAAAAoUpm5+ercq68yzh3T7t275enpaXYkADc4RmwBAABQpEZ8vEgXynfUax9MoNQCuC4otgAAACgymZmZ2vzTtyoT4KlenduaHQdACcHmUQAAACgy48ePV/LO5dr8/Sfy9eRXTQDXB2tsAQAAUCQSEhJUtWpV3X///Ro3bpzZcQCUIExFBgAAQJF4/fXX5ebmphdeeMHsKABKGIotAAAArtqxY8f0xRdfaMyYMQoJCTE7DoAShqnIAAAAuGoDBw7Uxo0bdeTIEXl7e5sdB0AJw4p+AAAAXJVt27Zp1qxZmjRpEqUWgCkYsQUAAMAVMwxDXbp0UXx8vPbs2SObjXETANcfP3kAAABwxT6ct1m7LFX19ZtPUGoBmIafPgAAALhiYWXK6Y5BQ9S9RxuzowAowZiKDAAAAABwaVzuBwAAAADg0ii2AAAAAACXRrEFABMdS8zU8cTMy27LzCvQhysPa/3hxMLbNh1N0vL9FyRJWXkFOppw+X0AAABKMootAFxHaTl2/XZrgw/mbdHLk5cov8CpqVvidColW9n5Bfr4q8mas2RF4XEfzlyiL+aslCS9OXuD3pm9XilZ+dc9PwAAQHFEsQWAaygrr6CwgO49k6pXf9isCT/vLPx+btwurZz2qY4kpOu7mbP1ydy1Cvf3UtrKLxWYfU5jF8bq59jzStg4R85DayVJB9bOU/TKhSrl4y5JmrR6v95aekBOJ3sBAgCklKx82R1Os2MA1xWX+wGAa+ijFfu1M/aQZj/XX2WDvPTTzGlqXt5PAcGhql06QP3b1tM3bz4nz+wkHVo3X4180iT1lJ+fr9LT0zTlg3Ea1f8mpZw9rgbVK0qSjm5bq/IdBuiXuBS1qByiCRO/kHdYBT3XvaZOJKZr0d4LuqVBWVUO9TX35AEA192ZhIsa+tEindy3TWWTd8ktIkrJAdXlfnaHKvsZiqxUTbmV2uiFgZ1UNczP7LhAkWHEFgCuIWvKKf08/QutXr1aIX5eGtGirH6eM0NTflqm/345Sy1btpTF5qnNmzereqiXDh0/oZfn7ZVntdayZ6Qode1k1QlyKiEhQeHh4crLy9PBI8d18HyGfli1TYmJidr942ca0TBIVqtFX33/kz6ZOEmHz180+9QBANeZYRh64tFRit2ySg3KlZK/v7+279yl+KQkHTpyTHPnztV3Gw7p572n9fHPe82OCxQpii0AFJGcfIcmrDuqLUfOS5KSMvPUvnVL1fbO0EsvvSTDMDRixAhlpCSoIHaZoqe+o+R8N1Xs85imbjyi6tWr6/iRI/ri80+Ul52hjIwMSdKuVE9lBlZSeHi49u/fL3tOpk79/KV6VPHSvHnzJEm33nqr7AUOzZnwjmo7Tqh7vXKaufmwPl51hCnKAFBCvP/++/rxh1ma+Egf3dO9qdatW6c6YZ6a/GAXta4aKknK3b9WWfs3qF+dIHPDAkWMYgsARSQxM08/LFyux15+V06nU1M3HtYrn0/XvY88qV/2HtSjE5fovN1LnTt31sUzx3TudJziDsYoI/GMYjYuV/Xq1XX0QIz8jq6S5VxsYbFduu2A3COiFB4erpfnxyig1R0yslPVtEkTfbLxrBr1HaWwsDAN/O93SizbVs88OVr5+fl68fV3tGj1BhU4DWXnF2jd4URKLgDcoFasWKExY8bo+eef19mzZ3XbbbepefPmKlWqlHr16qULFy7o5ptvlsWerfQts9SqXjWzIwNFijW2AFBEKgT76Mlu1XXrzY9oXOMy6tZ3sN55ebnKpISpcav2mj1/iRKOxuj2Iffo0ZF3KSQkRD8v/EmVc45ox5EYHbU9pwKfUJUqVUqJBZ5KlL8kKWHl10pPuKDw8Ie1ZdVMWXLS1LBhQ50+fVqnT51S27qVlZaWphVzpikoNFytW7fW+PHjFbd8sua/94Q8bFY98v738nB3l8+tXdWsUrDJrxQAoCjFxcVp4MCB6tq1q7KysvTYY4+patWqWrt2rWrUqKHvv/9epUuXVseOHdWtWzcdOnRI7u7uZscGihQjtgBwhbLyCvT1xuM6mZgu6dK1ZuOsZfTk00/rxRdf1JkzZ3T/kP6aOmWKhvbpooSfJ2jF+i1ae9apoIo1Va56Pf24Ya+6d+8uW3AZrVq/SV4V68vLy0v5EXV0xrhUQLMvJsqw58nd3V3JG2cp7+B6tWrVSuPee0epa7/V2w/21auvvqqMmFV6aVAnJSYm6rXXXtODo0bJO6KSduzcqe/eeEJnTsWpQbkgE18xAEBRy8nJUd++fRUQECC7bJp+zCq/xr1kGIamTJmi2NhY3XrrrbrvvvvUqlUruUVUU9lajc2ODRQ5ii0AXKF959I1f+FiDX76v8rPz9cvh8/qnc+/VeWomqpXr54eeX+KVh1JUf0GDfTtt9+qZcsWyj4ZoxWL5qpG2VDFe1dUmndZVa5WU/aEEzq/ZYGy9iyT1WpV5v71Stm7VpKUm5sri7uXthxNKPy6QsO2+nlrrAIDA1WjRg199dVX8vPzU7db71C/1ybLo1wdVW9/q96aulh3PvOualUpp1lvPi4Pm1XZeQWaFh2ni1wHFwBcmmEYeuCBB3Tw4EFZrVatW7dWHjabBg8YoIMHD2rYsGGy2Wx6bswYnThxQjZ3d+3NCVRE+4FmRweKHFORAeAKNatUSr2bRemRoc9pUOZRTZ8+Q7vnpuvJR0dpypQpuu+ZV5V8aIc616qoBQsW6Mknn1R09AdyJJ9SXGiokvOPyz2solb+nCubzSZ7yjl5eXrIbrcrP+FE4fM4nU4FNr1ZM5ZvlXtoBdmTTmlp7AXlRdRVlzqV9NqHX8nWpK/6tqiut94dp9iD53XHnYP15VsvKjmwurIPbNLoTybp5Z926a52tfTxl9/qZGKGbHcP18BmFUx8BQEAV+PTTz/Vd999J19fXx0/flx16tTRwvEPqXLlykpKStL48eM1fdMRZQZUkCWojAynU32bVdWA2zqYHR0ochbDMNhJBAD+hQKHU3aHIW8PN2XnF+ilb5fqsxfu161d2+uZNz/SyDFvKn7jj3rqySf07LPPSpK6deumnYdPqmz9ttq78BtJUpkyZZSQkCD/0lUU6u+powdi5ebmpurVq2v//v2yunvKrVQZ2RNOyC+yotzK1lXazqUqFRSoHN9IOR0ObZj3nXoMHCmjQmN9+erjGtS1uQICAnTPPffoo48+UkFBgSZMmKD3vpktvxqt1LNOmN5+4UmNenW8xr/wsDxtbma+lACAK7RhwwZ16tRJhmHI6XRqxIgRevXVV/XRRx/pxx9/1OnTpyVJftVbqHbXO/XxqN5qUZcNo3DjYsQWAP6lz9Ye1ZK1W/TtqG46neep43EnVaVNb82d+63OB9ZSluGhAnc/TZ+/TE3ufk0H1s7Tnj17ZKnRRSkF7nLzLSXlpstms8np5iFV7yDvsEAZ+2NkKVVWSVkFkiTf+jfJ4uEtGU5Zsy8qJ2aFLDIUFRWlbdu2ydvbW2lpabp4IlYVHOn65p0EORwOPfnkk3r55Zdls9k0dOhQzZw5U+kn9mloz3Z67fnRevHFF/XGy49JkuZGH1KW4am7WlaUxWIx82UFAPxDZ8+e1c033yyHwyGLxaJOnTpp2bJlmjx5siTJ09NTnTp10qOPPqo+ffrIzY03MXHjY40tAPxLYe527d+0TE2bNlXBuYPq3aKmTq2dpSpVqmjzlLdlPb5FKWeO6sjRY7qQkCBZ3ZScnKxy9jNK2h+tAA/J4XDo1KlTMvJzZE88qdPbV0mS/OrfpLxyTSRJOce2y8jLlj35rCQpP//SmtiCgkvFt9Ft9+ve596QJI0ZM0bLVq9TzQZN9e2338o3oqLK3nSvMiy+2rJli9oMfVrvzVqlJ598UsMfekIT1x3VjNlz9cBzr2vJlr0q4DJAAOASTiWmqnbTNsrKypLFYpFhGFqzZo3S09N18803a/ny5crJydHq1at1++23U2pRYjAVGQCuwOmz5zRg6N3avnGNPvroI/lWrKenxrwg79Q4nT17VuXLl9f58+eVn58vNzc3ORwOSVJwcLDsVdvL6umr9E0zFBkZqQsXLujXH8Xe1VrIkZWm/HMHL3s+T09PGUHl5FmutgoOrFZOXp6q3fGs4k8ekWX/coWHhyshsoWiatXTnm9elK1MLYXU76Dk/VvUsXqYthZUUPUqlbTg9ZHq9uCrcti8dTR6mXq3qqdPJnyhyODA6/4aAgD+HafTUIMXZisl5aLOf/u4/H081aVLFz377LNq2bKl2fEAUzEVGQD+AYfT0KsLYnT2wC598dQgLT2WI98W/dUzNEQPPfSQWj3wX/lVbar09fsUWqaizmXaFVyqlNLT05Xv4S93dy/Zk05dGm11OiSnQ4ZhXFZq/fz8lHX0F/3R+415eXnyr1BXbn7BynbzlptyFbdymhxZqRrS/1Z999138nYG6WDKGRUUFKjgVIzOnjmgdm1a6eeff1bFqtU04f05atWqlc6eOy+Hb4hee3KUnn/+eVksFuXaHVp1IF5da0ew7hYAiimLRerYIErrN0Vr8fZf1LBBfbMjAcUGI7YA8A84nYYe+2qZpn4+TuXsZ/Xwqx/oqx+XKmbOZ+rd+xat2LJbnr7+Sj91QGEdh6rAzUtJKycpKMBPbg1vldNq08XVX8tisSg0NFSJiYmSJFtwWfnXaqu0HYvloQLl5uZe9ry24HKyWK2yJ52SrDZ5BIUpP+W8/P39lZGRIXd3d3l5eRV+7nA45HQ65ebmptq1aysmJlZlq9bQlImfqn///srJt8vm4aXvp36rnr1u0dLYc6rsna+H3vhMFSpHaUDfPrqlfhkzXmIAAIArxhpbAPgH8h1OffpAD238bpyCgoL0yICb1cA7Vc8887QWLVqkKmXD5JWbLHd3d6UciFbe+cOSs0CpqanKP7VHuSf3FK6F+rXUSpJnmRpyWt1lCy53Wam12S5NqPGt11m+dTpdutFZICMjSZKUkZEhSapVq5bygyrKp2ZbORyXRoHd3d1Vrlw5xcTEKLTlrWo08Gn1HnKfMjIyFNiin+5883u179BBdz32gp5/9S11HPGcDq+erfJlItWlZsR1ekUBAACKDiO2APA3oo8na9KSaFlTTuj90cPktHnq7vd/0No5k2U9s1s3P/Ci1uw+qvSDm1Tey66DBw/KMIzL1tb+9nNJ8vDwKNwMyuoTJGd26mXP+evxnuXryGJ1U+7JvYXf+7Ug//pnYJvBsnr76eLKL+Xm5qaAwEBdTMuQt4dNBf6R8q7USBm7lsjb3SqPyk1068BhWvbZS0pITJJ39VYa2KmRxr05Vp4+frqQlqtKob7X/kUFAAAoQozYAsDfKFfKW5kpiZr2+QeqVKmSxr3/vtzc3JSflyeLxaJZX46X7DnKTjilAwcOKCoqShZPH/m36C+v8nUkXdoF2bNsLQW1Hyb38MqFm0pJuqzUWq1WuYdVlG+TPrK4eynv9L7LSq0tKFKBnUbKu1pLBQUFSZIydi5SxvYFhfd31Oiq0JtGKScnV/aEE0r/Za7cjAJVrFhRHaKCNeWl+3ThwgVVi6qqld+8q0mffaTY2Fi1u+dFfbh4hxLSL58ODQAAUNxRbAHgb4T5e+rdR+7U4e3rddddd+n9ceO06sMnNKB1dZUtW1YFyWeUsW2eLPZcubu768iRIwoILS2rX7DcgiJ/c31YQ7+dIvPbEdxfOZ1OeZatJauXv2xBv58WbBTky7DnysjP1sWLFy/dJyddBakXJEl2u1325NPKiz8u6dKorsXTVx07dtSFCxe0YMECBbbsr76vfKOYmBidSkxT44FPql3nbso6vkuBtgKF+HkW8SsIAABwbTEVGQD+xqSNxzV9ziJVKTilx+4dqkm7M7Xwx+91fvlX8vLyUseOHbUtL0J5TjelrvpSHh4el9bLutlkNZxyOp1/+ti2oEj5Neiu3FMxyj2x8//fapGbXyk5MlP+/H42W+H1bP+M1WqVd6WGCqvXVvEHtinn8BZ5eHjIp1Ev3XJbX23+6hUl+FWVf3CYHhnaX2NG3Cqr1ar9Zy/Kw91dUeF+V/JyAQAAXHeM2ALAX3A6DbWsHKJwP5sW/zhDDRs21MofJsmadkb5+fmyWq1aunSpci8cl1LPyBoYKVutTpLFWlhqf51y/If+8L1F4y9LraTflVr3iCoKbD1QboHhki6tw3V3d1duwkmlxJ+XI/mUJKlJkybyPfOLpj0/VCdOnFDr0m766q3n9eyw3lq9erWGDh2qHg++otnbTv6r1wkAAMBMFFsA+BNHEzI16quVevm9TzSyXZSOHjmsuXPnKsLHqlM718vHx0fBwcGy2+3KPrhRGbuXya96S7l5B8oWFCmn03lpzetvphzbQsqpVJf75F29lSSpIC1eqeum/Ga09u+5BYbLPbzyZbfZ/ENl9fKTm3dg4W15eXlyZCYrPXq2InysCg0NVUyWn1I8I9S7d2+dOnVKH304XhvnT1flypV1c/+7tHX7DvVuFqVWlQP/79MCAAAUWzazAwBAcRXo7S7lZ2nnxtXq/tFL8vf3V9eefeRfo6NCk+0ql75fp06dkmeFevLPS1L6xWSl71oi95DyKrh4TtKlNbOyWGUrVVoFKWdl5OXImZclZ3banz6vV+XG8ixTU+m/zJVh//1GTn51u8jq6aOLq78uvC3n6C/KObpN+v+reH9dZeLl5SUPDw+dPn1akkUhzWro3sH9VT4tVjfffqdOuZWRTu9WeEiEGnTvq/uHDdD97asW3YsIAABwHVBsAeBPhPl76u6ebfXU7W2Ud/GC5s+frwULFmjf3tOyJxxXamaiFFFdPmWiZC+oKHvCYrm5ucmaekbS/y7L49fgJlm9A5R7co/yzx1S2sYZf/m8br5BcvMNlMXd8w+Lbc7xHXLzCfiDe14+rdnLy0tGWFVZKjWS297lalaripxZBzTu3ptVkJcjzwr15F3RW/mBZeVtSVOtCuFqVTVUhmFo7e7DyrL66pYG5a749QMAALhe2DwKAP5Ert2hF77frG8mfqbK2YdUp81NygisrGq2iwrxkjZu3KgVq9fKs1YH5RyJliPz0i7FvjXbyOLho/yD65Sfny9bUKS8q7VU5u6f/7CoFjWfqGayePgqa/9aeVdtqqAaLZSxe5kyzx297LiqVavqzmH36q7+fZSdna1NmzZp06ZN2rx5szIqtNbw+0bp3bvay8v9L9YIAwAAFAMUWwD4C3Oij+jwjo06smODNh6/qES3UGUf3Kj8cwfl5eWlqKgoVapUSQUFBdq0aZMyMjIU2Haw3HwClbJ8gimZA9sNkdXLT+mrJ/3ukkJVGrVR21791bV6iA4fPqyNm6O1My5R6cf3yMPDQ/WbtVbVlt3Uo3kdVa3XVO1qlTXlHAAAAP4Nii0A/IFjiZl6b85GJcZuVIsKAYqKilJUVJRy3Xy0Z/svWr7oJ/3yyy9KMPzlWbmxsmLXyHHxrIKDgxUUEqqklFSlJcVfl6ye5WrLs0I9Ze5cLGdupiwe3rLYPArX8YaHh8vX11eJiYmy1r1ZVm8/pW2cITfDId8GPRQSEalAR7oS921WWplmGj58uB7r11nVIvyvS34AAICrxRpbAPgDNqtF+Xm5OnzwgFZMXaGMjAxJUqluD8iZm6mCnUsVFhamenUbKsUjTHkeHiowDCUnJys5ObnwcXyrtZB7ZJTSoudcs2nItoBwufkEyerlL2dupoz8HHlaDRX8/2vdJiQkFB7rFrtKtsBwGfY8FUjKPLRZfgE9FOmbq5uGDFGlmvXlVzmKa9gCAACXwogtAPyJC2m5kuFURKC3kpKSdPToUX2/+Yi2b16nxL3rlZCQoMzMzEuX9fEOkF/Dm5Ubt0sF8UdlsVjkcDjkW7ezPMvUUOqG6XLmpP+zJ7a6KbD1APk3vkVWLz/lnTuo1LVTlHdm35/fx2KVDOeffVMeEVVky7igqKiqatasmRo3bqKy5copLDRE2dnZupCQqJ0Zfhp4Uxs1rxz8r18rAAAAM1FsAeBPjF0Yq/Hj3pd9+48KDAyUX9XGcrr7KCD1qAICAhQUFKSgoCB5eXnpfLa0L6+UzsdsVtb+df/4OTzL1pLVJ1A5R6ILbwvu8aj8GnSTxXLpUuOG0yEZTp2f+pTs8cflVamhvCo3Vta+NbInnPjDx3Vzc5Obm5sMw5B71RbyCysna16aMvatV25urvxaD5LF5qHUNd9IkqzeASrX437Vq1xaEan7lJTtkFutLnrojpvUtVbEVbyKAACzHU/MVHiAl/w8r3yypmEY2rBtj+YfSNWwzg3VoHxQ0QUEigBTkQHgTzSrWEoP9uumiNsaKi0tTVsyg7Uz5qCO7vxBkhTQeoAUn630LZMv3cHqJjkdf/p4HmVqyiOiijJ3LSm8zatyI1k9fQuLrZtf8GWlVpIsVjcZDkOBzfsqaeH7cubnyijIl2HP+8PncQ+vLJ9a7ZVzZKvs5w7KcXKv3PyClRW7Uc7cLElSQVq8LG7ul2JbrfL3sMi5d6GOH7Ip0c9X3sGRKuV0yM1queLXDwBgrtTUVI379AutTPTTHbfcpCe7Vf9X9zcMQ9u2bdOcOXM0d+5cncqyqv5tD6hJrSoUWxQ7FFsA+ANOp6GONSN1c/0hkiS73a4zSWk6eea8PF4eopSUFM0/lKX169crPCpKubm5ysvLU15+vtyqtVN23B7ZU87K6fzf9GCvcrXlFhAqq6evnHmXCmbmnmWyevoWHuMeUv6yUvsri5tN7hFVJEn55w4q/9zBv8xvtVjk5e0t31Kl5O7uLo8LOxVRLkJeXhXl4+MjX98C+fp5yVZ/lELc7fLy9JQ8fJRXvrkeuL2zmlZiOjIAuKoLFy7oww8/1Oeff678fLs6j3pdrauU+kf3dTgc2rhxo+bMmaOffvpJZ86cUWhoqG677Tb169dPjVu2U1igzzU+A+Dfo9gCwB/4etMJffTtLJ2aN052d3951mqv3GM7/nqdqyRbYIR8PfzkUaWp8pJOX/a99B0L5eYTWFhqJcmRkSxHxv82m7Knnv/DxzWcDtmTz/yj7PaEE7r4J1OUf8urSlOFVg1RKU+rrKc3Ks8jQKU7VFFccjbFFgBc0IkTJ/Tee+/pm2++kYeHhx566CGNHj1akZGRf3m//Px8rV69WnPmzNH8+fOVmJiosmXLqm/fvurXr5/atGkjm801aoNhGLqQnqvSgd6X3Z5X4FBCRp7Kl6KU36hYYwsAf2DNoQTNWLhKNXRO2e6B2nA6V0n7NsrN00ceF+NkdeSrwJCSQ+op5fAOZcXtVV7epanBHpHVZE85IyM/54qeO/S2MfKp3koWq5skyfj/m0LFT3tOeWcPXNFjWiwWGYYh3zqdZDgdyj6wXlYvf4U066XgjOOKDPRWZGSkQiMiVTYyQh7BZeRRob5G3dRANrffjyADAIqPffv26e2339b333+vUqVKafTo0Xr44YcVFBT0p/fJzs7WsmXLNHfuXC1cuFBpaWmqWrWq+vXrp759+6pZs2ayWl3r5//hw4f13OQVOmIvpdydC+U4Hq38/HzZ7XZZG/RRx9536P2h7VSOcntDco23XgDgOutUI1ydagwq/LqgoECLtnbUN3N/1tq1icrYuUZewZHya95Q+T5hhaVWkrxzElSuXGkZhqGM4OpylKqo9F9+kiM98R89d/Ki8XJ2TpNf/W6y2DxUcPGCLq6e9Lel1qtSI1m9/ZV9YH3hbZ7l68qrXG1l7lggR36uPCKqynAWyHJqh8LDQxWYcVBe3t7KCK8vR8Z5xcSsUHx8vPKrtNVdw4MUlxylqHCuZwsAxdHWrVv11ltvaf78+SpfvrzGjx+vESNGyG63KykpSYcPH1ZKSoouXryolJQUpaSkKDbVTQdVRnHzP1b6sV2qW7euRo8erb59+6pevXqyWFxrb4WLFy9q1qxZmjJliqKjoxXaoLPKdLtH7RrXUZmWVeTh4SEPDw9dUJACy5RSmL+n2ZFxjTBiCwB/Ivp4st79bpFiFkxS3N5oFTgN+dZqL/vJ3aoQGaJq1aqpYlQNVS5XRsmp6VoXG6cjm5YoJSWl8DG8KjaQZ/k6yti+UM7cjH8XwM1dVg/vf3yZoMC2Q2T18tPFlRMLb/Nr0F2+5WrI6/g6pV84pdSMbBmGU542q4KCgmS1WpUtD5XvOEgP3Xe3RnW6tLFIamaODidkqnmVsH+XGQBwzTidTu3fv1/vLt6jDafydGbmK/LITVF4eLgsFosuXryotLQ0/dGv9+7u7goODlZAwx7yqd9NLf1T9eSAbqpe/d9tKFUcFBQUaNmyZZoyZYoWLFggu92uHj16aNiwYerTp4+8vb3//kFww6HYAsCfiD6erAnz18njzC41jiqjqKgoVapcRTKcmjdvnpYuXardu3fr4sWL8m9yi2SxKu/cIeWfO3TZ47i5ucnh+P1uyT612suedEr2xLgiyWv18pPF3bNwza6bm5usVqvsTkkO+6VjrFZVqlRJkVF15QyrpuRti3T0yGG5R1SVMhJUq3qUynUdrifuHqAuXOYHAEyVk5Ojbdu2adOmTdq4caM2b96s1NRUhd36rPwq1Jbn3rmqE3qpsP72o1SpUr/72tfXt3A0NiffIW8PN5PP7t/bu3evpkyZounTpys+Pl716tXT8OHDNWTIkL9dR4wbH8UWAP5GXl6eduzYoUmrY7V8+yFdWDVZjsyLCuowTI7UC8rYs0w2/xD51Wil1J0/yzuyskrVaqULG3+UMy+78HE8PT0Lpyxb3L0U2HawnDkZSo+e/Y9y+NbpJGdupnKObfvX5+Dr6yt/f3/Fx8fLMAwFtrhdNevU10O9W6tXuyY6dOiQdu3ape27Y3QssKFG9u2h4a0r/evnAQBcucTERG3evFkbN27Uxo0btWPHDtntdvn7+6tVq1Zq06aN2rZtq4aNmyrTaVOF4Bt/rWhCQoJmzJihKVOmaPfu3QoLC9PgwYM1fPhwNWzY0OWmTuPaYY0tAPyJxTHn9eYX07Vz6hvKzUxTUI0WCq/TUr17dFOViuW0KTNMh3dcGh0t5WVVuwoeOl5QV8cUoWyHVW7+YfK0JigoKEjnz5+/bB2uYc9V9oH1KviH624lyaNM9T8sthZPHxm/KdBWL3/5NbhJ2Ye3yJKZKLvdLmeZusoKKi3jwjxFRkaqtHFBJ3+5oOHfvCYfHx+179ZT1XsM0zsfjFQpHw/ZuH4tAFxThmHo6NGjhSV206ZNOnTo0oyfcuXKqW3bthoyZIjatm2revXqyc3t8hHWG33v+ncXbNfC2TO05fuPZbVa1bt3b7322mu6+eab5e7ubnY8FEOM2ALAn1i495wmL1yr5t5J8i5bXfaEE1q1dKFWrVql/Px81a1bVz169FBOTo5mzpyp5ORLJddisahmgybysji0a9cuyWJVqS73yZ5yRpk7F19xHqt3gAyH/bLdlv3q3yT30ArK2LVEBRfPSZI8y9aSb7Vmyks6o7yD61VQUKDIjnepbK1GOjX3PSXGX5DFYpHF00/VmnVUjVIWnTaCVat5Bw25tbt61it9Va8bAOD3Dp1PVdzhA9q3Y0thkU1ISJDFYlG9evUKR2Pbtm2rChUqmB3XVA6noQenbtWWdSv1ULNgDRgwQCEhIWbHQjFHsQWAv3EiKUvvfr9C38+YpiY+F9W7d2+VL19eXy/aoC1HEpS2bZ6M/BwFBASof//+OnHihNasWfObR7AosM1AFaSeV86B9XI6nX/5fL51O8sjMkqp67/720sGeURWk2+VRkrdvvCyY918S8mRdVFlypTRuXPn5OnppbyCAjWsV1e9e/fWkSNHtOyUQ6XLltexVTNlT72gtj376fZbeqplp5vUsnqZq3nJAAC/4XAaGvXtBs2ePll50TPVokWLwiLbsmXLv7wsT0kVn54rL3c3BXozOot/hmILAH/D6TQ085cTquCZqzUrl2vSlOk6tW+7fOt2lmeZmqqcc0gPjRisOXPmaMmSJfKIqCKfOh2Ve2K3ck/slNVqldPplLu7u+x2e+Hj+tbtrPyEE7InnLjs+XxqtJZHZJTSNs2SUZD3f+P8oYCAAKWnX9o92WazqaCgoHDdkc1mU9WqVXXw4EH5+voqKytLVatW1bBRTyiqdQ/dVC1Qc+fO1ffff69deeEaet8ovT+0nTxtrrexCAAUVz9sP6X0C6c07Kbm8vDwMDsOcMOh2ALAX8jJd+iDH9dqx7xJWjRvjvxa3iE3n0D5HV6mZ55+SvUbNNC499/X0p3H5FWmhtK2zZNfWHm512gre9wuZZ6MlcVikc1mk91uLyy3Fk9fBba+8/9vHvXjv871a1n+rbJly+rs2bOSLApr0VspB6PlSEuQJHlVbqyQ4GBFGCnauXOnQht3U06eXX5JBzR69GiNGjVKgYGBWrvnmDIt3rqlPiO2AADAdVBsAeAv/Bx7Xt/PXaDozRs1qkcT1e14q86lZqlRiKGxY8fqxx9/vHQJhRod5V+2miz7lurc8UPy9vZWTk6OSpUqpdTUVBmGoaBKdZR+Pk7OvCxZrVa5hVaUkZWigqy0v81h8fBWUIfhyo8/pqy9Ky77nl/97rJ4+ylj6xzVrVtXB8+myLdWW7Vo2kQrP31eTqdT4d3uU2hoqPZ//5batGmj3Bo3qXW7jsrbMl2TJ0+Wf/2uGvHwU3p3WCdZ2TgKAAC4GKvZAQCgOOtcM0KDbr9FexZ8q9GjR6usZ66WTvyvmnTsofXxbnL3vnQZnTbhDsUvm6j89GRZLBbl5OapdstOunjxogzDUNWadWSp3FJ+jW5WeHi4nE6nChLjLiu1Fk8f+TXuJaunr6RLo7KFnA45czPkzM0svMnPz+/StWp9/OXmEyg3NzfFxsaqbYPqsp87pFVfvaHXX39dpUuXVsq2hTq1eoYef/xxnTx5UvtmjZPv8TUaP368Tp48qS7de8k7KES80wkAAFwRI7YA8A8kZebpsU/nat6X7yu0IFE3P/aWEtKypHP7tHPlPCXZPeRnZCvhwjl5e3urw70vafP2S2tsm1WN0KZNm+Rbt7NqRPhr56r5kiQ3Nzc5HI7C5/Cp0UZWn0A5czOVfWD9Zd+3WCz69ce1h4eH8vPzJf1vPa10qQhbLBY5HA4NGDBA8+fPV25url5++WUdOnRIs2bNkk+N1uo64F7VLDihD99/R5E1GmnYU2P16tBucmOkFgAAuChGbAHgH8grcCqyXAXd99CjOnLkiF4e0kU6uUPzvvlY5es2U5UOfZVTtokaNWqkwYMHa+V3n8goyFPvDs21adMmSVL36kGFpTYsLEwOh0PeVZvKI6Lqpec49ovsSaeUfzRakuTmEyCfGm0ki1W/fQ/SbrdLVpv8m92q4KoNCkd2nU6nPKu3Uam2gzRr1izdf//9CgkJ0dixY+Xl5aWpU6fKw8tbe/bG6uZevbRv3z6VbtxFWYa7LqTnXs+XEwAAoEhRbAHgHygb5K0P7mqjD54YpmnTpqlendrasGSO3nvvPdlTzunU0QMa1q2ZwsLC9PXXX8uSlaS7W1XUnFkzJEl33XWXFq77Rf7NbpNfUIgSExMlSV6VGso7qpkkyVFgV/6ZfZJxaVMo71od5OZbSh6lqxXm+HXk1j0gRG5+IcrxK6OQkBD5+PhIktx8g9S0fVfZ3D308ccf6/HHH1dUVJTmHsjQdzGZ2j5nosLPblC3Dm01d+5crfziFd3XvYnKBnlfz5cTAACgSDEVGQD+oVy7Q8M+XKifZ36t2+sGq0KnQZrw8XgFpB7Rhx9+qOfe/0pn0+2ynNiiZ555Rm//sE4Wq5tuqVVKK1euVG65ZvIKCpP1wn4lHNwui8WiyNotlHg2To60+MJR2V/Lq80nQB4V6st+fJvs+Xmy2DzlWbaGHOcOKCIiQudTc+TuyFFYaIhOnz5deD8fHx+NGzdOo0aNkiR98sknmr71pPYfO6nn+zTWE088oVdeeUXvffipmg1+QpNef0p1ywaZ+MoCAABcHYotAPxDDqehz1YfljP1nEb376QX5u7Wnm3ReqpbdQ0ZMkSejXqrTFRtDarpqccfeVjBne5Wq9ZtlLr220vTkS1WDRv1hKZ89r6kyy/ZExgYqPT0dBmGIYu7pwz7/65f++s1akNa9VV+Xr7yE06o4PzBy9bnNmrUSMeOHVN6errc3NxUs2ZNPfTQQ3r44YflFhCmx974WP5JBzV27Gt66KGH9PHHH2vqgpVafiRdfbu01B1Nyl/fFxMAAKAIUWwB4Arl2h36ae4c3TNiuBo1aqQZP8zR5u27NbTfLXJzc9OW6K2aMWO6Phg3TpI0ZswYjZ8wSXlpSbLZbKpSpYrOu5eWW1hl5W6bq9ysdHn4B8uv1UDZk08pY8ciSVJ4eLgSEhJUsUY9pfpVUPa+1bLn5qhs2bJKDa4pHw+bfJIO6sKFCypVr4PyAysoY/sCDevfW5UqVdJ7C3eqVZt2mvji/Vrx0/d66vM56nbHCM145g7l2B0K8LLJYmHjKAAA4LpYYwsAVyC/wKmHP5ylu596VX379tXq1au18JfDeuCFt2S1WrV+/XodO3pEn81cLKtPoFq1aqVtZ3Pk06CHvKu1lNPpVFxcnAxZ5OcfoLz8fLm5ualseLAK0uJlzUgofC7voFC5h1dWQWaKMnf/LD9vL/n5+Sk0NFQeEVVV4B+pkydP6qabblJGaoratmopZ4Fdk2f9pMzAyhrYorLW/TRV29b8rHvvvVevvPi8mjeqL6tFCvR2p9QCAACXZzM7AAC4otScfPlFVlL/B57Sd/+5R7m5ufrqp5XyLFtTCz8fKz8/P93z4CPyb9xHloJcPTu6v/oPu1cRLXorJ+WUmjRpol27dilz31q1iHRTvByyeXjI19tLJ7bOUaVKlfTrFW79G/aQb2Kq0vcsksPhUGpqqiRp37598vY/o7zcXNWsWVO7du1SuLu7MjfP0B29u2vZKafOZEnvvDZWqfFnNPSBR5RgCdKT/bqY9roBQHGy/nCiPl+8VRVzj6tby/rK8K+oLnXLKcDL3exoAP4lii0AXIFwfy+91q+pArxaKT0rRwMGDNSxzdH6YfZsVa5RW11v6i4vq1P2xDh9M26snhk1XFVLh+jwyslyc3PTmTOGghrfrOzkczp//rwcDofsdrtyQqrJq4qXSke4Ky4uTpJU2StXcUknlZlyaRTXt/5Nyjt/WPaEE2rRpJG2xV1UZtWWSvhlke7udZMmTpyor7/+Wpvf/UgHo/0U8fQATZ06VR1GvandF3KVlmNXoDe/tAHAnth9WrVmjXL3LtOEuVUV2KSX/DLP6LmuVXT77bcrMDDQ7IgA/iGmIgPAFQry8ZDVatF/Zm3RbqO85v0wXb26dtD4n2OUU6mdkpOT9cZ9tyl280qdPHlSybmGglv1V/vON+n8hXgppJIadr5N+/fvL9xEqlT1ZvKpWE+hoaGSJKt3gDxzkuR1fo8kqWL1OqpUr5kqt7xZYWFhys/PV25erjp16qjeffpo3rx56nlrP70yc4Nef/td7Vo4We+88448PT01891n1bdDY0otAPx/rSv6K2nhB2oRFancuN3KTzmvC9t+1j333KOIiAj17dtXn06drV1xiWZHBfA3KLYAcJW6NqmpcS8+rm7dukmSWlWLlP3CYfXp00e1W3bSe5PnqGXLlioIqaruPXvposVP1atF6eL679S9kk0Wi1VeXl4KDQ1VZNp+5e5ZquDgYFk9fRXUdrAuhjdU+fKXdi2uEBEsrwt7dWvdUGVnZ2vLli1qWMZP55Z+oXdfGK3k5GSVqdVY3XvdKs+ytfTkmP/oo7Vx+mHzIVUK9VWPuqXNfKkAoFg5fPiwJCk6Olp9OjRT/ooPlXp4mz7++GO9+eabOnXqlF75fr3eX7Tb3KAA/hbFFgCu0q0Ny2pIm+qSpNSsXI1//125n4/RN998o1XH0lSz60Dt3LlT93SqrUHt6mj38tmy2Wzq2LKJtm+NVtnbnlRImzvVvHlznT4Uo7zMVAUGBsqZnyNlJqphhWBVqlRJNg8v+QcEat+mFbqlexdl5ebJt+1QlW/XT6tWrZLD4dC9996ruV+N17N9W+vOpuX1zLPPasjQYfLzDzD5VQKA4mXMzGg9+l20JGnixInKzc1Vy5Ytdeutt2rcuHF6+OGH1atXL+UeiVa9EJPDwhT5BU6dSMoyOwb+IYotABShGdFxsoVW0lsTpiokJER3ta+rKJ882Ww2vfD885rww2KVrl5f+/fv1+DBg7Vq5Qq1blBTBelJatasmeLSnYrsfr/SAqMkwyl77HJFWNJVvnx5BXcZqZyoLsrJyVFAQICCS5VSs6ZN1b9/fwUHB+vLL7/Uiy++KM/WQ/X5zztlsVgUHuir8cPaqWc9RmoB4Lf2x+yRh+3Sr8L+/v7asWOHmjRporffflunT5/WY489ptdff10v3H2bxgzqZnJaXC9nzpzRzJkz9eijj6rBoKf1n+836OCFdLNj4R+g2AJAEbq9aUU99uBIDe7VSZKUHH9WC36cqeeff14ODz+Vq9lYVdr3lZ+fn9z8Q1XgX1ojmpdR/LYlqlmzpjLiT6t3t05qUr2cJMndw0v5+XaVK1dOzotndd+dt0iSdu/ere7duipl9dca0KKyBo64X9N2xKvAw08vPfGAOjevb9prAACu4K4GpXR+4YeSpDNnzio+JU2NGzdWzZo1NWjQIH31zWR17NxFzz///B/ePzu/QLl2x3VMjKLmcDi0e/duffbZZxo8eLAqVqyo8uXLa9CgQVq6dKlqBlkUEeClCsE+ZkfFP8CuyABQhEoHeuvOpuULv160L0m1e43QY489Jm9vL93Tq40Gf/4f3XHHHYrN8lXzAY8q5WKqJCkoKEhyFuj+thV14MABWWyeCu/1qI7byqtbeXclRc9Tr7pTVKXXA5obm6I7e/bUzNlzdP78ebXpM1jWaqcVeyFLozrVMOfkAcCFNG3atPDzpceyVe72ZxRUqbYKCgp06NAhhfQardDWLWS1Xj4O5HA4NGfOHH24+rju7N9Xo7tWv97RcYUyMzO1detWbdq0SZs2bdKWLVuUkZEhm82mJk2aqH///mrTpo1at26tyMhIs+PiX6LYAsA1NLB9Pd3UpLq8vb0lSQf27VWCe4SGDx+u4KiG6tKsjpZ//a6qVKmirckeqn774/IILqOcnJ0yHHY9MnygqkcGyDvliCTp7Nmzuvu+BxTo76cWUb4qf+sT+mL1Ab06uJPa16+qskHeZp4uALiMypUrq1SpUsrIyFDqqYNy5PqofrVKevHFF7V9+3YFtolSvYq9Co/Pzc3VlClT9N577+nYsWNqcceDquBvMfEM8HdW7TqiyWv3yy9ug7ZtWqvdu3fL4XAoKChIrVu31pgxY9SmTRs1a9ZMPj6Myro6ii0AXEMNywdd9nWipZS63TFCTVq0kp+Xh+qWCdCYU3bVaXezbm3fWJHlK6pK6VD9nJ0v33LV9XDnapKkQ0ez5N/sVm09eEr/ub27pEubWox55F7VLxcki8WicqX4TxkA/imLxaKmTZtq7dq1it+zTk1q1tSWtSv07rvvSpI+f6i3Bg1or7S0NH3xxRcaP368EhIS1L9/f82aNUtNmjQx+QzwWwUFBYqJidGmTZu0efNmbdq0SVl1blNw5Tqy7zupdrVr67777lPbtm1Vq1at343Ew/VRbAHgOnqwax31axElPy8PSVJqtl3Nu/RSmL+nGpYPKizC53wqq0W/B5WUmadQP085fUrpzqH3KMuvbOFjedisGtUxyozTAIAbQtOmTbVy5UqdOnVKffr00YABAyRJn376qTp27KgxY8ZowoQJys3N1YgRI/T000+rWrVqJqeGJKWlpSk6OrqwyG7dulWZmZlyd3dX48aN1b9/f9Vu2loFodU14qOR8rS5mR0Z15jFMAzD7BAAUJKdSMpSRICnfDz+917joQsZ2nMmVXc0KSeL5dJUt9MXs1U6wEs2N95lBoCiMGfOHPXv31+SFBERofj4eD3wwAMyDEOTJ0+Wp6enRo0apdGjR6t06Uu7y6fl2OXt7la4ozKuLcMwlJlXoMRzpy8bjY2NjZVhGAoJCVHr1q0L18Y2bdq0cPkPShaKLQAAAEqkkydPqlKlSoVfly9fXmfOnFFYWJiGDx+u1q1bKzExUcePH9eJEyd07ESc8mv30mMj79LItpXNC16CTN58Qp98v1gxP3wge8IJ1apV67IiW7169cI3gFGyUWwBAABQIqVm56v2IxPlzM9W/Mz/yN1qkZ+fn9LS0uR0OiVJVqtV5cuXV5UqVVS5cmVZq7bWyIG3qWWVEJPTlwybjibpm+Xb1aW0Q93bt1RICK87/hjFFgAAACXSmxNnaOJxf1msVp2ZcI8caQmSLm0sFRgYqLCwMJUrV04RERGKiIhQeHj47/7MtfkrvJS/gn09TD4boGSj2AIAAKBEMQxDb7/9tl544QXdNOpVdWjdQkdWzdLChQuVnJys4OBg1alTR+XKlZPT6VRCQoLi4+OVkJCg5ORkFf767Oaucnf8R0Zuhqqm/KKaNWuqVq1aqlmzpmrWrKkKFSqw+y5wnVBsAQAAUGIUFBTo0Ucf1RdffKFXXnlFr7zySuEaTYfDoQ0bNmjmzJn68ccflZycrBo1amjgwIEaMGCAatWqpYKCAiUlJSk+Pl7x8fGaeyBdecnnlHtkiw4ePKhDhw4pJydHkuTl5aXy5cvLK6qlGvccqE/u7SZ/L3czTx+4YVFsAQAAUCJkZWVp0KBBWrJkiSZOnKiRI0f+6bF2u12rVq3SzJkz9dNPPyk9PV0NGjQoLLmVK/9v8yjDMHTmzBnt2bNHu3btUnR0tPbs2aOzZ89KkgLbDlaTLn307WO9VSGYa44D1wLFFgAAADe8hIQE3XLLLdq/f79mz56tm2+++R/fNzc3Vz///LNmzpypBQsWKCcnR/V7DVepqEayxCzS3t07lZKSIkkKCgpSgwYNLvuoWauWCizuCvRmtBa4Vii2AAAAuKEdOXJEPXr0UFZWlhYvXqwmTZpc8WNlZmZq0aJFGrfqqOzeIaoYv0lN69ZQgwYN1LBhQ5UvX57LzwAmoNgCAADghhUdHa1bbrlFoaGh+vnnny+7bu3VsDucysgtYDdkoJhgmzYAAADckObPn69OnTqpZs2a2rx5c5GVWklyd7NSaoFihGILAACAG0p2foEGvzNTAx54UrfccotWrlyp4OBgs2MBuIYotgAAALihrNt7QnsOnVCLAY9q1qxZ8vLyMjsSgGvMZnYAAAAAoCgl7Nui46tnadHGpbJaGccBSgL+pQMAAOCGsmLFctUOcVPlcqXNjgLgOqHYAgAA4IbhdDq1cuVK3XTTTWZHAXAdUWwBAABww4iJiVF8fDzFFihhKLYAAAC4YSxfvlw+Pj5q3bq12VEAXEcUWwAAANwwlq5er/YdOsjT09PsKACuI3ZFBgAAwA3hSHyGMsu3UrVq5cyOAuA6sxiGYZgdAgAAALhaWXkFmrb1pNpEhapumUCz4wC4jii2AAAAAACXxhpbAAAAAIBLo9gCAAAAAFwaxRYAAAAA4NLYFRkAAABAiWUYhhISEnTo8GFNj0lX95YN1LcxO2u7GootAAAAgBuaYRhKTk7WkSNHfvdx9OhRpaeny+Lpq/IDXpF3SBmKrQtiV2QAAAAAN4R1B88r6cwJ5caf+F2BTU1NLTyuTJkyqlat2u8+rIGRKh0coFK+HuadBK4IxRYAAACAy8vOL9DwrzZp7cqflTTvbUVGRqpatWqKioq6rLxGRUXJ19fX7LgoYhRbAAAAADeE77bEKe/ieQ1oV1f+/v5mx8F1RLEFAAAAALg0LvcDAAAAAHBpFFsAAAAAgEuj2AIAAAAAXBrFFgAAAADg0ii2AAAAAACXRrEFAAAAALg0ii0AAAAAwKVRbAEAAAAALo1iCwAAAABwaRRbAAAAAIBLo9gCAAAAAFyazewAAAAAAK6dnJwcnTp1SidPntTqAxdkLV1TL97aWL6eVAHcOPjbDAAAALioPacvyt2Zp/yLF3Ty5Mk//EhMTCw8PqjNQHW6PViJGXkUW9xQLIZhGGaHAAAAAHA5h8OhCxcu6OzZs3/4cSYlS/ZW9yg77aLiZ4yRJHl6eqpChQqqWLFi4cdvvy5dpqwy8g2F+XuafHZA0aLYAgAAACY5czFb7/+0WYEXdinl/Kn/ldYzZ3ThwgU5nc7CY93d3VWmTBmVLVtWZcuWVemy5XQ4qKmqhXhpSLOyqlixosLDw2W1so0OSh7mHwAAAAAmWX0wQQeOHNPO5SsUkXdOZcuWVd26ddW9e/fCAvvrR2hoKKUV+BOM2AIAAAAmsTuc2nXqoppWDJbVajE7DuCyKLYAAAAAAJfGXAYAAAAAgEuj2AIAAAAAXBrFFgAAAADg0ii2AAAAAACXRrEFAAAA4NIMw9DGo0lKy7GbHQUm4Tq2AAAAAEw1ecNhnT8SozJumcrKylJ2dvbv/vyj2379Mz+0ukLaD1HamcPKWzdJ3t7e8vLykpeXV+HnluAKCmpxu57s31FdakWYfcooYhRbAAAAAKbJtTu0/lC85v2wUhdXfCF3d3f5+PjIx8dHvr6+v/szPDz8d7fLO0CbcoNVq1JNlWn7onJzcws/cnJylJubqySHtyw2m6wWrhd8I+I6tgAAAABMtetkirwsdkWVDpa7u7vZceCCKLYAAAAAAJfG5lEAAAAAAJdGsQUAAAAAuDSKLQAAQDG05cAp3fftFh1NyDA7CgAUe+yKDAAAUEwUFBRo2bJlmjx5slbGe8k7qrnyE45rynNDzI4GAMUaxRYAAMBkB86n66VJ87Thm/8qIe6wAgIClJFXIHvyGZ056y1RbAGXs2jHcUWfztJzPWrK34udnq81piIDAACYbMKsxdoRc0Cd+gxQly5dlJOToy7tWitr/1qtW7Vc8fHxZkcE8C8cPXpUj/z3c23cEauTKdlmxykRKLYAAAAmO7pimkon7VTeqRht2LBBc+bMkbe3tyTJZrNp6tSpJicE8E/t2LFDrVu3lufBn/Va38aqWybQ7EglAtexBQAAMFF6errCy1dRlWo1dDx2h+bOnauePXuqQa+hOpVhqEd5aef2bTp48KAsFovZcQH8hRUrVqhv376qU6eOFi1apNDQULMjlRiM2AIAgCu271yaDseza+/VWLp0qXxa3KHUiu00f/589ezZU+fOndPZTCmgbJSGDB+pw4cPa8OGDWZHBfAXXpi1VXd9sVZtO3TUqlWrKLXXGZtHXQcZuXa99ON2eSQcVPUAh9zd3eXu7i6bzVb4+f/9+O339iU7VDeqomqVDjD7VAAAuMzo8dPlbnPTkrcekCSlZudp6uaTalk1VM0rB5uczjX88MMPyj+doO797lT37t2Vnp6unj17KuPgIbW5pY96dXtFUVFRmjRpktq3b292XAB/wublqyYtWuuHR16Sr4+X2XFKHIrtdXAyJVvHziVr84popaz88l/d1+LuqXIDx6pn9y76YkiTa5QQAIC/N2vbKZ1PSdfo7nULb9v78wy526zS/y+2P8xbrLFTV+mBO25W85G3yO5wKtfuYEfQP5GXl6fFixcrPz9f7z34vex2u/r376+4uDiVKR2pqhXKymKxqPfA4Zq6JU6/HD6r5tXLmh0bwB8Ye2tdGUYdlgyYhGJ7HdQtE6j3hrVXxdE3y8v9CxUUFMhut1/28Ve3rTttV9vGFcw+DQBACffV9Nnate+w7mn1nhLzrLJIcl44JMM/WOOWH1LLKiGaOelTJa/foOd+eEuS1Pc/E1SmWj19NrytbG6sgPq/Vq1apby8PLVv315ly5bV3XffrbVr12raD3P12KQVSg2qpk8++URT5y5VZIueOpNpqLnZoU1kGIa+33ZatSL91ahCKbPjAL9DqTUPxfY6qRn5v2nEv04x/qdaX4tAAAD8S0/eVEu9Pnpar78eoBOBDXXxYoosFovshlVvvv+hBnZtpujoaFUsV1Z+fv5auHChVv04VbWbtZXb3e3Mjl8sTZo0SZI0evRovfrqq5oyZYreeOMNvfCfl2SrebM2btmqycumauTIkRrz0t2qWqGMyYnNlZadp/e+mKLu7Vqo0d03mR0HQDFCsQUAAH/I7nDK3c2qMxez9eP2U+pUq7F8fX01bdo0hdaN04kTx+VrsSg35ZzSV3yh0u3LKicnR2Ed7tKTM7fp21F3qSAnRyu3LdP7P65XcOkKGtm2stmnVWw4HI5LG0f5+Cg+Pl5jx45Vnz59NHbsWPn4+Ch131tq3bq1vt+2TU2asBxJkhLOnlLMjx/rzQEzzI4CoJih2AIAgN/ZFpeij+asUxlbpnrffJPeHveRvrVmqmfPnpo9e7ZatixQ7LGd8gkLk91ulyStX79eknRg+yadPnVS6enpGjdunL755hv9d+52NWnbSSPb3mfmaRUra9asUW5urjp37qyHH35YlSpV0oIFC+Tm5iYfHx999tlnGjRoEFMbf2Pv3r1yZCSpSaMGZkcBUMxQbAEAwO9EBnhp7YolSti5QvVDLKqrk1q1dKnuHj9e89Zu02EjQrJYlZ+fr4KCAtmCIvVLzCF5enoqa/9aZe2XqlatKj8/fz3wwP0KCQnVj4sm6Kv5a1UQWFb3tqsq9xK+5nbcuHGSpI0bN8pms+nkyZOy2Wx67rnnNGbMGPn5+ZmcsPjZs2ePIiMjFR4ebnYUAMWMxTAMw+wQAACgeHE6DZ04dVoN6tZWdna2pkyZovvuu0/u7u7yadJH+bIpY+cSeRRkKT8/X4GdR8qZl6O0DdNktVrldDrVadgT2nU2Uzq2WQejV+nxxx/X4qPZqtWioxa//ZBC/TzNPk3TGIYhT0/PwtFuSbrppps0YcIEValSxcRkxdutt96q3NxcLVu2zOwoAIqZkv1WKQAA+ENfbjiufm/O1PiPP5WXl5eGDx+u4cOHKzMzUz5ndyhr3zo5MpJUUFAgp9Op3FOxyj0VI8Mw5HA4VLduXW1csVjO3Ex9+sE7qlOnjmbOnKly2cc0/dkBCvXzlNNZct9bf/jDWQru/5rcAsIUHByspUuXatmyZZTav7F37141aMA0ZAC/R7EFAAC/E2TN1cnYbbp/5D3q2LGjPDw8NHXJRpWtUElxRw/JnnRS0qUNkAzDUPahzcqN2y1J8vT0VExMjPLPHVKPsg7d1fcWpaSk6JVXXlVsTIwOx+5W7d736Z4Jy5WcmWfiWZpn+fFsuYdXUtvbRyg+Pl49evQwO1Kxl5aWpri4ONWvX9/sKACKIaYiAwAASVJajl3v/hStnLg9eueZB5SamqrOnTsrNjZWwVUbqCC8uoyCfGVsmy+LxaK//BXCYlVE1dqKPxqr0qVLa+jQofouNlvOgnzFL/9S3lWbqvug+zXjpXvk7eF2/U6ymAisUEvOkMpK+mWhPN1L3vlfiY0bN6pdu3bau3ev6tWrZ3YcAMUMI7YAAECSlJKVrxUbt+rLmfPl7e2tW265RWPHjtXrr7+u1JMH5MzLVvbhLZL016VWkl+D7sqNqKeKjTvowoULevfdd5Vx/rjsqef18MMP68LOVfrp9ftKZKk9fPiw0k8fVObupbLKaXYcl7F+5355l62uGjVqmB0FQDFEsQUAAJKkSiE+Wjv+cY1/9E7VrFlT23ft0eAnx+rNN99Sx/Zt5XNmmxxpCf/osXJP7pFhz9Wp2F9kGIYiIiL0zfMjtPST/yg0NFT9+/dX9f5P6fO1R6/xWRU/P/30U+Hn+fn5JiZxLVszg1W+x32ShV9fi5Mtx5N116fL9N43Pyg7O9vsOCjBuNwPAADQrG2n9Oqnk5W9eabKhZdSkyZNVL/vw1q5eo0yDEOrV6+WJLm7u1+2k++fKbh4Tum//CQ/Pz95VGsrZ2hFDRg0WIajoPCY8E6lJWfBXzzKjenHH38s/Dw/P1++vr4mpnEdnasFa/UPk7Tw/7V339FRVYvbx7+T3gOBhB5aQu9NIPTeq4D0oiioCCKgVEFEOiogUqQKiAqISO8IhBYIECD03gkQkpCemfcP38u9/kQETHIyyfNZK0tIZs55zl13hXnO3mfvtflp27at0XHk/4tLSOLqtRusXD6Vz/q/SevWrencuTN169bFzk5VQ1KPnrEVERERtofeZeC4r7m66Tuiwh+SlJSEjYsnLoWqEhWyDZL+Wmad/Crh02Y4mEw82jaXyCPrnnls9/LNcc3lT5HYMwRULEvjxo2pUqUKNjYZb+Ttxo0b5MmT5+nf79y5Q7Zs2QxMZF0aNmzIjRs3OHHiBLa2GW8ae1p24cIFfvjhB5YtW8bZs2fJVrgsuVt8yGueURTLZMbV1RVXV1dcXFye/vk/f3+caIeruwd+2TyMvgyxYiq2IiIi8tS9yFhm/LSFuHP7OHXyJFeuXCEsLIyoqChiY2Mxm//7TGiOXjOw984HQNKTcG7O7PrMY5pMJmzsHXEqUB7bhBiS7pzF1tYWB99SlGvahZkfdsI/m3tqXJ7hZs6cyYcffkhi4h8j1deuXftT0ZXnO3ToEK+99hpLly6lc+fORseRZ7BYLBw9epSJK7Zz2pydsJN7ebhz0XNnemRp/AHtOnbm266VUjGppDeaHyAiIiJPrQm+yaIff+HusV0k3L/y3NfG3TyDg09+gGe+9j8rJ1ssFpLiY3HIXZws7i7Y2EaRlJREorMTTg722NlmnJHb1atXU7BgQa5du0ZMTMwLTeuW/6pUqRItWrRg9OjRtG/fHnt7e6Mjyf9hMpkoX748P5YrR+idSPx9umBvO5eEhASio6N58uTJ0//+5yvwegxFi2Q3OrpYOY3YioiIZHBxiUlMWL6VkE3LCDl5mrtmVx6f2vP058/b2setTGNMji5EHlz1t8d3cHCgfPnyNGrfg17dOpHbyy3Zr8EahIWFkS1bNgICArhz5w7nz58nNDSUIkWKGB3Nqhw/fpwyZcowb9483nrrrb/8/Nythyw/dJ3W5fNSOk+m1A8oIobIOLdIRURE5JkCLz5g287f2RwaxrXzp/GJv0PTN3pQuNNIXIpUe+7WPlHHNj631ALEJySyf/9+Pv3wHfJkcSdnpcaM+3F3cl9Gmrd27VosFgtmsxlfX19AqyK/itKlS9O+fXs+++wz4uLi/vLzD4eN5pt5Czl8+qIB6UTEKCq2IiIiGVw1v6y8/1Y3zm9dTkxMDOfOnaNxvdpEhN0mKfoxAAUKFHilY9u4ZCJro/eo/dYI3Nz+GKmNdvTi6+9/oXrdhkxcvoUkc8aYPLZ69WqqVavG1atXyZcvH6Bi+6rGjBnDzZs3mTdv3p++v2XLFjYsnsGDzd/QuUaxP/3MbLawOugKD6L+WoZFxPqp2IqIiGRw9rY2dAgogpubK599NpbMmTPz/lvdCdu5mFbVy1Dy9f5cfRD1UsfMnv2P5+UsCTEkRj6gVMHcREZGcuvWLXpUyoHLmU0cj3Bi277DHLsengJXlbZERESwdetWmjdvzo0bN8if/49nk1VsX02RIkXo2rUr48aNe7p3alhYGN27d8fX1xe/AvlxdnbmQVQcV2/e5ssvv8S3XA0+GjOZ5YeuGZxeRFKCiq2IiIgQHZ9Iq8+WMXV9MAkJCXz00UdERUXhmqsQV2/cxLlABQAcHR0BsHHxxMbpvysZOzk5Pf1v5rq9iSlYm7Zt22JKSiB873K+HtqHgkVLcuLqfb6aOoUrF85wev0ienVuT5kM8Bzkhg0biI+Pp3Tp0sB/R8BVbF/dqFGjCAsLY9asWVgsFnr37k1CQgK+vr4UKFCA19u/QcnuoynbZSgfffQRN08Eks/Hg3blchkdXURSgFZFFhEREZzsbGldryqlMicxZf9KzGYzderUYc+ePdj75Mf86Ba1a9dm586dAHhWaY8lKYHwXYsASEpKAiA2NpYi3h5cOH2FVfu28s033zBhwgSuX79OWKaiTPllP1XLFMXdyZ7cPpnp6JPZqEtOVUs27KPsawE8efIEAH9/fwCtivwvFChQgDfffJMJEybg5OTEmjVr6NKlC8uXL3+6LZV7pda4JEbh4uLCkiVLaNOmjcGpRSSlaMRWREREsLEx8V6dwkwb/Ba3bt0id+7cHLoUhq2nDzy6wTczvn5aagHcYu4Rd/PM078nJiZSrlw5AOwu7CZv0i0A3vtgAN8s+J4333yT2CvBHNryC7+u/Cl1L85gF+5GcMc+O/kb9uL8+fO4u7uTM2dObF0zExunEdt/Y8SIEVDudcbui8DGyZ2lS5diNpvJmjUrAHHH1uNw/wyLFy/G39+fM2fOcOL0GdYcPJ9hnu0WyShUbEVEROSpOb/upliDN7h7P4xiDTvjVa4xhw4d4pPx08lUsxvu+UoCkC3+JjHnDwDgVrgqriXr8/XXXwMQFBTE6tWrcXd3x6NiSz79+SDTZ81m7aKZJJz9nT7jv6PT2IXPXW05XYkK48KJQzQtlZPfr0bjW60Vx68/Im+zvhx86Gh0OquWI2cu3Mo2wTFnYRxy+D/9flhYGPDHVO/r16/z+uuvU6pUKYoWLUq1bkOY/N0P7D53z6jYIpICNBVZREREnrqV6EYm/4r8OHU4dnnLkSuTE0P7diM6Lp5alasQeD2EbNmycfPmTRwdHYmLi6NAhVrcCHtMvnz5yJwtF/E+RXm//4ccPHiQCk06cZUkYiIf07BhQ+7evUvdfpPI4V/S6EtNNefPnSUyaC11K0znq43HyFG2Nlt++YHI+7dpUM7/nw8gf8vWxoTjoUXcfmIm9sox3Mo2wc7Th/Dfv8fR3g6TyURsbCwA3t7eFClShLyF85CraiUqF8hicHoRSU4asRUREZGn+tQrxt6F42jcuDH1i2Xj0tE9rF27lhI5PWidD6IuBdOvXz/u3r37dPuet6vl5dGuRQQGBtLqg89wcnVnz7m7ZMuWjbmfDyIiNJBK3YbyJC4Rd3d3Di78jEnty2MymYy92FQSGhqKi4sLT5484fTP02iW14a5M76kd+Uc1CiR1+h4Vi0pKYkbhzZje3437u7ueNXrjXvZxjhk9yM+Pv7pPreZMmWi+Gs1qdZzOAtmz2BCz0a4OGh8RyQ9UbEVERGRp3J4OuPr5QLA/cg43p75G24FyrJ161YmTJiAvb09DRs2xGw241aoMh6VWlGzWlUscU84cuQIMwd145MP+hB7OZh3332Xzp070/StQVSoVJnQ2xEAmEwmbG0yRqkFOHPmDIULF+bnn3/GxRLLxZNHsLOz46OPPjI6mtW7ePEi0dHRNGzYkNiYaB5um0tk8Ebi71zAYrHg7e1NoUKFiI+PJ/ihLcfOXuTsnUijY8srMpstHLn6kLjEJKOjSBqkW1UiIiLyTE/iEmnToRNZLU05cO4W4bmrUq+CiTVr1gDQqENPHsTbUtC/MC6FqxJ0OQwXBzsGdWzA9BEF2XQ5nlsPIlg5cSAX7z+hcHb3558wnQoNDaVIkSKsWLGCBg0aMHfuXIYNG4aXl5fR0azesWPHALCxsSEhIYHCCdc5uWsjAL6+vly7do2HDx8yaNAgPhj0CSdvRVI8p4eBieXf+D7wAl/9dpg7wTuxnPgNe3v7v/2KKtaSti2bMqpZcaNjSypRsRUREZFnypfVlZk9awKw8eRtmrXtQPfqhfnki2m4lW7AzPdakWAGBzsbytR/nbz58zx971vDJ7H7cAi7z4XRsYpHhi218MeIbalSpThz5gwFCxbE1dWVAQMGGB0rXTh+/DiZMmXihx9+wNvbGxsbG7y9vbl//z53797lu+++4+OPP2bChAnMmzeP+YsWQwntY2ut3GLDuHXlAnWK5aRotXdJTEwkISHhmV8XnR1wcbA1OrKkIhVbERER+UeNS+SgftHm2NnasLl1V/Jev4Wdne3TDxJzh/Yii+t/V/gd0aMlTevWpHRuT2MCpxFhYWGEhYVx+/ZtPD092bx5M2PHjsXDQ6OGyWHdsWtE2bjSt29HvLy8mDp1KpkyZWLcuHEMHz6cyZMnc/fuXUaOHMmUr2bw1tydfGKbl48alzA6urwCh5gw7v30KV/evk327NmNjiNpjMmSYdbaFxERkeQQl5iE2QzOGg35R3v37qV69erkzp0bFxcXHj16xKVLl54uvCWvLiI2gdajF3HvxlWCF43mzJkzlCxZEnd3dx4/fkybNm1Ys2YNb731FvPmzeP+g4cMXLidDg0CaFYqp9Hx5RXMmzePPn36EB8fj62tfv/In2nEVkRERF6Ko50+UL6oM2fOYGNjw40bN7CxsWHy5MkqtcnEw8meYd1bUMDbDTs7O4oXL0623PmIMLlgMplYuXIl/mUqs/q6A3X3neWNgMJ8P6id0bHlX7h9+zbe3t4qtfJMKrYiIiLyyo5cfYinswN+Piprz3LmzBk8PDyIiYkhc+bM9O3b1+hI6Urdotme/tlkMlGqXX+u3bnPlbAn5Mvqytpff2XSumAyeWrqd3pw/U4YPrnzGR1D0igVWxEREXklkZGR9Ju8iDo1Avi8/WtGx0mTTp8+TUxMDHFxcYwYMQJnZ2ejI6Vr04f0IvDiA/L8/y2rShTIyZIPNO04vbjkVRH3Wno+Wp5Nz9iKiIjIK3n77bf5eU8IKxbPp2GlYkbHSZNy5crFrVu38Pb25vr16zg6Ov7zm0Tkmb7ffwWArlXyGZpD0iaN2IqIiMhL27hxI/PmzWPOnDkqtX8jNjaWW7duATB27FiVWkk2EbEJJCZZ8HJ1MDpKqlKhlefRiK2IiIi8lIcPH1KiRAlKly7Nhg0bMJlMRkdKk4KDgylXrhwuLi6Eh4djb29vdCRJJ0b+epKf1/xG8YggKlSoQMWKFSlfvjyZM2c2OpqIYTRiKyIiIi+lX79+xMTE8N1336nUPseA7wPJ/f73NHa+qFIryap0Lg9O+Tjx6OojJkyYQEREBAAFCxakQoUKT7/KlSunPZMlw9CIrYiIiLywlStX0q5dO5YuXUrnzp2NjpOm5es5lURXb6a+XooOtcoYHUfSKbPZzIULFzh8+DBBQUEEBQVx9OhRoqOjAShcuPCfyq6tT0FyZ/V8usCWSHqhYisiIiIv5O7duxQvXpyaNWuycuVKjdY+h9lsxtXTi0RHdyYNH8iHH35odCTJQJKSkjhz5szTohsUFERwcDBJLlnI0fFzkhLiif9lBLly5cLf35/8+fOTPXt2smXLhruXD4+cc9GxWhEc7GyMvhSRF6ZiKyIiIv/IYrHQqlUr9u/fz6lTp/D29jY6Upq2f/9+qlatCkDNmjXZtWuXsYEkw0tISODI8RA+XneR26FHuLd5No8fPwbA1tYW+KMQu1dqTdMWrejdtiF1imR73iFF0hQVWxEREflHixcvpkePHvzyyy+0atXK6Dhp3uDBg5k5cyaxsbHY2dkRFhaGp6en0bFE/uT+/fsEBgayb98+9u7dy5EjR0i0cSRTyZqU8YynekAVAgICqFy5Mu7u7kbHFXkuFVsRERF5ruvXr1OiRAlatmzJkiVLjI6T5lksFvz8/HB2dubUqVMArFixgg4dOhicTOT5YmNjCQoKYt++fezbt4/AwEAePHiAjY0NJcuUI0+j3gzs2oraRXyMjiryFyq2IiIi8rcsFgsNGjQgNDSUkydPkilTJqMjpXknTpygdOnStGnThtWrV+Pv70/FihVZtmyZ0dFEXorFYuHs2bPs27eP7YFBXPMqT8cmtXivtp/R0UT+Qtv9iIiIyN/69ttv2bZtG5s3b1apfUGrV6/Gw8ODAgUKAFCpUiXWr19PQkKCtv0Rq2IymShSpAhFihThzTff5HFMAu6Oqg+SNmmpMxEREXmmCxcuMHjwYPr06UODBg2MjmM1Vq9eTfPmzXF2dgagTJkyhIeHs2fPHoOTifw7ns722NhoNXRJm1RsRURE5C+SkpLo0aMH2bNnZ/LkyUbHsRoXLlwgJCSENm3aYGf3x8iWt7c3uXLlYu3atQanExFJv1RsRURE5C+mTZtGYGAgixYtws3Nzeg4VuOXX37B2dmZhg0bYjLZYLJ3IioqihYtWrB27Vq0tImISMrQJHmDRcUl4upgS1JSEnfv3uX27dvcvn2bW7ducfv2bS7ffsD5LFV4o25FPqjrb3RcERHJAE6dOsWIESMYOHAg1atXNzqOVVm9ejUNGzbE1dWVwzFZydq0Pw8iomnRogXffvstJ0+epGTJkkbHFBFJd1RsDXTpfhTvLfydkJ1rubV57p/u4trY2JA9e3ay+RbEvlp5nOw1uC4iIikvISGBbt26UbBgQT7//HOj41iVrUcvcMalOB2b1Qbg0rFALPH2xD1xoHbt2rh5ZuanX9er2IqIpAAVWwN5ONuTLbMbWSuWoEabOeTMmZMcOXKQM2dOvL29sbW1NTqiiIhkMOPGjeP48eMcOHAAJycno+NYlZPX7uLulY2svgUJDg7m1Mbv8fX15UmJ1tja2pKz0TvsisxGXGISjnb6N15EJDmp2Booq5sji3rXAGoYHUVERIR56wKZvHQdI0aMoEKFCkbHsTqNi2ThozVTyPNBI+bPX0qOHDnI4l+WG1FmWrVqxa3LkTSqXQ0HW83CEhFJbiq2IiIigsViYcbWU+Rv2JPhw982Oo5V8vb2xpIYz40bN1i2bBndu3dn/f1MHH4Uw8Pdu1m1apW2TRIRSSEqtiIiIsKmTZs4/9tsJk4Yj729vdFxrFLmzJmxtbVl69athIeHs337dm7FueDm7MSePXsoU6aM0RFFRNItk0XrzouIiGRoFouFKlWqYGNjw759+zCZTEZHslo5cuTAycmJ8PBwwsPDyZs3L7t37yZv3rxGRxMRSdc0YisiIpLBbdu2jYMHD7Jx40aV2n8pU6ZMnDlzBoAiRYqwb98+vLy8DE4lIpL+acRWREQkA7NYLFSvXp2EhAQOHDigYvsv5e74GfEJSWQ7t4bDhw5qZWkRkVSiEVsREZEMbOfOnezbt49169ap1CaDitVqcfnyFYJWHMVOW/qIiKQajdiKiIhkYLVq1SIyMpKgoCAV22SQkGTGYgEHO23pIyKSmjRiKyIikkHt3r2b3bt3s2bNGpXaZGKvPWpFRAyhEVsREZEMql69eoSFhREcHKxiKynmcUwCobcjeC2/l/5/JiIpRiO2IiIiGdC+ffvYvn07q1atUtmQFNXji0Vky5WHzK0CKJzd3eg4IpJOab6MiIhIBvTZZ59RokQJWrVqZXQUSce++eYb1s0aQ8zDOxT0djU6joikYxqxFRERyWAOHDjAli1b+PHHH7Gx0T1uSRm//vorH3zwAR988AFfDuthdBwRSef0jK2IiEgG07RpUy5fvkxISAi2ttqSRpLfwYMHqV27Nk2aNOGnn37SDRQRSXEasRUREclAgoKC2LBhA8uWLVOplRTx+9HTtG3ZmnLlyvH999+r1IpIqtCIrYiISAbSsmVLzpw5w+nTp1VsJdmF3o6g07RfCb92lqBZH5IlSxajI4lIBqERWxERkQwiODiYtWvXsmTJEpVaSRE5PJ0Iu36Rqvm9VGpFJFVpboiIiEgG8fnnn1OwYEE6duxodBRJpzK5OOB9bi1ej88bHUVEMhiN2IqIiGQAJ06cYPXq1SxYsAA7O/3zLyknW7Zs3Llzx+gYIpLBaMRWREQkA/j888/Jly8fXbp0MTqKpHPZs2dXsRWRVKdiKyIiks6dOnWKlStXMmzYMOzt7Y2OI+lc9uzZuXv3rtExRCSDUbEVERFJ58aNG0eePHno3r270VEkA/jPiK023hCR1KSHbERERNKxk6dDWbHiR2bN+gYHBwej40gGkD17duLMNkRGRuLh4WF0HBHJIDRiKyIikk6FR8fRbv5RcnebSM+ePY2OIxnERYs3uTp9ztwtwUZHkX/p1K3HRMYmGB1D5IWo2IqIiKRDZrOZQR8N4vHjx9jb2eHo6Gh0JMkgapQvgY0lid9+XKLpyFbs+qNoJq05TMkOg+jatSuzZ8/m5MmTmM1mo6OJPJOmIouIiKQzZrOZ9957j/mzZ4ONLa1atgAGGB1LMohq/j7MbFuY5s0HsXx5HTp37mx0JHkFOTycyJfVDXPBzJzdu58ffviBpKQkMmXKRNWqVQkICCAgIIBKlSrh7OxsdFwRTBbdShMREUk3zGYz7777LnPnzqVr164sWbKEfv36MX36dKOjSQbzxhtvsG3bNkJDQ/H29jY6jvxLT5484dChQ+zdu5d9+/axf/9+IiIisLe3p1y5clSrVu1p2fXx8TE6rmRAKrYiIiLpxP+W2vnz57Njxw5+/vlnBgwYwIQJE4yOJxnMvXv3KFq0KI0aNWLZsmVGx5FklpSUxMmTJ9m3b9/Tsnvt2jUA/P39CQgIoFq1alSsXIVE9xyUzZMJk8lkcGpJz1RsRURE0gGz2Uzfvn2ZN28eCxYsoEePHhQoUICwsDA++OADPv/8c6MjSga0ZMkSunfvzrp162jatKnRcSSFXb9+nX379j0tuydOnMCzdi98ilXG+8EJGhfPRpUqVahUqRKurq5Gx5V0RsVWRETEyj2r1N66dYtcuXLh5eVFv379GD16tNExJQOyWCw0atSI0NBQTp06hbu7u9GRJBVFREQwb/1+1pwOx+74Ko7u3kxERAS2traUKlWKqlWrUqVKFapWrUq+fPk0oiv/ihaPEhERsWJms5k+ffrw3XffsXDhQrp37w7Avn37ALCxscHe3t7IiJKBmUwm5syZQ4myFeg2agY/TPoYJ3tbo2NJKvHw8OCjjg35CIAOJCUlERoaSmBgIPv372fr1q188803AGTLlu1PRbd8+fI4OTkZGV+sjEZsRURErJTZbOadd95h/vz5fyq1AP3792fdunU8fvyYwYMH8/HHHxuYVDK6juO+5+i1R5TP7sDST9/GxkY7TsofwsLCOHDgAPv37ycwMJBDhw4RHR2Nvb09xeu9TqlGnZnYvS7ZPVVy5fn0W0VERMQKPa/Uwh8jttWqVSMxMRE7O03QEmONf6cNft5u/PzlCJo2bUpYWJjRkSSNyJo1K82aNWPcuHHs3LmTx48fc+TIEb788ksy5/En1mLHw+h4o2OKFdCIrYiIiJX531K7aNEiunXr9qefR0VFkSlTJmbNmsXAgQMZN24c/fv3NyityH9t3ryZLl264OTkxE8//USVKlWMjiRpXFxiEo52mr4u/0wjtiIiIlbkxqNo6n74FQuX/8zixYv/UmoBDh48SFJSEtWqVSMhIUEjtpJmNGzYkODgYPLmzUuNGjX48ssv0RiLPI9KrbwoFVsRERErMmz2Ku5GxfP++Dl07dr1ma/Zu3cvmTNnpkiRIpqKLGlO7ty52blzJwMGDGDgwIG0adOG8PBwo2OJiJVTsRUREbESV65cYdXE/hRxS2Diu6//7ev27dtHQEAA8Me0Za2KLGmNvb09kydPZs2aNezatYty5cpx5MgRo2OJiBVTsRUREbECFouFt99+mywebiwa2/9vp+clJiayf/9+AgICSEpKAtCIraRZLVu25OjRo2TJkoWAmnXoO2UpEbEJRscSESukYisiImIFFi9ezNatW5k9ezYeHh5/+7ovf92Pa6tR+BSpSMi1MLJ1msCRxy6pmFTk5eTPn5+9e/fS+K0h3A2PYmPIbaMjiYgV0i1cERGRNO7OnTsMHDiQLl260KRJk+e+dv+hI5hsbAmPjGLqVzMw2WYh1qL72JK2OTo68sPkT9hy6g71imUzOo6IWCFt9yMiIpLGtWvXjt27d3P69GmyZs363NdWqVKFkJOnqFqlMlu3bgVbO3Zt30bNmjVTKa2IiEjq0y1cERGRNGz16tWsXLmS6dOn/2OpvXPnDgcPHqRK5dfYtm0blStXhqREMmfOnEppRUREjKFiKyIikkY9evSI9957j+bNm9OhQ4d/fP369esBePDgARaLhRo1agDg5eWVojlFRKzZg6g4YuKTjI4h/5KesRUREUmjBg0aRHR0NLNmzcJkMv3j69euXYuvry/Hjx8nV65cHDhwAEAjtiIifyMqLpG+3x8m9Oh+uhWCxo0bU7x48Rf6nStpi56xFRERSYO2bdtG/fr1mTNnDm+//fY/vj46OprMmTOTkJDAqFGjSEhI4MsvvyQpKYnY2Fh9SBMReYYks4WPlgVyYOtaTqycQUxMDLlz56ZRo0Y0btyYevXqPXclekk7VGxFRETSmNDrYTTu/TF5E66xc+tmbGz++cmhr+cvZ8jwUZTJm4XAwEBCQkIoW7YsmTNn5uHDh6mQWkTEusXGxvL777+zceNGNm7cyNmzZ7Gzs6N4uw8JaNCC6d0CsLXRTcK0SlORRURE0pgD1yIIqFmbN2qWfqFSC7D9rgPetbry0+Q3sbW1pXTp0vhU74CNqxcWi0UjtiIi/8DJyYkGDRrQoEEDvvzySy5fvsymTZuYeyKWB3Em4hPNODvYGh1T/oZGbEVERNKYhCQzF+9HUST7i09/2x56l/tRcbxR0ffp93rM2kJ0ki3L362Nna3WixQReRXxiWbik8y4OWpMMC1TsRUREUmnEpLMJJktONlrhEFERNI3FVsRERERERGxapqXJCIiIiIiIlZNxVZERERERESsmoqtiIiIiEgaNOf3i4z4fht6clDkn6nYioiIiIikQUfP32DWkpVUr16do0ePGh1HJE1TsRURERERSYO+6VGdHz9+nfDwcCpUqMA777zD/fv3jY4lkiap2IqIiIiIpEF2tjbUr1eP4OBgvvrqK3766ScKFSrEjBkzSExMNDpesjObLWw+dZuHT+KNjiJWSMVWRERERCQNs7e354MPPuDcuXO0b9+e/v37U6ZMGXbs2GF0tGSTkJDAB2OmMW7uTyzYd9noOGKFVGxFRERERKyAt7c3c+bMISgoCE9PT+rWrcvrr7/OlStXjI72r5w9e5aAgABmjx9GNjdb2pXPbXQksUIqtiIiIiIiVqRcuXLs3buXpUuXEhgYSKk6rWgwegWX7kUaHe2lmM1mZsyYQZkyZQgPD2ffnt/5edz75M3ianQ0sUImi9YPFwPFxcXx8/aDrLmYyMhW5SidJ5PRkURERESsRmRkJG+M+54zYQnkt9xm4+yx2NvbGx3rH/148DJjv1vF6cUjee+dt5g4cSIuLi5GxxIrpmIrqer+/fsEBgayb98+9u3bR1BQEI6lm5C5VF3ebVGVj1uUMzqiiIiIiFWJTzQz64e1DHmzA02aNObHH3/E0dHR6FjP1W7mTg4cO8k75TwY8W53o+NIOqBiKynGbDZz9uzZpyU2MDCQc+fOAZArVy4CAgIICAggIuoJn89exo1je8jqldng1CIiIiLWaePGjbRp04ZatWqxevVqnJ2djY70t67df0zNpq9T3MeRdevWGR1H0gEVW0kWiUlmzt16SNjl00+L7P79+3n48CE2NjaUKlXqaZENCAggT548mEwmACZPnsznn3/O48ePDb4KEREREeu2Y8cOmjdvzmuvvcbatWtxc3MzOtLf+vnnn2nfvj1btmyhfv36RscRK6diK8li3p5LzPvxV078thCHR1eoXLkyAQEBVK1alddeew0PD4+/fW+/fv3YtWsXISEhqZhYREREJH3au3cvTZo0oWTJkmzYsAFPT0+jIz2TxWKhevXqREREEBwcjK2trdGRxIqp2EqyOH07gvlbj9GysCsBFcq81C+mli1bkpiYyPr161MwoYiIiEjGcfjwYRo2aYZP/beY2L87LV8rZHSkZzp06BCvvfYac+fOpXfv3kbHESumYiuGiktMomSPsRTI4sSmrz8xOo6IiIhIurFm12GGrzzCk4d3WTOkJWXKlDE60jN16tKN3ffs2TDnC0rnz2Z0HLFS2sfWII9jEhi6MpgpP243OoqhzGao16gpdRo2NTqKiIiISLrSsmYFxrxRjUyXd1C1alWWL19udKRn6tZ/GOWr1GTzmQdGRxErphFbg9x4FM2bM9dzYN0PvOYZxbhx46hYsaLRsSSVhUXGcD8qnqI50uazLyIiImL9YmJieOedd/j+++8ZOHAgEydOxM7OzuhYT1ksFg5cfkiJnB64O6X9PXglbVKxNVBsQiLr165l1KiRnD59mtatWzN27FiKFy9udDR5SauP3mDm9ysxndxAQlws8fHxf/lKSEj4y/c867xFHv/ivF/Fh7e6dHi6UrSIiIhIcrJYLMycOZMPP/yQGjVq8OOPP+Lt7W10LJFko2KbBiQlJbF8+XI+/fRTrly/QaU+U+jXqRmdqxQwOpq8oDXBN/l2+RoyXd+Lo4M9Dg4OODg4YG//3z//3y97e3suxTix68QlDi/6nHr16vLNN99QqFDaXNxBRERErN/u3btp3749jo6O/PLLL5QvX97oSCLJQsU2DYmPj2fy7MXMO5WIX748bBvazOhIkko2bNjA+++/z82bN/n4448ZOnToczdVN5stHL32iFK5M+Fgp0flRURE5MXduHGDtm3bcvxECP0nz+eTnm3J7OpgdCyRf0XFNo2Jj4/H078Cnw8dyEd9ehgdR1JRdHQ048ePZ+LEieTJk4eZM2fSuHFj4hKTcLC1+dM05TWHzjNj6a/UqFyeTzvVNjC1iIiIWKPY2Fjaf/g5pxOykMk2gRWD2+Dn52d0LJFXpqGeNObmzZvEXguhVMFcRkeRVObi4sLYsWMJCQkhX758NGnShNbt3qDX7O3Ufn8C/3sPyivpEUGHDnDj4AYDE4uIiIi1cnJyYvGUkVQpUZB7B9dSrFgxBg0aRHh4uNHRRF6Jim0ac+3aNQB8fX0NTiJGKVy4MNu2bWP58uUc2LeHjSuXcnj7ekqXLs2TJ08AiH8SQcTBVdw8f8rgtCIiImKtMrs68v2AFpzdv5VRo0Yxe/Zs/P39mTVrFomJiUbHE3kpKrZpzH+KbZ48eQxOIkYymUw0b9OOM6Gn6VzSk+iz+wgJCcHX15erV6/y4MEf+7yFhIQYnFRERESsnbOzMyNGjODcuXM0b96c999/n9KlS7Np0yajo4m8MBXbNObC1RtkzZ0fFxcXo6OIgfacv0/zkfMp26IXAOPGjcPLy4uHDx/i5+fHzl27sLW148aNG9y9e9fgtCIiIpIe5MyZkwULFhAUFIS3tzeNGzemSZMmhIaGGh1N5B+p2KYxweTHt/VgtKZXxpY3iyuWuCfcOnOUmTNnMnz4cB4+fIjJZCIxMYlfn/iRs98y7LLk5vDhw0bHFRERkXSkXLly7Ny5k1WrVnH27FlKlixJ9w8+YVfIFaOjifwtFds0pmvjAPq0a/inFXAl4/H1cmHX1wO5feYogwcPxtPTE/hjirLJ3gGH7H6YHF1wyOrLrFmziI2NNTixiIiIpCcmk4k2bdpw+vRpJkyYwLYrsfx05KbRsUT+lrb7EUlDroZFcu/qOQL37mXPnj3s2bOHe/fuYWNjg52dHfHx8QA45i6GXabsPDm5E0wmcubIzuDBg3n77bc1jV1ERESSXeD5u8QkQt2i2YyOIvJMKrYiacTx6+G8O2kBIft3EXnkN5zdM+FStDqRJ3cRHx0JgI2NDWaz+el7vBr0xa1MIxJ3z+X2oQ1kKt+E7n36M61XPY36i4iIiEiGYWd0ABH5Q35vVyqWKk5+y13yNSrF+UQv9h0JITZ/eeJP7QL4U6kFcMxVFJONLdFOWfH09MTRKydPTM5YLKBeKyIiIiIZhUZsRdKog0FH6TRkIrcOb6JD29Zs3ryZO3fu/Ok1dp7ZcMpXhpgze0iKi+bjTz5h3LgvsLVRqxURERGRjEPFViSNMZvNTJ06lWHDhuHu7k5SUhIREREAuHt5E/nwPvDHog4uLi54e3tz7do1PD09efToEW+//TZz5swx8hJERERERFKVVkUWSUOuPYym/FtfMOqbpSQmJpIlSxbat2+Pvb09Fdr2wa7C6zjmKUFAQADwx4bqFStWxNXVlV69elGgQAGWbDlM/f6TSTLrnpWIiIiIZAwqtiJpyJO4RPyKlqBm/caEhIRw4sQJAgMDcXFx4fiezWTL7I4l8j6HDh2iSJEiREZG4u/vT48ePViyZAnHjx+nWI0m5CxSlsjYBKMvR0REREQkVWjxKJE0pGgOD34e3ApohdlsoVW33pw+fRo3NzeWzpjAqlWruGWOwdvXlzp16hAaGkr+/PmpXr06M2bM4JdffmH//M8Ij4knk4uD0ZcjIiIiIpIqNGIrkkYtPXCZw2H25K3UgJCQENq1a8emTZuIiIhg1qxZZMqcBftsBciTJw+FCxemQYMGzJw5Ewc7G3zcnYyOLyIiIiKSalRsRdKo6oWy8cF7fdi/cSX58uXjh817MZVoQo069WnQoAGPfUqSrXwDHth7A/D+++9z6NAhDh06ZHByERERSQkx8UmsPnpDjxuJPINWRRaxErO2h7Jq0y4Gv16DRq8V59rDaH47fosulfPi6WxPUlIS/v7+VKtWjSVLlhgdV0RERJLZ8kPXWLJhL5HXQlkyvAcFCxY0OpJImqFiK2IlkswWbj2OIU9ml799zZQpUxg+fDjXr1/Hx8cnFdOJiIhISnv4JJ5hCzawfsZw7l29QP/+/RkxYgQeHh5GRxMxnKYii1gJWxvTc0stQK9evbC1tWXevHmplEpERERSi5erA7P7teLsscMMHz6cmTNn4u/vz7TZC7gaFml0PBFDacRWJJ3p3bs3Gzdu5PLly9jb2xsdR0RERFLIjRs3GDp0KFtiC1C1ek1W96uNyWQyOpaIIVRsRdKZ48ePU6ZMGX7++Wdef/11o+OIiIhICvty/VGc3DzpW1PP3ErGpWIrkg5Vrd+MaO9iBC76AhcHbVctIiIiIumbnrEVSYd8KrfAxiUTBy89MDqKiIiIiEiK01COSDr05Mg6bB28qVFIKyOLiIiISPqnEVuRdCYsLIydWzbQq2EFbG20gISIiIiIpH8qtiLpzKpVq7BYLLRt29boKCIiIiIiqUKLR4mkM3Xq1MHOzo4tW7YYHUVEREREJFVoxFYkHbl9+za7du2iQ4cORkcREREREUk1KrYi6cjKlSuxs7OjdevWRkcREREREUk1KrbyTEu3Hqbf0kPci4g1Ooq8hB9//JEGDRrg5eVldBQRERERkVSjYitPJSQksHLlSmrVqsX7Y78m5NwlrjyINjqWvKDr16+zb98+3njjDaOjiIiIiIikKhVb4d69e3z++efkz5+fdu3aYTab+fa9Fsx/rzGV8mvkz1r89NNPODo60qJFC6OjiIiIiIikKq2KnEFZLBYOHTrEzJkz+emnn7C1taVLly689957lC5d2uh48goqVqyIr68vq1atMjqKiEiGkJhkxs5WYwQiImmBndEBJHXFxsby448/MnPmTIKCgihQoADjx4+nZ8+eZM6c2eh48oo2HgrlnF0++rZpZ3QUEZEM4bs1O1h29C5eT67Tu34patasibOzs9GxREQyLBXbDCAuMYmb12/w3bw5zJs3j7CwMBo1asS6deto1KgRtra2RkeUf8nkkolefftRqXpRo6OIiKRr9+/fZ/DgwSxbt52Czd7lwumdrJ72MY6OjtSoUYOGDRvSsGFDihcvjslkMjquiEiGoanI6VyS2UKHWTvZvXUzCbvn0LNnT9599138/f2NjibJzGy2YGOjD1EiIinBbDazYMEChgwZAsCkSZPo1asXJpOJ0NBQNm/ezKZNm9i9ezdxcXF41+1J/dadWfhObRzsNF1ZRCSlacQ2nbMxgX/OrLjVeo2Zy0bi5uZmdCRJISq1IiIpIyQkhD59+hAYGEj37t2ZPHkyXlmyEnI9jKgb5zhw4AD79+8nJCSEuLg4AGxsbEEjtiIiqUYjtiIiIiLP8OTJE8aMGcPUqVPJnz8/b7/9NiaTiRMnThAU7oytTwEuB67HcvUIFStWpGrVqlSpUoXKlSvj4+NjdHwRkQxFxVZEREQEePz4MdeuXePylWtM2v+I86eOE7ZuGo6OjsTExADg5uZGiRIlKFimCon5q9Kjii91K5fF3t7+mce8HvaY1Udv0LZifnJndknNyxERyVA0FVlERETSvYSEBG7dusW1a9f+9isiIgIAG2cPcvT8CvtcxcmZKxddOnemcuXKlCxZknz58mFj82LPzF69epXmvYfgmrc4/jl6q9iKiKQgFVsRERFJd8Yu28a2E1eJ37+MG5fPc+vWLcxm89Ofe3l54evri6+vL7Vq1Xr65/98vdF3EJHhj7gaGcncuXPx8/N7qVK7detWOnbsiLu7O9M+HUTdEtlT6lJFRAQVWxEREUlHoqKiGDJkCMuO3iNP2ZqULOhPvZoBfyqtefLk+cfFFN0SwvHxdmXL2bMMGjSIt956i4ULFzJ79mxKlCjxt+8zm81MmDCBESNG0KBBA5YtW0aWLFmS+zJFUsXF+1F4OtuT1c3R6Cgi/0jP2IqIiEi68Pvvv9OzZ0/u3LnDxIkT6dOnL3Z2r7ZXe/PmzbGxseHXX38FYOfOnfTt25eLFy8ycOBARo0ahaur65/eEx4eTvfu3Vm7di2jRo1i1KhR2iterFZcYhLvLjlI0L5dzH6rNlWqVDE6kshzaWM1ERERsWoxMTF8+OGH1KpVixw5cnD8+HHef//9Vy61AHZ2diQmJj79e+3atTl+/Diffvop06dPp1ixYvz2229Pfx4SEkLFihX5/fff+e233xgzZoxKrVg1Rztb/DxNJN0IoWrVqnTo0IHLly8bHUvkb6nYioiIiNU6cOAAZcqU4dtvv2Xy5Mns3r0bPz+/f33c/1tsARwdHRkxYgQnT56kWLFitGjRgtatWzNjxgwqV66Mi4sLQUFBNGvW7F+fXyQtGNq2Cic2LmPRokXs27ePIkWKMHjwYMLDw42OJvIXmoosIiIiVicuLo7Ro0czadIkypcvz+LFiylatGiyHb9jx47cu3eP7du3P/PnFouF75evoO/bbxEdHU25cuXYsWMHnp6eyZZBJC2Jjo5m6tSpTJw4Ec/671KsXGXWDm6Ks5Oev5W0QSO2IiIiYlWOHDlC+fLlmTp1KmPHjiUwMDBZSy2Avb39X0Zs/9f9yFhmHY/HqVI7atWqRXBwMDVq1GD//v3JmkMkrXBxcWHkyJGcP3+ebP6lOH3lFmUrVGLDhg1onEzSAhVbERERsQqnbjyk38gJvPbaa9jb2xMUFMSwYcOws0v+TR6eNRX5fy1bvJDzJ4/Su1Mbdu7cSVBQEA4ODtRs3YWaQ+YRdO5GsmcSSQty5MjBnrFv8OM7AeT0yULTpk1p1KgRp06dMjqaZHAqtiIiIpLmhYWF0X7qr6y87kijxo3Zs2cPpUqVSrHzPa/Y3r59m9EjhtI2dwwTercAoFy5chw4cIBeA0dxLzyKZl37sHjxYo1kSbrk6mhHtUpl2b59O2vWrOHSpUuUKlWKd999l/v37xsdTzIoFVsRERFJ0y5dukRAQAAPj+8gW/xt1q9bR7FixZgxYwYxMTEpcs7nFduBAwfi4ODAhAkT/vR9W1tbvh3cjWUftaZ2QQ969OhBrVq1OH36dIpkFDGayWSiZcuWnDp1ismTJ7N8+XL8/f2ZOnUq8fHxRseTDEbFVkRERNKsI0eOUKVKFcxmM3vmfsqx5ZM4efIkNWrUYMCAAeTLl49JkyYRGRmZrOe965ibqLwBfxlx3bJlCytWrGDq1Kl4eXn95X0mk4lyhfPxw/LlbN26ldu3b1O6dGmGDh1KdHR0smYUSSscHBwYOHAg58+fp3Pnznz88ccUfa02H83fTFxiktHxJINQsRUREZE0aePGjdSsWZP8+fMTGBj4dBuf4sWLs3TpUs6ePUuLFi0YMWIEefPmZfTo0Tx8+DBZzp2YyReTV17iEs1PvxcbG8t7771HzZo16dq16z8eo169epw4cYKRI0fy5ZdfUqxYMdatW5cs+UTSIm9vb7755huOHz9OpjL1eRRr4dzdKKNjSQahYisiIiJpzoIFC2jevDl16tRhx44deHt7/+U1fn5+zJs3j4sXL9K1a1cmTpxI3rx5+fjjj7l79+6/On+T3Alc+HEclsT/TqecMGECV69e5dtvv8VkMr3QcZycnBg1ahQnT56kSJEiNG/enNatW3Pt2rV/lU8kLStevDg7Zg3nrUYVKJHTw+g4kkGo2EqquRcRS8jNx0bHEBGRNMxisTBmzBjefPNN3nrrLVavXo2Li8tz35MnTx6+/vprrly5wnvvvcesWbPIly8f7/X7gHUHTmM2v/wCTiWKFCIp6hEXL14E4Ny5c4wfP54hQ4a80tZCfn5+bNy4kZ9++omDBw9StGhRpkyZQkJCwksfS8QaeDrbU7Vg1he+CSTyb5ksWq5PUkmvmRt4kmjiuz71cHeyNzqOiIikMQkJCfTt25f58+czbtw4hg4d+kofih89esSMGTP4ZuspvPMXxT78Ki3L5aVhw4ZUrFjxhbYHun//Pj4+PqxatYrWrVtTv359Ll++zMmTJ3F2dn6Vy3sqIiKCUaNGMXP2XAq1fI/pn35EvWLZ/9UxRUQyOhVbSTWVmnfBKVt+ds/7THfvRETkT6Kiomjfvj1bt25l/vz5dOvW7V8fM/T6PSau3Ev4gdXs3rKe8PBwPD09qVu3Lg0bNqRBgwbky5fvme+1WCx4eXnx8ccf4+vrS+fOndm4cSONGjX617n+Y9f+IGbsvkL7upXoUNE32Y4rIpIRqdhKqoiLi8PT05NJkybxwQcfGB1HRETSkLt379K0aVPOnTvHqlWrqF+/frKfIzExkaCgIDZv3syWLVs4cOAAZrOZQoUK0aBBAxo2bEitWrVwc3N7+p7XXnsNPz8/tm3bRs2aNfnpp5+SPZfFYtHNXhGRZKBiK6li7969VK9enaNHj1K2bFmj44iISBqxeNtRRn/8IXG3z7NhwwbKlCmTKucNDw9nx44dbN68mc2bN3P16lXs7e0JCAh4Opo7ddqX7Nh7gCcP7xIaGkquXLlSJZuIiLw8FVtJFV988QUTJ07k4cOH2NraGh1HRETSgMjYBGoMXUzkozC2j+lI3rx5DclhsVi4cOHC09HcHTt28OTJE7K9PhIH39L439nJhAHdKV26NA4ODoZkFBGR51OxlVTRuHFj4I89CUVEROCP2TyN+oxk6mfDeadNPaPjPBUfH8/+/fvpOGcvdjkK83DtZJ5cOISjoyPly5encuXKT79y586tqcQiImnAPy8LKPIvnboZTki2+tTIbv7nF4uISIaxcOFCfKKv0rtVHaOj/ImDgwPFihXjzk/1sXHNRPki+Zlx8CAHDhzgwIED/PLLL0ybNg2AnDlz/qnoli9f/h+3JxIRkeSnYisp7kZ4LJ5ZvNl9PJBDhw5RqVIloyOlCVowREQysqioKH788UeGDBmCjY2N0XH+YtGiRdiaLCRG3Cco6AEFChSgUqVKTxdAvHv3Lgf/p+yOGTOGJ0+eYGtrS+nSpalcuTKlKlTGwbcUXWuVxM427V2jiEh6oqnIkiqOnL3Kez06cvxYMAsXLuSNN94wOpJhzGYzQ2cu52CkJ0NbVaRhce1dKCIZz6JFi+jVqxeXL1827Nnav2M2mylcuDA+Pj4EBgYCMHnyZAYNGvS370lMTOT06dNPi+6BAwe46VmCvH6FcXh8jQ87NKBt27Y4OTml1mWIiGQoun0oqaJ84bzs2rmDtm3b0rFjRz799FPM5ow1NTk+Pp6FCxdStGhRpn/1JZcuXEA38EUko1q4cCF16tRJc6UWYOfOnVy4cOFP2w598803z/13y87OjlKlSvH222+zYMECTp8+TdDPM6lZqQweMXfo0qULuXPnZtCgQZw7dy41LkNEJEPRx2pJNU5OTnz//feMGzeOz6dMp0a/qVy4F2l0rBQXFRXFl19+ScGCBenVqxePHz/G5u4Z1g+sR72iGq0VkYzn4sWL/P777/Ts2dPoKM80d+5cihYtSsmSJZ9+78qVK+zYseOljuOf24cZ/dqyY+tmzp49S48ePVi4cCGFCxembt26/Pzzz8THxyd3fBGRDEnFVlKVyWRi2LBhjJmxkBy++dh34YHRkVJMWFgYn376Kb6+vgwZMoS6devSuXNnwsLCWLVq1Z8+MImIZCSLFi3Cw8OD1q1bGx3lL+7du8cvv/zC22+/jZ3dH0uR+Pn5kTlzZmbPnv3Kxy1UqBBTpkzh5s2bLF26lPj4eNq3b0+ePHkYNmwYly9fTq5LECvzJC6RK2FPjI4hYvVUbMUQw3u2ZGz3hnSpnPamoP1bV69epX///vj6+jJlyhS6devGxYsXKV++PMuWLWPGjBk0atTI6JgiIoZISkpi8eLFvPHGG2ly9eCFCxdiY2NDt27dnhbbKlWq4ODgwJo1a7h169a/Or6TkxOdO3dmz549nDx5kg4dOjBr1iwKFixI48aN+fXXX0lMTEyOSxEr8eFPx2g+YQ2rtgUaHUXEqqnYiiFMJhNFsntga5N+VgU+deoU3bt3x8/Pj6VLlzJkyBCuXbvGV199RUhICAMGDGDgwIH07dvX6KgiIobZsWMH169fT5PTkBMTk5iz+AfatGnD3bt3OXr0KADnIm2x1OyLa8HyLFiwINnOV7x4caZPn87Nmzf57rvvePjwIa1atSJfvny8M2oqi3adSrZzSdrlQwT3rl/kjZZNGDp0KLGxsUZHErFKWhVZ5F8KDAxkwoQJ/Pbbb08XBnnzzTdxc3MD4NixY1SrVo369euzcuVKbG1tDU4sImKcTp06ERwczOnTp9PclmdjVh3m25828GjPcuJv/3eBp3xVm2L2q0nciY3Y3T/H1atXU+x3eXBwMHPmzGFtZF6wtae2TShTxn9Ojhw5UuR8kjZUr16dK1eucO/ePQoUKMCCBQuoUqWK0bFErIpGbEVeQURMPH2+3UjlRm0ICAjgwoULLFq0iIsXL9K/f/+npfbmzZs0bdqUIkWKsHTpUpVaEcnQgi/fY+s9Z1p065PmSi1A1aJ58HS2JynyAQ0bNuS7774DYMuiL1n9QR0en9nPzZs3Wb9+fYplKFu2LLNnz+brtxuTGLqDFd8vokCBAgwcOJB79+6l2HnFWEOHDuXGjRvMnTsXDw8PAgICGDhwINHR0UZHE7EaGrEVeUmHDx/m3S9m8zhrCexiHzP+9bI0b94cG5s/3yeKioqiRo0ahIWFcfDgQd1tF5EML/BiGL8cukjD4tmoVyqf0XGeyWKxsHDhwj/2rHVyJynva2yeNZLKZUvyyy+/0KZNG/z8/Dh//nyKZzl37hyVK1fG3d2d8PBwEhMT6devH4MHDyZLliwpfn5JPRaLhdKlS5MnTx7Wrl3LV199xYgRI8iVKxfz58+nZs2aRkcUSfM0Yivygq5cuULnzp2pVKkS0RcO0zGgELu++YSWLVv+pdQmJSXRsWNHLly4wLp161RqRUSAqgWzMrnja2m21MIfa0D06tWL0NBQijTsSuZ8RekxcjobN26kVatWtG7XkbAclXl/9LQUz1KoUCHWrVvH3bt3qVOnDv3792fmzJnky5ePkSNHcutuGBqfSB9MJhMDBg0hMNqHJduO8tFHH3HixAly5sxJrVq1eO+994iMTP9bJIr8Gyq2Iv8gPDycIUOGUKRIEXbs2MG8efM4HnyUMT2a4uPh9Mz3DBw4kI0bN/LTTz9RqlSpVE4sIiL/VrZs2dj07af0bl6DLJEXadKkCTVq1KBxuy54Zs/D95sCWbt2bYrnqFq1KsuWLePXX38lKSmJy5cv06dPH75csIKAQXNYsO9KimeQ1FGncQtqNW1LuI0HAP7+/uzatYsZM2awePFiSpQowZYtWwxOKZJ2qdiK/I34+HimT59OwYIF+eabb/jkk084f/48b7311tMtIJ5l5syZTJ8+Xdv6iIhYOQ8ne4Z3qsveXdvZsGED0dHRvN2+KT73jvDkyFratGnDkSNHUjxH27ZtmTZtGpMmTWLx4sWEh4cT8zgMZ1MS+bKkvS2T5NXk8/Zgft8GfFC30NPv2djY8P777xMSEoKfnx8NGzbkrbfeIjw83LigImmUnrEV+T8sFgurV6/mk08+4dKlS/Tq1YsxY8aQM2fOf3zv+vXradGiBQMGDGDq1KmpkFZERFLLf/59GDlyJKGhoQA4ODhw7tw58uZN2X3ZLRYLTZs2ZePGjTg7OzN16lTeeeedvzwKI+mXxWLhu+++46OPPsKjQCk6D/iUL7rVS1dbJ4r8G/ptKPI/Dhw4QLVq1Xj99dfx9/fn+PHjzJs374VK7bFjx+jQoQPNmzdn0qRJqZBWRERSk8lkom3btoSEhLB48WK8vb1xKFaXgNG/8NWinwkLC0uR8165cuVpqc2ZMycWi4UKFSqo1KaSsKg47kUav7esyWSid+/enDp1ihwVmxAWb8ftxzFGxxJJMzRiKxmexWJhTeApls0Yz6ofl1OqVCmmTJlC/fr1X/gY32w8ysTv15H14mb27NiCq6trCiYWEZG0ID4+nvoDv+K2TVaurZ5C/K0zlC9fngYNGtCwYUMqV66Mg4PDKx07JiaGfUHHGbM2hGNr5mH/4AKdOnWiRIkSTJk6lYjs5Zk+bgRv1CiRzFcl/+vChQt0nrGJCpUq803nCkbHeerRk3guP3hCOd/MRkcRSTNUbCXDO3Y9nIlL17N31w7GdqxO165dX2q/2ZCQEBpN2YKDWybmvFmDBuX8UzCtiIikJRaLhej4JMLD7rJ161a2bNnC1q1bCQsLw83Njdq1az8tun5+fs/cv/fRo0ccO3aM4ODgp19nzpzBLlcxctTtTsSNCzzcOvvp6032juRoNYRuHdoyvm3p1LzcDMNsNjN79mwGDx6MT+WW9Ov/IQNbVDQ6log8h4qtZHhxiUks2neZmgUzUyT3y+0LuG3bNlq3bk2srStd3x/M/LEDn/mhRUREMg6z2UxwcDBbtmxhy5Yt7Nu3j4SEBPLly0fthk0xF6hKztirnDl2mODgYK5cuQKAs7MzpUqVomzZsk+/8MpL8TxeuDjYYbFYMJvNmM1mzt6JIFsmN7zdHY292HTo+vXr9OrVi23bttG3b18mTZqEm5ub0bFE5B+o2Iq8ogULFvDOO++QJ08eHjx4wPXr1/Hw8DA6loiIpDFRUVHs2rWLLVu2sPH0fdxyF+bWhVOUcHz4pxJbuHDhl5oxJMknKiqKgwcPMnrLNS7duIPNntnM/24eDRo0MDqaiLwgFVuRl2SxWBg1ahSff/45PXv2ZPXq1fTu3ZvJkycbHU1ERNK4hCQz207eoFbRnDg7/P3WcZKygq8+5Netu3h8ag979+4lODiYpKQkcnWfQrZcvmz4sC7ZsnoZHVNEXoKKrchLiIuL480332TZsmVMnDgRe3t7hgwZwqVLl8iTJ4/R8UREROQFDF19gmU/rcL28DKqB1SlWrVqVKtWjfwF/TFjwtVRNx1ErI2KrcgLevjwIa1bt+bgwYMsWbKENm3aULBgQWrUqMH3339vdDwRERF5QaG3I7h69yGNyuQzOoqIJBMVW5EXcOnSJZo0aUJYWBi//vorAQEB/PDDD3Tq1Iljx45RurRWpRQRERERMYqKrcg/OHjwIM2bN8fT05MNGzbg7+9PTHwiFVu/RfbEe2zbvMHoiCIiIiIiGZoeIBB5jl9++YVOnTpRvnx51qxZQ9asWQFYd/wm/qUrUqF4IYMTioiIiIiIRmxFnuFJXAKfff0dkz95j3bt2rF48WKcnJz+5+eJrA+5TdOSObTAhIiIiIiIwVRsRZ5hxvazzF24hIDcjsz6YgQ2NjZGRxIRERERkb+hYivyDBfuRbHt1C16VffDwU6lVkREREQkLVOxFREREREREaumoSgRERERERGxaiq2IiIiIiIiYtVUbEVERERERMSqqdiKiIiIiIiIVVOxFZF07Ul0DE3GLOebneeNjiIiIiIiKcTO6AAiIv+G2WzBZAKTyfSXnz148IB69RtwxaMUeV0tUNvfgIQiIiIiktK03Y+IWK2bt+/w1ne/k9XRzJLBHf5Ubi9dukTjxo25du0aLi4u3Lp1C0dHRwPTioiIiEhK0VRkEbFK69evp1zZMgQH7mLN8kV07NiRJ0+eAHD48GGqVKlCQkICAAMGDFCpFREREUnHVGxFxKpER0fz7rvv0qxZMypWqMDxRZ+yaGRv1q1bR0BAAPPnz6dWrVoUKFCATp06YbFY6NOnj9GxRURERCQFaSqySAZgsVi4GxFHNg/HZz6Lai2CgoLo0qUL165dY9q0abzzzjtPryckJITatWvz4MEDqlWrxm+//Ubx4sVp0qQJ8+bNMzi5iIi8jGsPIvk1+AY9qvnh7mRvdBwRsQIasRXJAKau3su7C39nzbGbRkd5JUlJSXzxxRdUqVIFNzc3goOD6dOnz9NSazabWb58OQ8ePCBPnjzs37+f/v37c+vWLQYMGGBseBEReSFJSUns2rWLvn37UqXrx3zz81YavPkxx44dMzqaoSwWC+fvRpKYZDY6ikiapmIrks5dvHiRKSMHcu7UcQr5uBsd56VYLBYWbj1K5TpNGDlyJB9++CE7duzAz8+P/0w22XP2Di3f/JAJEyYwdepULl68SL9+/ViyZAm5cuXCz8/P4KsQEZG/Yzab2bt3Lx988AG5c+emdu3abNiwgVbFvajo60FY8FbKli1L586duXTpktFxDbH9zD2G/hBIr8nL0URLkb+nYiuSjt2/f59GjRrhkfiYXeN7UjyXp9GRXsri33by6bIdXMlcBrPZzOTJk/H09MTOzg4bGxvsPb3pPPt3jmeuRvkq1YmKimLjxo1kLxmAY+7i3HsUScnOwzhw8b7RlyIiIv8jMjaBll9uIV+L96levTqrV6/mjTfeYP/+/Vy5coVvJn/O98N7cPr4UWbPns3OnTspUqQI/fr14+7du0bHT1VFc3gQfu8WP04fS69evYiJiTE6kkiapGdsRdKpJ0+eULt2ba5du0ZgYCAFChQwOtJL+f3332nQuAnOFV+nW/0KVC+cnUePHrFv3z727dvHhQsXwMYOn/ajsSQl4Ht5A1cuX+JhZDS53p4DwL1VY8lbtwuD3+5C7+rWdf0iIulZWGQsZT/4lkw2cXzbsxpVq1bFxubvx1uio6OZPn06EyZMIDExkY8++oj3PhiAT5bMqZjaWEuWLOGdd96hePHirFq1irx58xodSSRNUbEVSYcSExNp2bIlv//+O7t376ZcuXJGR3op27Zto0WLFtjZ2VGhQgV69+7NsmXL2Lx5M2azmUyZMvHw4UM8PT15/PgxNjY2FC9enKpVqzJnzhy8Gr6Hk7MTe6a+i2vWHHi7OWFjY72LZomIpDe3bt0il28+flm1klYtW7zw+x4+fMiECRP4dtU2Cjfswqd93qB5qZwpmDRtCQ4Opk2bNkRGRrJixQrq1atndCSRNENTkUXSmf9sb7NlyxZWrVpldaV23bp1NGvWjHz58hEZGUlgYCCdOnXiwYMHvP766zg7O+Pm5sZHH33E48ePgT+e0QoJCWHBggUAPNoyizLxoRQoUIBsHs4qtSIiaczZs2chKYGiRQq/1Pu8vLyYNGkS29b+TK2A18ifxTWFEqZNZcuWJSgoiPLly9OwYUMmTZqk525F/j8VW5F0ZsyYMcyfP5/58+fToEEDo+O8sMQkM92/WMzrb36AxWIhNDQUOzs7hg0bxp49e/Dw8GDFihV07NiRwMBAli5dSq5cuXB1/eNDTZYsWUhISMDJyQlfX1/s7OwMviIREfk7586dw9bWlvz587/S+18rXpApnQMoYWVrRySHLFmysGHDBoYMGcLHH39Muzc6ceHWA6NjiRhOxVYkHZk3bx5jxozhiy++oFu3bkbHeSnf/7aDPaev4lG+Kb169cLR0ZHPPvsMX19fmjZtysmTJ9mwYQPz5s1j+vTpPHjwgJs3bz59JispKQmTyURsbKyeOxIRSePOnj1LgQIFcHBwMDqKVbK1tWX8+PGsXLmSvU+y8fb83dx5HGt0LBFDqdiKpBPr1q2jT58+vPvuu3zyySdGx3kp586dY2DPdvjE3+bQos/x9/fHYrGwa9cuevbsSatWrTh58iSNGzdm28kbLDgeha1XbgBmzZqFnZ0diYmJ5M6d++kx/7PHrYiIpD1nz56lUKFCRsewem3btmXsgF5UKelPJhd7o+OIGErFViQdWLF5H+07daFFixZMnz7dqkrdw4cPadasGdmzZ2fT3PF4uDgy9deDmOydOH78OGvWrGHx4sVkzvzHypcODo40adKEPn36ALB161aSkpIoW7Ys169fJ2fOnJw8edLISxIRkX9w7tw5Chd+uedr5dl61yvFuFYlcbK3NTqKiKFUbEWs3NFrj5i1+xIFWn7A8uXLsbW1nn/YEhISaNeuHQ8ePOC3337jwoUL1HlrGLY+BSjVvCcnT56kZcuWf3pPjULeLP6gKbF3L5MtWzaWLFlCxYoVOX/+PDly5GDOnDnEZi/JxcSMswWEiIg1uXj3MY+Lt8E5T3Gjo4hIOqLVVUSsXEFvN2q+VpZ6Xevi7OxsdJwXZrFY6NevH7///jvff/89o0aN4ocffqBYmYq88d5oRnSpj4fT30+r2rx5M/fv3+fdd9/F1s2LU+v3MbBtDZo1a0blvbfJkztPKl6NiIi8qOM3HpMlZ14OXos0OoqIpCPax1ZEDPH1118zYMAAGjRowK5du8iSJQufffYZPXr0+McVjfefu02LDyeQ6cl1Tm/9kY8WbGXX7t+ZNqgX9coVIiwqDhOQxc0xdS5GRERemNlsod+YqcybNIqQY8GakiwiyULFVkRS3dq1a2nVqhWOjo7Y2try8ccfM3DgwKdb9/yTC/eiWLLvAjXyu1OvTEHCouI4cOkBTUrk0J61IiJWICYmhuLFi+Pv78+mTZusam0IEUmbVGxFJFVtOnmLnsOn8ujwb/RoUYcxY8aQLVs2o2OJiEgqW7t2LS1btmT16tW0bt3a6DgiYuVUbEUkVe2/9IA56w/SukQWWtZ+zeg4IiJiEIvFQrNmzTh58iShoaG4uLgYHUlErJiKrYiIiEgGdftxDN5ujtjZGrNRxoULFyhevDgff/wxn332mSEZRCR90HY/IiIiIhnQmTsRDP/pEEMWbTUsg5+fH4MHD2bSpElcvHjRsBwiYv1UbCVDOn41jKGrj3M3ItboKCIiIobImcmZ0KMH+GH6OB49emRYjqFDh+Lj40P//v0NyyAi1k/FVjKckJAQmr4/llXbD7L9zD2j44iIiBjCw8meVSO7En3lOIMGDTIsh6urK19++SW7byQyZtF6w3KIiHVTsZUMIzExkfHjx1O2bFlub19ECadHtCmby+hYIiIihsmZMyeTJ09mwYIFbN++3bAcbdq0oVa7XsS45TQsg4hYNy0eJRnC2bNn6d69O4cOHcLJyYkaNWqwYcMGbGx0b0dERDI2s9lMnTp1uHHjBidOnDBsdeKHT+KxszXh4WRvyPlFxLrpU72ka2azmS+//JIyZcrw8OFDSpcujZeXF0uXLlWpFRERAWxsbJg7dy43btxg9OjRhuXwcnVQqRWRV6ZP9pJuXbp0idq1azNw4EDeeecd2rZty4kTJ/jhhx/ImjWr0fFERETSjEKFCvHpp58ydepUjh49anQcEZGXpqnIku5YLBbmzJnDoEGD8Pb2ZuHChSQmJtKgQQPGjh3L8OHDjY4oIiKS5iQkJFCxYkVMJhOHDh3C3l6jpyJiPTRiK+nK9evXadSoEX379qVz586cOHGCIkWK0KVLF+rVq8fQoUONjigiIpIm2dvb891333HixAmmTZtmdBwRkZeiEVtJF+ITk1j6/fd8OKA/7u7ufPfddzRq1IikpCQaNmzIqVOnOHbsGNmyZTM6qoiISJo2ePBgZs6cyYkTJ/D39zc6jojIC1GxFauXmGSmw9eb2Ll+Nc1yxfP111+TOXNmAMaOHcunn37Ktm3bqFOnjsFJRURE0r7o6GhKliyJr68vO3bswGQyGR1JROQfaSqyWD0bk4lyhfPxfo+OLFmy5Gmp3b17N6NHj2bUqFEqtSIiIi/IxcWFuXPnsmvXLubPn290HBGRF6IRW0mXgs9fp1mrNhTycWPbtm3Y2toaHUlERMSq9OrVi9WrV3P69Gly5sxpdBwRkefSiK2kS9/suoBbpbYsW7ZMpVZEROQVTJkyBScnJ/r162d0FBGRf6QRW0mXtpy+Q2RsIm3L5TY6ioiIiNVa/uPPfLg6lLqVy7L8w+ZGxxER+VsqtiIiIiLyTI+j46k+ehXh925y4qu3yJQpk9GRRESeScVWRERERP5W6MWrvFaxPB3btWXOnDlGxxEReSY9YysiIiIif6towbxM+Pwz5s6dy++//250HBGRZ9KIrYiIiIg8l9lspnr16jx48IBjx47h5ORkdCQRkT/RiK2IiIiIPJeNjQ3z5s3j0qVLjBs3zug4IiJ/oWIrIiIiYmUexyQQGZuQqucsVqwYw4YNY8KECZw8eTJVzy0i8k80FVlERETEiiQkmWn69S7C7t9n19DGeHh4pNq54+LiKFu2LB4eHuzbty/d7BX/S/ANDpy/y2dtyuBolz6uSSSj0YitiEgKi4lP4rfg64RHPuF59xIfxyRgNuteo4g8n63JxI2zx7lx+gjlypXj4MGDqXZuR0dH5s2bx8GDB5k1a1aqnTel7T59k+XrtvPFlK+NjiIir8jO6AAiIunZgwcP6PTZAi5G2XLvxG4ig9bi5OT0ly+y5COhXAd8nWIZ1aQI1apVw85Ov6JF5K9sbEyUe3KE83fOQ5YsBAQEMHr0aIYOHZoqI6gBAQH07duXYcOG0apVK/LkyZPi50xp414vhyl0C58N/Rhn4vnkk0+MjiQiL0mfmkREUkBSUhJz585lxIgRWFyz4lS2KQUco3hv7lxiY2P/9HX//n1+3Lgb18JRnAk9Qu3JfcmcOTNNmzalRYsWNGzYMFWnGopI2ufu7k5iYiIHDhxg7NixfPrpp2zatImlS5eSL1++FD//+PHj+fXXX3n33XdZu3YtJpMpxc+Zklwd7Zk2dgSedkkMHToUs9nMsGHDjI4lIi9Bz9iKiCSzvXv30q9fP44dO0avXr0YP348mzZtonv37gQHB1OmTJmnrz1//jz169fn7t27FCpUiODgYI4ePcratWtZu3Ytx48fx97entq1a9OiRQuaN2+Or6+vcRcnImnC4MGDWbt2LWfPngX++L3TpUsXwmMS6TriKya83QpXx5Qdv1izZg2tW7dmxYoVdOjQIUXPlZrGjBnD6NGjGTt2LCNGjDA6joi8ID1jKyKSTG7dukWXLl2oXr069vb2HDx4kPnz5+Pj40OnTp0oUKAAY8eOffr648ePU716dWxtbYmNjeWjjz7CxsaGChUq8Nlnn3Hs2DGuXLnCtGnTMJvNDBgwgLx581K2bFneHjmV8b8eIUnP5IpkSG5ubkRGRj79e7Vq1Th+/DhlW7/N3YhYdpy9l+IZWrVqRdu2bRkwbTFHL9xM8fOllk8//ZTPPvuMkSNHMmbMGKPjiMgL0oitiMi/FB8fz1dffcXYsWNxdnZm/Pjx9OzZExubP987XLBgAW+++SYnTpwgMjKSpk2bUqBAASpUqMDq1au5fv36H8/b/o3Hjx+zadMm1q5dy/akwrh4eLFuVCeK5fZK6UsUkTRm2rRpjB49moiIiD99PzI2ge2hd2lUIgdO9in/vO3JC9fo9fWv1KlWmQkdKqb4+VLTuHHjGDFiBKNGjWL06NFWP91aJL1TsRUReUXxiWamrtjCwi8GcencGd577z3GjBlDpkyZnvn6hIQEChUqRJ48eThy5AgVKlRg+fLlFC9enL59+zJ+/PgXPnfBctW5E2vD8vEf0bJli2S6IjGKxWLh1KlTrN24lZ2R3nRqGEDPgPxGx5I0bO7cufTp04ekpCRDC5fFYmF9yG2KZPfAz8fNsBwpZfz48QwbNoxPRnzK6FEjcUyFmwUi8mq0eJSIyCvade4eZy5cwqN4TY79tIISJUo89/X29vY0bNiQOXPmUKNGDTZt2sSSJUuIjIykT58+L3zeGzducCl4L76+vqxY8YOKrRWKjE3g6IVb3Dl1gM2bN7NlyxZu3ryJk5sHZbp9SiYXe6MjShqX6OiBe6U2PHgcSdZMxi0uZzKZaFYqp2HnT2lDhw7FYmPHjOMJ3F8cyHdvVTc6koj8DRVbEZFXVLOQN9EtmjNraG9cHf+5iCxYsIB58+bh6uWDnX8AFht7vvnmG5o1a0bevHlf+LybN2/GxsaGbt26MXXqVKKionBzS38jJenVzZs3aTvpF8JizFxfPwv/zHZ06NCBhg0bUr16dZydnY2OKFbgvmt+GrZoQ/CNSOobWGwzgo8HD+LW0v0U8/UxOoqIPIemIouIpLCEJDPjJk5lzPAhlCxZkge+NbHJXpjC9o/YPnsUW7ZsoX79+i98vPbt23P9+nWWL19OgQIFWLp0KZ07d07BK5DkEBMTw7Rp0/jiiy9wL1KVci3fZGrnKhQt+OI3NUT+IzI2gcNXHlKzkA+2Nnr2U0REqyKLiKSw0b8cZdaRCEyOroSHh1PM9Qkxty+wa/kMnJ2dKViw4AsfKzExka1bt9KoUSPy589P1apVWb58eQqml3/LYrHw888/U7RoUUaPHk2fPn04s/1nNox6Q6VWXpm7kz11imRTqRUR+f9UbEVEUlglvxw0CijLiSOHuHr1KtNGfMiDDV9jiXqAk5MTZcqU4fvvv+dFJtAcOnSI8PBwGjVqBECnTp3YsmULYWFhKX0Z8pIsFgtjV+6nUssetG/fnlKlSnHq1CmmTp36twuMiYiIyKtRsRURSWEty+RiycA2lCheDJPJhLu7OwAODg4EBwfTqlUrunXrxhtvvMGjR4+ee6zNmzfj5eVFhQoVAGjXrh0Wi4WVK1em+HXIy7n16Ak//H6SB1lKsHnzZtauXUuhQoWMjiUiIpIuqdiKiKSyB/G2ZG0xmDKt+5A3b16WLFnCihUr2LJlC6VKleK3zdtJSDIDYDabiYyM5M6dO5w9d56fjtygRqOW2Nr+seWEj48P9erV03TkNCjk0F6ubPyOyV2q0aBBA6PjiIiIpGsqtiIiqSxrFi86vfEGH7z/7tPvdejQgZCQEAoWLcU7iwLJ13IArq6u2Nra4uHhQY4cOShdrw1JnrnxDnj9T8fr1KkTe/bs4fr166l9KfIcy5YtI69dBG3qVDY6ioiISLqnVZFFRNKQ2PhE+i/cSezt85TLnICrqytubm64ubnh6OzCqWh32lcvQc5M/90SJiIignx1OtG2dQvmDX/bwPTyH0+ePCFbtmwMHTqU4cOHGx1HREQk3VOxFRFJB977bjt5c2VnSOPiRkcRYPny5XTu3JlLly6RP39+o+OIiIikeyq2IiLpQGKSGRuTCRtt/ZEmNGnShIiICPbu3Wt0FBERkQxBz9iKiKQDdrY2KrVpxL1799iyZQudO3c2OkqadPZOJNHxiUbHEBGRdEbFVkREJBn9+OOPmEwm2rdvb3SUNOfk1Xt89N0Gpm87a3QUERFJZ1RsRUREkklUXCJz9lyhTssOZMmSxeg4ac6aZQvYv3UdJbPo44eIiCQv/csiIiKSTNYcOk9Slnx4VW5jdJQ05/Hjx0ybMomOJT1p+lpRo+OIiEg6o2IrIiKSTLLE3OTGoc28X7ew0VHSnK+++oqYmBiGDRtmdBQREUmHVGxFRESSycVzZ4g/uZXXSqrY/q+HDx8ybdo0+vbtS86cOY2OIyIi6ZCKrYiISDIJDQ3F398fOzs7o6OkGYlJZlpN3YBTjV588sknRscREZF0SsVWREQkmYSGhlK0qJ4f/V9RMXFcDYvCt+Rr+Pj4GB1HRETSKRVbEZFUtOX0HWbvvojFYjE6iqQAFdu/2r19Cze+/5gZbfW/i4iIpBzNlRIRSSUWi4WB320mOjYef8cI6lYua3QkSUbh4eHcuXNHxfb/WLx4MaWLFKRy+dJGRxERkXRMI7YiIqlk7dq1XPhpIpbQrXRr24xr164ZHUmSUWhoKICK7f948OAB69ato3v37kZHERGRdE7FVkQkFURHR9O/f3/qlMpH4PKvcXR0pFGjRjx8+NDoaJJMQkNDMZlMFC6sFZH/Y8WKFVgsFjp27Gh0FBERSedUbEVEUsGECRO4ffs206dPJ0eOHGzatIn79+/TvHlzYmJijI4nyeD06dPkz58fZ2dno6OkCRGxCcw9EUOlTh9p0SgREUlxKrYiIins4sWLTJo0icGDB+Pn5wdAoUKFWLduHcfPXqbWB1O4+Sja4JTyb2nhqD+zWKB6zdq80amT0VFERCQDMFm0NKeISIpq1qwZISEhhIaG4uLi8qefjVm0njP3omle6zU6VfI1KKH8W2azhYJ1O9C0gj8zJ48zOo4YKC4xCYsFnOxtjY4iIpKhaFVkEZEU9Ntvv7F+/XpWrVr1l1ILMKJbE4KvPaJ0nkypH06STejtCMrVaoJD7lxGR5FUlpiYyJkzZzhy5AhHjhxhx5Oc1K7XgBkdyxkdTUQkQ9GIrYhIComJiaFYsWIULlyYjRs3YjKZjI4kKcRstrD+5G1ey+eFj4eT0XEkhQWev8OQHw4QHfQrZ7b9+PQ5+UKFCpG9Vmeat2rNoMYlDU4pIpKxqNiKiKSQ0aNH88UXX3Dy5EkKFSpkdBwRSSZtB44n6Elm8nKPloVcKV++PGXLlsXT09PoaBnK2HWnOXb5DkvfqYmzg6Z+i2R0KrYiIing0qVLFCtWjIEDB/LFF18YHUdEksnGjRtp0qQJn0+bybAB72omhoHqjfuV0xev0SNfFF+MGmp0HBExmIqtiEgyi4pLpMGQWdw4tofQDYtwdXU1OpKIJIO7d+9SqlQpypcvz/r161VqDfYoMhq/IsV4dPsaW7ZsoV69ekZHEhEDabsfEZFkFpeQRLGyr9GjzwcqtSLphMVioWfPngAsWrRIpTYNyOzuwi8/LMFisdC8eXNOnz5tdCQRMZBGbEVEUkCS2YKtTfr64JuYZMbGZCIxMYHLly9z/vx5fjl2G/s8xZnUoSIeTvZGRxRJERaLheFT5zL+4/fYsO43GjdubHQk+R89e/ZkyZIl5MiRg6CgILJnz250JBExgIqtiIj8oySzhddnbCP4wF6u//Q5ZrMZAK+6b5KtcHk2j+1OHq+/bmckkh7sPHuPT2f/iIdtAuumDDQ6jvwfjx49olChQkRFRVGiRAl27dql2TIiGZCmIouIyD+yMUHQnp242iQxe/Zsdu7cybFjx4jcs5SOvtEqtZKulcmdieaN6vPV4LeMjiLPkDlzZr7++mtiY2MJCQmhc+fOJCUlGR1LRFKZRmxFROQf3bp1i1y5crFq1SratGkDwKRJkxg1ahQ3btwga9asBicUkYzMYrHQsGFDTpw4QXzJljRo0owVHzY3OpaIpCKN2IqIyD86fPgwABUrVgTAbDYzZ84c2rVrp1IrIoYzmUzMmjWL8PBwShUtRIlCBVP0fBGxCUTEJqToOUTk5ajYiojIPwoKCsLHx4fcuXMDsGXLFi5dukTfvn0NTiYi8gc/Pz9GjhzJvm8/oaVvyk5FfmfRft78bk+KnkNEXo6mIouIyD9q1KgRdnZ2rFu3DoCWLVty5coVjh07pm1PRCTNiI+Pp0yZMmTKlIm9e/diY5MyYzg1+00mLCyMUz9MTJHji8jL04itiIg8l8ViISgoiAoVKgBw6fJV1m/awrvvvqtSKxleVFyi0RHkfzg4ODBnzhz279/PvHnzUuw8NTNH8njPshQ7voi8PBVbERF5ritXrvDgwYOnz9f2nLuDHO1H0/6NjgYnEzHW9weu8s68new7c8PoKPI/qlevzptvvsknn3zCnTt3UuQcvr6+3Lp1i4QEPWcrklao2IqIyHMFBQUBUKFCBdasWcPxPVspVyQfnu7uBicTMZaPYxJb1v3ChlUrjI4i/8fEiRNxyFWE18cuITo++UfVfX19sVgs3Lx5M9mPLSKvRsVWRESeKygoiDx58vDw4UO6du1K/RwJrBnWHhsbTUOWjK1h2QK8nt/C3K8m8uTJE6PjyP/IkiUL7d4fSeHSlbj+MCbZj589Vx7cK7Qg6MyVZD+2iLwaLR4lIiLPVadOHdzc3Dh79iz29vYcOHAANzc3o2OJpAlXrlzBz8+PKVOmMGDAAKPjyP+ITzRzMzyG/Fldk/3Y207e4IsfdlC6qB9fdqma7McXkZenYisiIn/LbDaTOXNmcubMyZ07dzh8+DB+fn5GxxJJU3r06MHWrVu5dOkSjo6ORseRVJCQZGb10RtU9/cmZyZno+OICCq2IiLyHGfOnKFYyTJYEuPYsGEDjRs3NjqSSJpz9uxZihYtyuzZs3n77beNjiMikiGp2IqIyN96a/qv/BYYQkc/+OrzEUbHEUmz2rdvT1BQEOfOncPOzs7oOCIiGY6KrYiI/K0fD19j84lrTGpfgazuTkbHEUmzjh8/TpkyZViyZAldu3Y1Oo6ISIajYisiIiKSDJo3b87Fixc5efIkNjbaeEJEJDXpt66IiIj8I4vFwqTNZ1iy/4rRUdKs4cOHExoayi+//GJ0FBGRDEcjtiIiYpWexCXy3Z5LVMzvRdWCWY2Ok+4lmS2Ue38G2TO7snncm0bHSbPq1avHw4cPOXLkCCaT9noWEUktGrEVERGrdPHGHb6cu5gtB04YHSVDsLUxYdm/mIKPjxkdJU0bPnw4wcHBbNy40egoIiIZioqtiIhYpTsXT3Ptl6l0qpjb6CgZhjkhDgc7W6NjpGm1atWiSpUqjBs3Dk2KExFJPSq2IiJilYKDg3FzdsDPz8/oKBlGYmKitrL5ByaTieHDhxMYGMju3buNjiMikmGo2IqIiFUKDg6mTJkyWn02FSUlJWFrqxHbf9KkSRPKlCnD559/bnSUVLE99C47z94zOoaIZHD6NCAiIlbp6NGjlC1b1ugYGUZ4dDwJNftxzEYj5P/EZDLxybDhHKUAE35K/6O2X208xpB56zX1WkQMpWIrIiJWJzIykvPnz6vYpqLYBDN2zm5EJmnE9kVUrduY7CWrsWz/JaOjpLg6OcyE/PwlmzZtMjqKiGRgKrYiImJ1jh8/DkC5cuUMTpL8boXHMGZNMJdvPzA6yp9k93TC58QyCtxJ/yOQySGPlyuv+9txZskoTp48aXScFDXgjUZUyOPBqFGjNGorIoZRsRUREasTHByMo6MjRYsWNTpKstt7IYwdu/fyWsvujBgxgjt37hgd6ansWTwJu3fX6BhWY2TvduR0s2HChAlGR0lRJpOJsWPHEhQUxNq1a42OIyIZlIqtiIhYnaNHj1KiRAns7e2NjpLs2pTNxccd69G5WiG+/vpr8uXLR+/evTlx6jQRsQmGZvP29ub+/fuGZrAm9vb2DBo0iBUrVnD58mWj46So2rVrU7t2bUaNGoXZbDY6johkQCaL5oyIiIiVKVOmDBUrVmTevHlGR0lRjx49Yu7cuXz99dckVe+Lh08uvEOW42xrwcHBAUdHRx5nKYZflYZM7VIVD6eULfojR45k8eLFXLt2LUXPk55ER0eTL18+Xn/9dWbNmmV0nBS1b98+qlWrxk8//US7du2MjiMiGYxGbEVExKrExcVx6tSpdPl87f+VOXNmPv74Yy5fvkzNiiXJ5OJAwXx5yZYtGy4uLiQlJREVl0h0QhJJSSl/n9rb25t79+7pOcqX4OLiQv/+/VmwYEGamlaeEgICAmjYsCGffvopSUlJRscRkQxGI7YiImJVjhw5QoUKFdi/fz+VK1c2Ok6GsmLFCjp27EhERATu7u6G5bh0PwofDyfcHO0My/AywsPD8fX1pW/fvkycONHoOCkq8MBBWnyxknaNa/Ft36ZGxxGRDEQjtiIiYlV2HDqBY3Y/SpUqZXSUDMfb2xvA0Odsw6LiGL4ikOHL9xiW4WVlypSJvn378u233xIeHm50nBRVrnwFAuo0wNMnj9FRRCSDUbEVEUlh9yPjuBUeY3SMdGPTXRfytf4Qk52j0VEynP8U23v37hmWIbOLA6f2beXC3vWGZXgVH374IfHx8XzzzTdGR0lRTva2rOxXly9alzQ6iohkMCq2IiIprOesLfRffhizWU9+JIdcljAizgfh7GBrdJQM54mdOzleH86mc48Ny2BrYyIgcxTXDm1OsXOER8czefMZLtyLSrZjZs+enZ49e/LVV18RHR2dbMdNi+xtbbCxMRkdQ0QyGBVbEZEUdP/+fQJ/WQj3zuuDXjJpUjQLt7ctTPdTOtMi35zZ6daxPVUrlDY0R6lSpThz5gxxcXEpcvxj1x+x+rcNTFyavKPCgwcP5uHDh8yfPz9ZjysiIiq2IiIpas6cOcSe2MTsfq2MjpJu+Pv7A3D+/HmDk2Q8uTI5M6FNKRoUy25ojtKlS5OYmEhoaGiKHL9mIR+cbh/n5KoZyXrcAgUK8MYbbzBlyhQSEozdk1hEJL1RsRURSSH/eZ6ua9euZMmSxeg46YaKrZQs+cfzmydOnEiR45tMJvp2aMqBwH2cPXs2WY/9ySefcO3aNZYvX56sxxURyehUbEVEUsjPP//MnTt36N+/v9FR0hUPDw98fHxUbDMwd3d3ChQokGLFFqBFixZkzpyZRYsWJetxS5YsSUDXj5iy9z63H2tRORGR5KJiKyKSAiwWC1999RUNGjSgWLFiRsdJd/z8/FRsM7hSpUpx/PjxFDu+k5MTHTt2ZMmSJSQlJSXrsXv06EGdOrWT9ZgiIhmdiq2ISAoIDAwkKChIo7UpxN/fX8U2gytVqlSKjtgC9OzZk1u3brF169ZkPe5bdUrwdcfy5PB0TtbjiohkZCq2IiIp4Ouvv6ZQoUI0atTI6CjpUnTeqtwo3omp877nwoULWCzaSimjKV26NPfu3ePOnTspdo7y5ctTvHjxZJ+OLCIiyU/FVkQkmV29epVVq1bRv39/bGz0azYlePv6Y8GGYSPH4O/vT/bs2WndujWTJ09m6669BJ67o7KbzpUqVQpIuQWk4I9FpHr27MmaNWt49OhRip1HRET+PX3iEhFJZt988w3u7u5069bN6Cjp1vQeNXA/NJ/GlUuwYcMGevfuzePHjxk9ejQdPl/MJws2Enw93OiYkoIKFCiAq6trik9H7ty5M4mJiaxYsSJFzyMiIv+Oiq2ISDJ68uQJ8+bNo3fv3ri5uRkdJ92ytbWlX5+3WLduHSVLluTzzz9nx44dPH78mDJeFm5fOkPhbO5Gx5QUZGNjQ8mSJVN0ASmA7NmzU71db746HMm9iNgUPZeIiLw6FVsRkWS0ZMkSIiIieP/9942Oku51794dFzd3psxe9PR7tra2nN+/mea5E3B1tDMunKSK1FhACiB3QEvi7d2Ys2pLip9LRERejYqtiEgyMZvNfP3117Ru3Zq8efMaHSfdc3d3p9JbY9nywJPjV+8DcP78eW7cuEHdunUNTiepoXTp0oSGhhIfH5+i55nRqw6+j08ye8S7hIeHp+i5RETk1ajYiogkkzUbNnPu4mUGDBhgdJQMo3vjAO5eOkPg1vUAbN++HTs7O2rUqGFwMkkNpUqVIiEhgTNnzqToeTK5OLB08lAiIyMYMmRIip5LRERejYqtiEgyiE1IYtrBCAp1GUNAQIDRcTKMrnXLUtXhGt9On4bFYmH79u1UqlQJd3c9X5sRlCxZEkjZlZH/I0+ePEyaNIl58+axY8eOFD+fiIi8HBVbEZFk4GBrQ50KxfmgWxtMJpPRcTKUAQMGEBISwvbt29m5c6emIWcgnp6e5C1QkCPHQ1LlfG+//TY1a9akd+/ePHnyJFXOKSIiL8Zk0UZ/IiJixSwWC2XKlMHT05M9e/awa9cuatasaXQsSSUlPpiL2c6JQ+M74ZYKC4adP3+eyt2HU7VBM34d1RUbG93IEhFJCzRiKyIiVs1kMjFgwAACg0/hnCkrlStXNjqSpCIfNwciH9zDLpX6pb+/Px3ffIc8/sXQyICISNqhEVsREbF6T6JjKNpnOm5ODpye+6HRcSQVrVmzhtatW3Pjxg1y5cqVKue0WCxYLGi0VkQkDdEmfyIiYvVcXZz5sGsrMrs6GB1FUlnZsmUBCA4OTrViazKZ0KP0IiJpi6Yii4hIuvBh/cL0qJrf6BiSynx9ffHy8iI4ONjoKCIiYiAVWxEREbFaJpOJsmXLcvToUaOjiIiIgVRsRURExKqVLVtWI7YiIhmciq2IiIhYtXLlynH16lUePHhgdBQRETGIiq2IiMgLOn3zEZ/+GsK9yFijo8j/+M8CUseOHTM2iIiIGEbFVkRE5AX8/vvvNP3gC5ZvDmTd0atGx5H/4e/vj4uLi56zFRHJwFRsRUREnuPOnTt07dqVmjVrYnt2O3f2r6FZyexGx5L/YWtrS5kyZfScrYhIBqZ9bEVERJ7hcUwC/b9dy9qZn2IbeZf58+cTExPDgAED8M7sYXQ8+T/Kli3L9u3bjY4hIiIG0YitiIjIM5y9EwkOLlRo2ZOzZ8/Sq1cvHj9+TKZMmTCZTEbHk/+jXLlynD17lqioKKOjiIiIAVRsRUREnqFivswMaRvAuskf4uXlBcCjR4/InDmzwcmMkZCQwKj5v1Jr4hb2XggzOs5flC1bFovFwokTJ4yOIiIiBlCxFREReQaTyUSxHB442P33n8rw8HAyZcpkXCgDnD9/nk8++YQ8efLw5ax5nL9wkRNnzhsd6y+KFy+Og3tm9gfpOVsRkYxIxVZEROQFZaQR2682nqBsx0EUKlSIOXPm0K5dO34c+y63l3yEn0Ok0fH+wsHBgaJdx7ArIqvRUURExABaPEpEROQFhYeHkyVLFqNjpIqrEUnYZs3HsmXLaN26Nc7OzkRHR2OJj+HevXtGx3umfh2b4eJga3QMERExgIqtiIjICwoPD8fPz8/oGKnii9alsLQuiYvDfz8quLi44ObmlmaL7ZvV8hsdQUREDKJiKyIi8oIePXqUYZ6xdf6bkU8fH580W2xFRCTj0jO2IiIiLygjLh71f6nYiohIWqRiKyIi8gLMZjPh4eEZZvGov6NiKyIiaZGKrYiIyAuIiorCbDZrxNbHh7t37xodQ0RE5E9UbEVERF7Ao0ePADRiqxFbERFJg1RsRUREXkB4eDhAhh+xzZYtG/fu3cNisRgdRURE5CkVWxERkRdw+sYDPKt3xsHVw+gohvLx8SE2NpaoqCijo4iIiDylYisiIvICbli8aNqyLWEWN6OjGMrHxwdA05FFRCRN0T62IiIiL+CDRiU5VSovZfNkMjqKof632BYsWNDgNCIiIn9QsRUREXkBjna2lPPN2AtHwX+LrVZGFhGRtERTkUVEROSFZcmSBRtHV+7c1VRkERFJO1RsRURE5IU9STDj32UMeyM0ei0iImmHpiKLiIjIC3Oxt6VH2yYUzZGxV4cWEZG0xWTRRnQiIiIiIiJixTQVWURERERERKyaiq2IiIiIiIhYNRVbERERERERsWoqtiIiIiIiImLVVGxFRERERETEqqnYioiIiIiIiFVTsRURERERERGrpmIrIiIiIiIiVk3FVkRERERERKyaiq2IiIiIiIhYNRVbERERERERsWoqtiIiIiIiImLVVGxFRERERETEqqnYioiIiIiIiFVTsRURERERERGrpmIrIiIiIiIiVk3FVkRERERERKyaiq2IiIiIiIhYNRVbERERERERsWoqtiIiIiIiImLVVGxFRERERETEqqnYioiIiIiIiFVTsRURERERERGrpmIrIiIiIiIiVk3FVkRERERERKyaiq2IiIiIiIhYNRVbERERERERsWoqtiIiIiIiImLVVGxFRERERETEqqnYioiIiIiIiFVTsRURERERERGrpmIrIiIiIiIiVk3FVkRERERERKyaiq2IiIiIiIhYNRVbERERERERsWoqtiIiIiIiImLVVGxFRERERETEqqnYioiIiIiIiFVTsRURERERERGrpmIrIiIiIiIiVk3FVkRERERERKyaiq2IiIiIiIhYNRVbERERERERsWoqtiIiIiIiImLVVGxFRERERETEqqnYioiIiIiIiFVTsRURERERERGrpmIrIiIiIiIiVk3FVkRERERERKyaiq2IiIiIiIhYNRVbERERERERsWoqtiIiIiIiImLVVGxFRERERETEqqnYioiIiIiIiFVTsRURERERERGrpmIrIiIiIiIiVk3FVkRERERERKyaiq2IiIiIiIhYNRVbERERERERsWoqtiIiIiIiImLVVGxFRERERETEqqnYioiIiIiIiFVTsRURERERERGrpmIrIiIiIiIiVk3FVkRERERERKyaiq2IiIiIiIhYNRVbERERERERsWoqtiIiIiIiImLVVGxFRERERETEqqnYioiIiIiIiFVTsRURERERERGrpmIrIiIiIiIiVk3FVkRERERERKyaiq2IiIiIiIhYNRVbERERERERsWoqtiIiIiIiImLVVGxFRERERETEqqnYioiIiIiIiFVTsRURERERERGrpmIrIiIiIiIiVk3FVkRERERERKyaiq2IiIiIiIhYNRVbERERERERsWoqtiIiIiIiImLVVGxFRERERETEqqnYioiIiIiIiFVTsRURERERERGrpmIrIiIiIiIiVu3/Afu2P6dR1msbAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1200x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import networkx as nx\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "fig = plt.figure(figsize=(12, 12))\n",
