{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b9ec018c-dffc-420f-85b4-b792e3aebb17",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-06-19 11:10:00 +0000 | io:INFO | Loaded TOML config file successfully.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "A:\\Arbeitsaufgaben\\lang-main\\.venv\\Lib\\site-packages\\transformers\\utils\\generic.py:441: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
      "  _torch_pytree._register_pytree_node(\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from lang_main.analysis.preprocessing import numeric_pre_filter_feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "492f6106-b60b-47f3-bb82-7f831028a8d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = {\n",
    "    'col1': range(10),\n",
    "    'col2': range(10),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "966a6e04-6e4c-4962-a3b1-51370c1e1571",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>col1</th>\n",
       "      <th>col2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
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       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   col1  col2\n",
       "0     0     0\n",
       "1     1     1\n",
       "2     2     2\n",
       "3     3     3\n",
       "4     4     4\n",
       "5     5     5\n",
       "6     6     6\n",
       "7     7     7\n",
       "8     8     8\n",
       "9     9     9"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame.from_dict(data)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "456fca6a-0ce6-4f81-bf3b-edf370670243",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0675a24d-16f9-46b7-86da-140fcc664d8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "d, = numeric_pre_filter_feature(df, 'col1', 3, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3092e20f-a2e3-42c3-afad-aa6f05a79d8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>col1</th>\n",
       "      <th>col2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>3</th>\n",
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       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   col1  col2\n",
       "3     3     3\n",
       "4     4     4\n",
       "5     5     5"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e1ae2606-98d0-4554-86ae-c7cc830bc81d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b4377b3a-abfa-4154-b006-813d5625cbea",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "93896a5f-cb6c-4a17-9c17-818da4cd9584",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    False\n",
       "1    False\n",
       "2    False\n",
       "3     True\n",
       "4     True\n",
       "Name: col1, dtype: bool"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1 = df['col1'] > 2\n",
    "f1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6752944d-4d20-486b-bbde-47f2a27a09e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     True\n",
       "1     True\n",
       "2     True\n",
       "3     True\n",
       "4    False\n",
       "Name: col1, dtype: bool"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f2 = df['col1'] < 4\n",
    "f2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "65bc71ca-4c23-49a8-ba54-3497e555978b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    False\n",
       "1    False\n",
       "2    False\n",
       "3     True\n",
       "4    False\n",
       "Name: col1, dtype: bool"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1 & f2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "774c857f-d5d5-48f4-9064-9d0e4947d315",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['col1'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a6855e4d-c678-45cd-bb34-c413c4591146",
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections.abc import Callable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7d449844-16d9-44cb-ae9f-700de74c5b1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Callable'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Callable.__name__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "46a3897d-9910-426d-b5b8-c9c8f11b1b3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>col1</th>\n",
       "      <th>col2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   col1  col2\n",
       "0     0     0\n",
       "1     1     1\n",
       "2     2     2\n",
       "3     3     3\n",
       "4     4     4\n",
       "5     5     5\n",
       "6     6     6\n",
       "7     7     7\n",
       "8     8     8\n",
       "9     9     9"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7017f5ae-6be9-4059-b41c-5f2ba4ad0202",
   "metadata": {},
   "outputs": [],
   "source": [
    "def test(ret):\n",
    "    print(ret)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "043baf70-aa27-4412-9cc0-9fc12a916021",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e8f7d226-601d-4563-9103-642d012f0ebf",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.path_graph(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2642d9d9-dc9c-4f73-9a18-cb3a773c70e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NodeView((0, 1, 2, 3, 4))"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ebb4d78b-008c-4ca7-954b-ad6fb4320535",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "test() takes 1 positional argument but 5 were given",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[23], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mtest\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mG\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[1;31mTypeError\u001b[0m: test() takes 1 positional argument but 5 were given"
     ]
    }
   ],
   "source": [
    "test(*G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f02f3099-19e8-4d24-8f8d-0d34aea4cf54",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Graph with 5 nodes and 4 edges\n"
