3096 lines
116 KiB
Plaintext
3096 lines
116 KiB
Plaintext
{
|
||
"cells": [
|
||
{
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||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Versuch Konstruktion Zeitachse im Datensatz\n",
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"\n",
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"- einzigartige ObjektIDs\n",
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" - Einzigartigkeit verifizieren mittels HObjektText\n",
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"- je ObjektID Identifikation von Störungen\n",
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"- Analyse ähnlicher Störbilder\n",
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"- Nutzung:\n",
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" - VorgangsTypName \n",
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" - VorgangsBeschreibung\n",
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" - VorgangsArtText\n",
|
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" - evtl. concat"
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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": 1,
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||
"metadata": {},
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||
"outputs": [],
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"source": [
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"%load_ext autoreload\n",
|
||
"%autoreload 2"
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]
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},
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{
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"cell_type": "code",
|
||
"execution_count": 1,
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||
"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"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"
|
||
]
|
||
},
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{
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||
"name": "stdout",
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||
"output_type": "stream",
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||
"text": [
|
||
"INFO:ihm_analyse.helpers:Loaded TOML config file successfully.\n"
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||
]
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}
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],
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"source": [
|
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"import numpy as np\n",
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"import pandas as pd\n",
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"from pandas import DataFrame, Series\n",
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"import spacy\n",
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"from spacy.lang.de import German as GermanSpacyModel\n",
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"import sentence_transformers\n",
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"from sentence_transformers import SentenceTransformer\n",
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"from collections import Counter\n",
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"from itertools import combinations\n",
|
||
"from dateutil.parser import parse\n",
|
||
"import re\n",
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"\n",
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"\n",
|
||
"import logging\n",
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"import sys\n",
|
||
"import pickle\n",
|
||
"import os\n",
|
||
"from pathlib import Path\n",
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"\n",
|
||
"from lang_main import (\n",
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" save_pickle,\n",
|
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" load_pickle,\n",
|
||
" SAVE_PATH_FOLDER,\n",
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")\n",
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"\n",
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"LOGGING_LEVEL = 'INFO'\n",
|
||
"logging.basicConfig(level=LOGGING_LEVEL, stream=sys.stdout)\n",
|
||
"logger = logging.getLogger('base')"
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]
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},
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{
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||
"cell_type": "code",
|
||
"execution_count": 2,
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||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
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"output_type": "stream",
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||
"text": [
|
||
"INFO:sentence_transformers.SentenceTransformer:Load pretrained SentenceTransformer: sentence-transformers/all-mpnet-base-v2\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"A:\\Arbeitsaufgaben\\lang-main\\.venv\\Lib\\site-packages\\huggingface_hub\\file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
|
||
" warnings.warn(\n",
|
||
"A:\\Arbeitsaufgaben\\lang-main\\.venv\\Lib\\site-packages\\transformers\\utils\\generic.py:309: 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",
|
||
"A:\\Arbeitsaufgaben\\lang-main\\.venv\\Lib\\site-packages\\transformers\\utils\\generic.py:309: 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",
|
||
"A:\\Arbeitsaufgaben\\lang-main\\.venv\\Lib\\site-packages\\huggingface_hub\\file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
|
||
" warnings.warn(\n"
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||
]
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},
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||
{
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||
"name": "stdout",
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||
"output_type": "stream",
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"text": [
|
||
"INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name: cpu\n"
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||
]
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||
}
|
||
],
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||
"source": [
|
||
"model_stfr = SentenceTransformer('sentence-transformers/all-mpnet-base-v2')"
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||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"WindowsPath('A:/Arbeitsaufgaben/lang-main/test-notebooks/results/test_new2')"
|
||
]
|
||
},
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
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||
"source": [
|
||
"p = Path(os.getcwd()) / SAVE_PATH_FOLDER\n",
|
||
"p"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[WindowsPath('A:/Arbeitsaufgaben/lang-main/test-notebooks/results/test_new2/Pipe-TargetFeature_Step-3_remove_NA.pickle')]"
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"folder = list(p.glob(r'*'))\n",
|
||
"folder"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"INFO:ihm_analyse.helpers:Loaded file successfully.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"123457"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ret = load_pickle(folder[0])\n",
|
||
"data = ret[0]\n",
|
||
"len(data)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 123457 entries, 0 to 123456\n",
|
||
"Data columns (total 20 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 VorgangsID 123457 non-null int64 \n",
|
||
" 1 ObjektID 123457 non-null int64 \n",
|
||
" 2 HObjektText 123442 non-null object \n",
|
||
" 3 ObjektArtID 123457 non-null int64 \n",
|
||
" 4 ObjektArtText 122880 non-null object \n",
|
||
" 5 VorgangsTypID 123457 non-null int64 \n",
|
||
" 6 VorgangsTypName 123457 non-null object \n",
|
||
" 7 VorgangsDatum 123457 non-null datetime64[ns]\n",
|
||
" 8 VorgangsStatusId 123457 non-null int64 \n",
|
||
" 9 VorgangsPrioritaet 123457 non-null int64 \n",
|
||
" 10 VorgangsBeschreibung 123457 non-null object \n",
|
||
" 11 VorgangsOrt 490 non-null object \n",
|
||
" 12 VorgangsArtText 123457 non-null object \n",
|
||
" 13 ErledigungsDatum 123457 non-null datetime64[ns]\n",
|
||
" 14 ErledigungsArtText 122953 non-null object \n",
|
||
" 15 ErledigungsBeschreibung 115978 non-null object \n",
|
||
" 16 MPMelderArbeitsplatz 6137 non-null object \n",
|
||
" 17 MPAbteilungBezeichnung 6137 non-null object \n",
|
||
" 18 Arbeitsbeginn 119897 non-null datetime64[ns]\n",
|
||
" 19 ErstellungsDatum 123457 non-null datetime64[ns]\n",
|
||
"dtypes: datetime64[ns](4), int64(6), object(10)\n",
|
||
"memory usage: 18.8+ MB\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"data.info()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"---\n",
|
||
"\n",
|
||
"# Gather timeline candidates"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from lang_main.analysis.timeline import (\n",
|
||
" non_relevant_obj_ids,\n",
|
||
" remove_non_relevant_obj_ids,\n",
|
||
" filter_activities_per_obj_id,\n",
|
||
" generate_model_input,\n",
|
||
" get_timeline_candidates_index,\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"INFO:ihm_analyse.helpers:Loaded file successfully.\n",
|
||
"len(data)=123457\n",
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"Index: 122958 entries, 0 to 123456\n",
|
||
"Data columns (total 20 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 VorgangsID 122958 non-null int64 \n",
|
||
" 1 ObjektID 122958 non-null int64 \n",
|
