H4. Result tables.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "SAVEFIGS = True\n",
    "\n",
    "matching_type = 'overlijden'\n",
    "lvl_3_overlijden = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_lvl_3_extended_2.csv', sep=\"|\", index_col=False)\n",
    "lvl_4_overlijden = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_lvl_4_extended_2.csv', sep=\"|\", index_col=False)\n",
    "lvl_5_overlijden = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_lvl_5_extended_2.csv', sep=\"|\", index_col=False)\n",
    "\n",
    "lvl_4_overlijden_accepted_loose = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_extra_lvl_4_loose.csv', sep='|', index_col=False)\n",
    "lvl_4_overlijden_accepted_strict = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_extra_lvl_4_strict.csv', sep='|', index_col=False)\n",
    "lvl_5_overlijden_accepted_loose = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_extra_lvl_5_loose.csv', sep='|', index_col=False)\n",
    "lvl_5_overlijden_accepted_strict = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_extra_lvl_5_strict.csv', sep='|', index_col=False)\n",
    "\n",
    "matching_type = 'geboorte'\n",
    "lvl_3_geboorte = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_lvl_3_extended_2.csv', sep=\"|\", index_col=False)\n",
    "lvl_4_geboorte = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_lvl_4_extended_2.csv', sep=\"|\", index_col=False)\n",
    "lvl_5_geboorte = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_lvl_5_extended_2.csv', sep=\"|\", index_col=False)\n",
    "\n",
    "lvl_4_geboorte_accepted_loose = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_extra_lvl_4_loose.csv', sep='|', index_col=False)\n",
    "lvl_4_geboorte_accepted_strict = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_extra_lvl_4_strict.csv', sep='|', index_col=False)\n",
    "lvl_5_geboorte_accepted_loose = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_extra_lvl_5_loose.csv', sep='|', index_col=False)\n",
    "lvl_5_geboorte_accepted_strict = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_extra_lvl_5_strict.csv', sep='|', index_col=False)\n",
    "\n",
    "\n",
    "matching_type = 'huwelijk'\n",
    "lvl_3_huwelijk = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_lvl_3_extended_2.csv', sep=\"|\", index_col=False)\n",
    "lvl_4_huwelijk = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_lvl_4_extended_2.csv', sep=\"|\", index_col=False)\n",
    "lvl_5_huwelijk = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_lvl_5_extended_2.csv', sep=\"|\", index_col=False)\n",
    "\n",
    "\n",
    "lvl_4_huwelijk_accepted_loose = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_extra_lvl_4_loose.csv', sep='|', index_col=False)\n",
    "lvl_4_huwelijk_accepted_strict = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_extra_lvl_4_strict.csv', sep='|', index_col=False)\n",
    "lvl_5_huwelijk_accepted_loose = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_extra_lvl_5_loose.csv', sep='|', index_col=False)\n",
    "lvl_5_huwelijk_accepted_strict = pd.read_csv('datafiles/dataframes/working/' + matching_type + '_extra_lvl_5_strict.csv', sep='|', index_col=False)\n",
    "\n",
    "lvl_3_all = lvl_3_geboorte.append(lvl_3_huwelijk).append(lvl_3_overlijden)\n",
    "lvl_4_all = lvl_4_geboorte.append(lvl_4_huwelijk).append(lvl_4_overlijden)\n",
    "lvl_5_all = lvl_5_geboorte.append(lvl_5_huwelijk).append(lvl_5_overlijden)\n",
    "\n",
    "lvl_3_dist_3 = lvl_3_all[lvl_3_all['dist'] == 3]\n",
    "lvl_4_dist_4 = lvl_4_all[lvl_4_all['dist'] == 4]\n",
    "lvl_5_dist_5 = lvl_5_all[lvl_5_all['dist'] == 5]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "######## Overlinking geboorte ########\n",
      "lvl 3 -- Aantal unieke geboorte registraties:  540401\n",
      "lvl 3 -- Gemiddeld aantal ouder paren per geboorte registraties:  id_1    1.029882\n",
      "dtype: float64\n",
      "lvl 4 -- Aantal unieke geboorte registraties:  45946\n",
      "lvl 4 --  Gemiddeld aantal ouder paren per geboorte registraties:  id_1    1.177382\n",
      "dtype: float64\n",
      "lvl 4 -- Aantal unieke geboorte registraties:  87810\n",
      "lvl 5 --  Gemiddeld aantal ouder paren per geboorte registraties:  id_1    1.243595\n",
      "dtype: float64\n",
      "######## Overlinking huwelijk ########\n",
      "lvl 3 -- Aantal unieke huwelijk registraties:  142414\n",
      "lvl 3 -- Gemiddeld aantal ouder paren per huwelijk registraties:  id_1    1.737849\n",
      "dtype: float64\n",
      "lvl 4 -- Aantal unieke huwelijk registraties:  23089\n",
      "lvl 4 --  Gemiddeld aantal ouder paren per huwelijk registraties:  id_1    1.238815\n",
      "dtype: float64\n",
      "lvl 5 -- Aantal unieke huwelijk registraties:  44190\n",
      "lvl 5 --  Gemiddeld aantal ouder paren per huwelijk registraties:  id_1    1.291877\n",
      "dtype: float64\n",
      "######## Overlinking overlijden ########\n",
      "lvl 3 -- Aantal unieke huwelijk registraties:  382407\n",
      "lvl 3 -- Gemiddeld aantal ouder paren per overlijden registraties:  id_1    1.030972\n",
      "dtype: float64\n",
      "lvl 4 -- Aantal unieke huwelijk registraties:  40457\n",
      "lvl 4 --  Gemiddeld aantal ouder paren per overlijden registraties:  id_1    1.176014\n",
      "dtype: float64\n",
      "lvl 5 -- Aantal unieke huwelijk registraties:  76389\n",
      "lvl 5 --  Gemiddeld aantal ouder paren per overlijden registraties:  id_1    1.248935\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "## Overlinking: aantal parents per kind\n",
    "print '######## Overlinking geboorte ########'\n",
    "print 'lvl 3 -- Aantal unieke geboorte registraties: ', lvl_3_geboorte['id_2'].nunique()\n",
    "print 'lvl 3 -- Gemiddeld aantal ouder paren per geboorte registraties: ', lvl_3_geboorte.groupby('id_2').agg({'id_1': 'count'}).mean()\n",
    "\n",
    "print 'lvl 4 -- Aantal unieke geboorte registraties: ', lvl_4_geboorte[lvl_4_geboorte['dist']  == 4]['id_2'].nunique()\n",
    "print 'lvl 4 --  Gemiddeld aantal ouder paren per geboorte registraties: ', lvl_4_geboorte[lvl_4_geboorte['dist']  == 4].groupby('id_2').agg({'id_1': 'count'}).mean()\n",
    "\n",
    "print 'lvl 4 -- Aantal unieke geboorte registraties: ', lvl_5_geboorte[lvl_5_geboorte['dist'] == 5]['id_2'].nunique()\n",
    "print 'lvl 5 --  Gemiddeld aantal ouder paren per geboorte registraties: ', lvl_5_geboorte[lvl_5_geboorte['dist'] == 5].groupby(['id_2', 'Label']).agg({'id_1': 'count'}).mean()\n",
    "\n",
    "\n",
    "print '######## Overlinking huwelijk ########'\n",
    "print 'lvl 3 -- Aantal unieke huwelijk registraties: ', lvl_3_huwelijk['id_2'].nunique()\n",
    "print 'lvl 3 -- Gemiddeld aantal ouder paren per huwelijk registraties: ', lvl_3_huwelijk.groupby('id_2').agg({'id_1': 'nunique'}).mean()\n",
    "\n",
    "print 'lvl 4 -- Aantal unieke huwelijk registraties: ', lvl_4_huwelijk[lvl_4_huwelijk['dist'] == 4]['id_2'].nunique()\n",
    "print 'lvl 4 --  Gemiddeld aantal ouder paren per huwelijk registraties: ', lvl_4_huwelijk[lvl_4_huwelijk['dist'] == 4].groupby('id_2').agg({'id_1': 'count'}).mean()\n",
    "\n",
    "print 'lvl 5 -- Aantal unieke huwelijk registraties: ', lvl_5_huwelijk[lvl_5_huwelijk['dist'] == 5]['id_2'].nunique()\n",
    "print 'lvl 5 --  Gemiddeld aantal ouder paren per huwelijk registraties: ', lvl_5_huwelijk[lvl_5_huwelijk['dist'] == 5].groupby(['id_2', 'Label']).agg({'id_1': 'count'}).mean()\n",
    "\n",
    "\n",
    "print '######## Overlinking overlijden ########'\n",
    "print 'lvl 3 -- Aantal unieke huwelijk registraties: ', lvl_3_overlijden['id_2'].nunique()\n",
    "print 'lvl 3 -- Gemiddeld aantal ouder paren per overlijden registraties: ', lvl_3_overlijden.groupby('id_2').agg({'id_1': 'count'}).mean()\n",
    "\n",
    "print 'lvl 4 -- Aantal unieke huwelijk registraties: ', lvl_4_overlijden[lvl_4_overlijden['dist'] == 4]['id_2'].nunique()\n",
    "print 'lvl 4 --  Gemiddeld aantal ouder paren per overlijden registraties: ', lvl_4_overlijden[lvl_4_overlijden['dist'] == 4].groupby('id_2').agg({'id_1': 'count'}).mean()\n",
    "\n",
    "print 'lvl 5 -- Aantal unieke huwelijk registraties: ', lvl_5_overlijden[lvl_5_overlijden['dist'] == 5]['id_2'].nunique()\n",
    "print 'lvl 5 --  Gemiddeld aantal ouder paren per overlijden registraties: ', lvl_5_overlijden[lvl_5_overlijden['dist'] == 5].groupby(['id_2', 'Label']).agg({'id_1': 'count'}).mean()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKgAAAF6CAYAAAA9E2CmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJQ1USZIkSZIkSZIkSZIkSavy/2VO6twONUWaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcb17d07d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# figuur 4.1 - Aantal registraties per label\n",
    "\n",
    "ylim= (0, lvl_5_dist_5[['dist','Label']].groupby('Label').count().max().values[0] *1.10)\n",
    "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(20,5), subplot_kw={'ylim': ylim})\n",
    "fig.suptitle(\"Distribution of error over names\")\n",
    "\n",
    "\n",
    "\n",
    "# De bars - Lvl 3\n",
    "ax = lvl_3_dist_3[['dist','Label']].groupby('Label').count().plot(kind='bar', title=\"threshold = 3\", legend=False, ax=axes[0])\n",
    "ax.set_xlabel(\"Distribution for matches with a distance of 3\")\n",
    "ax.set_ylabel(\"Number of matches\")\n",
    "totals = []\n",
    "for p in ax.patches:\n",
    "    totals.append(p.get_height())\n",
    "total = sum(totals)\n",
    "for p in ax.patches:\n",
    "    ax.text(p.get_x() + .025, p.get_height() + max(total * 0.1, min(p.get_height() * 1.1, 500)), \\\n",
    "           str(round((p.get_height() / float(total)) * 100, 2)) + '%', fontsize=15, color='dimgray')\n",
    "\n",
    "\n",
    "# De bars - Lvl 4\n",
    "ax = lvl_4_dist_4[['dist','Label']].groupby('Label').count().plot(kind='bar', title=\"threshold = 4\", legend=False, ax=axes[1])\n",
    "ax.set_xlabel(\"Distribution for matched with a distance of 4\")\n",
    "totals = []\n",
    "for p in ax.patches:\n",
    "    totals.append(p.get_height())\n",
    "total = sum(totals)\n",
    "for p in ax.patches:\n",
    "    ax.text(p.get_x() - p.get_x() * .05, p.get_height() + max(total * 0.05, min(p.get_height() * 1.1, 500)), \\\n",
    "           str(round((p.get_height() / float(total)) * 100, 2)) + '%', fontsize=15, color='dimgray')\n",
    "\n",
    "# De bars - Lvl 5\n",
    "ax = lvl_5_dist_5[['dist','Label']].groupby('Label').count().plot(kind='bar', title=\"threshold = 5\", legend=False, ax=axes[2])\n",
    "ax.set_xlabel(\"Distribution for matches with a distance of 5\")\n",
    "totals = []\n",
    "for p in ax.patches:\n",
    "    totals.append(p.get_height())\n",
    "total = sum(totals)\n",
    "for p in ax.patches:\n",
    "    ax.text(p.get_x() - p.get_x() * .05, p.get_height() + max(total * 0.0125, min(p.get_height() * 1.1, 500)), \\\n",
    "           str(round((p.get_height() / float(total)) * 100, 2)) + '%', fontsize=15, color='dimgray')\n",
    "\n",
    "\n",
    "if SAVEFIGS:\n",
    "    fig.savefig('reports/figures/distribution_max_error_over_names_all.png', bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-- th = 3 -- \n",
      "111880\n",
      "81742\n",
      "104717\n",
      "\n",
      "\n",
      "-- th = 4 -- \n",
      "116023 103.703074723\n",
      "86722 106.092339311\n",
      "109901 104.950485595\n",
      "\n",
      "\n",
      "-- th = 5 --\n",
      "122674 109.647836968\n",
      "95142 116.393041521\n",
      "117952 112.638826552\n"
     ]
    }
   ],
   "source": [
    "## Aantal unieke targets\n",