     ]
    }
   ],
   "source": [
    "if not isinstance(G, tuple):\n",
    "    ret = (G,)\n",
    "test(*ret)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "500549ea-1142-4070-be16-a41bb51489cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "t = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "79ed1f52-73a1-43b7-a5a4-6beceacd20fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-2"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "~t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "1902dd8d-4146-4095-8813-d26bbc84fdf9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "51a6ee63-f08c-445b-92b5-4cc725dc91a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "cwd = Path.cwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8932d81b-99a4-4deb-87bf-af9de8b0013a",
   "metadata": {},
   "outputs": [],
   "source": [
    "results_pth = cwd.parent / 'scripts/results/test_20240619'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "7051d693-b3ce-4ca8-88bd-6034042efe5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[WindowsPath('A:/Arbeitsaufgaben/lang-main/scripts/results/test_20240619/Pipe-TargetFeature_Step-3_remove_NA.pkl'),\n",
       " WindowsPath('A:/Arbeitsaufgaben/lang-main/scripts/results/test_20240619/TIMELINE.pkl'),\n",
       " WindowsPath('A:/Arbeitsaufgaben/lang-main/scripts/results/test_20240619/Pipe-TargetFeature_Step-5_analyse_feature.pkl'),\n",
       " WindowsPath('A:/Arbeitsaufgaben/lang-main/scripts/results/test_20240619/TOKEN_ANALYSIS.pkl'),\n",
       " WindowsPath('A:/Arbeitsaufgaben/lang-main/scripts/results/test_20240619/TK-GRAPH_POSTPROCESSING.pkl'),\n",
       " WindowsPath('A:/Arbeitsaufgaben/lang-main/scripts/results/test_20240619/TokenGraph.graphml'),\n",
       " WindowsPath('A:/Arbeitsaufgaben/lang-main/scripts/results/test_20240619/TK-GRAPH_ANALYSIS.pkl'),\n",
       " WindowsPath('A:/Arbeitsaufgaben/lang-main/scripts/results/test_20240619/TokenGraph-filtered.graphml'),\n",
       " WindowsPath('A:/Arbeitsaufgaben/lang-main/scripts/results/test_20240619/Pipe-Timeline_Analysis_Step-1_remove_non_relevant_obj_ids.pkl'),\n",
       " WindowsPath('A:/Arbeitsaufgaben/lang-main/scripts/results/test_20240619/TIMELINE_POSTPROCESSING.pkl')]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(results_pth.glob('*'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "ea0a8a4e-cf00-4d1e-ad9a-3bc80863d33b",
   "metadata": {},
   "outputs": [],
   "source": [
    "target = Path('A:/Arbeitsaufgaben/lang-main/scripts/results/test_20240619/TIMELINE_POSTPROCESSING.pkl')\n",
    "assert target.exists()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "5a637d0d-ec66-4bd8-b047-e57c68663860",
   "metadata": {},
   "outputs": [],
   "source": [
    "from lang_main.io import load_pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "7f4e2797-ec6e-4421-8006-4a218b63ddf0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-06-19 13:14:03 +0000 | io:INFO | Loaded file successfully.\n"
     ]
    }
   ],
   "source": [
    "ret = load_pickle(target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b3808e74-ba74-4b46-a64e-4f5f9f335868",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(ret)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "cc0e4dc4-504e-4442-8bb6-e3e604a4f701",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: ((8384, 452, 8398, 107864, 32988),\n",
       "  (780, 49325, 26519),\n",
       "  (10393, 1933),\n",
       "  (5438, 2607),\n",
       "  (12785, 3890, 37541, 7829),\n",
       "  (13906, 5499),\n",
       "  (6690, 68315, 115550),\n",
       "  (121315, 8127),\n",
       "  (22919, 11751),\n",
       "  (59632, 11761),\n",
       "  (90888, 100796, 11887),\n",
       "  (87480, 13109),\n",
       "  (14329, 17918),\n",
       "  (36691, 18532),\n",
       "  (29616, 76792),\n",
       "  (84034, 33859),\n",
       "  (36344, 56857),\n",
       "  (121760, 95085, 36686, 122066, 47476, 65786, 57563),\n",
       "  (40546, 65778),\n",
       "  (49393, 49636),\n",
       "  (53976, 117139, 55520),\n",
       "  (79962, 88540)),\n",
       " 1654: ((111241,\n",
       "   78986,\n",
       "   6798,\n",
       "   55952,\n",
       "   1680,\n",
       "   43411,\n",
       "   43412,\n",
       "   8084,\n",
       "   122902,\n",
       "   7579,\n",
       "   2980,\n",
       "   87479,\n",
       "   119480,\n",
       "   78778,\n",
       "   66749,\n",
       "   46790,\n",
       "   57927,\n",
       "   46791,\n",
       "   1743,\n",
       "   96080,\n",
       "   57937,\n",
       "   83,\n",
       "   2774,\n",
       "   98277,\n",
       "   32229,\n",
       "   67562,\n",
       "   100461,\n",
       "   4846,\n",
       "   55024,\n",
       "   117758),\n",
       "  (7552,\n",
       "   8192,\n",
       "   119558,\n",
       "   647,\n",
       "   2310,\n",
       "   48781,\n",
       "   66323,\n",
       "   8214,\n",
       "   5405,\n",
       "   108961,\n",
       "   91173,\n",
       "   2985,\n",
       "   3881,\n",
       "   9917,\n",
       "   66751,\n",
       "   85442,\n",
       "   118602,\n",
       "   7243,\n",
       "   62416,\n",
       "   979,\n",
       "   214,\n",
       "   103,\n",
       "   123111,\n",
       "   81133,\n",
       "   88558,\n",
       "   14319,\n",
       "   14834,\n",
       "   2424,\n",
       "   101497,\n",
       "   25341,\n",
       "   69375),\n",
       "  (85369, 1370),\n",
       "  (76317, 6063),\n",
       "  (6696, 113620, 50223),\n",
       "  (10859, 75412),\n",
       "  (121970, 11303),\n",
       "  (31352, 31590),\n",
       "  (34634, 121293),\n",
       "  (77686, 43639),\n",
       "  (108202, 48391),\n",
       "  (78155, 110755),\n",
       "  (78889, 117391),\n",
       "  (85960, 78895),\n",