||
" 2 HObjektText 122953 non-null object \n",
|
||
" 3 ObjektArtID 122958 non-null int64 \n",
|
||
" 4 ObjektArtText 122880 non-null object \n",
|
||
" 5 VorgangsTypID 122958 non-null int64 \n",
|
||
" 6 VorgangsTypName 122958 non-null object \n",
|
||
" 7 VorgangsDatum 122958 non-null datetime64[ns]\n",
|
||
" 8 VorgangsStatusId 122958 non-null int64 \n",
|
||
" 9 VorgangsPrioritaet 122958 non-null int64 \n",
|
||
" 10 VorgangsBeschreibung 122958 non-null object \n",
|
||
" 11 VorgangsOrt 0 non-null object \n",
|
||
" 12 VorgangsArtText 122958 non-null object \n",
|
||
" 13 ErledigungsDatum 122958 non-null datetime64[ns]\n",
|
||
" 14 ErledigungsArtText 122465 non-null object \n",
|
||
" 15 ErledigungsBeschreibung 115562 non-null object \n",
|
||
" 16 MPMelderArbeitsplatz 5709 non-null object \n",
|
||
" 17 MPAbteilungBezeichnung 5709 non-null object \n",
|
||
" 18 Arbeitsbeginn 119459 non-null datetime64[ns]\n",
|
||
" 19 ErstellungsDatum 122958 non-null datetime64[ns]\n",
|
||
"dtypes: datetime64[ns](4), int64(6), object(10)\n",
|
||
"memory usage: 19.7+ MB\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"ret = load_pickle(folder[0])\n",
|
||
"data = ret[0]\n",
|
||
"print(f\"{len(data)=}\")\n",
|
||
"data = remove_non_relevant_obj_ids(data, thresh_unique_feat_per_id=4)\n",
|
||
"data.info()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array(['Reparaturauftrag (Portal)', 'Wartung', 'Störungsmeldung'],\n",
|
||
" dtype=object)"
|
||
]
|
||
},
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data['VorgangsTypName'].unique()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"ObjektID\n",
|
||
"1 283\n",
|
||
"1654 243\n",
|
||
"7 223\n",
|
||
"151 189\n",
|
||
"140 140\n",
|
||
" ... \n",
|
||
"1698 2\n",
|
||
"683 2\n",
|
||
"1135 2\n",
|
||
"2170 2\n",
|
||
"297 2\n",
|
||
"Name: count, Length: 366, dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"activity_types = [\n",
|
||
" 'Reparaturauftrag (Portal)',\n",
|
||
" 'Störungsmeldung',\n",
|
||
"]\n",
|
||
"\n",
|
||
"(data, num_activities_per_obj_id) =\\\n",
|
||
"filter_activities_per_obj_id(data, relevant_activity_types=activity_types)\n",
|
||
"num_activities_per_obj_id"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"Index: 6104 entries, 0 to 123456\n",
|
||
"Data columns (total 20 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 VorgangsID 6104 non-null int64 \n",
|
||
" 1 ObjektID 6104 non-null int64 \n",
|
||
" 2 HObjektText 6103 non-null object \n",
|
||
" 3 ObjektArtID 6104 non-null int64 \n",
|
||
" 4 ObjektArtText 6087 non-null object \n",
|
||
" 5 VorgangsTypID 6104 non-null int64 \n",
|
||
" 6 VorgangsTypName 6104 non-null object \n",
|
||
" 7 VorgangsDatum 6104 non-null datetime64[ns]\n",
|
||
" 8 VorgangsStatusId 6104 non-null int64 \n",
|
||
" 9 VorgangsPrioritaet 6104 non-null int64 \n",
|
||
" 10 VorgangsBeschreibung 6104 non-null object \n",
|
||
" 11 VorgangsOrt 0 non-null object \n",
|
||
" 12 VorgangsArtText 6104 non-null object \n",
|
||
" 13 ErledigungsDatum 6104 non-null datetime64[ns]\n",
|
||
" 14 ErledigungsArtText 6079 non-null object \n",
|
||
" 15 ErledigungsBeschreibung 5812 non-null object \n",
|
||
" 16 MPMelderArbeitsplatz 5672 non-null object \n",
|
||
" 17 MPAbteilungBezeichnung 5672 non-null object \n",
|
||
" 18 Arbeitsbeginn 5915 non-null datetime64[ns]\n",
|
||
" 19 ErstellungsDatum 6104 non-null datetime64[ns]\n",
|
||
"dtypes: datetime64[ns](4), int64(6), object(10)\n",
|
||
"memory usage: 1001.4+ KB\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"data.info()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# VorgangsTypName, VorgangsArtText, VorgangsBeschreibung\n",
|
||
"prop_interest = ['VorgangsTypName', 'VorgangsArtText', 'VorgangsBeschreibung']\n",
|
||
"prop_interest = ['VorgangsArtText', 'VorgangsBeschreibung']\n",
|
||
"prop_interest = ['VorgangsBeschreibung']\n",
|
||
"\n",
|
||
"target_feature_name = 'nlp_model_input'"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"anlys_data = generate_model_input(data, target_feature_name, model_input_features=prop_interest)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"Index: 6104 entries, 0 to 123456\n",
|
||
"Data columns (total 21 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 VorgangsID 6104 non-null int64 \n",
|
||
" 1 ObjektID 6104 non-null int64 \n",
|
||
" 2 HObjektText 6103 non-null object \n",
|
||
" 3 ObjektArtID 6104 non-null int64 \n",
|
||
" 4 ObjektArtText 6087 non-null object \n",
|
||
" 5 VorgangsTypID 6104 non-null int64 \n",
|
||
" 6 VorgangsTypName 6104 non-null object \n",
|
||
" 7 VorgangsDatum 6104 non-null datetime64[ns]\n",
|
||
" 8 VorgangsStatusId 6104 non-null int64 \n",
|
||
" 9 VorgangsPrioritaet 6104 non-null int64 \n",
|
||
" 10 VorgangsBeschreibung 6104 non-null object \n",
|
||
" 11 VorgangsOrt 0 non-null object \n",
|
||
" 12 VorgangsArtText 6104 non-null object \n",
|
||
" 13 ErledigungsDatum 6104 non-null datetime64[ns]\n",
|
||
" 14 ErledigungsArtText 6079 non-null object \n",
|
||
" 15 ErledigungsBeschreibung 5812 non-null object \n",
|
||
" 16 MPMelderArbeitsplatz 5672 non-null object \n",
|
||
" 17 MPAbteilungBezeichnung 5672 non-null object \n",
|
||
" 18 Arbeitsbeginn 5915 non-null datetime64[ns]\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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|
||
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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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|
||
" <th>13645</th>\n",
|
||
" <td>139405</td>\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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|
||
" <tr>\n",
|
||
" <th>14105</th>\n",
|
||
" <td>62552</td>\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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|
||
" <th>22686</th>\n",
|
||
" <td>61759</td>\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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|
||
" <td>Weberei</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
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|
||
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|
||
" <td>Schutzbügel defekt verbogen bitte richten und ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24898</th>\n",
|
||
" <td>51614</td>\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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|
||
" <td>Weberei</td>\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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|
||
" <td>2020-11-16</td>\n",
|
||
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|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2020-11-19</td>\n",
|
||
" <td>Intern UTT - Reparatur</td>\n",
|
||
" <td>Bügel und Stützräder getauscht</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2020-11-19</td>\n",
|
||
" <td>2020-11-16</td>\n",
|
||
" <td>Schutzbügel defekt >reparatur reicht am 17.11....</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26160</th>\n",
|
||
" <td>48299</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2020-06-29</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Allgemeine Reparaturarbeiten</td>\n",
|
||
" <td>2020-06-30</td>\n",
|
||
" <td>Intern UTT - Prüfung</td>\n",
|
||
" <td>Ladegerät wurde geprüft gemäß DIN VDE 0701/0702.</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
" <td>2020-06-30</td>\n",
|
||
" <td>2020-06-29</td>\n",
|
||
" <td>Ladestation nicht geprüft.</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32457</th>\n",
|
||
" <td>11022</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2019-09-16</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2019-09-17</td>\n",
|
||
" <td>Externe Reparatur</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
" <td>NaT</td>\n",
|
||
" <td>2019-09-16</td>\n",
|
||
" <td>Schutzbügel verbogen bitte richten</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36300</th>\n",
|
||
" <td>133603</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2021-07-12</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2021-07-12</td>\n",
|
||
" <td>Extern - Reparatur</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
" <td>2021-07-12</td>\n",
|
||
" <td>2021-07-12</td>\n",
|
||
" <td>Räder bitte sauber machen und das defekte Rad ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>39483</th>\n",
|
||
" <td>570650</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2023-05-24</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2023-05-25</td>\n",
|
||
" <td>Intern UTT - Reparatur</td>\n",
|
||
" <td>Laufrollen sauber gemacht von Fäden befreit</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2023-05-25</td>\n",
|
||
" <td>2023-05-24</td>\n",
|
||
" <td>Laufrollen wechseln/sauber machen</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>46099</th>\n",
|
||
" <td>70283</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2020-12-16</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2020-12-16</td>\n",
|
||
" <td>Extern - Reparatur</td>\n",
|
||
" <td>Fädengezogen</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2020-12-16</td>\n",
|
||
" <td>2020-12-16</td>\n",
|
||
" <td>Rollen</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>47628</th>\n",
|
||
" <td>116364</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2021-04-08</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2021-04-08</td>\n",
|
||
" <td>Intern UTT - Reparatur</td>\n",
|
