Problemanalyse.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem analytics\n",
    "\n",
    "## This notebook is very similar to the 'Train Model' notebook\n",
    "\n",
    "While the 'Train Model' should stay in a clean (always working) state, this notebook can be used to troubleshoot single runs.\n",
    "\n",
    "Multiple code snippets are copy pasted from the other files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import math\n",
    "from learn import ModelTrainer\n",
    "from collection import Collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    collection\n",
    "except NameError:\n",
    "    collection = Collection()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 1: Setup Helpers (manual)\n",
    "\n",
    "## Persist current collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "collection.to_file('dbs/tune.json')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Restore from file (careful)\n",
    "\n",
    "In the next box you can restore a list of runs from a json file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "collection.import_file('dbs/tune.json', force=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reset model cache\n",
    "\n",
    "This needs to be done when a new query should be done e.g. anbieter has changed\n",
    "\n",
    "Maybe implement cache invalidation in ModelTrainer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'trainer' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-5-4354bd3ce5d2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtrainer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresetSQLData\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'trainer' is not defined"
     ]
    }
   ],
   "source": [
    "trainer.resetSQLData()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## set config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'config' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-cb8169f0af80>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtrainer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'config' is not defined"
     ]
    }
   ],
   "source": [
    "trainer.config = config"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set attributes in trainer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 2: Config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cleanData = lambda x: x\n",
    "# Prepare Attributes\n",
    "#def cleanData(df, filters):\n",
    "#    if 'gatt_wto' in filters:\n",
    "#        df[['gatt_wto']] = df[['gatt_wto']].applymap(ModelTrainer.unifyYesNo)\n",
    "#    if 'anzahl_angebote' in filters:\n",
    "#        df[['anzahl_angebote']] = df[['anzahl_angebote']].applymap(ModelTrainer.tonumeric)\n",
    "#    if 'teilangebote' in filters:\n",
    "#        df[['teilangebote']] = df[['teilangebote']].applymap(ModelTrainer.unifyYesNo)\n",
    "#    if 'lose' in filters:\n",
    "#        df[['lose']] = df[['lose']].applymap(ModelTrainer.unifyYesNo)\n",
    "#    if 'varianten' in filters:\n",
    "#        df[['varianten']] = df[['varianten']].applymap(ModelTrainer.unifyYesNo)\n",
    "#    if 'auftragsart_art' in filters:\n",
    "#        auftrags_art_df = pd.get_dummies(df['auftragsart_art'], prefix='aftrgsrt',dummy_na=True)\n",
    "#        df = pd.concat([df,auftrags_art_df],axis=1).drop(['auftragsart_art'],axis=1)\n",
    "#    if 'sprache' in filters:\n",
    "#        sprache_df = pd.get_dummies(df['sprache'], prefix='lang',dummy_na=True)\n",
    "#        df = pd.concat([df,sprache_df],axis=1).drop(['sprache'],axis=1)\n",
    "#    if 'auftragsart' in filters:\n",
    "#        auftragsart_df = pd.get_dummies(df['auftragsart'], prefix='auftr',dummy_na=True)\n",
    "#        df = pd.concat([df,auftragsart_df],axis=1).drop(['auftragsart'],axis=1)\n",
    "#    if 'beschaffungsstelle_plz' in filters:\n",
    "#        plz_df = pd.get_dummies(df['beschaffungsstelle_plz'], prefix='beschaffung_plz',dummy_na=True)\n",
    "#        df = pd.concat([df,plz_df],axis=1).drop(['beschaffungsstelle_plz'],axis=1)\n",
    "#    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "select_anbieter = (\n",
    "    # \"anbieter.anbieter_id, \"\n",
    "    \"anbieter.institution as anbieter_institution, \"\n",
    "    \"cpv_dokument.cpv_nummer as anbieter_cpv, \"\n",
    "    \"ausschreibung.meldungsnummer\"\n",
    ")\n",
    "# anbieter_CPV are all the CPVs the Anbieter ever won a procurement for. So all the CPVs they are interested in. \n",
    "select_ausschreibung = (\n",
    "    # \"anbieter.anbieter_id, \"\n",
    "    \"auftraggeber.institution as beschaffungsstelle_institution, \"\n",
    "    \"auftraggeber.beschaffungsstelle_plz, \"\n",
    "    \"ausschreibung.gatt_wto, \"\n",
    "    \"ausschreibung.sprache, \"\n",
    "    \"ausschreibung.auftragsart, \"\n",
    "    \"ausschreibung.auftragsart_art, \"\n",
    "    \"ausschreibung.lose, \"\n",
    "    \"ausschreibung.teilangebote, \"\n",
    "    \"ausschreibung.varianten, \"\n",
    "   # \"ausschreibung.titel, \"\n",
    "    \"ausschreibung.bietergemeinschaft, \"\n",
    "    \"cpv_dokument.cpv_nummer as ausschreibung_cpv, \"\n",
    "    \"ausschreibung.meldungsnummer as meldungsnummer2\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = {\n",
    "    # ratio that the positive and negative responses have to each other\n",
    "    'positive_to_negative_ratio': 0.5,\n",
    "    # Percentage of training set that is used for testing (Recommendation of at least 25%)\n",
    "    'test_size': 0.25,\n",
    "    'runs': 100,\n",
    "    #'enabled_algorithms': ['random_forest'],\n",
    "    # 'skip_cross_val': True,\n",
    "    'enabled_algorithms': ['random_forest', 'decision_tree', 'gradient_boost'],\n",
    "    'random_forest': {\n",
    "        # Tune Random Forest Parameter\n",
    "        'n_estimators': 400,\n",
    "        'max_features': 'sqrt',\n",
    "        'max_depth': None,\n",
    "        'min_samples_split': 2\n",
    "    },\n",
    "    'decision_tree': {\n",
    "        'max_depth': 6,\n",
    "        'max_features': 'sqrt'\n",
    "    },\n",
    "    'gradient_boost': {\n",
    "        'n_estimators': 100,\n",
    "        'learning_rate': 0.1,\n",
    "        'max_depth': 6,\n",
    "        'max_features': 'sqrt'\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    trainer\n",
    "except NameError:\n",
    "    trainer = ModelTrainer(select_anbieter, select_ausschreibung, '', config, [])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#attributes = ['auftragsart_art']\n",
    "attributes = ['ausschreibung_cpv', 'auftragsart_art','beschaffungsstelle_plz', 'auftragsart','gatt_wto','lose','teilangebote', 'varianten','sprache',]\n",
    "trainer.attributes = attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Choose a bidder to train a model for (number of positive marked after the name)\n",
    "\n",
    "# === THESIS ===\n",
    "\n",
    "#anbieter = 'Alpiq AG' #430\n",
    "#anbieter = 'Swisscom' #302\n",
    "#anbieter = 'Kummler + Matter AG' #160\n",
    "anbieter = 'Siemens AG' #532\n",
    "\n",
    "#anbieter = 'G. Baumgartner AG' #65\n",
    "#anbieter = 'ELCA Informatik AG' #125\n",
    "#anbieter = 'Thermo Fisher Scientific (Schweiz) AG' #160\n",
    "#anbieter = 'Arnold AG' #82\n",
    "\n",
    "#anbieter = 'Riget AG' #21\n",
    "#anbieter = 'isolutions AG' #16\n",
    "#anbieter = 'CSI Consulting AG' #21\n",
    "#anbieter = 'Aebi & Co. AG Maschinenfabrik' #15\n",
    "\n",
    "#anbieter = 'DB Schenker AG' #6\n",
    "#anbieter = 'IT-Logix AG' #12\n",
    "#anbieter = 'AVS Syteme AG' #14\n",
    "#anbieter = 'Sajet SA' #7\n",
    "\n",
    "# === TESTING ===\n",
    "\n",
    "#anbieter = 'Marti AG' #456\n",
    "#anbieter = 'Axpo AG' #40\n",
    "#anbieter = 'Hewlett-Packard' #90\n",
    "#anbieter = 'BG Ingénieurs Conseils' SA #116\n",
    "#anbieter = 'Pricewaterhousecoopers' #42\n",
    "#anbieter = 'Helbling Beratung + Bauplanung AG' #20\n",
    "#anbieter = 'Ofrex SA' #52\n",
    "#anbieter = 'PENTAG Informatik AG' #10\n",
    "#anbieter = 'Wicki Forst AG' #12\n",
    "#anbieter = 'T-Systems Schweiz' #18\n",
    "#anbieter = 'Bafilco AG' #20\n",
    "#anbieter = '4Video-Production GmbH' #3\n",
    "#anbieter = 'Widmer Ingenieure AG' #6\n",
    "#anbieter = 'hmb partners AG' #2\n",
    "#anbieter = 'Planmeca' #4\n",
    "#anbieter = 'K & M Installationen AG' #4\n",
    "\n",
    "trainer.anbieter = anbieter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problemanalyse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:learn:sql done\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(     anbieter_institution  anbieter_cpv  meldungsnummer  \\\n",
       " 0              Siemens AG      72000000          380721   \n",
       " 1              Siemens AG      45216110          384773   \n",
       " 2              Siemens AG      33124200          390515   \n",
       " 3              Siemens AG      33113000          393571   \n",
       " 4              Siemens AG      33115100          404931   \n",
       " 5              Siemens AG      33115100          404931   \n",
       " 6              Siemens AG      33111000          406415   \n",
       " 7              Siemens AG      33115100          408753   \n",
       " 8              Siemens AG      45000000          412181   \n",
       " 9              Siemens AG      45000000          412459   \n",
       " 10             Siemens AG      31200000          414053   \n",
       " 11             Siemens AG      31200000          414053   \n",
       " 12             Siemens AG      31200000          414053   \n",
       " 13             Siemens AG      31200000          414053   \n",
       " 14             Siemens AG      35262000          417223   \n",
       " 15             Siemens AG      35262000          417915   \n",
       " 16             Siemens AG      35262000          419397   \n",
       " 17             Siemens AG      35262000          419417   \n",
       " 18             Siemens AG      31214000          423617   \n",
       " 19             Siemens AG      31214000          423617   \n",
       " 20             Siemens AG      31214000          423617   \n",
       " 21             Siemens AG      31214000          423617   \n",
       " 22             Siemens AG      33111100          427383   \n",
       " 23             Siemens AG      33111100          433365   \n",
       " 24             Siemens AG      33111100          433365   \n",
       " 25             Siemens AG      33111100          433365   \n",
       " 26             Siemens AG      33111100          433365   \n",
       " 27             Siemens AG      31170000          444745   \n",
       " 28             Siemens AG      30132300          445363   \n",
       " 29             Siemens AG      30132300          445363   \n",
       " ...                   ...           ...             ...   \n",
       " 3657           Siemens AG      42961100         1031229   \n",
       " 3658           Siemens AG      35123400         1031229   \n",
       " 3659           Siemens AG      35123400         1031229   \n",
       " 3660           Siemens AG      35123400         1031229   \n",
       " 3661           Siemens AG      35123400         1031229   \n",
       " 3662           Siemens AG      42961100         1031229   \n",
       " 3663           Siemens AG      35123400         1031229   \n",
       " 3664           Siemens AG      42961100         1031229   \n",
       " 3665           Siemens AG      42961100         1031229   \n",
       " 3666           Siemens AG      42961100         1031229   \n",
       " 3667           Siemens AG      35123400         1031229   \n",
       " 3668           Siemens AG      35123400         1031229   \n",
       " 3669           Siemens AG      42961100         1031229   \n",
       " 3670           Siemens AG      42961100         1031229   \n",
       " 3671           Siemens AG      42961100         1031229   \n",
       " 3672           Siemens AG      31720000         1036349   \n",
       " 3673           Siemens AG      31720000         1036349   \n",
       " 3674           Siemens AG      31720000         1036349   \n",
       " 3675           Siemens AG      31720000         1036349   \n",
       " 3676           Siemens AG      79000000         1038201   \n",
       " 3677           Siemens AG      79000000         1038201   \n",
       " 3678           Siemens AG      79000000         1038201   \n",