       "  (87481, 106398),\n",
       "  (117081, 109158)),\n",
       " 7: ((5120,\n",
       "   87301,\n",
       "   648,\n",
       "   119560,\n",
       "   74382,\n",
       "   66583,\n",
       "   7066,\n",
       "   80671,\n",
       "   122401,\n",
       "   97316,\n",
       "   120614,\n",
       "   47659,\n",
       "   46765,\n",
       "   71729,\n",
       "   49331,\n",
       "   8380,\n",
       "   54208,\n",
       "   8642,\n",
       "   80195,\n",
       "   2120,\n",
       "   122314,\n",
       "   3788,\n",
       "   87379,\n",
       "   30421,\n",
       "   121307,\n",
       "   122336,\n",
       "   123105,\n",
       "   86118,\n",
       "   81771,\n",
       "   75118,\n",
       "   4719,\n",
       "   116977,\n",
       "   5492,\n",
       "   9590,\n",
       "   9591,\n",
       "   3963,\n",
       "   9214),\n",
       "  (1002, 78291),\n",
       "  (52680, 1642),\n",
       "  (4633, 109068),\n",
       "  (5081, 65787, 72943),\n",
       "  (113995, 6068),\n",
       "  (100500, 8804),\n",
       "  (72251, 12548),\n",
       "  (18152, 123168),\n",
       "  (22694, 36783),\n",
       "  (107560, 39036, 107502, 41735),\n",
       "  (116905, 117242),\n",
       "  (122082, 122533)),\n",
       " 151: ((65508, 61861, 18087, 8, 39858, 4437, 100283),\n",
       "  (128, 10478),\n",
       "  (38404,\n",
       "   4619,\n",
       "   120855,\n",
       "   83484,\n",
       "   47644,\n",
       "   14884,\n",
       "   59442,\n",
       "   15932,\n",
       "   93761,\n",
       "   86091,\n",
       "   24153,\n",
       "   2138,\n",
       "   47199,\n",
       "   121969,\n",
       "   1650,\n",
       "   1656,\n",
       "   68219,\n",
       "   57980,\n",
       "   56963,\n",
       "   63108,\n",
       "   8328,\n",
       "   62088,\n",
       "   76962,\n",
       "   18098,\n",
       "   74418,\n",
       "   49334,\n",
       "   10936,\n",
       "   10437,\n",
       "   77003,\n",
       "   13521,\n",
       "   86226,\n",
       "   122071,\n",
       "   2776,\n",
       "   59613,\n",
       "   44261,\n",
       "   67335,\n",
       "   778,\n",
       "   59659,\n",
       "   25363,\n",
       "   74527,\n",
       "   13089,\n",
       "   19749,\n",
       "   77095,\n",
       "   79658,\n",
       "   50999,\n",
       "   1857,\n",
       "   14146,\n",
       "   15681,\n",
       "   24899,\n",
       "   15682,\n",
       "   94534,\n",
       "   11088,\n",
       "   8023,\n",
       "   53084,\n",
       "   10083,\n",
       "   114024,\n",
       "   5490,\n",
       "   100211,\n",
       "   89978,\n",
       "   60287,\n",
       "   30083,\n",
       "   75658,\n",
       "   18327,\n",
       "   34205,\n",
       "   91038,\n",
       "   96159,\n",
       "   46496,\n",
       "   100282,\n",
       "   18364,\n",
       "   8128,\n",
       "   84445,\n",
       "   97758,\n",
       "   62431,\n",
       "   121309,\n",
       "   9714,\n",
       "   8694,\n",
       "   8695,\n",
       "   8697,\n",
       "   79357,\n",
       "   66047),\n",
       "  (1440, 66963, 5069),\n",
       "  (11346, 2427),\n",
       "  (9824, 117698, 14331, 109159, 48463, 2964, 8696, 29083),\n",
       "  (5744, 5571, 15974),\n",
       "  (9000, 117132),\n",
       "  (113153, 9157),\n",
       "  (47877, 11767),\n",
       "  (14883, 14885),\n",
       "  (18362, 65854),\n",
       "  (27568, 115879),\n",
       "  (121292, 38870),\n",
       "  (60025, 57890, 44707),\n",
       "  (81978, 62091),\n",
       "  (95982, 112287)),\n",
       " 140: ((240, 14336),\n",
       "  (76832,\n",
       "   8259,\n",
       "   74211,\n",
       "   122310,\n",
       "   122311,\n",
       "   33288,\n",
       "   93864,\n",
       "   116265,\n",
       "   3886,\n",
       "   75411,\n",
       "   11764,\n",
       "   2260,\n",
       "   49397,\n",
       "   46202,\n",
       "   121887),\n",
       "  (74381, 117909)),\n",
       " 20: ((1601, 65811, 113997, 102023),\n",
       "  (10944, 91868),\n",
       "  (14841, 11852),\n",
       "  (44296, 23694),\n",
       "  (117225, 26212, 24430, 47638),\n",
       "  (91000, 33710),\n",
       "  (56816, 39340)),\n",
       " 21: ((49608, 15970),\n",
       "  (122898, 36301),\n",
       "  (81480, 51043),\n",
       "  (54844, 119479),\n",
       "  (119633, 86225, 112289),\n",
       "  (107323, 114334, 121595)),\n",
       " 1652: ((68574, 22),\n",
       "  (24164,\n",
       "   43815,\n",
       "   201,\n",
       "   1193,\n",
       "   81773,\n",
       "   36687,\n",
       "   82802,\n",
       "   116978,\n",
       "   8211,\n",
       "   62837,\n",
       "   122547,\n",
       "   5526),\n",
       "  (83458, 108291, 1901, 95981, 5523, 8212, 46229, 5528, 48857, 63325),\n",
       "  (5569, 49571, 53358, 78991, 32478),\n",
       "  (19769, 43237),\n",
       "  (22939, 25174),\n",
       "  (49324, 25172),\n",
       "  (28778, 47549, 65390),\n",
       "  (113290, 54460)),\n",
       " 1656: ((1987, 9334),),\n",
       " 138: ((1723, 48780),\n",
       "  (9953, 47331, 27560, 67560, 94796, 11768, 30558),\n",
       "  (14592, 14777)),\n",
       " 137: ((74900, 84), (27249, 48108), (68795, 77909, 68799)),\n",
       " 141: ((68810, 62346), (122308, 122309)),\n",
       " 1808: ((4716, 60), (2488, 117713), (13386, 121523), (57088, 17745, 65852)),\n",
       " 22: ((121608, 108177, 1013), (4650, 19258), (83425, 7615), (86748, 78175)),\n",
       " 1139: ((8661, 1585, 8161, 48182),\n",
       "  (8656, 8163, 8164),\n",
       "  (8657, 8658, 8662),\n",
       "  (47512, 47513),\n",
       "  (121625, 48171, 48173, 47831),\n",
       "  (116498, 69796, 116502, 48063),\n",
       "  (69603, 69779, 69780, 69749, 69781)),\n",
       " 144: ((7619, 14718),\n",