    "print \"-- th = 3 -- \"\n",
    "print len(lvl_3_geboorte['id_1'].unique())\n",
    "print len(lvl_3_huwelijk['id_1'].unique())\n",
    "print len(lvl_3_overlijden['id_1'].unique())\n",
    "print \"\\n\"\n",
    "print \"-- th = 4 -- \"\n",
    "print len(lvl_4_geboorte['id_1'].unique()), (len(lvl_4_geboorte['id_1'].unique()) / float(len(lvl_3_geboorte['id_1'].unique()))) * 100\n",
    "print len(lvl_4_huwelijk['id_1'].unique()), (len(lvl_4_huwelijk['id_1'].unique()) / float(len(lvl_3_huwelijk['id_1'].unique()))) * 100\n",
    "print len(lvl_4_overlijden['id_1'].unique()), (len(lvl_4_overlijden['id_1'].unique()) / float(len(lvl_3_overlijden['id_1'].unique()))) * 100\n",
    "print \"\\n\"\n",
    "print \"-- th = 5 --\"\n",
    "print len(lvl_5_geboorte['id_1'].unique()), (len(lvl_5_geboorte['id_1'].unique()) / float(len(lvl_3_geboorte['id_1'].unique()))) * 100\n",
    "print len(lvl_5_huwelijk['id_1'].unique()), (len(lvl_5_huwelijk['id_1'].unique()) / float(len(lvl_3_huwelijk['id_1'].unique()))) * 100\n",
    "print len(lvl_5_overlijden['id_1'].unique()), (len(lvl_5_overlijden['id_1'].unique()) / float(len(lvl_3_overlijden['id_1'].unique()))) * 100\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "matching_type = 'overlijden'\n",
    "lvl_3_dist_3_overlijden = lvl_3_overlijden[lvl_3_overlijden.dist == 3]\n",
    "lvl_4_dist_4_overlijden = lvl_4_overlijden[lvl_4_overlijden.dist == 4]\n",
    "lvl_5_dist_5_overlijden = lvl_5_overlijden[lvl_5_overlijden.dist == 5]\n",
    "\n",
    "matching_type = 'geboorte'\n",
    "lvl_3_dist_3_geboorte = lvl_3_geboorte[lvl_3_geboorte.dist == 3]\n",
    "lvl_4_dist_4_geboorte = lvl_4_geboorte[lvl_4_geboorte.dist == 4]\n",
    "lvl_5_dist_5_geboorte = lvl_5_geboorte[lvl_5_geboorte.dist == 5]\n",
    "\n",
    "matching_type = 'huwelijk'\n",
    "lvl_3_dist_3_huwelijk = lvl_3_huwelijk[lvl_3_huwelijk.dist == 3]\n",
    "lvl_4_dist_4_huwelijk = lvl_4_huwelijk[lvl_4_huwelijk.dist == 4]\n",
    "lvl_5_dist_5_huwelijk = lvl_5_huwelijk[lvl_5_huwelijk.dist == 5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Acceptance rate (Step 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dist</th>\n",
       "      <th>id_1</th>\n",
       "      <th>target_name_1</th>\n",
       "      <th>target_name_2</th>\n",
       "      <th>target_name_3</th>\n",
       "      <th>target_name_4</th>\n",
       "      <th>id_2</th>\n",
       "      <th>candidate_name_1</th>\n",
       "      <th>candidate_name_2</th>\n",
       "      <th>candidate_name_3</th>\n",
       "      <th>candidate_name_4</th>\n",
       "      <th>length_name_1</th>\n",
       "      <th>length_name_2</th>\n",
       "      <th>length_name_3</th>\n",
       "      <th>length_name_4</th>\n",
       "      <th>dist_name_1</th>\n",
       "      <th>dist_name_2</th>\n",
       "      <th>dist_name_3</th>\n",
       "      <th>dist_name_4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Label</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "      <td>246288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "      <td>80103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1</th>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "      <td>16209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,1</th>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "      <td>1910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2</th>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11075</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "      <td>11077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "      <td>22743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "      <td>15921</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         dist    id_1  target_name_1  target_name_2  target_name_3  \\\n",
       "Label                                                                \n",
       "0      246288  246288         246288         246288         246288   \n",
       "1       80103   80103          80103          80103          80103   \n",
       "1,1     16209   16209          16209          16209          16209   \n",
       "1,1,1    1910    1910           1910           1910           1910   \n",
       "1,2     11077   11077          11077          11077          11077   \n",
       "2       22743   22743          22743          22743          22743   \n",
       "3       15921   15921          15921          15921          15921   \n",
       "\n",
       "       target_name_4    id_2  candidate_name_1  candidate_name_2  \\\n",
       "Label                                                              \n",
       "0             246288  246288            246288            246288   \n",
       "1              80103   80103             80103             80103   \n",
       "1,1            16209   16209             16209             16209   \n",
       "1,1,1           1910    1910              1910              1910   \n",
       "1,2            11077   11077             11077             11077   \n",
       "2              22743   22743             22743             22743   \n",
       "3              15921   15921             15921             15921   \n",
       "\n",
       "       candidate_name_3  candidate_name_4  length_name_1  length_name_2  \\\n",
       "Label                                                                     \n",
       "0                246288            246288         246288         246288   \n",
       "1                 80103             80103          80103          80103   \n",
       "1,1               16209             16209          16209          16209   \n",
       "1,1,1              1910              1910           1910           1910   \n",
       "1,2               11077             11075          11077          11077   \n",
       "2                 22743             22743          22743          22743   \n",
       "3                 15921             15921          15921          15921   \n",
       "\n",
       "       length_name_3  length_name_4  dist_name_1  dist_name_2  dist_name_3  \\\n",
       "Label                                                                        \n",
       "0             246288         246288       246288       246288       246288   \n",
       "1              80103          80103        80103        80103        80103   \n",
       "1,1            16209          16209        16209        16209        16209   \n",
       "1,1,1           1910           1910         1910         1910         1910   \n",
       "1,2            11077          11077        11077        11077        11077   \n",
       "2              22743          22743        22743        22743        22743   \n",
       "3              15921          15921        15921        15921        15921   \n",
       "\n",
       "       dist_name_4  \n",
       "Label               \n",
       "0           246288  \n",
       "1            80103  \n",
       "1,1          16209  \n",
       "1,1,1         1910  \n",
       "1,2          11077  \n",
       "2            22743  \n",
       "3            15921  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lvl_3_overlijden.groupby(\"Label\").count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dist                556549\n",
       "id_1                556549\n",
       "target_name_1       556549\n",
       "target_name_2       556549\n",
       "target_name_3       556549\n",
       "target_name_4       556549\n",
       "id_2                556549\n",
       "candidate_name_1    556549\n",
       "candidate_name_2    556549\n",
       "candidate_name_3    556549\n",
       "candidate_name_4    556549\n",
       "length_name_1       556549\n",
       "length_name_2       556549\n",
       "length_name_3       556549\n",
       "length_name_4       556549\n",
       "dist_name_1         556549\n",
       "dist_name_2         556549\n",
       "dist_name_3         556549\n",
       "dist_name_4         556549\n",
       "Label               556549\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lvl_3_geboorte.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id_1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Label</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>374474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>101556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1</th>\n",
       "      <td>19218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,1</th>\n",
       "      <td>2148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2</th>\n",
       "      <td>12777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>27656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>18720</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         id_1\n",
       "Label        \n",
       "0      374474\n",
       "1      101556\n",
       "1,1     19218\n",
       "1,1,1    2148\n",
       "1,2     12777\n",
       "2       27656\n",
       "3       18720"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Number of matches per label -- birth lvl 4\n",
    "lvl_3_geboorte[['id_1', 'Label']].groupby('Label').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id_1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Label</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1,1,1,1</th>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,2</th>\n",
       "      <td>2554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,3</th>\n",
       "      <td>12821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,2</th>\n",
       "      <td>5187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>33408</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id_1\n",
       "Label         \n",
       "1,1,1,1    119\n",
       "1,1,2     2554\n",
       "1,3      12821\n",
       "2,2       5187\n",
       "4        33408"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Number of matches per label -- birth lvl 4\n",
    "lvl_4_geboorte[lvl_4_geboorte.dist == 4][['id_1', 'Label']].groupby('Label').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id_1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Label</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1,1,1,2</th>\n",
       "      <td>224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,3</th>\n",
       "      <td>3546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2,2</th>\n",
       "      <td>2606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,4</th>\n",
       "      <td>28576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,3</th>\n",
       "      <td>35326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>60486</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id_1\n",
       "Label         \n",
       "1,1,1,2    224\n",
       "1,1,3     3546\n",
       "1,2,2     2606\n",
       "1,4      28576\n",
       "2,3      35326\n",
       "5        60486"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lvl_5_geboorte[lvl_5_geboorte.dist == 5][['id_1', 'Label']].groupby('Label').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lvl_3_geboorte['cert_type'] = 1\n",
    "lvl_4_geboorte['cert_type'] = 1\n",
    "lvl_5_geboorte['cert_type'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lvl_3_huwelijk['cert_type'] = 2\n",
    "lvl_4_huwelijk['cert_type'] = 2\n",
    "lvl_5_huwelijk['cert_type'] = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lvl_3_overlijden['cert_type'] = 3\n",
    "lvl_4_overlijden['cert_type'] = 3\n",
