FBtest.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All this stuff comes from a Jupyter notebook from Mining the Social Web 2nd Edition, speicfiically the chapter on Facebook:\n",
    "\n",
    "http://nbviewer.jupyter.org/github/ptwobrussell/Mining-the-Social-Web-2nd-Edition/blob/master/ipynb/Chapter%202%20-%20Mining%20Facebook.ipynb\n",
    "\n",
    "Get access token and explore the Graph API here:  https://developers.facebook.com/tools/explorer/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Even though it expires, best not to save the token here...\n",
    "ACCESS_TOKEN = 'EAACEdEose0cBAAEP721Hobnxm2H0u4QvEH0cebeFxnLUO8djFFMyxgZCwYZBWWJChACxcEoHa0WMeoFUZBFpAUo6wCElZANZBZADZBtsAwKMTdtnmwpxMvWqLyZAdJp70zEtZCZBfQ2M2ZB2121TezQlmAZBZB8AwLoZAzFZCRnxYiGAog2VgZDZD'\n",
    "\n",
    "import facebook\n",
    "import json\n",
    "\n",
    "# Create a connection to the Graph API with the access token\n",
    "g = facebook.GraphAPI(ACCESS_TOKEN, version='2.7')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# pretty print json\n",
    "def pp(data):\n",
    "    print(json.dumps(data, indent=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://graph.facebook.com/me?fields=id,name,friends.limit(10).fields(likes.limit(10))&access_token=EAACEdEose0cBAMTu9LG0DTDcfZA2KHwl8FOzCRki1Rakz527gjZACQ9wAWkkDkFQhXPEh7Bflz4alHf2hR6bDQpZC4rvkUf8Op2scRpCRFsTbLWkXhQQ1nWq5T4EG2b2mCC1iFitKp4iqF3pneaOrltRUeWX1bUc635sRs2EgZDZD\n",
      "{\n",
      " \"friends\": {\n",
      "  \"paging\": {\n",
      "   \"cursors\": {\n",
      "    \"before\": \"QVFIUlR2cXE4TEhldkh0RWZAfc3JZAcUdnZAFpicy1kMUoyWlA4MENzaW0xRnlaUTA3ZA2ZAYUmhHWDRIMVhMUnA1TUdTaFoZD\",\n",
      "    \"after\": \"QVFIUmlfVFY3VENwaHRVbGV2ZAHdobFNWWjNXdGtKSVB1T01Obk1iY1gwcXFLeV9jWHR0SUd0TGdJdGNxVVNBQnhEcWRtbzdOUllDdmh0SE1hUU91ZA2FSM3hB\"\n",
      "   }\n",
      "  },\n",
      "  \"data\": [\n",
      "   {\n",
      "    \"id\": \"3703917\"\n",
      "   },\n",
      "   {\n",
      "    \"id\": \"520715821\"\n",
      "   },\n",
      "   {\n",
      "    \"id\": \"10200268192542749\"\n",
      "   },\n",
      "   {\n",
      "    \"id\": \"931326570219784\"\n",
      "   }\n",
      "  ],\n",
      "  \"summary\": {\n",
      "   \"total_count\": 537\n",
      "  }\n",
      " },\n",
      " \"id\": \"10100361105413688\",\n",
      " \"name\": \"Cristina Luis\"\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "base_url = 'https://graph.facebook.com/me'\n",
    "\n",
    "# Get 10 likes for 10 friends\n",
    "fields = 'id,name,friends.limit(10).fields(likes.limit(10))'\n",
    "\n",
    "url = '{base_url}?fields={fields}&access_token={token}'.format(base_url=base_url, \n",
    "                                                                fields=fields, token=ACCESS_TOKEN)\n",
    "\n",
    "print(url)\n",
    "\n",
    "# Interpret the response as JSON and convert back\n",
    "# to Python data structures\n",
    "content = requests.get(url).json()\n",
    "\n",
    "# Pretty-print the JSON and display it\n",
    "pp(content)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import facebook # pip install facebook-sdk\n",
    "import json\n",
    "\n",
    "# Create a connection to the Graph API with your access token\n",
    "\n",
    "g = facebook.GraphAPI(ACCESS_TOKEN, version='2.7')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      " \"parking\": {\n",
      "  \"lot\": 0,\n",
      "  \"valet\": 0,\n",
      "  \"street\": 1\n",
      " },\n",
      " \"phone\": \"23 28 41 70\",\n",
      " \"id\": \"183343891697105\",\n",
      " \"likes\": 43186,\n",
      " \"about\": \"Bymuseet \\u2013 med hjerte for Oslo. \",\n",
      " \"public_transit\": \"Til Bymuseet: Trikk 12 og buss 20 til Frogner Plass. (Evn. banen til Majorstuen + 10 minutters gange)\\n\\nTil Interkulturelt museum: Alle baner til Gr\\u00f8nland. Buss 37 til T\\u00f8yenbekken\",\n",
      " \"description\": \"Bymuseet og Teatermuseet holder til p\\u00e5 Frogner, Interkulturelt Museum p\\u00e5 Gr\\u00f8nland og Arbeidermuseet p\\u00e5 Sagene.\",\n",
      " \"cover\": {\n",
      "  \"offset_x\": 0,\n",
      "  \"source\": \"https://scontent.xx.fbcdn.net/v/t1.0-9/s720x720/13413723_1183120888386062_4590855582694521366_n.jpg?oh=00adac0ada55c28524d138e060116aa2&oe=587A6A9F\",\n",
      "  \"cover_id\": \"1183120888386062\",\n",
      "  \"id\": \"1183120888386062\",\n",
      "  \"offset_y\": 0\n",
      " },\n",
      " \"location\": {\n",
      "  \"city\": \"Oslo\",\n",
      "  \"zip\": \"0266\",\n",
      "  \"longitude\": 10.70703,\n",
      "  \"country\": \"Norway\",\n",
      "  \"latitude\": 59.92491,\n",
      "  \"street\": \"Frognerveien 67\"\n",
      " },\n",
      " \"category\": \"Museum/Art Gallery\",\n",
      " \"name\": \"Bymuseet\",\n",
      " \"is_published\": true,\n",
      " \"website\": \"www.oslomuseum.no\",\n",
      " \"were_here_count\": 0,\n",
      " \"has_added_app\": false,\n",
      " \"checkins\": 87,\n",
      " \"can_post\": false,\n",
      " \"category_list\": [\n",
      "  {\n",
      "   \"name\": \"Museum\",\n",
      "   \"id\": \"197817313562497\"\n",
      "  }\n",
      " ],\n",
      " \"general_info\": \"Bymuseet har gratis inngang for alle.\\nDu finner oss ogs\\u00e5 p\\u00e5 Instagram (@bymuseet) og Twitter (@Oslomuseum). \\nNettansvarlig: Hanna Gogstad\",\n",
      " \"link\": \"https://www.facebook.com/BymuseetOslo/\",\n",
      " \"is_community_page\": false,\n",
      " \"hours\": {\n",
      "  \"thu_1_open\": \"11:00\",\n",
      "  \"wed_1_close\": \"16:00\",\n",
      "  \"sat_1_close\": \"16:00\",\n",
      "  \"wed_1_open\": \"11:00\",\n",
      "  \"tue_1_close\": \"16:00\",\n",
      "  \"fri_1_open\": \"11:00\",\n",
      "  \"fri_1_close\": \"16:00\",\n",
      "  \"thu_1_close\": \"16:00\",\n",
      "  \"sat_1_open\": \"11:00\",\n",
      "  \"sun_1_open\": \"11:00\",\n",
      "  \"tue_1_open\": \"11:00\",\n",
      "  \"sun_1_close\": \"16:00\"\n",
      " },\n",
      " \"username\": \"BymuseetOslo\",\n",
      " \"talking_about_count\": 1995\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "# Get an instance of Mining the Social Web\n",
    "# Using the page name also works if you know it.\n",
    "# e.g. 'MiningTheSocialWeb' or 'CrossFit'\n",
    "mtsw_id = '146803958708175'\n",
    "bymus_id = 'BymuseetOslo'\n",
    "pp(g.get_object(bymus_id))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "get_object() takes 2 positional arguments but 3 were given",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-21-0c4c08d34710>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mfields\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'posts.limit(5)'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mbymus_id\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'BymuseetOslo'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mpp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_object\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbymus_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m: get_object() takes 2 positional arguments but 3 were given"
     ]
    }
   ],
   "source": [
    "fields = 'posts.limit(5)'\n",
    "bymus_id = 'BymuseetOslo'\n",
    "pp(g.get_object(bymus_id, fields))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': [{'id': '183343891697105_1268906583140825',\n",
       "   'likes': {'data': [{'id': '10151973105345882',\n",
       "      'name': 'Henning Gabrielsen'},\n",
       "     {'id': '682504611832844', 'name': 'Ylva Amalie Hagen'}],\n",
       "    'paging': {'cursors': {'after': 'NjgyNTA0NjExODMyODQ0',\n",
       "      'before': 'MTAxNTE5NzMxMDUzNDU4ODIZD'}}}},\n",
       "  {'comments': {'data': [{'from': {'id': '688817961263764',\n",
       "       'name': 'Eva Johansen'},\n",
       "      'id': '1267848383246645_1268681179830032'},\n",
       "     {'from': {'id': '10200514378778639', 'name': 'Petter Lerdahl'},\n",
       "      'id': '1267848383246645_1268699099828240'},\n",
       "     {'from': {'id': '10153364888778626', 'name': 'Sidsel I. Tønnessen'},\n",
       "      'id': '1267848383246645_1268668489831301'},\n",
       "     {'from': {'id': '1137613202922531', 'name': 'Bodil Weng'},\n",
       "      'id': '1267848383246645_1268662226498594'},\n",
       "     {'from': {'id': '10205062765666670', 'name': 'Finn Kampestuen-Berntzen'},\n",
       "      'id': '1267848383246645_1268685466496270'},\n",
       "     {'from': {'id': '213319785754786', 'name': 'Ove Brandt'},\n",
       "      'id': '1267848383246645_1268685743162909'},\n",
       "     {'from': {'id': '10204202295930562', 'name': 'Berit Margrethe Andersen'},\n",
       "      'id': '1267848383246645_1268691173162366'},\n",
       "     {'from': {'id': '143142819425746', 'name': 'Sissel Steensgaard'},\n",
       "      'id': '1267848383246645_1268700323161451'},\n",
       "     {'from': {'id': '10203233489317294', 'name': 'Liv Wessel'},\n",
       "      'id': '1267848383246645_1268791416485675'},\n",
       "     {'from': {'id': '10152424783201817', 'name': 'Unni Steen'},\n",
       "      'id': '1267848383246645_1268675239830626'},\n",
       "     {'from': {'id': '803193336399643', 'name': 'Tove Helgesen'},\n",
       "      'id': '1267848383246645_1268692576495559'},\n",
       "     {'from': {'id': '10153980970010639', 'name': 'Bjørn Kristian Næss'},\n",
       "      'id': '1267848383246645_1268659073165576'},\n",
       "     {'from': {'id': '10205427540226013', 'name': 'Karin Madsø'},\n",
       "      'id': '1267848383246645_1268698403161643'},\n",
       "     {'from': {'id': '791075820960245', 'name': 'Lisbeth Heitmann'},\n",
       "      'id': '1267848383246645_1268739973157486'},\n",
       "     {'from': {'id': '182322598773530', 'name': 'Bibi Løhren'},\n",
       "      'id': '1267848383246645_1268697159828434'},\n",
       "     {'from': {'id': '285590531645007', 'name': 'Per-Alexander Storberget'},\n",
       "      'id': '1267848383246645_1268772826487534'},\n",
       "     {'from': {'id': '1555946474683909', 'name': 'Solveig Sønvisen'},\n",
       "      'id': '1267848383246645_1268862806478536'},\n",
       "     {'from': {'id': '10203760366479515', 'name': 'Tone Olsen Bakkeli'},\n",
       "      'id': '1267848383246645_1268670463164437'},\n",
       "     {'from': {'id': '1625183347731761', 'name': 'Mai-Lis Lefin'},\n",
       "      'id': '1267848383246645_1268769439821206'},\n",
       "     {'from': {'id': '10152261666113027', 'name': 'Stein Hammerstad'},\n",
       "      'id': '1267848383246645_1268745153156968'},\n",
       "     {'from': {'id': '893060727392714', 'name': 'Anne Berg Siegel'},\n",
       "      'id': '1267848383246645_1268662406498576'},\n",
       "     {'from': {'id': '10203281060884608', 'name': 'Pål Straith'},\n",
       "      'id': '1267848383246645_1268754126489404'},\n",
       "     {'from': {'id': '1388194644840198', 'name': 'Trude Nervik Gustad'},\n",
       "      'id': '1267848383246645_1268661933165290'},\n",
       "     {'from': {'id': '951037778293847', 'name': 'Tove Kari Moen'},\n",
       "      'id': '1267848383246645_1268685239829626'},\n",
       "     {'from': {'id': '10153299778864483', 'name': 'Tor Erik Häll'},\n",
       "      'id': '1267848383246645_1268903403141143'}],\n",
       "    'paging': {'cursors': {'after': 'MjYZD', 'before': 'NTAZD'},\n",
       "     'next': 'https://graph.facebook.com/v2.7/183343891697105_1267848383246645/comments?access_token=EAACEdEose0cBAJIbLWvLOtqUZCDZBSkzZAB6d0NNyOA5fAuWgXRlZCPeQ6dohLLa5VhTx48jbzOkWVEFAv5UKkdCklLJ1Gyi81TJ4ReNZCFyUtRcvDT8NRopwuyaPnRH3Pl42D9jt8P406sJ1c77pqPlVWopIIdYhHJ7g6G7CiAZDZD&fields=from&limit=25&after=MjYZD'}},\n",
       "   'id': '183343891697105_1267848383246645',\n",
       "   'likes': {'data': [{'id': '10203015596298545',\n",
       "      'name': 'Kirsten Foss Davis'},\n",
       "     {'id': '10153330240914908', 'name': 'Mette Boye'},\n",
       "     {'id': '648365458552223', 'name': 'Bjørn Tore Cohn'},\n",
       "     {'id': '145377629132334', 'name': 'Anne Bleskestad'},\n",
       "     {'id': '10153299778864483', 'name': 'Tor Erik Häll'},\n",
       "     {'id': '10205692038001302', 'name': 'Anita K. Stenersen'},\n",
       "     {'id': '110974919267305', 'name': 'Thorbjørn Fredriksen'},\n",
       "     {'id': '10153047554336887', 'name': 'Åse Synøve Flatabø Egeland'},\n",
       "     {'id': '1616537138589239', 'name': 'Erlend Winge Simonsen'},\n",
       "     {'id': '10152305214770380', 'name': 'Aage Gullikstad'},\n",
       "     {'id': '449149461911623', 'name': 'Grete Bøhren Bjerke'},\n",
       "     {'id': '487356481365971', 'name': 'Anne Micaelsen'},\n",
       "     {'id': '10152157747811716', 'name': 'Kjartan Øygarden'},\n",
       "     {'id': '10203750488976214', 'name': 'Rune Løw'},\n",
       "     {'id': '10152810581759169', 'name': 'Sebastian M Hovind'},\n",
       "     {'id': '10205126490783651', 'name': 'Fred Palmgren'},\n",