       " 3679           Siemens AG      79000000         1038201   \n",
       " 3680           Siemens AG      79000000         1038775   \n",
       " 3681           Siemens AG      79000000         1038775   \n",
       " 3682           Siemens AG      79000000         1038775   \n",
       " 3683           Siemens AG      79000000         1038775   \n",
       " 3684           Siemens AG      31682300         1040229   \n",
       " 3685           Siemens AG      33111000         1040545   \n",
       " 3686           Siemens AG      35120000         1042241   \n",
       " \n",
       "                          beschaffungsstelle_institution  \\\n",
       " 0                                         Kanton Zürich   \n",
       " 1                                         Kanton Zürich   \n",
       " 2                           Universitätsspital Genf HUG   \n",
       " 3     eHnv - Etablissements Hospitaliers du Nord Vau...   \n",
       " 4                                    Universität Zürich   \n",
       " 5                                    Universität Zürich   \n",
       " 6                             Universitätsspital Zürich   \n",
       " 7                                         Spital Bülach   \n",
       " 8                     SBB - Schweizerische Bundesbahnen   \n",
       " 9                     SBB - Schweizerische Bundesbahnen   \n",
       " 10                                        Kanton Zürich   \n",
       " 11                                        Kanton Zürich   \n",
       " 12                                        Kanton Zürich   \n",
       " 13                                        Kanton Zürich   \n",
       " 14                                            BERNMOBIL   \n",
       " 15                                            BERNMOBIL   \n",
       " 16                                            BERNMOBIL   \n",
       " 17                                            BERNMOBIL   \n",
       " 18                                        Kanton Zürich   \n",
       " 19                                        Kanton Zürich   \n",
       " 20                                        Kanton Zürich   \n",
       " 21                                        Kanton Zürich   \n",
       " 22                     Universitätsspital Lausanne CHUV   \n",
       " 23                          Universitätsspital Genf HUG   \n",
       " 24                          Universitätsspital Genf HUG   \n",
       " 25                          Universitätsspital Genf HUG   \n",
       " 26                          Universitätsspital Genf HUG   \n",
       " 27                            ewb - Energie Wasser Bern   \n",
       " 28                                                 None   \n",
       " 29                                                 None   \n",
       " ...                                                 ...   \n",
       " 3657                                                BLS   \n",
       " 3658                                                BLS   \n",
       " 3659                                                BLS   \n",
       " 3660                                                BLS   \n",
       " 3661                                                BLS   \n",
       " 3662                                                BLS   \n",
       " 3663                                                BLS   \n",
       " 3664                                                BLS   \n",
       " 3665                                                BLS   \n",
       " 3666                                                BLS   \n",
       " 3667                                                BLS   \n",
       " 3668                                                BLS   \n",
       " 3669                                                BLS   \n",
       " 3670                                                BLS   \n",
       " 3671                                                BLS   \n",
       " 3672                     ASTRA - Bundesamt für Strassen   \n",
       " 3673                     ASTRA - Bundesamt für Strassen   \n",
       " 3674                     ASTRA - Bundesamt für Strassen   \n",
       " 3675                     ASTRA - Bundesamt für Strassen   \n",
       " 3676                  SBB - Schweizerische Bundesbahnen   \n",
       " 3677                  SBB - Schweizerische Bundesbahnen   \n",
       " 3678                  SBB - Schweizerische Bundesbahnen   \n",
       " 3679                  SBB - Schweizerische Bundesbahnen   \n",
       " 3680                  SBB - Schweizerische Bundesbahnen   \n",
       " 3681                  SBB - Schweizerische Bundesbahnen   \n",
       " 3682                  SBB - Schweizerische Bundesbahnen   \n",
       " 3683                  SBB - Schweizerische Bundesbahnen   \n",
       " 3684                     IWB - Industrielle Werke Basel   \n",
       " 3685                           Kantonsspital St. Gallen   \n",
       " 3686                           Kantonsspital Winterthur   \n",
       " \n",
       "      beschaffungsstelle_plz gatt_wto sprache             auftragsart  \\\n",
       " 0                      8090      YES      DE  Dienstleistungsauftrag   \n",
       " 1                      8090      YES      DE              Bauauftrag   \n",
       " 2                      1205      YES      FR           Lieferauftrag   \n",
       " 3                      1023      YES      FR           Lieferauftrag   \n",
       " 4                      8057      YES      DE           Lieferauftrag   \n",
       " 5                      8057      YES      DE           Lieferauftrag   \n",
       " 6                      8091      YES      DE           Lieferauftrag   \n",
       " 7                      8180      YES      DE           Lieferauftrag   \n",
       " 8                      4601       NO      DE              Bauauftrag   \n",
       " 9                      4601       NO      FR              Bauauftrag   \n",
       " 10                     8022      YES      DE           Lieferauftrag   \n",
       " 11                     8022      YES      DE           Lieferauftrag   \n",
       " 12                     8022      YES      DE           Lieferauftrag   \n",
       " 13                     8022      YES      DE           Lieferauftrag   \n",
       " 14                     3011      YES      DE              Bauauftrag   \n",
       " 15                     3011      YES      DE              Bauauftrag   \n",
       " 16                     3011      YES      DE              Bauauftrag   \n",
       " 17                     3011      YES      DE              Bauauftrag   \n",
       " 18                     8022      YES      DE           Lieferauftrag   \n",
       " 19                     8022      YES      DE           Lieferauftrag   \n",
       " 20                     8022      YES      DE           Lieferauftrag   \n",
       " 21                     8022      YES      DE           Lieferauftrag   \n",
       " 22                     1011      YES      FR           Lieferauftrag   \n",
       " 23                     1205      YES      FR           Lieferauftrag   \n",
       " 24                     1205      YES      FR           Lieferauftrag   \n",
       " 25                     1205      YES      FR           Lieferauftrag   \n",
       " 26                     1205      YES      FR           Lieferauftrag   \n",
       " 27                     3001      YES      DE           Lieferauftrag   \n",
       " 28                     3030      YES      DE           Lieferauftrag   \n",
       " 29                     3030      YES      DE           Lieferauftrag   \n",
       " ...                     ...      ...     ...                     ...   \n",
       " 3657                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3658                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3659                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3660                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3661                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3662                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3663                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3664                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3665                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3666                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3667                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3668                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3669                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3670                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3671                   3001      YES      DE  Dienstleistungsauftrag   \n",
       " 3672                   8404      YES      DE              Bauauftrag   \n",
       " 3673                   8404      YES      DE              Bauauftrag   \n",
       " 3674                   8404      YES      DE              Bauauftrag   \n",
       " 3675                   8404      YES      DE              Bauauftrag   \n",
       " 3676                   3000      YES      DE  Dienstleistungsauftrag   \n",
       " 3677                   3000      YES      DE  Dienstleistungsauftrag   \n",
       " 3678                   3000      YES      DE  Dienstleistungsauftrag   \n",
       " 3679                   3000      YES      DE  Dienstleistungsauftrag   \n",
       " 3680                   3000      YES      FR  Dienstleistungsauftrag   \n",
       " 3681                   3000      YES      FR  Dienstleistungsauftrag   \n",
       " 3682                   3000      YES      FR  Dienstleistungsauftrag   \n",
       " 3683                   3000      YES      FR  Dienstleistungsauftrag   \n",
       " 3684                   4002       NO      DE           Lieferauftrag   \n",
       " 3685                   9007      YES      DE           Lieferauftrag   \n",
       " 3686                   8401       NO      DE           Lieferauftrag   \n",
       " \n",
       "            auftragsart_art  lose teilangebote varianten  \\\n",
       " 0                     CPC7  nein           NO       YES   \n",
       " 1                EXECUTION     3           NO        NO   \n",
       " 2                 PURCHASE  nein           NO       YES   \n",
       " 3                 PURCHASE  nein           NO       YES   \n",
       " 4                 PURCHASE     2           NO        NO   \n",
       " 5                 PURCHASE     2           NO        NO   \n",
       " 6                 PURCHASE     2           NO        NO   \n",
       " 7                 PURCHASE  nein           NO       YES   \n",
       " 8     DESIGN.AND.EXECUTION  nein           NO       YES   \n",
       " 9     DESIGN.AND.EXECUTION  nein           NO       YES   \n",
       " 10                PURCHASE     2           NO       YES   \n",
       " 11                PURCHASE     2           NO       YES   \n",
       " 12                PURCHASE     2           NO       YES   \n",
       " 13                PURCHASE     2           NO       YES   \n",
       " 14               EXECUTION  nein           NO        NO   \n",
       " 15               EXECUTION  nein           NO        NO   \n",
       " 16               EXECUTION  nein           NO        NO   \n",
       " 17               EXECUTION  nein           NO        NO   \n",
       " 18                PURCHASE  nein           NO        NO   \n",
       " 19                PURCHASE  nein           NO        NO   \n",
       " 20                PURCHASE  nein           NO        NO   \n",
       " 21                PURCHASE  nein           NO        NO   \n",
       " 22                PURCHASE  nein           NO       YES   \n",
       " 23                PURCHASE     2           NO       YES   \n",
       " 24                PURCHASE     2           NO       YES   \n",
       " 25                PURCHASE     2           NO       YES   \n",
       " 26                PURCHASE     2           NO       YES   \n",
       " 27             COMBINATION  nein           NO       YES   \n",
       " 28          WORKS.CONTRACT  nein           NO       YES   \n",
       " 29          WORKS.CONTRACT  nein           NO       YES   \n",
       " ...                    ...   ...          ...       ...   \n",
       " 3657                 CPC12  nein           NO        NO   \n",
       " 3658                 CPC12  nein           NO        NO   \n",