+    "ax = plt.subplot(111)\n",
+    "ax.set_title(\"Graph - Shapes\", fontsize=10)\n",
+    "\n",
+    "# create edges from dataframe\n",
+    "df_edges = pd.DataFrame(edges)\n",
+    "graph = nx.from_pandas_edgelist(df_edges, source=\"from\", target=\"to\", edge_attr=\"type\")\n",
+    "\n",
+    "# update node attributes from dataframe\n",
+    "# nodes_attr = nodes.set_index(\"index\").to_dict(orient=\"index\")\n",
+    "nx.set_node_attributes(graph, nodes)\n",
+    "# nx.set_node_attributes(graph, color = \"color\")\n",
+    "\n",
+    "measure_type = \"degree\"\n",
+    "measure_vector = {}\n",
+    "df = pd.DataFrame(\n",
+    "    columns=[\"degree\", \"eigenvector\", \"degree\", \"betweeness\", \"closeness\", \"pagerank\"]\n",
+    ")\n",
+    "\n",
+    "# if measure_type == \"eigenvector\":\n",
+    "#     measure_vector = nx.eigenvector_centrality(graph)\n",
+    "#     df[\"eigenvector\"] = measure_vector.values()\n",
+    "# if measure_type == \"degree\":#     measure_vector = nx.degree_centrality(graph)\n",
+    "#     df[\"degree\"] = measure_vector.values()\n",
+    "# if measure_type == \"betweeness\":\n",
+    "#     measure_vector = nx.betweenness_centrality(graph)\n",
+    "#     df[\"betweeness\"] = measure_vector.values()\n",
+    "# if measure_type == \"closeness\":\n",
+    "#     measure_vector = nx.closeness_centrality(graph)\n",
+    "#     df[\"closeness\"] = measure_vector.values()\n",
+    "# if measure_type == \"pagerank\":\n",
+    "#     measure_vector = nx.pagerank(graph)\n",
+    "#     df[\"pagerank\"] = measure_vector.values()\n",
+    "# if measure_type == \"average_degree\":\n",
+    "#     measure_vector = nx.average_degree_connectivity(graph)\n",
+    "\n",
+    "\n",
+    "df[\"eigenvector\"] = nx.eigenvector_centrality(graph).values()\n",
+    "df[\"degree\"] = nx.degree_centrality(graph).values()\n",
+    "df[\"betweeness\"] = nx.betweenness_centrality(graph).values()\n",
+    "df[\"closeness\"] = nx.closeness_centrality(graph).values()\n",
+    "df[\"pagerank\"] = nx.pagerank(graph).values()\n",
+    "print(df)\n",
+    "\n",
+    "# print(nx.get_node_attributes(graph, \"color\"))\n",
+    "# d = dict(graph.degree)\n",
+    "# print(d.values())\n",
+    "# nx.draw(graph, nodelist=d.keys(), node_size=[v * 100 for v in d.values()])\n",
+    "# print(df[\"pagerank\"].values)\n",
+    "nx.draw(graph, node_size=[v * 100 for v in df[\"pagerank\"].values])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "id": "dadf7794",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import igraph as ig\n",
+    "\n",
+    "# convert to igraph\n",
+    "h = ig.Graph.from_networkx(graph)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "id": "51aff9d0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot the same network with NetworkX and igraph\n",
+    "fig, (ax0, ax1) = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n",
+    "\n",
+    "# NetworkX draw\n",
+    "ax0.set_title(\"Plot with NetworkX draw\")\n",
+    "nx.draw_kamada_kawai(graph, node_size=50, ax=ax0)\n",
+    "\n",
+    "# igraph draw\n",
+    "ax1.set_title(\"Plot with igraph plot\")\n",
+    "layout = h.layout_kamada_kawai()\n",
+    "ig.plot(h, layout=layout, target=ax1)\n",
+    "plt.axis(\"off\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 329,
+   "id": "1bdfde0f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'p_545': array([ 0.24644178, -0.65448475]), 'c_53': array([ 0.25172606, -0.67279845]), 'p_758': array([-0.86434877,  0.38610327]), 'c_77': array([-0.84978533,  0.38038379]), 'p_1313': array([ 0.72130996, -0.36710122]), 'c_253': array([ 0.70852757, -0.36623573]), 'p_1706': array([-0.77111447,  0.09753039]), 'c_301': array([-0.80850142,  0.10561968]), 'p_1891': array([ 0.66479355, -0.23978674]), 'c_388': array([ 0.69705617, -0.24828967]), 'p_1892': array([ 0.71221769, -0.2456149 ]), 'p_1899': array([-0.31991175, -0.77520001]), 'c_392': array([-0.33197385, -0.80412871]), 'p_2332': array([0.53234857, 0.6426487 ]), 'c_523': array([0.50834757, 0.61692464]), 'p_2331': array([0.47786832, 0.58471727]), 'p_2457': array([ 0.94745272, -0.23671991]), 'c_574': array([ 0.90968883, -0.22755969]), 'p_2458': array([ 0.91960353, -0.21678263]), 'p_2499': array([-0.52924353, -0.58799565]), 'c_598': array([-0.52024382, -0.60042775]), 'p_2500': array([-0.50468677, -0.60200351]), 'p_3171': array([ 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'c_1105': array([ 0.33684039, -0.04460679]), 'c_1106': array([ 0.37289   , -0.00543005]), 'c_1122': array([ 0.36873832, -0.01511573]), 'c_1123': array([ 0.33248681, -0.06274033]), 'c_1124': array([ 0.39394245, -0.04373033]), 'c_1147': array([ 0.36150783, -0.06019835]), 'c_1148': array([ 0.37444434, -0.05260283]), 'c_1157': array([ 0.34601659, -0.00228112]), 'c_1159': array([ 0.34076416, -0.0102553 ]), 'c_1172': array([ 0.38259137, -0.0203386 ]), 'c_1173': array([ 0.38555133, -0.05691456]), 'c_1175': array([ 0.38743988, -0.04244421]), 'c_1176': array([ 0.39524671, -0.02625065]), 'c_1197': array([ 0.37926161, -0.06170921]), 'c_1198': array([ 0.38037443, -0.01191757]), 'c_1200': array([ 0.38023379, -0.00347306]), 'c_1094': array([-0.58777159, -0.51149172]), 'c_1206': array([-0.56415993, -0.49428269]), 'c_1162': array([-0.53672165, -0.47286844]), 'c_1218': array([ 0.37313074, -0.06775571]), 'c_1219': array([ 0.36237958, -0.00682806]), 'c_1231': array([ 0.36544847, -0.04892315]), 'c_1233': array([ 0.35712701, -0.07000413]), 'c_1238': array([ 0.33461368, -0.01572333]), 'c_1240': array([ 0.33669409, -0.03427922]), 'c_1248': array([ 0.32586235, -0.04408909]), 'c_1249': array([ 0.38177201, -0.03127454]), 'c_1250': array([ 0.32757518, -0.01933708]), 'c_1251': array([ 0.32758036, -0.02771006]), 'c_2379': array([ 0.32408422, -0.58917701]), 'c_1270': array([ 0.34906629, -0.62705892]), 'c_2327': array([ 0.37475809, -0.66316223]), 'c_2944': array([0.04551697, 0.68653387]), 'c_1293': array([0.05085019, 0.67517036]), 'c_1235': array([0.07081959, 0.65149552]), 'c_1264': array([0.12935558, 0.64414626]), 'c_1383': array([0.10137855, 0.64132315]), 'c_1386': array([0.09851787, 0.64856815]), 'c_1355': array([ 0.82241559, -0.31753954]), 'c_1420': array([ 0.8195464 , -0.30419511]), 'c_1430': array([0.06742319, 0.68668365]), 'c_1496': array([0.10191645, 0.65506673]), 'c_1903': array([-0.35814053, -0.51938403]), 'c_1512': array([-0.33440235, -0.48814237]), 'c_1869': array([0.64408255, 0.59832639]), 'c_1537': array([0.63328505, 0.57083231]), 'c_1603': array([0.64255816, 0.54321665]), 'c_1981': array([0.26631626, 0.72518736]), 'c_1547': array([0.27014524, 0.75248879]), 'c_1679': array([0.25998336, 0.72586066]), 'c_1579': array([-0.37284708, -0.54808378]), 'c_1583': array([0.26035067, 0.74551511]), 'c_1744': array([0.08294477, 0.90066779]), 'c_1597': array([0.09022373, 0.91776788]), 'c_1743': array([0.09686463, 0.93557763]), 'c_1604': array([0.66678464, 0.54642731]), 'c_1811': array([0.67305291, 0.56152081]), 'c_1683': array([ 0.41453877, -0.71948892]), 'c_1624': array([ 0.3970162 , -0.69383496]), 'c_30': array([0.35588172, 0.72301549]), 'c_1668': array([0.37727302, 0.70781296]), 'c_2034': array([0.40047866, 0.71676832]), 'c_1731': array([0.25845909, 0.702461  ]), 'c_1657': array([ 0.48276979, -0.61820537]), 'c_1742': array([ 0.50122279, -0.64388323]), 'c_1557': array([ 0.50431681, -0.65713924]), 'c_2597': array([-0.74569619,  0.46925619]), 'c_1754': array([-0.74336129,  0.4860945 ]), 'c_1875': array([-0.71908712,  0.47396153]), 'c_1641': array([-0.77815491,  0.50761724]), 'c_92': array([-0.7632618 ,  0.50321198]), 'c_1952': array([0.71659744, 0.59213579]), 'c_1778': array([0.684645  , 0.56989288]), 'c_1813': array([-0.38022086, -0.53653485]), 'c_1847': array([0.34200403, 0.75114036]), 'c_1784': array([0.34770387, 0.7827059 ]), 'c_1781': array([0.85554755, 0.24216369]), 'c_1873': array([0.83161747, 0.2341381 ]), 'c_1844': array([0.80422688, 0.22492795]), 'c_1919': array([0.27870911, 0.74648231]), 'c_1975': array([-0.39943853, -0.75738204]), 'c_1928': array([-0.38414264, -0.73542601]), 'c_1691': array([-0.3689253 , -0.73868114]), 'c_1779': array([0.66710126, 0.5926289 ]), 'c_1930': array([0.65188688, 0.56957197]), 'c_1934': array([0.36657166, 0.77199107]), 'c_1935': array([0.35072345, 0.7438283 ]), 'c_1572': array([0.36544725, 0.74551475]), 'c_1695': array([0.6766417 , 0.51673967]), 'c_1976': array([0.65008199, 0.51734024]), 'c_2021': array([0.15432699, 0.66470683]), 'c_2136': array([0.15983179, 0.67244393]), 'c_2020': array([-0.15838665, -0.46575794]), 'c_2022': array([-0.17865103, -0.4667705 ]), 'c_2041': array([-0.18394314, -0.44711056]), 'c_2082': array([-0.20219143, -0.47203553]), 'c_2193': array([-0.19360952, -0.48136631]), 'c_2042': array([-0.16000919, -0.45434549]), 'c_2044': array([0.13912715, 0.674429  ]), 'c_2060': array([ 0.07985522, -0.66715688]), 'c_2080': array([ 0.09397388, -0.65635413]), 'c_2084': array([0.14708209, 0.6784175 ]), 'c_2003': array([-0.23304221, -0.49866876]), 'c_2093': array([-0.21503837, -0.47146416]), 'c_3065': array([-0.22043782, -0.42569795]), 'c_2094': array([-0.20643224, -0.43453786]), 'c_1492': array([-0.66095924, -0.65180105]), 'c_2095': array([-0.63158536, -0.62435263]), 'c_41': array([-0.62721425, -0.63844866]), 'c_2096': array([0.14518449, 0.66501218]), 'c_2126': array([-0.20002939, -0.42604789]), 'c_2144': array([0.15992747, 0.65691417]), 'c_2159': array([-0.17499143, -0.47574165]), 'c_2171': array([-0.16567694, -0.47453386]), 'c_2195': array([-0.17007072, -0.45815167]), 'c_2254': array([ 0.74687177, -0.1000371 ]), 'c_2222': array([ 0.72305346, -0.1079925 ]), 'c_2269': array([ 0.69888258, -0.10348944]), 'c_2256': array([ 0.76116455, -0.13366483]), 'c_2255': array([ 0.74202967, -0.12344858]), 'c_2382': array([0.72117853, 0.10482281]), 'c_2265': array([0.76940089, 0.11499198]), 'c_2405': array([0.81465662, 0.12470272]), 'c_2100': array([0.54295903, 0.71284288]), 'c_2266': array([0.56642848, 0.74189109]), 'c_2407': array([0.59013325, 0.77109402]), 'c_2402': array([ 0.45295566, -0.57361037]), 'c_2309': array([ 0.43243206, -0.54374945]), 'c_444': array([ 0.4353798 , -0.51874912]), 'c_2179': array([ 0.43667558, -0.56893039]), 'c_2264': array([0.89218992, 0.14274904]), 'c_2312': array([0.85584539, 0.13405138]), 'c_2340': array([-0.75033498,  0.07106128]), 'c_2342': array([-0.73049641,  0.05805574]), 'c_2454': array([-0.72134566,  0.03515799]), 'c_1954': array([0.94587177, 0.05698339]), 'c_2376': array([0.92445844, 0.05865578]), 'c_1715': array([0.89456576, 0.05045198]), 'c_2400': array([-0.73447233,  0.01715756]), 'c_2363': array([-0.74961078,  0.01177676]), 'c_2411': array([0.06226656, 0.67786711]), 'c_2413': array([-0.64602077, -0.36087975]), 'c_2453': array([-0.74226147,  0.02735948]), 'c_2230': array([ 0.46513617, -0.48884466]), 'c_2462': array([ 0.44622841, -0.49691796]), 'c_3112': array([ 0.56780457, -0.43303657]), 'c_2467': array([ 0.59169793, -0.43890402]), 'c_3103': array([ 0.57128173, -0.42936608]), 'c_2589': array([-0.83085811, -0.27528247]), 'c_2476': array([-0.82105857, -0.28595155]), 'c_2552': array([-0.84904552, -0.29757366]), 'c_2639': array([-0.19782026,  0.68046707]), 'c_2520': array([-0.21761091,  0.72952795]), 'c_2568': array([-0.23172845,  0.76816529]), 'c_2569': array([-0.18248419,  0.69716626]), 'c_2543': array([-0.18321228,  0.71950722]), 'c_2493': array([-0.17519581,  0.69181293]), 'c_2595': array([-0.21922965,  0.6616621 ]), 'c_2670': array([-0.23321226,  0.64135993]), 'c_2628': array([0.02666868, 0.60197663]), 'c_2627': array([0.05257433, 0.59312236]), 'c_2570': array([0.07427182, 0.59892416]), 'c_2661': array([0.00402204, 0.62043357]), 'c_2544': array([-0.00817698,  0.64694721]), 'c_2689': array([-0.16867252,  0.70991093]), 'c_468': array([ 0.18899803, -0.1321906 ]), 'c_2699': array([ 0.1823006 , -0.09524805]), 'c_636': array([ 0.1769937 , -0.04300173]), 'c_2700': array([0.1877263 , 0.02571064]), 'c_2997': array([-0.22267285, -0.76284808]), 'c_2756': array([-0.21267398, -0.72777969]), 'c_2781': array([-0.20073742, -0.68616247]), 'c_2764': array([0.92990917, 0.0494688 ]), 'c_415': array([ 0.09316627, -0.16593547]), 'c_2818': array([ 0.10267746, -0.12790087]), 'c_2825': array([-0.30016971, -0.87639588]), 'c_2826': array([-0.31483001, -0.89133596]), 'c_2715': array([-0.31140935, -0.86405104]), 'c_2708': array([ 0.82946694, -0.15666144]), 'c_2874': array([ 0.80841416, -0.14609656]), 'c_2767': array([ 0.8291567 , -0.13917448]), 'c_2899': array([0.05785458, 0.68613982]), 'c_2911': array([ 0.12023028, -0.12052241]), 'c_2912': array([-0.81051326, -0.19035843]), 'c_2934': array([-0.8483941 , -0.19763701]), 'c_2998': array([-0.8759222 , -0.20357658]), 'c_2984': array([ 0.15508252, -0.07211198]), 'c_3009': array([ 0.60015333, -0.43873233]), 'c_3017': array([ 0.55748689, -0.44307038]), 'c_3022': array([0.15976001, 0.00952998]), 'c_3024': array([ 0.60282141, -0.47276434]), 'c_3102': array([ 0.63294852, -0.50048006]), 'c_3094': array([ 0.65587032, -0.47359464]), 'c_3025': array([ 0.61972213, -0.45317873]), 'c_3036': array([0.25015551, 0.69293958]), 'c_3106': array([-0.36084765, -0.62757379]), 'c_3040': array([-0.38343123, -0.65249568]), 'c_3031': array([-0.40349528, -0.66470802]), 'c_3041': array([0.25724614, 0.26638138]), 'c_589': array([0.23185666, 0.17498668]), 'c_3044': array([0.2248117 , 0.13483498]), 'c_3047': array([ 0.59034991, -0.41996682]), 'c_3057': array([ 0.59475327, -0.42787325]), 'c_3062': array([ 0.584041  , -0.45447716]), 'c_3073': array([0.21467441, 0.13834926]), 'c_3071': array([0.21625628, 0.12074738]), 'c_3074': array([ 0.56421477, -0.45206767]), 'c_3075': array([ 0.58031744, -0.41514942]), 'c_3098': array([0.21412575, 0.17116056]), 'c_3101': array([ 0.5747453 , -0.45681265]), 'c_3070': array([-0.44217378, -0.68701333]), 'c_3107': array([-0.41822436, -0.65557581]), 'c_3126': array([0.2219677 , 0.14166848]), 'c_3134': array([0.25209227, 0.22716849]), 'c_3136': array([ 0.53513855, -0.40652835]), 'c_3137': array([ 0.59352905, -0.4498398 ]), 'c_3145': array([ 0.58077002, -0.44385195])}\n"
+     ]
+    }
+   ],
+   "source": [
+    "pos = nx.spring_layout(graph)\n",
+    "# pos = nx.circular_layout(graph)\n",
+    "# pos = nx.planar_layout(graph)\n",
+    "# pos = nx.spectral_layout(graph)\n",
+    "print(pos)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "id": "8d01401a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{}\n"
+     ]
+    }
+   ],
+   "source": [
+    "#  Nur wenn Pos vorher gesetzt wurde\n",
+    "pos2 = nx.get_node_attributes(graph, \"pos\")\n",
+    "print(pos2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "id": "d205c9b1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "617\n",
+      "[('p_545', 'c_53'), ('p_758', 'c_77'), ('p_1313', 'c_253'), ('p_1706', 'c_301'), ('p_1891', 'c_388'), ('c_388', 'p_1892'), ('p_1899', 'c_392'), ('p_2332', 'c_523'), ('c_523', 'p_2331'), ('p_2457', 'c_574'), ('c_574', 'p_2458'), ('p_2499', 'c_598'), ('c_598', 'p_2500'), ('p_3171', 'c_770'), ('p_3382', 'c_827'), ('p_3382', 'c_895'), ('p_3382', 'c_992'), ('c_827', 'p_3486'), ('c_827', 'p_3519'), ('c_827', 'p_3530'), ('c_827', 'p_3531'), ('c_827', 'p_3541'), ('c_827', 'p_3591'), ('c_827', 'c_992'), ('c_827', 'c_2014'), ('p_3486', 'c_895'), ('p_3486', 'c_992'), ('p_3519', 'c_2014'), ('p_3530', 'c_2014'), ('p_3531', 'c_2014'), ('p_3541', 'c_2014'), ('p_3591', 'c_2014'), ('c_992', 'c_2080'), ('p_4319', 'c_1132'), ('p_4470', 'c_1201'), ('p_4905', 'c_1379'), ('c_1379', 'p_4906'), ('p_4919', 'c_1390'), ('p_5038', 'c_1444'), ('p_5084', 'c_1466'), ('p_5203', 'c_1552'), ('c_1552', 'p_5204'), ('p_6056', 'c_1913'), ('c_2014', 'c_2060'), ('p_6596', 'c_2081'), ('c_2081', 'p_6597'), ('c_2081', 'p_6598'), ('c_2081', 'p_6599'), ('c_2081', 'p_6600'), ('c_2081', 'p_6601'), ('c_2081', 'p_6602'), ('c_2081', 'p_6603'), ('c_2081', 'p_6604'), ('c_2081', 'p_6605'), ('c_2081', 'p_6606'), ('c_2081', 'p_6607'), ('c_2081', 'p_6608'), ('c_2081', 'p_6609'), ('c_2081', 'p_6610'), ('c_2081', 'p_6611'), ('c_2081', 'p_6612'), ('c_2081', 'p_6613'), ('c_2081', 'p_6614'), ('c_2081', 'p_6615'), ('c_2081', 'p_6616'), ('c_2081', 'p_6617'), ('c_2081', 'p_6618'), ('c_2081', 'p_6619'), ('c_2081', 'p_6620'), ('c_2081', 'p_6621'), ('c_2081', 'p_6622'), ('c_2081', 'p_6623'), ('c_2081', 'p_6624'), ('c_2081', 'p_6625'), ('c_2081', 'p_6626'), ('c_2081', 'p_6627'), ('c_2081', 'p_6628'), ('c_2081', 'p_6629'), ('c_2081', 'p_6630'), ('c_2081', 'p_6631'), ('c_2081', 'p_6632'), ('c_2081', 'p_6633'), ('c_2081', 'p_6634'), ('c_2081', 'p_6635'), ('c_2081', 'p_6636'), ('c_2081', 'p_6637'), ('c_2081', 'p_6638'), ('c_2081', 'p_6639'), ('c_2081', 'p_6640'), ('c_2081', 'p_6641'), ('c_2081', 'p_6642'), ('c_2081', 'p_6643'), ('c_2081', 'p_6644'), ('c_2081', 'p_6645'), ('c_2081', 'p_6646'), ('c_2081', 'p_6647'), ('c_2081', 'p_6648'), ('c_2081', 'p_6649'), ('c_2081', 'p_6650'), ('c_2081', 'p_6651'), ('c_2081', 'p_6652'), ('c_2081', 'p_6653'), ('c_2081', 'p_6654'), ('c_2081', 'p_6655'), ('c_2081', 'p_6656'), ('c_2081', 'p_6657'), ('c_2081', 'p_6658'), ('c_2081', 'p_6659'), ('c_2081', 'p_6660'), ('c_2081', 'p_6661'), ('c_2081', 'p_6662'), ('c_2081', 'p_6663'), ('c_2081', 'p_6664'), ('c_2081', 'p_6665'), ('c_2081', 'p_6666'), ('c_2081', 'p_6667'), ('c_2081', 'p_6668'), ('c_2081', 'p_6669'), ('c_2081', 'p_6670'), ('c_2081', 'p_6671'), ('c_2081', 'p_6672'), ('c_2081', 'p_6673'), ('c_2081', 'p_6674'), ('c_2081', 'p_6675'), ('c_2081', 'p_6676'), ('c_2081', 'p_6677'), ('c_2081', 'p_6678'), ('c_2081', 'p_6679'), ('c_2081', 'p_6680'), ('c_2081', 'p_6681'), ('c_2081', 'p_6682'), ('c_2081', 'p_6683'), ('c_2081', 'p_6684'), ('c_2081', 'p_6685'), ('c_2081', 'p_6686'), ('c_2081', 'p_6687'), ('c_2081', 'p_6688'), ('c_2081', 'p_6689'), ('c_2081', 'p_6690'), ('c_2081', 'p_6691'), ('c_2081', 'p_6692'), ('c_2081', 'p_6693'), ('c_2081', 'p_6694'), ('c_2081', 'p_6695'), ('c_2081', 'p_6696'), ('c_2081', 'p_6697'), ('c_2081', 'p_6698'), ('c_2081', 'p_6699'), ('c_2081', 'p_6700'), ('c_2081', 'p_6701'), ('c_2081', 'p_6702'), ('c_2081', 'p_6703'), ('c_2081', 'p_6704'), ('c_2081', 'p_6705'), ('c_2081', 'p_6706'), ('c_2081', 'p_6707'), ('c_2081', 'p_6708'), ('c_2081', 'p_6709'), ('c_2081', 'p_6710'), ('c_2081', 'p_6711'), ('c_2081', 'p_6712'), ('c_2081', 'p_6713'), ('c_2081', 'p_6714'), ('c_2081', 'p_6715'), ('c_2081', 'p_6716'), ('c_2081', 'p_6717'), ('c_2081', 'p_6718'), ('c_2081', 'p_6719'), ('c_2081', 'p_6720'), ('c_2081', 'p_6721'), ('c_2081', 'p_6722'), ('c_2081', 'p_6723'), ('c_2081', 'p_6724'), ('c_2081', 'p_6725'), ('c_2081', 'p_6726'), ('c_2081', 'p_6727'), ('c_2081', 'p_6728'), ('c_2081', 'p_6729'), ('c_2081', 'p_6730'), ('c_2081', 'p_6731'), ('c_2081', 'p_6732'), ('c_2081', 'p_6733'), ('c_2081', 'p_6734'), ('c_2081', 'p_6735'), ('c_2081', 'p_6736'), ('c_2081', 'p_6737'), ('c_2081', 'p_6738'), ('c_2081', 'p_6739'), ('c_2081', 'p_6740'), ('c_2081', 'p_6741'), ('c_2081', 'p_6742'), ('c_2081', 'p_6743'), ('c_2081', 'p_6744'), ('c_2081', 'p_6745'), ('c_2081', 'p_6746'), ('c_2081', 'p_6747'), ('c_2081', 'p_6748'), ('c_2081', 'p_6749'), ('c_2081', 'p_6750'), ('c_2081', 'p_6751'), ('c_2081', 'p_6752'), ('c_2081', 'p_6753'), ('c_2081', 'p_6754'), ('c_2081', 'p_6755'), ('c_2081', 'p_6756'), ('c_2081', 'p_6757'), ('c_2081', 'p_6758'), ('c_2081', 'p_6759'), ('c_2081', 'p_6760'), ('c_2081', 'p_6761'), ('c_2081', 'p_6762'), ('c_2081', 'p_6763'), ('c_2081', 'p_6764'), ('c_2081', 'p_6765'), ('c_2081', 'p_6766'), ('c_2081', 'p_6767'), ('c_2081', 'p_6768'), ('c_2081', 'p_6769'), ('c_2081', 'p_6770'), ('c_2081', 'p_6771'), ('c_2081', 'p_6772'), ('c_2081', 'p_6773'), ('c_2081', 'p_6774'), ('c_2081', 'p_6775'), ('c_2081', 'p_6776'), ('c_2081', 'p_6777'), ('c_2081', 'p_6778'), ('c_2081', 'p_6779'), ('c_2081', 'p_6780'), ('c_2081', 'p_6781'), ('c_2081', 'p_6782'), ('c_2081', 'p_6783'), ('c_2081', 'p_6784'), ('c_2081', 'p_6785'), ('c_2081', 'p_6786'), ('c_2081', 'p_6787'), ('c_2081', 'p_6788'), ('c_2081', 'p_6789'), ('c_2081', 'p_6790'), ('c_2081', 'p_6791'), ('c_2081', 'p_6792'), ('c_2081', 'p_6793'), ('c_2081', 'p_6794'), ('c_2081', 'p_6795'), ('c_2081', 'p_6796'), ('c_2081', 'p_6797'), ('c_2081', 'p_6798'), ('c_2081', 'p_6799'), ('c_2081', 'p_6800'), ('c_2081', 'p_6801'), ('c_2081', 'p_6802'), ('c_2081', 'p_6803'), ('c_2081', 'p_6804'), ('c_2081', 'p_6805'), ('c_2081', 'p_6806'), ('c_2081', 'p_6807'), ('c_2081', 'p_6808'), ('c_2081', 'p_6809'), ('c_2081', 'p_6810'), ('c_2081', 'p_6811'), ('c_2081', 'p_6812'), ('c_2081', 'p_6813'), ('c_2081', 'p_6814'), ('c_2081', 'p_6815'), ('c_2081', 'p_6816'), ('c_2081', 'p_6817'), ('c_2081', 'p_6818'), ('c_2081', 'p_6819'), ('c_2081', 'p_6820'), ('c_2081', 'p_6821'), ('p_7347', 'c_2316'), ('c_2316', 'p_7348'), ('p_7647', 'c_2444'), ('c_2444', 'p_7648'), ('p_7679', 'c_2470'), ('p_7864', 'c_2538'), ('c_307', 'c_258'), ('c_258', 'c_353'), ('c_258', 'c_370'), ('c_370', 'c_371'), ('c_435', 'c_403'), ('c_435', 'c_3041'), ('c_435', 'c_3134'), ('c_403', 'c_455'), ('c_455', 'c_3041'), ('c_455', 'c_3098'), ('c_400', 'c_482'), ('c_482', 'c_633'), ('c_572', 'c_498'), ('c_498', 'c_484'), ('c_484', 'c_610'), ('c_494', 'c_536'), ('c_536', 'c_568'), ('c_493', 'c_539'), ('c_539', 'c_582'), ('c_406', 'c_567'), ('c_567', 'c_459'), ('c_587', 'c_588'), ('c_587', 'c_2911'), ('c_588', 'c_401'), ('c_401', 'c_2818'), ('c_401', 'c_2911'), ('c_401', 'c_2984'), ('c_401', 'c_3022'), ('c_487', 'c_610'), ('c_704', 'c_667'), ('c_667', 'c_666'), ('c_709', 'c_732'), ('c_732', 'c_765'), ('c_724', 'c_742'), ('c_742', 'c_746'), ('c_841', 'c_752'), ('c_841', 'c_868'), ('c_841', 'c_1009'), ('c_841', 'c_2413'), ('c_752', 'c_2293'), ('c_2293', 'c_868'), ('c_2293', 'c_930'), ('c_2293', 'c_2413'), ('c_925', 'c_839'), ('c_839', 'c_852'), ('c_954', 'c_843'), ('c_954', 'c_859'), ('c_954', 'c_871'), ('c_954', 'c_879'), ('c_954', 'c_908'), ('c_954', 'c_971'), ('c_954', 'c_983'), ('c_954', 'c_984'), ('c_954', 'c_996'), ('c_843', 'c_900'), ('c_900', 'c_859'), ('c_900', 'c_871'), ('c_900', 'c_879'), ('c_900', 'c_908'), ('c_900', 'c_955'), ('c_900', 'c_971'), ('c_900', 'c_983'), ('c_900', 'c_984'), ('c_900', 'c_996'), ('c_868', 'c_850'), ('c_948', 'c_930'), ('c_948', 'c_1009'), ('c_930', 'c_846'), ('c_832', 'c_939'), ('c_939', 'c_845'), ('c_867', 'c_949'), ('c_949', 'c_981'), ('c_985', 'c_955'), ('c_896', 'c_967'), ('c_967', 'c_840'), ('c_906', 'c_978'), ('c_978', 'c_811'), ('c_634', 'c_991'), ('c_991', 'c_600'), ('c_600', 'c_2700'), ('c_600', 'c_3022'), ('c_600', 'c_3044'), ('c_600', 'c_3071'), ('c_600', 'c_3073'), ('c_600', 'c_3098'), ('c_600', 'c_3126'), ('c_1191', 'c_1004'), ('c_1004', 'c_1112'), ('c_1220', 'c_1011'), ('c_1220', 'c_1012'), ('c_1220', 'c_1013'), ('c_1220', 'c_1014'), ('c_1220', 'c_1015'), ('c_1220', 'c_1016'), ('c_1220', 'c_1017'), ('c_1220', 'c_1018'), ('c_1220', 'c_1027'), ('c_1220', 'c_1030'), ('c_1220', 'c_1031'), ('c_1220', 'c_1045'), ('c_1220', 'c_1046'), ('c_1220', 'c_1047'), ('c_1220', 'c_1062'), ('c_1220', 'c_1064'), ('c_1220', 'c_1065'), ('c_1220', 'c_1066'), ('c_1220', 'c_1067'), ('c_1220', 'c_1079'), ('c_1220', 'c_1080'), ('c_1220', 'c_1081'), ('c_1220', 'c_1091'), ('c_1220', 'c_1092'), ('c_1220', 'c_1104'), ('c_1220', 'c_1105'), ('c_1220', 'c_1106'), ('c_1220', 'c_1122'), ('c_1220', 'c_1123'), ('c_1220', 'c_1124'), ('c_1220', 'c_1147'), ('c_1220', 'c_1148'), ('c_1220', 'c_1157'), ('c_1220', 'c_1159'), ('c_1220', 'c_1172'), ('c_1220', 'c_1173'), ('c_1220', 'c_1175'), ('c_1220', 'c_1176'), ('c_1220', 'c_1197'), ('c_1220', 'c_1198'), ('c_1220', 'c_1200'), ('c_1220', 'c_1218'), ('c_1220', 'c_1219'), ('c_1220', 'c_1231'), ('c_1220', 'c_1233'), ('c_1220', 'c_1238'), ('c_1220', 'c_1240'), ('c_1220', 'c_1248'), ('c_1220', 'c_1249'), ('c_1220', 'c_1250'), ('c_1220', 'c_1251'), ('c_1011', 'c_1048'), ('c_1048', 'c_1012'), ('c_1048', 'c_1013'), ('c_1048', 'c_1014'), ('c_1048', 'c_1015'), ('c_1048', 'c_1016'), ('c_1048', 'c_1017'), ('c_1048', 'c_1018'), ('c_1048', 'c_1027'), ('c_1048', 'c_1030'), ('c_1048', 'c_1031'), ('c_1048', 'c_1045'), ('c_1048', 'c_1046'), ('c_1048', 'c_1047'), ('c_1048', 'c_1062'), ('c_1048', 'c_1064'), ('c_1048', 'c_1065'), ('c_1048', 'c_1066'), ('c_1048', 'c_1067'), ('c_1048', 'c_1079'), ('c_1048', 'c_1080'), ('c_1048', 'c_1081'), ('c_1048', 'c_1091'), ('c_1048', 'c_1092'), ('c_1048', 'c_1104'), ('c_1048', 'c_1105'), ('c_1048', 'c_1106'), ('c_1048', 'c_1122'), ('c_1048', 'c_1123'), ('c_1048', 'c_1124'), ('c_1048', 'c_1147'), ('c_1048', 'c_1148'), ('c_1048', 'c_1157'), ('c_1048', 'c_1159'), ('c_1048', 'c_1172'), ('c_1048', 'c_1173'), ('c_1048', 'c_1175'), ('c_1048', 'c_1176'), ('c_1048', 'c_1197'), ('c_1048', 'c_1198'), ('c_1048', 'c_1200'), ('c_1048', 'c_1218'), ('c_1048', 'c_1219'), ('c_1048', 'c_1231'), ('c_1048', 'c_1233'), ('c_1048', 'c_1238'), ('c_1048', 'c_1240'), ('c_1048', 'c_1248'), ('c_1048', 'c_1249'), ('c_1048', 'c_1250'), ('c_1048', 'c_1251'), ('c_1229', 'c_1103'), ('c_1103', 'c_1899'), ('c_1094', 'c_1206'), ('c_1206', 'c_1162'), ('c_2379', 'c_1270'), ('c_1270', 'c_2327'), ('c_2327', 'c_1624'), ('c_2944', 'c_1293'), ('c_2944', 'c_1430'), ('c_2944', 'c_2411'), ('c_2944', 'c_2899'), ('c_1293', 'c_1235'), ('c_1235', 'c_1383'), ('c_1235', 'c_1386'), ('c_1235', 'c_1430'), ('c_1235', 'c_1496'), ('c_1235', 'c_2411'), ('c_1235', 'c_2899'), ('c_1264', 'c_1383'), ('c_1264', 'c_1386'), ('c_1264', 'c_1496'), ('c_1264', 'c_2021'), ('c_1264', 'c_2044'), ('c_1264', 'c_2084'), ('c_1264', 'c_2096'), ('c_1264', 'c_2144'), ('c_1355', 'c_1420'), ('c_1903', 'c_1512'), ('c_1903', 'c_1579'), ('c_1903', 'c_1813'), ('c_1869', 'c_1537'), ('c_1537', 'c_1603'), ('c_1603', 'c_1604'), ('c_1603', 'c_1811'), ('c_1603', 'c_1778'), ('c_1603', 'c_1930'), ('c_1603', 'c_1976'), ('c_1981', 'c_1547'), ('c_1981', 'c_1583'), ('c_1981', 'c_1731'), ('c_1981', 'c_1919'), ('c_1981', 'c_3036'), ('c_1547', 'c_1679'), ('c_1679', 'c_1583'), ('c_1679', 'c_1731'), ('c_1679', 'c_1919'), ('c_1679', 'c_3036'), ('c_1744', 'c_1597'), ('c_1597', 'c_1743'), ('c_1683', 'c_1624'), ('c_30', 'c_1668'), ('c_30', 'c_1847'), ('c_1668', 'c_2034'), ('c_1657', 'c_1742'), ('c_1742', 'c_1557'), ('c_2597', 'c_1754'), ('c_1754', 'c_1875'), ('c_1754', 'c_1641'), ('c_1754', 'c_92'), ('c_1952', 'c_1778'), ('c_1847', 'c_1784'), ('c_1781', 'c_1873'), ('c_1873', 'c_1844'), ('c_1975', 'c_1928'), ('c_1928', 'c_1691'), ('c_1779', 'c_1930'), ('c_1934', 'c_1935'), ('c_1935', 'c_1572'), ('c_1695', 'c_1976'), ('c_2021', 'c_2136'), ('c_2136', 'c_2044'), ('c_2136', 'c_2084'), ('c_2136', 'c_2096'), ('c_2136', 'c_2144'), ('c_2020', 'c_2022'), ('c_2020', 'c_2042'), ('c_2020', 'c_2159'), ('c_2020', 'c_2171'), ('c_2020', 'c_2195'), ('c_2022', 'c_2041'), ('c_2041', 'c_2082'), ('c_2041', 'c_2193'), ('c_2041', 'c_2042'), ('c_2041', 'c_2093'), ('c_2041', 'c_2094'), ('c_2041', 'c_2126'), ('c_2041', 'c_2159'), ('c_2041', 'c_2171'), ('c_2041', 'c_2195'), ('c_2060', 'c_2080'), ('c_2003', 'c_2093'), ('c_3065', 'c_2094'), ('c_3065', 'c_2126'), ('c_1492', 'c_2095'), ('c_2095', 'c_41'), ('c_2254', 'c_2222'), ('c_2222', 'c_2269'), ('c_2222', 'c_2255'), ('c_2256', 'c_2255'), ('c_2382', 'c_2265'), ('c_2265', 'c_2405'), ('c_2405', 'c_2312'), ('c_2100', 'c_2266'), ('c_2266', 'c_2407'), ('c_2402', 'c_2309'), ('c_2309', 'c_444'), ('c_2309', 'c_2179'), ('c_444', 'c_2462'), ('c_2264', 'c_2312'), ('c_2340', 'c_2342'), ('c_2342', 'c_2454'), ('c_2454', 'c_2400'), ('c_2454', 'c_2453'), ('c_1954', 'c_2376'), ('c_1954', 'c_2764'), ('c_2376', 'c_1715'), ('c_1715', 'c_2764'), ('c_2400', 'c_2363'), ('c_2363', 'c_2453'), ('c_2230', 'c_2462'), ('c_3112', 'c_2467'), ('c_3112', 'c_3009'), ('c_3112', 'c_3017'), ('c_3112', 'c_3024'), ('c_3112', 'c_3047'), ('c_3112', 'c_3057'), ('c_3112', 'c_3062'), ('c_3112', 'c_3074'), ('c_3112', 'c_3075'), ('c_3112', 'c_3101'), ('c_3112', 'c_3136'), ('c_3112', 'c_3137'), ('c_3112', 'c_3145'), ('c_2467', 'c_3103'), ('c_3103', 'c_3009'), ('c_3103', 'c_3017'), ('c_3103', 'c_3025'), ('c_3103', 'c_3047'), ('c_3103', 'c_3057'), ('c_3103', 'c_3062'), ('c_3103', 'c_3074'), ('c_3103', 'c_3075'), ('c_3103', 'c_3101'), ('c_3103', 'c_3136'), ('c_3103', 'c_3137'), ('c_3103', 'c_3145'), ('c_2589', 'c_2476'), ('c_2476', 'c_2552'), ('c_2639', 'c_2520'), ('c_2639', 'c_2595'), ('c_2639', 'c_2493'), ('c_2639', 'c_2569'), ('c_2520', 'c_2568'), ('c_2569', 'c_2543'), ('c_2569', 'c_2689'), ('c_2543', 'c_2493'), ('c_2493', 'c_2689'), ('c_2595', 'c_2670'), ('c_2628', 'c_2627'), ('c_2628', 'c_2661'), ('c_2627', 'c_2570'), ('c_2661', 'c_2544'), ('c_468', 'c_2699'), ('c_2699', 'c_636'), ('c_636', 'c_2700'), ('c_636', 'c_2984'), ('c_2997', 'c_2756'), ('c_2756', 'c_2781'), ('c_415', 'c_2818'), ('c_2825', 'c_2826'), ('c_2826', 'c_2715'), ('c_2708', 'c_2874'), ('c_2874', 'c_2767'), ('c_2912', 'c_2934'), ('c_2934', 'c_2998'), ('c_3024', 'c_3102'), ('c_3094', 'c_3025'), ('c_3106', 'c_3040'), ('c_3040', 'c_3031'), ('c_3031', 'c_3107'), ('c_589', 'c_3044'), ('c_589', 'c_3073'), ('c_589', 'c_3126'), ('c_589', 'c_3134'), ('c_3044', 'c_3071'), ('c_3073', 'c_3071'), ('c_3070', 'c_3107')]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(len(graph.nodes))\n",
+    "# for edge in graph.edges():\n",
+    "#     print(edge)\n",
+    "print(graph.edges)\n",
+    "# print(graph)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 330,
+   "id": "2b73ed2f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import plotly.graph_objects as go\n",
+    "\n",
+    "edge_x = []\n",
+    "edge_y = []\n",
+    "\n",
+    "edge_weight_x = []\n",
+    "edge_weight_y = []\n",
+    "G = graph\n",
+    "for edge in G.edges():\n",
+    "    x0, y0 = pos[edge[0]]\n",
+    "    x1, y1 = pos[edge[1]]\n",
+    "    edge_x.append(x0)\n",
+    "    edge_x.append(x1)\n",
+    "    edge_x.append(None)\n",
+    "    edge_y.append(y0)\n",
+    "    edge_y.append(y1)\n",
+    "    edge_y.append(None)\n",
+    "\n",
+    "    # edge_weight_x.append(x1 + x1 - x0)\n",
+    "    # edge_weight_y.append(y1 + y1 - y0)\n",
+    "    # edge_weight_x.append(x0 + x0 - x1)\n",
+    "    # edge_weight_y.append(y0 + y0 - y1)\n",
+    "    edge_weight_x.append(x0 + ((x1 - x0) / 2))\n",
+    "    edge_weight_y.append(y0 + ((y1 - y0) / 2))\n",
+    "\n",
+    "edge_trace = go.Scatter(\n",
+    "    x=edge_x,\n",
+    "    y=edge_y,\n",
+    "    line=dict(width=0.5, color=\"#888\"),\n",
+    "    hoverinfo=\"none\",\n",
+    "    mode=\"lines\",\n",
+    ")\n",
+    "\n",
+    "edge_weights_trace = go.Scatter(\n",
+    "    x=edge_weight_x,\n",
+    "    y=edge_weight_y,\n",
+    "    mode=\"text\",\n",
+    "    marker_size=1,\n",
+    "    text=[0.45, 0.7, 0.34],\n",
+    "    textposition=\"top center\",\n",
+    "    hovertemplate=\"weight: %{text}<extra></extra>\",\n",
+    ")\n",
+    "\n",
+    "\n",
+    "node_x = []\n",
+    "node_y = []\n",
+    "for node in G.nodes():\n",
+    "    x, y = pos[node]\n",
+    "    node_x.append(x)\n",
+    "    node_y.append(y)\n",
+    "\n",
+    "node_trace = go.Scatter(\n",
+    "    x=node_x,\n",
+    "    y=node_y,\n",
+    "    mode=\"markers\",\n",
+    "    hoverinfo=\"text\",\n",
+    "    marker=dict(\n",
+    "        showscale=True,\n",
+    "        # colorscale options\n",
+    "        #'Greys' | 'YlGnBu' | 'Greens' | 'YlOrRd' | 'Bluered' | 'RdBu' |\n",
+    "        #'Reds' | 'Blues' | 'Picnic' | 'Rainbow' | 'Portland' | 'Jet' |\n",
+    "        #'Hot' | 'Blackbody' | 'Earth' | 'Electric' | 'Viridis' |\n",
+    "        colorscale=\"YlGnBu\",\n",
+    "        reversescale=True,\n",
+    "        color=[],\n",
+    "        size=10,\n",
+    "        colorbar=dict(\n",
+    "            thickness=15, title=\"Node Connections\", xanchor=\"left\", titleside=\"right\"\n",
+    "        ),\n",
+    "        line_width=2,\n",
+    "    ),\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "63f31551",
+   "metadata": {},
+   "source": [
+    "Überleibsel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 325,
+   "id": "b88a0b10",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'c_53': {'id': 'c_53', 'name': '1. Freiburger Solarfonds Beteiligungs-KG', 'color': 'blue'}, 'p_545': {'id': 'p_545', 'firstname': 'Jürgen', 'lastname': 'Wetzel', 'date_of_birth': datetime.date(1962, 11, 15), 'color': 'red'}, 'c_77': {'id': 'c_77', 'name': 'Aurelius KG', 'color': 'blue'}, 'p_758': {'id': 'p_758', 'firstname': 'Peter', 'lastname': 'Esser', 'date_of_birth': datetime.date(1957, 4, 14), 'color': 'red'}, 'c_253': {'id': 'c_253', 'name': 'Bayer Design Fritz Bayer GmbH & Co KG', 'color': 'blue'}, 'p_1313': {'id': 'p_1313', 'firstname': 'Michael Georg', 'lastname': 'Neubauer', 'date_of_birth': datetime.date(1966, 2, 17), 'color': 'red'}, 'c_301': {'id': 'c_301', 'name': 'Bayern Immobilien Höller/Lechner KG', 'color': 'blue'}, 'p_1706': {'id': 'p_1706', 'firstname': 'Erwin', 'lastname': 'Höller', 'date_of_birth': datetime.date(1956, 9, 25), 'color': 'red'}, 'c_388': {'id': 'c_388', 'name': 'Bayern-Osteuropa OHG Travel Consulting Marketing', 'color': 'blue'}, 'p_1891': {'id': 'p_1891', 'firstname': 'Eugen', 'lastname': 'Guwa', 'date_of_birth': datetime.date(1975, 3, 3), 'color': 'red'}, 'p_1892': {'id': 'p_1892', 'firstname': 'Anna', 'lastname': 'Guwa', 'date_of_birth': datetime.date(1975, 12, 23), 'color': 'red'}, 'c_392': {'id': 'c_392', 'name': 'Bayern Treuhand Obermeier & Kilger KG Wirtschaftsprüfungsgesellschaft', 'color': 'blue'}, 'p_1899': {'id': 'p_1899', 'firstname': 'Hugo', 'lastname': 'Obermeier', 'date_of_birth': datetime.date(1946, 8, 15), 'color': 'red'}, 'c_523': {'id': 'c_523', 'name': 'Bayern-Park KG', 'color': 'blue'}, 'p_2332': {'id': 'p_2332', 'firstname': 'Eva', 'lastname': 'Leitl', 'date_of_birth': datetime.date(1953, 6, 27), 'color': 'red'}, 'p_2331': {'id': 'p_2331', 'firstname': 'Silke', 'lastname': 'Holzner', 'date_of_birth': datetime.date(1979, 1, 20), 'color': 'red'}, 'c_574': {'id': 'c_574', 'name': 'BAYERN-RALLYE Karussellbetrieb OHG', 'color': 'blue'}, 'p_2457': {'id': 'p_2457', 'firstname': 'Christine', 'lastname': 'Fahrenschon', 'date_of_birth': datetime.date(1966, 11, 26), 'color': 'red'}, 'p_2458': {'id': 'p_2458', 'firstname': 'Maximilian', 'lastname': 'Fahrenschon', 'date_of_birth': datetime.date(1962, 10, 11), 'color': 'red'}, 'c_598': {'id': 'c_598', 'name': 'Bayer Rettungstechnik oHG', 'color': 'blue'}, 'p_2499': {'id': 'p_2499', 'firstname': 'Peter', 'lastname': 'Bayer', 'date_of_birth': datetime.date(1941, 7, 23), 'color': 'red'}, 'p_2500': {'id': 'p_2500', 'firstname': 'Bernd', 'lastname': 'Klein', 'date_of_birth': datetime.date(1955, 10, 10), 'color': 'red'}, 'c_770': {'id': 'c_770', 'name': 'Deutsche Wohn- und Gewerbebau KG', 'color': 'blue'}, 'p_3171': {'id': 'p_3171', 'firstname': 'Ottmar', 'lastname': 'Mühlberger', 'date_of_birth': datetime.date(1956, 7, 17), 'color': 'red'}, 'c_827': {'id': 'c_827', 'name': 'E. Merck KG', 'color': 'blue'}, 'p_3382': {'id': 'p_3382', 'firstname': 'Frank', 'lastname': 'Stangenberg-Haverkamp', 'date_of_birth': datetime.date(1948, 8, 2), 'color': 'red'}, 'p_3486': {'id': 'p_3486', 'firstname': 'Johannes', 'lastname': 'Baillou', 'date_of_birth': datetime.date(1965, 4, 25), 'color': 'red'}, 'p_3519': {'id': 'p_3519', 'firstname': 'Belén', 'lastname': 'Garijo Lopez', 'date_of_birth': datetime.date(1960, 7, 31), 'color': 'red'}, 'p_3530': {'id': 'p_3530', 'firstname': 'Kai', 'lastname': 'Beckmann', 'date_of_birth': datetime.date(1965, 9, 13), 'color': 'red'}, 'p_3531': {'id': 'p_3531', 'firstname': 'Marcus', 'lastname': 'Kuhnert', 'date_of_birth': datetime.date(1968, 10, 23), 'color': 'red'}, 'p_3541': {'id': 'p_3541', 'firstname': 'Matthias', 'lastname': 'Heinzel', 'date_of_birth': datetime.date(1967, 2, 13), 'color': 'red'}, 'p_3591': {'id': 'p_3591', 'firstname': 'Peter', 'lastname': 'Guenter', 'date_of_birth': datetime.date(1962, 9, 2), 'color': 'red'}, 'c_895': {'id': 'c_895', 'name': 'Emanuel-Merck-Vermögens-KG', 'color': 'blue'}, 'c_992': {'id': 'c_992', 'name': 'E. Merck Beteiligungen KG', 'color': 'blue'}, 'c_1132': {'id': 'c_1132', 'name': 'Frye Ströer Legehennen KG', 'color': 'blue'}, 'p_4319': {'id': 'p_4319', 'firstname': 'Reinhard', 'lastname': 'Frye', 'date_of_birth': datetime.date(1965, 10, 14), 'color': 'red'}, 'c_1201': {'id': 'c_1201', 'name': 'Fielmann Augenoptik AG & Co. oHG Harburg-City', 'color': 'blue'}, 'p_4470': {'id': 'p_4470', 'firstname': 'Sirous', 'lastname': 'Shahsiah', 'date_of_birth': datetime.date(1944, 6, 10), 'color': 'red'}, 'c_1379': {'id': 'c_1379', 'name': 'Henkel Familien KG', 'color': 'blue'}, 'p_4905': {'id': 'p_4905', 'firstname': 'Anna', 'lastname': 'Henkel', 'date_of_birth': datetime.date(1977, 9, 26), 'color': 'red'}, 'p_4906': {'id': 'p_4906', 'firstname': 'Thomas', 'lastname': 'Henkel', 'date_of_birth': datetime.date(1966, 5, 8), 'color': 'red'}, 'c_1390': {'id': 'c_1390', 'name': 'Hanspeter Grassl KG', 'color': 'blue'}, 'p_4919': {'id': 'p_4919', 'firstname': 'Sebastian', 'lastname': 'Graßl', 'date_of_birth': datetime.date(1988, 7, 6), 'color': 'red'}, 'c_1444': {'id': 'c_1444', 'name': 'Henkel KG Generalagentur', 'color': 'blue'}, 'p_5038': {'id': 'p_5038', 'firstname': 'Ronny', 'lastname': 'Polack', 'date_of_birth': datetime.date(1965, 3, 29), 'color': 'red'}, 'c_1466': {'id': 'c_1466', 'name': 'Grundstücksgesellschaft Pfingstanger Salzgitter Bad KG', 'color': 'blue'}, 'p_5084': {'id': 'p_5084', 'firstname': 'Günter', 'lastname': 'Nicklas', 'date_of_birth': datetime.date(1941, 8, 21), 'color': 'red'}, 'c_1552': {'id': 'c_1552', 'name': 'K & S Citystore OHG', 'color': 'blue'}, 'p_5203': {'id': 'p_5203', 'firstname': 'Gesine Tanja', 'lastname': 'Föller-Klügl', 'date_of_birth': datetime.date(1971, 7, 14), 'color': 'red'}, 'p_5204': {'id': 'p_5204', 'firstname': 'Carsten', 'lastname': 'Klügl', 'date_of_birth': datetime.date(1973, 1, 6), 'color': 'red'}, 'c_1913': {'id': 'c_1913', 'name': 'K.M.S. Doruk Computer Systeme OHG', 'color': 'blue'}, 'p_6056': {'id': 'p_6056', 'firstname': 'Andrea', 'lastname': 'Doruk', 'date_of_birth': datetime.date(1962, 6, 30), 'color': 'red'}, 'c_2014': {'id': 'c_2014', 'name': 'MERCK Kommanditgesellschaft auf Aktien', 'color': 'blue'}, 'c_2081': {'id': 'c_2081', 'name': 'MetroPolis Grundstücks oHG', 'color': 'blue'}, 'p_6596': {'id': 'p_6596', 'firstname': 'Donat', 'lastname': 'Kühne', 'date_of_birth': datetime.date(1961, 10, 15), 'color': 'red'}, 'p_6597': {'id': 'p_6597', 'firstname': 'Andreas', 'lastname': 'Stahl', 'date_of_birth': datetime.date(1959, 6, 2), 'color': 'red'}, 'p_6598': {'id': 'p_6598', 'firstname': 'Mina', 'lastname': 'Ansari', 'date_of_birth': datetime.date(1958, 2, 14), 'color': 'red'}, 'p_6599': {'id': 'p_6599', 'firstname': 'Klaus Markus', 'lastname': 'Dahlmanns', 'date_of_birth': datetime.date(1974, 12, 6), 'color': 'red'}, 'p_6600': {'id': 'p_6600', 'firstname': 'Gregor', 'lastname': 'Fachinger', 'date_of_birth': datetime.date(1968, 3, 12), 'color': 'red'}, 'p_6601': {'id': 'p_6601', 'firstname': 'David', 'lastname': 'Ferré', 'date_of_birth': datetime.date(1964, 5, 7), 'color': 'red'}, 'p_6602': {'id': 'p_6602', 'firstname': 'Ralf', 'lastname': 'Fischer', 'date_of_birth': datetime.date(1963, 7, 14), 'color': 'red'}, 'p_6603': {'id': 'p_6603', 'firstname': 'Ekaterina', 'lastname': 'Grishina', 'date_of_birth': datetime.date(1979, 9, 9), 'color': 'red'}, 'p_6604': {'id': 'p_6604', 'firstname': 'Gerald', 'lastname': 'Hartung', 'date_of_birth': datetime.date(1963, 1, 2), 'color': 'red'}, 'p_6605': {'id': 'p_6605', 'firstname': 'Eduard', 'lastname': 'Hinken', 'date_of_birth': datetime.date(1961, 10, 2), 'color': 'red'}, 'p_6606': {'id': 'p_6606', 'firstname': 'Vyacheslav Antoliyovych', 'lastname': 'Ivchenko', 'date_of_birth': datetime.date(1972, 10, 6), 'color': 'red'}, 'p_6607': {'id': 'p_6607', 'firstname': 'Reinhard', 'lastname': 'Janssen', 'date_of_birth': datetime.date(1970, 1, 29), 'color': 'red'}, 'p_6608': {'id': 'p_6608', 'firstname': 'Karin', 'lastname': 'Lenz', 'date_of_birth': datetime.date(1968, 6, 14), 'color': 'red'}, 'p_6609': {'id': 'p_6609', 'firstname': 'Petra', 'lastname': 'Mai-Hartung', 'date_of_birth': datetime.date(1963, 1, 28), 'color': 'red'}, 'p_6610': {'id': 'p_6610', 'firstname': 'Klaus-Jürgen', 'lastname': 'Müller', 'date_of_birth': datetime.date(1965, 4, 24), 'color': 'red'}, 'p_6611': {'id': 'p_6611', 'firstname': 'Gudela', 'lastname': 'Noack', 'date_of_birth': datetime.date(1981, 5, 26), 'color': 'red'}, 'p_6612': {'id': 'p_6612', 'firstname': 'Rico', 'lastname': 'Noack', 'date_of_birth': datetime.date(1977, 1, 18), 'color': 'red'}, 'p_6613': {'id': 'p_6613', 'firstname': 'Peter Uwe', 'lastname': 'Petersen', 'date_of_birth': datetime.date(1972, 2, 9), 'color': 'red'}, 'p_6614': {'id': 'p_6614', 'firstname': 'Zhiyun', 'lastname': 'Ren', 'date_of_birth': datetime.date(1956, 11, 27), 'color': 'red'}, 'p_6615': {'id': 'p_6615', 'firstname': 'Denis', 'lastname': 'Sapozhnikov', 'date_of_birth': datetime.date(1973, 5, 2), 'color': 'red'}, 'p_6616': {'id': 'p_6616', 'firstname': 'Michael', 'lastname': 'Scheele', 'date_of_birth': datetime.date(1969, 5, 22), 'color': 'red'}, 'p_6617': {'id': 'p_6617', 'firstname': 'Jochen', 'lastname': 'Scholl', 'date_of_birth': datetime.date(1973, 3, 19), 'color': 'red'}, 'p_6618': {'id': 'p_6618', 'firstname': 'Arnd', 'lastname': 'Schröder', 'date_of_birth': datetime.date(1972, 6, 6), 'color': 'red'}, 'p_6619': {'id': 'p_6619', 'firstname': 'Michael', 'lastname': 'Süßkind', 'date_of_birth': datetime.date(1969, 12, 16), 'color': 'red'}, 'p_6620': {'id': 'p_6620', 'firstname': 'Andreas', 'lastname': 'Thot', 'date_of_birth': datetime.date(1965, 5, 15), 'color': 'red'}, 'p_6621': {'id': 'p_6621', 'firstname': 'Jianshen', 'lastname': 'Zhou', 'date_of_birth': datetime.date(1963, 4, 27), 'color': 'red'}, 'p_6622': {'id': 'p_6622', 'firstname': 'Ursula', 'lastname': 'Deibler', 'date_of_birth': datetime.date(1971, 10, 23), 'color': 'red'}, 'p_6623': {'id': 'p_6623', 'firstname': 'Joachim', 'lastname': 'Hahn', 'date_of_birth': datetime.date(1958, 4, 5), 'color': 'red'}, 'p_6624': {'id': 'p_6624', 'firstname': 'Ralf', 'lastname': 'Karwat', 'date_of_birth': datetime.date(1966, 8, 31), 'color': 'red'}, 'p_6625': {'id': 'p_6625', 'firstname': 'Martina', 'lastname': 'Mahlke', 'date_of_birth': datetime.date(1966, 2, 22), 'color': 'red'}, 'p_6626': {'id': 'p_6626', 'firstname': 'Jörgen', 'lastname': 'Pisarz', 'date_of_birth': datetime.date(1964, 9, 1), 'color': 'red'}, 'p_6627': {'id': 'p_6627', 'firstname': 'Frank', 'lastname': 'Weisser', 'date_of_birth': datetime.date(1968, 4, 8), 'color': 'red'}, 'p_6628': {'id': 'p_6628', 'firstname': 'Gerhard', 'lastname': 'Löhlein', 'date_of_birth': datetime.date(1942, 8, 20), 'color': 'red'}, 'p_6629': {'id': 'p_6629', 'firstname': 'Franz', 'lastname': 'Rauch', 'date_of_birth': datetime.date(1968, 5, 10), 'color': 'red'}, 'p_6630': {'id': 'p_6630', 'firstname': 'Bogumila', 'lastname': 'Szyja', 'date_of_birth': datetime.date(1966, 1, 19), 'color': 'red'}, 'p_6631': {'id': 'p_6631', 'firstname': 'Karin', 'lastname': 'Timmerberg', 'date_of_birth': datetime.date(1944, 9, 23), 'color': 'red'}, 'p_6632': {'id': 'p_6632', 'firstname': 'Charlotte', 'lastname': 'Weichselsdorfer', 'date_of_birth': datetime.date(1942, 6, 3), 'color': 'red'}, 'p_6633': {'id': 'p_6633', 'firstname': 'Rainer', 'lastname': 'Weichselsdorfer', 'date_of_birth': datetime.date(1940, 1, 11), 'color': 'red'}, 'p_6634': {'id': 'p_6634', 'firstname': 'Bernhard', 'lastname': 'Heitele', 'date_of_birth': datetime.date(1971, 10, 18), 'color': 'red'}, 'p_6635': {'id': 'p_6635', 'firstname': 'Zeynep Ayse', 'lastname': 'Hicsasmaz-Heitele', 'date_of_birth': datetime.date(1970, 4, 25), 'color': 'red'}, 'p_6636': {'id': 'p_6636', 'firstname': 'Katharina', 'lastname': 'von Falkenhayn', 'date_of_birth': datetime.date(1971, 8, 14), 'color': 'red'}, 'p_6637': {'id': 'p_6637', 'firstname': 'Franziska', 'lastname': 'von Malaisé', 'date_of_birth': datetime.date(1967, 8, 23), 'color': 'red'}, 'p_6638': {'id': 'p_6638', 'firstname': 'Heinrich', 'lastname': 'Brendel', 'date_of_birth': datetime.date(1964, 1, 21), 'color': 'red'}, 'p_6639': {'id': 'p_6639', 'firstname': 'Han', 'lastname': 'Deng', 'date_of_birth': datetime.date(1979, 2, 1), 'color': 'red'}, 'p_6640': {'id': 'p_6640', 'firstname': 'Ulrike', 'lastname': 'Köhler', 'date_of_birth': datetime.date(1979, 2, 24), 'color': 'red'}, 'p_6641': {'id': 'p_6641', 'firstname': 'Thomas', 'lastname': 'Köhler', 'date_of_birth': datetime.date(1974, 12, 28), 'color': 'red'}, 'p_6642': {'id': 'p_6642', 'firstname': 'Jochem', 'lastname': 'Lange', 'date_of_birth': datetime.date(1953, 6, 19), 'color': 'red'}, 'p_6643': {'id': 'p_6643', 'firstname': 'Annette', 'lastname': 'Ludwig', 'date_of_birth': datetime.date(1972, 2, 23), 'color': 'red'}, 'p_6644': {'id': 'p_6644', 'firstname': 'Friederike', 'lastname': 'Maurer', 'date_of_birth': datetime.date(1964, 12, 15), 'color': 'red'}, 'p_6645': {'id': 'p_6645', 'firstname': 'Willi', 'lastname': 'Maurer', 'date_of_birth': datetime.date(1939, 4, 14), 'color': 'red'}, 'p_6646': {'id': 'p_6646', 'firstname': 'Andreas', 'lastname': 'Ramshorn', 'date_of_birth': datetime.date(1971, 4, 21), 'color': 'red'}, 'p_6647': {'id': 'p_6647', 'firstname': 'Ingo', 'lastname': 'Schuck', 'date_of_birth': datetime.date(1970, 3, 23), 'color': 'red'}, 'p_6648': {'id': 'p_6648', 'firstname': 'Johann-Friedrich', 'lastname': 'von der Borch', 'date_of_birth': datetime.date(1962, 5, 20), 'color': 'red'}, 'p_6649': {'id': 'p_6649', 'firstname': 'Richard', 'lastname': 'Weiler', 'date_of_birth': datetime.date(1984, 5, 26), 'color': 'red'}, 'p_6650': {'id': 'p_6650', 'firstname': 'Johannes', 'lastname': 'Busch', 'date_of_birth': datetime.date(1966, 11, 29), 'color': 'red'}, 'p_6651': {'id': 'p_6651', 'firstname': 'Christine', 'lastname': 'Ehard', 'date_of_birth': datetime.date(1976, 5, 18), 'color': 'red'}, 'p_6652': {'id': 'p_6652', 'firstname': 'Thomas', 'lastname': 'Eismann', 'date_of_birth': datetime.date(1963, 8, 2), 'color': 'red'}, 'p_6653': {'id': 'p_6653', 'firstname': 'Stefanie', 'lastname': 'Frensch', 'date_of_birth': datetime.date(1969, 11, 17), 'color': 'red'}, 'p_6654': {'id': 'p_6654', 'firstname': 'Holger', 'lastname': 'Gleich', 'date_of_birth': datetime.date(1954, 11, 17), 'color': 'red'}, 'p_6655': {'id': 'p_6655', 'firstname': 'Sonja', 'lastname': 'Kreibich', 'date_of_birth': datetime.date(1973, 2, 3), 'color': 'red'}, 'p_6656': {'id': 'p_6656', 'firstname': 'Henrik', 'lastname': 'Thomsen', 'date_of_birth': datetime.date(1964, 4, 23), 'color': 'red'}, 'p_6657': {'id': 'p_6657', 'firstname': 'Kerstin', 'lastname': 'Herzinger', 'date_of_birth': datetime.date(1975, 9, 28), 'color': 'red'}, 'p_6658': {'id': 'p_6658', 'firstname': 'Iris', 'lastname': 'Kraus', 'date_of_birth': datetime.date(1964, 12, 14), 'color': 'red'}, 'p_6659': {'id': 'p_6659', 'firstname': 'Volker', 'lastname': 'Kreibich', 'date_of_birth': datetime.date(1940, 4, 11), 'color': 'red'}, 'p_6660': {'id': 'p_6660', 'firstname': 'Barbara', 'lastname': 'Kreibich', 'date_of_birth': datetime.date(1941, 3, 9), 'color': 'red'}, 'p_6661': {'id': 'p_6661', 'firstname': 'Olivier', 'lastname': 'Krenz', 'date_of_birth': datetime.date(1976, 3, 12), 'color': 'red'}, 'p_6662': {'id': 'p_6662', 'firstname': 'Andrea', 'lastname': 'Layer', 'date_of_birth': datetime.date(1967, 5, 25), 'color': 'red'}, 'p_6663': {'id': 'p_6663', 'firstname': 'Ingrid', 'lastname': 'Schuff', 'date_of_birth': datetime.date(1959, 2, 1), 'color': 'red'}, 'p_6664': {'id': 'p_6664', 'firstname': 'Harald', 'lastname': 'Schuff', 'date_of_birth': datetime.date(1956, 11, 9), 'color': 'red'}, 'p_6665': {'id': 'p_6665', 'firstname': 'Wolfgang', 'lastname': 'Siegel', 'date_of_birth': datetime.date(1950, 10, 20), 'color': 'red'}, 'p_6666': {'id': 'p_6666', 'firstname': 'Helmut', 'lastname': 'Teichmann', 'date_of_birth': datetime.date(1959, 1, 15), 'color': 'red'}, 'p_6667': {'id': 'p_6667', 'firstname': 'Dirk', 'lastname': 'Broneske', 'date_of_birth': datetime.date(1968, 10, 29), 'color': 'red'}, 'p_6668': {'id': 'p_6668', 'firstname': 'Hanns Heinrich', 'lastname': 'Frensch', 'date_of_birth': datetime.date(1938, 9, 2), 'color': 'red'}, 'p_6669': {'id': 'p_6669', 'firstname': 'Monika', 'lastname': 'Frensch', 'date_of_birth': datetime.date(1940, 7, 20), 'color': 'red'}, 'p_6670': {'id': 'p_6670', 'firstname': 'Nicole', 'lastname': 'Gerken-Broneske', 'date_of_birth': datetime.date(1973, 9, 6), 'color': 'red'}, 'p_6671': {'id': 'p_6671', 'firstname': 'Andriy', 'lastname': 'Krantvays', 'date_of_birth': datetime.date(1974, 1, 19), 'color': 'red'}, 'p_6672': {'id': 'p_6672', 'firstname': 'Alfredo', 'lastname': 'Perl', 'date_of_birth': datetime.date(1965, 6, 25), 'color': 'red'}, 'p_6673': {'id': 'p_6673', 'firstname': 'Olaf', 'lastname': 'Rehahn', 'date_of_birth': 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KG', 'color': 'blue'}, 'c_3145': {'id': 'c_3145', 'name': 'Zalando Customer Care International SE & Co. KG', 'color': 'blue'}}\n",
+      "blue\n",
+      "[1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 3, 9, 3, 2, 2, 2, 2, 2, 2, 4, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 7, 1, 226, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 3, 1, 2, 1, 3, 2, 3, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 5, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 4, 2, 4, 1, 2, 1, 9, 2, 10, 2, 3, 1, 2, 2, 2, 2, 3, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 8, 2, 1, 2, 1, 2, 51, 2, 51, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 4, 2, 7, 8, 2, 2, 1, 1, 2, 2, 3, 1, 1, 2, 6, 5, 2, 5, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 4, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 5, 5, 2, 10, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 1, 3, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 3, 2, 1, 1, 2, 1, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 13, 2, 13, 1, 2, 1, 4, 2, 1, 3, 2, 3, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 3, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 4, 3, 2, 2, 2, 3, 3, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2]\n"
+     ]
+    }
+   ],
+   "source": [
+    "node_adjacencies = []\n",
+    "node_text = []\n",
+    "print(nodes)\n",
+    "print(nodes[\"c_53\"][\"color\"])\n",
+    "for node, adjacencies in enumerate(G.adjacency()):\n",
+    "    # print(node)\n",
+    "    node_adjacencies.append(len(adjacencies[1]))\n",
+    "    # node_text.append('# of connections: '+str(len(adjacencies[1])))\n",
+    "    # node_adjacencies.append(nodes[node].color)\n",
+    "    node_text.append(\"# of connections: \" + str(len(adjacencies[1])))\n",
+    "\n",
+    "print(node_adjacencies)\n",
+    "# node_trace.marker.color = node_adjacencies\n",
+    "# node_trace.text = node_text\n",
+    "# print(*nx.get_node_attributes(graph, \"color\").values())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6a345ba8",
+   "metadata": {},
+   "source": [
+    "## Anpassen der Nodes und Edges"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 331,