       "     {'id': '10203560322469390', 'name': 'Betty Kristiansen'},\n",
       "     {'id': '556616927805992', 'name': 'Harald Wethal'},\n",
       "     {'id': '1409256719392522', 'name': 'Roald Gronnesby'},\n",
       "     {'id': '204593936628179', 'name': 'Stine Brøderud'},\n",
       "     {'id': '308979399470694', 'name': 'Sissel Hansen'},\n",
       "     {'id': '1410117629314437', 'name': 'Aase Jensen'},\n",
       "     {'id': '1503151429935821', 'name': 'Tor Arne Løkken'},\n",
       "     {'id': '1555946474683909', 'name': 'Solveig Sønvisen'},\n",
       "     {'id': '446484095525329', 'name': 'Aase Redder Berg'}],\n",
       "    'paging': {'cursors': {'after': 'NDQ2NDg0MDk1NTI1MzI5',\n",
       "      'before': 'MTAyMDMwMTU1OTYyOTg1NDUZD'},\n",
       "     'next': 'https://graph.facebook.com/v2.7/183343891697105_1267848383246645/likes?access_token=EAACEdEose0cBAJIbLWvLOtqUZCDZBSkzZAB6d0NNyOA5fAuWgXRlZCPeQ6dohLLa5VhTx48jbzOkWVEFAv5UKkdCklLJ1Gyi81TJ4ReNZCFyUtRcvDT8NRopwuyaPnRH3Pl42D9jt8P406sJ1c77pqPlVWopIIdYhHJ7g6G7CiAZDZD&limit=25&after=NDQ2NDg0MDk1NTI1MzI5'}}},\n",
       "  {'comments': {'data': [{'from': {'id': '183343891697105',\n",
       "       'name': 'Bymuseet'},\n",
       "      'id': '1265280316836785_1268819803149503'},\n",
       "     {'from': {'id': '10153817939174937', 'name': 'Roger Fjeldheim'},\n",
       "      'id': '1265280316836785_1267849123246571'},\n",
       "     {'from': {'id': '10203560322469390', 'name': 'Betty Kristiansen'},\n",
       "      'id': '1265280316836785_1267886343242849'},\n",
       "     {'from': {'id': '688817961263764', 'name': 'Eva Johansen'},\n",
       "      'id': '1265280316836785_1267847466580070'},\n",
       "     {'from': {'id': '213319785754786', 'name': 'Ove Brandt'},\n",
       "      'id': '1265280316836785_1267842686580548'},\n",
       "     {'from': {'id': '10152565635660786', 'name': 'Jarle Petterson'},\n",
       "      'id': '1265280316836785_1267828283248655'},\n",
       "     {'from': {'id': '10204342266069286', 'name': 'Kari Rudsjordet'},\n",
       "      'id': '1265280316836785_1267944383237045'},\n",
       "     {'from': {'id': '1625183347731761', 'name': 'Mai-Lis Lefin'},\n",
       "      'id': '1265280316836785_1268460756518741'},\n",
       "     {'from': {'id': '10202630740718072', 'name': 'Dag Hagen'},\n",
       "      'id': '1265280316836785_1267969349901215'},\n",
       "     {'from': {'id': '182322598773530', 'name': 'Bibi Løhren'},\n",
       "      'id': '1265280316836785_1267828006582016'},\n",
       "     {'from': {'id': '230089580726498', 'name': 'Laila Belle'},\n",
       "      'id': '1265280316836785_1267887443242739'},\n",
       "     {'from': {'id': '10153980970010639', 'name': 'Bjørn Kristian Næss'},\n",
       "      'id': '1265280316836785_1267834573248026'},\n",
       "     {'from': {'id': '280756105433369', 'name': 'Kirsten Pedersen'},\n",
       "      'id': '1265280316836785_1267880349910115'},\n",
       "     {'from': {'id': '1555946474683909', 'name': 'Solveig Sønvisen'},\n",
       "      'id': '1265280316836785_1267870329911117'},\n",
       "     {'from': {'id': '10205062765666670', 'name': 'Finn Kampestuen-Berntzen'},\n",
       "      'id': '1265280316836785_1267890013242482'},\n",
       "     {'from': {'id': '1433241950328208', 'name': 'Grethe Andersen'},\n",
       "      'id': '1265280316836785_1267884369909713'},\n",
       "     {'from': {'id': '1563453283915525', 'name': 'Kai Bendixen'},\n",
       "      'id': '1265280316836785_1267840199914130'},\n",
       "     {'from': {'id': '10205427540226013', 'name': 'Karin Madsø'},\n",
       "      'id': '1265280316836785_1267879519910198'},\n",
       "     {'from': {'id': '10152392452342371', 'name': 'Konvall Tom'},\n",
       "      'id': '1265280316836785_1268017283229755'},\n",
       "     {'from': {'id': '10153228155840734', 'name': 'Kai Kristiansen'},\n",
       "      'id': '1265280316836785_1267966786568138'},\n",
       "     {'from': {'id': '285590531645007', 'name': 'Per-Alexander Storberget'},\n",
       "      'id': '1265280316836785_1267845886580228'},\n",
       "     {'from': {'id': '649601505120186', 'name': 'Sigurd Müller'},\n",
       "      'id': '1265280316836785_1267898833241600'},\n",
       "     {'from': {'id': '737170379708740', 'name': 'Bente Aurdahl'},\n",
       "      'id': '1265280316836785_1267851046579712'},\n",
       "     {'from': {'id': '1433609346930123', 'name': 'Grethe Velta'},\n",
       "      'id': '1265280316836785_1267837419914408'},\n",
       "     {'from': {'id': '10204949163238396', 'name': 'Ellen Kr Olsen'},\n",
       "      'id': '1265280316836785_1267826103248873'}],\n",
       "    'paging': {'cursors': {'after': 'MjYZD', 'before': 'NTAZD'},\n",
       "     'next': 'https://graph.facebook.com/v2.7/183343891697105_1265280316836785/comments?access_token=EAACEdEose0cBAJIbLWvLOtqUZCDZBSkzZAB6d0NNyOA5fAuWgXRlZCPeQ6dohLLa5VhTx48jbzOkWVEFAv5UKkdCklLJ1Gyi81TJ4ReNZCFyUtRcvDT8NRopwuyaPnRH3Pl42D9jt8P406sJ1c77pqPlVWopIIdYhHJ7g6G7CiAZDZD&fields=from&limit=25&after=MjYZD'}},\n",
       "   'id': '183343891697105_1265280316836785',\n",
       "   'likes': {'data': [{'id': '1428287370755398', 'name': 'Stein E Karlsen'},\n",
       "     {'id': '146130579088446', 'name': 'Terje Hedley Aas'},\n",
       "     {'id': '10153524378589014', 'name': 'Dan Bratvold'},\n",
       "     {'id': '524206701788', 'name': 'Per H. Jacobsen'},\n",
       "     {'id': '962150100474221', 'name': 'Sverre Bratholm'},\n",
       "     {'id': '768652483215318', 'name': 'Gerd Hilde Neset'},\n",
       "     {'id': '10202124042902186', 'name': 'Klaus Bøckman'},\n",
       "     {'id': '865582536803949', 'name': 'Erik Sebjørnsen'},\n",
       "     {'id': '10152563790267651', 'name': 'Vigdis Alstein'},\n",
       "     {'id': '10205688514606573', 'name': 'Tamra DuMond Nordal'},\n",
       "     {'id': '10205393672978197', 'name': 'Terje Pedersen'},\n",
       "     {'id': '813550152001016', 'name': 'Alfred Blakstad'},\n",
       "     {'id': '845916748772914', 'name': 'Aud Kamphaug Koc'},\n",
       "     {'id': '10203164651458848', 'name': 'Solveig Kristin Høybakken'},\n",
       "     {'id': '1520177754906018', 'name': 'Loar Døhl'},\n",
       "     {'id': '1497831290506009', 'name': 'Tom Grenager'},\n",
       "     {'id': '1432600930394251', 'name': 'Elisabeth Hagen'},\n",
       "     {'id': '10205306145771527', 'name': 'Nils-Jørgen Kjærnet'},\n",
       "     {'id': '1323406144342969', 'name': 'Anne Gry Diddi Gogstad'},\n",
       "     {'id': '237672029766484', 'name': 'Selma Aall'},\n",
       "     {'id': '223084521403610', 'name': 'Solveig Irene Engmann'},\n",
       "     {'id': '186431385129229', 'name': 'Unni Romskoug'},\n",
       "     {'id': '1010687698944988', 'name': 'Brit Riis'},\n",
       "     {'id': '1496645600647006', 'name': 'Jan Svaem'},\n",
       "     {'id': '10153284974598447', 'name': 'Sidsel Engmann'}],\n",
       "    'paging': {'cursors': {'after': 'MTAxNTMyODQ5NzQ1OTg0NDcZD',\n",
       "      'before': 'MTQyODI4NzM3MDc1NTM5OAZDZD'},\n",
       "     'next': 'https://graph.facebook.com/v2.7/183343891697105_1265280316836785/likes?access_token=EAACEdEose0cBAJIbLWvLOtqUZCDZBSkzZAB6d0NNyOA5fAuWgXRlZCPeQ6dohLLa5VhTx48jbzOkWVEFAv5UKkdCklLJ1Gyi81TJ4ReNZCFyUtRcvDT8NRopwuyaPnRH3Pl42D9jt8P406sJ1c77pqPlVWopIIdYhHJ7g6G7CiAZDZD&limit=25&after=MTAxNTMyODQ5NzQ1OTg0NDcZD'}}}],\n",
       " 'paging': {'next': 'https://graph.facebook.com/v2.7/183343891697105/posts?fields=comments%7Bfrom%7D,likes&limit=3&access_token=EAACEdEose0cBAJIbLWvLOtqUZCDZBSkzZAB6d0NNyOA5fAuWgXRlZCPeQ6dohLLa5VhTx48jbzOkWVEFAv5UKkdCklLJ1Gyi81TJ4ReNZCFyUtRcvDT8NRopwuyaPnRH3Pl42D9jt8P406sJ1c77pqPlVWopIIdYhHJ7g6G7CiAZDZD&until=1475470801&__paging_token=enc_AdD5NWJUpTFKYpAyZA0OY8eUqEXOrcX2gYvGfFlZB8ZBrMGN06Q38xMVWTfzmzCfNeZAhw7l9Sg9VLN00zHZA3CvMuaIxI5khhb4sjD0zOTQ08hN9RQZDZD',\n",
       "  'previous': 'https://graph.facebook.com/v2.7/183343891697105/posts?fields=comments%7Bfrom%7D,likes&limit=3&since=1475584875&access_token=EAACEdEose0cBAJIbLWvLOtqUZCDZBSkzZAB6d0NNyOA5fAuWgXRlZCPeQ6dohLLa5VhTx48jbzOkWVEFAv5UKkdCklLJ1Gyi81TJ4ReNZCFyUtRcvDT8NRopwuyaPnRH3Pl42D9jt8P406sJ1c77pqPlVWopIIdYhHJ7g6G7CiAZDZD&__paging_token=enc_AdAQijsi1mNZAMOWZAm7StZC6PR60YDJWODI2f1qaKCqbv8hriYbooLy7EZAWsCIg6lrpCyJwxGj7TxdtfvnZCxSTAp7lA8yrgwO95fdacLihniwUPgZDZD&__previous=1'}}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.get_connections(bymus_id, 'posts', limit=3, fields='comments{from}, likes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "import networkx as nx\n",
    "\n",
    "# For limit number of posts, get likes and comments with author (from) and likes\n",
    "posts = g.get_connections(\"BymuseetOslo\", 'posts', limit=30, fields='comments.limit(30){from, likes.limit(50)}, likes.limit(10)')\n",
    "\n",
    "# Get some more:\n",
    "url = posts['paging']['next']\n",
    "# Filter out any posts that don't have any comments (sad!)\n",
    "posts = [post for post in posts['data'] if post.get('comments') is not None]\n",
    "\n",
    "#while url:\n",
    "for i in range(5):\n",
    "    res = requests.get(url).json()\n",
    "    url = res['paging'].get('next')\n",
    "    data = [post for post in res['data'] if post.get('comments') is not None]\n",
    "    posts.append(data)\n",
    "\n",
    "len(posts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'from': {'name': 'Eva Johansen', 'id': '688817961263764'}, 'id': '1267848383246645_1268681179830032', 'likes': {'paging': {'cursors': {'after': 'OTExNjA3OTgyMTk3NzM1', 'before': 'NjM4NDczMTc2Mjk3MDYx'}}, 'data': [{'name': 'Torunn Meyer Kleven', 'id': '638473176297061'}, {'name': 'Liv Grande', 'id': '1509590175986747'}, {'name': 'Alfred Blakstad', 'id': '813550152001016'}, {'name': 'Eve Dallas', 'id': '317809635082679'}, {'name': 'MayBente Lie', 'id': '10151963530007257'}, {'name': 'Kari Wally Enger', 'id': '10203355223072486'}, {'name': 'Hans-Jacob Schultz', 'id': '10205174544077569'}, {'name': 'Bjørn Roger Syversen', 'id': '768808869840553'}, {'name': 'Morten Netteland', 'id': '911607982197735'}]}}\n"
     ]
    }
   ],
   "source": [
    "comment = posts[0]['comments']['data'][0]\n",
    "comment['from']['name']\n",
    "comment.get('likes')\n",
    "print(comment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Build a graph from the posts (commenter, liker)\n",
    "nxg = nx.Graph()\n",
    "for post in posts[0:26]:\n",
    "    commentlikers = [(comment['from']['name'], comment.get('likes')) \n",
    "                     for comment in post['comments']['data']]\n",
    "    [nxg.add_edge(comment[0], liker['name']) \n",
    "      for comment in commentlikers if comment[1] is not None\n",
    "        for liker in comment[1].get('data') ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Kari Haukaas', 'Einar Sørlie'),\n",
       " ('Kari Haukaas', 'Betty Kristiansen'),\n",
       " ('Per Gøran Erichsen', 'Terje Kristensen'),\n",
       " ('Bettina Bækkevold', 'Bymuseet'),\n",
       " ('Bettina Bækkevold', 'Geir Arveng'),\n",
       " ('André Hefferli', 'Agnes Radich'),\n",
       " ('Lasse Bjølgerud', 'Odd Olsen'),\n",
       " ('Martin Skaug Halsos', 'Atle P. Gundersen'),\n",
       " ('Roger Johan Moen', 'Laila Belle'),\n",
       " ('Roger Johan Moen', 'Helge Norvalls'),\n",
       " ('Solveig Hagen', 'Bjørn Tore Cohn'),\n",
       " ('Elin K. Stensrud', 'Irene Hagen'),\n",
       " ('Øivind Aamodt', 'Randi Brændeland'),\n",
       " ('Øivind Aamodt', 'Tycho D. Castberg'),\n",
       " ('Borghild Solberg', 'Bibi Løhren'),\n",
       " ('Anne Berghøi', 'Ingeborg Heiestad'),\n",
       " ('May-Sylvi Nilsen', 'Finn Kampestuen-Berntzen'),\n",
       " ('May-Sylvi Nilsen', 'Bymuseet'),\n",
       " ('Else Bratne', 'Tom Nilsson'),\n",
       " ('Else Bratne', 'Bodil Müller'),\n",
       " ('Else Bratne', 'Erik Ødegaard'),\n",
       " ('Else Bratne', 'Betty Kristiansen'),\n",
       " ('Else Bratne', 'Dagfinn Hauge'),\n",
       " ('Else Bratne', 'Klara Hansen'),\n",
       " ('Else Bratne', 'Randi Brændeland'),\n",
       " ('Else Bratne', 'Kristian Frederik Brandt'),\n",
       " ('Pål Hansen Ukrut', 'Finn Kampestuen-Berntzen'),\n",
       " ('Pål Hansen Ukrut', 'Klara Hansen'),\n",
       " ('Pål Hansen Ukrut', 'Eva Johansen'),\n",
       " ('Arild Moe', 'Laila Belle'),\n",
       " ('Arild Moe', 'Roger Fjeldheim'),\n",
       " ('Arild Moe', 'Turid Andersen'),\n",
       " ('Arild Moe', 'Helge Norvalls'),\n",
       " ('Lisbeth Heitmann', 'Bymuseet'),\n",
       " ('Bjørn Kristian Næss', 'Kjersti Gulbrandsen'),\n",
       " ('Bjørn Kristian Næss', 'Jim Øktner'),\n",
       " ('Bjørn Kristian Næss', 'Thomas Karpow'),\n",
       " ('Bjørn Kristian Næss', 'Liss Langerud'),\n",
       " ('Bjørn Kristian Næss', 'Sai Shangeeth T'),\n",
       " ('Bjørn Kristian Næss', 'Hanne Olberg'),\n",
       " ('Bjørn Kristian Næss', 'Kristoffer Olberg'),\n",