    "lvl_5_overlijden['cert_type'] = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "all_results = lvl_3_geboorte.append(lvl_4_geboorte[lvl_4_geboorte.dist == 4]).append(lvl_5_geboorte[lvl_5_geboorte.dist == 5]).append(lvl_3_huwelijk).append(lvl_4_huwelijk[lvl_4_huwelijk.dist == 4]).append(lvl_5_huwelijk[lvl_5_huwelijk.dist == 5]).append(lvl_3_overlijden).append(lvl_4_overlijden[lvl_4_overlijden.dist == 4]).append(lvl_5_overlijden[lvl_5_overlijden.dist == 5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "all_results.to_csv('datafiles/dataframes/working/all_results.csv', sep='|')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dist                1645858\n",
       "id_1                1645858\n",
       "target_name_1       1645858\n",
       "target_name_2       1645858\n",
       "target_name_3       1645858\n",
       "target_name_4       1645857\n",
       "id_2                1645858\n",
       "candidate_name_1    1645858\n",
       "candidate_name_2    1645858\n",
       "candidate_name_3    1645858\n",
       "candidate_name_4    1645810\n",
       "length_name_1       1645858\n",
       "length_name_2       1645858\n",
       "length_name_3       1645858\n",
       "length_name_4       1645858\n",
       "dist_name_1         1645858\n",
       "dist_name_2         1645858\n",
       "dist_name_3         1645858\n",
       "dist_name_4         1645858\n",
       "Label               1645484\n",
       "cert_type           1645858\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_results.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>id_2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cert_type</th>\n",
       "      <th>dist</th>\n",
       "      <th>Label</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">1</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <td>371816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>1</th>\n",
       "      <td>101030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2</th>\n",
       "      <th>1,1</th>\n",
       "      <td>19079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>27449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">3</th>\n",
       "      <th>1,1,1</th>\n",
       "      <td>2132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2</th>\n",
       "      <td>12619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>17678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">4</th>\n",
       "      <th>1,1,1,1</th>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,2</th>\n",
       "      <td>2524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,3</th>\n",
       "      <td>12174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,2</th>\n",
       "      <td>4983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">5</th>\n",
       "      <th>1,1,1,2</th>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,3</th>\n",
       "      <td>3417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2,2</th>\n",
       "      <td>2522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,4</th>\n",
       "      <td>24476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,3</th>\n",
       "      <td>26234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>48285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">2</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <td>113183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>1</th>\n",
       "      <td>40757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2</th>\n",
       "      <th>1,1</th>\n",
       "      <td>8024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">3</th>\n",
       "      <th>1,1,1</th>\n",
       "      <td>970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2</th>\n",
       "      <td>5454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">4</th>\n",
       "      <th>1,1,1,1</th>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,2</th>\n",
       "      <td>1186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,3</th>\n",
       "      <td>6134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,2</th>\n",
       "      <td>2455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">5</th>\n",
       "      <th>1,1,1,2</th>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,3</th>\n",
       "      <td>1829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2,2</th>\n",
       "      <td>1306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,4</th>\n",
       "      <td>13226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,3</th>\n",
       "      <td>14137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>25025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">3</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <td>244628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>1</th>\n",
       "      <td>79683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2</th>\n",
       "      <th>1,1</th>\n",
       "      <td>16127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">3</th>\n",
       "      <th>1,1,1</th>\n",
       "      <td>1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2</th>\n",
       "      <td>10968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">4</th>\n",
       "      <th>1,1,1,1</th>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,2</th>\n",
       "      <td>2347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,3</th>\n",
       "      <td>10770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,2</th>\n",
       "      <td>4333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>25017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">5</th>\n",
       "      <th>1,1,1,2</th>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,3</th>\n",
       "      <td>3004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2,2</th>\n",
       "      <td>2154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,4</th>\n",
       "      <td>21585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,3</th>\n",
       "      <td>23013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>41574</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          id_2\n",
       "cert_type dist Label          \n",
       "1         0    0        371816\n",
       "          1    1        101030\n",
       "          2    1,1       19079\n",
       "               2         27449\n",
       "          3    1,1,1      2132\n",
       "               1,2       12619\n",
       "               3         17678\n",
       "          4    1,1,1,1     118\n",
       "               1,1,2      2524\n",
       "               1,3       12174\n",
       "               2,2        4983\n",
       "               4         28575\n",
       "          5    1,1,1,2     216\n",
       "               1,1,3      3417\n",
       "               1,2,2      2522\n",
       "               1,4       24476\n",
       "               2,3       26234\n",
       "               5         48285\n",
       "2         0    0        113183\n",
       "          1    1         40757\n",
       "          2    1,1        8024\n",
       "               2         11621\n",
       "          3    1,1,1       970\n",
       "               1,2        5454\n",
       "               3          8352\n",
       "          4    1,1,1,1      61\n",
       "               1,1,2      1186\n",
       "               1,3        6134\n",
       "               2,2        2455\n",
       "               4         15022\n",
       "          5    1,1,1,2     110\n",
       "               1,1,3      1829\n",
       "               1,2,2      1306\n",
       "               1,4       13226\n",
       "               2,3       14137\n",
       "               5         25025\n",
       "3         0    0        244628\n",
       "          1    1         79683\n",
       "          2    1,1       16127\n",
       "               2         22560\n",
       "          3    1,1,1      1900\n",
       "               1,2       10968\n",
       "               3         15094\n",
       "          4    1,1,1,1     133\n",
       "               1,1,2      2347\n",
       "               1,3       10770\n",
       "               2,2        4333\n",
       "               4         25017\n",
       "          5    1,1,1,2     196\n",
       "               1,1,3      3004\n",
       "               1,2,2      2154\n",
       "               1,4       21585\n",
       "               2,3       23013\n",
       "               5         41574"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_results[['id_1', 'cert_type', 'Label', 'dist', 'id_2']].groupby(['cert_type','dist', 'Label']).agg({'id_2': 'nunique'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>id_1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cert_type</th>\n",
       "      <th>dist</th>\n",
       "      <th>Label</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">1</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <td>374474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>1</th>\n",
       "      <td>101556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2</th>\n",
       "      <th>1,1</th>\n",
       "      <td>19218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>27656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">3</th>\n",
       "      <th>1,1,1</th>\n",
       "      <td>2148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2</th>\n",
       "      <td>12777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>18720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">4</th>\n",
       "      <th>1,1,1,1</th>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,2</th>\n",
       "      <td>2554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,3</th>\n",
       "      <td>12821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,2</th>\n",
       "      <td>5187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>33408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">5</th>\n",
       "      <th>1,1,1,2</th>\n",
       "      <td>224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,3</th>\n",
       "      <td>3546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2,2</th>\n",
       "      <td>2606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,4</th>\n",
       "      <td>28576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,3</th>\n",
       "      <td>35326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>60486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">2</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <td>166849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>1</th>\n",
       "      <td>44785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2</th>\n",
       "      <th>1,1</th>\n",
       "      <td>8234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">3</th>\n",
       "      <th>1,1,1</th>\n",
       "      <td>980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2</th>\n",
       "      <td>5608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">4</th>\n",
       "      <th>1,1,1,1</th>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,2</th>\n",
       "      <td>1221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,3</th>\n",
       "      <td>6538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,2</th>\n",
       "      <td>2582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>18193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">5</th>\n",
       "      <th>1,1,1,2</th>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,3</th>\n",
       "      <td>1907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2,2</th>\n",