       "  (7817, 66732),\n",
       "  (10318, 121623),\n",
       "  (68541, 19798),\n",
       "  (98410, 96332)),\n",
       " 306: ((18530, 121384, 74889, 74890, 4830),\n",
       "  (6505, 86631),\n",
       "  (22380, 22381),\n",
       "  (50033, 56964)),\n",
       " 345: ((12776, 75162, 9934, 78167),),\n",
       " 346: ((9723, 27084), (121770, 21218)),\n",
       " 1662: ((14150,\n",
       "   8327,\n",
       "   84166,\n",
       "   79530,\n",
       "   65809,\n",
       "   95955,\n",
       "   117143,\n",
       "   47769,\n",
       "   77339,\n",
       "   8700,\n",
       "   10943),\n",
       "  (39625, 96202, 51188, 14143),\n",
       "  (97094, 107724, 76998)),\n",
       " 347: ((32330, 60182), (62808, 122944)),\n",
       " 1663: ((19684, 51608, 121294, 59154, 17912),\n",
       "  (43489, 52901, 71654),\n",
       "  (122897, 62522, 68074),\n",
       "  (76288, 120024),\n",
       "  (76571, 122535)),\n",
       " 405: ((59658, 97198), (75989, 75991)),\n",
       " 337: ((69251,\n",
       "   69924,\n",
       "   121891,\n",
       "   77381,\n",
       "   121607,\n",
       "   118759,\n",
       "   53033,\n",
       "   76875,\n",
       "   32268,\n",
       "   101389,\n",
       "   34297,\n",
       "   101951,\n",
       "   107664,\n",
       "   33585,\n",
       "   101111,\n",
       "   30489,\n",
       "   54846,\n",
       "   12447),\n",
       "  (25913, 35380, 59767),\n",
       "  (67082, 27076)),\n",
       " 336: ((1681, 7819), (122875, 6703), (35336, 14145), (63570, 67211, 37247)),\n",
       " 69: ((5568, 25747), (10380, 7367), (65875, 118679)),\n",
       " 1657: ((462, 463),),\n",
       " 65: ((56, 107325), (5504, 116326), (48517, 122502, 39436, 123157, 8381)),\n",
       " 73: ((48110, 9998), (62332, 14342), (37235, 18140)),\n",
       " 84: ((3330, 94810, 11754), (76674, 96677)),\n",
       " 250: ((120681, 756),\n",
       "  (27908, 104166),\n",
       "  (28336, 95705),\n",
       "  (64057, 121380, 84493, 33494)),\n",
       " 1809: ((26853, 90158),),\n",
       " 79: ((123104, 10049), (113633, 12663), (32481, 118199), (48485, 81686)),\n",
       " 325: ((57060, 18001, 75987, 533, 49974, 8701),),\n",
       " 90: ((108827, 120790, 679),\n",
       "  (49323, 12868),\n",
       "  (76501, 45269, 80006),\n",
       "  (47752, 68072)),\n",
       " 63: ((7584, 32449), (55009, 44970), (59404, 79655)),\n",
       " 96: ((8805, 6933), (57977, 7837, 8223), (93856, 92995, 92989, 92990)),\n",
       " 326: ((86120, 5079), (5538, 19911)),\n",
       " 72: ((14892, 36022), (76539, 116822)),\n",
       " 193: ((5065, 49326, 13262, 118431),),\n",
       " 315: ((14105, 1082, 121822, 107351),\n",
       "  (79821, 66746, 13645),\n",
       "  (32457, 62125, 22686),\n",
       "  (47634, 47628)),\n",
       " 59: ((10470, 122411, 6096, 53974, 107542, 188),\n",
       "  (8584, 43422),\n",
       "  (122377, 122371)),\n",
       " 136: ((77236, 1687),),\n",
       " 67: ((116865, 8996),\n",
       "  (10373, 111190),\n",
       "  (22041, 100060),\n",
       "  (53081, 110209),\n",
       "  (68257, 94242)),\n",
       " 195: ((18537, 13271), (117128, 60213)),\n",
       " 91: ((48401, 6706, 79566), (81730, 118223)),\n",
       " 74: ((23688, 22052),),\n",
       " 51: ((8281, 62333), (10930, 91410), (62348, 73454)),\n",
       " 77: ((91514, 47716), (80933, 58157), (67970, 76140)),\n",
       " 60: ((14890, 25911), (47898, 31254)),\n",
       " 2166: ((6065, 11770, 117244), (29104, 49400, 48395, 107566), (78153, 93855)),\n",
       " 186: ((56752, 12793), (47754, 47751), (80609, 62887), (122926, 88686)),\n",
       " 76: ((35379, 32255), (88634, 111188)),\n",
       " 100: ((35874, 51382), (38866, 56764)),\n",
       " 121: ((68817, 6707), (24467, 12981, 101382), (103314, 87483)),\n",
       " 78: ((11348, 35527), (22049, 70101)),\n",
       " 2165: ((6064, 7622), (47720, 78148), (108234, 69700)),\n",
       " 70: ((117080, 107084),),\n",
       " 407: ((68655, 108238, 59631), (122520, 77237), (103313, 80724)),\n",
       " 66: ((121971, 6540),),\n",
       " 109: ((118579, 122383, 10071),),\n",
       " 132: ((9411, 9407),),\n",
       " 94: ((108872, 49140),),\n",
       " 2480: ((70098, 122358),),\n",
       " 115: ((23690, 1828), (14844, 14886)),\n",
       " 80: ((97974, 96158, 9775),),\n",
       " 114: ((61920, 8083), (11819, 49559)),\n",
       " 111: ((46185, 26180),),\n",
       " 92: ((10816, 27753), (29105, 25916), (39364, 81693), (48570, 110782)),\n",
       " 110: ((16578, 16579, 53818, 109071), (121767, 106447)),\n",
       " 317: ((1304, 52642, 108227, 67563), (7523, 13524), (122337, 117131)),\n",
       " 68: ((6675, 71508),),\n",
       " 180: ((9690, 9691),),\n",
       " 54: ((79915, 112391),),\n",
       " 1126: ((41736,\n",
       "   41737,\n",
       "   74826,\n",
       "   116171,\n",
       "   122315,\n",
       "   106863,\n",
       "   106864,\n",
       "   72945,\n",
       "   79356,\n",
       "   116413),),\n",
       " 318: ((4240, 57381), (68788, 35509)),\n",
       " 108: ((97248, 80260, 49558, 8399), (121376, 121386, 107527)),\n",
       " 58: ((1025, 80194, 9671), (17755, 10053), (83954, 83980)),\n",
       " 107: ((14314, 14316),),\n",
       " 47: ((46192, 92986),),\n",
       " 98: ((8708, 19669),),\n",
       " 113: ((3787, 2487), (28228, 89317), (91459, 91460)),\n",
       " 81: ((1353, 47948),),\n",
       " 181: ((7590, 7558, 3789, 98621, 48925), (118193, 91866), (122878, 113622)),\n",
       " 119: ((13539, 9677, 14320, 1685, 13342),),\n",
       " 309: ((54520, 106318),),\n",
       " 127: ((5416, 5417, 9344),),\n",
       " 53: ((7571, 9646),),\n",
       " 75: ((10335, 9999),),\n",
       " 95: ((32450, 32451, 33374),),\n",
       " 218: ((111609, 6677),),\n",