||
" <td>\\nwird bei folgendem Tk gemacht\\nsiehe TK \\n11...</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2021-04-08</td>\n",
|
||
" <td>2021-04-08</td>\n",
|
||
" <td>Nachtrag zur vorangehenden Meldung: Antriebsra...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>47634</th>\n",
|
||
" <td>116362</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2021-04-08</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2021-04-08</td>\n",
|
||
" <td>Intern UTT - Reparatur</td>\n",
|
||
" <td>vordere Gabelrolle rechts Laufbelag runter\\n\\n...</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2021-04-08</td>\n",
|
||
" <td>2021-04-08</td>\n",
|
||
" <td>Rad defekt\\n\\nNachtrag zur vorangehenden Meldu...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>52136</th>\n",
|
||
" <td>262888</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2022-07-11</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2022-07-12</td>\n",
|
||
" <td>Intern UTT - Wartung</td>\n",
|
||
" <td>Räder gereinigt</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2022-07-12</td>\n",
|
||
" <td>2022-07-11</td>\n",
|
||
" <td>Laufrollen verstopft (Garn)</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>57067</th>\n",
|
||
" <td>106178</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2021-03-01</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2021-03-02</td>\n",
|
||
" <td>Intern UTT - Reparatur</td>\n",
|
||
" <td>Antriebrad Stützräder und vordere Räder von Sc...</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2021-03-02</td>\n",
|
||
" <td>2021-03-01</td>\n",
|
||
" <td>Rad defekt</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>60040</th>\n",
|
||
" <td>102674</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2021-02-09</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2021-02-10</td>\n",
|
||
" <td>Intern UTT - Reparatur</td>\n",
|
||
" <td>Räder säubern\\n\\nSchutzbügel austauschen \\n</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2021-02-10</td>\n",
|
||
" <td>2021-02-09</td>\n",
|
||
" <td>Räder säubern\\n\\nSchutzbügel austauschen</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>62125</th>\n",
|
||
" <td>25451</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2019-12-18</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2019-12-18</td>\n",
|
||
" <td>Reparatur UTT</td>\n",
|
||
" <td>Bügel gerade gebogen.</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2019-12-18</td>\n",
|
||
" <td>2019-12-18</td>\n",
|
||
" <td>Schutzbügel verbogen</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>66746</th>\n",
|
||
" <td>30355</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2020-01-11</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2020-01-13</td>\n",
|
||
" <td>Reparatur UTT</td>\n",
|
||
" <td>fäden von rollen entfernt</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
" <td>2020-01-13</td>\n",
|
||
" <td>2020-01-11</td>\n",
|
||
" <td>Bitte Räder reinigen sauber machen</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>79821</th>\n",
|
||
" <td>272506</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2022-08-19</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2022-08-22</td>\n",
|
||
" <td>Intern UTT - Reparatur</td>\n",
|
||
" <td>alle Räder gereinigt und gelenke abgeschmiert.</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2022-08-22</td>\n",
|
||
" <td>2022-08-19</td>\n",
|
||
" <td>Räder säubern</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>107351</th>\n",
|
||
" <td>495093</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2022-11-16</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2022-11-17</td>\n",
|
||
" <td>Intern UTT - Reparatur</td>\n",
|
||
" <td>erledigt</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2022-11-16</td>\n",
|
||
" <td>2022-11-16</td>\n",
|
||
" <td>Laufrollen bitte säubern.</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>121822</th>\n",
|
||
" <td>496095</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2022-12-13</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2022-12-13</td>\n",
|
||
" <td>Intern UTT - Reparatur</td>\n",
|
||
" <td>Räder gesäubert.\\nschraube musste ausgebohrt w...</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2022-12-13</td>\n",
|
||
" <td>2022-12-13</td>\n",
|
||
" <td>Laufrollen säubern</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>122399</th>\n",
|
||
" <td>513437</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>B15, Niederhubwagen,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2023-02-14</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2023-02-14</td>\n",
|
||
" <td>Intern UTT - Reparatur</td>\n",
|
||
" <td>erledigt</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
" <td>2023-02-14</td>\n",
|
||
" <td>2023-02-14</td>\n",
|
||
" <td>Bitte Räder von Fadenresten sauber machen</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
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|
||
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|
||
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|
||
"text/plain": [
|
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" VorgangsID ObjektID HObjektText ObjektArtID \\\n",
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|
||
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||
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|
||
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|
||
"13645 139405 315 B15, Niederhubwagen, 32 \n",
|
||
"14105 62552 315 B15, Niederhubwagen, 32 \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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||
"52136 262888 315 NaN 32 \n",
|
||
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|
||
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||
"62125 25451 315 B15, Niederhubwagen, 32 \n",
|
||
"66746 30355 315 B15, Niederhubwagen, 32 \n",
|
||
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|
||
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|
||
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|
||
"122399 513437 315 B15, Niederhubwagen, 32 \n",
|
||
"\n",
|
||
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||
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|
||
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|
||
"3525 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"3786 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
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||
"11101 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
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|
||
"14105 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"22686 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"24898 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"25405 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"26160 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"32457 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"36300 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"39483 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"46099 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"47628 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"47634 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"52136 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"57067 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"60040 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"62125 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"66746 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"79821 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"107351 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"121822 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"122399 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"\n",
|
||
" VorgangsTypName VorgangsDatum VorgangsStatusId \\\n",
|
||
"1082 Reparaturauftrag (Portal) 2022-02-21 5 \n",
|
||
"1710 Reparaturauftrag (Portal) 2020-11-12 5 \n",
|
||
"3525 Reparaturauftrag (Portal) 2021-12-16 5 \n",
|
||
"3786 Reparaturauftrag (Portal) 2022-06-01 5 \n",
|
||
"11101 Reparaturauftrag (Portal) 2023-04-05 5 \n",
|
||
"13645 Störungsmeldung 2021-09-16 5 \n",
|
||
"14105 Reparaturauftrag (Portal) 2020-10-23 5 \n",
|
||
"22686 Reparaturauftrag (Portal) 2020-09-23 5 \n",
|
||
"24898 Reparaturauftrag (Portal) 2020-08-05 5 \n",
|
||
"25405 Reparaturauftrag (Portal) 2020-11-16 5 \n",
|
||
"26160 Reparaturauftrag (Portal) 2020-06-29 5 \n",
|
||
"32457 Reparaturauftrag (Portal) 2019-09-16 5 \n",
|
||
"36300 Reparaturauftrag (Portal) 2021-07-12 5 \n",
|
||
"39483 Reparaturauftrag (Portal) 2023-05-24 5 \n",
|
||
"46099 Reparaturauftrag (Portal) 2020-12-16 5 \n",
|
||
"47628 Reparaturauftrag (Portal) 2021-04-08 5 \n",
|
||
"47634 Reparaturauftrag (Portal) 2021-04-08 5 \n",
|
||
"52136 Reparaturauftrag (Portal) 2022-07-11 5 \n",
|
||
"57067 Reparaturauftrag (Portal) 2021-03-01 5 \n",
|
||
"60040 Reparaturauftrag (Portal) 2021-02-09 5 \n",
|
||
"62125 Reparaturauftrag (Portal) 2019-12-18 5 \n",
|
||
"66746 Reparaturauftrag (Portal) 2020-01-11 5 \n",
|
||
"79821 Reparaturauftrag (Portal) 2022-08-19 5 \n",
|
||
"107351 Reparaturauftrag (Portal) 2022-11-16 5 \n",
|
||
"121822 Reparaturauftrag (Portal) 2022-12-13 5 \n",
|
||
"122399 Reparaturauftrag (Portal) 2023-02-14 5 \n",
|
||
"\n",
|
||
" VorgangsPrioritaet ... VorgangsOrt VorgangsArtText \\\n",
|
||
"1082 0 ... NaN Flurförderzeug \n",
|
||
"1710 0 ... NaN Flurförderzeug \n",