       " 3659                 CPC12  nein           NO        NO   \n",
       " 3660                 CPC12  nein           NO        NO   \n",
       " 3661                 CPC12  nein           NO        NO   \n",
       " 3662                 CPC12  nein           NO        NO   \n",
       " 3663                 CPC12  nein           NO        NO   \n",
       " 3664                 CPC12  nein           NO        NO   \n",
       " 3665                 CPC12  nein           NO        NO   \n",
       " 3666                 CPC12  nein           NO        NO   \n",
       " 3667                 CPC12  nein           NO        NO   \n",
       " 3668                 CPC12  nein           NO        NO   \n",
       " 3669                 CPC12  nein           NO        NO   \n",
       " 3670                 CPC12  nein           NO        NO   \n",
       " 3671                 CPC12  nein           NO        NO   \n",
       " 3672             EXECUTION  nein           NO       YES   \n",
       " 3673             EXECUTION  nein           NO       YES   \n",
       " 3674             EXECUTION  nein           NO       YES   \n",
       " 3675             EXECUTION  nein           NO       YES   \n",
       " 3676                 CPC27    ja           NO       YES   \n",
       " 3677                 CPC27    ja           NO       YES   \n",
       " 3678                 CPC27    ja           NO       YES   \n",
       " 3679                 CPC27    ja           NO       YES   \n",
       " 3680                 CPC27    ja           NO       YES   \n",
       " 3681                 CPC27    ja           NO       YES   \n",
       " 3682                 CPC27    ja           NO       YES   \n",
       " 3683                 CPC27    ja           NO       YES   \n",
       " 3684              PURCHASE  nein           NO        NO   \n",
       " 3685              PURCHASE  nein           NO        NO   \n",
       " 3686              PURCHASE  nein           NO       YES   \n",
       " \n",
       "                                      bietergemeinschaft  ausschreibung_cpv  \\\n",
       " 0                                                                 72000000   \n",
       " 1                                                                 45216110   \n",
       " 2                                            Non admise           33124200   \n",
       " 3                                                                 33113000   \n",
       " 4                                                                 33115100   \n",
       " 5                                                                 33113100   \n",
       " 6                                                                 33111000   \n",
       " 7                                                                 33115100   \n",
       " 8                                            zugelassen           45000000   \n",
       " 9                                               admises           45000000   \n",
       " 10                                                                31200000   \n",
       " 11                                                                31200000   \n",
       " 12                                                                31200000   \n",
       " 13                                                                31200000   \n",
       " 14    Die Auftraggeberin akzeptiert nur einfache Gem...           35262000   \n",
       " 15    Die Auftraggeberin akzeptiert nur einfache Gem...           35262000   \n",
       " 16    Bietergemeinschaften sind zugelassen, die Auft...           35262000   \n",
       " 17    Bietergemeinschaften sind zugelassen, die Auft...           35262000   \n",
       " 18                                                                31214000   \n",
       " 19                                                                31214000   \n",
       " 20                                                                31214000   \n",
       " 21                                                                31214000   \n",
       " 22                                          non admises           33111100   \n",
       " 23                                          Non-admises           33111100   \n",
       " 24                                          Non-admises           33111100   \n",
       " 25                                          Non-admises           33111100   \n",
       " 26                                          Non-admises           33111100   \n",
       " 27          Bietergemeinschaften sind nicht zugelassen.           31170000   \n",
       " 28    Bietergemeinschaften sind unter der Voraussetz...           30132300   \n",
       " 29    Bietergemeinschaften sind unter der Voraussetz...           30132300   \n",
       " ...                                                 ...                ...   \n",
       " 3657                                         zugelassen           35123400   \n",
       " 3658                                         zugelassen           35123400   \n",
       " 3659                                         zugelassen           42961100   \n",
       " 3660                                         zugelassen           35123400   \n",
       " 3661                                         zugelassen           42961100   \n",
       " 3662                                         zugelassen           42961100   \n",
       " 3663                                         zugelassen           35123400   \n",
       " 3664                                         zugelassen           35123400   \n",
       " 3665                                         zugelassen           42961100   \n",
       " 3666                                         zugelassen           35123400   \n",
       " 3667                                         zugelassen           42961100   \n",
       " 3668                                         zugelassen           35123400   \n",
       " 3669                                         zugelassen           42961100   \n",
       " 3670                                         zugelassen           42961100   \n",
       " 3671                                         zugelassen           35123400   \n",
       " 3672  Zugelassen. Die Federführung muss einem Untern...           31720000   \n",
       " 3673  Zugelassen. Die Federführung muss einem Untern...           31720000   \n",
       " 3674  Zugelassen. Die Federführung muss einem Untern...           31720000   \n",
       " 3675  Zugelassen. Die Federführung muss einem Untern...           31720000   \n",
       " 3676                                  Nicht zugelassen.           79000000   \n",
       " 3677                                  Nicht zugelassen.           79000000   \n",
       " 3678                                  Nicht zugelassen.           79000000   \n",
       " 3679                                  Nicht zugelassen.           79000000   \n",
       " 3680                                        non admises           79000000   \n",
       " 3681                                        non admises           79000000   \n",
       " 3682                                        non admises           79000000   \n",
       " 3683                                        non admises           79000000   \n",
       " 3684                              Sind nicht zugelassen           31682300   \n",
       " 3685                                                              33111000   \n",
       " 3686       Arbeitsgemeinschaften sind nicht zugelassen.           35120000   \n",
       " \n",
       "       meldungsnummer2  \n",
       " 0              380721  \n",
       " 1              384773  \n",
       " 2              390515  \n",
       " 3              393571  \n",
       " 4              404931  \n",
       " 5              404931  \n",
       " 6              406415  \n",
       " 7              408753  \n",
       " 8              412181  \n",
       " 9              412459  \n",
       " 10             414053  \n",
       " 11             414053  \n",
       " 12             414053  \n",
       " 13             414053  \n",
       " 14             417223  \n",
       " 15             417915  \n",
       " 16             419397  \n",
       " 17             419417  \n",
       " 18             423617  \n",
       " 19             423617  \n",
       " 20             423617  \n",
       " 21             423617  \n",
       " 22             427383  \n",
       " 23             433365  \n",
       " 24             433365  \n",
       " 25             433365  \n",
       " 26             433365  \n",
       " 27             444745  \n",
       " 28             445363  \n",
       " 29             445363  \n",
       " ...               ...  \n",
       " 3657          1031229  \n",
       " 3658          1031229  \n",
       " 3659          1031229  \n",
       " 3660          1031229  \n",
       " 3661          1031229  \n",
       " 3662          1031229  \n",
       " 3663          1031229  \n",
       " 3664          1031229  \n",
       " 3665          1031229  \n",
       " 3666          1031229  \n",
       " 3667          1031229  \n",
       " 3668          1031229  \n",
       " 3669          1031229  \n",
       " 3670          1031229  \n",
       " 3671          1031229  \n",
       " 3672          1036349  \n",
       " 3673          1036349  \n",
       " 3674          1036349  \n",
       " 3675          1036349  \n",
       " 3676          1038201  \n",
       " 3677          1038201  \n",
       " 3678          1038201  \n",
       " 3679          1038201  \n",
       " 3680          1038775  \n",
       " 3681          1038775  \n",
       " 3682          1038775  \n",
       " 3683          1038775  \n",
       " 3684          1040229  \n",
       " 3685          1040545  \n",
       " 3686          1042241  \n",
       " \n",
       " [3687 rows x 15 columns],\n",
       "         anbieter_institution  anbieter_cpv  meldungsnummer  \\\n",
       " 0                Techdata SA      74200000          235387   \n",
       " 1                Techdata SA      74200000          235387   \n",
       " 2                Techdata SA      74200000          235387   \n",
       " 3                Techdata SA      74200000          235387   \n",
       " 4                Techdata SA      74200000          235705   \n",
       " 5                Techdata SA      74200000          235705   \n",
       " 6                Techdata SA      74200000          235705   \n",
       " 7                Techdata SA      74200000          235705   \n",
       " 8                     B+S AG      71300000          371069   \n",
       " 9                     B+S AG      71300000          371069   \n",
       " 10                    B+S AG      71300000          371069   \n",
       " 11                    B+S AG      71300000          371069   \n",
       " 12                    B+S AG      71300000          371069   \n",
       " 13                    B+S AG      71318000          371069   \n",
       " 14                    B+S AG      71318000          371069   \n",
       " 15                    B+S AG      71318000          371069   \n",
       " 16                    B+S AG      71318000          371069   \n",
       " 17                    B+S AG      71318000          371069   \n",
       " 18                    B+S AG      71330000          371069   \n",
       " 19                    B+S AG      71330000          371069   \n",
       " 20                    B+S AG      71330000          371069   \n",
       " 21                    B+S AG      71330000          371069   \n",
       " 22                    B+S AG      71330000          371069   \n",
       " 23                    B+S AG      63712000          371069   \n",
       " 24                    B+S AG      63712000          371069   \n",
       " 25                    B+S AG      63712000          371069   \n",
       " 26                    B+S AG      63712000          371069   \n",
       " 27                    B+S AG      63712000          371069   \n",
       " 28                    B+S AG      71322500          371069   \n",
       " 29                    B+S AG      71322500          371069   \n",
       " ...                      ...           ...             ...   \n",
       " 3740627       Pathworks GmbH      72610000         1054439   \n",
       " 3740628       Pathworks GmbH      72610000         1054439   \n",