       " 120: ((108132, 6097, 62652), (94042, 108829, 118677)),\n",
       " 149: ((57963, 9710),),\n",
       " 123: ((7435, 49607),),\n",
       " 183: ((118195, 140, 90998), (89451, 33012)),\n",
       " 135: ((92984, 94489), (123392, 108873)),\n",
       " 116: ((4656, 94895),),\n",
       " 255: ((57065, 43995),),\n",
       " 152: ((3517, 94663), (78882, 93595, 10085)),\n",
       " 57: ((27083, 9685),),\n",
       " 388: ((7060, 829), (96161, 55060)),\n",
       " 319: ((14344, 14343),),\n",
       " 44: ((40092, 40093, 678), (6919, 6503)),\n",
       " 148: ((77001, 9330), (10030, 107015), (73497, 108083)),\n",
       " 316: ((10381, 52399),),\n",
       " 89: ((27457, 321, 65784), (48464, 55188)),\n",
       " 625: ((61634, 49291, 68773), (86638, 86079)),\n",
       " 220: ((81465, 83663),),\n",
       " 311: ((66839, 13295),),\n",
       " 64: ((8641, 7347),),\n",
       " 338: ((76177, 4636), (9817, 67083)),\n",
       " 145: ((34424, 68772),),\n",
       " 175: ((17756, 14893, 75918, 33239),),\n",
       " 698: ((12665, 49141), (59760, 67421)),\n",
       " 52: ((6691, 6207),),\n",
       " 129: ((13264, 9909),),\n",
       " 241: ((7585, 6510, 8799),),\n",
       " 182: ((122069, 82695),),\n",
       " 895: ((68753, 53322),),\n",
       " 122: ((88640, 56996),),\n",
       " 41: ((122317, 5406),),\n",
       " 259: ((3880, 65892),),\n",
       " 404: ((65386, 65774),),\n",
       " 214: ((114641, 6511), (25396, 32646)),\n",
       " 167: ((18841, 56813),),\n",
       " 153: ((22040, 7572),),\n",
       " 2562: ((356, 2006),),\n",
       " 1348: ((114, 71916),),\n",
       " 223: ((33858, 114335),),\n",
       " 894: ((48524, 33375),),\n",
       " 168: ((102208, 97309),),\n",
       " 112: ((29491, 113284),),\n",
       " 256: ((50031, 48455),),\n",
       " 312: ((75414, 3534),),\n",
       " 423: ((4829, 86637), (34304, 86632)),\n",
       " 157: ((78881, 81774),),\n",
       " 126: ((34909, 122503),),\n",
       " 213: ((113650, 120933),),\n",
       " 1659: ((4241, 44251),),\n",
       " 184: ((86956, 27085),),\n",
       " 432: ((54666, 108092),),\n",
       " 216: ((108024, 7226),),\n",
       " 281: ((106445, 106454),),\n",
       " 170: ((1385, 15683), (112720, 96679)),\n",
       " 1705: ((83868, 55951),),\n",
       " 232: ((31648, 47707),),\n",
       " 171: ((102032, 121896),),\n",
       " 279: ((7816, 93859),),\n",
       " 632: ((76176, 75917),),\n",
       " 626: ((12448, 67212),),\n",
       " 1124: ((93825, 49364),),\n",
       " 1152: ((98472, 37234),)}"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ret[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "987e5afb-bdbd-4762-8941-4a3c52c21910",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{244: '285 C, Webmaschine, SG 220 EMS',\n",
       " 257: '107, Webmaschine, OM 220 EOS',\n",
       " 138: '00138, Schärmaschine 9',\n",
       " 241: '294 C, Webmaschine, SG 240 EMS',\n",
       " 151: '00151, Bandschneidmaschine 4 / Kitamura',\n",
       " 52: '506 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 75: '442 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 1: '00001, Ausrüstungsanlage 1',\n",
       " 325: 'B41, Niederhubwagen',\n",
       " 213: 'A009, Webmaschine, DL 280 EMS Breite 280',\n",
       " 59: '514 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 22: '00022, Lasercutter 4',\n",
       " 1652: '01652, Vorwerk allgemein',\n",
       " 98: '476 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 515: 'B52, Elektro-Kettbaumhubwagen',\n",
       " 233: '292 C, Webmaschine, SG 240 EMS',\n",
       " 307: 'B05, Deichselstapler mit Dorn',\n",
       " 232: '291 C, Webmaschine, SG 240 EMS',\n",
       " 132: '411 C , Webmaschine, DL 240 EMS',\n",
       " 403: '00403, Schärmaschine 10 - Matthys',\n",
       " 219: 'A006, Webmaschine, DL 280 EMS Breite 280',\n",
       " 195: 'B36, Niederhubwagen',\n",
       " 337: '00337, Bändchenablängmaschine 1',\n",
       " 65: '434 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 1808: '01809, Labor allgemein',\n",
       " 253: '103, Webmaschine, OM 220 EOS',\n",
       " 1654: 'WEBEREI ALLGEMEIN, Weberei allgemein',\n",
       " 64: '435 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 131: '412 C , Webmaschine, DL 240 EMS',\n",
       " 1705: 'EINZIEHEREI ALLGEMEIN, EINZIEHEREI ALLGEMEIN',\n",
       " 121: '217 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 63: '517 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 141: '00141, Schlichtmaschine 5 - Sucker',\n",
       " 137: '00137, Schärmaschine 7 - Matthys',\n",
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       " 217: 'A005, Webmaschine, DL 280 EMS Breite 280',\n",
       " 130: '201 C , Webmaschine, DL 320 EMS',\n",
       " 212: 'A007, Webmaschine, DL 280 EMS Breite 280',\n",
       " 344: '00347, Warenschautisch 3',\n",
       " 1344: '01344, Inline Scanner',\n",
       " 82: '453 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 1348: '01348, Filteranlage für Lasercutter 2',\n",
       " 248: '277, Webmaschine, SG 220 EMS',\n",
       " 66: '433 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 79: '456 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 242: '295 C, Webmaschine, SG 240 EMS',\n",
       " 133: '413 C , Webmaschine, DL 240 EMS',\n",
       " 7: '00007, Ausrüstung 2',\n",
       " 69: '448 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 140: '00140, Schlichtmaschine 4 - Sucker',\n",
       " 222: '274 C, Webmaschine, DL 280 EMS Breite 280',\n",
       " 183: '223 C, Webmaschine, DL 280 EMS Breite 280',\n",
       " 256: '106, Webmaschine, OM 220 EOS',\n",
       " 193: 'B18, Hochhubwagen',\n",
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       " 352: '00352, Ultraschallschweißanlage 1',\n",