|
||
"3525 0 ... NaN Flurförderzeug \n",
|
||
"3786 0 ... NaN Flurförderzeug \n",
|
||
"11101 0 ... NaN Flurförderzeug \n",
|
||
"13645 0 ... NaN Flurförderzeug \n",
|
||
"14105 0 ... NaN Flurförderzeug \n",
|
||
"22686 0 ... NaN Flurförderzeug \n",
|
||
"24898 0 ... NaN Flurförderzeug \n",
|
||
"25405 0 ... NaN Flurförderzeug \n",
|
||
"26160 0 ... NaN Allgemeine Reparaturarbeiten \n",
|
||
"32457 0 ... NaN Flurförderzeug \n",
|
||
"36300 0 ... NaN Flurförderzeug \n",
|
||
"39483 0 ... NaN Flurförderzeug \n",
|
||
"46099 0 ... NaN Flurförderzeug \n",
|
||
"47628 0 ... NaN Flurförderzeug \n",
|
||
"47634 0 ... NaN Flurförderzeug \n",
|
||
"52136 0 ... NaN Flurförderzeug \n",
|
||
"57067 0 ... NaN Flurförderzeug \n",
|
||
"60040 0 ... NaN Flurförderzeug \n",
|
||
"62125 0 ... NaN Flurförderzeug \n",
|
||
"66746 0 ... NaN Flurförderzeug \n",
|
||
"79821 0 ... NaN Flurförderzeug \n",
|
||
"107351 0 ... NaN Flurförderzeug \n",
|
||
"121822 0 ... NaN Flurförderzeug \n",
|
||
"122399 0 ... NaN Flurförderzeug \n",
|
||
"\n",
|
||
" ErledigungsDatum ErledigungsArtText \\\n",
|
||
"1082 2022-02-22 Intern UTT - Reparatur \n",
|
||
"1710 2020-11-12 Intern UTT - Reinigung \n",
|
||
"3525 2021-12-16 Intern UTT - Reparatur \n",
|
||
"3786 2022-06-02 Intern UTT - Reparatur \n",
|
||
"11101 2023-04-21 Extern - Reparatur \n",
|
||
"13645 2021-09-16 Intern UTT - Reparatur \n",
|
||
"14105 2020-10-22 Intern UTT - Reparatur \n",
|
||
"22686 2020-09-24 Intern UTT - Reparatur \n",
|
||
"24898 2020-08-05 Intern UTT - Reparatur \n",
|
||
"25405 2020-11-19 Intern UTT - Reparatur \n",
|
||
"26160 2020-06-30 Intern UTT - Prüfung \n",
|
||
"32457 2019-09-17 Externe Reparatur \n",
|
||
"36300 2021-07-12 Extern - Reparatur \n",
|
||
"39483 2023-05-25 Intern UTT - Reparatur \n",
|
||
"46099 2020-12-16 Extern - Reparatur \n",
|
||
"47628 2021-04-08 Intern UTT - Reparatur \n",
|
||
"47634 2021-04-08 Intern UTT - Reparatur \n",
|
||
"52136 2022-07-12 Intern UTT - Wartung \n",
|
||
"57067 2021-03-02 Intern UTT - Reparatur \n",
|
||
"60040 2021-02-10 Intern UTT - Reparatur \n",
|
||
"62125 2019-12-18 Reparatur UTT \n",
|
||
"66746 2020-01-13 Reparatur UTT \n",
|
||
"79821 2022-08-22 Intern UTT - Reparatur \n",
|
||
"107351 2022-11-17 Intern UTT - Reparatur \n",
|
||
"121822 2022-12-13 Intern UTT - Reparatur \n",
|
||
"122399 2023-02-14 Intern UTT - Reparatur \n",
|
||
"\n",
|
||
" ErledigungsBeschreibung \\\n",
|
||
"1082 Laufrollen gesäubert und teilweise ausgewechselt. \n",
|
||
"1710 Räder von Fäden befreit. \n",
|
||
"3525 Stützrad beide erneuert\\n \n",
|
||
"3786 Laufrollen gereinigt \n",
|
||
"11101 Fahrzeug verliert öl, Monteur muss verständigt... \n",
|
||
"13645 Räder gesäubert \n",
|
||
"14105 Laufrollen gesäubert \n",
|
||
"22686 Bügel ausgerichtet und Räder von Fäden befreit. \n",
|
||
"24898 Bügel erneuert. Da ausrichten nicht möglich war \n",
|
||
"25405 Bügel und Stützräder getauscht \n",
|
||
"26160 Ladegerät wurde geprüft gemäß DIN VDE 0701/0702. \n",
|
||
"32457 NaN \n",
|
||
"36300 NaN \n",
|
||
"39483 Laufrollen sauber gemacht von Fäden befreit \n",
|
||
"46099 Fädengezogen \n",
|
||
"47628 \\nwird bei folgendem Tk gemacht\\nsiehe TK \\n11... \n",
|
||
"47634 vordere Gabelrolle rechts Laufbelag runter\\n\\n... \n",
|
||
"52136 Räder gereinigt \n",
|
||
"57067 Antriebrad Stützräder und vordere Räder von Sc... \n",
|
||
"60040 Räder säubern\\n\\nSchutzbügel austauschen \\n \n",
|
||
"62125 Bügel gerade gebogen. \n",
|
||
"66746 fäden von rollen entfernt \n",
|
||
"79821 alle Räder gereinigt und gelenke abgeschmiert. \n",
|
||
"107351 erledigt \n",
|
||
"121822 Räder gesäubert.\\nschraube musste ausgebohrt w... \n",
|
||
"122399 erledigt \n",
|
||
"\n",
|
||
" MPMelderArbeitsplatz MPAbteilungBezeichnung Arbeitsbeginn \\\n",
|
||
"1082 Versand Versand 2022-02-22 \n",
|
||
"1710 Versand Versand 2020-11-12 \n",
|
||
"3525 Weberei Weberei 2021-12-16 \n",
|
||
"3786 Versand Versand 2022-06-02 \n",
|
||
"11101 Vorwerk Vorwerk 2023-04-06 \n",
|
||
"13645 NaN NaN 2021-09-16 \n",
|
||
"14105 Versand Versand 2020-10-22 \n",
|
||
"22686 Weberei Weberei 2020-09-24 \n",
|
||
"24898 Weberei Weberei 2020-08-05 \n",
|
||
"25405 Versand Versand 2020-11-19 \n",
|
||
"26160 Weberei Weberei 2020-06-30 \n",
|
||
"32457 Weberei Weberei NaT \n",
|
||
"36300 Weberei Weberei 2021-07-12 \n",
|
||
"39483 Versand Versand 2023-05-25 \n",
|
||
"46099 Versand Versand 2020-12-16 \n",
|
||
"47628 Versand Versand 2021-04-08 \n",
|
||
"47634 Versand Versand 2021-04-08 \n",
|
||
"52136 Versand Versand 2022-07-12 \n",
|
||
"57067 Versand Versand 2021-03-02 \n",
|
||
"60040 Versand Versand 2021-02-10 \n",
|
||
"62125 Versand Versand 2019-12-18 \n",
|
||
"66746 Weberei Weberei 2020-01-13 \n",
|
||
"79821 Versand Versand 2022-08-22 \n",
|
||
"107351 Versand Versand 2022-11-16 \n",
|
||
"121822 Versand Versand 2022-12-13 \n",
|
||
"122399 Weberei Weberei 2023-02-14 \n",
|
||
"\n",
|
||
" ErstellungsDatum nlp_model_input \n",
|
||
"1082 2022-02-21 Laufrollen vorne tauschen/säubern \n",
|
||
"1710 2020-11-12 Laufrollen vorne bedingt einsatzfähig \n",
|
||
"3525 2021-12-16 Stützrad defekt \n",
|
||
"3786 2022-06-01 Laufrollen reinigen (Garnfäden) \n",
|
||
"11101 2023-04-05 Verliert Öl.\\nWenn Fz. länger steht bildet sic... \n",
|
||
"13645 2021-09-16 Räder Sauber machen \n",
|
||
"14105 2020-10-23 Laufrollen säubern \n",
|
||
"22686 2020-09-23 Schutzbügel defekt verbogen bitte richten und ... \n",
|
||
"24898 2020-08-05 Bügel verbogen bitte ausrichten \n",
|
||
"25405 2020-11-16 Schutzbügel defekt >reparatur reicht am 17.11.... \n",
|
||
"26160 2020-06-29 Ladestation nicht geprüft. \n",
|
||
"32457 2019-09-16 Schutzbügel verbogen bitte richten \n",
|
||
"36300 2021-07-12 Räder bitte sauber machen und das defekte Rad ... \n",
|
||
"39483 2023-05-24 Laufrollen wechseln/sauber machen \n",
|
||
"46099 2020-12-16 Rollen \n",
|
||
"47628 2021-04-08 Nachtrag zur vorangehenden Meldung: Antriebsra... \n",
|
||
"47634 2021-04-08 Rad defekt\\n\\nNachtrag zur vorangehenden Meldu... \n",
|
||
"52136 2022-07-11 Laufrollen verstopft (Garn) \n",
|
||
"57067 2021-03-01 Rad defekt \n",
|
||
"60040 2021-02-09 Räder säubern\\n\\nSchutzbügel austauschen \n",
|
||
"62125 2019-12-18 Schutzbügel verbogen \n",
|
||
"66746 2020-01-11 Bitte Räder reinigen sauber machen \n",
|
||
"79821 2022-08-19 Räder säubern \n",
|
||
"107351 2022-11-16 Laufrollen bitte säubern. \n",
|
||
"121822 2022-12-13 Laufrollen säubern \n",
|
||
"122399 2023-02-14 Bitte Räder von Fadenresten sauber machen \n",
|
||
"\n",
|
||
"[26 rows x 21 columns]"
|
||
]
|
||
},
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"anlys_data.loc[anlys_data['ObjektID']==315]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"ObjektID\n",
|
||
"640 3\n",
|
||
"287 3\n",
|
||
"Name: count, dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"test = num_activities_per_obj_id.iloc[300:302].copy()\n",
|
||
"test"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"tl_candidates = get_timeline_candidates_index(\n",
|
||
" data=anlys_data,\n",
|
||
" num_activities_per_obj_id=test,\n",
|
||
" model=model_stfr,\n",
|
||
" cos_sim_threshold=0.1,\n",
|
||
" model_input_feature=target_feature_name,\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"INFO:ihm_analyse.graphs:Graph properties: 3 Nodes, 3 Edges\n",
|
||
"INFO:ihm_analyse.graphs:Node memory: 0.09 KB\n",
|
||
"INFO:ihm_analyse.graphs:Edge memory: 0.16 KB\n",
|
||
"INFO:ihm_analyse.graphs:Total memory: 0.26 KB\n",
|
||
"obj_id=640, cands=[14720, 27393, 3878]\n",
|
||
"INFO:ihm_analyse.graphs:Graph properties: 3 Nodes, 3 Edges\n",
|
||
"INFO:ihm_analyse.graphs:Node memory: 0.09 KB\n",
|
||
"INFO:ihm_analyse.graphs:Edge memory: 0.16 KB\n",
|
||
"INFO:ihm_analyse.graphs:Total memory: 0.26 KB\n",
|
||
"obj_id=287, cands=[19665, 61717, 15983]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"for (obj_id, cands) in tl_candidates:\n",
|
||
" print(f'{obj_id=}, {cands=}')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
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"<style scoped>\n",
|
||
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|
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|
||
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|
||
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|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
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|
||
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|
||
" .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>VorgangsID</th>\n",
|
||
" <th>ObjektID</th>\n",
|
||
" <th>HObjektText</th>\n",
|
||
" <th>ObjektArtID</th>\n",
|
||
" <th>ObjektArtText</th>\n",
|
||
" <th>VorgangsTypID</th>\n",
|
||
" <th>VorgangsTypName</th>\n",
|
||
" <th>VorgangsDatum</th>\n",
|
||
" <th>VorgangsStatusId</th>\n",
|
||
" <th>VorgangsPrioritaet</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>VorgangsOrt</th>\n",
|
||
" <th>VorgangsArtText</th>\n",
|
||
" <th>ErledigungsDatum</th>\n",
|
||
" <th>ErledigungsArtText</th>\n",
|
||
" <th>ErledigungsBeschreibung</th>\n",
|
||
" <th>MPMelderArbeitsplatz</th>\n",
|
||
" <th>MPAbteilungBezeichnung</th>\n",
|
||
" <th>Arbeitsbeginn</th>\n",
|
||
" <th>ErstellungsDatum</th>\n",
|
||
" <th>nlp_model_input</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>14720</th>\n",
|
||
" <td>3798</td>\n",
|
||
" <td>640</td>\n",
|
||