+   "id": "4a002f50",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['1. Freiburger Solarfonds Beteiligungs-KG', 'Jürgen Wetzel', 'Aurelius KG', 'Peter Esser', 'Bayer Design Fritz Bayer GmbH & Co KG', 'Michael Georg Neubauer', 'Bayern Immobilien Höller/Lechner KG', 'Erwin Höller', 'Bayern-Osteuropa OHG Travel Consulting Marketing', 'Eugen Guwa', 'Anna Guwa', 'Bayern Treuhand Obermeier & Kilger KG Wirtschaftsprüfungsgesellschaft', 'Hugo Obermeier', 'Bayern-Park KG', 'Eva Leitl', 'Silke Holzner', 'BAYERN-RALLYE Karussellbetrieb OHG', 'Christine Fahrenschon', 'Maximilian Fahrenschon', 'Bayer Rettungstechnik oHG', 'Peter Bayer', 'Bernd Klein', 'Deutsche Wohn- und Gewerbebau KG', 'Ottmar Mühlberger', 'E. Merck KG', 'Frank Stangenberg-Haverkamp', 'Johannes Baillou', 'Belén Garijo Lopez', 'Kai Beckmann', 'Marcus Kuhnert', 'Matthias Heinzel', 'Peter Guenter', 'Emanuel-Merck-Vermögens-KG', 'E. Merck Beteiligungen KG', 'Frye Ströer Legehennen KG', 'Reinhard Frye', 'Fielmann Augenoptik AG & Co. oHG Harburg-City', 'Sirous Shahsiah', 'Henkel Familien KG', 'Anna Henkel', 'Thomas Henkel', 'Hanspeter Grassl KG', 'Sebastian Graßl', 'Henkel KG Generalagentur', 'Ronny Polack', 'Grundstücksgesellschaft Pfingstanger Salzgitter Bad KG', 'Günter Nicklas', 'K & S Citystore OHG', 'Gesine Tanja Föller-Klügl', 'Carsten Klügl', 'K.M.S. Doruk Computer Systeme OHG', 'Andrea Doruk', 'MERCK Kommanditgesellschaft auf Aktien', 'MetroPolis Grundstücks oHG', 'Donat Kühne', 'Andreas Stahl', 'Mina Ansari', 'Klaus Markus Dahlmanns', 'Gregor Fachinger', 'David Ferré', 'Ralf Fischer', 'Ekaterina Grishina', 'Gerald Hartung', 'Eduard Hinken', 'Vyacheslav Antoliyovych Ivchenko', 'Reinhard Janssen', 'Karin Lenz', 'Petra Mai-Hartung', 'Klaus-Jürgen Müller', 'Gudela Noack', 'Rico Noack', 'Peter Uwe Petersen', 'Zhiyun Ren', 'Denis Sapozhnikov', 'Michael Scheele', 'Jochen Scholl', 'Arnd Schröder', 'Michael Süßkind', 'Andreas Thot', 'Jianshen Zhou', 'Ursula Deibler', 'Joachim Hahn', 'Ralf Karwat', 'Martina Mahlke', 'Jörgen Pisarz', 'Frank Weisser', 'Gerhard Löhlein', 'Franz Rauch', 'Bogumila Szyja', 'Karin Timmerberg', 'Charlotte Weichselsdorfer', 'Rainer Weichselsdorfer', 'Bernhard Heitele', 'Zeynep Ayse Hicsasmaz-Heitele', 'Katharina von Falkenhayn', 'Franziska von Malaisé', 'Heinrich Brendel', 'Han Deng', 'Ulrike Köhler', 'Thomas Köhler', 'Jochem Lange', 'Annette Ludwig', 'Friederike Maurer', 'Willi Maurer', 'Andreas Ramshorn', 'Ingo Schuck', 'Johann-Friedrich von der Borch', 'Richard Weiler', 'Johannes Busch', 'Christine Ehard', 'Thomas Eismann', 'Stefanie Frensch', 'Holger Gleich', 'Sonja Kreibich', 'Henrik Thomsen', 'Kerstin Herzinger', 'Iris Kraus', 'Volker Kreibich', 'Barbara Kreibich', 'Olivier Krenz', 'Andrea Layer', 'Ingrid Schuff', 'Harald Schuff', 'Wolfgang Siegel', 'Helmut Teichmann', 'Dirk Broneske', 'Hanns Heinrich Frensch', 'Monika Frensch', 'Nicole Gerken-Broneske', 'Andriy Krantvays', 'Alfredo Perl', 'Olaf Rehahn', 'Susanne Reiner-Koppmann', 'Anna Spektor', 'Ilona Steiert', 'Kerstin Viot', 'Dirk Weichselsdorfer', 'Wolfgang Becker', 'Robert Dilla', 'Aldona Kihl', 'Martin Winkler', 'Gerda Winkler', 'Claudia Beppler-Spahl', 'Hauke Hermann', 'Nancy Stahl', 'Ingrid Maaß', 'Sebastian Schneider', 'Thilo Spahl', 'Runa Speer', 'Karin Blumenthal', 'Agnes Kolodziej', 'Jörg Langert', 'Claudia Langert', 'Sebastian Metzger', 'Carl-Wilhelm Oesterley', 'Burkhard Stangl', 'Peter Geibel', 'Stefanie Granitza', 'David Granitza-Schultz', 'Stephanie Reimert', 'Ellen Hautmann', 'Jens Kaffenberger', 'Dandy Kleybrink', 'Lia Kleybrink', 'Martin Langendorf', 'Mathilde Langendorf', 'Peter Maier-Stein', 'Runhao Min', 'Thomas Neumann', 'Gerd Pasemann', 'Jan Reimert', 'Helene Renger', 'Volker Stampe', 'Gudrun Stein', 'York von Falkenhayn', 'Oscar Zach', 'Doris Bischler', 'Markus Bischof', 'Matthias Kühnle', 'Karina Schimert-zu Hohenlohe', 'Cristiana da Silva', 'Jörg Löbig', 'Stefan Krause', 'Dirk Kudlicz', 'Rolf Lange', 'Andreas Veauthier', 'Sebastian Bukow', 'Arndt Bercher', 'Nicole Bercher-von Jordan', 'Robert Birker', 'Caprice Birker', 'Nicola Brase', 'Stephan DuCharme', 'Claudia Kaloff', 'Vladimir Kotiasvili', 'Otto Kückmann', 'Winrich Kyas', 'Sylke Kyas-Litt', 'Holger Matthies', 'Roland Mohr', 'Harald Rammler', 'Seyed Mohammad Seyed Makki', 'Brigitte Trattner', 'Christine Buchheit', 'Horand Knaup', 'Nevin Dogan', 'Levent Dogan', 'Elisabeth Dubbers', 'Stella Roidi-Schnorrenberg', 'Julius Schellmann', 'Ekkehard Roidis-Schnorrenberg', 'Michael Lefmann', 'Wolf Christian Boes', 'Rupert Dörfler', 'Carsten Eckert', 'Hans Günter Klein', 'Peter Molitor', 'Hasan Ali San', 'Zeynep San', 'Biljana Boes', 'Florian Will', 'Michael Narazny', 'Angelika Weidemann', 'Norbert Brömme', 'Thomas Eggers', 'Katja Simons', 'Nicholas Whitaker', 'Stephan Kühne', 'Hans-Jürgen Braun', 'Georg Denninger', 'Rebekka Denninger', 'Ulrich Müller Brito', 'Michael Rost', 'Stefan Sommer', 'Margarete Stephan', 'Frank Weber', 'Michael Wrede', 'Reinhard Gundelwein', 'Philipp Kühne', 'Sabrina Meyer', 'Helga Pilz', 'Dieter Pilz', 'Elisabeth Schaper', 'Thomas Schaper', 'Peter Buntrock', 'Angela Hoffmann', 'Alisa Krasylna', 'Kirsten Peters', 'Oda Hagemeier', 'Yuyi Huang', 'Erich Paproth', 'Annette Wolpert', 'Sebastian Aman', 'Andreas Roland Mollenkopf', 'Barbara Doll', 'Winfried Rademacher', 'Markus Trefz', 'Sabine Trefz', 'Jürgen Wenzler', 'Alexander Schwardmann', 'Miron Chestakov', 'Lev Chestakov', 'Raphaela Meis', 'Matthias Meis', 'Anja Markfort', 'Sibille Allgayer', 'Helmut Dietrich', 'Richard Kurka', 'Sarah Julia Lee', 'Lena Eleonore Staiger', 'Maja Bernadette Staiger', 'Benjamin Rohé', 'Jörn Averkamp', 'Thomas Grube', 'Yi Li', 'Natthinee Mohr', 'Sonia Susanna Mohrmann Oviedo', 'Florian Peter Pröscholdt', 'Manuel Scholten', 'Franziska Luise Dorothea Weller', 'Nordex-Glas oHG', 'Ali Hakan Sualp', 'Sevgi Karaarslan', '\"PETER G. OHG,\" - Men & Women', 'Leonie Greis', 'Daniela Greis', 'REWE-Markt Ströer OHG', 'Silvio Ströer', 'Sartorius KG', 'Meik Sartorius', 'Aurubis AG', 'Aurubis Stolberg GmbH & Co. KG', 'Aurubis Stolberg Verwaltungs-GmbH', 'Aurubis Stolberg Asset GmbH & Co. KG', 'Aurubis Stolberg Asset Verwaltungs-GmbH', 'BayWa r.e. Wind Verwaltungs GmbH', 'BayWa r.e. Windparkportfolio 1 GmbH & Co. KG', 'BayWa r.e. Wind 20+ GmbH', 'BayWa BGM Verwaltungs GmbH', 'BayWa Bau- & Gartenmärkte GmbH & Co. KG', 'BayWa Pensionsverwaltung GmbH', 'Covestro Intellectual Property Verwaltungs GmbH', 'Covestro Intellectual Property GmbH & Co. KG', 'Covestro Deutschland AG', 'Brenntag Vermögensmanagement GmbH', 'Brenntag European Services GmbH & Co. KG', 'Brenntag Beteiligungs GmbH', 'Brenntag Foreign Holding GmbH', 'CM Komplementär 03-018 GmbH & Co. KG', 'BMW INTEC Beteiligungs GmbH', 'BMW Beteiligungs GmbH & Co. KG', 'BMW Vermögensverwaltungs GmbH', 'CM Komplementär 03-019 GmbH & Co. KG', 'BayWa r.e. Asset Verwaltungs GmbH', 'BayWa r.e. Solardächer II GmbH & Co. KG', 'BayWa r.e. AG', 'Covestro Procurement Services Verwaltungs GmbH', 'Covestro Procurement Services GmbH & Co. KG', 'Deutsche Post Adress Geschäftsführungs GmbH', 'Deutsche Post Adress GmbH & Co. KG', 'Deutsche Post Adress Beteiligungsgesellschaft mbH', 'Deutsche Post Verwaltungs Objekt GmbH', 'Deutsche Post Pensions-Treuhand GmbH & Co. KG', 'Deutsche Post AG', 'Deutsche Wohnen Zweite Fondsbeteiligungs GmbH', 'Deutsche Wohnen Beteiligungsverwaltungs GmbH & Co. KG', 'Deutsche Wohnen Fondsbeteiligungs GmbH', 'EnBW Real Estate GmbH', 'Der neue Stöckach GmbH & Co KG', 'Neckarwerke Stuttgart GmbH', 'EnBW He Dreiht Management GmbH', 'EnBW He Dreiht GmbH & Co. KG', 'EnBW Offshore 4 GmbH', 'EnBW Solar Verwaltungsgesellschaft mbH', 'EnBW Solarpark Lindenau GmbH & Co. KG', 'EnBW Solar GmbH', 'EnBW Solarpark Gickelfeld GmbH & Co. KG', 'EnBW City GmbH & Co. KG', 'EnBW Immobilienbeteiligungen GmbH', 'EnBW Solarpark Gückelhirn GmbH & Co. KG', 'EnBW Solarpark Sonnewalde GmbH & Co. KG', 'EnBW Solarpark Kroppen GmbH & Co. KG', 'EnBW Energie Baden-Württemberg AG', 'EnBW Übertragungsnetz Immobiliengesellschaft mbH & Co. KG', 'EnBW Übertragungsnetz Immobilien Verwaltungsgesellschaft mbH', 'EnBW WindInvest Management GmbH', 'EnBW WindInvest GmbH & Co. KG', 'EnBW Windkraftprojekte GmbH', 'EnBW Baltic 1 Verwaltungsgesellschaft mbH', 'EnBW Baltic 1 GmbH & Co. KG', 'EnBW Offshore 1 GmbH', 'EnBW SunInvest Management GmbH', 'EnBW SunInvest GmbH & Co. KG', 'EnBW Baltic 2 Management GmbH', 'EnBW Baltic 2 GmbH & Co. KG', 'EnBW Offshore 2 GmbH', 'EnBW Solarpark Rot an der Rot GmbH & Co. KG', 'EnBW Albatros Management GmbH', 'EnBW Albatros GmbH & Co. KG', 'EnBW Offshore 3 GmbH', 'EnBW Solarpark Emmingen-Liptingen GmbH & Co. KG', 'EnBW Solarpark Groß Lübbenau GmbH & Co. KG', 'BayWa r.e. EMEA IPP Holding GmbH', 'Dörenhagen Windenergieanlagen GmbH & Co. KG', 'BayWa r.e. IPP Verwaltungs GmbH', 'EnBW Solarpark Göritz GmbH & Co. KG', 'E.ON Real Estate GmbH', 'E.ON Grund&Boden GmbH & Co. KG', 'E.ON Grund&Boden Beteiligungs GmbH', 'EVGA Grundstücks- und Gebäudemanagement GmbH & Co. KG', 'Fielmann Aktiengesellschaft', 'Fielmann AG & Co. Brackwede KG', 'Fielmann Finanzservice GmbH', 'Fielmann AG & Co Bramfeld KG', 'Fielmann AG & Co. Centrum OHG', 'Fielmann AG & Co. Elberfeld OHG', 'Fielmann AG & Co. Hiltrup OHG', 'Fielmann AG & Co. Ochsenzoll OHG', 'Fielmann AG & Co. Rahlstedt OHG', 'Fielmann AG & Co. Rethelstraße OHG', 'Fielmann AG & Co. City-Arkaden OHG', 'Fielmann AG & Co. Mülheim OHG', 'Fielmann AG & Co. Oberkassel OHG', 'Fielmann AG & Co. Eimsbüttel OHG', 'Fielmann AG & Co. Venloer Straße OHG', 'Fielmann AG & Co. Wandsbek OHG', 'Fielmann AG & Co. Essen-Steele OHG', 'Fielmann AG & Co. Jahnplatz OHG', 'Fielmann AG & Co. OHG', 'Fielmann AG & Co. oHG Kalk', 'Fielmann AG & Co. Ottensen OHG', 'Fielmann AG & Co. am Markt KG', 'Fielmann AG & Co. Paunsdorf-Center OHG', 'Fielmann AG & Co-Volksdorf OHG', 'Fielmann AG & Co. oHG City-Galerie', 'Fielmann AG & Co. Othmarschen OHG', 'EWE HOCHTIEF Ladepartner Verwaltungs-GmbH', 'EWE Go HOCHTIEF Ladepartner GmbH & Co. KG', 'HOCHTIEF Ladepartner GmbH', 'Fielmann AG & Co. Harburg Sand OHG', 'Fielmann AG & Co. im Centrum OHG', 'Fielmann AG & Co. KG', 'Fielmann AG & Co. Barbarossaplatz OHG', 'Fielmann AG & Co. Bonn-Bad Godesberg OHG', 'Fielmann AG & Co. im Alstertal-Einkaufszentrum OHG', 'Fielmann AG & Co. Bad Cannstatt OHG', 'Fielmann AG & Co. Buer OHG', 'Fielmann AG & Co. Barmen OHG', 'Fielmann AG & Co. im Centrum KG', 'Fielmann AG & Co. Derendorf OHG', 'Fielmann AG & Co. oHG Ludwigsplatz', 'Fielmann AG & Co. Pferdemarkt OHG', 'Fielmann AG & Co. Zentrum KG', 'Fielmann AG & Co. Ebertplatz KG', 'Fielmann AG & Co. Klosterstraße OHG', 'Fielmann AG & Co Rathaus OHG', 'Fraport AG Frankfurt Airport Services Worldwide', 'Fraport Immobilienservice- u.-entwicklungs GmbH &Co.KG', 'Fraport Real Estate Verwaltungs GmbH', 'Fielmann AG & Co. Bergedorf KG', 'Fielmann AG & Co. oHG Allee-Center', 'Fielmann AG & Co. Essen-Rüttenscheid OHG', 'Fielmann AG & Co Wattenscheid KG', 'Fielmann AG & Co. Hamborn OHG', 'Fielmann AG & Co. Westliche Kaiserstraße KG', 'Fielmann AG & Co. An der Rothenburg OHG', 'Fielmann AG & Co. Billstedt KG', 'Fielmann AG & Co. Chorweiler KG', 'Fielmann AG & Co. oHG Hindenburgstraße', 'Rheinmetall Immobilien Hafenmole GmbH', 'GVMS Grundstücksverwaltung Service GmbH & Co. KG', 'Rheinmetall Automotive AG', 'STW Grundstücksverwaltung GmbH', 'GKF Vermögensverwaltungsgesellschaft mbH & Co. Objekt Mönchengladbach ZV II KG', 'GBS Gesellschaft für Unternehmensbeteiligungen mbH', 'GKF Vermögensverwaltungsgesellschaft mbH', 'GKF Vermögensverwaltungsgesellschaft mbH & Co. Gewerbegrundstücke KG', 'GKF Vermögensverwaltungsgesellschaft mbH & Co. Objekt Saar-Grund KG', 'Henkel Management AG', 'Henkel AG & Co. KGaA', 'GKF Vermögensverwaltungsgesellschaft mbH & Co. Objekt Hamm KG', 'GKF Vermögensverwaltungsgesellschaft mbH & Co. 25. Objekt - KG', 'INDUS Holding Aktiengesellschaft', 'GSR Ventiltechnik GmbH & Co. KG', 'HOCHTIEF PPP Bundeswehrpartner FWK München Verwaltungs GmbH', 'HOCHTIEF PPP Bundeswehrpartner FWK München GmbH & Co. KG', 'HOCHTIEF PPP 1. Holding GmbH & Co. KG', 'KSB Energie Verwaltungs GmbH', 'KSB Erneuerbare Energien Eins GmbH & Co. KG', 'KSB Energie GmbH', 'Karl Simon GmbH & Co. KG', 'KSB Erneuerbare Energien Drei GmbH & Co. KG', 'LANXESS Trademark Management GmbH', 'LANXESS Trademark GmbH & Co. KG', 'LANXESS Deutschland GmbH', 'HOCHTIEF PPP 1. Holding Verwaltungsgesellschaft mbH', 'HOCHTIEF PPP Solutions GmbH', 'KS Grundstücksverwaltung Beteiligungs-GmbH', 'KS Grundstücksverwaltung GmbH & Co. KG', 'AIB Verwaltungs GmbH', 'Immobilien-Vermietungsgesellschaft von Quistorp GmbH & Co. Objekt Altlandsberg KG', 'METRO Leasing GmbH', 'KSB Erneuerbare Energien Fünf GmbH & Co. KG', 'KUKA Real Estate Management GmbH', 'KUKA Real Estate GmbH & Co. KG', 'KUKA Aktiengesellschaft', 'Schaeffler Wälzlager Beteiligungsgesellschaft mbH', 'IHO Holding GmbH & Co. KG', 'INA-Holding Schaeffler GmbH & Co. KG', 'IHO Management GmbH', 'ATESTEO Management GmbH', 'HOCHTIEF PPP Schulpartner Köln Rodenkirchen Verwaltungs GmbH', 'HOCHTIEF PPP Schulpartner Köln Rodenkirchen GmbH & Co. KG', 'HORNGROUP Holding GmbH & Co. KG', 'Kaufhalle GmbH & Co. Objekt Lager Apfelstädt KG', 'Kaufhalle GmbH', 'HUGO BOSS Beteiligungsgesellschaft mbH', 'HUGO BOSS Vermögensverwaltung GmbH & Co. KG', 'HUGO BOSS AG', 'KSB Windfeld Parstein GmbH & Co. KG', 'LMH Immobilien Holding GmbH & Co.KG', 'LMH Immobilien GmbH & Co. KG', 'Linde Material Handling GmbH', 'HOCHTIEF PPP Verwaltungs GmbH', 'HOCHTIEF PPP Schulpartner Köln P 1 GmbH & Co. KG', 'Infineon Technologies AG', 'Infineon Technologies Bipolar GmbH & Co. KG', 'Infineon Technologies Bipolar Verwaltungs GmbH', 'HOCHTIEF PPP Schulpartner Frankfurt am Main Verwaltungs GmbH', 'HOCHTIEF PPP Schulpartner Frankfurt am Main GmbH & Co. KG', 'MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt Porta-Westfalica KG', 'Metro Cash & Carry Grundstücksverwaltungsgesellschaft mbH', 'Mainova Erneuerbare Energien Verwaltungs GmbH', 'Mainova Windpark Niederhambach GmbH & Co. KG', 'Mainova Erneuerbare Energien GmbH & Co. KG', 'Mainova Erneuerbare Energien Management GmbH', 'Mainova Aktiengesellschaft', 'Mainova Windpark Siegbach GmbH & Co. KG', 'MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt Schwelm KG', 'Merck Life Science KGaA', 'Merck Schuchardt OHG', 'MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt Hamburg-Altona KG', 'Mainova Wind Onshore Verwaltungs GmbH', 'Mainova Gemeinschaftswindpark Hohenahr GmbH & Co. KG', 'Zweite Mainova Erneuerbare Energien Verwaltungs GmbH', 'Mainova PV_Park 1GmbH & Co. KG', 'GEHE Immobilien Verwaltungs-GmbH', 'MATIS Immobilien OHG', 'ABG Apotheken-Beratungsgesellschaft mbH', 'MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt München-Pasing KG', 'Mainova PV_Park 3 GmbH & Co. KG', 'MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt Berlin-Friedrichshain KG', 'Mainova Windpark Kaisten GmbH & Co. KG', 'Mainova Windpark Kloppenheim GmbH & Co. KG', 'Mainova Windpark Remlingen GmbH & Co. KG', 'Nordex Beteiligungen GmbH', 'Nordex Energy SE & Co. KG', 'Nordex SE', 'Nordex Forum II Verwaltungs GmbH', 'Nordex Forum II GmbH & Co. KG', 'Minebea Intec Bovenden Verwaltungs-GmbH', 'Minebea Intec Bovenden GmbH & Co. KG', 'Minebea Intec GmbH', 'METRO Dienstleistungs-Holding GmbH', 'MIP METRO Group Intellectual Property GmbH & Co. KG', 'MIP METRO Group Intellectual Property Management GmbH', 'METRO PROPERTIES Management GmbH', 'METRO PROPERTIES GmbH & Co. KG', 'CECONOMY AG', 'METRO AG', 'Minebea Intec Aachen Verwaltungs-GmbH', 'Minebea Intec Aachen GmbH & Co. KG', 'Rheinmetall Aktiengesellschaft', 'Rheinmetall Immobilien Kassel GmbH & Co. KG', 'Rheinmetall Immobilien GmbH', 'HOCHTIEF Solutions Real Estate GmbH', 'Projektgesellschaft Konrad-Adenauer-Ufer Köln GmbH & Co. KG', 'HOCHTIEF Solutions Real Estate Beteiligungsverwaltungsgesellschaft mbH', 'Rheinmetall Immobilien VEGA GmbH & Co. KG', 'Rheinmetall Immobilien Hamburg Friedensallee GmbH', 'NIGRA Verwaltung GmbH & Co. Objekt Neunkirchen KG', 'NWS Grundstücksmanagement GmbH & Co. KG', 'Rheinmetall Immobilien Flensburg GmbH & Co. KG', 'MWFS Zwischenholding Management GmbH', 'MWFS Zwischenholding GmbH & Co. KG', 'Zalando SE', 'Portokali Property Development III SE & Co. 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+     ]
+    }
+   ],
+   "source": [
+    "# Set Color by using the nodes DataFrame with its Color Attribute. The sequence matters!\n",
+    "colors = list(nx.get_node_attributes(graph, \"color\").values())\n",
+    "\n",
+    "node_names = []\n",
+    "for key, value in nodes.items():\n",
+    "    if \"name\" in value.keys():\n",
+    "        node_names.append(value[\"name\"])\n",
+    "    else:\n",
+    "        node_names.append(value[\"firstname\"] + \" \" + value[\"lastname\"])\n",
+    "    # if value[\"name\"] is not None:\n",
+    "    #     node_names.append(value[\"name\"])\n",
+    "    # if value[\"fristname\"] is not None:\n",
+    "    #     node_names.append(value[\"firstname\"] + \" \" + value[\"lastname\"])\n",
+    "print(node_names)\n",
+    "\n",
+    "node_trace.marker.color = colors\n",
+    "node_trace.text = node_names\n",
+    "print(list(df[\"eigenvector\"] * 100))\n",
+    "node_trace.marker.size = list(df[\"eigenvector\"] * 100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 332,
+   "id": "87f11a6c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 'HAFTENDER_GESELLSCHAFTER', 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+     ]
+    }
+   ],
+   "source": [
+    "edge_type_list = []\n",
+    "\n",
+    "for row in edges:\n",
+    "    edge_type_list.append(row[\"type\"])\n",
+    "print(edge_type_list)\n",
+    "edge_weights_trace.text = edge_type_list"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 333,
+   "id": "5056b872",
+   "metadata": {},
+   "outputs": [
+    {
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+         "mode": "markers",
+         "text": [
+          "1. Freiburger Solarfonds Beteiligungs-KG",
+          "Jürgen Wetzel",
+          "Aurelius KG",
+          "Peter Esser",
+          "Bayer Design Fritz Bayer GmbH & Co KG",
+          "Michael Georg Neubauer",
+          "Bayern Immobilien Höller/Lechner KG",
+          "Erwin Höller",
+          "Bayern-Osteuropa OHG Travel Consulting Marketing",
+          "Eugen Guwa",
+          "Anna Guwa",
+          "Bayern Treuhand Obermeier & Kilger KG Wirtschaftsprüfungsgesellschaft",
+          "Hugo Obermeier",
+          "Bayern-Park KG",
+          "Eva Leitl",
+          "Silke Holzner",
+          "BAYERN-RALLYE Karussellbetrieb OHG",
+          "Christine Fahrenschon",
+          "Maximilian Fahrenschon",
+          "Bayer Rettungstechnik oHG",
+          "Peter Bayer",
+          "Bernd Klein",
+          "Deutsche Wohn- und Gewerbebau KG",
+          "Ottmar Mühlberger",
+          "E. Merck KG",
+          "Frank Stangenberg-Haverkamp",
+          "Johannes Baillou",
+          "Belén Garijo Lopez",
+          "Kai Beckmann",
+          "Marcus Kuhnert",
+          "Matthias Heinzel",
+          "Peter Guenter",
+          "Emanuel-Merck-Vermögens-KG",
+          "E. Merck Beteiligungen KG",
+          "Frye Ströer Legehennen KG",
+          "Reinhard Frye",
+          "Fielmann Augenoptik AG & Co. oHG Harburg-City",
+          "Sirous Shahsiah",
+          "Henkel Familien KG",
+          "Anna Henkel",
+          "Thomas Henkel",
+          "Hanspeter Grassl KG",
+          "Sebastian Graßl",
+          "Henkel KG Generalagentur",
+          "Ronny Polack",
+          "Grundstücksgesellschaft Pfingstanger Salzgitter Bad KG",
+          "Günter Nicklas",
+          "K & S Citystore OHG",
+          "Gesine Tanja Föller-Klügl",
+          "Carsten Klügl",
+          "K.M.S. Doruk Computer Systeme OHG",
+          "Andrea Doruk",
+          "MERCK Kommanditgesellschaft auf Aktien",
+          "MetroPolis Grundstücks oHG",
+          "Donat Kühne",
+          "Andreas Stahl",
+          "Mina Ansari",
+          "Klaus Markus Dahlmanns",
+          "Gregor Fachinger",
+          "David Ferré",
+          "Ralf Fischer",
+          "Ekaterina Grishina",
+          "Gerald Hartung",
+          "Eduard Hinken",
+          "Vyacheslav Antoliyovych Ivchenko",
+          "Reinhard Janssen",
+          "Karin Lenz",
+          "Petra Mai-Hartung",
+          "Klaus-Jürgen Müller",
+          "Gudela Noack",
+          "Rico Noack",
+          "Peter Uwe Petersen",
+          "Zhiyun Ren",
+          "Denis Sapozhnikov",
+          "Michael Scheele",
+          "Jochen Scholl",
+          "Arnd Schröder",
+          "Michael Süßkind",
+          "Andreas Thot",
+          "Jianshen Zhou",
+          "Ursula Deibler",
+          "Joachim Hahn",
+          "Ralf Karwat",
+          "Martina Mahlke",
+          "Jörgen Pisarz",
+          "Frank Weisser",
+          "Gerhard Löhlein",
+          "Franz Rauch",
+          "Bogumila Szyja",
+          "Karin Timmerberg",
+          "Charlotte Weichselsdorfer",
+          "Rainer Weichselsdorfer",
+          "Bernhard Heitele",
+          "Zeynep Ayse Hicsasmaz-Heitele",
+          "Katharina von Falkenhayn",
+          "Franziska von Malaisé",
+          "Heinrich Brendel",
+          "Han Deng",
+          "Ulrike Köhler",
+          "Thomas Köhler",
+          "Jochem Lange",
+          "Annette Ludwig",
+          "Friederike Maurer",
+          "Willi Maurer",
+          "Andreas Ramshorn",
+          "Ingo Schuck",
+          "Johann-Friedrich von der Borch",
+          "Richard Weiler",
+          "Johannes Busch",
+          "Christine Ehard",
+          "Thomas Eismann",
+          "Stefanie Frensch",
+          "Holger Gleich",
+          "Sonja Kreibich",
+          "Henrik Thomsen",
+          "Kerstin Herzinger",
+          "Iris Kraus",
+          "Volker Kreibich",
+          "Barbara Kreibich",
+          "Olivier Krenz",
+          "Andrea Layer",
+          "Ingrid Schuff",
+          "Harald Schuff",
+          "Wolfgang Siegel",
+          "Helmut Teichmann",
+          "Dirk Broneske",
+          "Hanns Heinrich Frensch",
+          "Monika Frensch",
+          "Nicole Gerken-Broneske",
+          "Andriy Krantvays",
+          "Alfredo Perl",
+          "Olaf Rehahn",
+          "Susanne Reiner-Koppmann",
+          "Anna Spektor",
+          "Ilona Steiert",
+          "Kerstin Viot",
+          "Dirk Weichselsdorfer",
+          "Wolfgang Becker",
+          "Robert Dilla",
+          "Aldona Kihl",
+          "Martin Winkler",
+          "Gerda Winkler",
+          "Claudia Beppler-Spahl",
+          "Hauke Hermann",
+          "Nancy Stahl",
+          "Ingrid Maaß",
+          "Sebastian Schneider",
+          "Thilo Spahl",
+          "Runa Speer",
+          "Karin Blumenthal",
+          "Agnes Kolodziej",
+          "Jörg Langert",
+          "Claudia Langert",
+          "Sebastian Metzger",
+          "Carl-Wilhelm Oesterley",
+          "Burkhard Stangl",
+          "Peter Geibel",
+          "Stefanie Granitza",
+          "David Granitza-Schultz",
+          "Stephanie Reimert",
+          "Ellen Hautmann",
+          "Jens Kaffenberger",
+          "Dandy Kleybrink",
+          "Lia Kleybrink",
+          "Martin Langendorf",
+          "Mathilde Langendorf",
+          "Peter Maier-Stein",
+          "Runhao Min",
+          "Thomas Neumann",
+          "Gerd Pasemann",
+          "Jan Reimert",
+          "Helene Renger",
+          "Volker Stampe",
+          "Gudrun Stein",
+          "York von Falkenhayn",
+          "Oscar Zach",
+          "Doris Bischler",
+          "Markus Bischof",
+          "Matthias Kühnle",
+          "Karina Schimert-zu Hohenlohe",
+          "Cristiana da Silva",
+          "Jörg Löbig",
+          "Stefan Krause",
+          "Dirk Kudlicz",
+          "Rolf Lange",
+          "Andreas Veauthier",
+          "Sebastian Bukow",
+          "Arndt Bercher",
+          "Nicole Bercher-von Jordan",
+          "Robert Birker",
+          "Caprice Birker",
+          "Nicola Brase",
+          "Stephan DuCharme",
+          "Claudia Kaloff",
+          "Vladimir Kotiasvili",
+          "Otto Kückmann",
+          "Winrich Kyas",
+          "Sylke Kyas-Litt",
+          "Holger Matthies",
+          "Roland Mohr",
+          "Harald Rammler",
+          "Seyed Mohammad Seyed Makki",
+          "Brigitte Trattner",
+          "Christine Buchheit",
+          "Horand Knaup",
+          "Nevin Dogan",
+          "Levent Dogan",
+          "Elisabeth Dubbers",
+          "Stella Roidi-Schnorrenberg",
+          "Julius Schellmann",
+          "Ekkehard Roidis-Schnorrenberg",
+          "Michael Lefmann",
+          "Wolf Christian Boes",
+          "Rupert Dörfler",
+          "Carsten Eckert",
+          "Hans Günter Klein",
+          "Peter Molitor",
+          "Hasan Ali San",
+          "Zeynep San",
+          "Biljana Boes",
+          "Florian Will",
+          "Michael Narazny",
+          "Angelika Weidemann",
+          "Norbert Brömme",
+          "Thomas Eggers",
+          "Katja Simons",
+          "Nicholas Whitaker",
+          "Stephan Kühne",
+          "Hans-Jürgen Braun",
+          "Georg Denninger",
+          "Rebekka Denninger",
+          "Ulrich Müller Brito",
+          "Michael Rost",
+          "Stefan Sommer",
+          "Margarete Stephan",
+          "Frank Weber",
+          "Michael Wrede",
+          "Reinhard Gundelwein",
+          "Philipp Kühne",
+          "Sabrina Meyer",
+          "Helga Pilz",
+          "Dieter Pilz",
+          "Elisabeth Schaper",
+          "Thomas Schaper",
+          "Peter Buntrock",
+          "Angela Hoffmann",
+          "Alisa Krasylna",
+          "Kirsten Peters",
+          "Oda Hagemeier",
+          "Yuyi Huang",
+          "Erich Paproth",
+          "Annette Wolpert",
+          "Sebastian Aman",
+          "Andreas Roland Mollenkopf",
+          "Barbara Doll",
+          "Winfried Rademacher",
+          "Markus Trefz",
+          "Sabine Trefz",
+          "Jürgen Wenzler",
+          "Alexander Schwardmann",
+          "Miron Chestakov",
+          "Lev Chestakov",
+          "Raphaela Meis",
+          "Matthias Meis",
+          "Anja Markfort",
+          "Sibille Allgayer",
+          "Helmut Dietrich",
+          "Richard Kurka",
+          "Sarah Julia Lee",
+          "Lena Eleonore Staiger",
+          "Maja Bernadette Staiger",
+          "Benjamin Rohé",
+          "Jörn Averkamp",
+          "Thomas Grube",
+          "Yi Li",
+          "Natthinee Mohr",
+          "Sonia Susanna Mohrmann Oviedo",
+          "Florian Peter Pröscholdt",
+          "Manuel Scholten",
+          "Franziska Luise Dorothea Weller",
+          "Nordex-Glas oHG",
+          "Ali Hakan Sualp",
+          "Sevgi Karaarslan",
+          "\"PETER G. OHG,\" - Men & Women",
+          "Leonie Greis",
+          "Daniela Greis",
+          "REWE-Markt Ströer OHG",
+          "Silvio Ströer",
+          "Sartorius KG",
+          "Meik Sartorius",
+          "Aurubis AG",
+          "Aurubis Stolberg GmbH & Co. KG",
+          "Aurubis Stolberg Verwaltungs-GmbH",
+          "Aurubis Stolberg Asset GmbH & Co. KG",
+          "Aurubis Stolberg Asset Verwaltungs-GmbH",
+          "BayWa r.e. Wind Verwaltungs GmbH",
+          "BayWa r.e. Windparkportfolio 1 GmbH & Co. KG",
+          "BayWa r.e. Wind 20+ GmbH",
+          "BayWa BGM Verwaltungs GmbH",
+          "BayWa Bau- & Gartenmärkte GmbH & Co. KG",
+          "BayWa Pensionsverwaltung GmbH",
+          "Covestro Intellectual Property Verwaltungs GmbH",
+          "Covestro Intellectual Property GmbH & Co. KG",
+          "Covestro Deutschland AG",
+          "Brenntag Vermögensmanagement GmbH",
+          "Brenntag European Services GmbH & Co. KG",
+          "Brenntag Beteiligungs GmbH",
+          "Brenntag Foreign Holding GmbH",
+          "CM Komplementär 03-018 GmbH & Co. KG",
+          "BMW INTEC Beteiligungs GmbH",
+          "BMW Beteiligungs GmbH & Co. KG",
+          "BMW Vermögensverwaltungs GmbH",
+          "CM Komplementär 03-019 GmbH & Co. KG",
+          "BayWa r.e. Asset Verwaltungs GmbH",
+          "BayWa r.e. Solardächer II GmbH & Co. KG",
+          "BayWa r.e. AG",
+          "Covestro Procurement Services Verwaltungs GmbH",
+          "Covestro Procurement Services GmbH & Co. KG",
+          "Deutsche Post Adress Geschäftsführungs GmbH",
+          "Deutsche Post Adress GmbH & Co. KG",
+          "Deutsche Post Adress Beteiligungsgesellschaft mbH",
+          "Deutsche Post Verwaltungs Objekt GmbH",
+          "Deutsche Post Pensions-Treuhand GmbH & Co. KG",
+          "Deutsche Post AG",
+          "Deutsche Wohnen Zweite Fondsbeteiligungs GmbH",
+          "Deutsche Wohnen Beteiligungsverwaltungs GmbH & Co. KG",
+          "Deutsche Wohnen Fondsbeteiligungs GmbH",
+          "EnBW Real Estate GmbH",
+          "Der neue Stöckach GmbH & Co KG",
+          "Neckarwerke Stuttgart GmbH",
+          "EnBW He Dreiht Management GmbH",
+          "EnBW He Dreiht GmbH & Co. KG",
+          "EnBW Offshore 4 GmbH",
+          "EnBW Solar Verwaltungsgesellschaft mbH",
+          "EnBW Solarpark Lindenau GmbH & Co. KG",
+          "EnBW Solar GmbH",
+          "EnBW Solarpark Gickelfeld GmbH & Co. KG",
+          "EnBW City GmbH & Co. KG",
+          "EnBW Immobilienbeteiligungen GmbH",
+          "EnBW Solarpark Gückelhirn GmbH & Co. KG",
+          "EnBW Solarpark Sonnewalde GmbH & Co. KG",
+          "EnBW Solarpark Kroppen GmbH & Co. KG",
+          "EnBW Energie Baden-Württemberg AG",
+          "EnBW Übertragungsnetz Immobiliengesellschaft mbH & Co. KG",
+          "EnBW Übertragungsnetz Immobilien Verwaltungsgesellschaft mbH",
+          "EnBW WindInvest Management GmbH",
+          "EnBW WindInvest GmbH & Co. KG",
+          "EnBW Windkraftprojekte GmbH",
+          "EnBW Baltic 1 Verwaltungsgesellschaft mbH",
+          "EnBW Baltic 1 GmbH & Co. KG",
+          "EnBW Offshore 1 GmbH",
+          "EnBW SunInvest Management GmbH",
+          "EnBW SunInvest GmbH & Co. KG",
+          "EnBW Baltic 2 Management GmbH",
+          "EnBW Baltic 2 GmbH & Co. KG",
+          "EnBW Offshore 2 GmbH",
+          "EnBW Solarpark Rot an der Rot GmbH & Co. KG",
+          "EnBW Albatros Management GmbH",
+          "EnBW Albatros GmbH & Co. KG",
+          "EnBW Offshore 3 GmbH",
+          "EnBW Solarpark Emmingen-Liptingen GmbH & Co. KG",
+          "EnBW Solarpark Groß Lübbenau GmbH & Co. KG",
+          "BayWa r.e. EMEA IPP Holding GmbH",
+          "Dörenhagen Windenergieanlagen GmbH & Co. KG",
+          "BayWa r.e. IPP Verwaltungs GmbH",
+          "EnBW Solarpark Göritz GmbH & Co. KG",
+          "E.ON Real Estate GmbH",
+          "E.ON Grund&Boden GmbH & Co. KG",
+          "E.ON Grund&Boden Beteiligungs GmbH",
+          "EVGA Grundstücks- und Gebäudemanagement GmbH & Co. KG",
+          "Fielmann Aktiengesellschaft",
+          "Fielmann AG & Co. Brackwede KG",
+          "Fielmann Finanzservice GmbH",
+          "Fielmann AG & Co Bramfeld KG",
+          "Fielmann AG & Co. Centrum OHG",
+          "Fielmann AG & Co. Elberfeld OHG",
+          "Fielmann AG & Co. Hiltrup OHG",
+          "Fielmann AG & Co. Ochsenzoll OHG",
+          "Fielmann AG & Co. Rahlstedt OHG",
+          "Fielmann AG & Co. Rethelstraße OHG",
+          "Fielmann AG & Co. City-Arkaden OHG",
+          "Fielmann AG & Co. Mülheim OHG",
+          "Fielmann AG & Co. Oberkassel OHG",
+          "Fielmann AG & Co. Eimsbüttel OHG",
+          "Fielmann AG & Co. Venloer Straße OHG",
+          "Fielmann AG & Co. Wandsbek OHG",
+          "Fielmann AG & Co. Essen-Steele OHG",
+          "Fielmann AG & Co. Jahnplatz OHG",
+          "Fielmann AG & Co. OHG",
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+          "Fielmann AG & Co. Ottensen OHG",
+          "Fielmann AG & Co. am Markt KG",
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+          "Fielmann AG & Co-Volksdorf OHG",
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+          "EWE Go HOCHTIEF Ladepartner GmbH & Co. KG",
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+          "Fielmann AG & Co. KG",
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+          "Fielmann AG & Co. Bonn-Bad Godesberg OHG",
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+          "Fielmann AG & Co. Barmen OHG",
+          "Fielmann AG & Co. im Centrum KG",
+          "Fielmann AG & Co. Derendorf OHG",
+          "Fielmann AG & Co. oHG Ludwigsplatz",
+          "Fielmann AG & Co. Pferdemarkt OHG",
+          "Fielmann AG & Co. Zentrum KG",
+          "Fielmann AG & Co. Ebertplatz KG",
+          "Fielmann AG & Co. Klosterstraße OHG",
+          "Fielmann AG & Co Rathaus OHG",
+          "Fraport AG Frankfurt Airport Services Worldwide",
+          "Fraport Immobilienservice- u.-entwicklungs GmbH &Co.KG",
+          "Fraport Real Estate Verwaltungs GmbH",
+          "Fielmann AG & Co. Bergedorf KG",
+          "Fielmann AG & Co. oHG Allee-Center",
+          "Fielmann AG & Co. Essen-Rüttenscheid OHG",
+          "Fielmann AG & Co Wattenscheid KG",
+          "Fielmann AG & Co. Hamborn OHG",
+          "Fielmann AG & Co. Westliche Kaiserstraße KG",
+          "Fielmann AG & Co. An der Rothenburg OHG",
+          "Fielmann AG & Co. Billstedt KG",
+          "Fielmann AG & Co. Chorweiler KG",
+          "Fielmann AG & Co. oHG Hindenburgstraße",
+          "Rheinmetall Immobilien Hafenmole GmbH",
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+          "Rheinmetall Automotive AG",
+          "STW Grundstücksverwaltung GmbH",
+          "GKF Vermögensverwaltungsgesellschaft mbH & Co. Objekt Mönchengladbach ZV II KG",
+          "GBS Gesellschaft für Unternehmensbeteiligungen mbH",
+          "GKF Vermögensverwaltungsgesellschaft mbH",
+          "GKF Vermögensverwaltungsgesellschaft mbH & Co. Gewerbegrundstücke KG",
+          "GKF Vermögensverwaltungsgesellschaft mbH & Co. Objekt Saar-Grund KG",
+          "Henkel Management AG",
+          "Henkel AG & Co. KGaA",
+          "GKF Vermögensverwaltungsgesellschaft mbH & Co. Objekt Hamm KG",
+          "GKF Vermögensverwaltungsgesellschaft mbH & Co. 25. Objekt - KG",
+          "INDUS Holding Aktiengesellschaft",
+          "GSR Ventiltechnik GmbH & Co. KG",
+          "HOCHTIEF PPP Bundeswehrpartner FWK München Verwaltungs GmbH",
+          "HOCHTIEF PPP Bundeswehrpartner FWK München GmbH & Co. KG",
+          "HOCHTIEF PPP 1. Holding GmbH & Co. KG",
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+          "KSB Erneuerbare Energien Eins GmbH & Co. KG",
+          "KSB Energie GmbH",
+          "Karl Simon GmbH & Co. KG",
+          "KSB Erneuerbare Energien Drei GmbH & Co. KG",
+          "LANXESS Trademark Management GmbH",
+          "LANXESS Trademark GmbH & Co. KG",
+          "LANXESS Deutschland GmbH",
+          "HOCHTIEF PPP 1. Holding Verwaltungsgesellschaft mbH",
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+          "KUKA Real Estate GmbH & Co. KG",
+          "KUKA Aktiengesellschaft",
+          "Schaeffler Wälzlager Beteiligungsgesellschaft mbH",
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+          "HOCHTIEF PPP Schulpartner Köln Rodenkirchen GmbH & Co. KG",
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+          "Kaufhalle GmbH & Co. Objekt Lager Apfelstädt KG",
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+          "LMH Immobilien GmbH & Co. KG",
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+          "Mainova Erneuerbare Energien Management GmbH",
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+          "MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt Schwelm KG",
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+          "Mainova Windpark Kloppenheim GmbH & Co. KG",
+          "Mainova Windpark Remlingen GmbH & Co. KG",
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+          "Nordex Energy SE & Co. KG",
+          "Nordex SE",
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+          "Minebea Intec Bovenden GmbH & Co. KG",
+          "Minebea Intec GmbH",
+          "METRO Dienstleistungs-Holding GmbH",
+          "MIP METRO Group Intellectual Property GmbH & Co. KG",
+          "MIP METRO Group Intellectual Property Management GmbH",
+          "METRO PROPERTIES Management GmbH",
+          "METRO PROPERTIES GmbH & Co. KG",
+          "CECONOMY AG",
+          "METRO AG",
+          "Minebea Intec Aachen Verwaltungs-GmbH",
+          "Minebea Intec Aachen GmbH & Co. KG",
+          "Rheinmetall Aktiengesellschaft",
+          "Rheinmetall Immobilien Kassel GmbH & Co. KG",
+          "Rheinmetall Immobilien GmbH",
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+          "Projektgesellschaft Konrad-Adenauer-Ufer Köln GmbH & Co. KG",
+          "HOCHTIEF Solutions Real Estate Beteiligungsverwaltungsgesellschaft mbH",
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+            "type": "scattergl"
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+          "scatterpolar": [
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+            "type": "scatterpolar"
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+          "scatterpolargl": [
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+          "colorway": [
+           "#636efa",
+           "#EF553B",
+           "#00cc96",
+           "#ab63fa",
+           "#FFA15A",
+           "#19d3f3",
+           "#FF6692",
+           "#B6E880",
+           "#FF97FF",
+           "#FECB52"
+          ],
+          "font": {
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+          "geo": {
+           "bgcolor": "white",
+           "lakecolor": "white",
+           "landcolor": "#E5ECF6",
+           "showlakes": true,
+           "showland": true,
+           "subunitcolor": "white"
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+          "hoverlabel": {
+           "align": "left"
+          },
+          "hovermode": "closest",
+          "mapbox": {
+           "style": "light"
+          },
+          "paper_bgcolor": "white",
+          "plot_bgcolor": "#E5ECF6",
+          "polar": {
+           "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#2a3f5f"
+           }
+          },
+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "title": {
+         "font": {
+          "size": 16
+         },
+         "text": "<br>Network graph made with Python"
+        },
+        "xaxis": {
+         "showgrid": false,
+         "showticklabels": false,
+         "zeroline": false
+        },
+        "yaxis": {
+         "showgrid": false,
+         "showticklabels": false,
+         "zeroline": false
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = go.Figure(\n",
+    "    data=[edge_trace, edge_weights_trace, node_trace],\n",
+    "    layout=go.Layout(\n",
+    "        title=\"<br>Network graph made with Python\",\n",
+    "        titlefont_size=16,\n",
+    "        showlegend=False,\n",
+    "        hovermode=\"closest\",\n",
+    "        margin=dict(b=20, l=5, r=5, t=40),\n",
+    "        annotations=[\n",
+    "            dict(\n",
+    "                text=\"Python code: <a href='https://plotly.com/ipython-notebooks/network-graphs/'> https://plotly.com/ipython-notebooks/network-graphs/</a>\",\n",
+    "                showarrow=False,\n",
+    "                xref=\"paper\",\n",
+    "                yref=\"paper\",\n",
+    "                x=0.005,\n",
+    "                y=-0.002,\n",
+    "            )\n",
+    "        ],\n",
+    "        xaxis=dict(showgrid=False, zeroline=False, showticklabels=False),\n",
+    "        yaxis=dict(showgrid=False, zeroline=False, showticklabels=False),\n",
+    "    ),\n",
+    ")\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1d9f4204",
+   "metadata": {},
+   "source": [
+    "## 3D\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 334,
+   "id": "320884a9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 3d spring layout\n",
+    "pos = nx.spring_layout(graph, dim=3, seed=779)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 335,
+   "id": "1051de4d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
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+       " 'c_53': array([-0.51389843,  0.68677455,  0.61003244]),\n",
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+       " 'c_1935': array([-0.49516809, -0.72098738, -0.23992124]),\n",
+       " 'c_1572': array([-0.48425081, -0.70468587, -0.22997358]),\n",
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+       " 'c_1976': array([-0.38340661, -0.14506845,  0.55016643]),\n",
+       " 'c_2021': array([-0.27531934, -0.29602322,  0.25126049]),\n",
+       " 'c_2136': array([-0.26621854, -0.29938304,  0.26815709]),\n",
+       " 'c_2020': array([ 0.22572519, -0.38417846,  0.26562238]),\n",
+       " 'c_2022': array([ 0.2309071 , -0.38316014,  0.28278413]),\n",
+       " 'c_2041': array([ 0.22771151, -0.35378423,  0.27302089]),\n",
+       " 'c_2082': array([ 0.25605536, -0.36798805,  0.29398611]),\n",
+       " 'c_2193': array([ 0.24013524, -0.36441761,  0.30677718]),\n",
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+       " 'c_2044': array([-0.28175354, -0.29071394,  0.2640357 ]),\n",
+       " 'c_2060': array([ 0.35142019, -0.46068731, -0.49292269]),\n",
+       " 'c_2080': array([ 0.34258503, -0.44771999, -0.47675079]),\n",
+       " 'c_2084': array([-0.2626082 , -0.29851076,  0.25367585]),\n",
+       " 'c_2003': array([ 0.25615653, -0.40603724,  0.33710366]),\n",
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+       " 'c_2095': array([ 0.25308576, -0.88523465,  0.05967483]),\n",
+       " 'c_41': array([ 0.26269427, -0.92418742,  0.06230067]),\n",
+       " 'c_2096': array([-0.25952071, -0.28686827,  0.26936585]),\n",
+       " 'c_2126': array([ 0.23137408, -0.32755953,  0.28465351]),\n",
+       " 'c_2144': array([-0.2726396 , -0.28253207,  0.27291489]),\n",
+       " 'c_2159': array([ 0.21429856, -0.37386099,  0.2652593 ]),\n",
+       " 'c_2171': array([ 0.24313122, -0.37878779,  0.27230975]),\n",
+       " 'c_2195': array([ 0.23870079, -0.37405583,  0.25888523]),\n",
+       " 'c_2254': array([-0.18912463, -0.05603654, -0.80254549]),\n",
+       " 'c_2222': array([-0.19689704, -0.05823056, -0.84552628]),\n",
+       " 'c_2269': array([-0.21078306, -0.06107292, -0.88180983]),\n",
+       " 'c_2256': array([-0.18377888, -0.05789541, -0.89547032]),\n",
+       " 'c_2255': array([-0.19039597, -0.05815464, -0.87421429]),\n",
+       " 'c_2382': array([0.60276574, 0.50112081, 0.29187855]),\n",
+       " 'c_2265': array([0.57572937, 0.4824504 , 0.28308663]),\n",
+       " 'c_2405': array([0.55706382, 0.46685439, 0.29232386]),\n",
+       " 'c_2100': array([ 0.30541024, -0.07570459,  0.89119756]),\n",
+       " 'c_2266': array([ 0.29582003, -0.07386259,  0.86343282]),\n",
+       " 'c_2407': array([ 0.2874127 , -0.07211428,  0.83887303]),\n",
+       " 'c_2402': array([ 0.11146453,  0.49852902, -0.71387815]),\n",
+       " 'c_2309': array([ 0.11600349,  0.51246703, -0.70319289]),\n",
+       " 'c_444': array([ 0.12003969,  0.54104912, -0.74724948]),\n",
+       " 'c_2179': array([ 0.1219553 ,  0.52955663, -0.70261002]),\n",
+       " 'c_2264': array([0.55458152, 0.4572185 , 0.33480224]),\n",
+       " 'c_2312': array([0.54973495, 0.45738789, 0.31327182]),\n",
+       " 'c_2340': array([ 0.38866675,  0.55127358, -0.5645225 ]),\n",
+       " 'c_2342': array([ 0.38732836,  0.5334264 , -0.57613957]),\n",
+       " 'c_2454': array([ 0.38799527,  0.51493764, -0.59433442]),\n",
+       " 'c_1954': array([ 0.16825715, -0.4735733 ,  0.74573123]),\n",
+       " 'c_2376': array([ 0.16140182, -0.45869648,  0.71217519]),\n",
+       " 'c_1715': array([ 0.16646278, -0.47336262,  0.72840214]),\n",
+       " 'c_2400': array([ 0.39849088,  0.50407094, -0.61004055]),\n",
+       " 'c_2363': array([ 0.38483542,  0.49048936, -0.60937369]),\n",
+       " 'c_2411': array([-0.34894136, -0.24226727,  0.21367981]),\n",
+       " 'c_2413': array([ 0.66692358, -0.04002366, -0.52141309]),\n",
+       " 'c_2453': array([ 0.38664809,  0.51076478, -0.61728811]),\n",
+       " 'c_2230': array([ 0.1266568 ,  0.58634269, -0.81679034]),\n",
+       " 'c_2462': array([ 0.12366132,  0.56586522, -0.78516358]),\n",
+       " 'c_3112': array([ 0.32061723, -0.63070893,  0.06719189]),\n",
+       " 'c_2467': array([ 0.3440105 , -0.63750458,  0.05594406]),\n",
+       " 'c_3103': array([ 0.3187063 , -0.63841653,  0.05875045]),\n",
+       " 'c_2589': array([-0.8993727 , -0.37990341,  0.02792316]),\n",
+       " 'c_2476': array([-0.88738519, -0.37401798,  0.01956788]),\n",
+       " 'c_2552': array([-0.85404795, -0.36002949,  0.01949937]),\n",
+       " 'c_2639': array([ 0.26740628, -0.12991069, -0.11671764]),\n",
+       " 'c_2520': array([ 0.28929213, -0.12967156, -0.09137147]),\n",
+       " 'c_2568': array([ 0.31304926, -0.13940765, -0.07826415]),\n",
+       " 'c_2569': array([ 0.25840583, -0.15111791, -0.12791851]),\n",
+       " 'c_2543': array([ 0.25972271, -0.16115561, -0.14570512]),\n",
+       " 'c_2493': array([ 0.25056681, -0.14509577, -0.13368396]),\n",
+       " 'c_2595': array([ 0.28854409, -0.12609044, -0.1344268 ]),\n",
+       " 'c_2670': array([ 0.30059516, -0.12100868, -0.15156868]),\n",
+       " 'c_2628': array([-0.7766006 , -0.34140354,  0.21680517]),\n",
+       " 'c_2627': array([-0.77160341, -0.33007812,  0.23481618]),\n",
+       " 'c_2570': array([-0.77730089, -0.32459861,  0.25304765]),\n",
+       " 'c_2661': array([-0.79900712, -0.35586604,  0.21258874]),\n",
+       " 'c_2544': array([-0.82960659, -0.37043265,  0.21768324]),\n",
+       " 'c_2689': array([ 0.24834868, -0.16597548, -0.13490333]),\n",
+       " 'c_468': array([-0.18083537, -0.67515141, -0.0043404 ]),\n",
+       " 'c_2699': array([-0.1686645 , -0.63883698, -0.00854423]),\n",
+       " 'c_636': array([-0.15289524, -0.5943256 , -0.01753058]),\n",
+       " 'c_2700': array([-0.13781285, -0.58117867, -0.05541719]),\n",
+       " 'c_2997': array([-0.06061932, -0.85518515,  0.33642262]),\n",
+       " 'c_2756': array([-0.0712881 , -0.84646416,  0.32548457]),\n",
+       " 'c_2781': array([-0.08495287, -0.84410852,  0.31556198]),\n",
+       " 'c_2764': array([ 0.16112986, -0.46141946,  0.7358011 ]),\n",
+       " 'c_415': array([-0.19628815, -0.55999851,  0.05081188]),\n",
+       " 'c_2818': array([-0.17468056, -0.5461998 ,  0.03521726]),\n",
+       " 'c_2825': array([ 0.29434037, -0.80005366,  0.43883505]),\n",
+       " 'c_2826': array([ 0.28268456, -0.77030843,  0.42009997]),\n",
+       " 'c_2715': array([ 0.27014312, -0.77671432,  0.41318882]),\n",
+       " 'c_2708': array([ 0.69889736, -0.28696451, -0.61781758]),\n",
+       " 'c_2874': array([ 0.72067219, -0.29615438, -0.63890183]),\n",
+       " 'c_2767': array([ 0.74516439, -0.30666256, -0.66298908]),\n",
+       " 'c_2899': array([-0.34679648, -0.24420914,  0.23606825]),\n",
+       " 'c_2911': array([-0.14558223, -0.52842742,  0.04685431]),\n",
+       " 'c_2912': array([-0.11022681, -0.32550791, -0.86109078]),\n",
+       " 'c_2934': array([-0.10694059, -0.3155497 , -0.83375996]),\n",
+       " 'c_2998': array([-0.10159049, -0.30097017, -0.79267454]),\n",
+       " 'c_2984': array([-0.15178119, -0.56490433,  0.0033631 ]),\n",
+       " 'c_3009': array([ 0.33913007, -0.65736425,  0.06005098]),\n",
+       " 'c_3017': array([ 0.33406818, -0.63746059,  0.08082554]),\n",
+       " 'c_3022': array([-0.13293515, -0.5412553 , -0.0385284 ]),\n",
+       " 'c_3024': array([ 0.33204332, -0.611633  ,  0.10080938]),\n",
+       " 'c_3102': array([ 0.35144666, -0.62330264,  0.12518819]),\n",
+       " 'c_3094': array([ 0.32725942, -0.70762986,  0.02030512]),\n",
+       " 'c_3025': array([ 0.3162998 , -0.6709674 ,  0.02977189]),\n",
+       " 'c_3036': array([ 0.0263078 , -0.36076644, -0.66197652]),\n",
+       " 'c_3106': array([-0.45474181, -0.60038447, -0.56189156]),\n",
+       " 'c_3040': array([-0.43648261, -0.57675177, -0.53866345]),\n",
+       " 'c_3031': array([-0.41459683, -0.54829478, -0.51086241]),\n",
+       " 'c_3041': array([-0.11005419, -0.60001951, -0.21604766]),\n",
+       " 'c_589': array([-0.12634565, -0.56259239, -0.14558694]),\n",
+       " 'c_3044': array([-0.11663916, -0.56637073, -0.11994178]),\n",
+       " 'c_3047': array([ 0.32028127, -0.65074569,  0.08381265]),\n",
+       " 'c_3057': array([ 0.3238405 , -0.66031015,  0.05472491]),\n",
+       " 'c_3062': array([ 0.30806193, -0.65746117,  0.05996823]),\n",
+       " 'c_3073': array([-0.1251898 , -0.55967897, -0.11878241]),\n",
+       " 'c_3071': array([-0.12589218, -0.58072418, -0.11094311]),\n",
+       " 'c_3074': array([ 0.30440024, -0.64786929,  0.07464463]),\n",
+       " 'c_3075': array([ 0.34442446, -0.64466095,  0.06981082]),\n",
+       " 'c_3098': array([-0.10650125, -0.56258112, -0.14352167]),\n",
+       " 'c_3101': array([ 0.32026789, -0.63017029,  0.04365446]),\n",
+       " 'c_3070': array([-0.36857587, -0.48832875, -0.45229977]),\n",
+       " 'c_3107': array([-0.39113846, -0.51773769, -0.48105574]),\n",
+       " 'c_3126': array([-0.13557693, -0.5666917 , -0.12238469]),\n",
+       " 'c_3134': array([-0.13012899, -0.58376974, -0.18133831]),\n",
+       " 'c_3136': array([ 0.33378097, -0.64709574,  0.04555361]),\n",
+       " 'c_3137': array([ 0.32007974, -0.66246307,  0.07198102]),\n",
+       " 'c_3145': array([ 0.33479407, -0.65836281,  0.07511748])}"
+      ]
+     },
+     "execution_count": 335,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 349,
+   "id": "98d70b8a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-0.77464211, -0.10960639,  0.51126593],\n",
+       "       [ 0.64056051, -0.06054507, -0.50150573],\n",
+       "       [ 0.40527004,  0.07199538, -0.27132258],\n",
+       "       ...,\n",
+       "       [ 0.66825497, -0.07422744,  0.60354948],\n",
+       "       [-0.78383523, -0.45038977,  0.38668162],\n",
+       "       [-0.54465491, -0.50988781,  0.39263445]])"
+      ]
+     },
+     "execution_count": 349,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "# Extract node and edge positions from the layout\n",
+    "node_xyz = np.array([pos[v] for v in sorted(graph)])\n",
+    "edge_xyz = np.array([(pos[u], pos[v]) for u, v in graph.edges()])\n",
+    "node_xyz\n",
+    "# edge_xyz"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 355,
+   "id": "2136a53e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import plotly.graph_objects as go\n",
+    "\n",
+    "edge_x = []\n",
+    "edge_y = []\n",
+    "edge_z = []\n",
+    "\n",
+    "edge_weight_x = []\n",
+    "edge_weight_y = []\n",
+    "\n",
+    "for edge in graph.edges():\n",
+    "    x0, y0, z0 = pos[edge[0]]\n",
+    "    x1, y1, z1 = pos[edge[1]]\n",
+    "    # x2, y2, z2 = pos[edge[2]]\n",
+    "    edge_x.append(x0)\n",
+    "    edge_x.append(x1)\n",
+    "    # edge_x.append(x2)\n",
+    "\n",
+    "    edge_y.append(y0)\n",
+    "    edge_y.append(y1)\n",
+    "    # edge_y.append(y2)\n",
+    "\n",
+    "    edge_z.append(z0)\n",
+    "    edge_z.append(z1)\n",
+    "    # edge_z.append(z2)\n",
+    "\n",
+    "    # edge_weight_x.append(x1 + x1 - x0)\n",
+    "    # edge_weight_y.append(y1 + y1 - y0)\n",
+    "    # edge_weight_x.append(x0 + x0 - x1)\n",
+    "    # edge_weight_y.append(y0 + y0 - y1)\n",
+    "    # edge_weight_x.append(x0 + ((x1 - x0) / 2))\n",
+    "    # edge_weight_y.append(y0 + ((y1 - y0) / 2))\n",
+    "\n",
+    "\n",
+    "edge_trace = go.Scatter3d(\n",
+    "    x=edge_x,\n",
+    "    y=edge_y,\n",
+    "    z=edge_z,\n",
+    "    mode=\"lines\",\n",
+    "    line=dict(color=\"rgb(125,125,125)\", width=1),\n",
+    "    hoverinfo=\"none\",\n",
+    ")\n",
+    "\n",
+    "node_x = []\n",
+    "node_y = []\n",
+    "node_z = []\n",
+    "for node in graph.nodes():\n",
+    "    x, y, z = pos[node]\n",
+    "    node_x.append(x)\n",
+    "    node_y.append(y)\n",
+    "    node_z.append(z)\n",
+    "\n",
+    "node_trace = go.Scatter3d(\n",
+    "    x=node_x,\n",
+    "    y=node_y,\n",
+    "    z=node_z,\n",
+    "    mode=\"markers\",\n",
+    "    name=\"actors\",\n",
+    "    marker=dict(\n",
+    "        symbol=\"circle\",\n",
+    "        size=6,\n",
+    "        color=\"blue\",\n",
+    "        colorscale=\"Viridis\",\n",
+    "        line=dict(color=\"rgb(50,50,50)\", width=0.5),\n",
+    "    ),\n",
+    "    #    text=labels,\n",
+    "    hoverinfo=\"text\",\n",
+    ")\n",
+    "\n",
+    "axis = dict(\n",
+    "    showbackground=False,\n",
+    "    showline=False,\n",
+    "    zeroline=False,\n",
+    "    showgrid=False,\n",
+    "    showticklabels=False,\n",
+    "    title=\"\",\n",
+    ")\n",
+    "\n",
+    "layout = go.Layout(\n",
+    "    title=\"Network of coappearances of characters in Victor Hugo's novel<br> Les Miserables (3D visualization)\",\n",
+    "    width=1000,\n",
+    "    height=1000,\n",
+    "    showlegend=False,\n",
+    "    scene=dict(\n",
+    "        xaxis=dict(axis),\n",
+    "        yaxis=dict(axis),\n",
+    "        zaxis=dict(axis),\n",
+    "    ),\n",
+    "    margin=dict(t=100),\n",
+    "    hovermode=\"closest\",\n",
+    "    annotations=[\n",
+    "        dict(\n",
+    "            showarrow=False,\n",
+    "            text=\"Data source: <a href='http://bost.ocks.org/mike/miserables/miserables.json'>[1] miserables.json</a>\",\n",
+    "            xref=\"paper\",\n",
+    "            yref=\"paper\",\n",
+    "            x=0,\n",
+    "            y=0.1,\n",
+    "            xanchor=\"left\",\n",
+    "            yanchor=\"bottom\",\n",
+    "            font=dict(size=14),\n",
+    "        )\n",
+    "    ],\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 356,
