mirror of
https://github.com/fhswf/aki_prj23_transparenzregister.git
synced 2025-04-22 20:12:55 +02:00
2127 lines
394 KiB
Plaintext
2127 lines
394 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
|
||
"from aki_prj23_transparenzregister.utils.sql import connector, entities\n",
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||
"from aki_prj23_transparenzregister.config.config_providers import JsonFileConfigProvider\n",
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||
"import pandas as pd"
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||
]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 39,
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"metadata": {},
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"outputs": [],
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"source": [
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"session = connector.get_session(JsonFileConfigProvider(\"../../../../secrets.json\"))\n",
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"query_companies = session.query(entities.Company) # .all()\n",
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||
"query_relations = session.query(entities.CompanyRelation) # .all()\n",
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"\n",
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"companies_df: pd.DataFrame = pd.read_sql(str(query_companies), session.bind) # type: ignore\n",
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"companies_relations_df: pd.DataFrame = pd.read_sql(str(query_relations), session.bind) # type: ignore"
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||
]
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||
},
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{
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"cell_type": "code",
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"execution_count": 40,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
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||
" }\n",
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||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
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||
"\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 & 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",
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||
" <td>None</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>2</th>\n",
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||
" <td>3</td>\n",
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||
" <td>HRA 720015</td>\n",
|
||
" <td>3</td>\n",
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||
" <td>1 A Autenrieth Kunststofftechnik GmbH & 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",
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||
" <td>None</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
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||
" <td>HRB 97262</td>\n",
|
||
" <td>1</td>\n",
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||
" <td>01050.com GmbH</td>\n",
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||
" <td>GMBH</td>\n",
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||
" <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 & 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 & 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]"
|
||
]
|
||
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|
||
"execution_count": 40,
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
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|
||
"source": [
|
||
"def to_dict(data: object):\n",
|
||
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|
||
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|
||
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|
||
{
|
||
"cell_type": "code",
|
||
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|
||
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|
||
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|
||
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|
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|
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
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|
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|
||
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|
||
"0 company_1 0 10 24 Telefondienste GmbH Company dot \n",
|
||
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|
||
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|
||
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|
||
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
"4 blue "
|
||
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|
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},
|
||
"execution_count": 42,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
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|
||
"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",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" }\n",
|
||
" person_relations = (\n",
|
||
" session.query(entities.PersonRelation)\n",
|
||
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|
||
" .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",
|
||
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|
||
" .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",
|
||
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|
||
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|
||
" \"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": {
|
||
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
||
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|
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"text/plain": [
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"4 person_5 company_2 RelationshipRoleEnum.KOMMANDITIST"
|
||
]
|
||
},
|
||
"execution_count": 43,
|
||
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|
||
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|
||
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|
||
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|
||
"source": [
|
||
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|
||
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|
||
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|
||
{
|
||
"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); /* Old browsers */\\n box-shadow: 2px 0px 4px rgba(0,0,0,0.4);\\n }\\n\\n #border {\\n position:absolute;\\n top:10px;\\n left:10px;\\n width:500px;\\n height:23px;\\n margin:auto auto auto auto;\\n box-shadow: 0px 0px 4px rgba(0,0,0,0.2);\\n border-radius:10px;\\n }\\n\\n #text {\\n position:absolute;\\n top:8px;\\n left:530px;\\n width:30px;\\n height:50px;\\n margin:auto auto auto auto;\\n font-size:22px;\\n color: #000000;\\n }\\n\\n div.outerBorder {\\n position:relative;\\n top:400px;\\n width:600px;\\n height:44px;\\n margin:auto auto auto auto;\\n border:8px solid rgba(0,0,0,0.1);\\n background: rgb(252,252,252); /* 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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\"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, 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\"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_765\", \"label\": \"Patrick, Becker\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_86\", \"label\": \"2Gramm GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_766\", \"label\": \"Sebastian, Meyer\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_767\", \"label\": \"Markus, K\\\\u00fcrten\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_768\", \"label\": \"Thomas, Eichhorn\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_769\", \"label\": \"Michelle, Robertson\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_770\", \"label\": \"Melanie, Deschner\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_771\", \"label\": \"Bj\\\\u00f6rn, J\\\\u00e4ger\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_772\", \"label\": \"Harm, Ohlmeyer\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_773\", \"label\": \"Torben, Schumacher\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_774\", \"label\": \"G\\\\u00fcnter, Weigl\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_775\", \"label\": \"J\\\\u00f6rg Volker, D\\\\u00f6ring\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_776\", \"label\": \"Daniel, Mende\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_777\", \"label\": \"Nigel, Griffiths\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_778\", \"label\": \"Claus-Peter, Mayer\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_779\", \"label\": \"Wolfram, Lipp\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_780\", \"label\": \"Silja, Hintz\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_781\", \"label\": \"Bernd, Zwank\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_782\", \"label\": \"Sven, Kuennemann\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_783\", \"label\": \"Philipp, Waller\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_784\", \"label\": \"Aimee, Arana\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_785\", \"label\": \"Andreas, Hubert\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_786\", \"label\": \"Markus, Rautert\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"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, Sidokpohou\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_805\", \"label\": \"Andreas, Sch\\\\u00fctte\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_88\", \"label\": \"AFS