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       " 179: '206 S SI , Webmaschine, DL 280 EMS Breite 220',\n",
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       " 58: '513 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 20: '00020, Lasercutter 2',\n",
       " 311: 'B12 (A), Regalbediengerät',\n",
       " 1656: 'GRUNDSTÜCK UND GEBÄUDE, Grundstück und Gebäude',\n",
       " 92: '468 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 125: '622 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 2473: 'A056, Webmaschine Jacquard',\n",
       " 96: '474 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 21: '00021, Lasercutter 3',\n",
       " 89: '465 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 2562: 'TECHNISCHE ENTWICKLUNG ALLGEMEIN, TECHNISCHE ENTWICKLUNG ALLGEMEIN',\n",
       " 346: '00349, Warenschautisch 5',\n",
       " 319: 'B47, Niederhubwagen',\n",
       " 347: '00350, Warenschautisch 6',\n",
       " 1660: '01660, Laser 4 allgemein',\n",
       " 100: '478 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 71: '446 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 1657: 'WARENSCHAU ALLGEMEIN, Warenschau allgemein',\n",
       " 289: 'B16, Niederhubwagen',\n",
       " 338: '00338, Bändchenablängmaschine 2',\n",
       " 252: '102, Webmaschine, OM 220 EOS',\n",
       " 345: '00348, Warenschautisch 4',\n",
       " 145: '00145, Zettelmaschine 2 - Mayer',\n",
       " 633: 'R18, Schnelllauftor',\n",
       " 625: 'R08 , Schnelllauftor',\n",
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       " 943: '01723, Klimaanlage Saal 4',\n",
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       " 171: 'A028 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 97: '475 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 220: '271 C, Webmaschine, DL 280 EMS Breite 280',\n",
       " 114: '427 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 68: '431 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 225: '261 S M, Webmaschine, DG 220 SMS',\n",
       " 328: 'B43, Niederhubwagen',\n",
       " 44: '605 , Webmaschine, DL 190 SOS',\n",
       " 90: '466 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 894: 'U22, Kippgerät (Versand)',\n",
       " 166: 'A023 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 180: '207 C S SI, Webmaschine, DL 280 EMS Breite 220',\n",
       " 250: '141C, Webmaschine, OM280SOS',\n",
       " 72: '445 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 333: 'B27, Kettbaum- und Dockentransportwagen',\n",
       " 2318: 'A067, Webmaschine, DL 280 EMS Breite 280',\n",
       " 388: 'H31.1, Deckenlaufkran',\n",
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       " 1655: 'VERSAND ALLGEMEIN, Versand allgemein',\n",
       " 117: '213 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 56: '511 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 422: '00422, Knotex 1',\n",
       " 315: 'B15, Niederhubwagen',\n",
       " 245: '296 C, Webmaschine, SG 240 EMS',\n",
       " 426: '00427, Nähmaschine Tisch 4',\n",
       " 343: '00344, Warenschautisch 2',\n",
       " 43: '604 , Webmaschine, DL 190 SOS',\n",
       " 45: '606 , Webmaschine, DL 190 SOS',\n",
       " 76: '441 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 197: 'B39, Niederhubwagen',\n",
       " 19: '00018, Lasercutter 1',\n",
       " 106: '436 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 186: '245 J, Webmaschine Jacquard',\n",
       " 119: '215 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 107: '437 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 2551: 'ERSTE-HILFE 7-1, Erste-Hilfe-Koffer 7',\n",
       " 164: 'A021 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 2165: 'A060, Webmaschine Jacquard',\n",
       " 91: '467 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 110: '423 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 317: 'B35, Niederhubwagen',\n",
       " 326: 'B38, Niederhubwagen',\n",
       " 81: '454 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 109: '422 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 122: '610 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 1244: '251 C, Webmaschine, DL 280 EMS Breite 280',\n",
       " 335: 'B23 (A), Niederhubwagen',\n",
       " 170: 'A027 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 1179: 'KOMPRESSORSTATION 2, Allgemein',\n",
       " 229: '266 C S N, Webmaschine, DG 260 EMS',\n",
       " 148: '00148, Bandschneidmaschine 1',\n",
       " 182: '222 C, Webmaschine, DL 280 EMS Breite 280',\n",
       " 240: '293 C, Webmaschine, SG 240 EMS',\n",
       " 1139: '01139, Ausrüstung 2 / Spannrahmen',\n",
       " 405: '00405, Assembliermaschine 8',\n",
       " 73: '444 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 85: '461 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 1698: '01698, Kesselhaus',\n",
       " 407: '00407, Einziehmaschine Delta 110',\n",
       " 336: 'B22, Ketteinlegewagen',\n",
       " 80: '455 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 136: '00136, Schärmaschine 3 - Benninger',\n",
       " 127: '624 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 60: '515 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 1794: 'A058, Webmaschine Jacquard',\n",
       " 624: 'R07 , Schnelllauftor',\n",
       " 455: 'I.1.5.5, Brandschutzschiebetor',\n",
       " 1151: '01151, Ausrüstung 2 / Dosier- und Mischanlage',\n",
       " 2316: 'A065, Webmaschine, DL 280 EMS Breite 280',\n",
       " 123: '620 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 1663: '01663, Bandschneiderei allgemein',\n",
       " 2654: '202, Webmaschine',\n",
       " 2480: '00352, Ultraschallschweißanlage 1',\n",
       " 214: 'A010, Webmaschine, DL 280 EMS Breite 280',\n",
       " 1795: 'A054.S, Jacquardmaschine',\n",