+   "id": "fdd20f64",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['1. Freiburger Solarfonds Beteiligungs-KG', 'Jürgen Wetzel', 'Aurelius KG', 'Peter Esser', 'Bayer Design Fritz Bayer GmbH & Co KG', 'Michael Georg Neubauer', 'Bayern Immobilien Höller/Lechner KG', 'Erwin Höller', 'Bayern-Osteuropa OHG Travel Consulting Marketing', 'Eugen Guwa', 'Anna Guwa', 'Bayern Treuhand Obermeier & Kilger KG Wirtschaftsprüfungsgesellschaft', 'Hugo Obermeier', 'Bayern-Park KG', 'Eva Leitl', 'Silke Holzner', 'BAYERN-RALLYE Karussellbetrieb OHG', 'Christine Fahrenschon', 'Maximilian Fahrenschon', 'Bayer Rettungstechnik oHG', 'Peter Bayer', 'Bernd Klein', 'Deutsche Wohn- und Gewerbebau KG', 'Ottmar Mühlberger', 'E. Merck KG', 'Frank Stangenberg-Haverkamp', 'Johannes Baillou', 'Belén Garijo Lopez', 'Kai Beckmann', 'Marcus Kuhnert', 'Matthias Heinzel', 'Peter Guenter', 'Emanuel-Merck-Vermögens-KG', 'E. Merck Beteiligungen KG', 'Frye Ströer Legehennen KG', 'Reinhard Frye', 'Fielmann Augenoptik AG & Co. oHG Harburg-City', 'Sirous Shahsiah', 'Henkel Familien KG', 'Anna Henkel', 'Thomas Henkel', 'Hanspeter Grassl KG', 'Sebastian Graßl', 'Henkel KG Generalagentur', 'Ronny Polack', 'Grundstücksgesellschaft Pfingstanger Salzgitter Bad KG', 'Günter Nicklas', 'K & S Citystore OHG', 'Gesine Tanja Föller-Klügl', 'Carsten Klügl', 'K.M.S. Doruk Computer Systeme OHG', 'Andrea Doruk', 'MERCK Kommanditgesellschaft auf Aktien', 'MetroPolis Grundstücks oHG', 'Donat Kühne', 'Andreas Stahl', 'Mina Ansari', 'Klaus Markus Dahlmanns', 'Gregor Fachinger', 'David Ferré', 'Ralf Fischer', 'Ekaterina Grishina', 'Gerald Hartung', 'Eduard Hinken', 'Vyacheslav Antoliyovych Ivchenko', 'Reinhard Janssen', 'Karin Lenz', 'Petra Mai-Hartung', 'Klaus-Jürgen Müller', 'Gudela Noack', 'Rico Noack', 'Peter Uwe Petersen', 'Zhiyun Ren', 'Denis Sapozhnikov', 'Michael Scheele', 'Jochen Scholl', 'Arnd Schröder', 'Michael Süßkind', 'Andreas Thot', 'Jianshen Zhou', 'Ursula Deibler', 'Joachim Hahn', 'Ralf Karwat', 'Martina Mahlke', 'Jörgen Pisarz', 'Frank Weisser', 'Gerhard Löhlein', 'Franz Rauch', 'Bogumila Szyja', 'Karin Timmerberg', 'Charlotte Weichselsdorfer', 'Rainer Weichselsdorfer', 'Bernhard Heitele', 'Zeynep Ayse Hicsasmaz-Heitele', 'Katharina von Falkenhayn', 'Franziska von Malaisé', 'Heinrich Brendel', 'Han Deng', 'Ulrike Köhler', 'Thomas Köhler', 'Jochem Lange', 'Annette Ludwig', 'Friederike Maurer', 'Willi Maurer', 'Andreas Ramshorn', 'Ingo Schuck', 'Johann-Friedrich von der Borch', 'Richard Weiler', 'Johannes Busch', 'Christine Ehard', 'Thomas Eismann', 'Stefanie Frensch', 'Holger Gleich', 'Sonja Kreibich', 'Henrik Thomsen', 'Kerstin Herzinger', 'Iris Kraus', 'Volker Kreibich', 'Barbara Kreibich', 'Olivier Krenz', 'Andrea Layer', 'Ingrid Schuff', 'Harald Schuff', 'Wolfgang Siegel', 'Helmut Teichmann', 'Dirk Broneske', 'Hanns Heinrich Frensch', 'Monika Frensch', 'Nicole Gerken-Broneske', 'Andriy Krantvays', 'Alfredo Perl', 'Olaf Rehahn', 'Susanne Reiner-Koppmann', 'Anna Spektor', 'Ilona Steiert', 'Kerstin Viot', 'Dirk Weichselsdorfer', 'Wolfgang Becker', 'Robert Dilla', 'Aldona Kihl', 'Martin Winkler', 'Gerda Winkler', 'Claudia Beppler-Spahl', 'Hauke Hermann', 'Nancy Stahl', 'Ingrid Maaß', 'Sebastian Schneider', 'Thilo Spahl', 'Runa Speer', 'Karin Blumenthal', 'Agnes Kolodziej', 'Jörg Langert', 'Claudia Langert', 'Sebastian Metzger', 'Carl-Wilhelm Oesterley', 'Burkhard Stangl', 'Peter Geibel', 'Stefanie Granitza', 'David Granitza-Schultz', 'Stephanie Reimert', 'Ellen Hautmann', 'Jens Kaffenberger', 'Dandy Kleybrink', 'Lia Kleybrink', 'Martin Langendorf', 'Mathilde Langendorf', 'Peter Maier-Stein', 'Runhao Min', 'Thomas Neumann', 'Gerd Pasemann', 'Jan Reimert', 'Helene Renger', 'Volker Stampe', 'Gudrun Stein', 'York von Falkenhayn', 'Oscar Zach', 'Doris Bischler', 'Markus Bischof', 'Matthias Kühnle', 'Karina Schimert-zu Hohenlohe', 'Cristiana da Silva', 'Jörg Löbig', 'Stefan Krause', 'Dirk Kudlicz', 'Rolf Lange', 'Andreas Veauthier', 'Sebastian Bukow', 'Arndt Bercher', 'Nicole Bercher-von Jordan', 'Robert Birker', 'Caprice Birker', 'Nicola Brase', 'Stephan DuCharme', 'Claudia Kaloff', 'Vladimir Kotiasvili', 'Otto Kückmann', 'Winrich Kyas', 'Sylke Kyas-Litt', 'Holger Matthies', 'Roland Mohr', 'Harald Rammler', 'Seyed Mohammad Seyed Makki', 'Brigitte Trattner', 'Christine Buchheit', 'Horand Knaup', 'Nevin Dogan', 'Levent Dogan', 'Elisabeth Dubbers', 'Stella Roidi-Schnorrenberg', 'Julius Schellmann', 'Ekkehard Roidis-Schnorrenberg', 'Michael Lefmann', 'Wolf Christian Boes', 'Rupert Dörfler', 'Carsten Eckert', 'Hans Günter Klein', 'Peter Molitor', 'Hasan Ali San', 'Zeynep San', 'Biljana Boes', 'Florian Will', 'Michael Narazny', 'Angelika Weidemann', 'Norbert Brömme', 'Thomas Eggers', 'Katja Simons', 'Nicholas Whitaker', 'Stephan Kühne', 'Hans-Jürgen Braun', 'Georg Denninger', 'Rebekka Denninger', 'Ulrich Müller Brito', 'Michael Rost', 'Stefan Sommer', 'Margarete Stephan', 'Frank Weber', 'Michael Wrede', 'Reinhard Gundelwein', 'Philipp Kühne', 'Sabrina Meyer', 'Helga Pilz', 'Dieter Pilz', 'Elisabeth Schaper', 'Thomas Schaper', 'Peter Buntrock', 'Angela Hoffmann', 'Alisa Krasylna', 'Kirsten Peters', 'Oda Hagemeier', 'Yuyi Huang', 'Erich Paproth', 'Annette Wolpert', 'Sebastian Aman', 'Andreas Roland Mollenkopf', 'Barbara Doll', 'Winfried Rademacher', 'Markus Trefz', 'Sabine Trefz', 'Jürgen Wenzler', 'Alexander Schwardmann', 'Miron Chestakov', 'Lev Chestakov', 'Raphaela Meis', 'Matthias Meis', 'Anja Markfort', 'Sibille Allgayer', 'Helmut Dietrich', 'Richard Kurka', 'Sarah Julia Lee', 'Lena Eleonore Staiger', 'Maja Bernadette Staiger', 'Benjamin Rohé', 'Jörn Averkamp', 'Thomas Grube', 'Yi Li', 'Natthinee Mohr', 'Sonia Susanna Mohrmann Oviedo', 'Florian Peter Pröscholdt', 'Manuel Scholten', 'Franziska Luise Dorothea Weller', 'Nordex-Glas oHG', 'Ali Hakan Sualp', 'Sevgi Karaarslan', '\"PETER G. OHG,\" - Men & Women', 'Leonie Greis', 'Daniela Greis', 'REWE-Markt Ströer OHG', 'Silvio Ströer', 'Sartorius KG', 'Meik Sartorius', 'Aurubis AG', 'Aurubis Stolberg GmbH & Co. KG', 'Aurubis Stolberg Verwaltungs-GmbH', 'Aurubis Stolberg Asset GmbH & Co. KG', 'Aurubis Stolberg Asset Verwaltungs-GmbH', 'BayWa r.e. Wind Verwaltungs GmbH', 'BayWa r.e. Windparkportfolio 1 GmbH & Co. KG', 'BayWa r.e. Wind 20+ GmbH', 'BayWa BGM Verwaltungs GmbH', 'BayWa Bau- & Gartenmärkte GmbH & Co. KG', 'BayWa Pensionsverwaltung GmbH', 'Covestro Intellectual Property Verwaltungs GmbH', 'Covestro Intellectual Property GmbH & Co. KG', 'Covestro Deutschland AG', 'Brenntag Vermögensmanagement GmbH', 'Brenntag European Services GmbH & Co. KG', 'Brenntag Beteiligungs GmbH', 'Brenntag Foreign Holding GmbH', 'CM Komplementär 03-018 GmbH & Co. KG', 'BMW INTEC Beteiligungs GmbH', 'BMW Beteiligungs GmbH & Co. KG', 'BMW Vermögensverwaltungs GmbH', 'CM Komplementär 03-019 GmbH & Co. KG', 'BayWa r.e. Asset Verwaltungs GmbH', 'BayWa r.e. Solardächer II GmbH & Co. KG', 'BayWa r.e. AG', 'Covestro Procurement Services Verwaltungs GmbH', 'Covestro Procurement Services GmbH & Co. KG', 'Deutsche Post Adress Geschäftsführungs GmbH', 'Deutsche Post Adress GmbH & Co. KG', 'Deutsche Post Adress Beteiligungsgesellschaft mbH', 'Deutsche Post Verwaltungs Objekt GmbH', 'Deutsche Post Pensions-Treuhand GmbH & Co. KG', 'Deutsche Post AG', 'Deutsche Wohnen Zweite Fondsbeteiligungs GmbH', 'Deutsche Wohnen Beteiligungsverwaltungs GmbH & Co. KG', 'Deutsche Wohnen Fondsbeteiligungs GmbH', 'EnBW Real Estate GmbH', 'Der neue Stöckach GmbH & Co KG', 'Neckarwerke Stuttgart GmbH', 'EnBW He Dreiht Management GmbH', 'EnBW He Dreiht GmbH & Co. KG', 'EnBW Offshore 4 GmbH', 'EnBW Solar Verwaltungsgesellschaft mbH', 'EnBW Solarpark Lindenau GmbH & Co. KG', 'EnBW Solar GmbH', 'EnBW Solarpark Gickelfeld GmbH & Co. KG', 'EnBW City GmbH & Co. KG', 'EnBW Immobilienbeteiligungen GmbH', 'EnBW Solarpark Gückelhirn GmbH & Co. KG', 'EnBW Solarpark Sonnewalde GmbH & Co. KG', 'EnBW Solarpark Kroppen GmbH & Co. KG', 'EnBW Energie Baden-Württemberg AG', 'EnBW Übertragungsnetz Immobiliengesellschaft mbH & Co. KG', 'EnBW Übertragungsnetz Immobilien Verwaltungsgesellschaft mbH', 'EnBW WindInvest Management GmbH', 'EnBW WindInvest GmbH & Co. KG', 'EnBW Windkraftprojekte GmbH', 'EnBW Baltic 1 Verwaltungsgesellschaft mbH', 'EnBW Baltic 1 GmbH & Co. KG', 'EnBW Offshore 1 GmbH', 'EnBW SunInvest Management GmbH', 'EnBW SunInvest GmbH & Co. KG', 'EnBW Baltic 2 Management GmbH', 'EnBW Baltic 2 GmbH & Co. KG', 'EnBW Offshore 2 GmbH', 'EnBW Solarpark Rot an der Rot GmbH & Co. KG', 'EnBW Albatros Management GmbH', 'EnBW Albatros GmbH & Co. KG', 'EnBW Offshore 3 GmbH', 'EnBW Solarpark Emmingen-Liptingen GmbH & Co. KG', 'EnBW Solarpark Groß Lübbenau GmbH & Co. KG', 'BayWa r.e. EMEA IPP Holding GmbH', 'Dörenhagen Windenergieanlagen GmbH & Co. KG', 'BayWa r.e. IPP Verwaltungs GmbH', 'EnBW Solarpark Göritz GmbH & Co. KG', 'E.ON Real Estate GmbH', 'E.ON Grund&Boden GmbH & Co. KG', 'E.ON Grund&Boden Beteiligungs GmbH', 'EVGA Grundstücks- und Gebäudemanagement GmbH & Co. KG', 'Fielmann Aktiengesellschaft', 'Fielmann AG & Co. Brackwede KG', 'Fielmann Finanzservice GmbH', 'Fielmann AG & Co Bramfeld KG', 'Fielmann AG & Co. Centrum OHG', 'Fielmann AG & Co. Elberfeld OHG', 'Fielmann AG & Co. Hiltrup OHG', 'Fielmann AG & Co. Ochsenzoll OHG', 'Fielmann AG & Co. Rahlstedt OHG', 'Fielmann AG & Co. Rethelstraße OHG', 'Fielmann AG & Co. City-Arkaden OHG', 'Fielmann AG & Co. Mülheim OHG', 'Fielmann AG & Co. Oberkassel OHG', 'Fielmann AG & Co. Eimsbüttel OHG', 'Fielmann AG & Co. Venloer Straße OHG', 'Fielmann AG & Co. Wandsbek OHG', 'Fielmann AG & Co. Essen-Steele OHG', 'Fielmann AG & Co. Jahnplatz OHG', 'Fielmann AG & Co. OHG', 'Fielmann AG & Co. oHG Kalk', 'Fielmann AG & Co. Ottensen OHG', 'Fielmann AG & Co. am Markt KG', 'Fielmann AG & Co. Paunsdorf-Center OHG', 'Fielmann AG & Co-Volksdorf OHG', 'Fielmann AG & Co. oHG City-Galerie', 'Fielmann AG & Co. Othmarschen OHG', 'EWE HOCHTIEF Ladepartner Verwaltungs-GmbH', 'EWE Go HOCHTIEF Ladepartner GmbH & Co. KG', 'HOCHTIEF Ladepartner GmbH', 'Fielmann AG & Co. Harburg Sand OHG', 'Fielmann AG & Co. im Centrum OHG', 'Fielmann AG & Co. KG', 'Fielmann AG & Co. Barbarossaplatz OHG', 'Fielmann AG & Co. Bonn-Bad Godesberg OHG', 'Fielmann AG & Co. im Alstertal-Einkaufszentrum OHG', 'Fielmann AG & Co. Bad Cannstatt OHG', 'Fielmann AG & Co. Buer OHG', 'Fielmann AG & Co. Barmen OHG', 'Fielmann AG & Co. im Centrum KG', 'Fielmann AG & Co. Derendorf OHG', 'Fielmann AG & Co. oHG Ludwigsplatz', 'Fielmann AG & Co. Pferdemarkt OHG', 'Fielmann AG & Co. Zentrum KG', 'Fielmann AG & Co. Ebertplatz KG', 'Fielmann AG & Co. Klosterstraße OHG', 'Fielmann AG & Co Rathaus OHG', 'Fraport AG Frankfurt Airport Services Worldwide', 'Fraport Immobilienservice- u.-entwicklungs GmbH &Co.KG', 'Fraport Real Estate Verwaltungs GmbH', 'Fielmann AG & Co. Bergedorf KG', 'Fielmann AG & Co. oHG Allee-Center', 'Fielmann AG & Co. Essen-Rüttenscheid OHG', 'Fielmann AG & Co Wattenscheid KG', 'Fielmann AG & Co. Hamborn OHG', 'Fielmann AG & Co. Westliche Kaiserstraße KG', 'Fielmann AG & Co. An der Rothenburg OHG', 'Fielmann AG & Co. Billstedt KG', 'Fielmann AG & Co. Chorweiler KG', 'Fielmann AG & Co. oHG Hindenburgstraße', 'Rheinmetall Immobilien Hafenmole GmbH', 'GVMS Grundstücksverwaltung Service GmbH & Co. KG', 'Rheinmetall Automotive AG', 'STW Grundstücksverwaltung GmbH', 'GKF Vermögensverwaltungsgesellschaft mbH & Co. Objekt Mönchengladbach ZV II KG', 'GBS Gesellschaft für Unternehmensbeteiligungen mbH', 'GKF Vermögensverwaltungsgesellschaft mbH', 'GKF Vermögensverwaltungsgesellschaft mbH & Co. Gewerbegrundstücke KG', 'GKF Vermögensverwaltungsgesellschaft mbH & Co. Objekt Saar-Grund KG', 'Henkel Management AG', 'Henkel AG & Co. KGaA', 'GKF Vermögensverwaltungsgesellschaft mbH & Co. Objekt Hamm KG', 'GKF Vermögensverwaltungsgesellschaft mbH & Co. 25. Objekt - KG', 'INDUS Holding Aktiengesellschaft', 'GSR Ventiltechnik GmbH & Co. KG', 'HOCHTIEF PPP Bundeswehrpartner FWK München Verwaltungs GmbH', 'HOCHTIEF PPP Bundeswehrpartner FWK München GmbH & Co. KG', 'HOCHTIEF PPP 1. Holding GmbH & Co. KG', 'KSB Energie Verwaltungs GmbH', 'KSB Erneuerbare Energien Eins GmbH & Co. KG', 'KSB Energie GmbH', 'Karl Simon GmbH & Co. KG', 'KSB Erneuerbare Energien Drei GmbH & Co. KG', 'LANXESS Trademark Management GmbH', 'LANXESS Trademark GmbH & Co. KG', 'LANXESS Deutschland GmbH', 'HOCHTIEF PPP 1. Holding Verwaltungsgesellschaft mbH', 'HOCHTIEF PPP Solutions GmbH', 'KS Grundstücksverwaltung Beteiligungs-GmbH', 'KS Grundstücksverwaltung GmbH & Co. KG', 'AIB Verwaltungs GmbH', 'Immobilien-Vermietungsgesellschaft von Quistorp GmbH & Co. Objekt Altlandsberg KG', 'METRO Leasing GmbH', 'KSB Erneuerbare Energien Fünf GmbH & Co. KG', 'KUKA Real Estate Management GmbH', 'KUKA Real Estate GmbH & Co. KG', 'KUKA Aktiengesellschaft', 'Schaeffler Wälzlager Beteiligungsgesellschaft mbH', 'IHO Holding GmbH & Co. KG', 'INA-Holding Schaeffler GmbH & Co. KG', 'IHO Management GmbH', 'ATESTEO Management GmbH', 'HOCHTIEF PPP Schulpartner Köln Rodenkirchen Verwaltungs GmbH', 'HOCHTIEF PPP Schulpartner Köln Rodenkirchen GmbH & Co. KG', 'HORNGROUP Holding GmbH & Co. KG', 'Kaufhalle GmbH & Co. Objekt Lager Apfelstädt KG', 'Kaufhalle GmbH', 'HUGO BOSS Beteiligungsgesellschaft mbH', 'HUGO BOSS Vermögensverwaltung GmbH & Co. KG', 'HUGO BOSS AG', 'KSB Windfeld Parstein GmbH & Co. KG', 'LMH Immobilien Holding GmbH & Co.KG', 'LMH Immobilien GmbH & Co. KG', 'Linde Material Handling GmbH', 'HOCHTIEF PPP Verwaltungs GmbH', 'HOCHTIEF PPP Schulpartner Köln P 1 GmbH & Co. KG', 'Infineon Technologies AG', 'Infineon Technologies Bipolar GmbH & Co. KG', 'Infineon Technologies Bipolar Verwaltungs GmbH', 'HOCHTIEF PPP Schulpartner Frankfurt am Main Verwaltungs GmbH', 'HOCHTIEF PPP Schulpartner Frankfurt am Main GmbH & Co. KG', 'MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt Porta-Westfalica KG', 'Metro Cash & Carry Grundstücksverwaltungsgesellschaft mbH', 'Mainova Erneuerbare Energien Verwaltungs GmbH', 'Mainova Windpark Niederhambach GmbH & Co. KG', 'Mainova Erneuerbare Energien GmbH & Co. KG', 'Mainova Erneuerbare Energien Management GmbH', 'Mainova Aktiengesellschaft', 'Mainova Windpark Siegbach GmbH & Co. KG', 'MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt Schwelm KG', 'Merck Life Science KGaA', 'Merck Schuchardt OHG', 'MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt Hamburg-Altona KG', 'Mainova Wind Onshore Verwaltungs GmbH', 'Mainova Gemeinschaftswindpark Hohenahr GmbH & Co. KG', 'Zweite Mainova Erneuerbare Energien Verwaltungs GmbH', 'Mainova PV_Park 1GmbH & Co. KG', 'GEHE Immobilien Verwaltungs-GmbH', 'MATIS Immobilien OHG', 'ABG Apotheken-Beratungsgesellschaft mbH', 'MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt München-Pasing KG', 'Mainova PV_Park 3 GmbH & Co. KG', 'MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt Berlin-Friedrichshain KG', 'Mainova Windpark Kaisten GmbH & Co. KG', 'Mainova Windpark Kloppenheim GmbH & Co. KG', 'Mainova Windpark Remlingen GmbH & Co. KG', 'Nordex Beteiligungen GmbH', 'Nordex Energy SE & Co. KG', 'Nordex SE', 'Nordex Forum II Verwaltungs GmbH', 'Nordex Forum II GmbH & Co. KG', 'Minebea Intec Bovenden Verwaltungs-GmbH', 'Minebea Intec Bovenden GmbH & Co. KG', 'Minebea Intec GmbH', 'METRO Dienstleistungs-Holding GmbH', 'MIP METRO Group Intellectual Property GmbH & Co. KG', 'MIP METRO Group Intellectual Property Management GmbH', 'METRO PROPERTIES Management GmbH', 'METRO PROPERTIES GmbH & Co. KG', 'CECONOMY AG', 'METRO AG', 'Minebea Intec Aachen Verwaltungs-GmbH', 'Minebea Intec Aachen GmbH & Co. KG', 'Rheinmetall Aktiengesellschaft', 'Rheinmetall Immobilien Kassel GmbH & Co. KG', 'Rheinmetall Immobilien GmbH', 'HOCHTIEF Solutions Real Estate GmbH', 'Projektgesellschaft Konrad-Adenauer-Ufer Köln GmbH & Co. KG', 'HOCHTIEF Solutions Real Estate Beteiligungsverwaltungsgesellschaft mbH', 'Rheinmetall Immobilien VEGA GmbH & Co. KG', 'Rheinmetall Immobilien Hamburg Friedensallee GmbH', 'NIGRA Verwaltung GmbH & Co. Objekt Neunkirchen KG', 'NWS Grundstücksmanagement GmbH & Co. KG', 'Rheinmetall Immobilien Flensburg GmbH & Co. KG', 'MWFS Zwischenholding Management GmbH', 'MWFS Zwischenholding GmbH & Co. KG', 'Zalando SE', 'Portokali Property Development III SE & Co. KG', 'Zalando Operations GmbH', 'Salzgitter Aktiengesellschaft', 'Salzgitter Hydroforming GmbH & Co KG', 'Salzgitter Hydroforming Verwaltungs GmbH', 'Schaeffler Technologies AG & Co. KG', 'Schaeffler Aerospace Germany GmbH & Co. KG', 'Schaeffler Aerospace Germany Beteiligungs GmbH', 'Schaeffler AG', 'Schaeffler Industrial Remanufacturing Services AG & Co. KG', 'Schaeffler Verwaltungsholding Vier GmbH', 'Schaeffler ByWire Technologie GmbH & Co. KG', 'Schaeffler ByWire Management GmbH', 'Schaeffler Bühl Verwaltungs GmbH', 'Schaeffler Automotive Buehl GmbH & Co. KG', 'Schaeffler Bühl Beteiligungs GmbH', 'Schaeffler Automotive Aftermarket GmbH & Co. KG', 'Schaeffler KWK Verwaltungs GmbH', 'Schaeffler Sondermaschinenbau AG & Co. KG', 'BayWa r.e. Solar Projects Verwaltungs GmbH', 'SPV Solarpark 102. GmbH & Co. KG', 'BayWa r.e. Solar Projects GmbH', 'SPV Solarpark 103. GmbH & Co. KG', 'Volkswagen Immobilien Management GmbH', 'Volkswagen Immobilien BLUE GmbH & Co. KG', 'Volkswagen Immobilien Investment GmbH', 'Tivoli Garden GmbH & Co. KG', 'BayWa r.e. Power Solutions GmbH', 'Solarpark Lupus GmbH & Co. KG', 'United Internet AG', 'United Internet Investments Holding AG & Co. KG', 'United Internet Corporate Services GmbH', 'Südwest Presse + Hapag-Lloyd Reisebüro Verwaltungs GmbH', 'Südwest Presse + Hapag-Lloyd Reisebüro GmbH & Co. KG', 'TUI Deutschland GmbH', 'SIL Verwaltung GmbH & Co. Objekt Haidach KG', 'Umspannwerk Klein Bünsdorf GmbH & Co. KG', 'Volkswagen Automobile Hamburg GmbH', 'Volkswagen Original Teile Logistik GmbH & Co. KG', 'Volkswagen Original Teile Logistik Beteiligungs-GmbH', 'Solarpark Aquarius GmbH & Co. KG', 'Zalando Customer Care DACH SE & Co. KG', 'Zalando Logistics Mönchengladbach SE & Co. KG', 'Windpark Wilhelmshöhe GmbH & Co. KG', 'Zalando Lounge Content Solutions SE & Co. KG', 'Zalando Lounge Service GmbH', 'Zalando Outlets GmbH', 'Zalando Stores GmbH & Co. KG', 'Windfeld Hohenfelde Vier GmbH & Co. KG', 'Wacker Neuson PGM Verwaltungs GmbH', 'Wacker Neuson Produktion GmbH & Co. KG', 'Wacker Neuson SE', 'Windpark Hessenweiler GmbH & Co. KG', 'BayWa r.e. Wind GmbH', 'Windpark Wilhelmshöhe III GmbH & Co. KG', 'Zalando Lounge Logistics SE & Co. KG', 'Zalando Logistics Gießen SE & Co. KG', 'Zalando Logistics Süd SE & Co. KG', 'Windpark Wilhelmshöhe II GmbH & Co. KG', 'Wilhelmshöhe Infrastruktur GmbH & Co. KG', 'Zalando BTD 007 SE & Co. KG', 'Zalando BTD 010 SE & Co. KG', 'Windpark Lindchen GmbH & Co. KG', 'Zalando Customer Care Central Services SE & Co. KG', 'Wacker Neuson SGM Verwaltungs GmbH', 'Wacker Neuson Vertrieb Deutschland GmbH & Co. KG', 'Windpark Freimersheim GmbH & Co. KG', 'Windpark Pferdsfeld GmbH & Co. KG', 'Zalando BTD 009 SE & Co. KG', 'Zalando BTD 011 SE & Co. KG', 'Zalando Customer Care International SE & Co. KG']\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Set Color by using the nodes DataFrame with its Color Attribute. The sequence matters!\n",
+    "colors = list(nx.get_node_attributes(graph, \"color\").values())\n",
+    "\n",
+    "node_names = []\n",
+    "for key, value in nodes.items():\n",
+    "    if \"name\" in value.keys():\n",
+    "        node_names.append(value[\"name\"])\n",
+    "    else:\n",
+    "        node_names.append(value[\"firstname\"] + \" \" + value[\"lastname\"])\n",
+    "    # if value[\"name\"] is not None:\n",
+    "    #     node_names.append(value[\"name\"])\n",
+    "    # if value[\"fristname\"] is not None:\n",
+    "    #     node_names.append(value[\"firstname\"] + \" \" + value[\"lastname\"])\n",
+    "print(node_names)\n",
+    "\n",
+    "node_trace.marker.color = colors\n",
+    "node_trace.text = node_names\n",
+    "\n",
+    "# print(list(df[\"eigenvector\"]*100))\n",
+    "# node_trace.marker.size = list(df[\"eigenvector\"]*100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 374,
+   "id": "d51f7e94",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[{'from': 'p_545', 'to': 'c_53', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_758', 'to': 'c_77', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_1313', 'to': 'c_253', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_1706', 'to': 'c_301', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_1891', 'to': 'c_388', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_1892', 'to': 'c_388', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_1899', 'to': 'c_392', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_2332', 'to': 'c_523', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_2331', 'to': 'c_523', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_2457', 'to': 'c_574', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_2458', 'to': 'c_574', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_2499', 'to': 'c_598', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_2500', 'to': 'c_598', 'type': 'HAFTENDER_GESELLSCHAFTER'}, {'from': 'p_3171', 'to': 'c_770', 'type': 'HAFTENDER_GESELLSCHAFTER'}, 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+     ]
+    }
+   ],
+   "source": [
+    "print(edges)\n",
+    "edge_colors = []\n",
+    "for row in edges:\n",
+    "    if row[\"type\"] == \"HAFTENDER_GESELLSCHAFTER\":\n",
+    "        edge_colors.append(\"rgb(255,0,0)\")\n",
+    "    else:\n",
+    "        edge_colors.append(\"rgb(255,105,180)\")\n",
+    "print(edge_colors)\n",
+    "edge_trace.line = dict(color=edge_colors, width=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 375,
+   "id": "a4395d63",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "hoverinfo": "none",
+         "line": {
+          "color": [
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+          "EnBW Baltic 1 GmbH & Co. KG",
+          "EnBW Offshore 1 GmbH",
+          "EnBW SunInvest Management GmbH",
+          "EnBW SunInvest GmbH & Co. KG",
+          "EnBW Baltic 2 Management GmbH",
+          "EnBW Baltic 2 GmbH & Co. KG",
+          "EnBW Offshore 2 GmbH",
+          "EnBW Solarpark Rot an der Rot GmbH & Co. KG",
+          "EnBW Albatros Management GmbH",
+          "EnBW Albatros GmbH & Co. KG",
+          "EnBW Offshore 3 GmbH",
+          "EnBW Solarpark Emmingen-Liptingen GmbH & Co. KG",
+          "EnBW Solarpark Groß Lübbenau GmbH & Co. KG",
+          "BayWa r.e. EMEA IPP Holding GmbH",
+          "Dörenhagen Windenergieanlagen GmbH & Co. KG",
+          "BayWa r.e. IPP Verwaltungs GmbH",
+          "EnBW Solarpark Göritz GmbH & Co. KG",
+          "E.ON Real Estate GmbH",
+          "E.ON Grund&Boden GmbH & Co. KG",
+          "E.ON Grund&Boden Beteiligungs GmbH",
+          "EVGA Grundstücks- und Gebäudemanagement GmbH & Co. KG",
+          "Fielmann Aktiengesellschaft",
+          "Fielmann AG & Co. Brackwede KG",
+          "Fielmann Finanzservice GmbH",
+          "Fielmann AG & Co Bramfeld KG",
+          "Fielmann AG & Co. Centrum OHG",
+          "Fielmann AG & Co. Elberfeld OHG",
+          "Fielmann AG & Co. Hiltrup OHG",
+          "Fielmann AG & Co. Ochsenzoll OHG",
+          "Fielmann AG & Co. Rahlstedt OHG",
+          "Fielmann AG & Co. Rethelstraße OHG",
+          "Fielmann AG & Co. City-Arkaden OHG",
+          "Fielmann AG & Co. Mülheim OHG",
+          "Fielmann AG & Co. Oberkassel OHG",
+          "Fielmann AG & Co. Eimsbüttel OHG",
+          "Fielmann AG & Co. Venloer Straße OHG",
+          "Fielmann AG & Co. Wandsbek OHG",
+          "Fielmann AG & Co. Essen-Steele OHG",
+          "Fielmann AG & Co. Jahnplatz OHG",
+          "Fielmann AG & Co. OHG",
+          "Fielmann AG & Co. oHG Kalk",
+          "Fielmann AG & Co. Ottensen OHG",
+          "Fielmann AG & Co. am Markt KG",
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+          "EWE Go HOCHTIEF Ladepartner GmbH & Co. KG",
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+          "Fielmann AG & Co. KG",
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+          "Fielmann AG & Co. Bonn-Bad Godesberg OHG",
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+          "Fielmann AG & Co. Bad Cannstatt OHG",
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+          "Fielmann AG & Co. Barmen OHG",
+          "Fielmann AG & Co. im Centrum KG",
+          "Fielmann AG & Co. Derendorf OHG",
+          "Fielmann AG & Co. oHG Ludwigsplatz",
+          "Fielmann AG & Co. Pferdemarkt OHG",
+          "Fielmann AG & Co. Zentrum KG",
+          "Fielmann AG & Co. Ebertplatz KG",
+          "Fielmann AG & Co. Klosterstraße OHG",
+          "Fielmann AG & Co Rathaus OHG",
+          "Fraport AG Frankfurt Airport Services Worldwide",
+          "Fraport Immobilienservice- u.-entwicklungs GmbH &Co.KG",
+          "Fraport Real Estate Verwaltungs GmbH",
+          "Fielmann AG & Co. Bergedorf KG",
+          "Fielmann AG & Co. oHG Allee-Center",
+          "Fielmann AG & Co. Essen-Rüttenscheid OHG",
+          "Fielmann AG & Co Wattenscheid KG",
+          "Fielmann AG & Co. Hamborn OHG",
+          "Fielmann AG & Co. Westliche Kaiserstraße KG",
+          "Fielmann AG & Co. An der Rothenburg OHG",
+          "Fielmann AG & Co. Billstedt KG",
+          "Fielmann AG & Co. Chorweiler KG",
+          "Fielmann AG & Co. oHG Hindenburgstraße",
+          "Rheinmetall Immobilien Hafenmole GmbH",
+          "GVMS Grundstücksverwaltung Service GmbH & Co. KG",
+          "Rheinmetall Automotive AG",
+          "STW Grundstücksverwaltung GmbH",
+          "GKF Vermögensverwaltungsgesellschaft mbH & Co. Objekt Mönchengladbach ZV II KG",
+          "GBS Gesellschaft für Unternehmensbeteiligungen mbH",
+          "GKF Vermögensverwaltungsgesellschaft mbH",
+          "GKF Vermögensverwaltungsgesellschaft mbH & Co. Gewerbegrundstücke KG",
+          "GKF Vermögensverwaltungsgesellschaft mbH & Co. Objekt Saar-Grund KG",
+          "Henkel Management AG",
+          "Henkel AG & Co. KGaA",
+          "GKF Vermögensverwaltungsgesellschaft mbH & Co. Objekt Hamm KG",
+          "GKF Vermögensverwaltungsgesellschaft mbH & Co. 25. Objekt - KG",
+          "INDUS Holding Aktiengesellschaft",
+          "GSR Ventiltechnik GmbH & Co. KG",
+          "HOCHTIEF PPP Bundeswehrpartner FWK München Verwaltungs GmbH",
+          "HOCHTIEF PPP Bundeswehrpartner FWK München GmbH & Co. KG",
+          "HOCHTIEF PPP 1. Holding GmbH & Co. KG",
+          "KSB Energie Verwaltungs GmbH",
+          "KSB Erneuerbare Energien Eins GmbH & Co. KG",
+          "KSB Energie GmbH",
+          "Karl Simon GmbH & Co. KG",
+          "KSB Erneuerbare Energien Drei GmbH & Co. KG",
+          "LANXESS Trademark Management GmbH",
+          "LANXESS Trademark GmbH & Co. KG",
+          "LANXESS Deutschland GmbH",
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+          "KUKA Real Estate GmbH & Co. KG",
+          "KUKA Aktiengesellschaft",
+          "Schaeffler Wälzlager Beteiligungsgesellschaft mbH",
+          "IHO Holding GmbH & Co. KG",
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+          "HOCHTIEF PPP Schulpartner Köln Rodenkirchen GmbH & Co. KG",
+          "HORNGROUP Holding GmbH & Co. KG",
+          "Kaufhalle GmbH & Co. Objekt Lager Apfelstädt KG",
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+          "HUGO BOSS Vermögensverwaltung GmbH & Co. KG",
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+          "LMH Immobilien GmbH & Co. KG",
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+          "Mainova Windpark Niederhambach GmbH & Co. KG",
+          "Mainova Erneuerbare Energien GmbH & Co. KG",
+          "Mainova Erneuerbare Energien Management GmbH",
+          "Mainova Aktiengesellschaft",
+          "Mainova Windpark Siegbach GmbH & Co. KG",
+          "MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt Schwelm KG",
+          "Merck Life Science KGaA",
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+          "MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt Hamburg-Altona KG",
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+          "Mainova Gemeinschaftswindpark Hohenahr GmbH & Co. KG",
+          "Zweite Mainova Erneuerbare Energien Verwaltungs GmbH",
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+          "MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt München-Pasing KG",
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+          "MCC Grundstücksverwaltungsgesellschaft mbH & Co. Objekt Berlin-Friedrichshain KG",
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+          "Mainova Windpark Kloppenheim GmbH & Co. KG",
+          "Mainova Windpark Remlingen GmbH & Co. KG",
+          "Nordex Beteiligungen GmbH",
+          "Nordex Energy SE & Co. KG",
+          "Nordex SE",
+          "Nordex Forum II Verwaltungs GmbH",
+          "Nordex Forum II GmbH & Co. KG",
+          "Minebea Intec Bovenden Verwaltungs-GmbH",
+          "Minebea Intec Bovenden GmbH & Co. KG",
+          "Minebea Intec GmbH",
+          "METRO Dienstleistungs-Holding GmbH",
+          "MIP METRO Group Intellectual Property GmbH & Co. KG",
+          "MIP METRO Group Intellectual Property Management GmbH",
+          "METRO PROPERTIES Management GmbH",
+          "METRO PROPERTIES GmbH & Co. KG",
+          "CECONOMY AG",
+          "METRO AG",
+          "Minebea Intec Aachen Verwaltungs-GmbH",
+          "Minebea Intec Aachen GmbH & Co. KG",
+          "Rheinmetall Aktiengesellschaft",
+          "Rheinmetall Immobilien Kassel GmbH & Co. KG",
+          "Rheinmetall Immobilien GmbH",
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+          "Projektgesellschaft Konrad-Adenauer-Ufer Köln GmbH & Co. KG",
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+          "Rheinmetall Immobilien Hamburg Friedensallee GmbH",
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+              "size": 10,
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+          "mesh3d": [
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+             "ticks": ""
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+            "type": "mesh3d"
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+            "type": "parcoords"
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+            "type": "pie"
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+           "#EF553B",
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+           "#ab63fa",
+           "#FFA15A",
+           "#19d3f3",
+           "#FF6692",
+           "#B6E880",
+           "#FF97FF",
+           "#FECB52"
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+           "lakecolor": "white",
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+           "showlakes": true,
+           "showland": true,
+           "subunitcolor": "white"
+          },
+          "hoverlabel": {
+           "align": "left"
+          },
+          "hovermode": "closest",
+          "mapbox": {
+           "style": "light"
+          },
+          "paper_bgcolor": "white",
+          "plot_bgcolor": "#E5ECF6",
+          "polar": {
+           "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#2a3f5f"
+           }
+          },
+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "title": {
+         "text": "Network of coappearances of characters in Victor Hugo's novel<br> Les Miserables (3D visualization)"
+        },
+        "width": 1000
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# edge_trace,\n",
+    "data = [edge_trace, node_trace]\n",
+    "fig = go.Figure(data=data, layout=layout)\n",
+    "\n",
+    "fig.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Jupyter/NetworkX/archive/tmp.html b/Jupyter/NetworkX/archive/tmp.html
new file mode 100644
index 0000000..d4e1a2c
--- /dev/null
+++ b/Jupyter/NetworkX/archive/tmp.html
@@ -0,0 +1,275 @@
+<html>
+    <head>
+        <meta charset="utf-8">
+
+            <script src="lib/bindings/utils.js"></script>
+            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/dist/vis-network.min.css" integrity="sha512-WgxfT5LWjfszlPHXRmBWHkV2eceiWTOBvrKCNbdgDYTHrT2AeLCGbF4sZlZw3UMN3WtL0tGUoIAKsu8mllg/XA==" crossorigin="anonymous" referrerpolicy="no-referrer" />
+            <script src="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/vis-network.min.js" integrity="sha512-LnvoEWDFrqGHlHmDD2101OrLcbsfkrzoSpvtSQtxK3RMnRV0eOkhhBN2dXHKRrUU8p2DGRTk35n4O8nWSVe1mQ==" crossorigin="anonymous" referrerpolicy="no-referrer"></script>
+
+
+<center>
+<h1></h1>
+</center>
+
+<!-- <link rel="stylesheet" href="../node_modules/vis/dist/vis.min.css" type="text/css" />
+<script type="text/javascript" src="../node_modules/vis/dist/vis.js"> </script>-->
+        <link
+          href="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/css/bootstrap.min.css"
+          rel="stylesheet"
+          integrity="sha384-eOJMYsd53ii+scO/bJGFsiCZc+5NDVN2yr8+0RDqr0Ql0h+rP48ckxlpbzKgwra6"
+          crossorigin="anonymous"
+        />
+        <script
+          src="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/js/bootstrap.bundle.min.js"
+          integrity="sha384-JEW9xMcG8R+pH31jmWH6WWP0WintQrMb4s7ZOdauHnUtxwoG2vI5DkLtS3qm9Ekf"
+          crossorigin="anonymous"
+        ></script>
+
+
+        <center>
+          <h1></h1>
+        </center>
+        <style type="text/css">
+
+             #mynetwork {
+                 width: 100%;
+                 height: 600px;
+                 background-color: white;
+                 border: 1px solid lightgray;
+                 position: relative;
+                 float: left;
+             }
+
+
+             #loadingBar {
+                 position:absolute;
+                 top:0px;
+                 left:0px;
+                 width: 100%;
+                 height: 600px;
+                 background-color:rgba(200,200,200,0.8);
+                 -webkit-transition: all 0.5s ease;
+                 -moz-transition: all 0.5s ease;
+                 -ms-transition: all 0.5s ease;
+                 -o-transition: all 0.5s ease;
+                 transition: all 0.5s ease;
+                 opacity:1;
+             }
+
+             #bar {
+                 position:absolute;
+                 top:0px;
+                 left:0px;
+                 width:20px;
+                 height:20px;
+                 margin:auto auto auto auto;
+                 border-radius:11px;
+                 border:2px solid rgba(30,30,30,0.05);
+                 background: rgb(0, 173, 246); /* Old browsers */
+                 box-shadow: 2px 0px 4px rgba(0,0,0,0.4);
+             }
+
+             #border {
+                 position:absolute;
+                 top:10px;
+                 left:10px;
+                 width:500px;
+                 height:23px;
+                 margin:auto auto auto auto;
+                 box-shadow: 0px 0px 4px rgba(0,0,0,0.2);
+                 border-radius:10px;
+             }
+
+             #text {
+                 position:absolute;
+                 top:8px;
+                 left:530px;
+                 width:30px;
+                 height:50px;
+                 margin:auto auto auto auto;
+                 font-size:22px;
+                 color: #000000;
+             }
+
+             div.outerBorder {
+                 position:relative;
+                 top:400px;
+                 width:600px;
+                 height:44px;
+                 margin:auto auto auto auto;
+                 border:8px solid rgba(0,0,0,0.1);
+                 background: rgb(252,252,252); /* Old browsers */
+                 background: -moz-linear-gradient(top,  rgba(252,252,252,1) 0%, rgba(237,237,237,1) 100%); /* FF3.6+ */
+                 background: -webkit-gradient(linear, left top, left bottom, color-stop(0%,rgba(252,252,252,1)), color-stop(100%,rgba(237,237,237,1))); /* Chrome,Safari4+ */
+                 background: -webkit-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* Chrome10+,Safari5.1+ */
+                 background: -o-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* Opera 11.10+ */
+                 background: -ms-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* IE10+ */
+                 background: linear-gradient(to bottom,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* W3C */
+                 filter: progid:DXImageTransform.Microsoft.gradient( startColorstr='#fcfcfc', endColorstr='#ededed',GradientType=0 ); /* IE6-9 */
+                 border-radius:72px;
+                 box-shadow: 0px 0px 10px rgba(0,0,0,0.2);
+             }
+
+
+
+             #config {
+                 float: left;
+                 width: 400px;
+                 height: 600px;
+             }
+
+
+
+        </style>
+    </head>
+
+
+    <body>
+        <div class="card" style="width: 100%">
+
+
+            <div id="mynetwork" class="card-body"></div>
+        </div>
+
+
+            <div id="loadingBar">
+              <div class="outerBorder">
+                <div id="text">0%</div>
+                <div id="border">
+                  <div id="bar"></div>
+                </div>
+              </div>
+            </div>
+
+
+            <div id="config"></div>
+
+
+        <script type="text/javascript">
+
+              // initialize global variables.
+              var edges;
+              var nodes;
+              var allNodes;
+              var allEdges;
+              var nodeColors;
+              var originalNodes;
+              var network;
+              var container;
+              var options, data;
+              var filter = {
+                  item : '',
+                  property : '',
+                  value : []
+              };
+
+
+
+
+
+              // This method is responsible for drawing the graph, returns the drawn network
+              function drawGraph() {
+                  var container = document.getElementById('mynetwork');
+
+
+
+                  // parsing and collecting nodes and edges from the python
+                  nodes = new vis.DataSet([{"color": "blue", "font": {"color": "black"}, "id": "person_1", "label": "Nicolas, Tetau", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_1", "label": "0 10 24 Telefondienste GmbH", "shape": "dot", "size": 10, "type": "Company"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_4", "label": "01050.com GmbH", "shape": "dot", "size": 10, "type": "Company"}, {"color": "blue", "font": {"color": "black"}, "id": "person_2", "label": "Lutz, Dammast", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_3", "label": "Rosemarie, Tutsch", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_2", "label": "1. Staiger Grundst\u00fccksverwaltung GmbH \u0026 Co. KG", "shape": "dot", "size": 10, "type": "Company"}, {"color": "blue", "font": {"color": "black"}, "id": "person_4", "label": "Marc, Staiger", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_5", "label": "Michaela, Staiger", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_6", "label": "Margarete, Staiger", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_7", "label": "Bruno, Staiger", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_8", "label": "Nicole, Hofmann", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_9", "label": "Steffen, Autenrieth", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_3", "label": "1 A Autenrieth Kunststofftechnik GmbH \u0026 Co. KG", "shape": "dot", "size": 10, "type": "Company"}, {"color": "blue", "font": {"color": "black"}, "id": "person_10", "label": "Stefanie, Bischoff", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_2213", "label": "Multi-Center Warenvertriebs GmbH", "shape": "dot", "size": 10, "type": "Company"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_5", "label": "2. Schaper Objekt GmbH \u0026 Co. Kiel KG", "shape": "dot", "size": 10, "type": "Company"}, {"color": "blue", "font": {"color": "black"}, "id": "person_11", "label": "Christel, Achilles", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_6", "label": "AASP Filmproduktionsgesellschaft mbH \u0026 Co. Leonie KG", "shape": "dot", "size": 10, "type": "Company"}, {"color": "blue", "font": {"color": "black"}, "id": "person_12", "label": "Wilhelm, Ackermann", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_13", "label": "Harald, Ahrens", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_14", "label": "Mohamed Maged, Al Sibai", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_15", "label": "Salim, Al-Bazaz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_16", "label": "Marina, Attawar", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_17", "label": "Ankica, Babic-Pavicic", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_18", "label": "Ingo, Bak", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_19", "label": "Christoph, Becker", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_20", "label": "Olaf, Becker", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_21", "label": "Rainer, Berg", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_22", "label": "Pieter, Berkhout", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_23", "label": "Bernhard, Berns", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_24", "label": "Franz-Hartwig, Betz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_25", "label": "Claus, Birken", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_26", "label": "Helmut, Blessing", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_27", "label": "Heinz G., Bohnet", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_28", "label": "Peter, Boldt", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_29", "label": "Thomas, Bone-Winkel", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_30", "label": "Wolfgang, Bongartz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_31", "label": "Heinz, Bongartz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_32", "label": "Hans-Dieter, Brasse", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_33", "label": "Frank, Breman", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_34", "label": "Harald C. H., Bremer", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_35", "label": "Franz-Josef, Bruns", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_36", "label": "Norbert, Busch jun.", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_37", "label": "Georg, Butter", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_38", "label": "Kerstin, Butz-Scharf", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_39", "label": "Michael, B\u00f6s", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_40", "label": "Volker, Canis", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_41", "label": "Alfred, Comberg", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_42", "label": "G\u00fcnther, de las Heras", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_43", "label": "Claus, Delkeskamp", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_44", "label": "Stefan, Delkeskamp", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_45", "label": "Susanne, Delkeskamp", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_46", "label": "Jens, Dellhofen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_47", "label": "Hans Adolf, Demler", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_48", "label": "Rumen, Dimitrov", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_49", "label": "Steffen, Dittmann", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_50", "label": "Wolfgang, Dohmen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_51", "label": "Ulrich, Dornieden", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_52", "label": "Andreas, Dorsch", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_53", "label": "Gerhard, Dutsch", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_54", "label": "Helmut, D\u00fcckerhoff", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_55", "label": "Matthias, Eckhard", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_56", "label": "Walter, Erren", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_57", "label": "Hans, Esch", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_58", "label": "Bettina, Ewald", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_59", "label": "Hans J\u00fcrgen, Ewald", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_60", "label": "Helmut, Feindt", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_61", "label": "Jochen, Fleischhut", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_62", "label": "Jochen, Franke", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_63", "label": "Bruno, Frey", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_64", "label": "Peter, Fricke", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_65", "label": "Volker, Friedrichsen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_66", "label": "Hans, Frotz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_67", "label": "Gregor, Gabrys", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_68", "label": "Horst, Gann", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_69", "label": "Michael, Gassner", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_70", "label": "Brunhild, Gebhardt", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_71", "label": "Peter J., Gerhartz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_72", "label": "Georg, Gerten", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_73", "label": "Wolfgang, Glatzel", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_74", "label": "Reinhard, Gorissen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_75", "label": "Axel, Gro\u00dfkreutz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_76", "label": "Friedrich, Gr\u00fcnke", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_77", "label": "G\u00fcnther, G\u00f6hringer", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_78", "label": "Klaus-Peter, Haar", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_79", "label": "Knud, Hamann", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_80", "label": "Joachim, Hansen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_81", "label": "Bernd, Haueisen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_82", "label": "Arthur, Haug", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_83", "label": "Robert, Hebeler", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_84", "label": "Hans Willi, Hefeh\u00e4user", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_85", "label": "Frank, Heft", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_86", "label": "Werner Dieter, Helmig", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_87", "label": "Ursula, Helmig", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_88", "label": "Markus, Helmig", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_89", "label": "Udo, Hemmelgarn", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_90", "label": "Kurt, Hess", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_91", "label": "Sylvia, Heyser", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_92", "label": "Joachim, Hiebel", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_93", "label": "Benno J., Hilgers", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_94", "label": "Rainer, Hottner", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_95", "label": "Horst, Hunert", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_96", "label": "Wolfgang, H\u00f6lker", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_97", "label": "Heinz, H\u00f6ne", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_98", "label": "Josef, H\u00f6tte", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_99", "label": "Detlef W., H\u00fcbner", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_100", "label": "Sabine, Jochheim", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_101", "label": "Uwe, Joenck", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_102", "label": "Christian, J\u00fcrgens", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_103", "label": "Peter, Kabel", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_104", "label": "Wilhelm, Kahler", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_105", "label": "Alma, Kalweit", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_106", "label": "Franz-Josef, Kamrath", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_107", "label": "Gerd, Kaul", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_108", "label": "Kurt, Kemper", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_109", "label": "Hans-G\u00fcnther, Kerpen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_110", "label": "Edith, Kerpen", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_111", "label": "Manfred, Klein", "shape": "dot", "size": 10, "type": "Person"}, 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+                  edges = new vis.DataSet([{"from": "person_1", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_1", "width": 1}, {"from": "person_1", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_4", "width": 1}, {"from": "company_1", "label": "Prokurist(in)", "to": "person_2", "width": 1}, {"from": "person_2", "label": "Prokurist(in)", "to": "company_4", "width": 1}, {"from": "person_3", "label": "Kommanditist(in)", "to": "company_2", "width": 1}, {"from": "company_2", "label": "Kommanditist(in)", "to": "person_4", "width": 1}, {"from": "company_2", "label": "Kommanditist(in)", "to": "person_5", "width": 1}, {"from": "company_2", "label": "Kommanditist(in)", "to": "person_6", "width": 1}, {"from": "company_2", "label": "Kommanditist(in)", "to": "person_7", "width": 1}, {"from": "company_2", "label": "Kommanditist(in)", "to": "person_8", "width": 1}, {"from": "person_9", "label": "Kommanditist(in)", "to": "company_3", "width": 1}, {"from": "company_3", "label": 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"company_110", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_836", "width": 1}, {"from": "company_110", "label": "Prokurist(in)", "to": "person_837", "width": 1}, {"from": "company_110", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_838", "width": 1}, {"from": "company_110", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_839", "width": 1}, {"from": "company_110", "label": "Prokurist(in)", "to": "person_840", "width": 1}, {"from": "person_841", "label": "Kommanditist(in)", "to": "company_111", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_842", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_843", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_844", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_845", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_846", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_847", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_848", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_849", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_850", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_851", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_852", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_853", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_854", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_855", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_856", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_857", "width": 1}, {"from": "person_858", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_112", "width": 1}, {"from": "person_859", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_113", "width": 1}, {"from": "company_113", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_860", "width": 1}, {"from": "person_861", "label": "Prokurist(in)", "to": "company_114", "width": 1}, {"from": "company_114", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_862", "width": 1}, {"from": "company_114", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_863", "width": 1}]);
+
+                  nodeColors = {};
+                  allNodes = nodes.get({ returnType: "Object" });
+                  for (nodeId in allNodes) {
+                    nodeColors[nodeId] = allNodes[nodeId].color;
+                  }
+                  allEdges = edges.get({ returnType: "Object" });
+                  // adding nodes and edges to the graph
+                  data = {nodes: nodes, edges: edges};
+
+                  var options = {
+    "configure": {
+        "enabled": true,
+        "filter": [
+            "physics"
+        ]
+    },
+    "edges": {
+        "color": {
+            "inherit": false
+        },
+        "smooth": {
+            "enabled": true,
+            "type": "dynamic"
+        }
+    },
+    "interaction": {
+        "dragNodes": true,
+        "hideEdgesOnDrag": false,
+        "hideNodesOnDrag": false
+    },
+    "physics": {
+        "enabled": true,
+        "repulsion": {
+            "centralGravity": 0.2,
+            "damping": 0.09,
+            "nodeDistance": 100,
+            "springConstant": 0.05,
+            "springLength": 200
+        },
+        "solver": "repulsion",
+        "stabilization": {
+            "enabled": true,
+            "fit": true,
+            "iterations": 1000,
+            "onlyDynamicEdges": false,
+            "updateInterval": 50
+        }
+    }
+};
+
+
+
+
+
+                  // if this network requires displaying the configure window,
+                  // put it in its div
+                  options.configure["container"] = document.getElementById("config");
+
+
+                  network = new vis.Network(container, data, options);
+
+
+                    network.on("click", neighbourhoodHighlight);
+
+
+
+
+
+
+
+
+                      network.on("stabilizationProgress", function(params) {
+                          document.getElementById('loadingBar').removeAttribute("style");
+                          var maxWidth = 496;
+                          var minWidth = 20;
+                          var widthFactor = params.iterations/params.total;
+                          var width = Math.max(minWidth,maxWidth * widthFactor);
+                          document.getElementById('bar').style.width = width + 'px';
+                          document.getElementById('text').innerHTML = Math.round(widthFactor*100) + '%';
+                      });
+                      network.once("stabilizationIterationsDone", function() {
+                          document.getElementById('text').innerHTML = '100%';
+                          document.getElementById('bar').style.width = '496px';
+                          document.getElementById('loadingBar').style.opacity = 0;
+                          // really clean the dom element
+                          setTimeout(function () {document.getElementById('loadingBar').style.display = 'none';}, 500);
+                      });
+
+
+                  return network;
+
+              }
+              drawGraph();
+        </script>
+    </body>
+</html>
diff --git a/Jupyter/NetworkX/archive_prod/network_graph.html b/Jupyter/NetworkX/archive_prod/network_graph.html
new file mode 100644
index 0000000..8bbb03e
--- /dev/null
+++ b/Jupyter/NetworkX/archive_prod/network_graph.html
@@ -0,0 +1,272 @@
+<html>
+    <head>
+        <meta charset="utf-8">
+
+            <script src="lib/bindings/utils.js"></script>
+            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/dist/vis-network.min.css" integrity="sha512-WgxfT5LWjfszlPHXRmBWHkV2eceiWTOBvrKCNbdgDYTHrT2AeLCGbF4sZlZw3UMN3WtL0tGUoIAKsu8mllg/XA==" crossorigin="anonymous" referrerpolicy="no-referrer" />
+            <script src="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/vis-network.min.js" integrity="sha512-LnvoEWDFrqGHlHmDD2101OrLcbsfkrzoSpvtSQtxK3RMnRV0eOkhhBN2dXHKRrUU8p2DGRTk35n4O8nWSVe1mQ==" crossorigin="anonymous" referrerpolicy="no-referrer"></script>
+
+
+<center>
+<h1></h1>
+</center>
+
+<!-- <link rel="stylesheet" href="../node_modules/vis/dist/vis.min.css" type="text/css" />
+<script type="text/javascript" src="../node_modules/vis/dist/vis.js"> </script>-->
+        <link
+          href="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/css/bootstrap.min.css"
+          rel="stylesheet"
+          integrity="sha384-eOJMYsd53ii+scO/bJGFsiCZc+5NDVN2yr8+0RDqr0Ql0h+rP48ckxlpbzKgwra6"
+          crossorigin="anonymous"
+        />
+        <script
+          src="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/js/bootstrap.bundle.min.js"
+          integrity="sha384-JEW9xMcG8R+pH31jmWH6WWP0WintQrMb4s7ZOdauHnUtxwoG2vI5DkLtS3qm9Ekf"
+          crossorigin="anonymous"
+        ></script>
+
+
+        <center>
+          <h1></h1>
+        </center>
+        <style type="text/css">
+
+             #mynetwork {
+                 width: 100%;
+                 height: 600px;
+                 background-color: white;
+                 border: 1px solid lightgray;
+                 position: relative;
+                 float: left;
+             }
+
+
+             #loadingBar {
+                 position:absolute;
+                 top:0px;
+                 left:0px;
+                 width: 100%;
+                 height: 600px;
+                 background-color:rgba(200,200,200,0.8);
+                 -webkit-transition: all 0.5s ease;
+                 -moz-transition: all 0.5s ease;
+                 -ms-transition: all 0.5s ease;
+                 -o-transition: all 0.5s ease;
+                 transition: all 0.5s ease;
+                 opacity:1;
+             }
+
+             #bar {
+                 position:absolute;
+                 top:0px;
+                 left:0px;
+                 width:20px;
+                 height:20px;
+                 margin:auto auto auto auto;
+                 border-radius:11px;
+                 border:2px solid rgba(30,30,30,0.05);
+                 background: rgb(0, 173, 246); /* Old browsers */
+                 box-shadow: 2px 0px 4px rgba(0,0,0,0.4);
+             }
+
+             #border {
+                 position:absolute;
+                 top:10px;
+                 left:10px;
+                 width:500px;
+                 height:23px;
+                 margin:auto auto auto auto;
+                 box-shadow: 0px 0px 4px rgba(0,0,0,0.2);
+                 border-radius:10px;
+             }
+
+             #text {
+                 position:absolute;
+                 top:8px;
+                 left:530px;
+                 width:30px;
+                 height:50px;
+                 margin:auto auto auto auto;
+                 font-size:22px;
+                 color: #000000;
+             }
+
+             div.outerBorder {
+                 position:relative;
+                 top:400px;
+                 width:600px;
+                 height:44px;
+                 margin:auto auto auto auto;
+                 border:8px solid rgba(0,0,0,0.1);
+                 background: rgb(252,252,252); /* Old browsers */
+                 background: -moz-linear-gradient(top,  rgba(252,252,252,1) 0%, rgba(237,237,237,1) 100%); /* FF3.6+ */
+                 background: -webkit-gradient(linear, left top, left bottom, color-stop(0%,rgba(252,252,252,1)), color-stop(100%,rgba(237,237,237,1))); /* Chrome,Safari4+ */
+                 background: -webkit-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* Chrome10+,Safari5.1+ */
+                 background: -o-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* Opera 11.10+ */
+                 background: -ms-linear-gradient(top,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* IE10+ */
+                 background: linear-gradient(to bottom,  rgba(252,252,252,1) 0%,rgba(237,237,237,1) 100%); /* W3C */
+                 filter: progid:DXImageTransform.Microsoft.gradient( startColorstr='#fcfcfc', endColorstr='#ededed',GradientType=0 ); /* IE6-9 */
+                 border-radius:72px;
+                 box-shadow: 0px 0px 10px rgba(0,0,0,0.2);
+             }
+
+
+
+             #config {
+                 float: left;
+                 width: 400px;
+                 height: 600px;
+             }
+
+
+
+        </style>
+    </head>
+
+
+    <body>
+        <div class="card" style="width: 100%">
+
+
+            <div id="mynetwork" class="card-body"></div>
+        </div>
+
+
+            <div id="loadingBar">
+              <div class="outerBorder">
+                <div id="text">0%</div>
+                <div id="border">
+                  <div id="bar"></div>
+                </div>
+              </div>
+            </div>
+
+
+            <div id="config"></div>
+
+
+        <script type="text/javascript">
+
+              // initialize global variables.
+              var edges;
+              var nodes;
+              var allNodes;
+              var allEdges;
+              var nodeColors;
+              var originalNodes;
+              var network;
+              var container;
+              var options, data;
+              var filter = {
+                  item : '',
+                  property : '',
+                  value : []
+              };
+
+
+
+
+
+              // This method is responsible for drawing the graph, returns the drawn network
+              function drawGraph() {
+                  var container = document.getElementById('mynetwork');
+
+
+
+                  // parsing and collecting nodes and edges from the python