       " 3740629       Pathworks GmbH      72610000         1054439   \n",
       " 3740630       Pathworks GmbH      72610000         1054439   \n",
       " 3740631       Pathworks GmbH      30213000         1054439   \n",
       " 3740632       Pathworks GmbH      30213000         1054439   \n",
       " 3740633       Pathworks GmbH      30213000         1054439   \n",
       " 3740634       Pathworks GmbH      30213000         1054439   \n",
       " 3740635       Pathworks GmbH      30214000         1054439   \n",
       " 3740636       Pathworks GmbH      30214000         1054439   \n",
       " 3740637       Pathworks GmbH      30214000         1054439   \n",
       " 3740638       Pathworks GmbH      30214000         1054439   \n",
       " 3740639       Pathworks GmbH      72110000         1054439   \n",
       " 3740640       Pathworks GmbH      72110000         1054439   \n",
       " 3740641       Pathworks GmbH      72110000         1054439   \n",
       " 3740642       Pathworks GmbH      72110000         1054439   \n",
       " 3740643       Pathworks GmbH      72610000         1054439   \n",
       " 3740644       Pathworks GmbH      72610000         1054439   \n",
       " 3740645       Pathworks GmbH      72610000         1054439   \n",
       " 3740646       Pathworks GmbH      72610000         1054439   \n",
       " 3740647    Fischer Papier AG      30197643         1054563   \n",
       " 3740648    Fischer Papier AG      30197643         1054563   \n",
       " 3740649    Fischer Papier AG      30197643         1054563   \n",
       " 3740650    Fischer Papier AG      30197643         1054563   \n",
       " 3740651   Swiss Install GmbH      44160000         1054905   \n",
       " 3740652   Swiss Install GmbH      44160000         1054905   \n",
       " 3740653   Swiss Install GmbH      45231100         1054905   \n",
       " 3740654   Swiss Install GmbH      45231100         1054905   \n",
       " 3740655           Kämpfer AG      45000000         1055137   \n",
       " 3740656  Egli Strassenbau AG      45233141         1056159   \n",
       " \n",
       "                beschaffungsstelle_institution beschaffungsstelle_plz gatt_wto  \\\n",
       " 0                                        None                   3003      YES   \n",
       " 1                                        None                   3003      YES   \n",
       " 2                                        None                   3003      YES   \n",
       " 3                                        None                   3003      YES   \n",
       " 4                                        None                   3003      YES   \n",
       " 5                                        None                   3003      YES   \n",
       " 6                                        None                   3003      YES   \n",
       " 7                                        None                   3003      YES   \n",
       " 8              ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 9              ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 10             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 11             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 12             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 13             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 14             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 15             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 16             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 17             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 18             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 19             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 20             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 21             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 22             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 23             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 24             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 25             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 26             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 27             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 28             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " 29             ASTRA - Bundesamt für Strassen                   3063      YES   \n",
       " ...                                       ...                    ...      ...   \n",
       " 3740627  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740628  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740629  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740630  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740631  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740632  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740633  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740634  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740635  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740636  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740637  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740638  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740639  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740640  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740641  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740642  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740643  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740644  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740645  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740646  ZHdK - Zürcher Hochschule der Künste                   8031      YES   \n",
       " 3740647                    Kanton Basel-Stadt                   4001       NO   \n",
       " 3740648                    Kanton Basel-Stadt                   4001       NO   \n",
       " 3740649                    Kanton Basel-Stadt                   4001       NO   \n",
       " 3740650                    Kanton Basel-Stadt                   4001       NO   \n",
       " 3740651          IWB Industrielle Werke Basel                   4002       NO   \n",
       " 3740652          IWB Industrielle Werke Basel                   4002       NO   \n",
       " 3740653          IWB Industrielle Werke Basel                   4002       NO   \n",
       " 3740654          IWB Industrielle Werke Basel                   4002       NO   \n",
       " 3740655                            ETH Zürich                   8092      YES   \n",
       " 3740656                         Kanton Zürich                   8451       NO   \n",
       " \n",
       "         sprache             auftragsart auftragsart_art  lose teilangebote  \\\n",
       " 0            DE  Dienstleistungsauftrag           CPC12  nein           NO   \n",
       " 1            DE  Dienstleistungsauftrag           CPC12  nein           NO   \n",
       " 2            DE  Dienstleistungsauftrag           CPC12  nein           NO   \n",
       " 3            DE  Dienstleistungsauftrag           CPC12  nein           NO   \n",
       " 4            FR  Dienstleistungsauftrag           CPC12  nein           NO   \n",
       " 5            FR  Dienstleistungsauftrag           CPC12  nein           NO   \n",
       " 6            FR  Dienstleistungsauftrag           CPC12  nein           NO   \n",
       " 7            FR  Dienstleistungsauftrag           CPC12  nein           NO   \n",
       " 8            DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 9            DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 10           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 11           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 12           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 13           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 14           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 15           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 16           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 17           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 18           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 19           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 20           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 21           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 22           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 23           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 24           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 25           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 26           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 27           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 28           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " 29           DE  Dienstleistungsauftrag           CPC27  nein           NO   \n",
       " ...         ...                     ...             ...   ...          ...   \n",
       " 3740627      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740628      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740629      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740630      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740631      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740632      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740633      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740634      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740635      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740636      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740637      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740638      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740639      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740640      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740641      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740642      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740643      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740644      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740645      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740646      DE           Lieferauftrag     COMBINATION     2           NO   \n",
       " 3740647      DE           Lieferauftrag        PURCHASE     2           NO   \n",
       " 3740648      DE           Lieferauftrag        PURCHASE     2           NO   \n",
       " 3740649      DE           Lieferauftrag        PURCHASE     2           NO   \n",
       " 3740650      DE           Lieferauftrag        PURCHASE     2           NO   \n",
       " 3740651      DE              Bauauftrag       EXECUTION  nein           NO   \n",
       " 3740652      DE              Bauauftrag       EXECUTION  nein           NO   \n",
       " 3740653      DE              Bauauftrag       EXECUTION  nein           NO   \n",
       " 3740654      DE              Bauauftrag       EXECUTION  nein           NO   \n",
       " 3740655      DE              Bauauftrag       EXECUTION  nein           NO   \n",
       " 3740656      DE              Bauauftrag       EXECUTION  nein           NO   \n",
       " \n",
       "         varianten                                 bietergemeinschaft  \\\n",
       " 0              NO  \\r\\nNur Generalplanerteams bestehend aus:\\r\\nB...   \n",
       " 1              NO  \\r\\nNur Generalplanerteams bestehend aus:\\r\\nB...   \n",
       " 2              NO  \\r\\nNur Generalplanerteams bestehend aus:\\r\\nB...   \n",
       " 3              NO  \\r\\nNur Generalplanerteams bestehend aus:\\r\\nB...   \n",
       " 4              NO  Uniquement des équipes de planification généra...   \n",
       " 5              NO  Uniquement des équipes de planification généra...   \n",
       " 6              NO  Uniquement des équipes de planification généra...   \n",
       " 7              NO  Uniquement des équipes de planification généra...   \n",
       " 8              NO                                         zugelassen   \n",
       " 9              NO                                         zugelassen   \n",
       " 10             NO                                         zugelassen   \n",
       " 11             NO                                         zugelassen   \n",