Immobilien GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_806\", \"label\": \"Holger, Laack\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_89\", \"label\": \"Airbus DS Airborne Solutions GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_807\", \"label\": \"Ralf, Hastedt\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_808\", \"label\": \"Tim, Behrens\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_809\", \"label\": \"Helge, Winter\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_810\", \"label\": \"Matthias, Quandt\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_811\", \"label\": \"Robert, Ger\\\\u00df\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_812\", \"label\": \"Wolfgang Josef, Schmitz\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_813\", \"label\": \"Lei, Kan\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_814\", \"label\": \"Tim, Willers\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_815\", \"label\": \"Josef, G\\\\u00f6rgens\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_816\", \"label\": \"Mogens, Bennetsen\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_93\", \"label\": \"AURELIUS Alpha Invest New GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_817\", \"label\": \"Lars-Eric, Adam\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_818\", \"label\": \"Kay, Michel\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_96\", \"label\": \"AURELIUS Portfolio Management AG\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_819\", \"label\": \"Julian, P\\\\u00f6tzl\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_820\", \"label\": \"Magnus, Zuther\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_821\", \"label\": \"Jan-Christian, Becker\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_822\", \"label\": \"Sebastian Andreas, Werner\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_97\", \"label\": \"1 st Class Marketing GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_823\", \"label\": \"Henry, Zemke\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_824\", \"label\": \"Susanne, Keim\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_98\", \"label\": \"ALBA Neckar-Alb GmbH \\\\u0026 Co. KG\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_825\", \"label\": \"Halil, Eroglu\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_826\", \"label\": \"Stefan, Minetzke\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_827\", \"label\": \"Ren\\\\u00e9, Martin\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_828\", \"label\": \"Ursula, Gramm\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_100\", \"label\": \"Aufzug - Technik Gramm GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_829\", \"label\": \"Michael Heiko, Tralau\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_109\", \"label\": \"1\\\\u00261 Mail \\\\u0026 Media Service GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_830\", \"label\": \"Yasemin, D\\\\u00f6nmez\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_831\", \"label\": \"Guido, Mannshausen\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_110\", \"label\": \"1\\\\u00261 Versatel GmbH\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_832\", \"label\": \"S\\\\u00f6ren, Trebst\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_833\", \"label\": \"Thomas, Heyder\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_834\", \"label\": \"Marko, Iaconisi\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_835\", \"label\": \"Marc, Sch\\\\u00fctze\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_836\", \"label\": \"Frank, Schulz\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_837\", \"label\": \"Sandra, Nettlenbusch\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_838\", \"label\": \"Martin, Fischer\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_839\", \"label\": \"Ahmet, Yayan\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_840\", \"label\": \"Oliver, Bock\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_841\", \"label\": \"Heinrich, Beier\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#729b79ff\", \"font\": {\"color\": \"black\"}, \"id\": \"company_111\", \"label\": \"1. Alfdorfer Solarbetriebs-GmbH \\\\u0026 Co. KG\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_842\", \"label\": \"Dieter, B\\\\u00fchler\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_843\", \"label\": \"Martin, Haack\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_844\", \"label\": \"Christoph, Hinderer\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_845\", \"label\": \"Eckhard, Keicher\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_846\", \"label\": \"Robert, K\\\\u00fchner\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_847\", \"label\": \"Helmut, Kurz\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_848\", \"label\": \"Christine, Mahler-Abele\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_849\", \"label\": \"Christian, Maih\\\\u00f6fer\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_850\", \"label\": \"Steffen, Mark\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_851\", \"label\": \"Petra, Proske\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_852\", \"label\": \"Peter, V\\\\u00f6gele\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_853\", \"label\": \"Bernd, Wahl\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_854\", \"label\": \"Erich, Wahl\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_855\", \"label\": \"Frank, Wahl\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_856\", \"label\": \"Elisabeth, Walz\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_857\", \"label\": \"Kurt, Abele\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_858\", \"label\": \"Marcus Oliver, Schaeffler\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"#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\", \"size\": 10, \"type\": \"Company\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_862\", \"label\": \"Fritz, Oswald\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}, {\"color\": \"blue\", \"font\": {\"color\": \"black\"}, \"id\": \"person_863\", \"label\": \"Klaus, Schultz-Fademrecht\", \"shape\": \"dot\", \"size\": 10, \"type\": \"Person\"}]);\\n 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\": 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\"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",
|
||
" 'person_8': array([0.5363701 , 0.65151918]),\n",
|
||
" 'person_9': array([-0.77727145, 0.30530825]),\n",
|
||
" 'company_3': array([-0.81598961, 0.32018232]),\n",
|
||
" 'person_10': array([-0.8483026, 0.332434 ]),\n",
|
||
" 'company_4': array([-0.97412682, -0.09859657]),\n",
|
||
" 'company_2213': array([ 0.38867021, -0.93487197]),\n",
|
||
" 'company_5': array([ 0.39772275, -0.94155639]),\n",
|
||
" 'person_11': array([-0.29175109, -0.17030789]),\n",
|
||
" 'company_6': array([-0.29339093, -0.13240719]),\n",
|
||
" 'person_12': array([-0.29848012, -0.19507937]),\n",
|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" 'person_852': array([-0.3692925 , -0.64405262]),\n",
|
||
" 'person_853': array([-0.35677004, -0.63830072]),\n",
|
||
" 'person_854': array([-0.3559714 , -0.61819321]),\n",
|
||
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|
||
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|
||
" 'person_857': array([-0.37028682, -0.69501692]),\n",
|
||
" 'person_858': array([0.00884062, 0.67091918]),\n",
|
||
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|
||
" '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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"<div>\n",
|
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"<style scoped>\n",
|
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" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
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|
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"\n",
|
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" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
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|
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|
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" text-align: right;\n",
|
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" }\n",
|
||
"</style>\n",
|
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"<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",
|
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" <th>company_2</th>\n",
|
||
" <th>person_4</th>\n",
|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <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
|
||
}
|