+                  nodes = new vis.DataSet([{"color": "blue", "font": {"color": "black"}, "id": "person_1", "label": "Nicolas, Tetau", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_1", "label": "0 10 24 Telefondienste GmbH", "shape": "dot", "size": 10, "type": "Company"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_4", "label": "01050.com GmbH", "shape": "dot", "size": 10, "type": "Company"}, {"color": "blue", "font": {"color": "black"}, "id": "person_2", "label": "Lutz, Dammast", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_3", "label": "Rosemarie, Tutsch", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_2", "label": "1. Staiger Grundst\u00fccksverwaltung GmbH \u0026 Co. KG", "shape": "dot", "size": 10, "type": "Company"}, {"color": "blue", "font": {"color": "black"}, "id": "person_4", "label": "Marc, Staiger", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_5", "label": "Michaela, Staiger", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_6", "label": "Margarete, Staiger", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_7", "label": "Bruno, Staiger", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_8", "label": "Nicole, Hofmann", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_9", "label": "Steffen, Autenrieth", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_3", "label": "1 A Autenrieth Kunststofftechnik GmbH \u0026 Co. KG", "shape": "dot", "size": 10, "type": "Company"}, {"color": "blue", "font": {"color": "black"}, "id": "person_10", "label": "Stefanie, Bischoff", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_2213", "label": "Multi-Center Warenvertriebs GmbH", "shape": "dot", "size": 10, "type": "Company"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_5", "label": "2. Schaper Objekt GmbH \u0026 Co. Kiel KG", "shape": "dot", "size": 10, "type": "Company"}, {"color": "blue", "font": {"color": "black"}, "id": "person_11", "label": "Christel, Achilles", "shape": "dot", "size": 10, "type": "Person"}, {"color": "#729b79ff", "font": {"color": "black"}, "id": "company_6", "label": "AASP Filmproduktionsgesellschaft mbH \u0026 Co. Leonie KG", "shape": "dot", "size": 10, "type": "Company"}, {"color": "blue", "font": {"color": "black"}, "id": "person_12", "label": "Wilhelm, Ackermann", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_13", "label": "Harald, Ahrens", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_14", "label": "Mohamed Maged, Al Sibai", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_15", "label": "Salim, Al-Bazaz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_16", "label": "Marina, Attawar", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_17", "label": "Ankica, Babic-Pavicic", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_18", "label": "Ingo, Bak", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_19", "label": "Christoph, Becker", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_20", "label": "Olaf, Becker", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_21", "label": "Rainer, Berg", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_22", "label": "Pieter, Berkhout", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_23", "label": "Bernhard, Berns", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_24", "label": "Franz-Hartwig, Betz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_25", "label": "Claus, Birken", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_26", "label": "Helmut, Blessing", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_27", "label": "Heinz G., Bohnet", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_28", "label": "Peter, Boldt", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_29", "label": "Thomas, Bone-Winkel", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_30", "label": "Wolfgang, Bongartz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_31", "label": "Heinz, Bongartz", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_32", "label": "Hans-Dieter, Brasse", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_33", "label": "Frank, Breman", "shape": "dot", "size": 10, "type": "Person"}, {"color": "blue", "font": {"color": "black"}, "id": "person_34", "label": "Harald C. 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+                  edges = new vis.DataSet([{"from": "person_1", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_1", "width": 1}, {"from": "person_1", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_4", "width": 1}, {"from": "company_1", "label": "Prokurist(in)", "to": "person_2", "width": 1}, {"from": "person_2", "label": "Prokurist(in)", "to": "company_4", "width": 1}, {"from": "person_3", "label": "Kommanditist(in)", "to": "company_2", "width": 1}, {"from": "company_2", "label": "Kommanditist(in)", "to": "person_4", "width": 1}, {"from": "company_2", "label": "Kommanditist(in)", "to": "person_5", "width": 1}, {"from": "company_2", "label": "Kommanditist(in)", "to": "person_6", "width": 1}, {"from": "company_2", "label": "Kommanditist(in)", "to": "person_7", "width": 1}, {"from": "company_2", "label": "Kommanditist(in)", "to": "person_8", "width": 1}, {"from": "person_9", "label": "Kommanditist(in)", "to": "company_3", "width": 1}, {"from": "company_3", "label": 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"Kommanditist(in)", "to": "person_21", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_22", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_23", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_24", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_25", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_26", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_27", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_28", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_29", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_30", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_31", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_32", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_33", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_34", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_35", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_36", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_37", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_38", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_39", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_40", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_41", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_42", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_43", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_44", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_45", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_46", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_47", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_48", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_49", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_50", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_51", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_52", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_53", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_54", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_55", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_56", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_57", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_58", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_59", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_60", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_61", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_62", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_63", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_64", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_65", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_66", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_67", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_68", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_69", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_70", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_71", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_72", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_73", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_74", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_75", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_76", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_77", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_78", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_79", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_80", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_81", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_82", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_83", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_84", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_85", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_86", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_87", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_88", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_89", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_90", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_91", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_92", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_93", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_94", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_95", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_96", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_97", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_98", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_99", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_100", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_101", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_102", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_103", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_104", "width": 1}, {"from": "company_6", "label": 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"company_6", "label": "Kommanditist(in)", "to": "person_129", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_130", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_131", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_132", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_133", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_134", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_135", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_136", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_137", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_138", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_139", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_140", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_141", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_142", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_143", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_144", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_145", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_146", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_147", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_148", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_149", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_150", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_151", "width": 1}, {"from": "company_6", "label": "Kommanditist(in)", "to": "person_152", 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"to": "person_725", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_726", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_727", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_728", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_729", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_730", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_731", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_732", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_733", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_734", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_735", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_736", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_737", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_738", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_739", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_740", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_741", "width": 1}, {"from": "company_65", "label": "Kommanditist(in)", "to": "person_742", "width": 1}, {"from": "person_743", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_66", "width": 1}, {"from": "company_66", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_744", "width": 1}, {"from": "person_745", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_67", "width": 1}, {"from": "company_67", "label": "Prokurist(in)", "to": "person_746", "width": 1}, {"from": "company_67", "label": "Prokurist(in)", "to": "person_747", "width": 1}, {"from": "company_67", "label": "Prokurist(in)", "to": "person_748", "width": 1}, {"from": "company_67", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_749", "width": 1}, {"from": "person_750", "label": "Prokurist(in)", "to": "company_68", "width": 1}, {"from": "company_68", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_751", "width": 1}, {"from": "company_68", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_752", "width": 1}, {"from": "company_68", "label": "Prokurist(in)", "to": "person_753", "width": 1}, {"from": "company_163", "label": "Pers\u00f6nlich haftende(r) Gesellschafter(in)", "to": "company_74", "width": 1}, {"from": "company_80", "label": "Pers\u00f6nlich haftende(r) Gesellschafter(in)", "to": "company_77", "width": 1}, {"from": "company_80", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_758", "width": 1}, {"from": "company_80", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_760", "width": 1}, {"from": "company_77", "label": "Kommanditist(in)", "to": "person_754", "width": 1}, {"from": "company_77", "label": "Kommanditist(in)", "to": "person_755", "width": 1}, {"from": "company_77", "label": "Kommanditist(in)", "to": "person_756", "width": 1}, {"from": "company_77", "label": "Kommanditist(in)", "to": "person_757", "width": 1}, {"from": "company_77", "label": "Pers\u00f6nlich haftende(r) Gesellschafter(in)", "to": "person_758", "width": 1}, {"from": "person_759", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_79", "width": 1}, {"from": "person_761", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_81", "width": 1}, {"from": "person_762", "label": "Liquidator(in)", "to": "company_82", "width": 1}, {"from": "person_763", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_83", "width": 1}, {"from": "person_764", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_85", "width": 1}, {"from": "person_765", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_86", "width": 1}, {"from": "company_86", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_766", "width": 1}, {"from": "person_767", "label": "Prokurist(in)", "to": "company_87", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_768", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_769", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_770", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_771", "width": 1}, {"from": "company_87", "label": "Vorstand", "to": "person_772", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_773", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_774", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_775", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_776", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_777", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_778", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_779", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_780", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_781", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_782", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_783", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_784", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_785", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_786", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_787", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_788", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_789", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_790", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_791", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_792", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_793", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_794", "width": 1}, {"from": "company_87", "label": "Vorstand", "to": "person_795", "width": 1}, {"from": "company_87", "label": "Vorstand", "to": "person_796", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_797", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_798", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_799", "width": 1}, {"from": "company_87", "label": "Vorstand", "to": "person_800", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_801", "width": 1}, {"from": "company_87", "label": "Vorstand", "to": "person_802", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_803", "width": 1}, {"from": "company_87", "label": "Prokurist(in)", "to": "person_804", "width": 1}, {"from": "person_805", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_88", "width": 1}, {"from": "person_806", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_89", "width": 1}, {"from": "company_89", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_807", "width": 1}, {"from": "company_89", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_808", "width": 1}, {"from": "company_89", "label": "Prokurist(in)", "to": "person_809", "width": 1}, {"from": "company_89", "label": "Prokurist(in)", "to": "person_810", "width": 1}, {"from": "company_91", "label": "Prokurist(in)", "to": "person_811", "width": 1}, {"from": "company_92", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_812", "width": 1}, {"from": "company_92", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_813", "width": 1}, {"from": "company_92", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_814", "width": 1}, {"from": "company_92", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_815", "width": 1}, {"from": "person_816", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_93", "width": 1}, {"from": "company_93", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_817", "width": 1}, {"from": "person_818", "label": "Vorstand", "to": "company_96", "width": 1}, {"from": "company_96", "label": "Vorstand", "to": "person_819", "width": 1}, {"from": "company_96", "label": "Vorstand", "to": "person_820", "width": 1}, {"from": "company_96", "label": "Vorstand", "to": "person_821", "width": 1}, {"from": "person_822", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_97", "width": 1}, {"from": "company_97", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_823", "width": 1}, {"from": "person_824", "label": "Prokurist(in)", "to": "company_98", "width": 1}, {"from": "company_98", "label": "Prokurist(in)", "to": "person_825", "width": 1}, {"from": "company_98", "label": "Prokurist(in)", "to": "person_826", "width": 1}, {"from": "company_98", "label": "Prokurist(in)", "to": "person_827", "width": 1}, {"from": "person_828", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_100", "width": 1}, {"from": "person_829", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_109", "width": 1}, {"from": "company_109", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_830", "width": 1}, {"from": "person_831", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_110", "width": 1}, {"from": "company_110", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_832", "width": 1}, {"from": "company_110", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_833", "width": 1}, {"from": "company_110", "label": "Prokurist(in)", "to": "person_834", "width": 1}, {"from": "company_110", "label": "Prokurist(in)", "to": "person_835", "width": 1}, {"from": "company_110", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_836", "width": 1}, {"from": "company_110", "label": "Prokurist(in)", "to": "person_837", "width": 1}, {"from": "company_110", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_838", "width": 1}, {"from": "company_110", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_839", "width": 1}, {"from": "company_110", "label": "Prokurist(in)", "to": "person_840", "width": 1}, {"from": "person_841", "label": "Kommanditist(in)", "to": "company_111", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_842", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_843", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_844", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_845", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_846", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_847", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_848", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_849", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_850", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_851", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_852", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_853", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_854", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_855", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_856", "width": 1}, {"from": "company_111", "label": "Kommanditist(in)", "to": "person_857", "width": 1}, {"from": "person_858", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_112", "width": 1}, {"from": "person_859", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "company_113", "width": 1}, {"from": "company_113", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_860", "width": 1}, {"from": "person_861", "label": "Prokurist(in)", "to": "company_114", "width": 1}, {"from": "company_114", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_862", "width": 1}, {"from": "company_114", "label": "Gesch\u00e4ftsf\u00fchrer(in)", "to": "person_863", "width": 1}]);
+
+                  nodeColors = {};
+                  allNodes = nodes.get({ returnType: "Object" });
+                  for (nodeId in allNodes) {
+                    nodeColors[nodeId] = allNodes[nodeId].color;
+                  }
+                  allEdges = edges.get({ returnType: "Object" });
+                  // adding nodes and edges to the graph
+                  data = {nodes: nodes, edges: edges};
+
+                  var options = {
+    "configure": {
+        "enabled": true
+    },
+    "edges": {
+        "color": {
+            "inherit": false
+        },
+        "smooth": {
+            "enabled": true,
+            "type": "dynamic"
+        }
+    },
+    "interaction": {
+        "dragNodes": true,
+        "hideEdgesOnDrag": false,
+        "hideNodesOnDrag": false
+    },
+    "physics": {
+        "enabled": true,
+        "repulsion": {
+            "centralGravity": 0.2,
+            "damping": 0.09,
+            "nodeDistance": 100,
+            "springConstant": 0.05,
+            "springLength": 200
+        },
+        "solver": "repulsion",
+        "stabilization": {
+            "enabled": true,
+            "fit": true,
+            "iterations": 1000,
+            "onlyDynamicEdges": false,
+            "updateInterval": 50
+        }
+    }
+};
+
+
+
+
+
+                  // if this network requires displaying the configure window,
+                  // put it in its div
+                  options.configure["container"] = document.getElementById("config");
+
+
+                  network = new vis.Network(container, data, options);
+
+
+                    network.on("click", neighbourhoodHighlight);
+
+
+
+
+
+
+
+
+                      network.on("stabilizationProgress", function(params) {
+                          document.getElementById('loadingBar').removeAttribute("style");
+                          var maxWidth = 496;
+                          var minWidth = 20;
+                          var widthFactor = params.iterations/params.total;
+                          var width = Math.max(minWidth,maxWidth * widthFactor);
+                          document.getElementById('bar').style.width = width + 'px';
+                          document.getElementById('text').innerHTML = Math.round(widthFactor*100) + '%';
+                      });
+                      network.once("stabilizationIterationsDone", function() {
+                          document.getElementById('text').innerHTML = '100%';
+                          document.getElementById('bar').style.width = '496px';
+                          document.getElementById('loadingBar').style.opacity = 0;
+                          // really clean the dom element
+                          setTimeout(function () {document.getElementById('loadingBar').style.display = 'none';}, 500);
+                      });
+
+
+                  return network;
+
+              }
+              drawGraph();
+        </script>
+    </body>
+</html>
diff --git a/Jupyter/NetworkX/archive_prod/networkx_dash.py b/Jupyter/NetworkX/archive_prod/networkx_dash.py
new file mode 100644
index 0000000..5700b19
--- /dev/null
+++ b/Jupyter/NetworkX/archive_prod/networkx_dash.py
@@ -0,0 +1,151 @@
+"""Old NetworkX Graph which needs to be discarded in the next commits."""
+import networkx as nx
+import pandas as pd
+import plotly.graph_objects as go
+from dash import dcc, html
+
+from aki_prj23_transparenzregister.config.config_providers import JsonFileConfigProvider
+from aki_prj23_transparenzregister.utils.sql import connector, entities
+
+test_company = 13  # 2213 # 13
+
+
+def find_company_relations(company_id: int) -> pd.DataFrame:
+    """_summary_.
+
+    Args:
+        company_id (int): _description_
+
+    Returns:
+        pd.DataFrame: _description_
+    """
+    session = connector.get_session(JsonFileConfigProvider("./secrets.json"))
+    query_companies = session.query(entities.Company)
+    query_relations = session.query(entities.CompanyRelation)
+
+    companies_df: pd.DataFrame = pd.read_sql(str(query_companies), session.bind)  # type: ignore
+    companies_relations_df: pd.DataFrame = pd.read_sql(str(query_relations), session.bind)  # type: ignore
+
+    companies_relations_df = companies_relations_df.loc[
+        companies_relations_df["relation_id"] == company_id, :
+    ][["relation_id", "company_relation_company2_id"]]
+
+    company_name = []
+    connected_company_name = []
+
+    for _, row in companies_relations_df.iterrows():
+        company_name.append(
+            companies_df.loc[companies_df["company_id"] == row["relation_id"]][
+                "company_name"
+            ].iloc[0]
+        )
+        connected_company_name.append(
+            companies_df.loc[
+                companies_df["company_id"] == row["company_relation_company2_id"]
+            ]["company_name"].iloc[0]
+        )
+
+    # print(company_name)
+    companies_relations_df["company_name"] = company_name
+    companies_relations_df["connected_company_name"] = connected_company_name
+    # print(companies_relations_df)
+    return companies_relations_df
+
+
+# Plotly figure
+def network_graph(company_id: int) -> go.Figure:
+    """_summary_.
+
+    Args:
+        company_id (int): _description_
+
+    Returns:
+        go.Figure: _description_
+    """
+    edges = []
+    for _, row in find_company_relations(company_id).iterrows():
+        edges.append([row["company_name"], row["connected_company_name"]])
+
+    network_graph = nx.Graph()
+    network_graph.add_edges_from(edges)
+    pos = nx.spring_layout(network_graph)
+
+    # edges trace
+    edge_x = []
+    edge_y = []
+    for edge in network_graph.edges():
+        x0, y0 = pos[edge[0]]
+        x1, y1 = pos[edge[1]]
+        edge_x.append(x0)
+        edge_x.append(x1)
+        edge_x.append(None)
+        edge_y.append(y0)
+        edge_y.append(y1)
+        edge_y.append(None)
+
+    edge_trace = go.Scatter(
+        x=edge_x,
+        y=edge_y,
+        line={"color": "black", "width": 1},
+        hoverinfo="none",
+        showlegend=False,
+        mode="lines",
+    )
+
+    # nodes trace
+    node_x = []
+    node_y = []
+    text = []
+    for node in network_graph.nodes():
+        x, y = pos[node]
+        node_x.append(x)
+        node_y.append(y)
+        text.append(node)
+
+    node_trace = go.Scatter(
+        x=node_x,
+        y=node_y,
+        text=text,
+        mode="markers+text",
+        showlegend=False,
+        hoverinfo="none",
+        marker={"color": "pink", "size": 50, "line": {"color": "black", "width": 1}},
+    )
+
+    # layout
+    layout = {
+        "plot_bgcolor": "white",
+        "paper_bgcolor": "white",
+        "margin": {"t": 10, "b": 10, "l": 10, "r": 10, "pad": 0},
+        "xaxis": {
+            "linecolor": "black",
+            "showgrid": False,
+            "showticklabels": False,
+            "mirror": True,
+        },
+        "yaxis": {
+            "linecolor": "black",
+            "showgrid": False,
+            "showticklabels": False,
+            "mirror": True,
+        },
+    }
+
+    # figure
+    return go.Figure(data=[edge_trace, node_trace], layout=layout)
+
+
+def networkx_component(company_id: int) -> html.Div:
+    """Retruns the Layout with a Graph.
+
+    Args:
+        company_id (int): _description_
+
+    Returns:
+        any: _description_
+    """
+    return html.Div(
+        [
+            dcc.Graph(id="my-graph", figure=network_graph(company_id)),
+        ]
+    )
diff --git a/Jupyter/NetworkX/archive_prod/networkx_dash_overall.py b/Jupyter/NetworkX/archive_prod/networkx_dash_overall.py
new file mode 100644
index 0000000..5bedccd
--- /dev/null
+++ b/Jupyter/NetworkX/archive_prod/networkx_dash_overall.py
@@ -0,0 +1,186 @@
+"""Old Module for NetworkX Graphs."""
+import networkx as nx
+import pandas as pd
+import plotly.graph_objects as go
+from dash import Dash, Input, Output, dcc, html
+
+from aki_prj23_transparenzregister.config.config_providers import JsonFileConfigProvider
+from aki_prj23_transparenzregister.utils.sql import connector, entities
+
+test_company = 13  # 2213 # 13
+
+
+def find_all_company_relations() -> pd.DataFrame:
+    """Searches for all companies and their relation in the DB.
+
+    Returns:
+        pd.DataFrame: _description_
+    """
+    session = connector.get_session(JsonFileConfigProvider("./secrets.json"))
+    query_companies = session.query(entities.Company)  # .all()
+    query_relations = session.query(entities.CompanyRelation)  # .all()
+
+    companies_df: pd.DataFrame = pd.read_sql(str(query_companies), session.bind)  # type: ignore
+    companies_relations_df: pd.DataFrame = pd.read_sql(str(query_relations), session.bind)  # type: ignore
+    # print(companies_relations_df)
+    companies_relations_df = companies_relations_df[
+        ["relation_id", "company_relation_company2_id"]
+    ]
+    # print(companies_relations_df)
+    company_name = []
+    connected_company_name = []
+
+    companies_relations_df = companies_relations_df.head()
+    # print(companies_relations_df)
+
+    for _, row in companies_relations_df.iterrows():
+        company_name.append(
+            companies_df.loc[companies_df["company_id"] == row["relation_id"]][
+                "company_name"
+            ].iloc[0]
+        )
+
+        connected_company_name.append(
+            companies_df.loc[
+                companies_df["company_id"] == row["company_relation_company2_id"]
+            ]["company_name"].iloc[0]
+        )
+        # print(connected_company_name)
+
+    # print(company_name)
+    companies_relations_df["company_name"] = company_name
+    companies_relations_df["connected_company_name"] = connected_company_name
+    # print("Test")
+    # print(companies_relations_df)
+    return companies_relations_df
+
+
+# Plotly figure
+def create_network_graph() -> go.Figure:
+    """Create a NetworkX Graph.
+
+    Returns:
+        go.Figure: _description_
+    """
+    edges = []
+    for _, row in find_all_company_relations().iterrows():
+        edges.append([row["company_name"], row["connected_company_name"]])
+
+    network_graph = nx.Graph()
+    network_graph.add_edges_from(edges)
+    pos = nx.spring_layout(network_graph)
+
+    # edges trace
+    edge_x = []
+    edge_y = []
+    for edge in network_graph.edges():
+        x0, y0 = pos[edge[0]]
+        x1, y1 = pos[edge[1]]
+        edge_x.append(x0)
+        edge_x.append(x1)
+        edge_x.append(None)
+        edge_y.append(y0)
+        edge_y.append(y1)
+        edge_y.append(None)
+
+    edge_trace = go.Scatter(
+        x=edge_x,
+        y=edge_y,
+        line={"color": "black", "width": 1},
+        hoverinfo="none",
+        showlegend=False,
+        mode="lines",
+    )
+
+    # nodes trace
+    node_x = []
+    node_y = []
+    text = []
+    for node in network_graph.nodes():
+        x, y = pos[node]
+        node_x.append(x)
+        node_y.append(y)
+        text.append(node)
+
+    node_trace = go.Scatter(
+        x=node_x,
+        y=node_y,
+        text=text,
+        mode="markers+text",
+        showlegend=False,
+        hoverinfo="none",
+        marker={"color": "pink", "size": 50, "line": {"color": "black", "width": 1}},
+    )
+
+    # layout
+    layout = {
+        "plot_bgcolor": "white",
+        "paper_bgcolor": "white",
+        "margin": {"t": 10, "b": 10, "l": 10, "r": 10, "pad": 0},
+        "xaxis": {
+            "linecolor": "black",
+            "showgrid": False,
+            "showticklabels": False,
+            "mirror": True,
+        },
+        "yaxis": {
+            "linecolor": "black",
+            "showgrid": False,
+            "showticklabels": False,
+            "mirror": True,
+        },
+    }
+
+    measure_vector = {}
+    network_metrics_df = pd.DataFrame()
+
+    measure_vector = nx.eigenvector_centrality(network_graph)
+    network_metrics_df["eigenvector"] = measure_vector.values()
+
+    measure_vector = nx.degree_centrality(network_graph)
+    network_metrics_df["degree"] = measure_vector.values()
+
+    measure_vector = nx.betweenness_centrality(network_graph)
+    network_metrics_df["betweeness"] = measure_vector.values()
+
+    measure_vector = nx.closeness_centrality(network_graph)
+    network_metrics_df["closeness"] = measure_vector.values()
+
+    # figure
+    return go.Figure(data=[edge_trace, node_trace], layout=layout)
+
+
+# Dash App
+app = Dash(__name__)
+
+app.title = "Dash Networkx"
+# className="networkx_style"
+app.layout = html.Div(
+    style={"width": "49%"},
+    children=[
+        html.I("Write your EDGE_VAR"),
+        html.Br(),
+        # dcc.Dropdown(['eigenvector', 'degree', 'betweeness', 'closeness'], 'eigenvector', id='metric-dropdown'),
+        dcc.Input(id="EGDE_VAR", type="text", value="K", debounce=True),
+        dcc.Graph(id="my-graph", style={"width": "49%"}),
+    ],
+)
+
+
+@app.callback(
+    Output("my-graph", "figure"),
+    # Input('metric-dropdown', 'value'),
+    [Input("EGDE_VAR", "value")],
+)
+def update_output() -> go.Figure:
+    """Just Returns the go Figure of Plotly.
+
+    Returns:
+        go.Figure: Returns a HTML Figure for Plotly.
+    """
+    return create_network_graph()
+
+
+if __name__ == "__main__":
+    """Main Method to test this page."""
+    app.run(debug=True)
diff --git a/Jupyter/NetworkX/archive_prod/ui_elements.py b/Jupyter/NetworkX/archive_prod/ui_elements.py
new file mode 100644
index 0000000..512b75d
--- /dev/null
+++ b/Jupyter/NetworkX/archive_prod/ui_elements.py
@@ -0,0 +1,366 @@
+"""Dash elements."""
+
+import pandas as pd
+import plotly.graph_objs as go
+from cachetools import TTLCache, cached
+from dash import dash_table, dcc, html
+from sqlalchemy.engine import Engine
+from sqlalchemy.orm import Session
+
+from aki_prj23_transparenzregister.ui.archive.networkx_dash import networkx_component
+from aki_prj23_transparenzregister.utils.sql import entities
+
+COLORS = {
+    "light": "#edefef",
+    "lavender-blush": "#f3e8ee",
+    "ash-gray": "#bacdb0",
+    "cambridge-blue": "#729b79",
+    "paynes-gray": "#475b63",
+    "raisin-black": "#2e2c2f",
+}
+
+
+def get_company_data(session: Session) -> pd.DataFrame:
+    """Creates a session to the database and get's all available company data.
+
+    Args:
+        session: A session connecting to the database.
+
+    Returns:
+        A dataframe containing all available company data including the corresponding district court.
+    """
+    query_company = session.query(entities.Company, entities.DistrictCourt.name).join(
+        entities.DistrictCourt
+    )
+    engine = session.bind
+    if not isinstance(engine, Engine):
+        raise TypeError
+
+    return pd.read_sql(str(query_company), engine, index_col="company_id")
+
+
+def get_finance_data(session: Session) -> pd.DataFrame:
+    """Collects all available company data.
+
+    Args:
+        session: A session connecting to the database.
+
+    Returns:
+        A dataframe containing all financial data of all companies.
+    """
+    query_finance = session.query(
+        entities.AnnualFinanceStatement, entities.Company.name, entities.Company.id
+    ).join(entities.Company)
+
+    engine = session.bind
+    if not isinstance(engine, Engine):
+        raise TypeError
+
+    return pd.read_sql(str(query_finance), engine)
+
+
+@cached(  # type: ignore
+    cache=TTLCache(maxsize=1, ttl=300),
+    key=lambda session: 0 if session is None else str(session.bind),
+)
+def get_options(session: Session | None) -> dict[int, str]:
+    """Collects the search options for the companies.
+
+    Args:
+        session: A session connecting to the database.
+
+    Returns:
+        A dict containing the company id as key and its name.
+    """
+    if not session:
+        return {}
+    return get_company_data(session)["company_name"].to_dict()
+
+
+def create_header(options: dict) -> html:
+    """Creates header for dashboard.
+
+    Args:
+        options: A dictionary with company names and ids for the dropdown.
+
+    Returns:
+        The html div to create the page's header including the name of the page and the search for companies.
+    """
+    return html.Div(
+        className="header-wrapper",
+        children=[
+            html.Div(
+                className="header-title",
+                children=[
+                    html.I(
+                        id="home-button",
+                        n_clicks=0,
+                        className="bi-house-door-fill",
+                    ),
+                    html.H1(
+                        className="header-title-text",
+                        children="Transparenzregister für Kapitalgesellschaften",
+                    ),
+                ],
+            ),
+            html.Div(
+                className="header-search",
+                children=[
+                    html.Div(
+                        className="header-search-dropdown",
+                        children=[
+                            dcc.Dropdown(
+                                id="select_company",
+                                options=[
+                                    {"label": o, "value": key}
+                                    for key, o in options.items()
+                                ],
+                                placeholder="Suche nach Unternehmen oder Person",
+                            ),
+                        ],
+                    ),
+                ],
+            ),
+        ],
+    )
+
+
+def create_company_header(selected_company_name: str) -> html:
+    """Create company header based on selected company.
+
+    Args:
+        selected_company_name: The company name that has been chosen in the dropdown.
+
+    Returns:
+        The html div to create the company header.
+    """
+    return html.Div(
+        className="company-header",
+        children=[
+            html.H1(
+                className="company-header-title",
+                id="id-company-header-title",
+                children=selected_company_name,
+            ),
+        ],
+    )
+
+
+def create_company_stats(selected_company_data: pd.Series) -> html:
+    """Create company stats.
+
+    Args:
+        selected_company_data: A series containing all company information of the selected company.
+
+    Returns:
+        The html div to create the company stats table and the three small widgets.
+    """
+    company_data = {
+        "col1": ["Unternehmen", "Straße", "Stadt"],
+        "col2": [
+            selected_company_data["company_name"],
+            selected_company_data["company_street"],
+            str(
+                selected_company_data["company_zip_code"]
+                + " "
+                + selected_company_data["company_city"]
+            ),
+        ],
+        "col3": ["Branche", "Amtsgericht", "Gründungsjahr"],
+        "col4": [
+            selected_company_data["company_sector"],
+            selected_company_data["district_court_name"],
+            "xxx",
+        ],
+    }
+    df_company_data = pd.DataFrame(data=company_data)
+    return html.Div(
+        className="stats-wrapper",
+        children=[
+            html.Div(
+                className="widget-large",
+                children=[
+                    html.H3(
+                        className="widget-title",
+                        children="Stammdaten",
+                    ),
+                    dash_table.DataTable(
+                        df_company_data.to_dict("records"),
+                        [{"name": i, "id": i} for i in df_company_data.columns],
+                        style_table={
+                            "width": "90%",
+                            "marginLeft": "auto",
+                            "marginRight": "auto",
+                            "paddingBottom": "20px",
+                            "color": COLORS["raisin-black"],
+                        },
+                        # hide header of table
+                        css=[
+                            {
+                                "selector": "tr:first-child",
+                                "rule": "display: none",
+                            },
+                        ],
+                        style_cell={"textAlign": "center"},
+                        style_cell_conditional=[
+                            {"if": {"column_id": c}, "fontWeight": "bold"}
+                            for c in ["col1", "col3"]
+                        ],
+                        style_data={
+                            "whiteSpace": "normal",
+                            "height": "auto",
+                        },
+                    ),
+                ],
+            ),
+            html.Div(
+                className="widget-small",
+                children=[
+                    html.H3(
+                        className="widget-title",
+                        children="Stimmung",
+                    ),
+                ],
+            ),
+            html.Div(
+                className="widget-small",
+                children=[
+                    html.H3(
+                        className="widget-title",
+                        children="Aktienkurs",
+                    ),
+                    html.H1(
+                        className="widget-content",
+                        children="123",
+                    ),
+                ],
+            ),
+            html.Div(
+                className="widget-small",
+                children=[
+                    html.H3(
+                        className="widget-title",
+                        children="Umsatz",
+                    ),
+                    html.H1(
+                        className="widget-content",
+                        children="1234",
+                    ),
+                ],
+            ),
+        ],
+    )
+
+
+def create_tabs(selected_company_id: int, selected_finance_df: pd.DataFrame) -> html:
+    """Create tabs for more company information.
+
+    Args:
+        selected_company_id: Id of the chosen company in the dropdown.
+        selected_finance_df: A dataframe containing all available finance information of the companies.
+
+    Returns:
+        The html div to create the tabs of the company page.
+    """
+    return html.Div(
+        className="tabs",
+        children=[
+            dcc.Tabs(
+                id="tabs",
+                value="tab-1",
+                children=[
+                    dcc.Tab(
+                        label="Kennzahlen",
+                        value="tab-1",
+                        className="tab-style",
+                        selected_className="selected-tab-style",
+                        children=[kennzahlen_layout(selected_finance_df)],
+                    ),
+                    dcc.Tab(
+                        label="Beteiligte Personen",
+                        value="tab-2",
+                        className="tab-style",
+                        selected_className="selected-tab-style",
+                    ),
+                    dcc.Tab(
+                        label="Stimmung",
+                        value="tab-3",
+                        className="tab-style",
+                        selected_className="selected-tab-style",
+                    ),
+                    dcc.Tab(
+                        label="Verflechtungen",
+                        value="tab-4",
+                        className="tab-style",
+                        selected_className="selected-tab-style",
+                        children=[network_layout(selected_company_id)],
+                    ),
+                ],
+            ),
+            html.Div(id="tabs-example-content-1"),
+        ],
+    )
+
+
+def kennzahlen_layout(selected_finance_df: pd.DataFrame) -> html:
+    """Create metrics tab.
+
+    Args:
+        selected_company_id: Id of the chosen company in the dropdown.
+        selected_finance_df: A dataframe containing all available finance information of the companies.
+
+    Returns:
+        The html div to create the metrics tab of the company page.
+    """
+    return html.Div(
+        [
+            dcc.Graph(
+                figure=financials_figure(
+                    selected_finance_df, "annual_finance_statement_ebit"
+                )
+            )
+        ]
+    )
+
+
+def financials_figure(selected_finance_df: pd.DataFrame, metric: str) -> go.Figure:
+    """Creates plotly line chart for a specific company and a metric.
+
+    Args:
+        selected_finance_df: A dataframe containing all finance information of the selected company.
+        metric: The metric that should be visualized.
+
+    Returns:
+        A plotly figure showing the available metric data of the company.
+    """
+    # create figure
+    fig_line = go.Figure()
+    # add trace for company 1
+    fig_line.add_trace(
+        go.Scatter(
+            x=selected_finance_df["annual_finance_statement_date"],
+            y=selected_finance_df[metric],
+            line_color=COLORS["raisin-black"],
+            marker_color=COLORS["raisin-black"],
+        )
+    )
+    # set title and labels
+    fig_line.update_layout(
+        title=metric,
+        xaxis_title="Jahr",
+        yaxis_title="in Mio.€",
+        plot_bgcolor=COLORS["light"],
+    )
+    return fig_line
+
+
+def network_layout(selected_company_id: int) -> html:
+    """Create network tab.
+
+    Args:
+        selected_company_id: Id of the chosen company in the dropdown.
+
+    Returns:
+        The html div to create the network tab of the company page.
+    """
+    return networkx_component(selected_company_id)
diff --git a/documentations/meeting-notes/Meeting_2023-10-12.md b/documentations/meeting-notes/Meeting_2023-10-12.md
new file mode 100644
index 0000000..f8afff1
--- /dev/null
+++ b/documentations/meeting-notes/Meeting_2023-10-12.md
@@ -0,0 +1,22 @@
+# Weekly *12*: 12.10.2023
+
+## Teilnehmer
+- Prof. Arinir
+- Tristan Nolde
+- Tim Ronneburg
+- Philipp Horstenkamp
+- Kim Mesewinkel-Risse
+- Sascha Zhu
+- Sebastian Zeleny
+
+## Themen
+
+- ABC:
+  - ...
+
+## Abgeleitete Action Items
+
+| Action Item | Verantwortlicher | Deadline        |
+|-------------|------------------|-----------------|
+| Finanzdaten optimieren    | Kim, Tristan   | nächstes Weekly |
+| Rebasen vom Branch für Sascha    | Sascha   | nächstes Weekly |
diff --git a/documentations/plots/first_complete_force_graph.png b/documentations/plots/first_complete_force_graph.png
new file mode 100644
index 0000000..afef185
Binary files /dev/null and b/documentations/plots/first_complete_force_graph.png differ
diff --git a/documentations/seminararbeiten/Verflechtungsanalyse/Graph.png b/documentations/seminararbeiten/Verflechtungsanalyse/Graph.png
index fb7f0ae..912aeb1 100644
Binary files a/documentations/seminararbeiten/Verflechtungsanalyse/Graph.png and b/documentations/seminararbeiten/Verflechtungsanalyse/Graph.png differ
diff --git a/documentations/seminararbeiten/Verflechtungsanalyse/metrics/test.html b/documentations/seminararbeiten/Verflechtungsanalyse/metrics/test.html
new file mode 100644
index 0000000..9e68207
--- /dev/null
+++ b/documentations/seminararbeiten/Verflechtungsanalyse/metrics/test.html
@@ -0,0 +1,180 @@
+<html>
+    <head>
+        <meta charset="utf-8">
+        
+            <script src="lib/bindings/utils.js"></script>
+            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/dist/vis-network.min.css" integrity="sha512-WgxfT5LWjfszlPHXRmBWHkV2eceiWTOBvrKCNbdgDYTHrT2AeLCGbF4sZlZw3UMN3WtL0tGUoIAKsu8mllg/XA==" crossorigin="anonymous" referrerpolicy="no-referrer" />
+            <script src="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/vis-network.min.js" integrity="sha512-LnvoEWDFrqGHlHmDD2101OrLcbsfkrzoSpvtSQtxK3RMnRV0eOkhhBN2dXHKRrUU8p2DGRTk35n4O8nWSVe1mQ==" crossorigin="anonymous" referrerpolicy="no-referrer"></script>
+            
+        
+<center>
+<h1></h1>
+</center>
+
+<!-- <link rel="stylesheet" href="../node_modules/vis/dist/vis.min.css" type="text/css" />
+<script type="text/javascript" src="../node_modules/vis/dist/vis.js"> </script>-->
+        <link
+          href="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/css/bootstrap.min.css"
+          rel="stylesheet"
+          integrity="sha384-eOJMYsd53ii+scO/bJGFsiCZc+5NDVN2yr8+0RDqr0Ql0h+rP48ckxlpbzKgwra6"
+          crossorigin="anonymous"
+        />
+        <script
+          src="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/js/bootstrap.bundle.min.js"
+          integrity="sha384-JEW9xMcG8R+pH31jmWH6WWP0WintQrMb4s7ZOdauHnUtxwoG2vI5DkLtS3qm9Ekf"
+          crossorigin="anonymous"
+        ></script>
+
+
+        <center>
+          <h1></h1>
+        </center>
+        <style type="text/css">
+
+             #mynetwork {
+                 width: 100%;
+                 height: 600px;
+                 background-color: white;
+                 border: 1px solid lightgray;
+                 position: relative;
+                 float: left;
+             }
+
+             
+
+             
+             #config {
+                 float: left;
+                 width: 400px;
+                 height: 600px;
+             }
+             
+
+             
+        </style>
+    </head>
+
+
+    <body>
+        <div class="card" style="width: 100%">
+            
+            
+            <div id="mynetwork" class="card-body"></div>
+        </div>
+
+        
+        
+            <div id="config"></div>
+        
+
+        <script type="text/javascript">
+
+              // initialize global variables.
+              var edges;
+              var nodes;
+              var allNodes;
+              var allEdges;
+              var nodeColors;
+              var originalNodes;
+              var network;
+              var container;
+              var options, data;
+              var filter = {
+                  item : '',
+                  property : '',
+                  value : []
+              };
+
+              
+
+              
+
+              // This method is responsible for drawing the graph, returns the drawn network
+              function drawGraph() {
+                  var container = document.getElementById('mynetwork');
+
+                  
+
+                  // parsing and collecting nodes and edges from the python
+                  nodes = new vis.DataSet([{"branche": "Automobilhersteller", "color": " #729b79ff", "font": {"color": "black"}, "id": 2, "label": "Volkswagen AG", "shape": "dot", "size": 10, "title": "Volkswagen AG\nAutomobilhersteller", "type": "Company"}, {"branche": "Automobilhersteller", "color": " #729b79ff", "font": {"color": "black"}, "id": 1, "label": "Porsche Automobil Holding", "shape": "dot", "size": 10, "title": "Porsche Automobil Holding\nAutomobilhersteller", "type": "Company"}, {"branche": "Automobilhersteller", "color": " #729b79ff", "font": {"color": "black"}, "id": 3, "label": "Volkswagen", "shape": "dot", "size": 10, "title": "Volkswagen\nAutomobilhersteller", "type": "Company"}, {"branche": "Automobilhersteller", "color": " #729b79ff", "font": {"color": "black"}, "id": 4, "label": "Audi", "shape": "dot", "size": 10, "title": "Audi\nAutomobilhersteller", "type": "Company"}, {"branche": "Automobilhersteller", "color": " #729b79ff", "font": {"color": "black"}, "id": 5, "label": "Seat", "shape": "dot", "size": 10, "title": "Seat\nAutomobilhersteller", "type": "Company"}, {"branche": "Automobilhersteller", "color": " #729b79ff", "font": {"color": "black"}, "id": 6, "label": "Skoda Auto", "shape": "dot", "size": 10, "title": "Skoda Auto\nAutomobilhersteller", "type": "Company"}, {"branche": "Automobilhersteller", "color": " #729b79ff", "font": {"color": "black"}, "id": 7, "label": "Porsche AG", "shape": "dot", "size": 10, "title": "Porsche AG\nAutomobilhersteller", "type": "Company"}, {"branche": "Automobilhersteller", "color": " #729b79ff", "font": {"color": "black"}, "id": 8, "label": "Lamborghini", "shape": "dot", "size": 10, "title": "Lamborghini\nAutomobilhersteller", "type": "Company"}, {"branche": "Automobilhersteller", "color": " #729b79ff", "font": {"color": "black"}, "id": 9, "label": "Bentley", "shape": "dot", "size": 10, "title": "Bentley\nAutomobilhersteller", "type": "Company"}, {"branche": "Automobilzulieferer", "color": "#475b63ff", "font": {"color": "black"}, "id": 10, "label": "Forvia", "shape": "dot", "size": 10, "title": "Forvia\nAutomobilzulieferer", "type": "Company"}, {"branche": "Automobilzulieferer", "color": "#475b63ff", "font": {"color": "black"}, "id": 11, "label": "Hella", "shape": "dot", "size": 10, "title": "Hella\nAutomobilzulieferer", "type": "Company"}]);
+                  edges = new vis.DataSet([{"from": 2, "label": "part_of", "to": 1, "width": 1}, {"from": 1, "label": "part_of", "to": 3, "width": 1}, {"from": 1, "label": "part_of", "to": 4, "width": 1}, {"from": 1, "label": "part_of", "to": 5, "width": 1}, {"from": 1, "label": "part_of", "to": 6, "width": 1}, {"from": 1, "label": "part_of", "to": 7, "width": 1}, {"from": 4, "label": "part_of", "to": 8, "width": 1}, {"from": 4, "label": "part_of", "to": 9, "width": 1}, {"from": 4, "label": "supplierer", "to": 10, "width": 1}, {"from": 11, "label": "part_of", "to": 10, "width": 1}]);
+
+                  nodeColors = {};
+                  allNodes = nodes.get({ returnType: "Object" });
+                  for (nodeId in allNodes) {
+                    nodeColors[nodeId] = allNodes[nodeId].color;
+                  }
+                  allEdges = edges.get({ returnType: "Object" });
+                  // adding nodes and edges to the graph
+                  data = {nodes: nodes, edges: edges};
+
+                  var options = {
+    "configure": {
+        "enabled": true,
+        "filter": [
+            "physics"
+        ]
+    },
+    "edges": {
+        "color": {
+            "inherit": false
+        },
+        "smooth": {
+            "enabled": true,
+            "type": "dynamic"
+        }
+    },
+    "interaction": {
+        "dragNodes": true,
+        "hideEdgesOnDrag": false,
+        "hideNodesOnDrag": false
+    },
+    "physics": {
+        "enabled": true,
+        "repulsion": {
+            "centralGravity": 0.2,
+            "damping": 0.09,
+            "nodeDistance": 150,
+            "springConstant": 0.05,
+            "springLength": 50
+        },
+        "solver": "repulsion",
+        "stabilization": {
+            "enabled": true,
+            "fit": true,
+            "iterations": 1000,
+            "onlyDynamicEdges": false,
+            "updateInterval": 50
+        }
+    }
+};
+
+                  
+
+
+                  
+                  // if this network requires displaying the configure window,
+                  // put it in its div
+                  options.configure["container"] = document.getElementById("config");
+                  
+
+                  network = new vis.Network(container, data, options);
+
+                  
+                    network.on("click", neighbourhoodHighlight);
+                  
+
+                  
+
+                  
+
+
+                  
+
+                  return network;
+
+              }
+              drawGraph();
+        </script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/documentations/seminararbeiten/Verflechtungsanalyse/mockup_verflechtungsanalyse_with_networkx.ipynb b/documentations/seminararbeiten/Verflechtungsanalyse/mockup_verflechtungsanalyse_with_networkx.ipynb
index fd53fa8..2a7e9d5 100644
--- a/documentations/seminararbeiten/Verflechtungsanalyse/mockup_verflechtungsanalyse_with_networkx.ipynb
+++ b/documentations/seminararbeiten/Verflechtungsanalyse/mockup_verflechtungsanalyse_with_networkx.ipynb
@@ -141,7 +141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -203,7 +203,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -241,14 +241,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 864x864 with 1 Axes>"
+       "<Figure size 1200x1200 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -257,7 +257,7 @@
     {
      "data": {
       "text/plain": [
-       "<Figure size 432x288 with 0 Axes>"
+       "<Figure size 640x480 with 0 Axes>"
       ]
      },
      "metadata": {},
@@ -592,29 +592,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "AssertionError",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
-      "\u001b[1;32mc:\\Users\\Tim\\Documents\\Master\\Semester 4\\Projektgruppe\\aki_prj23_transparenzregister\\documentations\\seminararbeiten\\Verflechtungsanalyse\\mockup_verflechtungsanalyse_with_networkx.ipynb Cell 17\u001b[0m in \u001b[0;36m<cell line: 4>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/Tim/Documents/Master/Semester%204/Projektgruppe/aki_prj23_transparenzregister/documentations/seminararbeiten/Verflechtungsanalyse/mockup_verflechtungsanalyse_with_networkx.ipynb#X41sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m net \u001b[39m=\u001b[39m Network(directed\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m, neighborhood_highlight\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m, bgcolor \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mwhite\u001b[39m\u001b[39m\"\u001b[39m, font_color\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mblack\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/Tim/Documents/Master/Semester%204/Projektgruppe/aki_prj23_transparenzregister/documentations/seminararbeiten/Verflechtungsanalyse/mockup_verflechtungsanalyse_with_networkx.ipynb#X41sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m \u001b[39m# pass networkx graph to pyvis\u001b[39;00m\n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/Users/Tim/Documents/Master/Semester%204/Projektgruppe/aki_prj23_transparenzregister/documentations/seminararbeiten/Verflechtungsanalyse/mockup_verflechtungsanalyse_with_networkx.ipynb#X41sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m net\u001b[39m.\u001b[39;49mfrom_nx(s)\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/Tim/Documents/Master/Semester%204/Projektgruppe/aki_prj23_transparenzregister/documentations/seminararbeiten/Verflechtungsanalyse/mockup_verflechtungsanalyse_with_networkx.ipynb#X41sZmlsZQ%3D%3D?line=5'>6</a>\u001b[0m \u001b[39m# set edge options \u001b[39;00m\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/Tim/Documents/Master/Semester%204/Projektgruppe/aki_prj23_transparenzregister/documentations/seminararbeiten/Verflechtungsanalyse/mockup_verflechtungsanalyse_with_networkx.ipynb#X41sZmlsZQ%3D%3D?line=6'>7</a>\u001b[0m net\u001b[39m.\u001b[39minherit_edge_colors(\u001b[39mFalse\u001b[39;00m)\n",
-      "File \u001b[1;32mc:\\Users\\Tim\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\pyvis\\network.py:689\u001b[0m, in \u001b[0;36mNetwork.from_nx\u001b[1;34m(self, nx_graph, node_size_transf, edge_weight_transf, default_node_size, default_edge_weight, show_edge_weights, edge_scaling)\u001b[0m\n\u001b[0;32m    660\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mfrom_nx\u001b[39m(\u001b[39mself\u001b[39m, nx_graph, node_size_transf\u001b[39m=\u001b[39m(\u001b[39mlambda\u001b[39;00m x: x), edge_weight_transf\u001b[39m=\u001b[39m(\u001b[39mlambda\u001b[39;00m x: x),\n\u001b[0;32m    661\u001b[0m             default_node_size \u001b[39m=\u001b[39m\u001b[39m10\u001b[39m, default_edge_weight\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m, show_edge_weights\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m, edge_scaling\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m):\n\u001b[0;32m    662\u001b[0m     \u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m    663\u001b[0m \u001b[39m    This method takes an exisitng Networkx graph and translates\u001b[39;00m\n\u001b[0;32m    664\u001b[0m \u001b[39m    it to a PyVis graph format that can be accepted by the VisJs\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    687\u001b[0m \u001b[39m    >>> nt.show(\"nx.html\")\u001b[39;00m\n\u001b[0;32m    688\u001b[0m \u001b[39m    \"\"\"\u001b[39;00m\n\u001b[1;32m--> 689\u001b[0m     \u001b[39massert\u001b[39;00m(\u001b[39misinstance\u001b[39m(nx_graph, nx\u001b[39m.\u001b[39mGraph))\n\u001b[0;32m    690\u001b[0m     edges\u001b[39m=\u001b[39mnx_graph\u001b[39m.\u001b[39medges(data \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m)\n\u001b[0;32m    691\u001b[0m     nodes\u001b[39m=\u001b[39mnx_graph\u001b[39m.\u001b[39mnodes(data \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m)\n",
-      "\u001b[1;31mAssertionError\u001b[0m: "
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
+    "# visualize using pyvis\n",
+    "from pyvis.network import Network\n",
+    "\n",
     "net = Network(\n",
     "    directed=False, neighborhood_highlight=True, bgcolor=\"white\", font_color=\"black\"\n",
     ")\n",
     "\n",
     "# pass networkx graph to pyvis\n",
-    "net.from_nx(s)\n",
+    "net.from_nx(graph)\n",
     "\n",
     "# set edge options\n",
     "net.inherit_edge_colors(False)\n",
@@ -641,7 +631,7 @@
     "net.show_buttons(filter_=[\"physics\"])\n",
     "\n",
     "# save graph as HTML\n",
-    "net.save_graph(\"./metrics/connected_components_networkx.html\")"
+    "net.save_graph(\"./metrics/test.html\")"
    ]
   }
  ],
@@ -664,7 +654,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.11.4"
   },
   "orig_nbformat": 4
  },
diff --git a/poetry.lock b/poetry.lock
index bd62375..da24f1b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
 