" <td>R35, Schnelllauftor,</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>Falt- und Schnelllauftore</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>Störungsmeldung</td>\n",
|
||
" <td>2019-07-03</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Schnelllauftor</td>\n",
|
||
" <td>2019-07-04</td>\n",
|
||
" <td>Reparatur UTT</td>\n",
|
||
" <td>Elektrokabel aus dem Führungsrahmen entfernt.</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-07-04</td>\n",
|
||
" <td>2019-07-03</td>\n",
|
||
" <td>Behang hängt bei Bedinung schief \\nbitte kont...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27393</th>\n",
|
||
" <td>10974</td>\n",
|
||
" <td>640</td>\n",
|
||
" <td>R35, Schnelllauftor,</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>Falt- und Schnelllauftore</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2019-09-11</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Schnelllauftor</td>\n",
|
||
" <td>2019-09-11</td>\n",
|
||
" <td>Reparatur UTT</td>\n",
|
||
" <td>vom Schnelllauftor die Schiene ausgebaut und a...</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
" <td>Weberei</td>\n",
|
||
" <td>2019-09-11</td>\n",
|
||
" <td>2019-09-11</td>\n",
|
||
" <td>Schnellauftor R35 Defekt in Halle 54\\nGewalts...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3878</th>\n",
|
||
" <td>145910</td>\n",
|
||
" <td>640</td>\n",
|
||
" <td>R35, Schnelllauftor,</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>Falt- und Schnelllauftore</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>Störungsmeldung</td>\n",
|
||
" <td>2021-11-24</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Allgemeine Reparaturarbeiten</td>\n",
|
||
" <td>2021-12-16</td>\n",
|
||
" <td>Intern UTT - Reparatur</td>\n",
|
||
" <td>Beim Tor unterstes Torelement ausgerichtet abe...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2021-12-16</td>\n",
|
||
" <td>2021-11-24</td>\n",
|
||
" <td>Abdeckung austauschen, wurde angefahren</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3 rows × 21 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" VorgangsID ObjektID HObjektText ObjektArtID \\\n",
|
||
"14720 3798 640 R35, Schnelllauftor, 36 \n",
|
||
"27393 10974 640 R35, Schnelllauftor, 36 \n",
|
||
"3878 145910 640 R35, Schnelllauftor, 36 \n",
|
||
"\n",
|
||
" ObjektArtText VorgangsTypID VorgangsTypName \\\n",
|
||
"14720 Falt- und Schnelllauftore 2 Störungsmeldung \n",
|
||
"27393 Falt- und Schnelllauftore 3 Reparaturauftrag (Portal) \n",
|
||
"3878 Falt- und Schnelllauftore 2 Störungsmeldung \n",
|
||
"\n",
|
||
" VorgangsDatum VorgangsStatusId VorgangsPrioritaet ... VorgangsOrt \\\n",
|
||
"14720 2019-07-03 5 0 ... NaN \n",
|
||
"27393 2019-09-11 5 0 ... NaN \n",
|
||
"3878 2021-11-24 5 0 ... NaN \n",
|
||
"\n",
|
||
" VorgangsArtText ErledigungsDatum \\\n",
|
||
"14720 Schnelllauftor 2019-07-04 \n",
|
||
"27393 Schnelllauftor 2019-09-11 \n",
|
||
"3878 Allgemeine Reparaturarbeiten 2021-12-16 \n",
|
||
"\n",
|
||
" ErledigungsArtText \\\n",
|
||
"14720 Reparatur UTT \n",
|
||
"27393 Reparatur UTT \n",
|
||
"3878 Intern UTT - Reparatur \n",
|
||
"\n",
|
||
" ErledigungsBeschreibung MPMelderArbeitsplatz \\\n",
|
||
"14720 Elektrokabel aus dem Führungsrahmen entfernt. NaN \n",
|
||
"27393 vom Schnelllauftor die Schiene ausgebaut und a... Weberei \n",
|
||
"3878 Beim Tor unterstes Torelement ausgerichtet abe... NaN \n",
|
||
"\n",
|
||
" MPAbteilungBezeichnung Arbeitsbeginn ErstellungsDatum \\\n",
|
||
"14720 NaN 2019-07-04 2019-07-03 \n",
|
||
"27393 Weberei 2019-09-11 2019-09-11 \n",
|
||
"3878 NaN 2021-12-16 2021-11-24 \n",
|
||
"\n",
|
||
" nlp_model_input \n",
|
||
"14720 Behang hängt bei Bedinung schief \\nbitte kont... \n",
|
||
"27393 Schnellauftor R35 Defekt in Halle 54\\nGewalts... \n",
|
||
"3878 Abdeckung austauschen, wurde angefahren \n",
|
||
"\n",
|
||
"[3 rows x 21 columns]"
|
||
]
|
||
},
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"res = anlys_data.loc[[14720, 27393, 3878]]\n",
|
||
"res"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 49,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import plotly.express as px\n",
|
||
"import plotly.io as pio\n",
|
||
"pio.renderers.default = 'iframe'"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 73,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def filter_df(data, obj_id, cands):\n",
|
||
" res = data.loc[cands]\n",
|
||
" texts = res['HObjektText']\n",
|
||
" obj_text = texts.loc[~(texts.isna())].iat[0]\n",
|
||
" obj_text = obj_text.strip(r' ,.:')\n",
|
||
" return obj_text"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 74,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"text = filter_df(anlys_data, 640, [14720, 27393, 3878])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 75,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'R35, Schnelllauftor'"
|
||
]
|
||
},
|
||
"execution_count": 75,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"text"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 50,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"t = res['ErstellungsDatum'].sort_values(ascending=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"14720 2019-07-03\n",
|
||
"27393 2019-09-11\n",
|
||
"3878 2021-11-24\n",
|
||
"Name: ErstellungsDatum, dtype: datetime64[ns]"
|
||
]
|
||
},
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"t"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 57,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<iframe\n",
|
||
" scrolling=\"no\"\n",
|
||
" width=\"100%\"\n",
|
||
" height=\"545px\"\n",
|
||
" src=\"iframe_figures/figure_57.html\"\n",
|
||
" frameborder=\"0\"\n",
|
||
" allowfullscreen\n",
|
||
"></iframe>\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = px.scatter(data_frame=res, x='ErstellungsDatum')\n",
|
||
"fig.update_yaxes(type='category')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 113,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"123735 Kettschrauben abgebrochen (Gewinde schneiden)\n",
|
||
"Name: nlp_model_input, dtype: object"
|
||
]
|
||
},
|
||
"execution_count": 113,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# filter each ObjID, get model input with index\n",
|
||
"for obj_id in test.index:\n",
|
||
" test2 = anlys_data.loc[anlys_data[test.index.name]==obj_id]\n",
|
||
" test2 = test2[target_feature_name]\n",
|
||
"test2"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 292,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['Regalbediengerät fällt immer wieder aus.\\nFehlercode VZK ER 204/ER 226 während der Fahrt.\\nFehlercode VZK ER 208 / ER 209',\n",
|
||
" 'Hochregalstapler stoppt ständig.\\nFehleranzeige: VZA ER 179',\n",
|
||
" 'Hier wird ein Hochlagerstapler Spezialist benötigt..\\n\\nToyota Herr Jörg Langner tel_Nr. 0172-8218647 UVV\\nDambach B12 (A)\\n\\n\\nFehlermeldung:\\nKetten schlaff\\nFehlermeldung: VZK - ER229\\n\\n\\nfehlermeldung trift nur sporadisch auf...\\nLaut Herr Frick beibt Gerät in Höhe stehen und fährt erst nach mehrmaligem Neustart oder teilweiseerst nach bis zu ca. 30Min.\\nwieder. \\n\\nLaut Herr Spennesberger soll Herr Langner (Toyota) anscheinend nächste Woche auch zur UVV erscheinen.',\n",
|
||
" 'Gabeldrehen defekt > Kette gerissen\\n\\nSeitenhub defekt > Führung verbogen gerissen\\n\\nStapler ist irgendwo (? Regal ? ) angefahren\\n\\n',\n",
|
||
" 'Herrn Langner bitte nochmals anfordern. Aktuell steht das Fahrzeug. Fehlercode VZA OK / VZK Error(s) Er229 / VZB OK\\nFr. Stöppel hat Herr Langer benachrichtigt.\\nElektriker bitte Schalter messen evtl. tauschen\\nHerr Frick und Herr Hochberger wissen bescheid',\n",
|
||
" 'Halterung Seitenverstellung gebrochen',\n",
|
||
" 'Gabelzinkenverstellung gebrochen\\nVerstärkung\\nGraf M.',\n",
|
||
" 'Fehlermeldung\\n09101\\n09126\\n\\nLäuft langsam\\n\\nMagerl Martin 05.01.2021 8.00Uhr\\nStapler wurde bis an das hintere Ende gefahren, und hat dadurch seine Position verloren. \\nAnlernen mit Hilfe von Fabi (Versand) Funktionstest. Stapler läuft.\\n\\nInfo Graf /Frick /Magerl 07.01.2021 08.00Uhr Fehler ist wieder da\\nHerr Holzbock / Fr. Stöppel > informieren Toyota Service \\n(Monteur für Hochlagerregalstapler) zur Reparatur\\n',\n",
|
||
" 'B12 Dambach\\nFehlermeldung \"Kette schlaff\"\\n\\nteilweise sporadischer fehler...\\n\\nnach ca 5-8maligen auseinschalten ist fehler zeitweise weg!!!!\\n\\nlaut Info von Herr Konrad R. wurde von ,, Monteur Dammbachgeräte Toyota\\'\\'\\n\\nangeraten entsprechende Energiekettemit Kabeln zu wechseln dies ist bereits geschehen.\\n\\n07.01.2020 14.00Uhr Graf/Konrad.R >Feler soll von Toyota behoben werden... Herr Holzbock informiert Toyota.. ',\n",
|
||
" 'Schraube an Hubmast gebrochen',\n",
|
||
" 'Pumpenmotor zur Seitenhubverstellung defekt.\\nAnsteuerung Pumpenmotor evtl. defekt.\\n\\nStand 15.04.21 (Stöppel):\\t\\tMonteur ist geordert. Herr Langner ist krank. Ersatz muss organisiert werden.',\n",
|
||
" 'Sensor defekt bzw. Störung']"
|
||
]
|
||
},
|
||
"execution_count": 292,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"batch = obj_data.conc.to_list()\n",
|
||
"batch"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 293,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Batches: 100%|██████████| 1/1 [00:01<00:00, 1.77s/it]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"embds = model_stfr.encode(batch)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 294,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"cos_sim = sentence_transformers.util.cos_sim(embds, embds).numpy()\n",
|
||
"np.fill_diagonal(cos_sim, 0.)\n",