       " ('Bjørn Kristian Næss', 'Andre Heier'),\n",
       " ('Bjørn Kristian Næss', 'Even Påbass'),\n",
       " ('Gro Markhus', 'Bymuseet'),\n",
       " ('Wenche Anita Kruse', 'Sissel Steensgaard'),\n",
       " ('Wenche Anita Kruse', 'Eigil Olsen'),\n",
       " ('Wenche Anita Kruse', 'Klara Hansen'),\n",
       " ('Wenche Anita Kruse', 'Laila Belle'),\n",
       " ('Wenche Anita Kruse', 'Helge Norvalls'),\n",
       " ('Wenche Anita Kruse', 'Eva Johansen'),\n",
       " ('Iren Pribanic', 'Bente Buranello'),\n",
       " ('Iren Pribanic', 'Turid Andersson Bogstad'),\n",
       " ('Andreas Wrangell', 'Finn Kampestuen-Berntzen'),\n",
       " ('Andreas Wrangell', 'Helene Moe Slinning'),\n",
       " ('Einar Dahl', 'Terje Kristensen'),\n",
       " ('Einar Dahl', 'Roger Fjeldheim'),\n",
       " ('Einar Dahl', 'Laila Belle'),\n",
       " ('Einar Dahl', 'Odd Olsen'),\n",
       " ('Einar Dahl', 'Randi Brændeland'),\n",
       " ('Veronica Amalie Rusdal', 'Turid Andersen'),\n",
       " ('Liv Grande', 'Anne Berg Siegel'),\n",
       " ('Liv Grande', 'Helge Norvalls'),\n",
       " ('Liv Grande', 'Roger Fjeldheim'),\n",
       " ('Liv Grande', 'Kristian Frederik Brandt'),\n",
       " ('Liv Grande', 'Terje Kristensen'),\n",
       " ('Liv Grande', 'Eva Johansen'),\n",
       " ('Jax Tangen', 'Victoria Isabel Kirkeland'),\n",
       " ('Wenche Gjelsten', 'Eva Johansen'),\n",
       " ('Brit Lindahl', 'Magnhild Bugge'),\n",
       " ('Brit Lindahl', 'MayBente Lie'),\n",
       " ('Mai-Lis Lefin', 'Bymuseet'),\n",
       " ('Mai-Lis Lefin', 'Betty Kristiansen'),\n",
       " ('Mai-Lis Lefin', 'Klara Hansen'),\n",
       " ('Mai-Lis Lefin', 'Eva Johansen'),\n",
       " ('Ragnar Otterstad', 'Bibi Løhren'),\n",
       " ('Gunhild Johanne Ekra', 'Irene Hagen'),\n",
       " ('Linne Urbye', 'Bitten Lilleng'),\n",
       " ('Kari Wally Enger', 'Finn Kampestuen-Berntzen'),\n",
       " ('Kari Wally Enger', 'Helge Norvalls'),\n",
       " ('Kari Wally Enger', 'Eva Johansen'),\n",
       " ('Steinar Jensen', 'Bymuseet'),\n",
       " ('Bibi Løhren', 'Anne Marit Waaler Solberg'),\n",
       " ('Bibi Løhren', 'Bjørn Roger Syversen'),\n",
       " ('Bibi Løhren', 'Øivind Østang'),\n",
       " ('Bibi Løhren', 'MayBente Lie'),\n",
       " ('Bibi Løhren', 'Alfred Blakstad'),\n",
       " ('Bibi Løhren', 'Jan Hilmar Hammer'),\n",
       " ('Bibi Løhren', 'Gerd Thorstensen'),\n",
       " ('Bibi Løhren', 'Per Evensen'),\n",
       " ('Terje Dokken', 'Eve Dallas'),\n",
       " ('Terje Dokken', 'Anne Nordahl'),\n",
       " ('Rune Hoelseth', 'MayBente Lie'),\n",
       " ('Ole Christian Trolle Andersen', 'Beate Winther'),\n",
       " ('Ole Christian Trolle Andersen', 'Jan Stangeby Nielsen'),\n",
       " ('Pål Brandsæter', 'Irene Hagen'),\n",
       " ('Jørn Berthelsen', 'Eva Johansen'),\n",
       " ('Beate Myhre', 'Turid Andersson Bogstad'),\n",
       " ('Cato Melby', 'Jon Strand'),\n",
       " ('Cato Melby', 'Kristian Frederik Brandt'),\n",
       " ('Cato Melby', 'Thor Lindhardt'),\n",
       " ('Bodil Bjørberg', 'Irene Hagen'),\n",
       " ('Anne Marie Lindblad Jensen', 'Vera Helèn Skaalerud Larsen'),\n",
       " ('Roger Fjeldheim', 'Nina Nessie Elisabeth Strand'),\n",
       " ('Roger Fjeldheim', 'Eve Dallas'),\n",
       " ('Roger Fjeldheim', 'William Monsen Vangen'),\n",
       " ('Roger Fjeldheim', 'Cecilie Haug Eriksson'),\n",
       " ('Roger Fjeldheim', 'Bodil Müller'),\n",
       " ('Roger Fjeldheim', 'Lars Klepzig'),\n",
       " ('Roger Fjeldheim', 'Marianne Cecilia Mobraaten'),\n",
       " ('Roger Fjeldheim', 'Svein Hvile'),\n",
       " ('Roger Fjeldheim', 'Anne Marit Waaler Solberg'),\n",
       " ('Roger Fjeldheim', 'Ellen Eriksen Tangen'),\n",
       " ('Roger Fjeldheim', 'Bjørn Roger Syversen'),\n",
       " ('Roger Fjeldheim', 'Finn Kampestuen-Berntzen'),\n",
       " ('Roger Fjeldheim', 'Hendrik Halsne'),\n",
       " ('Roger Fjeldheim', 'Jan Hilmar Hammer'),\n",
       " ('Roger Fjeldheim', 'Kjell Erik Antonsen'),\n",
       " ('Roger Fjeldheim', 'Karin Madsø'),\n",
       " ('Roger Fjeldheim', 'Lin Malin Ullern'),\n",
       " ('Roger Fjeldheim', 'Anne Grete Huken Raad'),\n",
       " ('Roger Fjeldheim', 'Thor Frang-Hauge'),\n",
       " ('Roger Fjeldheim', 'Helge Norvalls'),\n",
       " ('Roger Fjeldheim', 'Britt Ottesen'),\n",
       " ('Roger Fjeldheim', 'Otto Stenhaug'),\n",
       " ('Roger Fjeldheim', 'Kari Ranheimsæter'),\n",
       " ('Roger Fjeldheim', 'Karin Steen'),\n",
       " ('Roger Fjeldheim', 'Käthe Hermstad'),\n",
       " ('Roger Fjeldheim', 'Ruth Braathen'),\n",
       " ('Jonathan Birkelund', 'Betty Kristiansen'),\n",
       " ('Liv Tyssvang', 'Klara Hansen'),\n",
       " ('Georg Wendt', 'Finn Kampestuen-Berntzen'),\n",
       " ('Jan Stangeby Nielsen', 'Lisa Olstad'),\n",
       " ('Jan Stangeby Nielsen', 'Wenche Nikolaysen'),\n",
       " ('Jan Stangeby Nielsen', 'Ingjerd Bottre Andresen'),\n",
       " ('Jan Stangeby Nielsen', 'Konvall Tom'),\n",
       " ('Jan Stangeby Nielsen', 'Maj Oxaal'),\n",
       " ('Jan Stangeby Nielsen', 'Inga Scheen'),\n",
       " ('Jan Stangeby Nielsen', 'Sissel Strand'),\n",
       " ('Jan Stangeby Nielsen', 'Rune Holtet'),\n",
       " ('Jan Stangeby Nielsen', 'Hans-Jacob Schultz'),\n",
       " ('Jan Stangeby Nielsen', 'Lars Nilsen'),\n",
       " ('Jan Stangeby Nielsen', 'Frode Kollbær'),\n",
       " ('Jan Stangeby Nielsen', 'Harald Elvehøi'),\n",
       " ('Jan Stangeby Nielsen', 'Laila Belle'),\n",
       " ('Jan Stangeby Nielsen', 'Ninni Brynsett'),\n",
       " ('Eva-Britt Sandbæk', 'Bymuseet'),\n",
       " ('Roberth Eliesen', 'Morten Kihl'),\n",
       " ('Svenn Bjerkem', 'Finn Kampestuen-Berntzen'),\n",
       " ('Svenn Bjerkem', 'Turid Andersen'),\n",
       " ('Svenn Bjerkem', 'Irene Hagen'),\n",
       " ('Svenn Bjerkem', 'Terje Kristensen'),\n",
       " ('Svenn Bjerkem', 'Eva Johansen'),\n",
       " ('Lille Sørensen', 'Irene Hagen'),\n",
       " ('Henning Gabrielsen', 'Björn B. Skjelstad'),\n",
       " ('Henning Gabrielsen', 'Sissel Steensgaard'),\n",
       " ('Henning Gabrielsen', 'Terje Kristensen'),\n",
       " ('Unni Charlotte Berg', 'Eigil Olsen'),\n",
       " ('Gerd Hilde Neset', 'Vibeke Hjersing'),\n",
       " ('Kjell Sterner', 'Terje Kristensen'),\n",
       " ('Kari Noren', 'Finn Kampestuen-Berntzen'),\n",
       " ('Kari Noren', 'Siri Blesvik'),\n",
       " ('Torill Weigaard', 'Sissel Steensgaard'),\n",
       " ('Jens Erik Johansen', 'Klara Hansen'),\n",
       " ('Knut Bydal', 'Mie Mortensen'),\n",
       " ('Kris Eklo', 'Tycho D. Castberg'),\n",
       " ('Eva Monica Jahns', 'Ragnhild Bessie Arnø'),\n",
       " ('Eva Monica Jahns', 'Bymuseet'),\n",
       " ('Eva Monica Jahns', 'Sarwar Javeed Tass'),\n",
       " ('Eva Monica Jahns', 'MayBente Lie'),\n",
       " ('Øyvind Andersen Askeland', 'Elin Stenersen'),\n",
       " ('Halina Thee', 'Irene Hagen'),\n",
       " ('Anders Rudi Jansen', 'Erik Asker'),\n",
       " ('Vibeke Lauridsen Guttormsgaard', 'Thor Lindhardt'),\n",
       " ('Aase Gunn Nohr', 'Anita Vasstveit'),\n",
       " ('Aase Gunn Nohr', 'Elisabeth Sarafina Nohr'),\n",
       " ('Janicke Lillian Eisle', 'Jan Eikeset Knudsen'),\n",
       " ('Ellen Westberg Andersen', 'Ingjerd Bottre Andresen'),\n",
       " ('Eivind Klausen', 'Irene Hagen'),\n",
       " ('Inga Scheen', 'Finn Kampestuen-Berntzen'),\n",
       " ('Inga Scheen', 'Irene Plathán'),\n",
       " ('Inga Scheen', 'Ingar Opseth'),\n",
       " ('Inga Scheen', 'Tycho D. Castberg'),\n",
       " ('Inga Scheen', 'Bymuseet'),\n",
       " ('Inga Scheen', 'Hilde Ellevold'),\n",
       " ('Inga Scheen', 'Dagfinn Hauge'),\n",
       " ('Inga Scheen', 'Ragna Karina Priddy'),\n",
       " ('Inga Scheen', 'Randi Brændeland'),\n",
       " ('Helge Svestad', 'Morten Algheim'),\n",
       " ('Helge Svestad', 'MayBente Lie'),\n",
       " ('Jan Thorgersen', 'Irene Hagen'),\n",
       " ('Tommy Myrvang', 'Hendrik Halsne'),\n",
       " ('Tommy Myrvang', 'Hans-Jacob Schultz'),\n",
       " ('Isak Ree', 'Finn Kampestuen-Berntzen'),\n",
       " ('Trond Flaarud', 'Thor Lindhardt'),\n",
       " ('Erik Asker', 'MayBente Lie'),\n",
       " ('Erik Asker', 'Mette Hedman'),\n",
       " ('Erik Asker', 'Arne Arnesen'),\n",
       " ('Erik Asker', 'Thor Frang-Hauge'),\n",
       " ('Erik Asker', 'Håkon Sandvik'),\n",
       " ('Erik Asker', 'Lin Malin Ullern'),\n",
       " ('Erik Asker', 'Ester Danielsen'),\n",
       " ('Erik Asker', 'Anne Marit Waaler Solberg'),\n",
       " ('Erik Asker', 'Bjørn Roger Syversen'),\n",
       " ('Erik Asker', 'Alfred Blakstad'),\n",
       " ('Erik Asker', 'Jan Hilmar Hammer'),\n",
       " ('Erik Asker', 'Ragna Karina Priddy'),\n",
       " ('Liv Aakvik', 'Vera Helèn Skaalerud Larsen'),\n",
       " ('Toril Martha Ornell Meisingset', 'Karin Ahlman Hagen'),\n",
       " ('Toril Martha Ornell Meisingset', 'Vera Helèn Skaalerud Larsen'),\n",
       " ('Toril Martha Ornell Meisingset', 'Irene Hagen'),\n",
       " ('Toril Martha Ornell Meisingset', 'Jon Colbiørnsen'),\n",
       " ('Toril Martha Ornell Meisingset', 'Bodil Müller'),\n",
       " ('Toril Martha Ornell Meisingset', 'Bente Buranello'),\n",
       " ('Toril Martha Ornell Meisingset', 'Dagfinn Hauge'),\n",
       " ('Toril Martha Ornell Meisingset', 'Turid Rogstad'),\n",
       " ('Toril Martha Ornell Meisingset', 'Terje Kristensen'),\n",
       " ('Toril Martha Ornell Meisingset', 'Klara Hansen'),\n",
       " ('Thor Lindhardt', 'Kåre Jacobsen'),\n",
       " ('Thor Lindhardt', 'Nina Nessie Elisabeth Strand'),\n",
       " ('Thor Lindhardt', 'Tom Bendixen'),\n",
       " ('Thor Lindhardt', 'Hendrik Halsne'),\n",
       " ('Thor Lindhardt', 'Hege Lindhardt Thoresen'),\n",
       " ('Ove Brandt', 'Otto Stenhaug'),\n",
       " ('Ove Brandt', 'Kari Ranheimsæter'),\n",
       " ('Ove Brandt', 'Kate Torgersen'),\n",
       " ('Ove Brandt', 'Jorun Bergmann Johansen'),\n",
       " ('Ove Brandt', 'Agustin Villalpando'),\n",
       " ('Ove Brandt', 'Aud Jørgensen'),\n",
       " ('Ove Brandt', 'Finn Kampestuen-Berntzen'),\n",
       " ('Ove Brandt', 'Eva Johansen'),\n",
       " ('Ove Brandt', 'Jarl-Tore Holøyen'),\n",
       " ('Ove Brandt', 'Turid Matthiesen'),\n",
       " ('Ove Brandt', 'Eve Dallas'),\n",
       " ('Turid Andersen', 'Erik Andresen'),\n",
       " ('Turid Andersen', 'Berit Borgenvik'),\n",
       " ('Turid Andersen', 'Ilmy Wethal Halland'),\n",
       " ('Turid Andersen', 'Anne-Marie Øverland'),\n",
       " ('Harald Steinsrud', 'Ingebjørg Flinterud'),\n",
       " ('Harald Steinsrud', 'Inger Skauen'),\n",
       " ('Harald Steinsrud', 'MayBente Lie'),\n",
       " ('Inger Lise Myhre', 'Jan Fahle'),\n",
       " ('Inger Lise Myhre', 'Marit Rasmussen'),\n",
       " ('Kristin Schibbye', 'Irene Hagen'),\n",
       " ('Jarl Fleischer', 'Tom Nordlie'),\n",
       " ('Arild Østberg', 'Klara Hansen'),\n",
       " ('Morten Netteland', 'Sidsel I. Tønnessen'),\n",
       " ('Morten Netteland', 'Eva Johansen'),\n",
       " ('Kari Ranheimsæter', 'Bymuseet'),\n",
       " ('Kari Ranheimsæter', 'Anne Berg Siegel'),\n",
       " ('Kari Ranheimsæter', 'Eve Dallas'),\n",
       " ('Kari Ranheimsæter', 'Trygve Mathiesen'),\n",
       " ('Kari Ranheimsæter', 'Kirsten Foss Davis'),\n",
       " ('Kari Ranheimsæter', 'Jorun Pedersen'),\n",
       " ('Kari Ranheimsæter', 'Laila Belle'),\n",
       " ('Kari Ranheimsæter', 'Erik Bergløv Eriksen'),\n",
       " ('Kari Ranheimsæter', 'Hilde Ellevold'),\n",
       " ('Kari Ranheimsæter', 'Tom Nilsson'),\n",
       " ('Kari Ranheimsæter', 'Elsa Børresen'),\n",
       " ('Kari Ranheimsæter', 'Anne-Karine Tohje'),\n",
       " ('Kari Ranheimsæter', 'Lise Faye-Schjøll'),\n",
       " ('Kari Ranheimsæter', 'Jan-Erik Tørres'),\n",
       " ('Kari Ranheimsæter', 'Margaret Nilsson'),\n",
       " ('Kari Ranheimsæter', 'Petter Moe'),\n",
       " ('Kari Ranheimsæter', 'Eva Johansen'),\n",
       " ('Kari Ranheimsæter', 'Elin Stenersen'),\n",
       " ('Heidi Brander', 'Randi Grimsen'),\n",
       " ('Dag Jørgensen', 'Mats Velle Frøyen'),\n",
       " ('Per Arne Iznogood', 'Klara Hansen'),\n",
       " ('Grethe Elisabeth Sandsundet-hanssen', 'Betty Kristiansen'),\n",
       " ('Unni-May Pedersen', 'Atle P. Gundersen'),\n",
       " ('Unni-May Pedersen', 'Terje Kristensen'),\n",
       " ('Tove Sørlie', 'Mette Tomte'),\n",
       " ('Sølvi Jenssen', 'Klara Hansen'),\n",
       " ('Sølvi Jenssen', 'Terje Kristensen'),\n",
       " ('Jostein Waterloo', 'Terje Kristensen'),\n",
       " ('Nina Nessie Elisabeth Strand', 'Finn Kampestuen-Berntzen'),\n",
       " ('Nina Nessie Elisabeth Strand', 'Irene Hagen'),\n",
       " ('Karen Sund', 'Sigurd Müller'),\n",
       " ('Jarle Rydningen', 'Finn Kampestuen-Berntzen'),\n",
       " ('Tom Nordlie', 'Klara Hansen'),\n",
       " ('Tom Nordlie', 'Morten Algheim'),\n",
       " ('Tom Nordlie', 'Lise Ernfridsdatter Høier'),\n",
       " ('Tom Nordlie', 'Ingeborg Heiestad'),\n",