       "      <td>1351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,4</th>\n",
       "      <td>15857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,3</th>\n",
       "      <td>19510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>33135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">3</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <td>246288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>1</th>\n",
       "      <td>80103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2</th>\n",
       "      <th>1,1</th>\n",
       "      <td>16209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">3</th>\n",
       "      <th>1,1,1</th>\n",
       "      <td>1910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2</th>\n",
       "      <td>11077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">4</th>\n",
       "      <th>1,1,1,1</th>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,2</th>\n",
       "      <td>2387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,3</th>\n",
       "      <td>11297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,2</th>\n",
       "      <td>4482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">5</th>\n",
       "      <th>1,1,1,2</th>\n",
       "      <td>202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,3</th>\n",
       "      <td>3106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2,2</th>\n",
       "      <td>2229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,4</th>\n",
       "      <td>25078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2,3</th>\n",
       "      <td>31170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>52525</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          id_1\n",
       "cert_type dist Label          \n",
       "1         0    0        374474\n",
       "          1    1        101556\n",
       "          2    1,1       19218\n",
       "               2         27656\n",
       "          3    1,1,1      2148\n",
       "               1,2       12777\n",
       "               3         18720\n",
       "          4    1,1,1,1     119\n",
       "               1,1,2      2554\n",
       "               1,3       12821\n",
       "               2,2        5187\n",
       "               4         33408\n",
       "          5    1,1,1,2     224\n",
       "               1,1,3      3546\n",
       "               1,2,2      2606\n",
       "               1,4       28576\n",
       "               2,3       35326\n",
       "               5         60486\n",
       "2         0    0        166849\n",
       "          1    1         44785\n",
       "          2    1,1        8234\n",
       "               2         12027\n",
       "          3    1,1,1       980\n",
       "               1,2        5608\n",
       "               3          9011\n",
       "          4    1,1,1,1      61\n",
       "               1,1,2      1221\n",
       "               1,3        6538\n",
       "               2,2        2582\n",
       "               4         18193\n",
       "          5    1,1,1,2     111\n",
       "               1,1,3      1907\n",
       "               1,2,2      1351\n",
       "               1,4       15857\n",
       "               2,3       19510\n",
       "               5         33135\n",
       "3         0    0        246288\n",
       "          1    1         80103\n",
       "          2    1,1       16209\n",
       "               2         22743\n",
       "          3    1,1,1      1910\n",
       "               1,2       11077\n",
       "               3         15921\n",
       "          4    1,1,1,1     135\n",
       "               1,1,2      2387\n",
       "               1,3       11297\n",
       "               2,2        4482\n",
       "               4         29260\n",
       "          5    1,1,1,2     202\n",
       "               1,1,3      3106\n",
       "               1,2,2      2229\n",
       "               1,4       25078\n",
       "               2,3       31170\n",
       "               5         52525"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_results[['id_1', 'cert_type', 'Label', 'dist', 'id_2']].groupby(['cert_type','dist', 'Label']).agg({'id_1': 'count'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dist</th>\n",
       "      <th>id_1</th>\n",
       "      <th>target_name_1</th>\n",
       "      <th>target_name_2</th>\n",
       "      <th>target_name_3</th>\n",
       "      <th>target_name_4</th>\n",
       "      <th>id_2</th>\n",
       "      <th>candidate_name_1</th>\n",
       "      <th>candidate_name_2</th>\n",
       "      <th>candidate_name_3</th>\n",
       "      <th>...</th>\n",
       "      <th>length_name_1</th>\n",
       "      <th>length_name_2</th>\n",
       "      <th>length_name_3</th>\n",
       "      <th>length_name_4</th>\n",
       "      <th>dist_name_1</th>\n",
       "      <th>dist_name_2</th>\n",
       "      <th>dist_name_3</th>\n",
       "      <th>dist_name_4</th>\n",
       "      <th>Label</th>\n",
       "      <th>cert_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>701331</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>jansen</td>\n",
       "      <td>johanna</td>\n",
       "      <td>ee</td>\n",
       "      <td>129230</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>jansen</td>\n",
       "      <td>janna</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>701331</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>jansen</td>\n",
       "      <td>johanna</td>\n",
       "      <td>ee</td>\n",
       "      <td>161932</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>jansen</td>\n",
       "      <td>janna</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>704975</td>\n",
       "      <td>francois</td>\n",
       "      <td>orlebeke</td>\n",
       "      <td>anna</td>\n",
       "      <td>ee</td>\n",
       "      <td>92863</td>\n",
       "      <td>francois</td>\n",
       "      <td>orlebeke</td>\n",
       "      <td>anna</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>2</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>3</th>\n",
       "      <td>0</td>\n",
       "      <td>704975</td>\n",
       "      <td>francois</td>\n",
       "      <td>orlebeke</td>\n",
       "      <td>anna</td>\n",
       "      <td>ee</td>\n",
       "      <td>347965</td>\n",
       "      <td>francois</td>\n",
       "      <td>orlebeke</td>\n",
       "      <td>anna</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>2</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>4</th>\n",
       "      <td>0</td>\n",
       "      <td>704975</td>\n",
       "      <td>francois</td>\n",
       "      <td>orlebeke</td>\n",
       "      <td>anna</td>\n",
       "      <td>ee</td>\n",
       "      <td>373156</td>\n",
       "      <td>francois</td>\n",
       "      <td>orlebeke</td>\n",
       "      <td>anna</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>2</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>5</th>\n",
       "      <td>0</td>\n",
       "      <td>704975</td>\n",
       "      <td>francois</td>\n",
       "      <td>orlebeke</td>\n",
       "      <td>anna</td>\n",
       "      <td>ee</td>\n",
       "      <td>439624</td>\n",
       "      <td>francois</td>\n",
       "      <td>orlebeke</td>\n",
       "      <td>anna</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>2</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>6</th>\n",
       "      <td>0</td>\n",
       "      <td>704975</td>\n",
       "      <td>francois</td>\n",
       "      <td>orlebeke</td>\n",
       "      <td>anna</td>\n",
       "      <td>ee</td>\n",
       "      <td>480756</td>\n",
       "      <td>francois</td>\n",
       "      <td>orlebeke</td>\n",
       "      <td>anna</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>2</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>7</th>\n",
       "      <td>0</td>\n",
       "      <td>704975</td>\n",
       "      <td>francois</td>\n",
       "      <td>orlebeke</td>\n",
       "      <td>anna</td>\n",
       "      <td>ee</td>\n",
       "      <td>524095</td>\n",
       "      <td>francois</td>\n",
       "      <td>orlebeke</td>\n",
       "      <td>anna</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>2</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>8</th>\n",
       "      <td>2</td>\n",
       "      <td>891300</td>\n",
       "      <td>jannis</td>\n",
       "      <td>verbrugge</td>\n",
       "      <td>johanna</td>\n",
       "      <td>ee</td>\n",
       "      <td>71156</td>\n",
       "      <td>jannis</td>\n",
       "      <td>verbrugge</td>\n",
       "      <td>janna</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2</td>\n",
       "      <td>891300</td>\n",
       "      <td>jannis</td>\n",
       "      <td>verbrugge</td>\n",
       "      <td>johanna</td>\n",
       "      <td>ee</td>\n",
       "      <td>429783</td>\n",
       "      <td>jannis</td>\n",
       "      <td>verbrugge</td>\n",
       "      <td>janna</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>811218</td>\n",
       "      <td>jannis</td>\n",
       "      <td>reu</td>\n",
       "      <td>maria</td>\n",
       "      <td>eggel</td>\n",
       "      <td>296559</td>\n",
       "      <td>jannis</td>\n",
       "      <td>reu</td>\n",
       "      <td>maria</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>726156</td>\n",
       "      <td>jacobus</td>\n",
       "      <td>dieleman</td>\n",
       "      <td>maria</td>\n",
       "      <td>ee</td>\n",
       "      <td>477316</td>\n",
       "      <td>jacobus</td>\n",
       "      <td>dieleman</td>\n",
       "      <td>maria</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2</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>12</th>\n",
       "      <td>3</td>\n",
       "      <td>847018</td>\n",
       "      <td>jacobus</td>\n",
       "      <td>dieleman</td>\n",
       "      <td>maria</td>\n",
       "      <td>deij</td>\n",
       "      <td>477316</td>\n",
       "      <td>jacobus</td>\n",
       "      <td>dieleman</td>\n",
       "      <td>maria</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>871025</td>\n",
       "      <td>pieter</td>\n",
       "      <td>dees</td>\n",
       "      <td>maria</td>\n",
       "      <td>ee</td>\n",
       "      <td>168906</td>\n",
       "      <td>pieter</td>\n",
       "      <td>dees</td>\n",
       "      <td>maria</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</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>14</th>\n",
       "      <td>0</td>\n",
       "      <td>871025</td>\n",
       "      <td>pieter</td>\n",
       "      <td>dees</td>\n",
       "      <td>maria</td>\n",
       "      <td>ee</td>\n",
       "      <td>262425</td>\n",
       "      <td>pieter</td>\n",
       "      <td>dees</td>\n",
       "      <td>maria</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</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>15</th>\n",
       "      <td>0</td>\n",
       "      <td>871025</td>\n",
       "      <td>pieter</td>\n",
       "      <td>dees</td>\n",
       "      <td>maria</td>\n",
       "      <td>ee</td>\n",
       "      <td>309529</td>\n",
       "      <td>pieter</td>\n",
       "      <td>dees</td>\n",
       "      <td>maria</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</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>16</th>\n",
       "      <td>0</td>\n",