|
||
"cos_sim = np.triu(cos_sim)\n",
|
||
"#cos_sim"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 299,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"THRESHOLD = 0.5\n",
|
||
"#np.where(cos_sim > THRESHOLD, cos_sim, 0)\n",
|
||
"indices = np.argwhere(cos_sim >= THRESHOLD)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 287,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"text1='Reparaturauftrag (Portal) - Allgemeine Reparaturarbeiten - bei Laser1 an Bandsäge band abgerissen\\nund bitte Hydraulikbremsfeder kontrollieren', \n",
|
||
" text2='Reparaturauftrag (Portal) - Allgemeine Reparaturarbeiten - Bandsäge ein-aus schalter defekt.\\n(Haltering von Stellschraube gebrochen) dieser fährt auf Endschalter', \n",
|
||
" cos_sim_val=0.60256654 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Reparaturauftrag (Portal) - Allgemeine Reparaturarbeiten - bei Laser1 an Bandsäge band abgerissen\\nund bitte Hydraulikbremsfeder kontrollieren', \n",
|
||
" text2='Reparaturauftrag (Portal) - Allgemeine Reparaturarbeiten - Bandsäge defekt geht sehr schwer hoch Hydraulik Problem NICHT ERLEDIGT!!!!!!!\\n\\n13.06.2022: Feder eingebaut durch Hr. Özdemir und funtkionstüchtig', \n",
|
||
" cos_sim_val=0.56998414 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Reparaturauftrag (Portal) - Allgemeine Reparaturarbeiten - Bandsäge ein-aus schalter defekt.\\n(Haltering von Stellschraube gebrochen) dieser fährt auf Endschalter', \n",
|
||
" text2='Reparaturauftrag (Portal) - Allgemeine Reparaturarbeiten - Bandsäge defekt geht sehr schwer hoch Hydraulik Problem NICHT ERLEDIGT!!!!!!!\\n\\n13.06.2022: Feder eingebaut durch Hr. Özdemir und funtkionstüchtig', \n",
|
||
" cos_sim_val=0.6769313 \n",
|
||
"\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"for idx_pair in indices:\n",
|
||
" idx1 = idx_pair[0]\n",
|
||
" idx2 = idx_pair[1]\n",
|
||
" text1 = batch[idx1]\n",
|
||
" text2 = batch[idx2]\n",
|
||
" \n",
|
||
" cos_sim_val = cos_sim[idx1,idx2]\n",
|
||
" \n",
|
||
" print(f\"{text1=}, \\n {text2=}, \\n {cos_sim_val=} \\n\\n\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 290,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'\\nobj_data = anlys_data.loc[\\n anlys_data.ObjektID==OBJ_ID_INTEREST,:\\n].copy()\\n'"
|
||
]
|
||
},
|
||
"execution_count": 290,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# test ID with small amount of entries\n",
|
||
"# e.g. 19\n",
|
||
"OBJ_ID_INTEREST = 311 # 311 # 87 #19\n",
|
||
"obj_data = anlys_data.loc[\n",
|
||
" ((anlys_data.ObjektID==OBJ_ID_INTEREST) & \n",
|
||
" (anlys_data.VorgangsTypName=='Reparaturauftrag (Portal)')),:\n",
|
||
"].copy()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"LOAD_CALC_FILES = False"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# load preprocessed dataset\n",
|
||
"DATA_SET_ID = 'Export4'\n",
|
||
"\n",
|
||
"SAVE_PATH_DF_DUPL_OCCUR = f'./02_1_Preprocess1/{DATA_SET_ID}_00_DF_wo_dupl.parquet'\n",
|
||
"data = pd.read_parquet(SAVE_PATH_DF_DUPL_OCCUR)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"data.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array(['427 C , Webmaschine, DL 280 EMS Breite 280 ',\n",
|
||
" '621 C , Webmaschine, DL 280 EMS Breite 280 ',\n",
|
||
" '285 C, Webmaschine, SG 220 EMS', '107, Webmaschine, OM 220 EOS',\n",
|
||
" '00138, Schärmaschine 9, ', 'Warenschau allgemein',\n",
|
||
" 'Neben der Türe', 'Schlagloch im Kettregalgang',\n",
|
||
" '294 C, Webmaschine, SG 240 EMS',\n",
|
||
" 'Umkleideraum Herren beim Haupteingang'], dtype=object)"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data.iloc[:10,:].HObjektText.unique()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"ret = data.loc[(data.ObjektID==0), 'HObjektText']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"517"
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"len(ret)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"306"
|
||
]
|
||
},
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"len(ret.unique())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"obj_id=0, uni texts: 306\n",
|
||
"obj_id=906, uni texts: 4\n",
|
||
"obj_id=1110, uni texts: 4\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# mapping: dict[ObjektID, (total num of entries for given ID,\n",
|
||
"# total num of unique objekt texts)]\n",
|
||
"id_to_num_objs: dict[int, (int, int)] = dict()\n",
|
||
"\n",
|
||
"for obj_id in data.ObjektID.unique():\n",
|
||
" temp = data.loc[(data.ObjektID==obj_id), 'HObjektText']\n",
|
||
" temp1 = len(temp)\n",
|
||
" temp2 = len(temp.unique())\n",
|
||
" \n",
|
||
" id_to_num_objs[obj_id] = (temp1, temp2)\n",
|
||
" \n",
|
||
" if temp2 > 3:\n",
|
||
" print(f\"{obj_id=}, uni texts: {temp2}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 199,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"ObjektID\n",
|
||
"0 443\n",
|
||
"1 253\n",
|
||
"1654 223\n",
|
||
"7 207\n",
|
||
"151 185\n",
|
||
" ... \n",
|
||
"686 1\n",
|
||
"942 1\n",
|
||
"387 1\n",
|
||
"1122 1\n",
|
||
"1797 1\n",
|
||
"Name: count, Length: 389, dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 199,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# get ObIDs with repair orders and sort by number of occurences\n",
|
||
"repair_freq = data.loc[(data.VorgangsTypName=='Reparaturauftrag (Portal)'), 'ObjektID'].value_counts()\n",
|
||
"repair_freq"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 236,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"idx=311, count=12\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"num_entry = 150\n",
|
||
"count = repair_freq.iat[num_entry]\n",
|
||
"idx = repair_freq.index[num_entry]\n",
|
||
"print(f'{idx=}, {count=}')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 237,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>num_entries</th>\n",
|
||
" <th>num_uni_ids</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>ObID</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1110</th>\n",
|
||
" <td>1289</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1698</th>\n",
|
||
" <td>930</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>910</th>\n",
|
||
" <td>732</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1726</th>\n",
|
||
" <td>698</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1694</th>\n",
|
||
" <td>646</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2705</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2702</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2701</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2700</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2657</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1845 rows × 2 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" num_entries num_uni_ids\n",
|
||
"ObID \n",
|
||
"1110 1289 4\n",
|
||
"1698 930 2\n",
|
||
"910 732 2\n",
|
||
"1726 698 2\n",
|
||
"1694 646 1\n",
|
||
"... ... ...\n",
|
||
"2705 1 1\n",
|
||
"2702 1 1\n",
|
||
"2701 1 1\n",
|
||
"2700 1 1\n",
|
||
"2657 1 1\n",
|
||
"\n",
|
||
"[1845 rows x 2 columns]"
|
||
]
|
||
},
|
||
"execution_count": 237,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"idx_overview = pd.DataFrame.from_dict(\n",
|
||
" id_to_num_objs, \n",
|
||
" orient='index',\n",
|
||
" columns=['num_entries', 'num_uni_ids']\n",
|
||
").sort_index()\n",
|
||
"idx_overview.index.name = 'ObID'\n",
|
||
"idx_overview = idx_overview.sort_values(by='num_entries', ascending=False)\n",
|
||
"idx_overview"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 190,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"num_entries 2\n",
|
||
"num_uni_ids 1\n",
|
||
"Name: 2472, dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 190,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"idx_overview.iloc[1500,:]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"- nur ObjektID==0 mehrfach vergeben\n",
|
||
"- andere IDs nutzbar"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 126,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"anlys_data = data.loc[(data.ObjektID!=0), :].copy()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 127,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"len(data)=128936, len(anlys_data)=128419\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(f\"{len(data)=}, {len(anlys_data)=}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 288,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# VorgangsTypName, VorgangsArtText, VorgangsBeschreibung\n",
|
||
"prop_interest = [\n",
|
||
" 'VorgangsTypName', \n",
|
||
" 'VorgangsArtText', \n",
|
||
" 'VorgangsBeschreibung'\n",
|
||
"]\n",
|
||
"\n",
|
||
"prop_interest = [\n",
|
||
" 'VorgangsArtText', \n",
|
||
" 'VorgangsBeschreibung'\n",
|
||
"]\n",
|
||
"\n",
|
||
"prop_interest = [\n",
|
||
" 'VorgangsBeschreibung'\n",
|
||
"]\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 289,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# concat features of interest\n",
|
||
"for it, prop in enumerate(prop_interest):\n",
|
||
" if it == 0:\n",
|
||
" anlys_data['conc'] = anlys_data[prop].fillna('').astype(str)\n",
|
||
" else:\n",
|
||
" anlys_data['conc'] = anlys_data['conc'] + ' - ' + anlys_data[prop].fillna('').astype(str)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 290,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'\\nobj_data = anlys_data.loc[\\n anlys_data.ObjektID==OBJ_ID_INTEREST,:\\n].copy()\\n'"
|
||
]
|
||
},
|
||