       " 12             NO                                         zugelassen   \n",
       " 13             NO                                         zugelassen   \n",
       " 14             NO                                         zugelassen   \n",
       " 15             NO                                         zugelassen   \n",
       " 16             NO                                         zugelassen   \n",
       " 17             NO                                         zugelassen   \n",
       " 18             NO                                         zugelassen   \n",
       " 19             NO                                         zugelassen   \n",
       " 20             NO                                         zugelassen   \n",
       " 21             NO                                         zugelassen   \n",
       " 22             NO                                         zugelassen   \n",
       " 23             NO                                         zugelassen   \n",
       " 24             NO                                         zugelassen   \n",
       " 25             NO                                         zugelassen   \n",
       " 26             NO                                         zugelassen   \n",
       " 27             NO                                         zugelassen   \n",
       " 28             NO                                         zugelassen   \n",
       " 29             NO                                         zugelassen   \n",
       " ...           ...                                                ...   \n",
       " 3740627        NO                                                      \n",
       " 3740628        NO                                                      \n",
       " 3740629        NO                                                      \n",
       " 3740630        NO                                                      \n",
       " 3740631        NO                                                      \n",
       " 3740632        NO                                                      \n",
       " 3740633        NO                                                      \n",
       " 3740634        NO                                                      \n",
       " 3740635        NO                                                      \n",
       " 3740636        NO                                                      \n",
       " 3740637        NO                                                      \n",
       " 3740638        NO                                                      \n",
       " 3740639        NO                                                      \n",
       " 3740640        NO                                                      \n",
       " 3740641        NO                                                      \n",
       " 3740642        NO                                                      \n",
       " 3740643        NO                                                      \n",
       " 3740644        NO                                                      \n",
       " 3740645        NO                                                      \n",
       " 3740646        NO                                                      \n",
       " 3740647        NO                                   Nicht zugelassen   \n",
       " 3740648        NO                                   Nicht zugelassen   \n",
       " 3740649        NO                                   Nicht zugelassen   \n",
       " 3740650        NO                                   Nicht zugelassen   \n",
       " 3740651        NO                              Sind nicht zugelassen   \n",
       " 3740652        NO                              Sind nicht zugelassen   \n",
       " 3740653        NO                              Sind nicht zugelassen   \n",
       " 3740654        NO                              Sind nicht zugelassen   \n",
       " 3740655        NO                                         zugelassen   \n",
       " 3740656        NO                                                      \n",
       " \n",
       "          ausschreibung_cpv  meldungsnummer2  \n",
       " 0                 74200000           235387  \n",
       " 1                 74200000           235387  \n",
       " 2                 74200000           235387  \n",
       " 3                 74200000           235387  \n",
       " 4                 74200000           235705  \n",
       " 5                 74200000           235705  \n",
       " 6                 74200000           235705  \n",
       " 7                 74200000           235705  \n",
       " 8                 71300000           371069  \n",
       " 9                 71318000           371069  \n",
       " 10                71330000           371069  \n",
       " 11                63712000           371069  \n",
       " 12                71322500           371069  \n",
       " 13                71300000           371069  \n",
       " 14                71318000           371069  \n",
       " 15                71330000           371069  \n",
       " 16                63712000           371069  \n",
       " 17                71322500           371069  \n",
       " 18                71300000           371069  \n",
       " 19                71318000           371069  \n",
       " 20                71330000           371069  \n",
       " 21                63712000           371069  \n",
       " 22                71322500           371069  \n",
       " 23                71300000           371069  \n",
       " 24                71318000           371069  \n",
       " 25                71330000           371069  \n",
       " 26                63712000           371069  \n",
       " 27                71322500           371069  \n",
       " 28                71300000           371069  \n",
       " 29                71318000           371069  \n",
       " ...                    ...              ...  \n",
       " 3740627           30213000          1054439  \n",
       " 3740628           30214000          1054439  \n",
       " 3740629           72110000          1054439  \n",
       " 3740630           72610000          1054439  \n",
       " 3740631           30213000          1054439  \n",
       " 3740632           30214000          1054439  \n",
       " 3740633           72110000          1054439  \n",
       " 3740634           72610000          1054439  \n",
       " 3740635           30213000          1054439  \n",
       " 3740636           30214000          1054439  \n",
       " 3740637           72110000          1054439  \n",
       " 3740638           72610000          1054439  \n",
       " 3740639           30213000          1054439  \n",
       " 3740640           30214000          1054439  \n",
       " 3740641           72110000          1054439  \n",
       " 3740642           72610000          1054439  \n",
       " 3740643           30213000          1054439  \n",
       " 3740644           30214000          1054439  \n",
       " 3740645           72110000          1054439  \n",
       " 3740646           72610000          1054439  \n",
       " 3740647           30197643          1054563  \n",
       " 3740648           30197643          1054563  \n",
       " 3740649           30197643          1054563  \n",
       " 3740650           30197643          1054563  \n",
       " 3740651           44160000          1054905  \n",
       " 3740652           45231100          1054905  \n",
       " 3740653           44160000          1054905  \n",
       " 3740654           45231100          1054905  \n",
       " 3740655           45000000          1055137  \n",
       " 3740656           45233141          1056159  \n",
       " \n",
       " [3740657 rows x 15 columns])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trainer.queryData()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          8090\n",
       "1          8090\n",
       "2          1205\n",
       "3          1023\n",
       "4          8057\n",
       "5          8057\n",
       "6          8091\n",
       "7          8180\n",
       "8          4601\n",
       "9          4601\n",
       "10         8022\n",
       "11         8022\n",
       "12         8022\n",
       "13         8022\n",
       "14         3011\n",
       "15         3011\n",
       "16         3011\n",
       "17         3011\n",
       "18         8022\n",
       "19         8022\n",
       "20         8022\n",
       "21         8022\n",
       "22         1011\n",
       "23         1205\n",
       "24         1205\n",
       "25         1205\n",
       "26         1205\n",
       "27         3001\n",
       "28         3030\n",
       "29         3030\n",
       "           ... \n",
       "3744314    8031\n",
       "3744315    8031\n",
       "3744316    8031\n",
       "3744317    8031\n",
       "3744318    8031\n",
       "3744319    8031\n",
       "3744320    8031\n",
       "3744321    8031\n",
       "3744322    8031\n",
       "3744323    8031\n",
       "3744324    8031\n",
       "3744325    8031\n",
       "3744326    8031\n",
       "3744327    8031\n",
       "3744328    8031\n",
       "3744329    8031\n",
       "3744330    8031\n",
       "3744331    8031\n",
       "3744332    8031\n",
       "3744333    8031\n",
       "3744334    4001\n",
       "3744335    4001\n",
       "3744336    4001\n",
       "3744337    4001\n",
       "3744338    4002\n",
       "3744339    4002\n",
       "3744340    4002\n",
       "3744341    4002\n",
       "3744342    8092\n",
       "3744343    8451\n",
       "Name: beschaffungsstelle_plz, Length: 3744344, dtype: object"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = trainer.positives.append(trainer.negatives, ignore_index=True)\n",
    "df['beschaffungsstelle_plz']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "scrolled": true
   },
   "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>beschaffungsstelle_plz</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>,</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00-834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>00100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>00197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>00621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>01000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>01001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>010096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>01015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>010873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>01170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>01506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>02-566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>02-591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>02-903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>02300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>03-719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>03-729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>04050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>04922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>05-120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1820</th>\n",
       "      <td>D-10557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1821</th>\n",
       "      <td>D-76137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1822</th>\n",
       "      <td>EC2A 2JN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1823</th>\n",
       "      <td>El-Sahel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1824</th>\n",
       "      <td>Érd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1825</th>\n",
       "      <td>F-75015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1826</th>\n",
       "      <td>Gulshan 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827</th>\n",
       "      <td>H-1072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1828</th>\n",
       "      <td>LT-01513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1829</th>\n",
       "      <td>LT-02106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1830</th>\n",
       "      <td>LT-10312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1831</th>\n",
       "      <td>LT-50009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>LT-87134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1833</th>\n",