       "      <td>871025</td>\n",
       "      <td>pieter</td>\n",
       "      <td>dees</td>\n",
       "      <td>maria</td>\n",
       "      <td>ee</td>\n",
       "      <td>534442</td>\n",
       "      <td>pieter</td>\n",
       "      <td>dees</td>\n",
       "      <td>maria</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</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>17</th>\n",
       "      <td>0</td>\n",
       "      <td>871025</td>\n",
       "      <td>pieter</td>\n",
       "      <td>dees</td>\n",
       "      <td>maria</td>\n",
       "      <td>ee</td>\n",
       "      <td>666956</td>\n",
       "      <td>pieter</td>\n",
       "      <td>dees</td>\n",
       "      <td>maria</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</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>18</th>\n",
       "      <td>3</td>\n",
       "      <td>820891</td>\n",
       "      <td>johannes</td>\n",
       "      <td>goedhals</td>\n",
       "      <td>adriana</td>\n",
       "      <td>ee</td>\n",
       "      <td>16076</td>\n",
       "      <td>jannis</td>\n",
       "      <td>goedhals</td>\n",
       "      <td>adriana</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3</td>\n",
       "      <td>820891</td>\n",
       "      <td>johannes</td>\n",
       "      <td>goedhals</td>\n",
       "      <td>adriana</td>\n",
       "      <td>ee</td>\n",
       "      <td>360564</td>\n",
       "      <td>jannis</td>\n",
       "      <td>goedhals</td>\n",
       "      <td>adriana</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>820891</td>\n",
       "      <td>johannes</td>\n",
       "      <td>goedhals</td>\n",
       "      <td>adriana</td>\n",
       "      <td>ee</td>\n",
       "      <td>240952</td>\n",
       "      <td>johannes</td>\n",
       "      <td>goedhals</td>\n",
       "      <td>adriana</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>2</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>762351</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>jonge</td>\n",
       "      <td>sara</td>\n",
       "      <td>ee</td>\n",
       "      <td>406465</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>jonge</td>\n",
       "      <td>sara</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</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>795855</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>kramer</td>\n",
       "      <td>sara</td>\n",
       "      <td>ee</td>\n",
       "      <td>26232</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>kramer</td>\n",
       "      <td>sara</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</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>795855</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>kramer</td>\n",
       "      <td>sara</td>\n",
       "      <td>ee</td>\n",
       "      <td>448142</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>kramer</td>\n",
       "      <td>sara</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</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>795855</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>kramer</td>\n",
       "      <td>sara</td>\n",
       "      <td>ee</td>\n",
       "      <td>520462</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>kramer</td>\n",
       "      <td>sara</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</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>25</th>\n",
       "      <td>0</td>\n",
       "      <td>795855</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>kramer</td>\n",
       "      <td>sara</td>\n",
       "      <td>ee</td>\n",
       "      <td>576198</td>\n",
       "      <td>cornelis</td>\n",
       "      <td>kramer</td>\n",
       "      <td>sara</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</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>721357</td>\n",
       "      <td>josephus</td>\n",
       "      <td>babijn</td>\n",
       "      <td>catharina</td>\n",
       "      <td>ee</td>\n",
       "      <td>18791</td>\n",
       "      <td>josephus</td>\n",
       "      <td>babijn</td>\n",
       "      <td>catharina</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>2</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>721357</td>\n",
       "      <td>josephus</td>\n",
       "      <td>babijn</td>\n",
       "      <td>catharina</td>\n",
       "      <td>ee</td>\n",
       "      <td>76833</td>\n",
       "      <td>josephus</td>\n",
       "      <td>babijn</td>\n",
       "      <td>catharina</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>2</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>28</th>\n",
       "      <td>0</td>\n",
       "      <td>721357</td>\n",
       "      <td>josephus</td>\n",
       "      <td>babijn</td>\n",
       "      <td>catharina</td>\n",
       "      <td>ee</td>\n",
       "      <td>132027</td>\n",
       "      <td>josephus</td>\n",
       "      <td>babijn</td>\n",
       "      <td>catharina</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>2</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>29</th>\n",
       "      <td>0</td>\n",
       "      <td>721357</td>\n",
       "      <td>josephus</td>\n",
       "      <td>babijn</td>\n",
       "      <td>catharina</td>\n",
       "      <td>ee</td>\n",
       "      <td>144839</td>\n",
       "      <td>josephus</td>\n",
       "      <td>babijn</td>\n",
       "      <td>catharina</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>2</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>555629</th>\n",
       "      <td>5</td>\n",
       "      <td>748979</td>\n",
       "      <td>valentinus</td>\n",
       "      <td>mullmans</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>cornelisse</td>\n",
       "      <td>1051740</td>\n",
       "      <td>saletinus</td>\n",
       "      <td>meulenmans</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2,3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555643</th>\n",
       "      <td>5</td>\n",
       "      <td>739405</td>\n",
       "      <td>kristiaan</td>\n",
       "      <td>loo</td>\n",
       "      <td>kornelia</td>\n",
       "      <td>reinhout</td>\n",
       "      <td>1508250</td>\n",
       "      <td>christiaan</td>\n",
       "      <td>loo</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1,2,2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555644</th>\n",
       "      <td>5</td>\n",
       "      <td>868604</td>\n",
       "      <td>abraham</td>\n",
       "      <td>hollestelle</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>hendriks</td>\n",
       "      <td>1426446</td>\n",
       "      <td>abraham</td>\n",
       "      <td>hollebeke</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1,4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555673</th>\n",
       "      <td>5</td>\n",
       "      <td>784622</td>\n",
       "      <td>pieter</td>\n",
       "      <td>regt</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>cornelisse</td>\n",
       "      <td>1459784</td>\n",
       "      <td>pieter</td>\n",
       "      <td>geldof</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555674</th>\n",
       "      <td>5</td>\n",
       "      <td>835657</td>\n",
       "      <td>pieter</td>\n",
       "      <td>geldof</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>dommisse</td>\n",
       "      <td>1459784</td>\n",
       "      <td>pieter</td>\n",
       "      <td>geldof</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555734</th>\n",
       "      <td>5</td>\n",
       "      <td>774835</td>\n",
       "      <td>pieter</td>\n",
       "      <td>sanderse</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>hendrikse</td>\n",
       "      <td>1035332</td>\n",
       "      <td>pieter</td>\n",
       "      <td>roelse</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555736</th>\n",
       "      <td>5</td>\n",
       "      <td>774835</td>\n",
       "      <td>pieter</td>\n",
       "      <td>sanderse</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>hendrikse</td>\n",
       "      <td>1217218</td>\n",
       "      <td>pieter</td>\n",
       "      <td>roelse</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555738</th>\n",
       "      <td>5</td>\n",
       "      <td>774835</td>\n",
       "      <td>pieter</td>\n",
       "      <td>sanderse</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>hendrikse</td>\n",
       "      <td>1410225</td>\n",
       "      <td>pieter</td>\n",
       "      <td>roelse</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555782</th>\n",
       "      <td>5</td>\n",
       "      <td>724086</td>\n",
       "      <td>andries</td>\n",
       "      <td>hoek</td>\n",
       "      <td>hendrika</td>\n",
       "      <td>hendrikse</td>\n",
       "      <td>900152</td>\n",
       "      <td>andries</td>\n",
       "      <td>goethem</td>\n",
       "      <td>hendrika</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555792</th>\n",
       "      <td>5</td>\n",
       "      <td>822554</td>\n",
       "      <td>jan</td>\n",
       "      <td>stouthamer</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>frederiksen</td>\n",
       "      <td>925209</td>\n",
       "      <td>jan</td>\n",
       "      <td>stouthamer</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555794</th>\n",
       "      <td>5</td>\n",
       "      <td>822554</td>\n",
       "      <td>jan</td>\n",
       "      <td>stouthamer</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>frederiksen</td>\n",
       "      <td>1004803</td>\n",
       "      <td>jan</td>\n",
       "      <td>stouthamer</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555798</th>\n",
       "      <td>5</td>\n",
       "      <td>822554</td>\n",
       "      <td>jan</td>\n",
       "      <td>stouthamer</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>frederiksen</td>\n",
       "      <td>1073927</td>\n",
       "      <td>jan</td>\n",
       "      <td>stouthamer</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555800</th>\n",
       "      <td>5</td>\n",
       "      <td>822554</td>\n",
       "      <td>jan</td>\n",
       "      <td>stouthamer</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>frederiksen</td>\n",
       "      <td>1372642</td>\n",
       "      <td>jan</td>\n",
       "      <td>stouthamer</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555801</th>\n",
       "      <td>5</td>\n",
       "      <td>794470</td>\n",
       "      <td>johan</td>\n",
       "      <td>siebrecht</td>\n",
       "      <td>joanna</td>\n",
       "      <td>hendriks</td>\n",
       "      <td>975507</td>\n",
       "      <td>johan</td>\n",
       "      <td>siebrecht</td>\n",
       "      <td>cornelia</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555866</th>\n",
       "      <td>5</td>\n",
       "      <td>717502</td>\n",
       "      <td>simon</td>\n",
       "      <td>vijverberg</td>\n",
       "      <td>tona</td>\n",
       "      <td>nonneschuur</td>\n",
       "      <td>1457733</td>\n",
       "      <td>simon</td>\n",
       "      <td>vijverberg</td>\n",
       "      <td>toontje</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1,4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555881</th>\n",
       "      <td>5</td>\n",
       "      <td>754205</td>\n",
       "      <td>pieter</td>\n",
       "      <td>herman</td>\n",
       "      <td>petronella</td>\n",