       " ('Jan Erik Aas', 'T.B. Hansen'),\n",
       " ('Jan Erik Aas', 'Ragna Karina Priddy'),\n",
       " ('Kari Banares', 'Sidsel I. Tønnessen'),\n",
       " ('Kari Banares', 'Dagfinn Hauge'),\n",
       " ('Kari Banares', 'Berit Løkken'),\n",
       " ('Randi Grimsen', 'Siri Arnesen'),\n",
       " ('Randi Grimsen', 'Gunnar Gundersen'),\n",
       " ('Randi Grimsen', 'Bente Buranello'),\n",
       " ('Randi Grimsen', 'Rune Gjøvaag'),\n",
       " ('Lars Nilsen', 'Eigil Olsen'),\n",
       " ('Lars Nilsen', 'Finn Kampestuen-Berntzen'),\n",
       " ('Lars Nilsen', 'Harald Elvehøi'),\n",
       " ('Lars Nilsen', 'Eva Johansen'),\n",
       " ('Else Marie Pettersen', 'Eva Johansen'),\n",
       " ('Inger Krogvig', 'Irene Hagen'),\n",
       " ('Torunn Meyer Kleven', 'Eva Johansen'),\n",
       " ('Sissel Margrethe Nygårdsmoen', 'Oddvar Olsen'),\n",
       " ('Anne Berg Siegel', 'Anne-Karine Tohje'),\n",
       " ('Anne Berg Siegel', 'Eve Dallas'),\n",
       " ('Anne Berg Siegel', 'Jorun Pedersen'),\n",
       " ('Anne Berg Siegel', 'Atle Røthe'),\n",
       " ('Anne Berg Siegel', 'Mari Augdahl Bes Bes'),\n",
       " ('Anne Berg Siegel', 'Ingebjørg Flinterud'),\n",
       " ('Anne Berg Siegel', 'Jon Colbiørnsen'),\n",
       " ('Anne Berg Siegel', 'Ivar Per Johansen'),\n",
       " ('Britt Floberg', 'Terje Kristensen'),\n",
       " ('Giske Stang', 'Irene Hagen'),\n",
       " ('Eva Parborg', 'Bymuseet'),\n",
       " ('Eva Parborg', 'Odd Olsen'),\n",
       " ('Eva Parborg', 'Klara Hansen'),\n",
       " ('Eva Parborg', 'Finn Kampestuen-Berntzen'),\n",
       " ('Marit Gustavsen', 'Siv Korneliussen'),\n",
       " ('Anne Aubert', 'Kristian Frederik Brandt'),\n",
       " ('Turid Olsen', 'Aud Jørgensen'),\n",
       " ('Turid Olsen', 'Kari Beate Engh'),\n",
       " ('Turid Winje', 'Sissel Steensgaard'),\n",
       " ('Mie Mortensen', 'Irene Hagen'),\n",
       " ('Venke Austang', 'Terje Kristensen'),\n",
       " ('Jan Erik Nordbæk', 'Finn Kampestuen-Berntzen'),\n",
       " ('Jan Erik Nordbæk', 'Tom Nilsson'),\n",
       " ('Jarl-Tore Holøyen', 'Ester Danielsen'),\n",
       " ('Jarl-Tore Holøyen', 'Trude Skarheim'),\n",
       " ('Jarl-Tore Holøyen', 'Anne Grete Nordrum'),\n",
       " ('Jarl-Tore Holøyen', 'Nina Jernberg'),\n",
       " ('Jarl-Tore Holøyen', 'Laila Belle'),\n",
       " ('Jarl-Tore Holøyen', 'Kristian Frederik Brandt'),\n",
       " ('Jarl-Tore Holøyen', 'Terje Kristensen'),\n",
       " ('Anne-Marie Øverland', 'Anna Marie Frost'),\n",
       " ('Anne-Marie Øverland', 'Irene Hagen'),\n",
       " ('Elin Stenerud', 'Terje Kristensen'),\n",
       " ('Bodil Strand', 'Laila Belle'),\n",
       " ('Petter Thoen', 'Gorm Gullo'),\n",
       " ('Petter Thoen', 'Eve Dallas'),\n",
       " ('Petter Thoen', 'MayBente Lie'),\n",
       " ('Hanne Christensen', 'John Sjøli'),\n",
       " ('Hanne Christensen', 'May Thyberg'),\n",
       " ('Hanne Christensen', 'Jan Fahle'),\n",
       " ('Vidar M. Holmgren', 'Helena Neegaard'),\n",
       " ('Nina Fongaard Ramm', 'Turid Andresen'),\n",
       " ('Jørgen Engebrethsen', 'Wilhelm Wisbech'),\n",
       " ('Sascha Rødsten', 'Hendrik Halsne'),\n",
       " ('Sascha Rødsten', 'Ivar Per Johansen'),\n",
       " ('Sascha Rødsten', 'Arild Avnsjø'),\n",
       " ('Nina Padmanabhan', 'Finn Kampestuen-Berntzen'),\n",
       " ('Nina Padmanabhan', 'Terje Kristensen'),\n",
       " ('Anne Marit Waaler Solberg', 'Rune Holtet'),\n",
       " ('Anne Marit Waaler Solberg', 'Bjørn Øgaard'),\n",
       " ('Anne Marit Waaler Solberg', 'Irene Hagen'),\n",
       " ('Anne Marit Waaler Solberg', 'Eva Johansen'),\n",
       " ('Tore Jahrmann', 'Eigil Olsen'),\n",
       " ('Anita Kolloen', 'Terje Kristensen'),\n",
       " ('Sissel Strand', 'Bymuseet'),\n",
       " ('Sissel Strand', 'Eve Dallas'),\n",
       " ('Sissel Strand', 'Eva Minde'),\n",
       " ('Kjell Jullum', 'Solveig Sønvisen'),\n",
       " ('Bjørn Nilsen', 'Pål Barmo Lindal'),\n",
       " ('Tom Amundsen', 'Jarle Petterson'),\n",
       " ('Tom Amundsen', 'Finn Kampestuen-Berntzen'),\n",
       " ('Tom Amundsen', 'Dagfinn Hauge'),\n",
       " ('Tom Amundsen', 'Eva Johansen'),\n",
       " ('Anne Grete Huken Raad', 'Irene Hagen'),\n",
       " ('Anne Grete Huken Raad', 'Terje Kristensen'),\n",
       " ('Anne Grete Huken Raad', 'Helge Norvalls'),\n",
       " ('Tor Boye', 'Bjørn Bakken'),\n",
       " ('Kirsten Pedersen', 'Karin Røil'),\n",
       " ('Kirsten Pedersen', 'Jan Fahle'),\n",
       " ('Kirsten Pedersen', 'Mona Pisani'),\n",
       " ('Andres Gonzalez Roli', 'Finn Kampestuen-Berntzen'),\n",
       " ('Anne Marie Billington', 'Finn Kampestuen-Berntzen'),\n",
       " ('Anne Marie Billington', 'Laila Belle'),\n",
       " ('Sidsel Maier', 'Irene Hagen'),\n",
       " ('Ellen Kr Olsen', 'Klara Hansen'),\n",
       " ('Ellen Kr Olsen', 'Eva Johansen'),\n",
       " ('Jens Lampe Rongstad', 'Stein Hammerstad'),\n",
       " ('Wilhelm Wisbech', 'Paal-Christian Hansen'),\n",
       " ('Lars Andre Flakstad', 'Vera Helèn Skaalerud Larsen'),\n",
       " ('Lars Andre Flakstad', 'Finn Kampestuen-Berntzen'),\n",
       " ('Lars Andre Flakstad', 'Eva Johansen'),\n",
       " ('Jorun Bergmann Johansen', 'Tycho D. Castberg'),\n",
       " ('Ivar Per Johansen', 'Helge Norvalls'),\n",
       " ('Kåre Jacobsen', 'Finn Kampestuen-Berntzen'),\n",
       " ('Kåre Jacobsen', 'Terje Kristensen'),\n",
       " ('Kåre Jacobsen', 'Eva Johansen'),\n",
       " ('Frank Vidar Rystad', 'Morten Kihl'),\n",
       " ('Frank Vidar Rystad', 'Terje Kristensen'),\n",
       " ('Knut Siegel', 'Irene Hagen'),\n",
       " ('Marit Rolland', 'Thor Frang-Hauge'),\n",
       " ('Burak Altunay', 'Rune Holtet'),\n",
       " ('Klara Hansen', 'Pål Krosby'),\n",
       " ('Klara Hansen', 'John Sjøli'),\n",
       " ('Klara Hansen', 'Bymuseet'),\n",
       " ('Klara Hansen', 'Lene Lønseth Gunvaldsen'),\n",
       " ('Klara Hansen', 'Kristian Frederik Brandt'),\n",
       " ('Klara Hansen', 'Ingunn Kaalstad'),\n",
       " ('Klara Hansen', 'Lena Skadsdammen Thapa'),\n",
       " ('Klara Hansen', 'Lidvar Langseth'),\n",
       " ('Klara Hansen', 'Kari Beate Engh'),\n",
       " ('Klara Hansen', 'Ruth Braathen'),\n",
       " ('Klara Hansen', 'Therese Billing de Armas'),\n",
       " ('Klara Hansen', 'Torill Veberg'),\n",
       " ('Klara Hansen', 'Kjersti Lindstrøm'),\n",
       " ('Klara Hansen', 'Jorunn Lund'),\n",
       " ('Klara Hansen', 'Hilde Bostad Norøm'),\n",
       " ('Klara Hansen', 'Tore Finnerud'),\n",
       " ('Klara Hansen', 'Inger Elisabeth Nygaard'),\n",
       " ('Klara Hansen', 'Petter Moe'),\n",
       " ('Klara Hansen', 'Jon Tore Eriksen'),\n",
       " ('Klara Hansen', 'Randi Østbøll Pedersen'),\n",
       " ('Klara Hansen', 'Ingvill Hylen'),\n",
       " ('Klara Hansen', 'Trine S Austbø'),\n",
       " ('Klara Hansen', 'Brit Moe'),\n",
       " ('Klara Hansen', 'Unni Steen'),\n",
       " ('Klara Hansen', 'T.B. Hansen'),\n",
       " ('Klara Hansen', 'Solveig Kvarsnes'),\n",
       " ('Klara Hansen', 'Marianne Sandvik Øverland'),\n",
       " ('Klara Hansen', 'Turid Andersson Bogstad'),\n",
       " ('Klara Hansen', 'Mona Pisani'),\n",
       " ('Klara Hansen', 'Ilmy Wethal Halland'),\n",
       " ('Klara Hansen', 'Turid Matthiesen'),\n",
       " ('Torun Werner', 'Bymuseet'),\n",
       " ('Bjørn Roger Syversen', 'Rune Holtet'),\n",
       " ('Bjørn Roger Syversen', 'Eigil Olsen'),\n",
       " ('Bjørn Roger Syversen', 'Finn Kampestuen-Berntzen'),\n",
       " ('Bjørn Roger Syversen', 'Tycho D. Castberg'),\n",
       " ('Bjørn Roger Syversen', 'Betty Kristiansen'),\n",
       " ('Bjørn Roger Syversen', 'Eva Johansen'),\n",
       " ('Terje Kristensen', 'Sturla Dannevig'),\n",
       " ('Terje Kristensen', 'Tove Bøe'),\n",
       " ('Terje Kristensen', 'Jon-anders Wilhelmsen'),\n",
       " ('Terje Kristensen', 'Turid Rogstad'),\n",
       " ('Terje Kristensen', 'Jens Pettersen'),\n",
       " ('Terje Kristensen', 'Elin Kristiansen'),\n",
       " ('Terje Kristensen', 'Dag Renberg'),\n",
       " ('Terje Kristensen', 'Jerry Lee Moe'),\n",
       " ('Terje Kristensen', 'Sindre Østerås'),\n",
       " ('Terje Kristensen', 'Kirsten Foss Davis'),\n",
       " ('Terje Kristensen', 'Frank Larsen'),\n",
       " ('Terje Kristensen', 'Helge Norvalls'),\n",
       " ('Terje Kristensen', 'Espen Antonsen'),\n",
       " ('Terje Kristensen', 'Kjell Berg'),\n",
       " ('Terje Kristensen', 'Leif Johansson'),\n",
       " ('Terje Kristensen', 'Anne M. Ulven'),\n",
       " ('Terje Kristensen', 'Eve Dallas'),\n",
       " ('Terje Kristensen', 'MayBente Lie'),\n",
       " ('Terje Kristensen', 'Kjell Thorleif Johnsen'),\n",
       " ('Terje Kristensen', 'Eva Johansen'),\n",
       " ('Terje Kristensen', 'Lennart Bik'),\n",
       " ('Terje Kristensen', 'Finn Kampestuen-Berntzen'),\n",
       " ('Terje Kristensen', 'Helle Merete Møller Andersen'),\n",
       " ('Terje Kristensen', 'Arve Andersen'),\n",
       " ('Terje Kristensen', 'Sascha René Anonsen'),\n",
       " ('Terje Kristensen', 'Silje Krogh Aarebrot'),\n",
       " ('Terje Kristensen', 'Margaret Johansen Walravens'),\n",
       " ('Terje Kristensen', 'Odd Olsen'),\n",
       " ('Terje Kristensen', 'Unni Steen'),\n",
       " ('Terje Kristensen', 'Käthe Hermstad'),\n",
       " ('Terje Kristensen', 'Betty Kristiansen'),\n",
       " ('Terje Kristensen', 'Jens Glenning'),\n",
       " ('Terje Kristensen', 'Marianne Sandvik Øverland'),\n",
       " ('Anne Marie Müller', 'Finn Kampestuen-Berntzen'),\n",
       " ('Jan Hilmar Hammer', 'Bymuseet'),\n",
       " ('Jan Hilmar Hammer', 'Odd Olsen'),\n",
       " ('Jan Hilmar Hammer', 'Laila Belle'),\n",
       " ('Jan Hilmar Hammer', 'Eva Johansen'),\n",
       " ('Jan Hilmar Hammer', 'Rune Holtet'),\n",
       " ('Jan Hilmar Hammer', 'Helge Norvalls'),\n",
       " ('Jan Hilmar Hammer', 'Finn Kampestuen-Berntzen'),\n",
       " ('Jan Hilmar Hammer', 'Jan Eikeset Knudsen'),\n",
       " ('Jan Hilmar Hammer', 'Dagfinn Hauge'),\n",
       " ('Jan Hilmar Hammer', 'Betty Kristiansen'),\n",
       " ('Helena Neegaard', 'Elisabeth Mortensen'),\n",
       " ('Torild Fevaag Hageberg', 'Kari Beate Engh'),\n",
       " ('Beda Schei-forbord', 'Finn Kampestuen-Berntzen'),\n",
       " ('Lisa Olstad', 'June Hellstrøm'),\n",
       " ('Lisa Olstad', 'Jan Fahle'),\n",
       " ('Knut Lutro', 'Eve Dallas'),\n",
       " ('Thor Frang-Hauge', 'Rune Holtet'),\n",
       " ('Thor Frang-Hauge', 'Helge Norvalls'),\n",
       " ('Thor Frang-Hauge', 'Eigil Olsen'),\n",
       " ('Thor Frang-Hauge', 'Finn Kampestuen-Berntzen'),\n",
       " ('Thor Frang-Hauge', 'Laila Belle'),\n",
       " ('Thor Frang-Hauge', 'Betty Kristiansen'),\n",
       " ('Thor Frang-Hauge', 'Kristian Frederik Brandt'),\n",
       " ('Thor Frang-Hauge', 'Eva Johansen'),\n",
       " ('Mari Augdahl Bes Bes', 'Bymuseet'),\n",
       " ('Eva Kirsten Rustad', 'Tone Riise'),\n",
       " ('Morten Kielland Rygh', 'Irene Hagen'),\n",
       " ('Henry Marthinsen', 'MayBente Lie'),\n",
       " ('Henry Marthinsen', 'Unny Karin Muri'),\n",
       " ('Henry Marthinsen', 'Elling Borgersrud'),\n",
       " ('Henry Marthinsen', 'Per Winge'),\n",
       " ('Torild Islan', 'Solveig Aaen'),\n",
       " ('Aud Jørgensen', 'Svein Ivar Riiser'),\n",
       " ('T.B. Hansen', 'Odd Olsen'),\n",
       " ('Terje I. Olsson', 'Eigil Olsen'),\n",
       " (\"'Lena Ulriksen\", 'Finn Kampestuen-Berntzen'),\n",
       " ('Marit Amundsen', 'Eigil Olsen'),\n",
       " ('Hamid Khedir Hussen', 'Bymuseet'),\n",
       " ('Inger Hovden', 'Irene Hagen'),\n",
       " ('Trude Skarheim', 'MayBente Lie'),\n",
       " ('Trude Skarheim', 'Rune Gjøvaag'),\n",
       " ('Bymuseet', 'Helge Olav Fjugstad'),\n",
       " ('Bymuseet', 'Kjell Wangen'),\n",
       " ('Bymuseet', 'Mona Heffermehl'),\n",
       " ('Bymuseet', 'Elsa Børresen'),\n",
       " ('Bymuseet', 'Vera Helèn Skaalerud Larsen'),\n",
       " ('Bymuseet', 'Morten Algheim'),\n",
       " ('Bymuseet', 'Bent Are Holmsen'),\n",
       " ('Bymuseet', 'June Hellstrøm'),\n",
       " ('Bymuseet', 'Carolynn A. Rhodes'),\n",
       " ('Bymuseet', 'Lidvar Langseth'),\n",
       " ('Bymuseet', 'Dag Renberg'),\n",
       " ('Bymuseet', 'Otto Stenhaug'),\n",
       " ('Bymuseet', 'Terje Syvertsen'),\n",
       " ('Bymuseet', 'Per-Alexander Storberget'),\n",
       " ('Bymuseet', 'Bodil Berg'),\n",
       " ('Bymuseet', 'Tycho D. Castberg'),\n",
       " ('Bymuseet', 'Kåre Norman Eriksen'),\n",
       " ('Bymuseet', 'Randi Østbøll Pedersen'),\n",
       " ('Bymuseet', 'Mette Lise Bergh'),\n",
       " ('Bymuseet', 'Ronny Arnesen'),\n",
       " ('Bymuseet', 'Jens-Henrik Sørensen'),\n",
       " ('Bymuseet', 'Rune Holtet'),\n",
       " ('Bymuseet', 'Truls Tyreid'),\n",
       " ('Bymuseet', 'Thomas Widerberg'),\n",
       " ('Bymuseet', 'Bjørg Else Larsen'),\n",
       " ('Bymuseet', 'Sissel Forseth'),\n",
       " ('Bymuseet', 'Eva-rose Esplien'),\n",
