{
 "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",
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       "\n",
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       "    }\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": [
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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",
       " 'person_7': array([0.49968848, 0.60013074]),\n",
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       " '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": [
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       "    }\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",
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       "      <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()"
   ]
  }
 ],
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