       " 1695: 'GRUNDSTÜCK UND GEBÄUDE ERWEITERUNG NORD, Grundstück und Gebäude Erweiterung Nord',\n",
       " 46: '607 , Webmaschine, DL 190 SOS',\n",
       " 70: '447 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 178: '205 C S SI, Webmaschine, DL 280 EMS Breite 220',\n",
       " 224: '276 C, Webmaschine, DL 280 EMS Breite 280',\n",
       " 86: '462 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 51: '507 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 629: 'R12 , Schnelllauftor',\n",
       " 99: '477 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 113: '426 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 1809: 'LASER ALLGEMEIN, Laser allgemein',\n",
       " 351: 'B40, Stückauslegewagen',\n",
       " 112: '425 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 111: '424 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 108: '421 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 162: 'A020 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 135: '408 C, Webmaschine, DL 240 EMS',\n",
       " 129: '626 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 116: '212 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 181: '221 C, Webmaschine, DL 280 EMS Breite 280',\n",
       " 84: '451 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 53: '505 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 128: '211 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 152: 'A001, Webmaschine, DL 280 EMS Breite 280',\n",
       " 312: 'B12, Regalbediengerät',\n",
       " 157: 'A015 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 640: 'R35, Schnelllauftor',\n",
       " 259: '109, Webmaschine, OM 220 EOS',\n",
       " 176: 'A033 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 277: 'A046, Webmaschine, DL 280 EMS Breite 280',\n",
       " 1126: '01126, Ausrüstung 2 / 0900-Streichmaschine',\n",
       " 83: '452 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 74: '443 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 1659: '01659, Laser 3 allgemein',\n",
       " 1662: 'AUSRÜSTUNG 2 ALLGEMEIN, Ausrüstung 2 allgemein',\n",
       " 274: 'A035, Webmaschine, DL 280 EMS Breite 280',\n",
       " 423: '00423, Knotex 2',\n",
       " 306: 'B04, Ketteinlegewagen',\n",
       " 698: 'R13, Sektionaltor',\n",
       " 94: '472 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 167: 'A024 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 54: '504 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 258: '108, Webmaschine, OM 220 EOS',\n",
       " 2313: 'A062, Webmaschine, DL 280 EMS Breite 280',\n",
       " 95: '473 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 41: '602, Webmaschine, DL 190 SOS',\n",
       " 17: '601, Webmaschine, DL 190 SOS',\n",
       " 961: 'A054, Webmaschine Jacquard',\n",
       " 47: '608 , Webmaschine, DL 190 SOS',\n",
       " 168: 'A025 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 87: '463 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 154: 'A003 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 1352: 'GESCHÄFTSLEITUNG, WC - Geschäftsleitung',\n",
       " 93: '471 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 281: 'A051, Webmaschine, DL 280 EMS Breite 280',\n",
       " 2166: 'A061, Webmaschine Jacquard',\n",
       " 230: '255 C, Webmaschine, DG 250 EMS',\n",
       " 118: '214 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 77: '458 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 120: '216 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 67: '432 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 424: '00425, Knotex 3',\n",
       " 42: '603 , Webmaschine, DL 190 SOS',\n",
       " 2315: 'A064, Webmaschine, DL 280 EMS Breite 280',\n",
       " 2560: 'VETRIEB/VERKAUF ALLGEMEIN, VETRIEB/VERKAUF ALLGEMEIN',\n",
       " 55: '503 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 309: 'B08, Niederhubwagen',\n",
       " 153: 'A002 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 218: 'A004, Webmaschine, DL 280 EMS Breite 280',\n",
       " 1799: 'A059.S, Jacquardmaschine',\n",
       " 175: 'A032 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 280: 'A050, Webmaschine, DL 280 EMS Breite 280',\n",
       " 2559: 'A070, Webmaschine Jacquard',\n",
       " 348: 'B19, Schubmaststapler',\n",
       " 273: 'A036, Webmaschine, DL 280 EMS Breite 280',\n",
       " 78: '457 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 160: 'A018 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 216: 'A012, Webmaschine, DL 280 EMS Breite 280',\n",
       " 404: '00404, Assembliermaschine 6',\n",
       " 268: 'A041, Webmaschine, DL 280 EMS Breite 280',\n",
       " 211: 'A008, Webmaschine, DL 280 EMS Breite 280',\n",
       " 275: 'A048, Webmaschine, DL 280 EMS Breite 280',\n",
       " 149: '00149, Bandschneidmaschine 2',\n",
       " 626: 'R09 , Schnelllauftor',\n",
       " 511: 'B29, Nassschrubbautomat',\n",
       " 189: '246.S, Jacquardmaschine',\n",
       " 683: 'R02, Sektionaltor',\n",
       " 134: '414 C , Webmaschine, DL 240 EMS',\n",
       " 184: '224 C, Webmaschine, DL 280 EMS Breite 280',\n",
       " 279: 'A049, Webmaschine, DL 280 EMS Breite 280',\n",
       " 172: 'A029 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 227: '262 S SI, Webmaschine, DG 220 SMS',\n",
       " 349: 'B21, Hochhubwagen',\n",
       " 251: '101, Webmaschine, OM 220 EOS',\n",
       " 394: 'H15.2, Einschienenbahn',\n",
       " 576: 'D76, Thermalölanlage',\n",
       " 962: 'A055, Webmaschine Jaquard',\n",
       " 61: '516 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 126: '623 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 940: 'SAAL 7 - NORD, Klimaanlage - Saal 7',\n",
       " 1350: '01350, Filteranlage für Lasercutter 4',\n",