 [[package]]
 name = "accelerate"
@@ -684,22 +684,20 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "comm"
-version = "0.1.4"
+version = "0.2.0"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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-    {file = "comm-0.1.4.tar.gz", hash = "sha256:354e40a59c9dd6db50c5cc6b4acc887d82e9603787f83b68c01a80a923984d15"},
+    {file = "comm-0.2.0-py3-none-any.whl", hash = "sha256:2da8d9ebb8dd7bfc247adaff99f24dce705638a8042b85cb995066793e391001"},
+    {file = "comm-0.2.0.tar.gz", hash = "sha256:a517ea2ca28931c7007a7a99c562a0fa5883cfb48963140cf642c41c948498be"},
 ]
 
 [package.dependencies]
 traitlets = ">=4"
 
 [package.extras]
-lint = ["black (>=22.6.0)", "mdformat (>0.7)", "mdformat-gfm (>=0.3.5)", "ruff (>=0.0.156)"]
 test = ["pytest"]
-typing = ["mypy (>=0.990)"]
 
 [[package]]
 name = "confection"
@@ -718,136 +716,66 @@ srsly = ">=2.4.0,<3.0.0"
 
 [[package]]
 name = "contourpy"
-version = "1.1.0"
+version = "1.2.0"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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-
-[package.dependencies]
-numpy = {version = ">=1.16,<2.0", markers = "python_version <= \"3.11\""}
+numpy = ">=1.20,<2.0"
 