       "      <td>scheerlink</td>\n",
       "      <td>1290627</td>\n",
       "      <td>petrus</td>\n",
       "      <td>hermans</td>\n",
       "      <td>petronella</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1,4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555882</th>\n",
       "      <td>5</td>\n",
       "      <td>754205</td>\n",
       "      <td>pieter</td>\n",
       "      <td>herman</td>\n",
       "      <td>petronella</td>\n",
       "      <td>scheerlink</td>\n",
       "      <td>1339721</td>\n",
       "      <td>petrus</td>\n",
       "      <td>hermans</td>\n",
       "      <td>petronella</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1,4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555943</th>\n",
       "      <td>5</td>\n",
       "      <td>723169</td>\n",
       "      <td>abraham</td>\n",
       "      <td>zonnevijlle</td>\n",
       "      <td>elizabeth</td>\n",
       "      <td>henderijks</td>\n",
       "      <td>1547440</td>\n",
       "      <td>adriaan</td>\n",
       "      <td>zonnevijlle</td>\n",
       "      <td>elisabeth</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1,4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555996</th>\n",
       "      <td>5</td>\n",
       "      <td>739186</td>\n",
       "      <td>willem</td>\n",
       "      <td>brakke</td>\n",
       "      <td>anna</td>\n",
       "      <td>hendrikse</td>\n",
       "      <td>1328293</td>\n",
       "      <td>willem</td>\n",
       "      <td>brakke</td>\n",
       "      <td>sophia</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556002</th>\n",
       "      <td>5</td>\n",
       "      <td>868113</td>\n",
       "      <td>franciscus</td>\n",
       "      <td>bellegem</td>\n",
       "      <td>rosalia</td>\n",
       "      <td>mornout</td>\n",
       "      <td>971299</td>\n",
       "      <td>francies</td>\n",
       "      <td>bellegem</td>\n",
       "      <td>rosalia</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2,3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556014</th>\n",
       "      <td>5</td>\n",
       "      <td>890512</td>\n",
       "      <td>david</td>\n",
       "      <td>vanhouten</td>\n",
       "      <td>sophia</td>\n",
       "      <td>maernhoudt</td>\n",
       "      <td>1118555</td>\n",
       "      <td>david</td>\n",
       "      <td>houtte</td>\n",
       "      <td>sophia</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556022</th>\n",
       "      <td>5</td>\n",
       "      <td>736065</td>\n",
       "      <td>johannes</td>\n",
       "      <td>gilles</td>\n",
       "      <td>rosalia</td>\n",
       "      <td>scharbeijn</td>\n",
       "      <td>1271927</td>\n",
       "      <td>johannes</td>\n",
       "      <td>gillis</td>\n",
       "      <td>rosalie</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1,1,3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556073</th>\n",
       "      <td>5</td>\n",
       "      <td>720715</td>\n",
       "      <td>adriaan</td>\n",
       "      <td>bout</td>\n",
       "      <td>catelijntje</td>\n",
       "      <td>hendrikse</td>\n",
       "      <td>1333732</td>\n",
       "      <td>adriaan</td>\n",
       "      <td>bout</td>\n",
       "      <td>katolijna</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556084</th>\n",
       "      <td>5</td>\n",
       "      <td>707451</td>\n",
       "      <td>jan</td>\n",
       "      <td>rijstenbil</td>\n",
       "      <td>kathalijntje</td>\n",
       "      <td>krijgsman</td>\n",
       "      <td>919157</td>\n",
       "      <td>jan</td>\n",
       "      <td>rijstenbil</td>\n",
       "      <td>katalina</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556085</th>\n",
       "      <td>5</td>\n",
       "      <td>707451</td>\n",
       "      <td>jan</td>\n",
       "      <td>rijstenbil</td>\n",
       "      <td>kathalijntje</td>\n",
       "      <td>krijgsman</td>\n",
       "      <td>949114</td>\n",
       "      <td>jan</td>\n",
       "      <td>rijstenbil</td>\n",
       "      <td>katalina</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556086</th>\n",
       "      <td>5</td>\n",
       "      <td>707451</td>\n",
       "      <td>jan</td>\n",
       "      <td>rijstenbil</td>\n",
       "      <td>kathalijntje</td>\n",
       "      <td>krijgsman</td>\n",
       "      <td>1073983</td>\n",
       "      <td>jan</td>\n",
       "      <td>rijstenbil</td>\n",
       "      <td>katalina</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556101</th>\n",
       "      <td>5</td>\n",
       "      <td>707451</td>\n",
       "      <td>jan</td>\n",
       "      <td>rijstenbil</td>\n",
       "      <td>kathalijntje</td>\n",
       "      <td>krijgsman</td>\n",
       "      <td>1427873</td>\n",
       "      <td>jan</td>\n",
       "      <td>rijstenbil</td>\n",
       "      <td>katharina</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556115</th>\n",
       "      <td>5</td>\n",
       "      <td>789672</td>\n",
       "      <td>jan</td>\n",
       "      <td>verschelde</td>\n",
       "      <td>collete</td>\n",
       "      <td>heyndrikx</td>\n",
       "      <td>1029921</td>\n",
       "      <td>jan</td>\n",
       "      <td>verschelden</td>\n",
       "      <td>coleta</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1,2,2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556116</th>\n",
       "      <td>5</td>\n",
       "      <td>789672</td>\n",
       "      <td>jan</td>\n",
       "      <td>verschelde</td>\n",
       "      <td>collete</td>\n",
       "      <td>heyndrikx</td>\n",
       "      <td>1088257</td>\n",
       "      <td>jan</td>\n",
       "      <td>verschelden</td>\n",
       "      <td>collete</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1,4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556198</th>\n",
       "      <td>5</td>\n",
       "      <td>723169</td>\n",
       "      <td>abraham</td>\n",
       "      <td>zonnevijlle</td>\n",
       "      <td>elizabeth</td>\n",
       "      <td>henderijks</td>\n",
       "      <td>1404589</td>\n",
       "      <td>adrien</td>\n",
       "      <td>zonnevijlle</td>\n",
       "      <td>elizabeth</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1645858 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        dist    id_1 target_name_1 target_name_2 target_name_3 target_name_4  \\\n",
       "0          2  701331      cornelis        jansen       johanna            ee   \n",
       "1          2  701331      cornelis        jansen       johanna            ee   \n",
       "2          0  704975      francois      orlebeke          anna            ee   \n",
       "3          0  704975      francois      orlebeke          anna            ee   \n",
       "4          0  704975      francois      orlebeke          anna            ee   \n",
       "5          0  704975      francois      orlebeke          anna            ee   \n",
       "6          0  704975      francois      orlebeke          anna            ee   \n",
       "7          0  704975      francois      orlebeke          anna            ee   \n",
       "8          2  891300        jannis     verbrugge       johanna            ee   \n",
       "9          2  891300        jannis     verbrugge       johanna            ee   \n",
       "10         1  811218        jannis           reu         maria         eggel   \n",
       "11         0  726156       jacobus      dieleman         maria            ee   \n",
       "12         3  847018       jacobus      dieleman         maria          deij   \n",
       "13         0  871025        pieter          dees         maria            ee   \n",
       "14         0  871025        pieter          dees         maria            ee   \n",
       "15         0  871025        pieter          dees         maria            ee   \n",
       "16         0  871025        pieter          dees         maria            ee   \n",
       "17         0  871025        pieter          dees         maria            ee   \n",
       "18         3  820891      johannes      goedhals       adriana            ee   \n",
       "19         3  820891      johannes      goedhals       adriana            ee   \n",
       "20         0  820891      johannes      goedhals       adriana            ee   \n",
       "21         0  762351      cornelis         jonge          sara            ee   \n",
       "22         0  795855      cornelis        kramer          sara            ee   \n",
       "23         0  795855      cornelis        kramer          sara            ee   \n",
       "24         0  795855      cornelis        kramer          sara            ee   \n",
       "25         0  795855      cornelis        kramer          sara            ee   \n",
       "26         0  721357      josephus        babijn     catharina            ee   \n",
       "27         0  721357      josephus        babijn     catharina            ee   \n",
       "28         0  721357      josephus        babijn     catharina            ee   \n",
       "29         0  721357      josephus        babijn     catharina            ee   \n",
       "...      ...     ...           ...           ...           ...           ...   \n",
       "555629     5  748979    valentinus      mullmans      cornelia    cornelisse   \n",
       "555643     5  739405     kristiaan           loo      kornelia      reinhout   \n",
       "555644     5  868604       abraham   hollestelle      cornelia      hendriks   \n",
       "555673     5  784622        pieter          regt      cornelia    cornelisse   \n",
       "555674     5  835657        pieter        geldof      cornelia      dommisse   \n",
       "555734     5  774835        pieter      sanderse      cornelia     hendrikse   \n",
       "555736     5  774835        pieter      sanderse      cornelia     hendrikse   \n",
       "555738     5  774835        pieter      sanderse      cornelia     hendrikse   \n",
       "555782     5  724086       andries          hoek      hendrika     hendrikse   \n",
       "555792     5  822554           jan    stouthamer      cornelia   frederiksen   \n",
       "555794     5  822554           jan    stouthamer      cornelia   frederiksen   \n",
       "555798     5  822554           jan    stouthamer      cornelia   frederiksen   \n",
       "555800     5  822554           jan    stouthamer      cornelia   frederiksen   \n",
       "555801     5  794470         johan     siebrecht        joanna      hendriks   \n",
       "555866     5  717502         simon    vijverberg          tona   nonneschuur   \n",
       "555881     5  754205        pieter        herman    petronella    scheerlink   \n",
       "555882     5  754205        pieter        herman    petronella    scheerlink   \n",
       "555943     5  723169       abraham   zonnevijlle     elizabeth    henderijks   \n",
       "555996     5  739186        willem        brakke          anna     hendrikse   \n",
       "556002     5  868113    franciscus      bellegem       rosalia       mornout   \n",
       "556014     5  890512         david     vanhouten        sophia    maernhoudt   \n",
       "556022     5  736065      johannes        gilles       rosalia    scharbeijn   \n",
       "556073     5  720715       adriaan          bout   catelijntje     hendrikse   \n",
       "556084     5  707451           jan    rijstenbil  kathalijntje     krijgsman   \n",
       "556085     5  707451           jan    rijstenbil  kathalijntje     krijgsman   \n",