       " ('Eva Skogland', 'Jacob Nordahl-Hansen'),\n",
       " ('Diderik Sirnes', 'Finn Kampestuen-Berntzen'),\n",
       " ('Randi Brændeland', 'Steinar A Drage'),\n",
       " ('Randi Brændeland', 'Alfred Blakstad'),\n",
       " ('Randi Brændeland', 'MayBente Lie'),\n",
       " ('Randi Brændeland', 'Anders M. Mamen'),\n",
       " ('Siri Blesvik', 'MayBente Lie'),\n",
       " ('Bjørg Kibsgaard', 'Anna Marie Frost'),\n",
       " ('Rune Gjøvaag', 'Eigil Olsen'),\n",
       " ('Rune Holtet', 'Eve Dallas'),\n",
       " ('Rune Holtet', 'MayBente Lie'),\n",
       " ('Rune Holtet', 'Randi Østbøll Pedersen'),\n",
       " ('Rune Holtet', 'Petter Moe'),\n",
       " ('Rune Holtet', 'Helene Moe Slinning'),\n",
       " ('Rune Holtet', 'Frode Pettersen Hammer'),\n",
       " ('Rune Holtet', 'Nini Raknes'),\n",
       " ('Åsmund Ørn Færavaag', 'Jon Colbiørnsen'),\n",
       " ('Svein Larsen', 'Bjørg Else Larsen'),\n",
       " ('Arild Johan Myrberg', 'Britt-Ingjerd Nesheim'),\n",
       " ('Helge Norvalls', 'Ingebjørg Flinterud'),\n",
       " ('Helge Norvalls', 'Arne Rolf Langeland'),\n",
       " ('Helge Norvalls', 'Elsa Børresen'),\n",
       " ('Helge Norvalls', 'Marianne Bakke'),\n",
       " ('Helge Norvalls', 'Randi Østbøll Pedersen'),\n",
       " ('Helge Norvalls', 'Hendrik Halsne'),\n",
       " ('Helge Norvalls', 'Elin Stenersen'),\n",
       " ('Helge Norvalls', 'Grethe Møller'),\n",
       " ('Helge Norvalls', 'Thomas André Fjeld Bjørholdt'),\n",
       " ('Helge Norvalls', 'Fred Søndby'),\n",
       " ('Helge Norvalls', 'Liv Rismyhr'),\n",
       " ('Helge Norvalls', 'Sissel Forseth'),\n",
       " ('Merete Engh', 'Irene Hagen'),\n",
       " ('Knut Wisting', 'Kristian Frederik Brandt'),\n",
       " ('Marianne Malla Skogsletten', 'Eva Johansen'),\n",
       " ('Lene Kristine Holter Berggraf-Larsen', 'Eva Johansen'),\n",
       " ('Finn Kampestuen-Berntzen', 'Arild Avnsjø'),\n",
       " ('Finn Kampestuen-Berntzen', 'Pål Magne Johansen'),\n",
       " ('Finn Kampestuen-Berntzen', 'Nina Vestby'),\n",
       " ('Finn Kampestuen-Berntzen', 'Siv Andreassen'),\n",
       " ('Finn Kampestuen-Berntzen', 'Janne Lysholm'),\n",
       " ('Finn Kampestuen-Berntzen', 'Mujtaba Hussain'),\n",
       " ('Finn Kampestuen-Berntzen', 'Carolynn A. Rhodes'),\n",
       " ('Finn Kampestuen-Berntzen', 'Hilde Ellevold'),\n",
       " ('Finn Kampestuen-Berntzen', 'Einar Kvistaas Hansen'),\n",
       " ('Finn Kampestuen-Berntzen', 'Berit Løkken'),\n",
       " ('Finn Kampestuen-Berntzen', 'Max Aakre Kristiansen'),\n",
       " ('Finn Kampestuen-Berntzen', 'Berit Samsing'),\n",
       " ('Finn Kampestuen-Berntzen', 'Eve Dallas'),\n",
       " ('Finn Kampestuen-Berntzen', 'Gunnar Berg Kristoffersen'),\n",
       " ('Finn Kampestuen-Berntzen', 'MayBente Lie'),\n",
       " ('Finn Kampestuen-Berntzen', 'Ingebjørg Flinterud'),\n",
       " ('Finn Kampestuen-Berntzen', 'Tore Finnerud'),\n",
       " ('Finn Kampestuen-Berntzen', 'Alfred Blakstad'),\n",
       " ('Finn Kampestuen-Berntzen', 'Ragna Karina Priddy'),\n",
       " ('Finn Kampestuen-Berntzen', 'Inger Elisabeth Nygaard'),\n",
       " ('Finn Kampestuen-Berntzen', 'Jorun Pedersen'),\n",
       " ('Finn Kampestuen-Berntzen', 'Stein Hammerstad'),\n",
       " ('Jon Colbiørnsen', 'Eve Dallas'),\n",
       " ('Jon Colbiørnsen', 'Bente Olsen'),\n",
       " ('Käthe Hermstad', 'Betty Kristiansen'),\n",
       " ('Kate Torgersen', 'Irene Hagen'),\n",
       " ('Kate Torgersen', 'Geir Arveng'),\n",
       " ('Tommy Petersen', 'Jarle Petterson'),\n",
       " ('Anita K. Stenersen', 'Eigil Olsen'),\n",
       " ('Anita K. Stenersen', 'Irene Hagen'),\n",
       " ('Børre Austmann', 'Steinar Martin Vestli'),\n",
       " ('Børre Austmann', 'Harald Elvehøi'),\n",
       " ('Irene Romberg', 'Irene Hagen'),\n",
       " ('Berit Borgenvik', 'Elin Stenersen'),\n",
       " ('Kirsti Holm', 'Odd Olsen'),\n",
       " ('Ingebjørg Flinterud', 'Vera Helèn Skaalerud Larsen'),\n",
       " ('Ingebjørg Flinterud', 'Eigil Olsen'),\n",
       " ('Ingebjørg Flinterud', 'Betty Kristiansen'),\n",
       " ('Ingebjørg Flinterud', 'Dagfinn Hauge'),\n",
       " ('Ingebjørg Flinterud', 'Eva Johansen'),\n",
       " ('Jarl Rudy Johansen', 'Turid Rogstad'),\n",
       " ('Per Christen Øyan', 'Atle Røthe'),\n",
       " ('Karen Grimsrud', 'Irene Hagen'),\n",
       " ('Mette Lise Bergh', 'Nina Jernberg'),\n",
       " ('Hilde Grythe', 'Elin Stenersen'),\n",
       " ('Margaret Nilsson', 'Anna Marie Frost'),\n",
       " ('Alfred Blakstad', 'Eigil Olsen'),\n",
       " ('Alfred Blakstad', 'Ingeborg Heiestad'),\n",
       " ('Alfred Blakstad', 'Irene Hagen'),\n",
       " ('Alfred Blakstad', 'Tor Erik Häll'),\n",
       " ('Alfred Blakstad', 'Betty Kristiansen'),\n",
       " ('Alfred Blakstad', 'Dagfinn Hauge'),\n",
       " ('Alfred Blakstad', 'Eva Johansen'),\n",
       " ('Elin Stenersen', 'Anna Marie Frost'),\n",
       " ('Elin Stenersen', 'Per-Alexander Storberget'),\n",
       " ('Elin Stenersen', 'Dagfinn Hauge'),\n",
       " ('Elin Stenersen', 'Kari Beate Engh'),\n",
       " ('Berit Løkken', 'Randi Østbøll Pedersen'),\n",
       " ('Berit Løkken', 'Sissel Steensgaard'),\n",
       " ('Ronny Mamelund', 'Eigil Olsen'),\n",
       " ('Mats Sollie', 'Per-Alexander Storberget'),\n",
       " ('Ingunn Kaalstad', 'Bente Buranello'),\n",
       " ('Hans-Christian Bøhler', 'Atle Røthe'),\n",
       " ('Paul Oskar Rosenquist', 'Eigil Olsen'),\n",
       " ('Ester Danielsen', 'Betty Kristiansen'),\n",
       " ('Ester Danielsen', 'MayBente Lie'),\n",
       " ('Anya K. Kristensen', 'Betty Kristiansen'),\n",
       " ('Anne-grethe Skott', 'Betty Kristiansen'),\n",
       " ('Jan-Erik Ramsøy', 'Morten Kihl'),\n",
       " ('Solveig Kvarsnes', 'Kari Beate Engh'),\n",
       " ('Stein Hammerstad', 'Frode Lindahl'),\n",
       " ('Liv Sand', 'Svein Ivar Riiser'),\n",
       " ('Marianne Sandvik Øverland', 'Kari Beate Engh'),\n",
       " ('Tone Olsen Bakkeli', 'Bodil Weng'),\n",
       " ('Tove Jahreie', 'Tycho D. Castberg'),\n",
       " ('Torjus Moland', 'Tycho D. Castberg'),\n",
       " ('Mona Heffermehl', 'Bitten Syversen'),\n",
       " ('Ronny Vif Hansen', 'Sissel Steensgaard'),\n",
       " ('Jørgen Haavardsholm', 'Betty Kristiansen'),\n",
       " ('Turid Andersson Bogstad', 'Kari Beate Engh'),\n",
       " ('Turid Andersson Bogstad', 'Heidi Åstorp Eriksen'),\n",
       " (\"Møez J'øma\", 'Betty Kristiansen'),\n",
       " ('Гейр Аалберг', 'Helene Moe Slinning'),\n",
       " ('Гейр Аалберг', 'Kristian Frederik Brandt'),\n",
       " ('Øivind Skjeveland', 'Eva Johansen'),\n",
       " ('Eigil Olsen', 'Tove Alm'),\n",
       " ('Eigil Olsen', 'Morten Hansen'),\n",
       " ('Eigil Olsen', 'Einar Kvistaas Hansen'),\n",
       " ('Eigil Olsen', 'Hendrik Halsne'),\n",
       " ('Eigil Olsen', 'Lene Halvorsen'),\n",
       " ('Eigil Olsen', 'Nini Raknes'),\n",
       " ('Eigil Olsen', 'Tom Bader'),\n",
       " ('Eigil Olsen', 'Svein Ole Braaten'),\n",
       " ('Eigil Olsen', 'MayBente Lie'),\n",
       " ('Eigil Olsen', 'Atle P. Gundersen'),\n",
       " ('Eigil Olsen', 'Britt Ottesen'),\n",
       " ('Eigil Olsen', 'Inger Elisabeth Nygaard'),\n",
       " ('Eigil Olsen', 'Hans Petter Jensen'),\n",
       " ('Britt Christensen', 'MayBente Lie'),\n",
       " ('Hein Thorleif Ferre', 'Eve Dallas'),\n",
       " ('Eva Minde', 'Geir Arveng'),\n",
       " ('Jan-Erik Nielsen', 'Vera Helèn Skaalerud Larsen'),\n",
       " ('Jan-Erik Nielsen', 'Tom Nilsson'),\n",
       " ('Elisabeth Andresen', 'Eva Johansen'),\n",
       " ('Bjørn Øgaard', 'Ilmy Wethal Halland'),\n",
       " ('Anne-Karine Tohje', 'Eva Johansen'),\n",
       " ('Fred Søndby', 'Dagfinn Hauge'),\n",
       " ('Åshild By', 'Hans-Jacob Schultz'),\n",
       " ('Bodil Weng', 'MayBente Lie'),\n",
       " ('Hans-Jacob Schultz', 'Eve Dallas'),\n",
       " ('Hans-Jacob Schultz', 'Kristian Frederik Brandt'),\n",
       " ('Hans-Jacob Schultz', 'Betty Kristiansen'),\n",
       " ('Hans-Jacob Schultz', 'Eva Johansen'),\n",
       " ('Hans-Jacob Schultz', 'Dagfinn Hauge'),\n",
       " ('Hans-Jacob Schultz', 'Sissel Steensgaard'),\n",
       " ('Hans-Jacob Schultz', 'Tom Nilsson'),\n",
       " ('Atle P. Gundersen', 'Heidi Åstorp Eriksen'),\n",
       " ('Atle P. Gundersen', 'Bodil Anette Haugen'),\n",
       " ('Ida Røhne', 'Irene Hagen'),\n",
       " ('Mette Dahl Thrane', 'Tom Nilsson'),\n",
       " ('Marek Palma', 'Irene Hagen'),\n",
       " ('Birthe Caroline', 'Elisabeth Jamtveit'),\n",
       " ('Solveig Sønvisen', 'Stig Rolfsen'),\n",
       " ('Jan-Erik Tørres', 'Per-Alexander Storberget'),\n",
       " ('Tone Riise', 'Irene Hagen'),\n",
       " ('Tone Riise', 'MayBente Lie'),\n",
       " ('Tone Riise', 'Per Evensen'),\n",
       " ('Tone Riise', 'Krister Siljan'),\n",
       " ('Tone Riise', 'Ruth-Eva Aarsand Henriksen'),\n",
       " ('Arne Rolf Langeland', 'Irene Hagen'),\n",
       " ('Bente Buranello', 'Eve Dallas'),\n",
       " ('Bente Buranello', 'Ilmy Wethal Halland'),\n",
       " ('Bente Buranello', 'Kari Beate Engh'),\n",
       " ('Karin Kristiansen', 'Irene Hagen'),\n",
       " ('Hilde Bostad Norøm', 'Kari Beate Engh'),\n",
       " ('Hilde Bostad Norøm', 'Mette Tomte'),\n",
       " ('Kari Loe', 'Irene Hagen'),\n",
       " ('Inger Elisabeth Nygaard', 'Atle Røthe'),\n",
       " ('Inger Elisabeth Nygaard', 'Betty Kristiansen'),\n",
       " ('Inger Elisabeth Nygaard', 'Kristian Frederik Brandt'),\n",
       " ('Marit Rasmussen', 'Laila Belle'),\n",
       " ('Marit Rasmussen', 'Dagfinn Hauge'),\n",
       " ('Marit Rasmussen', 'Tycho D. Castberg'),\n",
       " ('Sigurd Holthe Oymoen', 'Vera Helèn Skaalerud Larsen'),\n",
       " ('Elsa Børresen', 'Betty Kristiansen'),\n",
       " ('Elsa Børresen', 'Eva Johansen'),\n",
       " ('Ragnar Haugnes', 'Eva Johansen'),\n",
       " ('Heidi Åstorp Eriksen', 'Ingeborg Heiestad'),\n",
       " ('Heidi Åstorp Eriksen', 'Kari Beate Engh'),\n",
       " ('Mona Lodberg', 'Kristian Frederik Brandt'),\n",
       " ('Mona Lodberg', 'Tycho D. Castberg'),\n",
       " ('Trine S Austbø', 'Steinar Martin Vestli'),\n",
       " ('Knut Reidar Leer', 'Eva Johansen'),\n",
       " ('Unni Steen', 'Hendrik Halsne'),\n",
       " ('Unni Steen', 'Kari Beate Engh'),\n",
       " ('Erik Engan', 'Jan Øistein Tønsberg'),\n",
       " ('Lars Dalen', 'Laila Belle'),\n",
       " ('Odd Olsen', 'Marianne Romsås Evensen'),\n",
       " ('Odd Olsen', 'Ivar Hanssen'),\n",
       " ('Odd Olsen', 'Elisabeth Olsen'),\n",
       " ('Odd Olsen', 'Jorun Nårstad'),\n",
       " ('Betty Kristiansen', 'Eve Dallas'),\n",
       " ('Betty Kristiansen', 'MayBente Lie'),\n",
       " ('Betty Kristiansen', 'Tove Bøe'),\n",
       " ('Betty Kristiansen', 'Ingrid Hove'),\n",
       " ('Betty Kristiansen', 'Siri Rådgiver'),\n",
       " ('Betty Kristiansen', 'Lin Malin Ullern'),\n",
       " ('Betty Kristiansen', 'Håkon Sandvik'),\n",
       " ('Betty Kristiansen', 'Jan Fahle'),\n",
       " ('Betty Kristiansen', 'Hendrik Halsne'),\n",
       " ('Betty Kristiansen', 'Ragna Karina Priddy'),\n",
       " ('Betty Kristiansen', 'Torun Vargset Melum'),\n",
       " ('Betty Kristiansen', 'Elin Kristiansen'),\n",
       " ('Betty Kristiansen', 'Kristian Frederik Brandt'),\n",
       " ('Betty Kristiansen', 'Anne Mitsem Borgersen'),\n",
       " ('Betty Kristiansen', 'Otto Stenhaug'),\n",
       " ('Betty Kristiansen', 'Turid Høiberget Nilsen'),\n",
       " ('Betty Kristiansen', 'Arne Arnesen'),\n",
       " ('Betty Kristiansen', 'Svein Gunnar Antonsen'),\n",
       " ('Betty Kristiansen', 'Ilmy Wethal Halland'),\n",
       " ('Ilmy Wethal Halland', 'Irene Hagen'),\n",
       " ('Ilmy Wethal Halland', 'Kari Beate Engh'),\n",
       " ('Irene Hagen', 'MayBente Lie'),\n",
       " ('Irene Hagen', 'Kirsten Foss Davis'),\n",
       " ('Irene Hagen', 'Mette Boye'),\n",
       " ('Irene Hagen', 'Klaus Bøckman'),\n",
       " ('Irene Hagen', 'Ingrid Kultom'),\n",
       " ('Irene Hagen', 'Tor Einar Haugen'),\n",
       " ('Irene Hagen', 'Kjersti Lindstrøm'),\n",
       " ('Irene Hagen', 'Tove Olsen'),\n",
       " ('Irene Hagen', 'Mai Britt Wangen'),\n",
       " ('Irene Hagen', 'Vivi C. Barth'),\n",
       " ('Irene Hagen', 'Tone Waksvik Moger'),\n",
       " ('Irene Hagen', 'Truls Tyreid'),\n",
       " ('Irene Hagen', 'Erik Andresen'),\n",
       " ('Irene Hagen', 'Kari Wedahl'),\n",
       " ('Irene Hagen', 'Britt Ottesen'),\n",
       " ('Irene Hagen', 'Gro Sanner'),\n",
       " ('Vera Helèn Skaalerud Larsen', 'Thomas Tellander'),\n",
       " ('Vera Helèn Skaalerud Larsen', 'Elin Kristiansen'),\n",
       " ('Vera Helèn Skaalerud Larsen', 'Svein Christoffersen'),\n",
       " ('Beate Winther', 'Turid Rogstad'),\n",
       " ('Tom Rolf Engblom', 'Jan Fahle'),\n",
       " ('Morten Algheim', 'Björn B. Skjelstad'),\n",
       " ('Morten Algheim', 'Pål Barmo Lindal'),\n",
       " ('Elin Kristiansen', 'Atle Røthe'),\n",