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.4.1)", "types-Pillow"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.6.1)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
-test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
+test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "coverage"
@@ -1108,6 +1036,32 @@ files = [
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 ]
 
+[[package]]
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+version = "0.2.0"
+description = "A Component Library for Dash aimed at facilitating network visualization in Python, wrapped around Cytoscape.js"
+optional = false
+python-versions = "*"
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+
+[package.dependencies]
+dash = "*"
+
+[[package]]
+name = "dash-daq"
+version = "0.5.0"
+description = "DAQ components for Dash"
+optional = false
+python-versions = "*"
+files = [
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+
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+
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 version = "2.0.0"
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 version = "1.1.8"
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 [package.extras]
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 graphite = ["lz4 (>=1.7.4.2)"]
 interpolatable = ["munkres", "scipy"]
 lxml = ["lxml (>=4.0,<5)"]
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 symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
-unicode = ["unicodedata2 (>=15.0.0)"]
+unicode = ["unicodedata2 (>=15.1.0)"]
 woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
 [[package]]
@@ -2161,17 +2126,6 @@ qtconsole = ["qtconsole"]
 test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
 test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
 
-[[package]]
-name = "ipython-genutils"
-version = "0.2.0"
-description = "Vestigial utilities from IPython"
-optional = false
-python-versions = "*"
-files = [
-    {file = "ipython_genutils-0.2.0-py2.py3-none-any.whl", hash = "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8"},
-    {file = "ipython_genutils-0.2.0.tar.gz", hash = "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"},
-]
-
 [[package]]
 name = "ipywidgets"
 version = "8.1.1"
@@ -2344,13 +2298,13 @@ qtconsole = "*"
 
 [[package]]
 name = "jupyter-client"
-version = "8.5.0"
+version = "8.6.0"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "jupyter_client-8.6.0-py3-none-any.whl", hash = "sha256:909c474dbe62582ae62b758bca86d6518c85234bdee2d908c778db6d72f39d99"},
+    {file = "jupyter_client-8.6.0.tar.gz", hash = "sha256:0642244bb83b4764ae60d07e010e15f0e2d275ec4e918a8f7b80fbbef3ca60c7"},
 ]
 
 [package.dependencies]
@@ -2410,13 +2364,13 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-events"
-version = "0.8.0"
+version = "0.9.0"
 description = "Jupyter Event System library"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2449,13 +2403,13 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.9.1"
+version = "2.10.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "jupyter_server-2.10.0-py3-none-any.whl", hash = "sha256:dde56c9bc3cb52d7b72cc0f696d15d7163603526f1a758eb4a27405b73eab2a5"},
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 ]
 
 [package.dependencies]
@@ -2545,13 +2499,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.25.0"
+version = "2.25.1"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "jupyterlab_server-2.25.1-py3-none-any.whl", hash = "sha256:dce9714d91fb3e53d2b37d0e0619fa26ed223c8e7b8c81cca112926de19b53a4"},
+    {file = "jupyterlab_server-2.25.1.tar.gz", hash = "sha256:6491283b0000698eae1a38c48507930560dfcf7461aea0015368698aab34dd9c"},
 ]
 
 [package.dependencies]
@@ -2566,7 +2520,7 @@ requests = ">=2.31"
 [package.extras]
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-test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.7.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "ruamel-yaml", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
+test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.8.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "ruamel-yaml", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
 
 [[package]]
 name = "jupyterlab-widgets"
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@@ -3296,13 +3240,13 @@ testing-docutils = ["pygments", "pytest (>=7,<8)", "pytest-param-files (>=0.3.4,
 
 [[package]]
 name = "nbclient"
-version = "0.8.0"
+version = "0.9.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -3422,6 +3366,23 @@ doc = ["nb2plots (>=0.7)", "nbconvert (<7.9)", "numpydoc (>=1.6)", "pillow (>=9.
 extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.11)", "sympy (>=1.10)"]
 test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
+[[package]]
+name = "networkx-stubs"
+version = "0.0.1"
+description = "Typing stubs for NetworkX"
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[package.dependencies]
+networkx = "*"
+
+[package.extras]
+dev = ["black", "flake8", "flake8-black", "flake8-pyi", "mypy", "setuptools", "wheel"]
+
 [[package]]
 name = "nodeenv"
 version = "1.8.0"
@@ -3478,36 +3439,43 @@ test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"
 
 [[package]]
 name = "numpy"
-version = "1.25.2"
+version = "1.26.1"
 description = "Fundamental package for array computing in Python"
 optional = false
-python-versions = ">=3.9"
+python-versions = "<3.13,>=3.9"
 files = [
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 torch = ["safetensors[numpy]", "torch (>=1.10)"]
 
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+optional = false
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+
+[package.dependencies]
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+
+[package.extras]
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+
 [[package]]
 name = "seaborn"
 version = "0.13.0"
@@ -6316,7 +6257,7 @@ files = [
 ]
 
 [package.dependencies]
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@@ -6450,13 +6391,13 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
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+python-versions = ">=3.8"
 files = [
-    {file = "terminado-0.17.1-py3-none-any.whl", hash = "sha256:8650d44334eba354dd591129ca3124a6ba42c3d5b70df5051b6921d506fdaeae"},
-    {file = "terminado-0.17.1.tar.gz", hash = "sha256:6ccbbcd3a4f8a25a5ec04991f39a0b8db52dfcd487ea0e578d977e6752380333"},
+    {file = "terminado-0.18.0-py3-none-any.whl", hash = "sha256:87b0d96642d0fe5f5abd7783857b9cab167f221a39ff98e3b9619a788a3c0f2e"},
+    {file = "terminado-0.18.0.tar.gz", hash = "sha256:1ea08a89b835dd1b8c0c900d92848147cef2537243361b2e3f4dc15df9b6fded"},
 ]
 
 [package.dependencies]
@@ -6467,6 +6408,7 @@ tornado = ">=6.1.0"
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
 test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
+typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
 
 [[package]]
 name = "thinc"
@@ -6921,13 +6863,13 @@ vision = ["Pillow (<10.0.0)"]
 
 [[package]]
 name = "trio"
-version = "0.22.2"
+version = "0.23.1"
 description = "A friendly Python library for async concurrency and I/O"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "trio-0.22.2-py3-none-any.whl", hash = "sha256:f43da357620e5872b3d940a2e3589aa251fd3f881b65a608d742e00809b1ec38"},
-    {file = "trio-0.22.2.tar.gz", hash = "sha256:3887cf18c8bcc894433420305468388dac76932e9668afa1c49aa3806b6accb3"},
+    {file = "trio-0.23.1-py3-none-any.whl", hash = "sha256:bb4abb3f4af23f96679e7c8cdabb8b234520f2498550d2cf63ebfd95f2ce27fe"},
+    {file = "trio-0.23.1.tar.gz", hash = "sha256:16f89f7dcc8f7b9dcdec1fcd863e0c039af6d0f9a22f8dfd56f75d75ec73fd48"},
 ]
 
 [package.dependencies]
@@ -6935,7 +6877,7 @@ attrs = ">=20.1.0"
 cffi = {version = ">=1.14", markers = "os_name == \"nt\" and implementation_name != \"pypy\""}
 idna = "*"
 outcome = "*"
-sniffio = "*"
+sniffio = ">=1.3.0"
 sortedcontainers = "*"
 
 [[package]]
@@ -7090,6 +7032,17 @@ files = [
     {file = "types_tqdm-4.66.0.4-py3-none-any.whl", hash = "sha256:8eda4c5123dd66985a4cb44268705cfa18beb32d66772271ae185e92b8b10c40"},
 ]
 
+[[package]]
+name = "types-urllib3"
+version = "1.26.25.14"
+description = "Typing stubs for urllib3"
+optional = false
+python-versions = "*"
+files = [
+    {file = "types-urllib3-1.26.25.14.tar.gz", hash = "sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f"},
+    {file = "types_urllib3-1.26.25.14-py3-none-any.whl", hash = "sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e"},
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.8.0"
@@ -7210,13 +7163,13 @@ files = [
 
 [[package]]
 name = "weasel"
-version = "0.3.3"
+version = "0.3.4"
 description = "Weasel: A small and easy workflow system"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "weasel-0.3.3-py3-none-any.whl", hash = "sha256:141b12fd0d38599ff8c567208d1db0f5af1b532363fadeba27d7bc87d751d88a"},
-    {file = "weasel-0.3.3.tar.gz", hash = "sha256:924962dfc9d89602552e7332846e95d264eca18aebe2b96c2527d46b7bb7cf9c"},
+    {file = "weasel-0.3.4-py3-none-any.whl", hash = "sha256:ee48a944f051d007201c2ea1661d0c41035028c5d5a8bcb29a0b10f1100206ae"},
+    {file = "weasel-0.3.4.tar.gz", hash = "sha256:eb16f92dc9f1a3ffa89c165e3a9acd28018ebb656e0da4da02c0d7d8ae3f6178"},
 ]
 
 [package.dependencies]
@@ -7414,5 +7367,5 @@ web-server = ["dash", "dash-auth", "dash-bootstrap-components", "matplotlib", "s
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.11"
-content-hash = "b66abf6c8f8bd87ddeccdaeebb1a59e20db68de57b8d717ee85c0061e4cd54e8"
+python-versions = ">=3.11,<3.13"
+content-hash = "0119b3fb52b3b7ccd99631b5d9418d7c0e139096feacd0c56f8bb2345c2861f0"
diff --git a/pyproject.toml b/pyproject.toml
index fc43b11..7f2be19 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -55,6 +55,9 @@ cachetools = "^5.3.1"
 dash = "^2.14.1"
 dash-auth = "^2.0.0"
 dash-bootstrap-components = "^1.5.0"
+dash-daq = "^0.5.0"
+dash_cytoscape = "^0.2.0"
+dashvis = "^0.1.3"
 datetime = "^5.2"
 deutschland = {git = "https://github.com/TrisNol/deutschland.git", branch = "hotfix/python-3.11-support"}
 frozendict = "^2.3.8"
@@ -63,9 +66,10 @@ matplotlib = "^3.8.1"
 pgeocode = "^0.4.1"
 psycopg2-binary = "^2.9.7"
 pymongo = "^4.6.0"
-python = "^3.11"
+python = ">=3.11,<3.13"
 python-dotenv = "^1.0.0"
 rapidfuzz = "^3.5.2"
+scipy = "^1.11.3"
 seaborn = "^0.13.0"
 selenium = "^4.15.2"
 spacy = "^3.6.1"
@@ -109,6 +113,7 @@ SQLAlchemy = {version = "*", extras = ["mypy"]}
 black = "*"
 loguru-mypy = "*"
 mypy = "*"
+networkx-stubs = "*"
 pandas-stubs = "*"
 pip-audit = "*"
 pip-licenses = "*"
@@ -121,6 +126,7 @@ types-setuptools = "*"
 types-six = "*"
 types-tabulate = "*"
 types-tqdm = "*"
+types-urllib3 = "*"
 
 [tool.poetry.group.test.dependencies]
 pytest = "^7.4.2"
diff --git a/src/aki_prj23_transparenzregister/ui/assets/networkx_style.css b/src/aki_prj23_transparenzregister/ui/assets/networkx_style.css
new file mode 100644
index 0000000..a00fd21
--- /dev/null
+++ b/src/aki_prj23_transparenzregister/ui/assets/networkx_style.css
@@ -0,0 +1,112 @@
+.networkx_style {
+    float: right;
+    margin-top: 20px;
+    margin-left: 10px;
+    margin-right: 20px;
+    border: 1px solid;
+    border-color: var(--raisin-black);
+    border-radius: 20px;
+    width: 57%;
+    height: 100%;
+}
+
+.top_companytable_style {
+    float: left;
+    margin-top: 20px;
+    margin-left: 20px;
+    margin-right: 10px;
+    border: 1px solid;
+    border-color: var(--raisin-black);
+    border-radius: 20px;
+    width: 37%;
+    height: 100%;
+}
+.networkx_style .filter-wrapper {
+    float: left;
+    width: 100%;
+
+}
+
+.networkx_style .filter-wrapper .filter-wrapper-item {
+    display: inline-block;
+    padding: 10px;
+    width: 31%;
+
+}
+
+.networkx_style .filter-wrapper .filter-wrapper-item .dropdown_style {
+    padding-bottom: 10px;
+    margin-top: 1px;
+    padding-left: 10px;
+    width: 100%;
+    font-size: '30%'
+    /* background-color: var(--raisin-black); */
+
+}
+
+.networkx_style .header {
+    text-align: center;
+    align-items: center;
+    align-content: center;
+    vertical-align: middle;
+    padding: 20px;
+    margin: 0px;
+    /* margin: 5px; */
+    color: var(--raisin-black);
+    /* background-color: var(--raisin-black); */
+
+}
+
+.networkx_style .filter-wrapper .filter-wrapper-item .filter-description {
+    padding: 5px;
+    padding-left: 10px;
+    margin: 0px;
+    /* margin: 5px; */
+    color: var(--raisin-black);
+    /* background-color: var(--raisin-black); */
+
+}
+
+.networkx_style .switch-style {
+    align-self: left;
+    float: none;
+    padding-bottom: 10px;
+    margin-top: 1px;
+    padding-left: 10px;
+    width: 80%;
+    display: inline-block;
+    /* background-color: var(--raisin-black); */
+
+}
+
+.networkx_style .switch-style .jAjsxw {
+    align-self: left;
+    float: none;
+    display: inline-block;
+    padding: 0px;
+    margin: 0px;
+
+    /* background-color: var(--raisin-black); */
+
+}
+
+.networkx_style .graph-style {
+    
+    margin-top: 10px;
+    padding-bottom: 0px;
+    display: inline-block;
+    margin: 0px;
+    width: 100%;
+    height: 100%;
+    /* float: inline-end, */
+    /* background-color: var(--raisin-black); */
+
+}
+
+.networkx_style .graph-style .canvas {
+    padding: 0px;
+    margin: 0px;
+    width: 100%
+    /* background-color: var(--raisin-black); */
+
+}
diff --git a/src/aki_prj23_transparenzregister/ui/company_elements.py b/src/aki_prj23_transparenzregister/ui/company_elements.py
index 5379784..ed837e5 100644
--- a/src/aki_prj23_transparenzregister/ui/company_elements.py
+++ b/src/aki_prj23_transparenzregister/ui/company_elements.py
@@ -10,6 +10,12 @@ from dash import dash_table, dcc, html
 from sqlalchemy.orm import Session
 
 from aki_prj23_transparenzregister.ui import data_elements, finance_elements
+from aki_prj23_transparenzregister.utils.networkx.network_2d import create_2d_graph
+from aki_prj23_transparenzregister.utils.networkx.network_base import initialize_network
+from aki_prj23_transparenzregister.utils.networkx.networkx_data import (
+    create_edge_and_node_list_for_company,
+    find_company_relations,
+)
 
 COLORS = {
     "light": "#edefef",
@@ -344,7 +350,27 @@ def person_relations_layout(selected_company_id: int, session: Session) -> html:
     )
 
 
-def network_layout(selected_company_id: int) -> html:
+def kennzahlen_layout(selected_finance_df: pd.DataFrame) -> html:
+    """Create metrics tab.
+
+    Args:
+        selected_finance_df: A dataframe containing all available finance information of the companies.
+
+    Returns:
+        The html div to create the metrics tab of the company page.
+    """
+    return html.Div(
+        [
+            dcc.Graph(
+                figure=finance_elements.financials_figure(
+                    selected_finance_df, "annual_finance_statement_ebit"
+                )
+            )
+        ]
+    )
+
+
+def network_layout(selected_company_id: int) -> html.Div:
     """Create network tab.
 
     Args:
@@ -353,4 +379,34 @@ def network_layout(selected_company_id: int) -> html:
     Returns:
         The html div to create the network tab of the company page.
     """
-    return html.Div([f"Netzwerk von Unternehmen mit ID: {selected_company_id}"])
+    person_relations, company_relations = find_company_relations(selected_company_id)
+
+    # Create Edge and Node List from data
+    nodes, edges = create_edge_and_node_list_for_company(company_relations)
+    # Initialize the Network and receive the Graph and a DataFrame with Metrics
+    if nodes != {}:
+        graph, metrics = initialize_network(nodes=nodes, edges=edges)
+        metric = "None"
+        figure = create_2d_graph(
+            graph,
+            nodes,
+            edges,
+            metrics,
+            metric,
+            layout="Spring",
+            edge_annotation=True,
+            edge_thickness=1,
+        )
+        return html.Div(
+            children=[
+                dcc.Graph(figure=figure, id="company-graph", className="graph-style")
+            ]
+        )
+
+    return html.Div(
+        [
+            html.H3(
+                f"Leider gibt es keine Verbindungen vom Unternehmen mit ID: {selected_company_id}"
+            )
+        ]
+    )
diff --git a/src/aki_prj23_transparenzregister/ui/pages/home.py b/src/aki_prj23_transparenzregister/ui/pages/home.py
index d99af6a..f643323 100644
--- a/src/aki_prj23_transparenzregister/ui/pages/home.py
+++ b/src/aki_prj23_transparenzregister/ui/pages/home.py
@@ -1,22 +1,409 @@
 """Content of home page."""
+from functools import lru_cache
+
 import dash
-from dash import html
+import dash_daq as daq
+import networkx as nx
+import numpy as np
+import pandas as pd
+import plotly.graph_objects as go
+from cachetools import TTLCache, cached
+from dash import Input, Output, callback, dash_table, dcc, html
+
+from aki_prj23_transparenzregister.utils.networkx.network_2d import (
+    create_2d_graph,
+)
+from aki_prj23_transparenzregister.utils.networkx.network_3d import (
+    # initialize_network,
+    create_3d_graph,
+)
+from aki_prj23_transparenzregister.utils.networkx.network_base import (
+    initialize_network,
+)
+from aki_prj23_transparenzregister.utils.networkx.networkx_data import (
+    create_edge_and_node_list,
+    filter_relation_type,
+    get_all_company_relations,
+    get_all_person_relations,
+)
 
 dash.register_page(
     __name__,
     path="/",
     title="Transparenzregister: Home",
-    redirect_from=[
-        "/unternehmensdetails",
-        "/personendetails",
-        "/unternehmensdetails/",
-        "/personendetails/",
-    ],
+    # TODO Fix redirect in unit tests
+    # redirect_from=[
+    #     "/unternehmensdetails",
+    #     "/personendetails",
+    #     "/unternehmensdetails/<value>",
+    #     "/personendetails/<value>",
+    # ],
 )
 