       "556086     5  707451           jan    rijstenbil  kathalijntje     krijgsman   \n",
       "556101     5  707451           jan    rijstenbil  kathalijntje     krijgsman   \n",
       "556115     5  789672           jan    verschelde       collete     heyndrikx   \n",
       "556116     5  789672           jan    verschelde       collete     heyndrikx   \n",
       "556198     5  723169       abraham   zonnevijlle     elizabeth    henderijks   \n",
       "\n",
       "           id_2 candidate_name_1 candidate_name_2 candidate_name_3    ...     \\\n",
       "0        129230         cornelis           jansen            janna    ...      \n",
       "1        161932         cornelis           jansen            janna    ...      \n",
       "2         92863         francois         orlebeke             anna    ...      \n",
       "3        347965         francois         orlebeke             anna    ...      \n",
       "4        373156         francois         orlebeke             anna    ...      \n",
       "5        439624         francois         orlebeke             anna    ...      \n",
       "6        480756         francois         orlebeke             anna    ...      \n",
       "7        524095         francois         orlebeke             anna    ...      \n",
       "8         71156           jannis        verbrugge            janna    ...      \n",
       "9        429783           jannis        verbrugge            janna    ...      \n",
       "10       296559           jannis              reu            maria    ...      \n",
       "11       477316          jacobus         dieleman            maria    ...      \n",
       "12       477316          jacobus         dieleman            maria    ...      \n",
       "13       168906           pieter             dees            maria    ...      \n",
       "14       262425           pieter             dees            maria    ...      \n",
       "15       309529           pieter             dees            maria    ...      \n",
       "16       534442           pieter             dees            maria    ...      \n",
       "17       666956           pieter             dees            maria    ...      \n",
       "18        16076           jannis         goedhals          adriana    ...      \n",
       "19       360564           jannis         goedhals          adriana    ...      \n",
       "20       240952         johannes         goedhals          adriana    ...      \n",
       "21       406465         cornelis            jonge             sara    ...      \n",
       "22        26232         cornelis           kramer             sara    ...      \n",
       "23       448142         cornelis           kramer             sara    ...      \n",
       "24       520462         cornelis           kramer             sara    ...      \n",
       "25       576198         cornelis           kramer             sara    ...      \n",
       "26        18791         josephus           babijn        catharina    ...      \n",
       "27        76833         josephus           babijn        catharina    ...      \n",
       "28       132027         josephus           babijn        catharina    ...      \n",
       "29       144839         josephus           babijn        catharina    ...      \n",
       "...         ...              ...              ...              ...    ...      \n",
       "555629  1051740        saletinus       meulenmans         cornelia    ...      \n",
       "555643  1508250       christiaan              loo         cornelia    ...      \n",
       "555644  1426446          abraham        hollebeke         cornelia    ...      \n",
       "555673  1459784           pieter           geldof         cornelia    ...      \n",
       "555674  1459784           pieter           geldof         cornelia    ...      \n",
       "555734  1035332           pieter           roelse         cornelia    ...      \n",
       "555736  1217218           pieter           roelse         cornelia    ...      \n",
       "555738  1410225           pieter           roelse         cornelia    ...      \n",
       "555782   900152          andries          goethem         hendrika    ...      \n",
       "555792   925209              jan       stouthamer         cornelia    ...      \n",
       "555794  1004803              jan       stouthamer         cornelia    ...      \n",
       "555798  1073927              jan       stouthamer         cornelia    ...      \n",
       "555800  1372642              jan       stouthamer         cornelia    ...      \n",
       "555801   975507            johan        siebrecht         cornelia    ...      \n",
       "555866  1457733            simon       vijverberg          toontje    ...      \n",
       "555881  1290627           petrus          hermans       petronella    ...      \n",
       "555882  1339721           petrus          hermans       petronella    ...      \n",
       "555943  1547440          adriaan      zonnevijlle        elisabeth    ...      \n",
       "555996  1328293           willem           brakke           sophia    ...      \n",
       "556002   971299         francies         bellegem          rosalia    ...      \n",
       "556014  1118555            david           houtte           sophia    ...      \n",
       "556022  1271927         johannes           gillis          rosalie    ...      \n",
       "556073  1333732          adriaan             bout        katolijna    ...      \n",
       "556084   919157              jan       rijstenbil         katalina    ...      \n",
       "556085   949114              jan       rijstenbil         katalina    ...      \n",
       "556086  1073983              jan       rijstenbil         katalina    ...      \n",
       "556101  1427873              jan       rijstenbil        katharina    ...      \n",
       "556115  1029921              jan      verschelden           coleta    ...      \n",
       "556116  1088257              jan      verschelden          collete    ...      \n",
       "556198  1404589           adrien      zonnevijlle        elizabeth    ...      \n",
       "\n",
       "       length_name_1  length_name_2  length_name_3  length_name_4  \\\n",
       "0                  8              6              7              2   \n",
       "1                  8              6              7              2   \n",
       "2                  8              8              4              2   \n",
       "3                  8              8              4              2   \n",
       "4                  8              8              4              2   \n",
       "5                  8              8              4              2   \n",
       "6                  8              8              4              2   \n",
       "7                  8              8              4              2   \n",
       "8                  6              9              7              2   \n",
       "9                  6              9              7              2   \n",
       "10                 6              3              5              5   \n",
       "11                 7              8              5              2   \n",
       "12                 7              8              5              4   \n",
       "13                 6              4              5              2   \n",
       "14                 6              4              5              2   \n",
       "15                 6              4              5              2   \n",
       "16                 6              4              5              2   \n",
       "17                 6              4              5              2   \n",
       "18                 8              8              7              2   \n",
       "19                 8              8              7              2   \n",
       "20                 8              8              7              2   \n",
       "21                 8              5              4              2   \n",
       "22                 8              6              4              2   \n",
       "23                 8              6              4              2   \n",
       "24                 8              6              4              2   \n",
       "25                 8              6              4              2   \n",
       "26                 8              6              9              2   \n",
       "27                 8              6              9              2   \n",
       "28                 8              6              9              2   \n",
       "29                 8              6              9              2   \n",
       "...              ...            ...            ...            ...   \n",
       "555629            10              8              8             10   \n",
       "555643             9              3              8              8   \n",
       "555644             7             11              8              8   \n",
       "555673             6              4              8             10   \n",
       "555674             6              6              8              8   \n",
       "555734             6              8              8              9   \n",
       "555736             6              8              8              9   \n",
       "555738             6              8              8              9   \n",
       "555782             7              4              8              9   \n",
       "555792             3             10              8             11   \n",
       "555794             3             10              8             11   \n",
       "555798             3             10              8             11   \n",
       "555800             3             10              8             11   \n",
       "555801             5              9              6              8   \n",
       "555866             5             10              4             11   \n",
       "555881             6              6             10             10   \n",
       "555882             6              6             10             10   \n",
       "555943             7             11              9             10   \n",
       "555996             6              6              4              9   \n",
       "556002            10              8              7              7   \n",
       "556014             5              9              6             10   \n",
       "556022             8              6              7             10   \n",
       "556073             7              4             11              9   \n",
       "556084             3             10             12              9   \n",
       "556085             3             10             12              9   \n",
       "556086             3             10             12              9   \n",
       "556101             3             10             12              9   \n",
       "556115             3             10              7              9   \n",
       "556116             3             10              7              9   \n",
       "556198             7             11              9             10   \n",
       "\n",
       "        dist_name_1  dist_name_2  dist_name_3  dist_name_4  Label cert_type  \n",
       "0                 0            0            2            0      2         1  \n",
       "1                 0            0            2            0      2         1  \n",
       "2                 0            0            0            0      0         1  \n",