       " ('Bjørg Margareth Høvik', 'Kristian Frederik Brandt'),\n",
       " ('Torun Vargset Melum', 'Margaret Johansen Walravens'),\n",
       " ('Torun Vargset Melum', 'Eve Dallas'),\n",
       " ('Torun Vargset Melum', 'Ingjerd Bottre Andresen'),\n",
       " ('June Hellstrøm', 'Erik Sutterud'),\n",
       " ('Konvall Tom', 'Kirsten Foss Davis'),\n",
       " ('Tycho D. Castberg', 'Eve Dallas'),\n",
       " ('Tycho D. Castberg', 'Arne Larsen'),\n",
       " ('Tycho D. Castberg', 'MayBente Lie'),\n",
       " ('Tycho D. Castberg', 'Per Evensen'),\n",
       " ('Tycho D. Castberg', 'Kristian Frederik Brandt'),\n",
       " ('Tycho D. Castberg', 'Hendrik Halsne'),\n",
       " ('Geir Arveng', 'Eve Dallas'),\n",
       " ('Kari Rudsjordet', 'MayBente Lie'),\n",
       " ('Kari Rudsjordet', 'Mona Pisani'),\n",
       " ('Jan Eikeset Knudsen', 'Lin Malin Ullern'),\n",
       " ('Jan Eikeset Knudsen', 'Margaret Johansen Walravens'),\n",
       " ('Jan Eikeset Knudsen', 'Eve Dallas'),\n",
       " ('Sissel Steensgaard', 'Eve Dallas'),\n",
       " ('Sissel Steensgaard', 'Per Evensen'),\n",
       " ('Sissel Steensgaard', 'MayBente Lie'),\n",
       " ('Sissel Steensgaard', 'Astrid Boysen'),\n",
       " ('Sissel Steensgaard', 'Hendrik Halsne'),\n",
       " ('Sissel Steensgaard', 'Tore Andresen'),\n",
       " ('Sissel Steensgaard', 'Randi Østbøll Pedersen'),\n",
       " ('Tom Nilsson', 'Eve Dallas'),\n",
       " ('Tom Nilsson', 'MayBente Lie'),\n",
       " ('Per Steinar Håklev', 'Helene Moe Slinning'),\n",
       " ('Eve Dallas', 'Eva Johansen'),\n",
       " ('Eve Dallas', 'Helene Moe Slinning'),\n",
       " ('Eve Dallas', 'Atle Røthe'),\n",
       " ('Eve Dallas', 'Kari Beate Engh'),\n",
       " ('Eve Dallas', 'Per-Alexander Storberget'),\n",
       " ('Eve Dallas', 'Dagfinn Hauge'),\n",
       " ('MayBente Lie', 'Frode Lindahl'),\n",
       " ('MayBente Lie', 'Ragnhild Bessie Arnø'),\n",
       " ('MayBente Lie', 'Morten Kihl'),\n",
       " ('MayBente Lie', 'Nina Jernberg'),\n",
       " ('MayBente Lie', 'Eva Johansen'),\n",
       " ('MayBente Lie', 'Grethe Velta'),\n",
       " ('MayBente Lie', 'Bitten Lilleng'),\n",
       " ('MayBente Lie', 'Tove Helgesen'),\n",
       " ('MayBente Lie', 'Sidsel I. Tønnessen'),\n",
       " ('MayBente Lie', 'Dagfinn Hauge'),\n",
       " ('MayBente Lie', 'Kjell Egil Sterten'),\n",
       " ('MayBente Lie', 'Thorbjørn Matsen'),\n",
       " ('MayBente Lie', 'Per-Alexander Storberget'),\n",
       " ('MayBente Lie', 'Laila Belle'),\n",
       " ('Eva Johansen', 'Arild Avnsjø'),\n",
       " ('Eva Johansen', 'Hendrik Halsne'),\n",
       " ('Eva Johansen', 'Kirsten Foss Davis'),\n",
       " ('Eva Johansen', 'Otto Stenhaug'),\n",
       " ('Eva Johansen', 'Einar Kvistaas Hansen'),\n",
       " ('Eva Johansen', 'Jan Fahle'),\n",
       " ('Eva Johansen', 'Randi Østbøll Pedersen'),\n",
       " ('Eva Johansen', 'Roger Kirchner'),\n",
       " ('Eva Johansen', 'Arne Larsen'),\n",
       " ('Eva Johansen', 'Per Evensen'),\n",
       " ('Eva Johansen', 'Turid Holt'),\n",
       " ('Eva Johansen', 'Aina Jovic Skogstad'),\n",
       " ('Christer Sæbø', 'Atle Røthe'),\n",
       " ('Atle Røthe', 'Toini Norrgrén Thommessen'),\n",
       " ('Atle Røthe', 'Svein Ivar Riiser'),\n",
       " ('Atle Røthe', 'Jan Fahle'),\n",
       " ('Ruben L Sandnes', 'Bjørn Bakken'),\n",
       " ('Ruben L Sandnes', 'Gorm Gullo'),\n",
       " ('Ruben L Sandnes', 'Ingjerd Bottre Andresen'),\n",
       " ('Bitten Lilleng', 'Guri Olsen'),\n",
       " ('Bitten Lilleng', 'Gudveig Johansen'),\n",
       " ('Elisabeth Swan Lund', 'Laila Belle'),\n",
       " ('Bjørn Bakken', 'Ruth Rasmussen'),\n",
       " ('Bjørn Bakken', 'Eva Eliesen'),\n",
       " ('Gry Marie Bjørge', 'Mona Pisani'),\n",
       " ('Pål Barmo Lindal', 'Vigdis Haave'),\n",
       " ('Gorm Gullo', 'Astrid Boysen'),\n",
       " ('Ruth Rasmussen', 'Sonja Gabrielsen'),\n",
       " ('Ruth Rasmussen', 'Anne Sofie Sanden'),\n",
       " ('Sindre Østerås', 'Björn B. Skjelstad'),\n",
       " ('Nina Bugge Rigault', 'Marianne Ohlsson'),\n",
       " ('Svein Ivar Riiser', 'Inger Lerkerød'),\n",
       " ('Svein Ivar Riiser', 'Kari Beate Engh'),\n",
       " ('Kari Beate Engh', 'Kjersti Lindstrøm'),\n",
       " ('Kari Beate Engh', 'Lill Gansmoe'),\n",
       " ('Kari Beate Engh', 'Torill Veberg'),\n",
       " ('Per-Alexander Storberget', 'Aud Kamphaug Koc'),\n",
       " ('Per-Alexander Storberget', 'Kristian Frederik Brandt'),\n",
       " ('Per-Alexander Storberget', 'Lill Gansmoe'),\n",
       " ('John Westbye', 'Ingeborg Heiestad'),\n",
       " ('Irene Plathán', 'Helene Moe Slinning'),\n",
       " ('Irene Plathán', 'Laila Belle'),\n",
       " ('Nina Jernberg', 'Egil T. L. Ekeland'),\n",
       " ('Gudveig Johansen', 'Sidsel I. Tønnessen'),\n",
       " ('Randi Østbøll Pedersen', 'Ingeborg Heiestad'),\n",
       " ('Turid Holt', 'Åge Skauby'),\n",
       " ('Turid Holt', 'Laila Belle'),\n",
       " ('Turid Holt', 'Björn B. Skjelstad'),\n",
       " ('Björn B. Skjelstad', 'Steinar Martin Vestli'),\n",
       " ('Helene Moe Slinning', 'Morten Johansen'),\n",
       " ('Jon Strand', 'Turid Andresen'),\n",
       " ('Kristian Frederik Brandt', 'Hendrik Halsne'),\n",
       " ('Kristian Frederik Brandt', 'Dagfinn Hauge'),\n",
       " ('Kristian Frederik Brandt', 'Nini Raknes'),\n",
       " ('Sidsel I. Tønnessen', 'Anne Berit Nesne'),\n",
       " ('Sidsel I. Tønnessen', 'Hendrik Halsne'),\n",
       " ('Aase Lindam Sveen', 'Anne Elisabeth Holmen'),\n",
       " ('Jarle Petterson', 'Hendrik Halsne'),\n",
       " ('Hendrik Halsne', 'Dagfinn Hauge')]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nxg.edges()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({(\"'Lena Ulriksen\", 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Aase Gunn Nohr', 'Anita Vasstveit'): 1,\n",
       "         ('Aase Gunn Nohr', 'Elisabeth Sarafina Nohr'): 1,\n",
       "         ('Aase Lindam Sveen', 'Anne Elisabeth Holmen'): 1,\n",
       "         ('Alfred Blakstad', 'Betty Kristiansen'): 1,\n",
       "         ('Alfred Blakstad', 'Dagfinn Hauge'): 1,\n",
       "         ('Alfred Blakstad', 'Eigil Olsen'): 1,\n",
       "         ('Alfred Blakstad', 'Eva Johansen'): 1,\n",
       "         ('Alfred Blakstad', 'Ingeborg Heiestad'): 1,\n",
       "         ('Alfred Blakstad', 'Irene Hagen'): 1,\n",
       "         ('Alfred Blakstad', 'Tor Erik Häll'): 1,\n",
       "         ('Anders Rudi Jansen', 'Erik Asker'): 1,\n",
       "         ('Andreas Wrangell', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Andreas Wrangell', 'Helene Moe Slinning'): 1,\n",
       "         ('Andres Gonzalez Roli', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('André Hefferli', 'Agnes Radich'): 1,\n",
       "         ('Anita K. Stenersen', 'Eigil Olsen'): 1,\n",
       "         ('Anita K. Stenersen', 'Irene Hagen'): 1,\n",
       "         ('Anita Kolloen', 'Terje Kristensen'): 1,\n",
       "         ('Anne Aubert', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Anne Berg Siegel', 'Anne-Karine Tohje'): 1,\n",
       "         ('Anne Berg Siegel', 'Atle Røthe'): 1,\n",
       "         ('Anne Berg Siegel', 'Eve Dallas'): 1,\n",
       "         ('Anne Berg Siegel', 'Ingebjørg Flinterud'): 1,\n",
       "         ('Anne Berg Siegel', 'Ivar Per Johansen'): 1,\n",
       "         ('Anne Berg Siegel', 'Jon Colbiørnsen'): 1,\n",
       "         ('Anne Berg Siegel', 'Jorun Pedersen'): 1,\n",
       "         ('Anne Berg Siegel', 'Mari Augdahl Bes Bes'): 1,\n",
       "         ('Anne Berghøi', 'Ingeborg Heiestad'): 1,\n",
       "         ('Anne Grete Huken Raad', 'Helge Norvalls'): 1,\n",
       "         ('Anne Grete Huken Raad', 'Irene Hagen'): 1,\n",
       "         ('Anne Grete Huken Raad', 'Terje Kristensen'): 1,\n",
       "         ('Anne Marie Billington', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Anne Marie Billington', 'Laila Belle'): 1,\n",
       "         ('Anne Marie Lindblad Jensen', 'Vera Helèn Skaalerud Larsen'): 1,\n",
       "         ('Anne Marie Müller', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Anne Marit Waaler Solberg', 'Bjørn Øgaard'): 1,\n",
       "         ('Anne Marit Waaler Solberg', 'Eva Johansen'): 1,\n",
       "         ('Anne Marit Waaler Solberg', 'Irene Hagen'): 1,\n",
       "         ('Anne Marit Waaler Solberg', 'Rune Holtet'): 1,\n",
       "         ('Anne-Karine Tohje', 'Eva Johansen'): 1,\n",
       "         ('Anne-Marie Øverland', 'Anna Marie Frost'): 1,\n",
       "         ('Anne-Marie Øverland', 'Irene Hagen'): 1,\n",
       "         ('Anne-grethe Skott', 'Betty Kristiansen'): 1,\n",
       "         ('Anya K. Kristensen', 'Betty Kristiansen'): 1,\n",
       "         ('Arild Johan Myrberg', 'Britt-Ingjerd Nesheim'): 1,\n",
       "         ('Arild Moe', 'Helge Norvalls'): 1,\n",
       "         ('Arild Moe', 'Laila Belle'): 1,\n",
       "         ('Arild Moe', 'Roger Fjeldheim'): 1,\n",
       "         ('Arild Moe', 'Turid Andersen'): 1,\n",
       "         ('Arild Østberg', 'Klara Hansen'): 1,\n",
       "         ('Arne Rolf Langeland', 'Irene Hagen'): 1,\n",
       "         ('Atle P. Gundersen', 'Bodil Anette Haugen'): 1,\n",
       "         ('Atle P. Gundersen', 'Heidi Åstorp Eriksen'): 1,\n",
       "         ('Atle Røthe', 'Jan Fahle'): 1,\n",
       "         ('Atle Røthe', 'Svein Ivar Riiser'): 1,\n",
       "         ('Atle Røthe', 'Toini Norrgrén Thommessen'): 1,\n",
       "         ('Aud Jørgensen', 'Svein Ivar Riiser'): 1,\n",
       "         ('Beate Myhre', 'Turid Andersson Bogstad'): 1,\n",
       "         ('Beate Winther', 'Turid Rogstad'): 1,\n",
       "         ('Beda Schei-forbord', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Bente Buranello', 'Eve Dallas'): 1,\n",
       "         ('Bente Buranello', 'Ilmy Wethal Halland'): 1,\n",
       "         ('Bente Buranello', 'Kari Beate Engh'): 1,\n",
       "         ('Berit Borgenvik', 'Elin Stenersen'): 1,\n",
       "         ('Berit Løkken', 'Randi Østbøll Pedersen'): 1,\n",
       "         ('Berit Løkken', 'Sissel Steensgaard'): 1,\n",
       "         ('Bettina Bækkevold', 'Bymuseet'): 1,\n",
       "         ('Bettina Bækkevold', 'Geir Arveng'): 1,\n",
       "         ('Betty Kristiansen', 'Anne Mitsem Borgersen'): 1,\n",
       "         ('Betty Kristiansen', 'Arne Arnesen'): 1,\n",
       "         ('Betty Kristiansen', 'Elin Kristiansen'): 1,\n",
       "         ('Betty Kristiansen', 'Eve Dallas'): 1,\n",
       "         ('Betty Kristiansen', 'Hendrik Halsne'): 1,\n",
       "         ('Betty Kristiansen', 'Håkon Sandvik'): 1,\n",
       "         ('Betty Kristiansen', 'Ilmy Wethal Halland'): 1,\n",
       "         ('Betty Kristiansen', 'Ingrid Hove'): 1,\n",
       "         ('Betty Kristiansen', 'Jan Fahle'): 1,\n",
       "         ('Betty Kristiansen', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Betty Kristiansen', 'Lin Malin Ullern'): 1,\n",
       "         ('Betty Kristiansen', 'MayBente Lie'): 1,\n",
       "         ('Betty Kristiansen', 'Otto Stenhaug'): 1,\n",
       "         ('Betty Kristiansen', 'Ragna Karina Priddy'): 1,\n",
       "         ('Betty Kristiansen', 'Siri Rådgiver'): 1,\n",
       "         ('Betty Kristiansen', 'Svein Gunnar Antonsen'): 1,\n",
       "         ('Betty Kristiansen', 'Torun Vargset Melum'): 1,\n",
       "         ('Betty Kristiansen', 'Tove Bøe'): 1,\n",
       "         ('Betty Kristiansen', 'Turid Høiberget Nilsen'): 1,\n",
       "         ('Bibi Løhren', 'Alfred Blakstad'): 1,\n",
       "         ('Bibi Løhren', 'Anne Marit Waaler Solberg'): 1,\n",
       "         ('Bibi Løhren', 'Bjørn Roger Syversen'): 1,\n",
       "         ('Bibi Løhren', 'Gerd Thorstensen'): 1,\n",
       "         ('Bibi Løhren', 'Jan Hilmar Hammer'): 1,\n",
       "         ('Bibi Løhren', 'MayBente Lie'): 1,\n",
       "         ('Bibi Løhren', 'Per Evensen'): 1,\n",
       "         ('Bibi Løhren', 'Øivind Østang'): 1,\n",
       "         ('Birthe Caroline', 'Elisabeth Jamtveit'): 1,\n",
       "         ('Bitten Lilleng', 'Gudveig Johansen'): 1,\n",
       "         ('Bitten Lilleng', 'Guri Olsen'): 1,\n",
       "         ('Björn B. Skjelstad', 'Steinar Martin Vestli'): 1,\n",
       "         ('Bjørg Kibsgaard', 'Anna Marie Frost'): 1,\n",
       "         ('Bjørg Margareth Høvik', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Bjørn Bakken', 'Eva Eliesen'): 1,\n",
       "         ('Bjørn Bakken', 'Ruth Rasmussen'): 1,\n",
       "         ('Bjørn Kristian Næss', 'Andre Heier'): 1,\n",
       "         ('Bjørn Kristian Næss', 'Even Påbass'): 1,\n",
       "         ('Bjørn Kristian Næss', 'Hanne Olberg'): 1,\n",
       "         ('Bjørn Kristian Næss', 'Jim Øktner'): 1,\n",
       "         ('Bjørn Kristian Næss', 'Kjersti Gulbrandsen'): 1,\n",
       "         ('Bjørn Kristian Næss', 'Kristoffer Olberg'): 1,\n",