"execution_count": 290,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# test ID with small amount of entries\n",
|
||
"# e.g. 19\n",
|
||
"OBJ_ID_INTEREST = 311 # 311 # 87 #19\n",
|
||
"obj_data = anlys_data.loc[\n",
|
||
" ((anlys_data.ObjektID==OBJ_ID_INTEREST) & \n",
|
||
" (anlys_data.VorgangsTypName=='Reparaturauftrag (Portal)')),:\n",
|
||
"].copy()\n",
|
||
"\"\"\"\n",
|
||
"obj_data = anlys_data.loc[\n",
|
||
" anlys_data.ObjektID==OBJ_ID_INTEREST,:\n",
|
||
"].copy()\n",
|
||
"\"\"\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 291,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>VorgangsID</th>\n",
|
||
" <th>ObjektID</th>\n",
|
||
" <th>HObjektText</th>\n",
|
||
" <th>ObjektArtID</th>\n",
|
||
" <th>ObjektArtText</th>\n",
|
||
" <th>VorgangsTypID</th>\n",
|
||
" <th>VorgangsTypName</th>\n",
|
||
" <th>VorgangsDatum</th>\n",
|
||
" <th>VorgangsStatusId</th>\n",
|
||
" <th>VorgangsPrioritaet</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>VorgangsOrt</th>\n",
|
||
" <th>VorgangsArtText</th>\n",
|
||
" <th>ErledigungsDatum</th>\n",
|
||
" <th>ErledigungsArtText</th>\n",
|
||
" <th>ErledigungsBeschreibung</th>\n",
|
||
" <th>MPMelderArbeitsplatz</th>\n",
|
||
" <th>MPAbteilungBezeichnung</th>\n",
|
||
" <th>Arbeitsbeginn</th>\n",
|
||
" <th>ErstellungsDatum</th>\n",
|
||
" <th>conc</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>254</th>\n",
|
||
" <td>142283</td>\n",
|
||
" <td>311</td>\n",
|
||
" <td>B12 (A), Regalbediengerät,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2021-11-02</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>None</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2021-11-23</td>\n",
|
||
" <td>Extern - Kundendienst</td>\n",
|
||
" <td>Externer Kundendienst wurde durchgeführt\\n\\nBe...</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2021-11-23</td>\n",
|
||
" <td>2021-11-02</td>\n",
|
||
" <td>Regalbediengerät fällt immer wieder aus.\\nFehl...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12485</th>\n",
|
||
" <td>136107</td>\n",
|
||
" <td>311</td>\n",
|
||
" <td>B12 (A), Regalbediengerät,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2021-08-17</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>None</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2021-08-23</td>\n",
|
||
" <td>Extern - Reparatur</td>\n",
|
||
" <td>Externe Reparatur wurde durchgeführt\\n\\nBeanst...</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2021-08-23</td>\n",
|
||
" <td>2021-08-17</td>\n",
|
||
" <td>Hochregalstapler stoppt ständig.\\nFehleranzeig...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14160</th>\n",
|
||
" <td>3998</td>\n",
|
||
" <td>311</td>\n",
|
||
" <td>B12 (A), Regalbediengerät,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2019-07-12</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>None</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2019-07-18</td>\n",
|
||
" <td>Kundendienst</td>\n",
|
||
" <td>None</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2019-07-12</td>\n",
|
||
" <td>2019-07-12</td>\n",
|
||
" <td>Hier wird ein Hochlagerstapler Spezialist benö...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15016</th>\n",
|
||
" <td>62522</td>\n",
|
||
" <td>311</td>\n",
|
||
" <td>B12 (A), Regalbediengerät,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2020-10-22</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>None</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2020-10-23</td>\n",
|
||
" <td>Intern UTT - Reparatur</td>\n",
|
||
" <td>Kettenmitnehmer für Gabeldrehen angefertigt (F...</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2020-10-22</td>\n",
|
||
" <td>2020-10-22</td>\n",
|
||
" <td>Gabeldrehen defekt > Kette gerissen\\n\\nSeitenh...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19343</th>\n",
|
||
" <td>4122</td>\n",
|
||
" <td>311</td>\n",
|
||
" <td>B12 (A), Regalbediengerät,</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>Flurförderzeuge / Putzmaschine / Rasenmäher</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Reparaturauftrag (Portal)</td>\n",
|
||
" <td>2019-07-23</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>None</td>\n",
|
||
" <td>Flurförderzeug</td>\n",
|
||
" <td>2019-08-27</td>\n",
|
||
" <td>Externe Reparatur</td>\n",
|
||
" <td>Wurde durch Hr. Heuberger repariert.</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>Versand</td>\n",
|
||
" <td>2019-08-27</td>\n",
|
||
" <td>2019-07-23</td>\n",
|
||
" <td>Herrn Langner bitte nochmals anfordern. Aktuel...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 21 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" VorgangsID ObjektID HObjektText ObjektArtID \\\n",
|
||
"254 142283 311 B12 (A), Regalbediengerät, 32 \n",
|
||
"12485 136107 311 B12 (A), Regalbediengerät, 32 \n",
|
||
"14160 3998 311 B12 (A), Regalbediengerät, 32 \n",
|
||
"15016 62522 311 B12 (A), Regalbediengerät, 32 \n",
|
||
"19343 4122 311 B12 (A), Regalbediengerät, 32 \n",
|
||
"\n",
|
||
" ObjektArtText VorgangsTypID \\\n",
|
||
"254 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"12485 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"14160 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"15016 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"19343 Flurförderzeuge / Putzmaschine / Rasenmäher 3 \n",
|
||
"\n",
|
||
" VorgangsTypName VorgangsDatum VorgangsStatusId \\\n",
|
||
"254 Reparaturauftrag (Portal) 2021-11-02 5 \n",
|
||
"12485 Reparaturauftrag (Portal) 2021-08-17 5 \n",
|
||
"14160 Reparaturauftrag (Portal) 2019-07-12 5 \n",
|
||
"15016 Reparaturauftrag (Portal) 2020-10-22 5 \n",
|
||
"19343 Reparaturauftrag (Portal) 2019-07-23 0 \n",
|
||
"\n",
|
||
" VorgangsPrioritaet ... VorgangsOrt VorgangsArtText ErledigungsDatum \\\n",
|
||
"254 0 ... None Flurförderzeug 2021-11-23 \n",
|
||
"12485 0 ... None Flurförderzeug 2021-08-23 \n",
|
||
"14160 0 ... None Flurförderzeug 2019-07-18 \n",
|
||
"15016 0 ... None Flurförderzeug 2020-10-23 \n",
|
||
"19343 0 ... None Flurförderzeug 2019-08-27 \n",
|
||
"\n",
|
||
" ErledigungsArtText \\\n",
|
||
"254 Extern - Kundendienst \n",
|
||
"12485 Extern - Reparatur \n",
|
||
"14160 Kundendienst \n",
|
||
"15016 Intern UTT - Reparatur \n",
|
||
"19343 Externe Reparatur \n",
|
||
"\n",
|
||
" ErledigungsBeschreibung MPMelderArbeitsplatz \\\n",
|
||
"254 Externer Kundendienst wurde durchgeführt\\n\\nBe... Versand \n",
|
||
"12485 Externe Reparatur wurde durchgeführt\\n\\nBeanst... Versand \n",
|
||
"14160 None Versand \n",
|
||
"15016 Kettenmitnehmer für Gabeldrehen angefertigt (F... Versand \n",
|
||
"19343 Wurde durch Hr. Heuberger repariert. Versand \n",
|
||
"\n",
|
||
" MPAbteilungBezeichnung Arbeitsbeginn ErstellungsDatum \\\n",
|
||
"254 Versand 2021-11-23 2021-11-02 \n",
|
||
"12485 Versand 2021-08-23 2021-08-17 \n",
|
||
"14160 Versand 2019-07-12 2019-07-12 \n",
|
||
"15016 Versand 2020-10-22 2020-10-22 \n",
|
||
"19343 Versand 2019-08-27 2019-07-23 \n",
|
||
"\n",
|
||
" conc \n",
|
||
"254 Regalbediengerät fällt immer wieder aus.\\nFehl... \n",
|
||
"12485 Hochregalstapler stoppt ständig.\\nFehleranzeig... \n",
|
||
"14160 Hier wird ein Hochlagerstapler Spezialist benö... \n",
|
||
"15016 Gabeldrehen defekt > Kette gerissen\\n\\nSeitenh... \n",
|
||
"19343 Herrn Langner bitte nochmals anfordern. Aktuel... \n",
|
||
"\n",
|
||
"[5 rows x 21 columns]"
|
||
]
|
||
},
|
||
"execution_count": 291,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"obj_data.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 292,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['Regalbediengerät fällt immer wieder aus.\\nFehlercode VZK ER 204/ER 226 während der Fahrt.\\nFehlercode VZK ER 208 / ER 209',\n",
|
||
" 'Hochregalstapler stoppt ständig.\\nFehleranzeige: VZA ER 179',\n",
|
||
" 'Hier wird ein Hochlagerstapler Spezialist benötigt..\\n\\nToyota Herr Jörg Langner tel_Nr. 0172-8218647 UVV\\nDambach B12 (A)\\n\\n\\nFehlermeldung:\\nKetten schlaff\\nFehlermeldung: VZK - ER229\\n\\n\\nfehlermeldung trift nur sporadisch auf...\\nLaut Herr Frick beibt Gerät in Höhe stehen und fährt erst nach mehrmaligem Neustart oder teilweiseerst nach bis zu ca. 30Min.\\nwieder. \\n\\nLaut Herr Spennesberger soll Herr Langner (Toyota) anscheinend nächste Woche auch zur UVV erscheinen.',\n",
|
||
" 'Gabeldrehen defekt > Kette gerissen\\n\\nSeitenhub defekt > Führung verbogen gerissen\\n\\nStapler ist irgendwo (? Regal ? ) angefahren\\n\\n',\n",
|
||
" 'Herrn Langner bitte nochmals anfordern. Aktuell steht das Fahrzeug. Fehlercode VZA OK / VZK Error(s) Er229 / VZB OK\\nFr. Stöppel hat Herr Langer benachrichtigt.\\nElektriker bitte Schalter messen evtl. tauschen\\nHerr Frick und Herr Hochberger wissen bescheid',\n",
|
||
" 'Halterung Seitenverstellung gebrochen',\n",
|
||
" 'Gabelzinkenverstellung gebrochen\\nVerstärkung\\nGraf M.',\n",
|
||
" 'Fehlermeldung\\n09101\\n09126\\n\\nLäuft langsam\\n\\nMagerl Martin 05.01.2021 8.00Uhr\\nStapler wurde bis an das hintere Ende gefahren, und hat dadurch seine Position verloren. \\nAnlernen mit Hilfe von Fabi (Versand) Funktionstest. Stapler läuft.\\n\\nInfo Graf /Frick /Magerl 07.01.2021 08.00Uhr Fehler ist wieder da\\nHerr Holzbock / Fr. Stöppel > informieren Toyota Service \\n(Monteur für Hochlagerregalstapler) zur Reparatur\\n',\n",
|
||