       "3                 0            0            0            0      0         1  \n",
       "4                 0            0            0            0      0         1  \n",
       "5                 0            0            0            0      0         1  \n",
       "6                 0            0            0            0      0         1  \n",
       "7                 0            0            0            0      0         1  \n",
       "8                 0            0            2            0      2         1  \n",
       "9                 0            0            2            0      2         1  \n",
       "10                0            0            0            1      1         1  \n",
       "11                0            0            0            0      0         1  \n",
       "12                0            0            0            3      3         1  \n",
       "13                0            0            0            0      0         1  \n",
       "14                0            0            0            0      0         1  \n",
       "15                0            0            0            0      0         1  \n",
       "16                0            0            0            0      0         1  \n",
       "17                0            0            0            0      0         1  \n",
       "18                3            0            0            0      3         1  \n",
       "19                3            0            0            0      3         1  \n",
       "20                0            0            0            0      0         1  \n",
       "21                0            0            0            0      0         1  \n",
       "22                0            0            0            0      0         1  \n",
       "23                0            0            0            0      0         1  \n",
       "24                0            0            0            0      0         1  \n",
       "25                0            0            0            0      0         1  \n",
       "26                0            0            0            0      0         1  \n",
       "27                0            0            0            0      0         1  \n",
       "28                0            0            0            0      0         1  \n",
       "29                0            0            0            0      0         1  \n",
       "...             ...          ...          ...          ...    ...       ...  \n",
       "555629            2            3            0            0    2,3         3  \n",
       "555643            2            0            1            2  1,2,2         3  \n",
       "555644            0            4            0            1    1,4         3  \n",
       "555673            0            5            0            0      5         3  \n",
       "555674            0            0            0            5      5         3  \n",
       "555734            0            5            0            0      5         3  \n",
       "555736            0            5            0            0      5         3  \n",
       "555738            0            5            0            0      5         3  \n",
       "555782            0            5            0            0      5         3  \n",
       "555792            0            0            0            5      5         3  \n",
       "555794            0            0            0            5      5         3  \n",
       "555798            0            0            0            5      5         3  \n",
       "555800            0            0            0            5      5         3  \n",
       "555801            0            0            5            0      5         3  \n",
       "555866            0            0            4            1    1,4         3  \n",
       "555881            4            1            0            0    1,4         3  \n",
       "555882            4            1            0            0    1,4         3  \n",
       "555943            4            0            1            0    1,4         3  \n",
       "555996            0            0            5            0      5         3  \n",
       "556002            3            0            0            2    2,3         3  \n",
       "556014            0            5            0            0      5         3  \n",
       "556022            0            1            1            3  1,1,3         3  \n",
       "556073            0            0            5            0      5         3  \n",
       "556084            0            0            5            0      5         3  \n",
       "556085            0            0            5            0      5         3  \n",
       "556086            0            0            5            0      5         3  \n",
       "556101            0            0            5            0      5         3  \n",
       "556115            0            1            2            2  1,2,2         3  \n",
       "556116            0            1            0            4    1,4         3  \n",
       "556198            5            0            0            0      5         3  \n",
       "\n",
       "[1645858 rows x 21 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "geboorte_extra_lvl_4_loose = pd.read_csv('datafiles/dataframes/working/geboorte_extra_lvl_4_loose.csv', sep=\"|\", index_col=False)\n",
    "geboorte_extra_lvl_5_loose = pd.read_csv('datafiles/dataframes/working/geboorte_extra_lvl_5_loose.csv', sep=\"|\", index_col=False)\n",
    "\n",
    "geboorte_extra_lvl_4_strict = pd.read_csv('datafiles/dataframes/working/geboorte_extra_lvl_4_strict.csv', sep=\"|\", index_col=False)\n",
    "geboorte_extra_lvl_5_strict = pd.read_csv('datafiles/dataframes/working/geboorte_extra_lvl_5_strict.csv', sep=\"|\", index_col=False)\n",
    "\n",
    "huwelijk_extra_lvl_4_loose = pd.read_csv('datafiles/dataframes/working/huwelijk_extra_lvl_4_loose.csv', sep=\"|\", index_col=False)\n",
    "huwelijk_extra_lvl_5_loose = pd.read_csv('datafiles/dataframes/working/huwelijk_extra_lvl_5_loose.csv', sep=\"|\", index_col=False)\n",
    "\n",
    "huwelijk_extra_lvl_4_strict = pd.read_csv('datafiles/dataframes/working/huwelijk_extra_lvl_4_strict.csv', sep=\"|\", index_col=False)\n",
    "huwelijk_extra_lvl_5_strict = pd.read_csv('datafiles/dataframes/working/huwelijk_extra_lvl_5_strict.csv', sep=\"|\", index_col=False)\n",
    "\n",
    "overlijden_extra_lvl_4_loose = pd.read_csv('datafiles/dataframes/working/overlijden_extra_lvl_4_loose.csv', sep=\"|\", index_col=False)\n",
    "overlijden_extra_lvl_5_loose = pd.read_csv('datafiles/dataframes/working/overlijden_extra_lvl_5_loose.csv', sep=\"|\", index_col=False)\n",
    "\n",
    "overlijden_extra_lvl_4_strict = pd.read_csv('datafiles/dataframes/working/overlijden_extra_lvl_4_strict.csv', sep=\"|\", index_col=False)\n",
    "overlijden_extra_lvl_5_strict = pd.read_csv('datafiles/dataframes/working/overlijden_extra_lvl_5_strict.csv', sep=\"|\", index_col=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dist</th>\n",
       "      <th>id_1</th>\n",
       "      <th>target_name_1</th>\n",
       "      <th>target_name_2</th>\n",
       "      <th>target_name_3</th>\n",
       "      <th>target_name_4</th>\n",
       "      <th>id_2</th>\n",
       "      <th>candidate_name_1</th>\n",
       "      <th>candidate_name_2</th>\n",
       "      <th>candidate_name_3</th>\n",
       "      <th>candidate_name_4</th>\n",
       "      <th>length_name_1</th>\n",
       "      <th>length_name_2</th>\n",
       "      <th>length_name_3</th>\n",
       "      <th>length_name_4</th>\n",
       "      <th>dist_name_1</th>\n",
       "      <th>dist_name_2</th>\n",
       "      <th>dist_name_3</th>\n",
       "      <th>dist_name_4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Label</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1,1,1,2</th>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,1,3</th>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,2,2</th>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1,4</th>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "      <td>694</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         dist  id_1  target_name_1  target_name_2  target_name_3  \\\n",
       "Label                                                              \n",
       "1,1,1,2    64    64             64             64             64   \n",
       "1,1,3     546   546            546            546            546   \n",
       "1,2,2     314   314            314            314            314   \n",
       "1,4       694   694            694            694            694   \n",
       "\n",
       "         target_name_4  id_2  candidate_name_1  candidate_name_2  \\\n",
       "Label                                                              \n",
       "1,1,1,2             64    64                64                64   \n",
       "1,1,3              546   546               546               546   \n",
       "1,2,2              314   314               314               314   \n",
       "1,4                694   694               694               694   \n",
       "\n",
       "         candidate_name_3  candidate_name_4  length_name_1  length_name_2  \\\n",
       "Label                                                                       \n",
       "1,1,1,2                64                64             64             64   \n",
       "1,1,3                 546               546            546            546   \n",
       "1,2,2                 314               314            314            314   \n",
       "1,4                   694               694            694            694   \n",
       "\n",
       "         length_name_3  length_name_4  dist_name_1  dist_name_2  dist_name_3  \\\n",
       "Label                                                                          \n",
       "1,1,1,2             64             64           64           64           64   \n",
       "1,1,3              546            546          546          546          546   \n",
       "1,2,2              314            314          314          314          314   \n",
       "1,4                694            694          694          694          694   \n",
       "\n",
       "         dist_name_4  \n",
       "Label                 \n",
       "1,1,1,2           64  \n",
       "1,1,3            546  \n",
       "1,2,2            314  \n",
       "1,4              694  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "overlijden_extra_lvl_5_strict.groupby('Label').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dist                1618\n",
       "id_1                1618\n",
       "target_name_1       1618\n",
       "target_name_2       1618\n",
       "target_name_3       1618\n",
       "target_name_4       1618\n",
       "id_2                1618\n",
       "candidate_name_1    1618\n",
       "candidate_name_2    1618\n",
       "candidate_name_3    1618\n",
       "candidate_name_4    1618\n",
       "length_name_1       1618\n",
       "length_name_2       1618\n",
       "length_name_3       1618\n",
       "length_name_4       1618\n",
       "dist_name_1         1618\n",
       "dist_name_2         1618\n",
       "dist_name_3         1618\n",
       "dist_name_4         1618\n",
       "Label               1618\n",
       "dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "overlijden_extra_lvl_5_strict.count()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}