       "      <td>LT_50009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>LV - 1004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1835</th>\n",
       "      <td>LV-1010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>MD 2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>MD-2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>MD-2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>MD-2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>N/A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1841</th>\n",
       "      <td>Osh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1842</th>\n",
       "      <td>RO-024032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>SD310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>selon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>SI-5290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1846</th>\n",
       "      <td>SM1 1EL.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1847</th>\n",
       "      <td>W1H2 BQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1848</th>\n",
       "      <td>Ward 8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1849</th>\n",
       "      <td>—</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1850 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     beschaffungsstelle_plz\n",
       "0                         ,\n",
       "1                         -\n",
       "2                         .\n",
       "3                         0\n",
       "4                    00-834\n",
       "5                      0000\n",
       "6                     00000\n",
       "7                0000000000\n",
       "8                     00100\n",
       "9                     00197\n",
       "10                    00621\n",
       "11                     0075\n",
       "12                       01\n",
       "13                    01000\n",
       "14                    01001\n",
       "15                   010096\n",
       "16                    01015\n",
       "17                   010873\n",
       "18                    01170\n",
       "19                    01506\n",
       "20                     0179\n",
       "21                   02-566\n",
       "22                   02-591\n",
       "23                   02-903\n",
       "24                    02300\n",
       "25                   03-719\n",
       "26                   03-729\n",
       "27                    04050\n",
       "28                    04922\n",
       "29                   05-120\n",
       "...                     ...\n",
       "1820                D-10557\n",
       "1821                D-76137\n",
       "1822               EC2A 2JN\n",
       "1823               El-Sahel\n",
       "1824                    Érd\n",
       "1825                F-75015\n",
       "1826              Gulshan 2\n",
       "1827                 H-1072\n",
       "1828               LT-01513\n",
       "1829               LT-02106\n",
       "1830               LT-10312\n",
       "1831               LT-50009\n",
       "1832               LT-87134\n",
       "1833               LT_50009\n",
       "1834              LV - 1004\n",
       "1835                LV-1010\n",
       "1836                MD 2009\n",
       "1837                MD-2004\n",
       "1838                MD-2009\n",
       "1839                MD-2012\n",
       "1840                    N/A\n",
       "1841                    Osh\n",
       "1842              RO-024032\n",
       "1843                  SD310\n",
       "1844                  selon\n",
       "1845                SI-5290\n",
       "1846               SM1 1EL.\n",
       "1847                W1H2 BQ\n",
       "1848                 Ward 8\n",
       "1849                      —\n",
       "\n",
       "[1850 rows x 1 columns]"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from db import engine\n",
    "\n",
    "df = pd.read_sql('select DISTINCT(beschaffungsstelle_plz) from auftraggeber;', engine)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>NaN</td>\n",
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       "      <td>4050.0</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th>1821</th>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>5000.0</td>\n",
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       "      <td>8713.0</td>\n",
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       "      <th>1833</th>\n",
       "      <td>5000.0</td>\n",
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       "    <tr>\n",
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       "      <td>2009.0</td>\n",
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       "    <tr>\n",
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       "      <td>2004.0</td>\n",
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       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>2009.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>2012.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1845</th>\n",
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       "      <th>1847</th>\n",
       "      <td>NaN</td>\n",
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       "      <th>1848</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1849</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1850 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      beschaffungsstelle_plz\n",
       "0                        NaN\n",
       "1                        NaN\n",
       "2                        NaN\n",
       "3                        NaN\n",
       "4                        NaN\n",
       "5                        NaN\n",
       "6                        NaN\n",
       "7                        NaN\n",
       "8                        NaN\n",
       "9                        NaN\n",
       "10                       NaN\n",
       "11                       NaN\n",
       "12                       NaN\n",
       "13                    1000.0\n",
       "14                    1001.0\n",
       "15                       NaN\n",
       "16                    1015.0\n",
       "17                       NaN\n",
       "18                    1170.0\n",
       "19                    1506.0\n",
       "20                       NaN\n",
       "21                       NaN\n",
       "22                       NaN\n",
       "23                       NaN\n",
       "24                    2300.0\n",
       "25                       NaN\n",
       "26                       NaN\n",
       "27                    4050.0\n",
       "28                    4922.0\n",
       "29                       NaN\n",
       "...                      ...\n",
       "1820                  1055.0\n",
       "1821                  7613.0\n",
       "1822                     NaN\n",
       "1823                     NaN\n",
       "1824                     NaN\n",
       "1825                  7501.0\n",
       "1826                     NaN\n",
       "1827                  1072.0\n",
       "1828                     NaN\n",
       "1829                     NaN\n",
       "1830                  1031.0\n",
       "1831                  5000.0\n",
       "1832                  8713.0\n",
       "1833                  5000.0\n",
       "1834                  1004.0\n",
       "1835                  1010.0\n",
       "1836                  2009.0\n",
       "1837                  2004.0\n",
       "1838                  2009.0\n",
       "1839                  2012.0\n",
       "1840                     NaN\n",
       "1841                     NaN\n",
       "1842                     NaN\n",
       "1843                     NaN\n",
       "1844                     NaN\n",
       "1845                  5290.0\n",
       "1846                     NaN\n",
       "1847                     NaN\n",
       "1848                     NaN\n",
       "1849                     NaN\n",
       "\n",
       "[1850 rows x 1 columns]"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "\n",
    "def transformToSingleInt(plz):\n",
    "    try:\n",
    "        result = int(plz)\n",
    "        \n",
    "    except ValueError:\n",
    "        try:\n",
    "            result = int(re.search(r\"\\d{4}\", plz).group())\n",
    "        except AttributeError:\n",
    "            return None\n",
    "        \n",
    "    return result if result >= 1000 and result<= 9999 else None\n",
    "\n",
    "df['beschaffungsstelle_plz'] = df['beschaffungsstelle_plz'].apply(transformToSingleInt)\n",
    "df\n",
    "#df[df['beschaffungsstelle_plz'].isnan()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>1622</th>\n",
       "      <td>NaN</td>\n",
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       "      <th>1635</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1653</th>\n",
       "      <td>NaN</td>\n",
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       "      <th>1717</th>\n",
       "      <td>NaN</td>\n",
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       "      <th>1719</th>\n",
       "      <td>NaN</td>\n",
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       "      <th>1730</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1737</th>\n",
       "      <td>NaN</td>\n",
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       "      <th>1738</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1814</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1815</th>\n",
       "      <td>NaN</td>\n",
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       "      <th>1816</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1828</th>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>203 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      beschaffungsstelle_plz\n",
       "0                        NaN\n",
       "1                        NaN\n",
       "2                        NaN\n",
       "3                        NaN\n",
       "4                        NaN\n",
       "5                        NaN\n",
       "6                        NaN\n",
       "7                        NaN\n",
       "8                        NaN\n",
       "9                        NaN\n",
       "10                       NaN\n",
       "11                       NaN\n",
       "12                       NaN\n",
       "15                       NaN\n",
       "17                       NaN\n",
       "20                       NaN\n",
       "21                       NaN\n",
       "22                       NaN\n",
       "23                       NaN\n",
       "25                       NaN\n",
       "26                       NaN\n",
       "29                       NaN\n",
       "30                       NaN\n",
       "31                       NaN\n",
       "32                       NaN\n",
       "35                       NaN\n",
       "36                       NaN\n",
       "38                       NaN\n",
       "39                       NaN\n",
       "41                       NaN\n",
       "...                      ...\n",
       "1616                     NaN\n",
       "1622                     NaN\n",
       "1635                     NaN\n",
       "1653                     NaN\n",
       "1655                     NaN\n",
       "1717                     NaN\n",
       "1719                     NaN\n",
       "1723                     NaN\n",
       "1730                     NaN\n",
       "1737                     NaN\n",
       "1738                     NaN\n",
       "1814                     NaN\n",
       "1815                     NaN\n",
       "1816                     NaN\n",
       "1818                     NaN\n",
       "1822                     NaN\n",
       "1823                     NaN\n",
       "1824                     NaN\n",
       "1826                     NaN\n",
       "1828                     NaN\n",
       "1829                     NaN\n",
       "1840                     NaN\n",
       "1841                     NaN\n",
       "1842                     NaN\n",
       "1843                     NaN\n",
       "1844                     NaN\n",
       "1846                     NaN\n",
       "1847                     NaN\n",
       "1848                     NaN\n",
       "1849                     NaN\n",
       "\n",