" 'B12 Dambach\\nFehlermeldung \"Kette schlaff\"\\n\\nteilweise sporadischer fehler...\\n\\nnach ca 5-8maligen auseinschalten ist fehler zeitweise weg!!!!\\n\\nlaut Info von Herr Konrad R. wurde von ,, Monteur Dammbachgeräte Toyota\\'\\'\\n\\nangeraten entsprechende Energiekettemit Kabeln zu wechseln dies ist bereits geschehen.\\n\\n07.01.2020 14.00Uhr Graf/Konrad.R >Feler soll von Toyota behoben werden... Herr Holzbock informiert Toyota.. ',\n",
|
||
" 'Schraube an Hubmast gebrochen',\n",
|
||
" 'Pumpenmotor zur Seitenhubverstellung defekt.\\nAnsteuerung Pumpenmotor evtl. defekt.\\n\\nStand 15.04.21 (Stöppel):\\t\\tMonteur ist geordert. Herr Langner ist krank. Ersatz muss organisiert werden.',\n",
|
||
" 'Sensor defekt bzw. Störung']"
|
||
]
|
||
},
|
||
"execution_count": 292,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"batch = obj_data.conc.to_list()\n",
|
||
"batch"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 293,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Batches: 100%|██████████| 1/1 [00:01<00:00, 1.77s/it]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"embds = model_stfr.encode(batch)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 294,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"cos_sim = sentence_transformers.util.cos_sim(embds, embds).numpy()\n",
|
||
"np.fill_diagonal(cos_sim, 0.)\n",
|
||
"cos_sim = np.triu(cos_sim)\n",
|
||
"#cos_sim"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 299,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"THRESHOLD = 0.5\n",
|
||
"#np.where(cos_sim > THRESHOLD, cos_sim, 0)\n",
|
||
"indices = np.argwhere(cos_sim >= THRESHOLD)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 287,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"text1='Reparaturauftrag (Portal) - Allgemeine Reparaturarbeiten - bei Laser1 an Bandsäge band abgerissen\\nund bitte Hydraulikbremsfeder kontrollieren', \n",
|
||
" text2='Reparaturauftrag (Portal) - Allgemeine Reparaturarbeiten - Bandsäge ein-aus schalter defekt.\\n(Haltering von Stellschraube gebrochen) dieser fährt auf Endschalter', \n",
|
||
" cos_sim_val=0.60256654 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Reparaturauftrag (Portal) - Allgemeine Reparaturarbeiten - bei Laser1 an Bandsäge band abgerissen\\nund bitte Hydraulikbremsfeder kontrollieren', \n",
|
||
" text2='Reparaturauftrag (Portal) - Allgemeine Reparaturarbeiten - Bandsäge defekt geht sehr schwer hoch Hydraulik Problem NICHT ERLEDIGT!!!!!!!\\n\\n13.06.2022: Feder eingebaut durch Hr. Özdemir und funtkionstüchtig', \n",
|
||
" cos_sim_val=0.56998414 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Reparaturauftrag (Portal) - Allgemeine Reparaturarbeiten - Bandsäge ein-aus schalter defekt.\\n(Haltering von Stellschraube gebrochen) dieser fährt auf Endschalter', \n",
|
||
" text2='Reparaturauftrag (Portal) - Allgemeine Reparaturarbeiten - Bandsäge defekt geht sehr schwer hoch Hydraulik Problem NICHT ERLEDIGT!!!!!!!\\n\\n13.06.2022: Feder eingebaut durch Hr. Özdemir und funtkionstüchtig', \n",
|
||
" cos_sim_val=0.6769313 \n",
|
||
"\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"for idx_pair in indices:\n",
|
||
" idx1 = idx_pair[0]\n",
|
||
" idx2 = idx_pair[1]\n",
|
||
" text1 = batch[idx1]\n",
|
||
" text2 = batch[idx2]\n",
|
||
" \n",
|
||
" cos_sim_val = cos_sim[idx1,idx2]\n",
|
||
" \n",
|
||
" print(f\"{text1=}, \\n {text2=}, \\n {cos_sim_val=} \\n\\n\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 300,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"text1='Regalbediengerät fällt immer wieder aus.\\nFehlercode VZK ER 204/ER 226 während der Fahrt.\\nFehlercode VZK ER 208 / ER 209', \n",
|
||
" text2='Hochregalstapler stoppt ständig.\\nFehleranzeige: VZA ER 179', \n",
|
||
" cos_sim_val=0.5726533 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Regalbediengerät fällt immer wieder aus.\\nFehlercode VZK ER 204/ER 226 während der Fahrt.\\nFehlercode VZK ER 208 / ER 209', \n",
|
||
" text2='Herrn Langner bitte nochmals anfordern. Aktuell steht das Fahrzeug. Fehlercode VZA OK / VZK Error(s) Er229 / VZB OK\\nFr. Stöppel hat Herr Langer benachrichtigt.\\nElektriker bitte Schalter messen evtl. tauschen\\nHerr Frick und Herr Hochberger wissen bescheid', \n",
|
||
" cos_sim_val=0.5984524 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Hochregalstapler stoppt ständig.\\nFehleranzeige: VZA ER 179', \n",
|
||
" text2='Herrn Langner bitte nochmals anfordern. Aktuell steht das Fahrzeug. Fehlercode VZA OK / VZK Error(s) Er229 / VZB OK\\nFr. Stöppel hat Herr Langer benachrichtigt.\\nElektriker bitte Schalter messen evtl. tauschen\\nHerr Frick und Herr Hochberger wissen bescheid', \n",
|
||
" cos_sim_val=0.50384676 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Hier wird ein Hochlagerstapler Spezialist benötigt..\\n\\nToyota Herr Jörg Langner tel_Nr. 0172-8218647 UVV\\nDambach B12 (A)\\n\\n\\nFehlermeldung:\\nKetten schlaff\\nFehlermeldung: VZK - ER229\\n\\n\\nfehlermeldung trift nur sporadisch auf...\\nLaut Herr Frick beibt Gerät in Höhe stehen und fährt erst nach mehrmaligem Neustart oder teilweiseerst nach bis zu ca. 30Min.\\nwieder. \\n\\nLaut Herr Spennesberger soll Herr Langner (Toyota) anscheinend nächste Woche auch zur UVV erscheinen.', \n",
|
||
" text2='Fehlermeldung\\n09101\\n09126\\n\\nLäuft langsam\\n\\nMagerl Martin 05.01.2021 8.00Uhr\\nStapler wurde bis an das hintere Ende gefahren, und hat dadurch seine Position verloren. \\nAnlernen mit Hilfe von Fabi (Versand) Funktionstest. Stapler läuft.\\n\\nInfo Graf /Frick /Magerl 07.01.2021 08.00Uhr Fehler ist wieder da\\nHerr Holzbock / Fr. Stöppel > informieren Toyota Service \\n(Monteur für Hochlagerregalstapler) zur Reparatur\\n', \n",
|
||
" cos_sim_val=0.5819109 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Hier wird ein Hochlagerstapler Spezialist benötigt..\\n\\nToyota Herr Jörg Langner tel_Nr. 0172-8218647 UVV\\nDambach B12 (A)\\n\\n\\nFehlermeldung:\\nKetten schlaff\\nFehlermeldung: VZK - ER229\\n\\n\\nfehlermeldung trift nur sporadisch auf...\\nLaut Herr Frick beibt Gerät in Höhe stehen und fährt erst nach mehrmaligem Neustart oder teilweiseerst nach bis zu ca. 30Min.\\nwieder. \\n\\nLaut Herr Spennesberger soll Herr Langner (Toyota) anscheinend nächste Woche auch zur UVV erscheinen.', \n",
|
||
" text2='B12 Dambach\\nFehlermeldung \"Kette schlaff\"\\n\\nteilweise sporadischer fehler...\\n\\nnach ca 5-8maligen auseinschalten ist fehler zeitweise weg!!!!\\n\\nlaut Info von Herr Konrad R. wurde von ,, Monteur Dammbachgeräte Toyota\\'\\'\\n\\nangeraten entsprechende Energiekettemit Kabeln zu wechseln dies ist bereits geschehen.\\n\\n07.01.2020 14.00Uhr Graf/Konrad.R >Feler soll von Toyota behoben werden... Herr Holzbock informiert Toyota.. ', \n",
|
||
" cos_sim_val=0.74113154 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Gabeldrehen defekt > Kette gerissen\\n\\nSeitenhub defekt > Führung verbogen gerissen\\n\\nStapler ist irgendwo (? Regal ? ) angefahren\\n\\n', \n",
|
||
" text2='Gabelzinkenverstellung gebrochen\\nVerstärkung\\nGraf M.', \n",
|
||
" cos_sim_val=0.50898415 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Gabeldrehen defekt > Kette gerissen\\n\\nSeitenhub defekt > Führung verbogen gerissen\\n\\nStapler ist irgendwo (? Regal ? ) angefahren\\n\\n', \n",
|
||
" text2='Fehlermeldung\\n09101\\n09126\\n\\nLäuft langsam\\n\\nMagerl Martin 05.01.2021 8.00Uhr\\nStapler wurde bis an das hintere Ende gefahren, und hat dadurch seine Position verloren. \\nAnlernen mit Hilfe von Fabi (Versand) Funktionstest. Stapler läuft.\\n\\nInfo Graf /Frick /Magerl 07.01.2021 08.00Uhr Fehler ist wieder da\\nHerr Holzbock / Fr. Stöppel > informieren Toyota Service \\n(Monteur für Hochlagerregalstapler) zur Reparatur\\n', \n",
|
||
" cos_sim_val=0.5738949 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Halterung Seitenverstellung gebrochen', \n",
|
||
" text2='Gabelzinkenverstellung gebrochen\\nVerstärkung\\nGraf M.', \n",
|
||
" cos_sim_val=0.57064235 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Halterung Seitenverstellung gebrochen', \n",
|
||
" text2='Schraube an Hubmast gebrochen', \n",
|
||
" cos_sim_val=0.54742706 \n",
|
||
"\n",
|
||
"\n",
|
||
"text1='Fehlermeldung\\n09101\\n09126\\n\\nLäuft langsam\\n\\nMagerl Martin 05.01.2021 8.00Uhr\\nStapler wurde bis an das hintere Ende gefahren, und hat dadurch seine Position verloren. \\nAnlernen mit Hilfe von Fabi (Versand) Funktionstest. Stapler läuft.\\n\\nInfo Graf /Frick /Magerl 07.01.2021 08.00Uhr Fehler ist wieder da\\nHerr Holzbock / Fr. Stöppel > informieren Toyota Service \\n(Monteur für Hochlagerregalstapler) zur Reparatur\\n', \n",
|
||
" text2='B12 Dambach\\nFehlermeldung \"Kette schlaff\"\\n\\nteilweise sporadischer fehler...\\n\\nnach ca 5-8maligen auseinschalten ist fehler zeitweise weg!!!!\\n\\nlaut Info von Herr Konrad R. wurde von ,, Monteur Dammbachgeräte Toyota\\'\\'\\n\\nangeraten entsprechende Energiekettemit Kabeln zu wechseln dies ist bereits geschehen.\\n\\n07.01.2020 14.00Uhr Graf/Konrad.R >Feler soll von Toyota behoben werden... Herr Holzbock informiert Toyota.. ', \n",
|
||
" cos_sim_val=0.5379714 \n",
|
||
"\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"for idx_pair in indices:\n",
|
||
" idx1 = idx_pair[0]\n",
|
||
" idx2 = idx_pair[1]\n",
|
||
" text1 = batch[idx1]\n",
|
||
" text2 = batch[idx2]\n",
|
||
" \n",
|
||
" cos_sim_val = cos_sim[idx1,idx2]\n",
|
||
" \n",
|
||
" print(f\"{text1=}, \\n {text2=}, \\n {cos_sim_val=} \\n\\n\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"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": "3.11.8"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|