       "         ('Bjørn Kristian Næss', 'Liss Langerud'): 1,\n",
       "         ('Bjørn Kristian Næss', 'Sai Shangeeth T'): 1,\n",
       "         ('Bjørn Kristian Næss', 'Thomas Karpow'): 1,\n",
       "         ('Bjørn Nilsen', 'Pål Barmo Lindal'): 1,\n",
       "         ('Bjørn Roger Syversen', 'Betty Kristiansen'): 1,\n",
       "         ('Bjørn Roger Syversen', 'Eigil Olsen'): 1,\n",
       "         ('Bjørn Roger Syversen', 'Eva Johansen'): 1,\n",
       "         ('Bjørn Roger Syversen', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Bjørn Roger Syversen', 'Rune Holtet'): 1,\n",
       "         ('Bjørn Roger Syversen', 'Tycho D. Castberg'): 1,\n",
       "         ('Bjørn Øgaard', 'Ilmy Wethal Halland'): 1,\n",
       "         ('Bodil Bjørberg', 'Irene Hagen'): 1,\n",
       "         ('Bodil Strand', 'Laila Belle'): 1,\n",
       "         ('Bodil Weng', 'MayBente Lie'): 1,\n",
       "         ('Borghild Solberg', 'Bibi Løhren'): 1,\n",
       "         ('Brit Lindahl', 'Magnhild Bugge'): 1,\n",
       "         ('Brit Lindahl', 'MayBente Lie'): 1,\n",
       "         ('Britt Christensen', 'MayBente Lie'): 1,\n",
       "         ('Britt Floberg', 'Terje Kristensen'): 1,\n",
       "         ('Burak Altunay', 'Rune Holtet'): 1,\n",
       "         ('Bymuseet', 'Bent Are Holmsen'): 1,\n",
       "         ('Bymuseet', 'Bjørg Else Larsen'): 1,\n",
       "         ('Bymuseet', 'Bodil Berg'): 1,\n",
       "         ('Bymuseet', 'Carolynn A. Rhodes'): 1,\n",
       "         ('Bymuseet', 'Dag Renberg'): 1,\n",
       "         ('Bymuseet', 'Elsa Børresen'): 1,\n",
       "         ('Bymuseet', 'Eva-rose Esplien'): 1,\n",
       "         ('Bymuseet', 'Helge Olav Fjugstad'): 1,\n",
       "         ('Bymuseet', 'Jens-Henrik Sørensen'): 1,\n",
       "         ('Bymuseet', 'June Hellstrøm'): 1,\n",
       "         ('Bymuseet', 'Kjell Wangen'): 1,\n",
       "         ('Bymuseet', 'Kåre Norman Eriksen'): 1,\n",
       "         ('Bymuseet', 'Lidvar Langseth'): 1,\n",
       "         ('Bymuseet', 'Mette Lise Bergh'): 1,\n",
       "         ('Bymuseet', 'Mona Heffermehl'): 1,\n",
       "         ('Bymuseet', 'Morten Algheim'): 1,\n",
       "         ('Bymuseet', 'Otto Stenhaug'): 1,\n",
       "         ('Bymuseet', 'Per-Alexander Storberget'): 1,\n",
       "         ('Bymuseet', 'Randi Østbøll Pedersen'): 1,\n",
       "         ('Bymuseet', 'Ronny Arnesen'): 1,\n",
       "         ('Bymuseet', 'Rune Holtet'): 1,\n",
       "         ('Bymuseet', 'Sissel Forseth'): 1,\n",
       "         ('Bymuseet', 'Terje Syvertsen'): 1,\n",
       "         ('Bymuseet', 'Thomas Widerberg'): 1,\n",
       "         ('Bymuseet', 'Truls Tyreid'): 1,\n",
       "         ('Bymuseet', 'Tycho D. Castberg'): 1,\n",
       "         ('Bymuseet', 'Vera Helèn Skaalerud Larsen'): 1,\n",
       "         ('Børre Austmann', 'Harald Elvehøi'): 1,\n",
       "         ('Børre Austmann', 'Steinar Martin Vestli'): 1,\n",
       "         ('Cato Melby', 'Jon Strand'): 1,\n",
       "         ('Cato Melby', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Cato Melby', 'Thor Lindhardt'): 1,\n",
       "         ('Christer Sæbø', 'Atle Røthe'): 1,\n",
       "         ('Dag Jørgensen', 'Mats Velle Frøyen'): 1,\n",
       "         ('Diderik Sirnes', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Eigil Olsen', 'Atle P. Gundersen'): 1,\n",
       "         ('Eigil Olsen', 'Britt Ottesen'): 1,\n",
       "         ('Eigil Olsen', 'Einar Kvistaas Hansen'): 1,\n",
       "         ('Eigil Olsen', 'Hans Petter Jensen'): 1,\n",
       "         ('Eigil Olsen', 'Hendrik Halsne'): 1,\n",
       "         ('Eigil Olsen', 'Inger Elisabeth Nygaard'): 1,\n",
       "         ('Eigil Olsen', 'Lene Halvorsen'): 1,\n",
       "         ('Eigil Olsen', 'MayBente Lie'): 1,\n",
       "         ('Eigil Olsen', 'Morten Hansen'): 1,\n",
       "         ('Eigil Olsen', 'Nini Raknes'): 1,\n",
       "         ('Eigil Olsen', 'Svein Ole Braaten'): 1,\n",
       "         ('Eigil Olsen', 'Tom Bader'): 1,\n",
       "         ('Eigil Olsen', 'Tove Alm'): 1,\n",
       "         ('Einar Dahl', 'Laila Belle'): 1,\n",
       "         ('Einar Dahl', 'Odd Olsen'): 1,\n",
       "         ('Einar Dahl', 'Randi Brændeland'): 1,\n",
       "         ('Einar Dahl', 'Roger Fjeldheim'): 1,\n",
       "         ('Einar Dahl', 'Terje Kristensen'): 1,\n",
       "         ('Eivind Klausen', 'Irene Hagen'): 1,\n",
       "         ('Elin K. Stensrud', 'Irene Hagen'): 1,\n",
       "         ('Elin Kristiansen', 'Atle Røthe'): 1,\n",
       "         ('Elin Stenersen', 'Anna Marie Frost'): 1,\n",
       "         ('Elin Stenersen', 'Dagfinn Hauge'): 1,\n",
       "         ('Elin Stenersen', 'Kari Beate Engh'): 1,\n",
       "         ('Elin Stenersen', 'Per-Alexander Storberget'): 1,\n",
       "         ('Elin Stenerud', 'Terje Kristensen'): 1,\n",
       "         ('Elisabeth Andresen', 'Eva Johansen'): 1,\n",
       "         ('Elisabeth Swan Lund', 'Laila Belle'): 1,\n",
       "         ('Ellen Kr Olsen', 'Eva Johansen'): 1,\n",
       "         ('Ellen Kr Olsen', 'Klara Hansen'): 1,\n",
       "         ('Ellen Westberg Andersen', 'Ingjerd Bottre Andresen'): 1,\n",
       "         ('Elsa Børresen', 'Betty Kristiansen'): 1,\n",
       "         ('Elsa Børresen', 'Eva Johansen'): 1,\n",
       "         ('Else Bratne', 'Betty Kristiansen'): 1,\n",
       "         ('Else Bratne', 'Bodil Müller'): 1,\n",
       "         ('Else Bratne', 'Dagfinn Hauge'): 1,\n",
       "         ('Else Bratne', 'Erik Ødegaard'): 1,\n",
       "         ('Else Bratne', 'Klara Hansen'): 1,\n",
       "         ('Else Bratne', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Else Bratne', 'Randi Brændeland'): 1,\n",
       "         ('Else Bratne', 'Tom Nilsson'): 1,\n",
       "         ('Else Marie Pettersen', 'Eva Johansen'): 1,\n",
       "         ('Erik Asker', 'Alfred Blakstad'): 1,\n",
       "         ('Erik Asker', 'Anne Marit Waaler Solberg'): 1,\n",
       "         ('Erik Asker', 'Arne Arnesen'): 1,\n",
       "         ('Erik Asker', 'Bjørn Roger Syversen'): 1,\n",
       "         ('Erik Asker', 'Ester Danielsen'): 1,\n",
       "         ('Erik Asker', 'Håkon Sandvik'): 1,\n",
       "         ('Erik Asker', 'Jan Hilmar Hammer'): 1,\n",
       "         ('Erik Asker', 'Lin Malin Ullern'): 1,\n",
       "         ('Erik Asker', 'MayBente Lie'): 1,\n",
       "         ('Erik Asker', 'Mette Hedman'): 1,\n",
       "         ('Erik Asker', 'Ragna Karina Priddy'): 1,\n",
       "         ('Erik Asker', 'Thor Frang-Hauge'): 1,\n",
       "         ('Erik Engan', 'Jan Øistein Tønsberg'): 1,\n",
       "         ('Ester Danielsen', 'Betty Kristiansen'): 1,\n",
       "         ('Ester Danielsen', 'MayBente Lie'): 1,\n",
       "         ('Eva Johansen', 'Aina Jovic Skogstad'): 1,\n",
       "         ('Eva Johansen', 'Arild Avnsjø'): 1,\n",
       "         ('Eva Johansen', 'Arne Larsen'): 1,\n",
       "         ('Eva Johansen', 'Einar Kvistaas Hansen'): 1,\n",
       "         ('Eva Johansen', 'Hendrik Halsne'): 1,\n",
       "         ('Eva Johansen', 'Jan Fahle'): 1,\n",
       "         ('Eva Johansen', 'Kirsten Foss Davis'): 1,\n",
       "         ('Eva Johansen', 'Otto Stenhaug'): 1,\n",
       "         ('Eva Johansen', 'Per Evensen'): 1,\n",
       "         ('Eva Johansen', 'Randi Østbøll Pedersen'): 1,\n",
       "         ('Eva Johansen', 'Roger Kirchner'): 1,\n",
       "         ('Eva Johansen', 'Turid Holt'): 1,\n",
       "         ('Eva Kirsten Rustad', 'Tone Riise'): 1,\n",
       "         ('Eva Minde', 'Geir Arveng'): 1,\n",
       "         ('Eva Monica Jahns', 'Bymuseet'): 1,\n",
       "         ('Eva Monica Jahns', 'MayBente Lie'): 1,\n",
       "         ('Eva Monica Jahns', 'Ragnhild Bessie Arnø'): 1,\n",
       "         ('Eva Monica Jahns', 'Sarwar Javeed Tass'): 1,\n",
       "         ('Eva Parborg', 'Bymuseet'): 1,\n",
       "         ('Eva Parborg', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Eva Parborg', 'Klara Hansen'): 1,\n",
       "         ('Eva Parborg', 'Odd Olsen'): 1,\n",
       "         ('Eva Skogland', 'Jacob Nordahl-Hansen'): 1,\n",
       "         ('Eva-Britt Sandbæk', 'Bymuseet'): 1,\n",
       "         ('Eve Dallas', 'Atle Røthe'): 1,\n",
       "         ('Eve Dallas', 'Dagfinn Hauge'): 1,\n",
       "         ('Eve Dallas', 'Eva Johansen'): 1,\n",
       "         ('Eve Dallas', 'Helene Moe Slinning'): 1,\n",
       "         ('Eve Dallas', 'Kari Beate Engh'): 1,\n",
       "         ('Eve Dallas', 'Per-Alexander Storberget'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Alfred Blakstad'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Arild Avnsjø'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Berit Løkken'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Berit Samsing'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Carolynn A. Rhodes'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Einar Kvistaas Hansen'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Eve Dallas'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Gunnar Berg Kristoffersen'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Hilde Ellevold'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Ingebjørg Flinterud'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Inger Elisabeth Nygaard'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Janne Lysholm'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Jorun Pedersen'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Max Aakre Kristiansen'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'MayBente Lie'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Mujtaba Hussain'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Nina Vestby'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Pål Magne Johansen'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Ragna Karina Priddy'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Siv Andreassen'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Stein Hammerstad'): 1,\n",
       "         ('Finn Kampestuen-Berntzen', 'Tore Finnerud'): 1,\n",
       "         ('Frank Vidar Rystad', 'Morten Kihl'): 1,\n",
       "         ('Frank Vidar Rystad', 'Terje Kristensen'): 1,\n",
       "         ('Fred Søndby', 'Dagfinn Hauge'): 1,\n",
       "         ('Geir Arveng', 'Eve Dallas'): 1,\n",
       "         ('Georg Wendt', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Gerd Hilde Neset', 'Vibeke Hjersing'): 1,\n",
       "         ('Giske Stang', 'Irene Hagen'): 1,\n",
       "         ('Gorm Gullo', 'Astrid Boysen'): 1,\n",
       "         ('Grethe Elisabeth Sandsundet-hanssen', 'Betty Kristiansen'): 1,\n",
       "         ('Gro Markhus', 'Bymuseet'): 1,\n",
       "         ('Gry Marie Bjørge', 'Mona Pisani'): 1,\n",
       "         ('Gudveig Johansen', 'Sidsel I. Tønnessen'): 1,\n",
       "         ('Gunhild Johanne Ekra', 'Irene Hagen'): 1,\n",
       "         ('Halina Thee', 'Irene Hagen'): 1,\n",
       "         ('Hamid Khedir Hussen', 'Bymuseet'): 1,\n",
       "         ('Hanne Christensen', 'Jan Fahle'): 1,\n",
       "         ('Hanne Christensen', 'John Sjøli'): 1,\n",
       "         ('Hanne Christensen', 'May Thyberg'): 1,\n",
       "         ('Hans-Christian Bøhler', 'Atle Røthe'): 1,\n",
       "         ('Hans-Jacob Schultz', 'Betty Kristiansen'): 1,\n",
       "         ('Hans-Jacob Schultz', 'Dagfinn Hauge'): 1,\n",
       "         ('Hans-Jacob Schultz', 'Eva Johansen'): 1,\n",
       "         ('Hans-Jacob Schultz', 'Eve Dallas'): 1,\n",
       "         ('Hans-Jacob Schultz', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Hans-Jacob Schultz', 'Sissel Steensgaard'): 1,\n",
       "         ('Hans-Jacob Schultz', 'Tom Nilsson'): 1,\n",
       "         ('Harald Steinsrud', 'Ingebjørg Flinterud'): 1,\n",
       "         ('Harald Steinsrud', 'Inger Skauen'): 1,\n",
       "         ('Harald Steinsrud', 'MayBente Lie'): 1,\n",
       "         ('Heidi Brander', 'Randi Grimsen'): 1,\n",
       "         ('Heidi Åstorp Eriksen', 'Ingeborg Heiestad'): 1,\n",
       "         ('Heidi Åstorp Eriksen', 'Kari Beate Engh'): 1,\n",
       "         ('Hein Thorleif Ferre', 'Eve Dallas'): 1,\n",
       "         ('Helena Neegaard', 'Elisabeth Mortensen'): 1,\n",
       "         ('Helene Moe Slinning', 'Morten Johansen'): 1,\n",
       "         ('Helge Norvalls', 'Arne Rolf Langeland'): 1,\n",
       "         ('Helge Norvalls', 'Elin Stenersen'): 1,\n",
       "         ('Helge Norvalls', 'Elsa Børresen'): 1,\n",
       "         ('Helge Norvalls', 'Fred Søndby'): 1,\n",
       "         ('Helge Norvalls', 'Grethe Møller'): 1,\n",
       "         ('Helge Norvalls', 'Hendrik Halsne'): 1,\n",
       "         ('Helge Norvalls', 'Ingebjørg Flinterud'): 1,\n",
       "         ('Helge Norvalls', 'Liv Rismyhr'): 1,\n",
       "         ('Helge Norvalls', 'Marianne Bakke'): 1,\n",