       "[203 rows x 1 columns]"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['beschaffungsstelle_plz'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1820</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1821</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1822</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1823</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1824</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1825</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1826</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1828</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1829</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1830</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1831</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1833</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>1850 rows × 1641 columns</p>\n",
       "</div>"
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       "      b_plz_ganz_1006.0  b_plz_ganz_1007.0  b_plz_ganz_1008.0  \\\n",
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       "\n",
       "      b_plz_ganz_1009.0       ...        b_plz_area_88.0  b_plz_area_89.0  \\\n",
       "0                     0       ...                      0                0   \n",
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       "10                    0       ...                      0                0   \n",
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       "15                    0       ...                      0                0   \n",
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       "29                    0       ...                      0                0   \n",
       "...                 ...       ...                    ...              ...   \n",
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       "\n",
       "      b_plz_area_90.0  b_plz_area_91.0  b_plz_area_92.0  b_plz_area_93.0  \\\n",
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       "27                  0                0                0                0   \n",
       "28                  0                0                0                0   \n",
       "29                  0                0                0                0   \n",
       "...               ...              ...              ...              ...   \n",
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       "1831                0                0                0                0   \n",
       "1832                0                0                0                0   \n",
       "1833                0                0                0                0   \n",
       "1834                0                0                0                0   \n",
       "1835                0                0                0                0   \n",
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       "1837                0                0                0                0   \n",
       "1838                0                0                0                0   \n",
       "1839                0                0                0                0   \n",
       "1840                0                0                0                0   \n",
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       "1847                0                0                0                0   \n",
       "1848                0                0                0                0   \n",
       "1849                0                0                0                0   \n",
       "\n",
       "      b_plz_area_94.0  b_plz_area_95.0  b_plz_area_96.0  b_plz_area_nan  \n",
       "0                   0                0                0               1  \n",
       "1                   0                0                0               1  \n",
       "2                   0                0                0               1  \n",
       "3                   0                0                0               1  \n",
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       "15                  0                0                0               1  \n",
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       "25                  0                0                0               1  \n",
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       "28                  0                0                0               0  \n",
       "29                  0                0                0               1  \n",
       "...               ...              ...              ...             ...  \n",
       "1820                0                0                0               0  \n",
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       "1822                0                0                0               1  \n",
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       "1828                0                0                0               1  \n",
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       "1833                0                0                0               0  \n",
       "1834                0                0                0               0  \n",
       "1835                0                0                0               0  \n",
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       "1837                0                0                0               0  \n",
       "1838                0                0                0               0  \n",
       "1839                0                0                0               0  \n",
       "1840                0                0                0               1  \n",
       "1841                0                0                0               1  \n",
       "1842                0                0                0               1  \n",
       "1843                0                0                0               1  \n",
       "1844                0                0                0               1  \n",
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       "1846                0                0                0               1  \n",
       "1847                0                0                0               1  \n",
       "1848                0                0                0               1  \n",
       "1849                0                0                0               1  \n",
       "\n",
       "[1850 rows x 1641 columns]"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "split = {\n",
    "    'district': lambda x: math.floor(x/1000) if not math.isnan(x) else x,\n",
    "    'area': lambda x: math.floor(x/100) if not math.isnan(x) else x,\n",
    "}\n",
    "prefix = 'b_plz_'\n",
    "\n",
    "for key, applyFun in split.items():\n",
    "    df[ prefix + key ] = df['beschaffungsstelle_plz'].apply(applyFun)\n",
    "    \n",
    "df.rename(columns={'beschaffungsstelle_plz': prefix+ 'ganz'}, inplace=True)\n",
    "\n",
    "for key in ['ganz'] + list(split.keys()):\n",
    "    key = prefix + key\n",
    "    df = pd.concat([df, pd.get_dummies(df[key], prefix=key, dummy_na=True)], axis=1).drop(key, axis=1)\n",
    "    \n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:learn:duplicated meldungsnummer\n"
     ]
    },
    {
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3220</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3221</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3222</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3223</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3224</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3228</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3229</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3230</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3302</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3303</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3304</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3329</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3347</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3348</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3412</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3476</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3501</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3517</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3526</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3527</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3528</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3592</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3656</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3672</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3676</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3680</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3684</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3685</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3686</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>312 rows × 4143 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      gatt_wto  lose  teilangebote  varianten  Y  cpv_division_3  \\\n",
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       "...        ...   ...           ...        ... ..             ...   \n",
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       "\n",
       "      cpv_division_9  cpv_division_14  cpv_division_15  cpv_division_16  \\\n",
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       "...              ...              ...              ...              ...   \n",
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       "\n",
       "             ...           beschaffung_plz_CH-8952  beschaffung_plz_CH_3003  \\\n",
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       "\n",
       "      beschaffung_plz_D-10557  beschaffung_plz_D-76137  \\\n",
       "0                           0                        0   \n",
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       "...                       ...                      ...   \n",
       "3220                        0                        0   \n",
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       "3229                        0                        0   \n",
       "3230                        0                        0   \n",
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       "3304                        0                        0   \n",
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       "3348                        0                        0   \n",
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       "3685                        0                        0   \n",
       "3686                        0                        0   \n",
       "\n",
       "      beschaffung_plz_Gulshan 2  beschaffung_plz_MD 2009  \\\n",
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       "53                            0                        0   \n",
       "54                            0                        0   \n",
       "...                         ...                      ...   \n",
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       "3684                          0                        0   \n",
       "3685                          0                        0   \n",
       "3686                          0                        0   \n",
       "\n",
       "      beschaffung_plz_MD-2012  beschaffung_plz_W1H2 BQ  beschaffung_plz_—  \\\n",
       "0                           0                        0                  0   \n",
       "1                           0                        0                  0   \n",
       "2                           0                        0                  0   \n",
       "3                           0                        0                  0   \n",
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       "32                          0                        0                  0   \n",
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       "...                       ...                      ...                ...   \n",
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       "3686                        0                        0                  0   \n",
       "\n",
       "      beschaffung_plz_nan  \n",
       "0                       0  \n",
       "1                       0  \n",
       "2                       0  \n",
       "3                       0  \n",
       "4                       0  \n",
       "6                       0  \n",
       "7                       0  \n",
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       "10                      0  \n",
       "14                      0  \n",