       " 266: 'A043, Webmaschine, DL 280 EMS Breite 280',\n",
       " 432: 'B02 (ALT), Gabelstapler',\n",
       " 223: '275 C, Webmaschine, DL 280 EMS Breite 280',\n",
       " 231: '256 C, Webmaschine, DG 250 EMS',\n",
       " 350: 'B34 (A), Niederhubwagen',\n",
       " 278: 'A045, Webmaschine, DL 280 EMS Breite 280',\n",
       " 1792: 'A057, Webmaschine Jacquard',\n",
       " 254: '104, Webmaschine, OM 220 EOS',\n",
       " 57: '512 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 191: 'B37, Niederhubwagen',\n",
       " 895: 'U25, Ballenpresse',\n",
       " 635: 'R30, Schnelllauftor',\n",
       " 88: '464 C , Webmaschine, DL 280 EMS Breite 280 Bj. 04-07',\n",
       " 156: 'A014 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 1149: 'R50, 2flg. Schwenktor',\n",
       " 215: 'A011, Webmaschine, DL 280 EMS Breite 280',\n",
       " 1653: '01653, Campen Anlage',\n",
       " 838: 'H31.2, Deckenlaufkran',\n",
       " 316: 'B34, Niederhubwagen',\n",
       " 177: '204 S SI , Webmaschine, DL 280 EMS Breite 220',\n",
       " 169: 'A026 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 898: 'U24, Abfallpresscontainer',\n",
       " 308: 'B07, Gabelstapler',\n",
       " 298: 'B11, Gabelstapler',\n",
       " 1793: 'A057, Webmaschine Jacquard',\n",
       " 249: '203 C S SI, Webmaschine, DL 280 EMS Breite 220',\n",
       " 329: 'B30, Hubarbeitsbühne',\n",
       " 158: 'A016 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 2029: '03033, Brandmeldeanlage mit Rauch u. Handmelder',\n",
       " 159: 'A017 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 398: 'H21, Säulenschwenkkran',\n",
       " 685: 'R04, Sektionaltor',\n",
       " 342: '00346, Warenschautisch 1',\n",
       " 1119: '01119, Ausrüstung 2 / 0200-Abwicklung',\n",
       " 271: 'A038, Webmaschine, DL 280 EMS Breite 280',\n",
       " 941: '01727, Klimaanlage Saal 7 - Süd',\n",
       " 434: 'H36, Einschienenbahn',\n",
       " 297: 'B06, Gabelstapler',\n",
       " 287: 'B02, Gabelstapler',\n",
       " 320: 'B23, Hochhubwagen',\n",
       " 247: '287 C, Webmaschine, SG 220 EMS',\n",
       " 1694: 'KOMPRESSOREN ALLGEMEIN, Kompressoren allgemein',\n",
       " 124: '621 C , Webmaschine, DL 280 EMS Breite 280',\n",
       " 1759: '01759, Klimaanlagen Allgemein',\n",
       " 155: 'A013 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 1697: 'SCHLOSSEREI ALLGEMEIN, Schlosserei allgemein',\n",
       " 327: 'B44, Niederhubwagen',\n",
       " 305: 'B03, Gabelstapler',\n",
       " 1178: 'KOMPRESSORSTATION 1, Allgemein',\n",
       " 1665: '01665, Jacquard-Webmaschinen allgemein',\n",
       " 425: '00426, Nähmaschine Tisch 5',\n",
       " 2170: 'A061.S , Jacquardmaschine',\n",
       " 415: 'H07, Einschienenbahn',\n",
       " 1135: '01135, Ausrüstung 2 / 2800-Aufwicklung',\n",
       " 323: 'B25, Hubarbeitsbühne',\n",
       " 1696: 'ELEKTROWERKSTATT ALLGEMEIN, Elektrowerkstatt allgemein',\n",
       " 1703: '01703, Wasserversorgung allgemein',\n",
       " 1658: '01658, Laser 2 allgemein',\n",
       " 2317: 'A066, Webmaschine, DL 280 EMS Breite 280',\n",
       " 1760: '01780, Kantine',\n",
       " 1349: '01349, Filteranlage für Lasercutter 3',\n",
       " 2561: 'GESCHÄFTSLEITUNG ALLGEMEIN, Geschäftsleitung Allgemein',\n",
       " 270: 'A039, Webmaschine, DL 280 EMS Breite 280',\n",
       " 1661: 'AUSRÜSTUNG 1 ALLGEMEIN, Ausrüstung 1 allgemein',\n",
       " 283: 'A053, Webmaschine, DL 280 EMS Breite 280',\n",
       " 243: '297 C, Webmaschine, SG 240 EMS',\n",
       " 632: 'R17 , Schnelllauftor',\n",
       " 1152: '01152, Ausrüstung 2 / Strukturdetektor SD 1C Serie 210',\n",
       " 282: 'A052, Webmaschine, DL 280 EMS Breite 280',\n",
       " 221: '272 C, Webmaschine, DL 280 EMS Breite 280',\n",
       " 1545: '01545, Fangleisten-Schärmaschine 2',\n",
       " 272: 'A037, Webmaschine, DL 280 EMS Breite 280',\n",
       " 260: '110, Webmaschine, OM 220 EOS',\n",
       " 173: 'A030 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 264: 'A034, Webmaschine, DL 280 EMS Breite 280',\n",
       " 414: 'H30.2, Einschienenbahn',\n",
       " 461: 'I.1.9.3, Brandschutzschiebetor',\n",
       " 1114: '01114, Ausrüstung 2 / 1300-2-Stellen-Abwicklung',\n",
       " 1361: '01877, Klimaanlage - Laborraum',\n",
       " 1123: '01123, Ausrüstung 2 / 0600-Vorheizaggregat',\n",
       " 2319: 'A068, Webmaschine, DL 280 EMS Breite 280',\n",
       " 187: '246, Webmaschine Jacquard',\n",
       " 1796: 'A055.S, Jacquardmaschine',\n",
       " 1124: '01124, Ausrüstung 2 / 0700-Kühlaggregat',\n",
       " 942: 'SAAL 6 , Klimaanlage',\n",
       " 269: 'A040, Webmaschine, DL 280 EMS Breite 280',\n",
       " 265: 'A044, Webmaschine, DL 280 EMS Breite 280',\n",
       " 920: 'W5, Hochdruckreiniger',\n",
       " 1047: 'KÜHLKREISLAUF, Kompressorhaus alt - offener Kreis',\n",
       " 228: '265 C S SI, Webmaschine, DG 260 EMS',\n",
       " 2169: 'A060.S, Jacquardmaschine',\n",
       " 1131: '01131, Ausrüstung 2 / 2400-Auslaufspeicher',\n",
       " 2320: 'A069, Webmaschine',\n",
       " 514: 'B51, Elektro-Kettbaumhubwagen',\n",
       " 1127: '01127, Ausrüstung 2 / 2000-Umlufttrockner 1',\n",
       " 1116: '01116, Ausrüstung 2 / 1500-Thermokalander',\n",
       " 161: 'A019 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 2658: 'PM 0235, Berstdruckprüfgerät 1',\n",
       " 276: 'A047, Webmaschine, DL 280 EMS Breite 280',\n",
       " 2048: '03064, Kühlgeräte Kantine',\n",
       " 165: 'A022 , Webmaschine, DL 280 EMS Breite 280',\n",
       " 2749: 'PM 0044, Zugfadenspannungsmesser'}"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ret[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dbb7f717-42a0-4fed-aaf0-41e52115da8e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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