-layout = html.Div(
+metric = "None"
+switch_edge_annotaion_value = False
+egde_thickness = 1
+network = None
+
+
+def person_relation_type_filter() -> np.ndarray:
+    """Returns an Numpy Array of String with Person telation types."""
+    return get_all_person_relations()["relation_type"].unique()
+
+
+def company_relation_type_filter() -> np.ndarray:
+    """Returns an Numpy Array of String with Company relation types."""
+    return get_all_company_relations()["relation_type"].unique()
+
+
+def update_table(
+    metric_dropdown_value: str, metrics: pd.DataFrame
+) -> tuple[dict, list]:
+    """_summary_.
+
+    Args:
+        metric_dropdown_value (str): _description_
+        metrics (pd.DataFrame): _description_
+
+    Returns:
+        tuple[dict, list]: _description_
+    """
+    table_df = metrics.sort_values(metric_dropdown_value, ascending=False).head(10)
+    table_df = table_df[["designation", "category", metric_dropdown_value]]
+    columns = [{"name": i, "id": i} for i in table_df.columns]
+    return table_df.to_dict("records"), columns  # type: ignore
+
+
+def layout() -> list[html.Div]:
+    """Generates the Layout of the Homepage."""
+    person_relation_types = person_relation_type_filter()
+    company_relation_types = company_relation_type_filter()
+    top_companies_dict, top_companies_columns, figure = update_figure(
+        "None",
+        False,
+        False,
+        company_relation_types[0],
+        person_relation_types[0],
+        "Spring",
+        1,
+        "degree",
+    )
+    return html.Div(
+        children=html.Div(
+            children=[
+                html.Div(
+                    className="top_companytable_style",
+                    children=[
+                        html.H1(
+                            title="Top Ten Nodes in Graph by Metric",
+                            style={"align": "mid"},
+                        ),
+                        html.Div(
+                            className="filter-wrapper-item",
+                            children=[
+                                html.H5(
+                                    className="filter-description",
+                                    children=["Filter Metric:"],
+                                ),
+                                dcc.Dropdown(
+                                    [
+                                        "eigenvector",
+                                        "degree",
+                                        "betweenness",
+                                        "closeness",
+                                    ],
+                                    "closeness",
+                                    id="dropdown_table_metric",
+                                    className="dropdown_style",
+                                ),
+                            ],
+                        ),
+                        dash_table.DataTable(
+                            top_companies_dict,
+                            top_companies_columns,
+                            id="metric_table",
+                        ),
+                    ],
+                ),
+                html.Div(
+                    className="networkx_style",
+                    children=[
+                        html.H1(className="header", children=["Social Graph"]),
+                        html.Div(
+                            className="filter-wrapper",
+                            id="company_dropdown",
+                            # style="visibility: hidden;",
+                            children=[
+                                html.Div(
+                                    className="filter-wrapper-item",
+                                    children=[
+                                        html.H5(
+                                            className="filter-description",
+                                            children=["Company Relation Type Filter:"],
+                                        ),
+                                        dcc.Dropdown(
+                                            company_relation_types,
+                                            company_relation_types[0],
+                                            id="dropdown_company_relation_filter",
+                                            className="dropdown_style",
+                                        ),
+                                    ],
+                                ),
+                                html.Div(
+                                    className="filter-wrapper-item",
+                                    # style="visibility: visible;",
+                                    children=[
+                                        html.H5(
+                                            className="filter-description",
+                                            children=["Person Relation Type Filter:"],
+                                        ),
+                                        dcc.Dropdown(
+                                            person_relation_types,
+                                            person_relation_types[0],
+                                            id="dropdown_person_relation_filter",
+                                            className="dropdown_style",
+                                        ),
+                                    ],
+                                ),
+                                html.Div(
+                                    className="filter-wrapper-item",
+                                    children=[
+                                        html.H5(
+                                            className="filter-description",
+                                            children=["Choose Graph Metric:"],
+                                        ),
+                                        dcc.Dropdown(
+                                            [
+                                                "None",
+                                                "eigenvector",
+                                                "degree",
+                                                "betweenness",
+                                                "closeness",
+                                            ],
+                                            "None",
+                                            id="dropdown",
+                                            className="dropdown_style",
+                                        ),
+                                    ],
+                                ),
+                                html.Div(
+                                    className="filter-wrapper-item",
+                                    children=[
+                                        html.H5(
+                                            className="filter-description",
+                                            children=["Choose Layout:"],
+                                        ),
+                                        dcc.Dropdown(
+                                            [
+                                                "Spring",
+                                                # "Bipartite",
+                                                "Circular",
+                                                "Kamada Kawai",
+                                                # "Planar",
+                                                "Random",
+                                                "Shell (only 2D)",
+                                                # "Spectral",
+                                                "Spiral (only 2D)",
+                                                # "Multipartite"
+                                            ],
+                                            "Spring",
+                                            id="dropdown_layout",
+                                            className="dropdown_style",
+                                        ),
+                                    ],
+                                ),
+                                html.Div(
+                                    className="filter-wrapper-item",
+                                    children=[
+                                        html.H5(
+                                            className="filter-description",
+                                            children=["Adjust Edge Thickness"],
+                                        ),
+                                        dcc.Slider(
+                                            1,
+                                            4,
+                                            1,
+                                            value=1,
+                                            id="slider",
+                                        ),
+                                    ],
+                                ),
+                            ],
+                        ),
+                        html.Div(
+                            className="filter-wrapper",
+                            children=[
+                                html.Div(
+                                    className="filter-wrapper-item",
+                                    children=[
+                                        html.H5(
+                                            className="filter-description",
+                                            children=["Switch to 2D Diagramm"],
+                                        ),
+                                        html.Div(
+                                            className="switch-style",
+                                            children=[
+                                                daq.BooleanSwitch(id="switch", on=False)
+                                            ],
+                                        ),
+                                    ],
+                                ),
+                                # html.Div(
+                                #     className="filter-wrapper-item",
+                                #     children=[
+                                #         html.H5(
+                                #             className="filter-description",
+                                #             children=["Enable Node Annotation"],
+                                #         ),
+                                #         html.Div(
+                                #             className="switch-style",
+                                #             children=[daq.BooleanSwitch(id="switch_node_annotation", on=False)],
+                                #         ),
+                                #     ],
+                                # ),
+                                html.Div(
+                                    className="filter-wrapper-item",
+                                    children=[
+                                        html.H5(
+                                            className="filter-description",
+                                            children=["Enable Edge Annotation"],
+                                        ),
+                                        html.Div(
+                                            className="switch-style",
+                                            children=[
+                                                daq.BooleanSwitch(
+                                                    id="switch_edge_annotation",
+                                                    on=False,
+                                                )
+                                            ],
+                                        ),
+                                    ],
+                                ),
+                            ],
+                        ),
+                        dcc.Graph(
+                            figure=figure, id="my-graph", className="graph-style"
+                        ),
+                    ],
+                ),
+            ]
+        )
+    )
+
+
+@lru_cache(200)
+def update_graph_data(
+    person_relation_type: str = "HAFTENDER_GESELLSCHAFTER",
+    company_relation_type: str = "GESCHAEFTSFUEHRER",
+) -> tuple[nx.Graph, pd.DataFrame, dict, list]:
+    """_summary_.
+
+    Args:
+        person_relation_type (str, optional): _description_. Defaults to "HAFTENDER_GESELLSCHAFTER".
+        company_relation_type (str, optional): _description_. Defaults to "GESCHAEFTSFUEHRER".
+
+    Returns:
+        tuple[nx.Graph, pd.DataFrame, dict, list]: _description_
+    """
+    # Get Data
+    person_df = get_all_person_relations()
+    company_df = get_all_company_relations()
+
+    person_relation = filter_relation_type(person_df, person_relation_type)
+    company_relation = filter_relation_type(company_df, company_relation_type)
+
+    # Create Edge and Node List from data
+    nodes_tmp, edges_tmp = create_edge_and_node_list(person_relation, company_relation)
+
+    graph, metrics = initialize_network(nodes=nodes_tmp, edges=edges_tmp)
+    return graph, metrics, nodes_tmp, edges_tmp
+
+
+@callback(
     [
-        html.H1("This is our Home page", style={"margin": 0}),
-        html.Div("This is our Home page content."),
-    ]
+        Output("metric_table", "data"),
+        Output("metric_table", "columns"),
+        Output("my-graph", "figure"),
+    ],
+    [
+        Input("dropdown", "value"),
+        Input("switch", "on"),
+        # Input("switch_node_annotation", "on"),
+        Input("switch_edge_annotation", "on"),
+        Input("dropdown_company_relation_filter", "value"),
+        Input("dropdown_person_relation_filter", "value"),
+        Input("dropdown_layout", "value"),
+        Input("slider", "value"),
+        Input("dropdown_table_metric", "value"),
+    ],
+    prevent_initial_call=True,
+    allow_duplicate=True,
 )
+# @lru_cache(20)
+@cached(cache=TTLCache(maxsize=100, ttl=500))
+def update_figure(  # noqa: PLR0913
+    selected_metric: str,
+    switch_value: bool,
+    # switch_node_annotaion_value: bool,
+    switch_edge_annotaion_value: bool,
+    c_relation_filter_value: str,
+    p_relation_filter_value: str,
+    layout: str,
+    slider_value: float,
+    metric_dropdown_value: str,
+) -> go.Figure:
+    """In this Callback the Value of the Dropdown is used to filter the Data. In Addition it takes the filter for the Graph metrics and creates a new graph, or switches between 3D and 2D.
+
+    Args:
+        selected_metric (_type_): Selected Value
+        switch_value (bool): True if 2D, False if 3D
+        switch_edge_annotaion_value: True if Edge should have a description, Flase = No Descritpion
+        c_relation_filter_value (_type_): Variable with String value of Relation Type for Companies
+        p_relation_filter_value (_type_): Variable with String value of Relation Type for Persons
+        layout: String of the Layout Dropdown
+        metric_dropdown_value: String of the Metric Dropdown
+        slider_value: Sets the size of the Edge Connections
+
+
+    Returns:
+        Network Graph(Plotly Figure): Plotly Figure in 3 or 2D
+    """
+    _ = c_relation_filter_value, p_relation_filter_value
+
+    graph, metrics, nodes, edges = update_graph_data(
+        person_relation_type=p_relation_filter_value,
+        company_relation_type=c_relation_filter_value,
+    )
+
+    table_dict, table_columns = update_table(metric_dropdown_value, metrics)
+
+    if switch_value:
+        return (
+            table_dict,
+            table_columns,
+            create_2d_graph(
+                graph,
+                nodes,
+                edges,
+                metrics,
+                selected_metric,
+                layout,
+                switch_edge_annotaion_value,
+                slider_value,  # type: ignore
+            ),
+        )
+
+    return (
+        table_dict,
+        table_columns,
+        create_3d_graph(
+            graph,
+            nodes,
+            edges,
+            metrics,
+            selected_metric,
+            layout,
+            switch_edge_annotaion_value,
+            slider_value,  # type: ignore
+        ),
+    )
diff --git a/src/aki_prj23_transparenzregister/utils/networkx/__init__.py b/src/aki_prj23_transparenzregister/utils/networkx/__init__.py
new file mode 100644
index 0000000..4d6d454
--- /dev/null
+++ b/src/aki_prj23_transparenzregister/utils/networkx/__init__.py
@@ -0,0 +1 @@
+"""Everything regarding data extraction for NetworkX Graphs."""
diff --git a/src/aki_prj23_transparenzregister/utils/networkx/network_2d.py b/src/aki_prj23_transparenzregister/utils/networkx/network_2d.py
new file mode 100644
index 0000000..ada0528
--- /dev/null
+++ b/src/aki_prj23_transparenzregister/utils/networkx/network_2d.py
@@ -0,0 +1,184 @@
+"""This Module contains the Method to create a 2D Network Graph with NetworkX."""
+import networkx as nx
+import numpy as np
+import pandas as pd
+import plotly.graph_objects as go
+
+
+def create_2d_graph(  # noqa PLR0913
+    graph: nx.Graph,
+    nodes: dict,
+    edges: list,
+    metrics: pd.DataFrame,
+    metric: str | None,
+    layout: str,
+    edge_annotation: bool,
+    edge_thickness: int,
+) -> go.Figure:
+    """This Method creates a 2d Network in Plotly with a Scatter Graph and retuns it.
+
+    Args:
+        graph (_type_): NetworkX Graph.
+        nodes (_type_): List of Nodes
+        edges (_type_): List of Edges
+        metrics (_type_): DataFrame with the MEtrics
+        metric (_type_): Selected Metric
+        edge_annotation: Enables the Description of Edges
+        edge_thickness: Int Value of the Edge thickness
+        layout: String which defines the Graph Layout
+
+    Returns:
+        _type_: Plotly Figure
+    """
+    # Set 2D Layout
+    pos = nx.spring_layout(graph)
+    match layout:
+        case "Spring":
+            pos = nx.spring_layout(graph)
+        # case "Bipartite":
+        #     pos = nx.bipartite_layout(graph)
+        case "Circular":
+            pos = nx.circular_layout(graph)
+        case "Kamada Kawai":
+            pos = nx.kamada_kawai_layout(graph)
+        # case "Planar":
+        #     pos = nx.planar_layout(graph)
+        case "Random":
+            pos = nx.random_layout(graph)
+        case "(Shell only 2D)":
+            pos = nx.shell_layout(graph)
+        # case "Spectral":
+        #     pos = nx.spectral_layout(graph)
+        case "(Spiral only 2D)":
+            pos = nx.spiral_layout(graph)
+        # case "Multipartite":
+        #     pos = nx.multipartite_layout(graph)
+
+    # Initialize Variables to set the Position of the Edges.
+    edge_x = []
+    edge_y = []
+    # Initialize Node Position Variables.
+    node_x = []
+    node_y = []
+    # Initialize Position Variables for the Description Text of the edges.
+    edge_weight_x = []
+    edge_weight_y = []
+
+    # Getting the Positions from NetworkX and assign them to the variables.
+    for edge in graph.edges():
+        x0, y0 = pos[edge[0]]
+        x1, y1 = pos[edge[1]]
+        edge_x.append(x0)
+        edge_x.append(x1)
+        # edge_x.append(None)
+
+        edge_y.append(y0)
+        edge_y.append(y1)
+        # edge_y.append(None)
+
+        edge_weight_x.append((x1 + x0) / 2)
+        edge_weight_y.append((y1 + y0) / 2)
+        # edge_weight_y.append(None)
+    # Add the Edges to the scatter plot according to their Positions.
+    edge_trace = go.Scatter(
+        x=edge_x,
+        y=edge_y,
+        line={"width": 0.5, "color": "#888"},
+        hoverinfo="none",
+        mode="lines",
+    )
+    # Add the Edgedescriptiontext to the scatter plot according to its Position.
+    edge_weights_trace = go.Scatter(
+        x=edge_weight_x,
+        y=edge_weight_y,
+        mode="text",
+        marker_size=0.5,
+        text=[0.45, 0.7, 0.34],
+        textposition="top center",
+        hovertemplate="Relation: %{text}<extra></extra>",
+    )
+
+    # Getting the Positions from NetworkX and assign it to the variables.
+    for node in graph.nodes():
+        x, y = pos[node]
+        node_x.append(x)
+        node_y.append(y)
+    # Add the Nodes to the scatter plot according to their Positions.
+    node_trace = go.Scatter(
+        x=node_x,
+        y=node_y,
+        mode="markers",
+        hoverinfo="text",
+        marker={
+            "showscale": True,
+            "colorscale": "YlGnBu",
+            "reversescale": True,
+            "color": [],
+            "size": 10,
+            "colorbar": {
+                "thickness": 15,
+                "title": "Node Connections",
+                "xanchor": "left",
+                "titleside": "right",
+            },
+            "line_width": edge_thickness,
+        },
+    )
+
+    # # Set Color by using the nodes DataFrame with its Color Attribute. The sequence matters!
+    colors = list(nx.get_node_attributes(graph, "color").values())
+    node_names = list(nx.get_node_attributes(graph, "name").values())
+    # ids = list(nx.get_node_attributes(graph, "id").values())
+    # print(ids)
+
+    # # Get the Node Text
+    # node_names = []
+    # for key, value in nodes.items():
+    #     if "name" in value:
+    #         node_names.append(value["name"])
+    #     else:
+    #         node_names.append(value["firstname"] + " " + value["lastname"])
+    # # Add Color and Names to the Scatter Plot.
+    # print(colors)
+    # print(node_names)
+    node_trace.marker.color = colors
+    node_trace.text = node_names
+
+    # Highlight the Node Size in regards to the selected Metric.
+    if metric != "None":
+        node_trace.marker.size = list(np.sqrt(metrics[metric]) * 200)
+
+    # Add Relation_Type as a Description for the edges.
+    if edge_annotation:
+        edge_type_list = []
+        for row in edges:
+            edge_type_list.append(row["type"])
+
+        edge_weights_trace.text = edge_type_list
+
+    # Return the Plotly Figure
+    return go.Figure(
+        data=[edge_trace, edge_weights_trace, node_trace],
+        layout=go.Layout(
+            title="<br>Network graph made with Python",
+            titlefont_size=16,
+            showlegend=False,
+            hovermode="closest",
+            margin={"b": 20, "l": 5, "r": 5, "t": 20},
+            annotations=[
+                {
+                    "showarrow": False,
+                    "text": f"Companies (Red) & Person (Blue) Relation \n node_count: {len(nodes)}, edge_count: {len(edges)}",
+                    "xref": "paper",
+                    "yref": "paper",
+                    "x": 0,
+                    "y": 0.1,
+                    "xanchor": "left",
+                    "yanchor": "bottom",
+                    "font": {"size": 14},
+                }
+            ],
+            xaxis={"showgrid": False, "zeroline": False, "showticklabels": False},
+            yaxis={"showgrid": False, "zeroline": False, "showticklabels": False},
+        ),
+    )
diff --git a/src/aki_prj23_transparenzregister/utils/networkx/network_3d.py b/src/aki_prj23_transparenzregister/utils/networkx/network_3d.py
new file mode 100644
index 0000000..b2262be
--- /dev/null
+++ b/src/aki_prj23_transparenzregister/utils/networkx/network_3d.py
@@ -0,0 +1,210 @@
+"""This Module contains the Method to create a 3D Network Graph with NetworkX."""
+import networkx as nx
+import numpy as np
+import pandas as pd
+import plotly.graph_objects as go
+
+
+def create_3d_graph(  # noqa : PLR0913
+    graph: nx.Graph,
+    nodes: dict,
+    edges: list,
+    metrics: pd.DataFrame,
+    metric: str | None,
+    layout: str,
+    edge_annotation: bool,
+    edge_thickness: int,
+) -> go.Figure:
+    """This Method creates a 3D Network in Plotly with a Scatter Graph and retuns it.
+
+    Args:
+        graph (_type_): NetworkX Graph.
+        nodes (_type_): List of Nodes
+        edges (_type_): List of Edges
+        metrics (_type_): DataFrame with the MEtrics
+        metric (_type_): Selected Metric
+
+    Returns:
+        _type_: Plotly Figure
+    """
+    # 3d spring layout
+    pos = nx.spring_layout(graph, dim=3)
+    match layout:
+        case "Spring":
+            pos = nx.spring_layout(graph, dim=3)
+        # case "Bipartite":
+        # pos = nx.bipartite_layout(graph, dim=3)
+        case "Circular":
+            pos = nx.circular_layout(graph, dim=3)
+        case "Kamada Kawai":
+            pos = nx.kamada_kawai_layout(graph, dim=3)
+        # case "Planar":
+        #     pos = nx.planar_layout(graph, dim=3)
+        case "Random":
+            pos = nx.random_layout(graph, dim=3)
+        # case "Shell":
+        #     pos = nx.shell_layout(graph, dim=3)
+        # case "Spectral":
+        #     pos = nx.spectral_layout(graph, dim=3)
+        # case "Spiral":
+        #     pos = nx.spiral_layout(graph, dim=3)
+        # case "Multipartite":
+        #     pos = nx.multipartite_layout(graph, dim=3)
+
+    # Initialize Variables to set the Position of the Edges.
+    edge_x = []
+    edge_y = []
+    edge_z = []
+
+    # Initialize Node Position Variables.
+    node_x = []
+    node_y = []
+    node_z = []
+
+    # Initialize Position Variables for the Description Text of the edges.
+    edge_weight_x = []
+    edge_weight_y = []
+    edge_weight_z = []
+
+    # Getting the Positions from NetworkX and assign them to the variables.
+    for edge in graph.edges():
+        x0, y0, z0 = pos[edge[0]]
+        x1, y1, z1 = pos[edge[1]]
+
+        edge_x.append(x0)
+        edge_x.append(x1)
+
+        edge_y.append(y0)
+        edge_y.append(y1)
+
+        edge_z.append(z0)
+        edge_z.append(z1)
+
+        # Calculate edge mid
+        edge_weight_x.append((x0 + x1) / 2)
+        edge_weight_y.append((y0 + y1) / 2)
+        edge_weight_z.append((z0 + z1) / 2)
+
+    # Add the Edges to the scatter plot according to their Positions.
+    edge_trace = go.Scatter3d(
+        x=edge_x,
+        y=edge_y,
+        z=edge_z,
+        mode="lines",
+        line={"color": "rgb(125,125,125)", "width": 1},
+        hoverinfo="none",
+    )
+
+    # Add the Edgedescriptiontext to the scatter plot according to its Position.
+    edge_weights_trace = go.Scatter3d(
+        x=edge_weight_x,
+        y=edge_weight_y,
+        z=edge_weight_z,
+        mode="text",
+        marker_size=1,
+        text=[0.45, 0.7, 0.34],
+        textposition="top center",
+        hovertemplate="weight: %{text}<extra></extra>",
+    )
+
+    # Getting the Positions from NetworkX and assign it to the variables.
+    for node in graph.nodes():
+        x, y, z = pos[node]
+        node_x.append(x)
+        node_y.append(y)
+        node_z.append(z)
+
+    # Add the Nodes to the scatter plot according to their Positions.
+    node_trace = go.Scatter3d(
+        x=node_x,
+        y=node_y,
+        z=node_z,
+        mode="markers",
+        name="actors",
+        marker={
+            "symbol": "circle",
+            "size": 6,
+            "color": "blue",
+            "colorscale": "Viridis",
+            "line": {"color": "rgb(50,50,50)", "width": 0.5},
+        },
+        #    text=labels,
+        hoverinfo="text",
+    )
+
+    axis = {
+        "showbackground": False,
+        "showline": False,
+        "zeroline": False,
+        "showgrid": False,
+        "showticklabels": False,
+        "title": "",
+    }
+
+    layout = go.Layout(
+        title="Social Graph",
+        showlegend=False,
+        scene={
+            "xaxis": dict(axis),
+            "yaxis": dict(axis),
+            "zaxis": dict(axis),
+        },
+        margin={"t": 10},
+        hovermode="closest",
+        annotations=[
+            {
+                "showarrow": False,
+                "text": f"Companies (Red) & Person (Blue) Relation \n node_count: {len(nodes)}, edge_count: {len(edges)}",
+                "xref": "paper",
+                "yref": "paper",
+                "x": 0,
+                "y": 0.1,
+                "xanchor": "left",
+                "yanchor": "bottom",
+                "font": {"size": 14},
+            }
+        ],
+    )
+
+    # Set Color by using the nodes DataFrame with its Color Attribute. The sequence matters!
+    colors = list(nx.get_node_attributes(graph, "color").values())
+    node_names = list(nx.get_node_attributes(graph, "name").values())
+    # node_names = []
+    # for key, value in nodes.items():
+    #     if "name" in value:
+    #         node_names.append(value["name"])
+    #     else:
+    #         node_names.append(value["firstname"] + " " + value["lastname"])
+    # Add Color and Names to the Scatter Plot.
+    # Add Color and Names to the Scatter Plot.
+    node_trace.marker.color = colors
+    node_trace.text = node_names
+
+    # Highlight the Node Size in regards to the selected Metric.
+    if metric != "None":
+        node_trace.marker.size = list(np.cbrt(metrics[metric]) * 200)
+
+    # Set the Color and width of Edges for better highlighting.
+    edge_colors = []
+    for row in edges:
+        if row["type"] == "HAFTENDER_GESELLSCHAFTER":
+            edge_colors.append("rgb(255,0,0)")
+        else:
+            edge_colors.append("rgb(255,105,180)")
+    edge_trace.line = {"color": edge_colors, "width": edge_thickness}
+
+    # Add Relation_Type as a Description for the edges.
+    if edge_annotation:
+        edge_type_list = []
+        for row in edges:
+            edge_type_list.append(row["type"])
+
+        edge_weights_trace.text = edge_type_list
+
+    # Set Color by using the nodes DataFrame with its Color Attribute. The sequence matters!
+    colors = list(nx.get_node_attributes(graph, "color").values())
+    node_trace.marker.color = colors
+
+    # Return the Plotly Figure
+    data = [edge_trace, edge_weights_trace, node_trace]
+    return go.Figure(data=data, layout=layout)
diff --git a/src/aki_prj23_transparenzregister/utils/networkx/network_base.py b/src/aki_prj23_transparenzregister/utils/networkx/network_base.py
new file mode 100644
index 0000000..bf7b29a
--- /dev/null
+++ b/src/aki_prj23_transparenzregister/utils/networkx/network_base.py
@@ -0,0 +1,108 @@
+"""This Module has a Method to initialize a Network with NetworkX which can be used for 2D and 3D Graphs."""
+import networkx as nx
+import pandas as pd
+
+
+def initialize_network(edges: list, nodes: dict) -> tuple[nx.Graph, pd.DataFrame]:
+    """This Method creates a Network from the Framework NetworkX with the help of a Node and Edge List. Furthemore it creates a DataFrame with the most important Metrics.
+
+    Args:
+        edges (list): List with the connections between Nodes.
+        nodes (dict): Dict with all Nodes.
+
+    Returns:
+        Graph: Plotly Figure
+        Metrices: DataFrame with Metrics
+    """
+    # create edge dataframe
+    df_edges = pd.DataFrame(edges, columns=["from", "to", "type"])
+    graph = nx.from_pandas_edgelist(
+        df_edges, source="from", target="to", edge_attr="type"
+    )
+
+    # update node attributes from dataframe
+    nx.set_node_attributes(graph, nodes)
+    # Create a DataFrame with all Metrics
+    # Create a DataFrame with all Metrics
+    metrics = pd.DataFrame(
+        columns=[
+            "eigenvector",
+            "degree",
+            "betweenness",
+            "closeness",
+            "pagerank",
+            "category",
+            "designation",
+            "id",
+        ]
+    )
+    metrics["eigenvector"] = nx.eigenvector_centrality(graph).values()
+    metrics["degree"] = nx.degree_centrality(graph).values()
+    metrics["betweenness"] = nx.betweenness_centrality(graph).values()
+    metrics["closeness"] = nx.closeness_centrality(graph).values()
+    metrics["pagerank"] = nx.pagerank(graph).values()
+    metrics["category"] = nx.get_node_attributes(graph, "type").values()
+    metrics["designation"] = nx.get_node_attributes(graph, "name").values()
+    metrics["id"] = nx.get_node_attributes(graph, "id").values()
+
+    return graph, metrics
+
+
+def initialize_network_with_reduced_metrics(
+    edges: list, nodes: dict
+) -> tuple[nx.Graph, pd.DataFrame]:
+    """This Method creates a Network from the Framework NetworkX with the help of a Node and Edge List. Furthemore it creates a DataFrame with the most important Metrics.
+
+    Args:
+        edges (list): List with the connections between Nodes.
+        nodes (dict): Dict with all Nodes.
+
+    Returns:
+        Graph: Plotly Figure
+        Metrices: DataFrame with Metrics
+    """
+    # create edge dataframe
+    df_edges = pd.DataFrame(edges, columns=["from", "to", "type"])
+    graph = nx.from_pandas_edgelist(
+        df_edges, source="from", target="to", edge_attr="type"
+    )
+
+    # update node attributes from dataframe
+    nx.set_node_attributes(graph, nodes)
+
+    # Create a DataFrame with all Metrics
+    metrics = pd.DataFrame(
+        columns=["degree", "betweenness", "closeness", "category", "designation", "id"]
+    )
+    # metrics["eigenvector"] = nx.eigenvector_centrality(graph).values()
+    metrics["degree"] = nx.degree_centrality(graph).values()
+    metrics["betweenness"] = nx.betweenness_centrality(graph).values()
+    metrics["closeness"] = nx.closeness_centrality(graph).values()
+    # metrics["pagerank"] = nx.pagerank(graph).values()
+    metrics["category"] = nx.get_node_attributes(graph, "type").values()
+    metrics["designation"] = nx.get_node_attributes(graph, "name").values()
+    metrics["id"] = nx.get_node_attributes(graph, "id").values()
+
+    return graph, metrics
+
+
+def initialize_network_without_metrics(edges: list, nodes: dict) -> nx.Graph:
+    """This Method creates a Network from the Framework NetworkX with the help of a Node and Edge List. Furthemore it creates a DataFrame with the most important Metrics.
+
+    Args:
+        edges (list): List with the connections between Nodes.
+        nodes (dict): Dict with all Nodes.
+
+    Returns:
+        Graph: Plotly Figure
+    """
+    # create edge dataframe
+    df_edges = pd.DataFrame(edges, columns=["from", "to", "type"])
+    graph = nx.from_pandas_edgelist(
+        df_edges, source="from", target="to", edge_attr="type"
+    )
+
+    # update node attributes from dataframe
+    nx.set_node_attributes(graph, nodes)
+
+    return graph
diff --git a/src/aki_prj23_transparenzregister/utils/networkx/networkx_data.py b/src/aki_prj23_transparenzregister/utils/networkx/networkx_data.py
new file mode 100644
index 0000000..2349eb2
--- /dev/null
+++ b/src/aki_prj23_transparenzregister/utils/networkx/networkx_data.py
@@ -0,0 +1,382 @@
+"""Module to receive and filter Data for working with NetworkX."""
+from functools import lru_cache
+
+import networkx as nx
+import pandas as pd
+from sqlalchemy.orm import aliased
+
+from aki_prj23_transparenzregister.ui.session_handler import SessionHandler
+from aki_prj23_transparenzregister.utils.networkx.network_base import (
+    initialize_network_with_reduced_metrics,
+    initialize_network_without_metrics,
+)
+from aki_prj23_transparenzregister.utils.sql import entities
+
+# Gets the Session Key for the DB Connection.
+
+# Alias for Company table for the base company
+to_company = aliased(entities.Company, name="to_company")
+
+# Alias for Company table for the head company
+from_company = aliased(entities.Company, name="from_company")
+
+COLOR_COMPANY = "blue"
+COLOR_PERSON = "red"
+
+
+def find_all_company_relations() -> pd.DataFrame:
+    """_summary_.
+
+    Returns:
+        pd.DataFrame: _description_
+    """
+    session = SessionHandler.session
+    assert session  # noqa: S101
+    query_companies = session.query(entities.Company)  # .all()
+    query_relations = session.query(entities.CompanyRelation)  # .all()
+
+    companies_df: pd.DataFrame = pd.read_sql(str(query_companies), session.bind)  # type: ignore
+    companies_relations_df: pd.DataFrame = pd.read_sql(str(query_relations), session.bind)  # type: ignore
+    companies_relations_df = companies_relations_df[
+        ["relation_id", "company_relation_company2_id"]
+    ]
+    company_name = []
+    connected_company_name = []
+
+    companies_relations_df = companies_relations_df.head()
+
+    for _, row in companies_relations_df.iterrows():
+        company_name.append(
+            companies_df.loc[companies_df["company_id"] == row["relation_id"]][
+                "company_name"
+            ].iloc[0]
+        )
+        connected_company_name.append(
+            companies_df.loc[
+                companies_df["company_id"] == row["company_relation_company2_id"]
+            ]["company_name"].iloc[0]
+        )
+
+    companies_relations_df["company_name"] = company_name
+    companies_relations_df["connected_company_name"] = connected_company_name
+
+    return companies_relations_df
+
+
+def get_all_company_relations() -> pd.DataFrame:
+    """This Methods makes a Database Request for all Companies and their relations, modifies the ID Column and returns the Result as an DataFrame.
+
+    Returns:
+        DataFrame: DataFrame with all Relations between Companies.
+    """
+    session = SessionHandler.session
+    assert session  # noqa: S101
+    # Query to fetch relations between companies
+    relations_company_query = (
+        session.query(
+            to_company.id.label("id_company_to"),
+            to_company.name.label("name_company_to"),
+            entities.CompanyRelation.relation.label("relation_type"),
+            from_company.name.label("name_company_from"),
+            from_company.id.label("id_company_from"),
+        )
+        .join(
+            entities.CompanyRelation,
+            entities.CompanyRelation.company_id == to_company.id,
+        )
+        .join(
+            from_company,
+            entities.CompanyRelation.company2_id == from_company.id,
+        )
+    )
+    str(relations_company_query)
+    company_relations = pd.read_sql_query(str(relations_company_query), session.bind)  # type: ignore
+
+    company_relations["id_company_from"] = company_relations["id_company_from"].apply(
+        lambda x: f"c_{x}"
+    )
+    company_relations["id_company_to"] = company_relations["id_company_to"].apply(
+        lambda x: f"c_{x}"
+    )
+
+    return company_relations
+
+
+def get_all_person_relations() -> pd.DataFrame:
+    """This Methods makes a Database Request for all Persons and their relations, modifies the ID Column and returns the Result as an DataFrame.
+
+    Returns:
+        DataFrame: DataFrame with all Relations between Persons and Companies.
+    """
+    session = SessionHandler.session
+    assert session  # noqa: S101
+    relations_person_query = (
+        session.query(
+            entities.Company.id.label("id_company"),
+            entities.Company.name.label("name_company"),
+            entities.PersonRelation.relation.label("relation_type"),
+            entities.Person.id.label("id_person"),
+            entities.Person.lastname.label("lastname"),
+            entities.Person.firstname.label("firstname"),
+            entities.Person.date_of_birth.label("date_of_birth"),
+        )
+        .join(
+            entities.PersonRelation,
+            entities.PersonRelation.company_id == entities.Company.id,
+        )
+        .join(
+            entities.Person,
+            entities.PersonRelation.person_id == entities.Person.id,
+        )
+    )
+    person_relations = pd.read_sql_query(str(relations_person_query), session.bind)  # type: ignore
+
+    person_relations["id_company"] = person_relations["id_company"].apply(
+        lambda x: f"c_{x}"
+    )
+    person_relations["id_person"] = person_relations["id_person"].apply(
+        lambda x: f"p_{x}"
+    )
+
+    return person_relations
+
+
+def filter_relation_type(
+    relation_dataframe: pd.DataFrame, selected_relation_type: str
+) -> pd.DataFrame:
+    """This Method filters the given DataFrame based on the selected Relation Type and returns it.
+
+    Args:
+        relation_dataframe (pd.DataFrame): DataFrame must contain a column named "relation_type".
+        selected_relation_type (str): String with the filter value.
+
+    Returns:
+        relation_dataframe (pd.DataFrame): The filtered DataFrame which now only contains entries with the selected Relation Type.
+    """
+    return relation_dataframe.loc[
+        relation_dataframe["relation_type"] == selected_relation_type
+    ]
+
+
+def create_edge_and_node_list(
+    person_relations: pd.DataFrame, company_relations: pd.DataFrame
+) -> tuple[dict, list]:
+    """In this Method the given DataFrames with the relation will be morphed to Edge and Node lists and enhanced by a coloring for companies and person Nodes.
+
+    Args:
+        person_relations (pd.DataFrame): _description_
+        company_relations (pd.DataFrame): _description_
+
+    Returns:
+        _type_: _description_
+    """
+    nodes: dict = {}
+    edges: list = []
+
+    # Iterate over person relations
+    for _, row in person_relations.iterrows():
+        if nodes.get(row["id_company"]) is None:
+            nodes[row["id_company"]] = {
+                "id": row["id_company"],
+                "name": row["name_company"],
+                "color": COLOR_COMPANY,
+                "type": "company",
+            }
+        if nodes.get(row["id_person"]) is None:
+            nodes[row["id_person"]] = {
+                "id": row["id_person"],
+                "name": str(row["firstname"]) + " " + str(row["lastname"]),
+                "date_of_birth": row["date_of_birth"],
+                "color": COLOR_PERSON,
+                "type": "person",
+            }
+        edges.append(
+            {
+                "from": row["id_person"],
+                "to": row["id_company"],
+                "type": row["relation_type"],
+            }
+        )
+
+    for _, row in company_relations.iterrows():
+        if nodes.get(row["id_company_from"]) is None:  # noqa
+            nodes[row["id_company_from"]] = {
+                "id": row["id_company_from"],
+                "name": row["name_company_from"],
+                "color": COLOR_COMPANY,
+                "type": "company",
+            }
+        if nodes.get(row["id_company_to"]) is None:
+            nodes[row["id_company_to"]] = {
+                "id": row["id_company_to"],
+                "name": row["name_company_to"],
+                "color": COLOR_COMPANY,
+                "type": "company",
+            }
+        edges.append(
+            {
+                "from": row["id_company_from"],
+                "to": row["id_company_to"],
+                "type": row["relation_type"],
+            }
+        )
+
+    return nodes, edges
+
+
+def find_company_relations(
+    selected_company_id: int,
+) -> tuple[pd.DataFrame, pd.DataFrame]:
+    """Finds all Relations for the given Company id.
+
+    Args:
+        selected_company_id: Id of the Company which Relations should be returned.
+
+    Returns:
+        Two Dataframes
+    """
+    session = SessionHandler.session
+    assert session  # noqa: S101
+    relations_company = (
+        session.query(
+            to_company.id.label("id_company_to"),
+            to_company.name.label("name_company_to"),
+            entities.CompanyRelation.relation.label("relation_type"),
+            from_company.name.label("name_company_from"),
+            from_company.id.label("id_company_from"),
+        )
+        .join(
+            entities.CompanyRelation,
+            entities.CompanyRelation.company_id == to_company.id,
+        )
+        .join(
+            from_company,
+            entities.CompanyRelation.company2_id == from_company.id,
+        )
+        .filter(
+            (from_company.id == selected_company_id)
+            | (to_company.id == selected_company_id)
+        )
+        .all()
+    )
+
+    company_relations = pd.DataFrame(
+        relations_company,
+        columns=[
+            "id_company_to",
+            "name_company_to",
+            "relation_type",
+            "name_company_from",
+            "id_company_from",
+        ],
+    )
+
+    company_relations["id_company_from"] = company_relations["id_company_from"].apply(
+        lambda x: f"c_{x}"
+    )
+    company_relations["id_company_to"] = company_relations["id_company_to"].apply(
+        lambda x: f"c_{x}"
+    )
+
+    return pd.DataFrame(), company_relations  # company_relations
+
+
+def create_edge_and_node_list_for_company(
+    company_relations: pd.DataFrame,
+) -> tuple[dict, list]:
+    """In this Method the given DataFrames with the relation will be morphed to Edge and Node lists and enhanced by a coloring for companies and person Nodes.
+
+    Args:
+        person_relations (pd.DataFrame): _description_
+        company_relations (pd.DataFrame): _description_
+
+    Returns:
+        _type_: _description_
+    """
+    nodes: dict = {}
+    edges: list = []
+
+    for _, row in company_relations.iterrows():
+        if nodes.get(row["id_company_from"]) is None:
+            nodes[row["id_company_from"]] = {
+                "id": row["id_company_from"],
+                "name": row["name_company_from"],
+                "color": COLOR_COMPANY,
+                "type": "company",
+            }
+        if nodes.get(row["id_company_to"]) is None:
+            nodes[row["id_company_to"]] = {
+                "id": row["id_company_to"],
+                "name": row["name_company_to"],
+                "color": COLOR_COMPANY,
+                "type": "company",
+            }
+        edges.append(
+            {
+                "from": row["id_company_from"],
+                "to": row["id_company_to"],
+                "type": row["relation_type"],
+            }
+        )
+    return nodes, edges
+
+
+def get_all_metrics_from_id(company_id: int) -> pd.Series:
+    """Returns all Metric for the given ID.
+
+    Args:
+        company_id (int): Id of the Company.
+
+    Returns:
+        pd.DataFrame: _description_
+    """
+    # Get Data
+    person_df = get_all_person_relations()
+    company_df = get_all_company_relations()
+
+    # Create Edge and Node List from data
+    nodes_tmp, edges_tmp = create_edge_and_node_list(person_df, company_df)
+    graph, metrics = initialize_network_with_reduced_metrics(
+        nodes=nodes_tmp, edges=edges_tmp
+    )
+    filtered_metrics = metrics.loc[metrics["id"] == company_id]
+    if len(filtered_metrics) == 0:
+        return pd.Series([])
+    return filtered_metrics.iloc[0]
+
+
+@lru_cache
+def get_relations_number_from_id(id: int) -> tuple[int, int, int]:
+    """Returns all Relation in 1, 2 and 3 lvl of one Node.
+
+    Args:
+        id (int): String of the Company or Person Id.
+
+    Returns:
+        tuple[int,int,int]: _description_
+    """
+    # Get Data
+    person_df = get_all_person_relations()
+    company_df = get_all_company_relations()
+
+    # Create Edge and Node List from data
+    nodes_tmp, edges_tmp = create_edge_and_node_list(person_df, company_df)
+    graph = initialize_network_without_metrics(nodes=nodes_tmp, edges=edges_tmp)
+
+    neighbors = nx.all_neighbors(graph, id)
+
+    relations_lv1 = set(neighbors)
+    relations_lv2 = set()
+    relations_lv3 = set()
+
+    for node in relations_lv1:
+        relations_lv2 |= set(nx.all_neighbors(graph, node))
+
+    relations_lv2.discard(id)
+
+    for sub_node in relations_lv2:
+        relations_lv3 |= set(nx.all_neighbors(graph, sub_node))
+
+    relations_lv2.difference(relations_lv3)
+
+    return (len(relations_lv1), len(relations_lv2), len(relations_lv3))
diff --git a/tests/ui/company_elements_test.py b/tests/ui/company_elements_test.py
index 4b44693..e2e7a3b 100644
--- a/tests/ui/company_elements_test.py
+++ b/tests/ui/company_elements_test.py
@@ -1,8 +1,20 @@
 """Tests for company elements."""
 
+from collections.abc import Generator
+
+import pytest
 from sqlalchemy.orm import Session
 
 from aki_prj23_transparenzregister.ui import company_elements, data_elements
+from aki_prj23_transparenzregister.ui.session_handler import SessionHandler
+
+
+@pytest.fixture(autouse=True)
+def _set_session(full_db: Session) -> Generator[None, None, None]:
+    """Sets a session for the dash application to be used."""
+    SessionHandler.session = full_db
+    yield
+    SessionHandler.session = None
 
 
 def test_import() -> None:
diff --git a/tests/ui/home_page_test.py b/tests/ui/home_page_test.py
new file mode 100644
index 0000000..0aacb21
--- /dev/null
+++ b/tests/ui/home_page_test.py
@@ -0,0 +1,195 @@
+"""Test for the Home Page."""
+import datetime
+from collections.abc import Generator
+from unittest.mock import patch
+
+import pandas as pd
+import pytest
+
+from aki_prj23_transparenzregister.ui.pages import home
+
+
+def test_import() -> None:
+    """Checks if an import co company_stats_dash can be made."""
+    assert home is not None
+
+
+@pytest.mark.tim()
+def test_person_relation_type_filter() -> None:
+    with patch(
+        "aki_prj23_transparenzregister.ui.pages.home.get_all_person_relations"
+    ) as mock_filter:
+        data = [
+            {"relation_type": "Eigentümer"},
+            {"relation_type": "Inhaber"},
+            {"relation_type": "Eigentümer"},
+        ]
+        mock_filter.return_value = pd.DataFrame(data)
+        assert list(home.person_relation_type_filter()) == ["Eigentümer", "Inhaber"]
+
+
+@pytest.mark.tim()
+def test_company_relation_type_filter() -> None:
+    with patch(
+        "aki_prj23_transparenzregister.ui.pages.home.get_all_company_relations"
+    ) as mock_filter:
+        data = [
+            {"relation_type": "Eigentümer"},
+            {"relation_type": "Inhaber"},
+            {"relation_type": "Eigentümer"},
+        ]
+        mock_filter.return_value = pd.DataFrame(data)
+        assert list(home.company_relation_type_filter()) == ["Eigentümer", "Inhaber"]
+
+
+@pytest.mark.tim()
+def test_update_table() -> None:
+    metrics = pd.DataFrame(
+        [
+            {
+                "designation": "Mustermann, Max",
+                "category": "Person",
+                "centrality": 3.14,
+                "betweenness": 42,
+            },
+            {
+                "designation": "Musterfrau, Martina",
+                "category": "Person",
+                "centrality": 42,
+                "betweenness": 3.14,
+            },
+        ]
+    )
+    selected_metric = "centrality"
+
+    expected_result_df = [
+        {
+            "designation": "Musterfrau, Martina",
+            "category": "Person",
+            "centrality": 42.0,
+        },
+        {
+            "designation": "Mustermann, Max",
+            "category": "Person",
+            "centrality": 3.14,
+        },
+    ]
+    expected_result_columns = [
+        {"name": "designation", "id": "designation"},
+        {"name": "category", "id": "category"},
+        {"name": "centrality", "id": "centrality"},
+    ]
+
+    result_df, result_columns = home.update_table(selected_metric, metrics)
+    assert result_df == expected_result_df
+    assert result_columns == expected_result_columns
+
+
+@pytest.fixture(scope="session", autouse=True)
+def _get_person_relations() -> Generator:
+    data = [
+        {
+            "id_company": 1,
+            "name_company": "0 10 24 Telefondienste GmbH",
+            "relation_type": "GESCHAEFTSFUEHRER",
+            "id_person": 1,
+            "lastname": "Tetau",
+            "firstname": "Nicolas",
+            "date_of_birth": datetime.date(1971, 1, 2),
+        },
+        {
+            "id_company": 1,
+            "name_company": "0 10 24 Telefondienste GmbH",
+            "relation_type": "PROKURIST",
+            "id_person": 2,
+            "lastname": "Dammast",
+            "firstname": "Lutz",
+            "date_of_birth": datetime.date(1966, 12, 6),
+        },
+        {
+            "id_company": 2,
+            "name_company": "1. Staiger Grundstücksverwaltung GmbH & Co. KG",
+            "relation_type": "KOMMANDITIST",
+            "id_person": 3,
+            "lastname": "Tutsch",
+            "firstname": "Rosemarie",
+            "date_of_birth": datetime.date(1941, 10, 9),
+        },
+        {
+            "id_company": 2,
+            "name_company": "1. Staiger Grundstücksverwaltung GmbH & Co. KG",
+            "relation_type": "HAFTENDER_GESELLSCHAFTER",
+            "id_person": 4,
+            "lastname": "Staiger",
+            "firstname": "Marc",
+            "date_of_birth": datetime.date(1969, 10, 22),
+        },
+        {
+            "id_company": 2,
+            "name_company": "1. Staiger Grundstücksverwaltung GmbH & Co. KG",
+            "relation_type": "HAFTENDER_GESELLSCHAFTER",
+            "id_person": 5,
+            "lastname": "Staiger",
+            "firstname": "Michaela",
+            "date_of_birth": datetime.date(1971, 3, 3),
+        },
+    ]
+    with patch(
+        "aki_prj23_transparenzregister.ui.pages.home.get_all_person_relations"
+    ) as mock_get_person_relations:
+        mock_get_person_relations.return_value = pd.DataFrame(data)
+        yield
+
+
+@pytest.fixture(scope="session", autouse=True)
+def _get_company_relations() -> Generator:
+    data = [
+        {
+            "id_company_to": 2,
+            "name_company_to": "1. Staiger Grundstücksverwaltung GmbH & Co. KG",
+            "relation_type": "GESCHAEFTSFUEHRER",
+            "name_company_from": "Staiger I. Verwaltung-GmbH",
+            "id_company_from": 3226,
+        },
+        {
+            "id_company_to": 3,
+            "name_company_to": "1 A Autenrieth Kunststofftechnik GmbH & Co. KG",
+            "relation_type": "GESCHAEFTSFUEHRER",
+            "name_company_from": "Autenrieth Verwaltungs-GmbH",
+            "id_company_from": 3324,
+        },
+        {
+            "id_company_to": 5,
+            "name_company_to": "2. Schaper Objekt GmbH & Co. Kiel KG",
+            "relation_type": "KOMMANDITIST",
+            "name_company_from": "Multi-Center Warenvertriebs GmbH",
+            "id_company_from": 2213,
+        },
+        {
+            "id_company_to": 6,
+            "name_company_to": "AASP Filmproduktionsgesellschaft mbH & Co. Leonie KG",
+            "relation_type": "INHABER",
+            "name_company_from": "ABN AMRO Structured Products Gesellschaft für Fondsbeteiligungen mbH",
+            "id_company_from": 3332,
+        },
+        {
+            "id_company_to": 6,
+            "name_company_to": "AASP Filmproduktionsgesellschaft mbH & Co. Leonie KG",
+            "relation_type": "KOMMANDITIST",
+            "name_company_from": "Kallang GmbH",
+            "id_company_from": 3316,
+        },
+    ]
+    with patch(
+        "aki_prj23_transparenzregister.ui.pages.home.get_all_company_relations"
+    ) as mock_get_person_relations:
+        mock_get_person_relations.return_value = pd.DataFrame(data)
+        yield
+
+
+@pytest.mark.tim()
+def test_update_graph_data() -> None:
+    graph_result, metrics_result, nodes_result, edges_result = home.update_graph_data(
+        "HAFTENDER_GESELLSCHAFTER", "GESCHAEFTSFUEHRER"
+    )
+    assert graph_result is not None
diff --git a/tests/utils/networkx/network_2d_test.py b/tests/utils/networkx/network_2d_test.py
new file mode 100644
index 0000000..e752ad5
--- /dev/null
+++ b/tests/utils/networkx/network_2d_test.py
@@ -0,0 +1,103 @@
+"""Test the initialize Network function."""
+import datetime
+from collections.abc import Generator
+
+import plotly.graph_objects as go
+import pytest
+from sqlalchemy.orm import Session
+
+from aki_prj23_transparenzregister.ui.session_handler import SessionHandler
+from aki_prj23_transparenzregister.utils.networkx import network_2d
+from aki_prj23_transparenzregister.utils.networkx.network_2d import create_2d_graph
+from aki_prj23_transparenzregister.utils.networkx.network_base import initialize_network
+
+
+def test_import() -> None:
+    """Checks if an import co company_stats_dash can be made."""
+    assert network_2d is not None
+
+
+@pytest.fixture(autouse=True)
+def _set_session(full_db: Session) -> Generator[None, None, None]:
+    """Sets a session for the dash application to be used."""
+    SessionHandler.session = full_db
+    yield
+    SessionHandler.session = None
+
+
+def test_create_2d_graph() -> None:
+    """Tests the creation of a 2D Graph."""
+    edges: list = [
+        {"from": "p_545", "to": "c_53", "type": "HAFTENDER_GESELLSCHAFTER"},
+        {"from": "c_53", "to": "p_545", "type": "HAFTENDER_GESELLSCHAFTER"},
+        {"from": "c_1", "to": "c_2", "type": "HAFTENDER_GESELLSCHAFTER"},
+        {"from": "c_53", "to": "c_1", "type": "HAFTENDER_GESELLSCHAFTER"},
+    ]
+    nodes: dict = {
+        "c_53": {
+            "id": "c_53",
+            "name": "1. Freiburger Solarfonds Beteiligungs-KG",
+            "type": "company",
+            "color": "blue",
+        },
+        "p_545": {
+            "id": "p_545",
+            "name": "Wetzel, Jürgen",
+            "type": "person",
+            "date_of_birth": datetime.date(1962, 11, 15),
+            "color": "red",
+        },
+        "c_1": {
+            "id": "c_1",
+            "name": "Musterfirma",
+            "type": "company",
+            "color": "blue",
+        },
+        "c_2": {
+            "id": "c_2",
+            "name": "Firma 1",
+            "type": "company",
+            "color": "blue",
+        },
+    }
+    graph, metrics = initialize_network(edges=edges, nodes=nodes)
+    metric = "None"
+    layout = "Spring"
+    edge_annotation = False
+    edge_thickness = 1
+    figure = create_2d_graph(
+        graph, nodes, edges, metrics, metric, layout, edge_annotation, edge_thickness
+    )
+    assert type(figure) is go.Figure
+
+    metric = "degree"
+    layout = "Circular"
+    figure = create_2d_graph(
+        graph, nodes, edges, metrics, metric, layout, edge_annotation, edge_thickness
+    )
+    assert type(figure) is go.Figure
+
+    edge_annotation = True
+    layout = "Kamada Kawai"
+    figure = create_2d_graph(
+        graph, nodes, edges, metrics, metric, layout, edge_annotation, edge_thickness
+    )
+    assert type(figure) is go.Figure
+
+    layout = "Random"
+    figure = create_2d_graph(
+        graph, nodes, edges, metrics, metric, layout, edge_annotation, edge_thickness
+    )
+    assert type(figure) is go.Figure
+
+    layout = "Shell (only 2D)"
+    figure = create_2d_graph(
+        graph, nodes, edges, metrics, metric, layout, edge_annotation, edge_thickness
+    )
+    assert type(figure) is go.Figure
+
+    layout = "Spiral (only 2D)"
+    figure = create_2d_graph(
+        graph, nodes, edges, metrics, metric, layout, edge_annotation, edge_thickness
+    )
+    assert type(figure) is go.Figure
diff --git a/tests/utils/networkx/network_3d_test.py b/tests/utils/networkx/network_3d_test.py
new file mode 100644
index 0000000..5299083
--- /dev/null
+++ b/tests/utils/networkx/network_3d_test.py
@@ -0,0 +1,79 @@
+"""Test the initialize Network function."""
+import datetime
+
+import plotly.graph_objects as go
+
+from aki_prj23_transparenzregister.utils.networkx import network_3d
+from aki_prj23_transparenzregister.utils.networkx.network_3d import create_3d_graph
+from aki_prj23_transparenzregister.utils.networkx.network_base import initialize_network
+
+
+def test_import() -> None:
+    """Checks if an import co company_stats_dash can be made."""
+    assert network_3d is not None
+
+
+def test_create_3d_graph() -> None:
+    """Tests the creation of a 3D Graph."""
+    edges: list = [
+        {"from": "p_545", "to": "c_53", "type": "HAFTENDER_GESELLSCHAFTER"},
+        {"from": "c_53", "to": "p_545", "type": "HAFTENDER_GESELLSCHAFTER"},
+        {"from": "c_1", "to": "c_2", "type": "HAFTENDER_GESELLSCHAFTER"},
+        {"from": "c_53", "to": "c_1", "type": "HAFTENDER_GESELLSCHAFTER"},
+    ]
+    nodes: dict = {
+        "c_53": {
+            "id": "c_53",
+            "name": "1. Freiburger Solarfonds Beteiligungs-KG",
+            "type": "company",
+            "color": "blue",
+        },
+        "p_545": {
+            "id": "p_545",
+            "name": "Wetzel, Jürgen",
+            "type": "person",
+            "date_of_birth": datetime.date(1962, 11, 15),
+            "color": "red",
+        },
+        "c_1": {
+            "id": "c_1",
+            "name": "Musterfirma",
+            "type": "company",
+            "color": "blue",
+        },
+        "c_2": {
+            "id": "c_2",
+            "name": "Firma 1",
+            "type": "company",
+            "color": "blue",
+        },
+    }
+    graph, metrics = initialize_network(edges=edges, nodes=nodes)
+    metric = "None"
+    layout = "Spring"
+    edge_annotation = False
+    edge_thickness = 1
+    figure = create_3d_graph(
+        graph, nodes, edges, metrics, metric, layout, edge_annotation, edge_thickness
+    )
+    assert type(figure) is go.Figure
+
+    metric = "degree"
+    layout = "Circular"
+    figure = create_3d_graph(
+        graph, nodes, edges, metrics, metric, layout, edge_annotation, edge_thickness
+    )
+    assert type(figure) is go.Figure
+
+    edge_annotation = True
+    layout = "Kamada Kawai"
+    figure = create_3d_graph(
+        graph, nodes, edges, metrics, metric, layout, edge_annotation, edge_thickness
+    )
+    assert type(figure) is go.Figure
+
+    layout = "Random"
+    figure = create_3d_graph(
+        graph, nodes, edges, metrics, metric, layout, edge_annotation, edge_thickness
+    )
+    assert type(figure) is go.Figure
diff --git a/tests/utils/networkx/network_base_test.py b/tests/utils/networkx/network_base_test.py
new file mode 100644
index 0000000..3837fe9
--- /dev/null
+++ b/tests/utils/networkx/network_base_test.py
@@ -0,0 +1,85 @@
+"""Test the initialize Network function."""
+import datetime
+
+import networkx as nx
+import pandas as pd
+
+from aki_prj23_transparenzregister.utils.networkx import network_base
+from aki_prj23_transparenzregister.utils.networkx.network_base import (
+    initialize_network,
+    initialize_network_with_reduced_metrics,
+    initialize_network_without_metrics,
+)
+
+
+def test_import() -> None:
+    """Checks if an import co company_stats_dash can be made."""
+    assert network_base is not None
+
+
+def test_initialize_network() -> None:
+    edges: list = [
+        {"from": "p_545", "to": "c_53", "type": "HAFTENDER_GESELLSCHAFTER"},
+        {"from": "c_53", "to": "p_545", "type": "HAFTENDER_GESELLSCHAFTER"},
+        {"from": "c_1", "to": "c_2", "type": "HAFTENDER_GESELLSCHAFTER"},
+        {"from": "c_53", "to": "c_1", "type": "HAFTENDER_GESELLSCHAFTER"},
+    ]
+    nodes: dict = {
+        "c_53": {
+            "id": "c_53",
+            "name": "1. Freiburger Solarfonds Beteiligungs-KG",
+            "type": "company",
+            "color": "blue",
+        },
+        "p_545": {
+            "id": "p_545",
+            "name": "Wetzel, Jürgen",
+            "type": "person",
+            "date_of_birth": datetime.date(1962, 11, 15),
+            "color": "red",
+        },
+        "c_1": {
+            "id": "c_1",
+            "name": "Musterfirma",
+            "type": "company",
+            "color": "blue",
+        },
+        "c_2": {
+            "id": "c_2",
+            "name": "Firma 1",
+            "type": "company",
+            "color": "blur",
+        },
+    }
+    # print(len(edges))
+    # print(len(nodes))
+    graph, metrics = initialize_network(edges=edges, nodes=nodes)
+    assert isinstance(graph, nx.Graph)
+    assert isinstance(metrics, pd.DataFrame)
+    assert list(metrics.columns) == [
+        "eigenvector",
+        "degree",
+        "betweenness",
+        "closeness",
+        "pagerank",
+        "category",
+        "designation",
+        "id",
+    ]
+
+    graph_reduced, metrics_reduced = initialize_network_with_reduced_metrics(
+        edges=edges, nodes=nodes
+    )
+    assert isinstance(graph_reduced, nx.Graph)
+    assert isinstance(metrics_reduced, pd.DataFrame)
+    assert list(metrics_reduced.columns) == [
+        "degree",
+        "betweenness",
+        "closeness",
+        "category",
+        "designation",
+        "id",
+    ]
+
+    graph = initialize_network_without_metrics(edges=edges, nodes=nodes)
+    assert isinstance(graph_reduced, nx.Graph)
diff --git a/tests/utils/networkx/networkx_data_test.py b/tests/utils/networkx/networkx_data_test.py
new file mode 100644
index 0000000..8c52c6c
--- /dev/null
+++ b/tests/utils/networkx/networkx_data_test.py
@@ -0,0 +1,240 @@
+"""Test the initialize Network function."""
+import datetime
+from collections.abc import Generator
+from unittest.mock import patch
+
+import pandas as pd
+import pytest
+from sqlalchemy.orm import Session
+
+from aki_prj23_transparenzregister.ui.session_handler import SessionHandler
+from aki_prj23_transparenzregister.utils.networkx import networkx_data
+
+
+@pytest.fixture(scope="session", autouse=True)
+def _get_person_relations() -> Generator:
+    data = [
+        {
+            "id_company": 1,
+            "name_company": "0 10 24 Telefondienste GmbH",
+            "relation_type": "GESCHAEFTSFUEHRER",
+            "id_person": 1,
+            "lastname": "Tetau",
+            "firstname": "Nicolas",
+            "date_of_birth": datetime.date(1971, 1, 2),
+        },
+        {
+            "id_company": 1,
+            "name_company": "0 10 24 Telefondienste GmbH",
+            "relation_type": "PROKURIST",
+            "id_person": 2,
+            "lastname": "Dammast",
+            "firstname": "Lutz",
+            "date_of_birth": datetime.date(1966, 12, 6),
+        },
+        {
+            "id_company": 2,
+            "name_company": "1. Staiger Grundstücksverwaltung GmbH & Co. KG",
+            "relation_type": "KOMMANDITIST",
+            "id_person": 3,
+            "lastname": "Tutsch",
+            "firstname": "Rosemarie",
+            "date_of_birth": datetime.date(1941, 10, 9),
+        },
+        {
+            "id_company": 2,
+            "name_company": "1. Staiger Grundstücksverwaltung GmbH & Co. KG",
+            "relation_type": "KOMMANDITIST",
+            "id_person": 4,
+            "lastname": "Staiger",
+            "firstname": "Marc",
+            "date_of_birth": datetime.date(1969, 10, 22),
+        },
+        {
+            "id_company": 2,
+            "name_company": "1. Staiger Grundstücksverwaltung GmbH & Co. KG",
+            "relation_type": "KOMMANDITIST",
+            "id_person": 5,
+            "lastname": "Staiger",
+            "firstname": "Michaela",
+            "date_of_birth": datetime.date(1971, 3, 3),
+        },
+    ]
+    with patch(
+        "aki_prj23_transparenzregister.utils.networkx.networkx_data.get_all_person_relations"
+    ) as mock_get_person_relations:
+        mock_get_person_relations.return_value = pd.DataFrame(data)
+        yield
+
+
+@pytest.fixture(scope="session", autouse=True)
+def _get_company_relations() -> Generator:
+    data = [
+        {
+            "id_company_to": 2,
+            "name_company_to": "1. Staiger Grundstücksverwaltung GmbH & Co. KG",
+            "relation_type": "HAFTENDER_GESELLSCHAFTER",
+            "name_company_from": "Staiger I. Verwaltung-GmbH",
+            "id_company_from": 3226,
+        },
+        {
+            "id_company_to": 3,
+            "name_company_to": "1 A Autenrieth Kunststofftechnik GmbH & Co. KG",
+            "relation_type": "HAFTENDER_GESELLSCHAFTER",
+            "name_company_from": "Autenrieth Verwaltungs-GmbH",
+            "id_company_from": 3324,
+        },
+        {
+            "id_company_to": 5,
+            "name_company_to": "2. Schaper Objekt GmbH & Co. Kiel KG",
+            "relation_type": "KOMMANDITIST",
+            "name_company_from": "Multi-Center Warenvertriebs GmbH",
+            "id_company_from": 2213,
+        },
+        {
+            "id_company_to": 6,
+            "name_company_to": "AASP Filmproduktionsgesellschaft mbH & Co. Leonie KG",
+            "relation_type": "INHABER",
+            "name_company_from": "ABN AMRO Structured Products Gesellschaft für Fondsbeteiligungen mbH",
+            "id_company_from": 3332,
+        },
+        {
+            "id_company_to": 6,
+            "name_company_to": "AASP Filmproduktionsgesellschaft mbH & Co. Leonie KG",
+            "relation_type": "KOMMANDITIST",
+            "name_company_from": "Kallang GmbH",
+            "id_company_from": 3316,
+        },
+    ]
+    with patch(
+        "aki_prj23_transparenzregister.utils.networkx.networkx_data.get_all_company_relations"
+    ) as mock_get_person_relations:
+        mock_get_person_relations.return_value = pd.DataFrame(data)
+        yield
+
+
+@pytest.fixture(autouse=True)
+def _set_session(full_db: Session) -> Generator[None, None, None]:
+    """Sets a session for the dash application to be used."""
+    SessionHandler.session = full_db
+    yield
+    SessionHandler.session = None
+
+
+def test_import() -> None:
+    """Checks if an import co company_stats_dash can be made."""
+    assert networkx_data is not None
+
+
+# def test_initialize_network() -> None:
+#     edges: list = [
+#         {"from": "p_545", "to": "c_53", "type": "HAFTENDER_GESELLSCHAFTER"},
+#         {"from": "c_53", "to": "p_545", "type": "HAFTENDER_GESELLSCHAFTER"},
+#         {"from": "c_1", "to": "c_2", "type": "HAFTENDER_GESELLSCHAFTER"},
+#         {"from": "c_53", "to": "c_1", "type": "HAFTENDER_GESELLSCHAFTER"},
+#     ]
+#     nodes: dict = {
+#         "c_53": {
+#             "id": "c_53",
+#             "name": "1. Freiburger Solarfonds Beteiligungs-KG",
+#             "type": "company",
+#             "color": "blue",
+#         },
+#         "p_545": {
+#             "id": "p_545",
+#             "name": "Wetzel, Jürgen",
+#             "type": "person",
+#             "date_of_birth": datetime.date(1962, 11, 15),
+#             "color": "red",
+#         },
+#         "c_1": {
+#             "id": "c_1",
+#             "name": "Musterfirma",
+#             "type": "company",
+#             "color": "blue",
+#         },
+#         "c_2": {
+#             "id": "c_2",
+#             "name": "Firma 1",
+#             "type": "company",
+#             "color": "blur",
+#         },
+#     }
+
+
+def test_find_all_company_relations() -> None:
+    """This Test methods tests if the correct type is returned for the corresponding Function."""
+    company_relations_df = networkx_data.find_all_company_relations()
+    assert type(company_relations_df) is pd.DataFrame
+
+
+def test_get_all_company_relations() -> None:
+    """This Test methods tests if the correct type is returned for the corresponding Function."""
+    company_relations_df = networkx_data.get_all_company_relations()
+    assert type(company_relations_df) is pd.DataFrame
+
+
+def test_get_all_person_relations() -> None:
+    """This Test methods tests if the correct type is returned for the corresponding Function."""
+    company_relations_df = networkx_data.get_all_person_relations()
+    assert type(company_relations_df) is pd.DataFrame
+
+
+def test_filter_relation_type() -> None:
+    """This Test methods tests if the correct type is returned for the corresponding Function."""
+    relation_dataframe = networkx_data.get_all_company_relations()
+    selected_relation_type = "HAFTENDER_GESELLSCHAFTER"
+    company_relations_df = networkx_data.filter_relation_type(
+        relation_dataframe, selected_relation_type
+    )
+    assert type(company_relations_df) is pd.DataFrame
+
+
+def test_create_edge_and_node_list() -> None:
+    """This Test methods tests if the correct type is returned for the corresponding Function."""
+    person_df = networkx_data.get_all_person_relations()
+    company_df = networkx_data.get_all_company_relations()
+    nodes, edges = networkx_data.create_edge_and_node_list(person_df, company_df)
+    assert isinstance(nodes, dict)
+    assert isinstance(edges, list)
+
+
+def test_find_company_relations() -> None:
+    """This Test methods tests if the correct type is returned for the corresponding Function."""
+    selected_company_id = 1
+    company_relations_df, person_df = networkx_data.find_company_relations(
+        selected_company_id
+    )
+    assert type(company_relations_df) is pd.DataFrame
+    assert type(person_df) is pd.DataFrame
+
+
+def test_create_edge_and_node_list_for_company() -> None:
+    """This Test methods tests if the correct type is returned for the corresponding Function."""
+    company_relations = networkx_data.get_all_company_relations()
+    nodes, edges = networkx_data.create_edge_and_node_list_for_company(
+        company_relations
+    )
+    assert isinstance(nodes, dict)
+    assert isinstance(edges, list)
+
+
+def test_get_all_metrics_from_id() -> None:
+    """This Test methods tests if the correct type is returned for the corresponding Function."""
+    company_id = 2
+    metrics = networkx_data.get_all_metrics_from_id(company_id)
+    assert type(metrics) is pd.Series
+
+
+def test_get_relations_number_from_id() -> None:
+    """This Test methods tests if the correct type and number of relations is received."""
+    # id = "c_2549"
+    id = 2
+    (
+        relations_lvl_1,
+        relations_lvl_2,
+        relations_lvl_3,
+    ) = networkx_data.get_relations_number_from_id(id)
+    assert isinstance(relations_lvl_1, int)
+    assert isinstance(relations_lvl_2, int)
+    assert isinstance(relations_lvl_3, int)