       "15                      0  \n",
       "16                      0  \n",
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       "53                      0  \n",
       "54                      0  \n",
       "...                   ...  \n",
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       "\n",
       "[312 rows x 4143 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prepared_positives, prepared_negatives = trainer.prepare_data()\n",
    "prepared_positives"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3691</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3695</th>\n",
       "      <td>1</td>\n",
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       "      <th>3795</th>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3796</th>\n",
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       "      <td>2</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3940</th>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3944</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3945</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>3949</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>4049</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>4050</th>\n",
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       "      <td>0</td>\n",
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       "      <th>4051</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>4055</th>\n",
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       "      <td>0</td>\n",
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       "      <th>4056</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <th>8765</th>\n",
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       "      <th>8770</th>\n",
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       "      <th>8842</th>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>33545 rows × 4143 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         gatt_wto  lose  teilangebote  varianten  Y  cpv_division_3  \\\n",
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       "...           ...   ...           ...        ... ..             ...   \n",
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       "\n",
       "         cpv_division_9  cpv_division_14  cpv_division_15  cpv_division_16  \\\n",
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       "...                 ...              ...              ...              ...   \n",
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       "\n",
       "                ...           beschaffung_plz_CH-8952  \\\n",
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       "\n",
       "         beschaffung_plz_CH_3003  beschaffung_plz_D-10557  \\\n",
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       "...                          ...                      ...   \n",
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       "3744343                        0                        0   \n",
       "\n",
       "         beschaffung_plz_D-76137  beschaffung_plz_Gulshan 2  \\\n",
       "3687                           0                          0   \n",
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       "8846                           0                          0   \n",
       "...                          ...                        ...   \n",
       "3744052                        0                          0   \n",
       "3744061                        0                          0   \n",
       "3744062                        0                          0   \n",
       "3744063                        0                          0   \n",
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       "3744343                        0                          0   \n",
       "\n",
       "         beschaffung_plz_MD 2009  beschaffung_plz_MD-2012  \\\n",
       "3687                           0                        0   \n",
       "3691                           0                        0   \n",
       "3695                           0                        0   \n",
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       "8846                           0                        0   \n",
       "...                          ...                      ...   \n",
       "3744052                        0                        0   \n",
       "3744061                        0                        0   \n",
       "3744062                        0                        0   \n",
       "3744063                        0                        0   \n",
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       "3744338                        0                        0   \n",
       "3744342                        0                        0   \n",
       "3744343                        0                        0   \n",
       "\n",
       "         beschaffung_plz_W1H2 BQ  beschaffung_plz_—  beschaffung_plz_nan  \n",
       "3687                           0                  0                    0  \n",
       "3691                           0                  0                    0  \n",
       "3695                           0                  0                    0  \n",
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       "...                          ...                ...                  ...  \n",
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       "\n",
       "[33545 rows x 4143 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prepared_negatives"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "filter_attributes = ['meldungsnummer'] + trainer.attributes\n",
    "df = merged[filter_attributes].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.7482993197278912, 0.6870748299319728, 0.6258503401360545, 0.6190476190476191, 0.6870748299319728]\n",
      "Avg. CV Score | decision_tree Run 1: 0.67\n"
     ]
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.model_selection import train_test_split, cross_val_score\n",
    "\n",
    "algorithm = 'decision_tree'\n",
    "max_depth = trainer.config[algorithm]['max_depth']\n",
    "max_features = trainer.config[algorithm]['max_features']\n",
    "classifier = DecisionTreeClassifier(\n",
    "    max_depth=max_depth,\n",
    "    max_features=max_features\n",
    ")\n",
    "runIndex = 1\n",
    "\n",
    "x_test, y_test = trainer.trainModel(sample, classifier, algorithm, runIndex)\n",
    "# train, test = train_test_split(sample, random_state=runIndex)\n",
    "# x_test = test.drop(['Y'], axis=1)\n",
    "# x_train = train.drop(['Y'], axis=1)\n",
    "\n",
    "# y_test = test[['Y']].copy()\n",
    "# y_train = train[['Y']]\n",
    "\n",
    "# classifier = classifier.fit(x_train, y_train['Y'])\n",
    "\n",
    "# prediction = classifier.predict(x_test)\n",
    "\n",
    "\n",
    "# y_test['run'] = runIndex\n",
    "# x_test['run'] = runIndex\n",
    "\n",
    "# y_test['prediction'] = prediction\n",
    "\n",
    "# y_test['correct'] = y_test['prediction'] == y_test['Y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>604</th>\n",
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       "      <th>337</th>\n",
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       "      <td>0</td>\n",
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       "      <th>537</th>\n",
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       "      <td>0</td>\n",
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       "      <th>725</th>\n",
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       "      <th>241</th>\n",
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       "      <th>552</th>\n",
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       "      <th>252</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <th>383</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <th>174</th>\n",
       "      <td>1</td>\n",
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       "      <th>59</th>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <th>325</th>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "      <th>530</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
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       "      <th>500</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Y  run  prediction  correct\n",
       "298  1    1           0    False\n",
       "758  0    1           0     True\n",
       "655  0    1           0     True\n",
       "152  1    1           1     True\n",
       "264  1    1           0    False\n",
       "717  0    1           0     True\n",
       "575  0    1           0     True\n",
       "80   1    1           0    False\n",
       "709  0    1           0     True\n",
       "533  0    1           0     True\n",
       "328  0    1           0     True\n",
       "83   1    1           0    False\n",
       "127  1    1           1     True\n",
       "63   1    1           0    False\n",
       "683  0    1           0     True\n",
       "643  0    1           0     True\n",
       "419  0    1           0     True\n",
       "573  0    1           0     True\n",
       "694  0    1           0     True\n",
       "604  0    1           0     True\n",
       "337  0    1           0     True\n",
       "537  0    1           0     True\n",
       "233  1    1           1     True\n",
       "725  0    1           0     True\n",
       "241  1    1           1     True\n",
       "552  0    1           0     True\n",
       "290  1    1           0    False\n",
       "192  1    1           0    False\n",
       "189  1    1           0    False\n",
       "715  0    1           0     True\n",
       "..  ..  ...         ...      ...\n",
       "623  0    1           0     True\n",
       "252  1    1           0    False\n",
       "721  0    1           0     True\n",
       "345  0    1           1    False\n",
       "383  0    1           0     True\n",
       "174  1    1           0    False\n",
       "59   1    1           0    False\n",
       "325  0    1           0     True\n",
       "530  0    1           0     True\n",
       "246  1    1           1     True\n",
       "500  0    1           0     True\n",
       "505  0    1           0     True\n",
       "170  1    1           0    False\n",
       "237  1    1           1     True\n",
       "132  1    1           0    False\n",
       "271  1    1           0    False\n",
       "207  1    1           0    False\n",
       "279  1    1           1     True\n",
       "528  0    1           0     True\n",
       "98   1    1           0    False\n",
       "497  0    1           0     True\n",
       "626  0    1           0     True\n",
       "374  0    1           0     True\n",
       "429  0    1           0     True\n",
       "735  0    1           0     True\n",
       "535  0    1           0     True\n",
       "540  0    1           1    False\n",
       "67   1    1           0    False\n",
       "556  0    1           0     True\n",
       "553  0    1           0     True\n",
       "\n",
       "[195 rows x 4 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Archive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 0., 0., ..., 0., 0., 0.],\n",
       "       [1., 3., 0., ..., 0., 0., 0.],\n",
       "       [1., 0., 0., ..., 0., 0., 0.],\n",
       "       ...,\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [1., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.]])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prepared_positives.values.astype(np.float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 0., 0., ..., 0., 0., 0.],\n",
       "       [1., 0., 0., ..., 0., 0., 0.],\n",
       "       [1., 0., 0., ..., 0., 0., 0.],\n",
       "       ...,\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [1., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.]])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prepared_negatives.values.astype(np.float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all(np.all(np.isfinite(prepared_positives)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all(np.all(np.isfinite(prepared_negatives)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prepared_positives.isnull().values.any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prepared_negatives.isnull().values.any()"
   ]
  }
 ],
 "metadata": {
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   "codemirror_mode": {
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