       "         ('Helge Norvalls', 'Randi Østbøll Pedersen'): 1,\n",
       "         ('Helge Norvalls', 'Sissel Forseth'): 1,\n",
       "         ('Helge Norvalls', 'Thomas André Fjeld Bjørholdt'): 1,\n",
       "         ('Helge Svestad', 'MayBente Lie'): 1,\n",
       "         ('Helge Svestad', 'Morten Algheim'): 1,\n",
       "         ('Hendrik Halsne', 'Dagfinn Hauge'): 1,\n",
       "         ('Henning Gabrielsen', 'Björn B. Skjelstad'): 1,\n",
       "         ('Henning Gabrielsen', 'Sissel Steensgaard'): 1,\n",
       "         ('Henning Gabrielsen', 'Terje Kristensen'): 1,\n",
       "         ('Henry Marthinsen', 'Elling Borgersrud'): 1,\n",
       "         ('Henry Marthinsen', 'MayBente Lie'): 1,\n",
       "         ('Henry Marthinsen', 'Per Winge'): 1,\n",
       "         ('Henry Marthinsen', 'Unny Karin Muri'): 1,\n",
       "         ('Hilde Bostad Norøm', 'Kari Beate Engh'): 1,\n",
       "         ('Hilde Bostad Norøm', 'Mette Tomte'): 1,\n",
       "         ('Hilde Grythe', 'Elin Stenersen'): 1,\n",
       "         ('Ida Røhne', 'Irene Hagen'): 1,\n",
       "         ('Ilmy Wethal Halland', 'Irene Hagen'): 1,\n",
       "         ('Ilmy Wethal Halland', 'Kari Beate Engh'): 1,\n",
       "         ('Inga Scheen', 'Bymuseet'): 1,\n",
       "         ('Inga Scheen', 'Dagfinn Hauge'): 1,\n",
       "         ('Inga Scheen', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Inga Scheen', 'Hilde Ellevold'): 1,\n",
       "         ('Inga Scheen', 'Ingar Opseth'): 1,\n",
       "         ('Inga Scheen', 'Irene Plathán'): 1,\n",
       "         ('Inga Scheen', 'Ragna Karina Priddy'): 1,\n",
       "         ('Inga Scheen', 'Randi Brændeland'): 1,\n",
       "         ('Inga Scheen', 'Tycho D. Castberg'): 1,\n",
       "         ('Ingebjørg Flinterud', 'Betty Kristiansen'): 1,\n",
       "         ('Ingebjørg Flinterud', 'Dagfinn Hauge'): 1,\n",
       "         ('Ingebjørg Flinterud', 'Eigil Olsen'): 1,\n",
       "         ('Ingebjørg Flinterud', 'Eva Johansen'): 1,\n",
       "         ('Ingebjørg Flinterud', 'Vera Helèn Skaalerud Larsen'): 1,\n",
       "         ('Inger Elisabeth Nygaard', 'Atle Røthe'): 1,\n",
       "         ('Inger Elisabeth Nygaard', 'Betty Kristiansen'): 1,\n",
       "         ('Inger Elisabeth Nygaard', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Inger Hovden', 'Irene Hagen'): 1,\n",
       "         ('Inger Krogvig', 'Irene Hagen'): 1,\n",
       "         ('Inger Lise Myhre', 'Jan Fahle'): 1,\n",
       "         ('Inger Lise Myhre', 'Marit Rasmussen'): 1,\n",
       "         ('Ingunn Kaalstad', 'Bente Buranello'): 1,\n",
       "         ('Iren Pribanic', 'Bente Buranello'): 1,\n",
       "         ('Iren Pribanic', 'Turid Andersson Bogstad'): 1,\n",
       "         ('Irene Hagen', 'Britt Ottesen'): 1,\n",
       "         ('Irene Hagen', 'Erik Andresen'): 1,\n",
       "         ('Irene Hagen', 'Gro Sanner'): 1,\n",
       "         ('Irene Hagen', 'Ingrid Kultom'): 1,\n",
       "         ('Irene Hagen', 'Kari Wedahl'): 1,\n",
       "         ('Irene Hagen', 'Kirsten Foss Davis'): 1,\n",
       "         ('Irene Hagen', 'Kjersti Lindstrøm'): 1,\n",
       "         ('Irene Hagen', 'Klaus Bøckman'): 1,\n",
       "         ('Irene Hagen', 'Mai Britt Wangen'): 1,\n",
       "         ('Irene Hagen', 'MayBente Lie'): 1,\n",
       "         ('Irene Hagen', 'Mette Boye'): 1,\n",
       "         ('Irene Hagen', 'Tone Waksvik Moger'): 1,\n",
       "         ('Irene Hagen', 'Tor Einar Haugen'): 1,\n",
       "         ('Irene Hagen', 'Tove Olsen'): 1,\n",
       "         ('Irene Hagen', 'Truls Tyreid'): 1,\n",
       "         ('Irene Hagen', 'Vivi C. Barth'): 1,\n",
       "         ('Irene Plathán', 'Helene Moe Slinning'): 1,\n",
       "         ('Irene Plathán', 'Laila Belle'): 1,\n",
       "         ('Irene Romberg', 'Irene Hagen'): 1,\n",
       "         ('Isak Ree', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Ivar Per Johansen', 'Helge Norvalls'): 1,\n",
       "         ('Jan Eikeset Knudsen', 'Eve Dallas'): 1,\n",
       "         ('Jan Eikeset Knudsen', 'Lin Malin Ullern'): 1,\n",
       "         ('Jan Eikeset Knudsen', 'Margaret Johansen Walravens'): 1,\n",
       "         ('Jan Erik Aas', 'Ragna Karina Priddy'): 1,\n",
       "         ('Jan Erik Aas', 'T.B. Hansen'): 1,\n",
       "         ('Jan Erik Nordbæk', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Jan Erik Nordbæk', 'Tom Nilsson'): 1,\n",
       "         ('Jan Hilmar Hammer', 'Betty Kristiansen'): 1,\n",
       "         ('Jan Hilmar Hammer', 'Bymuseet'): 1,\n",
       "         ('Jan Hilmar Hammer', 'Dagfinn Hauge'): 1,\n",
       "         ('Jan Hilmar Hammer', 'Eva Johansen'): 1,\n",
       "         ('Jan Hilmar Hammer', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Jan Hilmar Hammer', 'Helge Norvalls'): 1,\n",
       "         ('Jan Hilmar Hammer', 'Jan Eikeset Knudsen'): 1,\n",
       "         ('Jan Hilmar Hammer', 'Laila Belle'): 1,\n",
       "         ('Jan Hilmar Hammer', 'Odd Olsen'): 1,\n",
       "         ('Jan Hilmar Hammer', 'Rune Holtet'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Frode Kollbær'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Hans-Jacob Schultz'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Harald Elvehøi'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Inga Scheen'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Ingjerd Bottre Andresen'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Konvall Tom'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Laila Belle'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Lars Nilsen'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Lisa Olstad'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Maj Oxaal'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Ninni Brynsett'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Rune Holtet'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Sissel Strand'): 1,\n",
       "         ('Jan Stangeby Nielsen', 'Wenche Nikolaysen'): 1,\n",
       "         ('Jan Thorgersen', 'Irene Hagen'): 1,\n",
       "         ('Jan-Erik Nielsen', 'Tom Nilsson'): 1,\n",
       "         ('Jan-Erik Nielsen', 'Vera Helèn Skaalerud Larsen'): 1,\n",
       "         ('Jan-Erik Ramsøy', 'Morten Kihl'): 1,\n",
       "         ('Jan-Erik Tørres', 'Per-Alexander Storberget'): 1,\n",
       "         ('Janicke Lillian Eisle', 'Jan Eikeset Knudsen'): 1,\n",
       "         ('Jarl Fleischer', 'Tom Nordlie'): 1,\n",
       "         ('Jarl Rudy Johansen', 'Turid Rogstad'): 1,\n",
       "         ('Jarl-Tore Holøyen', 'Anne Grete Nordrum'): 1,\n",
       "         ('Jarl-Tore Holøyen', 'Ester Danielsen'): 1,\n",
       "         ('Jarl-Tore Holøyen', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Jarl-Tore Holøyen', 'Laila Belle'): 1,\n",
       "         ('Jarl-Tore Holøyen', 'Nina Jernberg'): 1,\n",
       "         ('Jarl-Tore Holøyen', 'Terje Kristensen'): 1,\n",
       "         ('Jarl-Tore Holøyen', 'Trude Skarheim'): 1,\n",
       "         ('Jarle Petterson', 'Hendrik Halsne'): 1,\n",
       "         ('Jarle Rydningen', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Jax Tangen', 'Victoria Isabel Kirkeland'): 1,\n",
       "         ('Jens Erik Johansen', 'Klara Hansen'): 1,\n",
       "         ('Jens Lampe Rongstad', 'Stein Hammerstad'): 1,\n",
       "         ('John Westbye', 'Ingeborg Heiestad'): 1,\n",
       "         ('Jon Colbiørnsen', 'Bente Olsen'): 1,\n",
       "         ('Jon Colbiørnsen', 'Eve Dallas'): 1,\n",
       "         ('Jon Strand', 'Turid Andresen'): 1,\n",
       "         ('Jonathan Birkelund', 'Betty Kristiansen'): 1,\n",
       "         ('Jorun Bergmann Johansen', 'Tycho D. Castberg'): 1,\n",
       "         ('Jostein Waterloo', 'Terje Kristensen'): 1,\n",
       "         ('June Hellstrøm', 'Erik Sutterud'): 1,\n",
       "         ('Jørgen Engebrethsen', 'Wilhelm Wisbech'): 1,\n",
       "         ('Jørgen Haavardsholm', 'Betty Kristiansen'): 1,\n",
       "         ('Jørn Berthelsen', 'Eva Johansen'): 1,\n",
       "         ('Karen Grimsrud', 'Irene Hagen'): 1,\n",
       "         ('Karen Sund', 'Sigurd Müller'): 1,\n",
       "         ('Kari Banares', 'Berit Løkken'): 1,\n",
       "         ('Kari Banares', 'Dagfinn Hauge'): 1,\n",
       "         ('Kari Banares', 'Sidsel I. Tønnessen'): 1,\n",
       "         ('Kari Beate Engh', 'Kjersti Lindstrøm'): 1,\n",
       "         ('Kari Beate Engh', 'Lill Gansmoe'): 1,\n",
       "         ('Kari Beate Engh', 'Torill Veberg'): 1,\n",
       "         ('Kari Haukaas', 'Betty Kristiansen'): 1,\n",
       "         ('Kari Haukaas', 'Einar Sørlie'): 1,\n",
       "         ('Kari Loe', 'Irene Hagen'): 1,\n",
       "         ('Kari Noren', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Kari Noren', 'Siri Blesvik'): 1,\n",
       "         ('Kari Ranheimsæter', 'Anne Berg Siegel'): 1,\n",
       "         ('Kari Ranheimsæter', 'Anne-Karine Tohje'): 1,\n",
       "         ('Kari Ranheimsæter', 'Bymuseet'): 1,\n",
       "         ('Kari Ranheimsæter', 'Elin Stenersen'): 1,\n",
       "         ('Kari Ranheimsæter', 'Elsa Børresen'): 1,\n",
       "         ('Kari Ranheimsæter', 'Erik Bergløv Eriksen'): 1,\n",
       "         ('Kari Ranheimsæter', 'Eva Johansen'): 1,\n",
       "         ('Kari Ranheimsæter', 'Eve Dallas'): 1,\n",
       "         ('Kari Ranheimsæter', 'Hilde Ellevold'): 1,\n",
       "         ('Kari Ranheimsæter', 'Jan-Erik Tørres'): 1,\n",
       "         ('Kari Ranheimsæter', 'Jorun Pedersen'): 1,\n",
       "         ('Kari Ranheimsæter', 'Kirsten Foss Davis'): 1,\n",
       "         ('Kari Ranheimsæter', 'Laila Belle'): 1,\n",
       "         ('Kari Ranheimsæter', 'Lise Faye-Schjøll'): 1,\n",
       "         ('Kari Ranheimsæter', 'Margaret Nilsson'): 1,\n",
       "         ('Kari Ranheimsæter', 'Petter Moe'): 1,\n",
       "         ('Kari Ranheimsæter', 'Tom Nilsson'): 1,\n",
       "         ('Kari Ranheimsæter', 'Trygve Mathiesen'): 1,\n",
       "         ('Kari Rudsjordet', 'MayBente Lie'): 1,\n",
       "         ('Kari Rudsjordet', 'Mona Pisani'): 1,\n",
       "         ('Kari Wally Enger', 'Eva Johansen'): 1,\n",
       "         ('Kari Wally Enger', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Kari Wally Enger', 'Helge Norvalls'): 1,\n",
       "         ('Karin Kristiansen', 'Irene Hagen'): 1,\n",
       "         ('Kate Torgersen', 'Geir Arveng'): 1,\n",
       "         ('Kate Torgersen', 'Irene Hagen'): 1,\n",
       "         ('Kirsten Pedersen', 'Jan Fahle'): 1,\n",
       "         ('Kirsten Pedersen', 'Karin Røil'): 1,\n",
       "         ('Kirsten Pedersen', 'Mona Pisani'): 1,\n",
       "         ('Kirsti Holm', 'Odd Olsen'): 1,\n",
       "         ('Kjell Jullum', 'Solveig Sønvisen'): 1,\n",
       "         ('Kjell Sterner', 'Terje Kristensen'): 1,\n",
       "         ('Klara Hansen', 'Brit Moe'): 1,\n",
       "         ('Klara Hansen', 'Bymuseet'): 1,\n",
       "         ('Klara Hansen', 'Hilde Bostad Norøm'): 1,\n",
       "         ('Klara Hansen', 'Ilmy Wethal Halland'): 1,\n",
       "         ('Klara Hansen', 'Inger Elisabeth Nygaard'): 1,\n",
       "         ('Klara Hansen', 'Ingunn Kaalstad'): 1,\n",
       "         ('Klara Hansen', 'Ingvill Hylen'): 1,\n",
       "         ('Klara Hansen', 'John Sjøli'): 1,\n",
       "         ('Klara Hansen', 'Jon Tore Eriksen'): 1,\n",
       "         ('Klara Hansen', 'Jorunn Lund'): 1,\n",
       "         ('Klara Hansen', 'Kari Beate Engh'): 1,\n",
       "         ('Klara Hansen', 'Kjersti Lindstrøm'): 1,\n",
       "         ('Klara Hansen', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Klara Hansen', 'Lena Skadsdammen Thapa'): 1,\n",
       "         ('Klara Hansen', 'Lene Lønseth Gunvaldsen'): 1,\n",
       "         ('Klara Hansen', 'Lidvar Langseth'): 1,\n",
       "         ('Klara Hansen', 'Marianne Sandvik Øverland'): 1,\n",
       "         ('Klara Hansen', 'Mona Pisani'): 1,\n",
       "         ('Klara Hansen', 'Petter Moe'): 1,\n",
       "         ('Klara Hansen', 'Pål Krosby'): 1,\n",
       "         ('Klara Hansen', 'Randi Østbøll Pedersen'): 1,\n",
       "         ('Klara Hansen', 'Ruth Braathen'): 1,\n",
       "         ('Klara Hansen', 'Solveig Kvarsnes'): 1,\n",
       "         ('Klara Hansen', 'T.B. Hansen'): 1,\n",
       "         ('Klara Hansen', 'Therese Billing de Armas'): 1,\n",
       "         ('Klara Hansen', 'Tore Finnerud'): 1,\n",
       "         ('Klara Hansen', 'Torill Veberg'): 1,\n",
       "         ('Klara Hansen', 'Trine S Austbø'): 1,\n",
       "         ('Klara Hansen', 'Turid Andersson Bogstad'): 1,\n",
       "         ('Klara Hansen', 'Turid Matthiesen'): 1,\n",
       "         ('Klara Hansen', 'Unni Steen'): 1,\n",
       "         ('Knut Bydal', 'Mie Mortensen'): 1,\n",
       "         ('Knut Lutro', 'Eve Dallas'): 1,\n",
       "         ('Knut Reidar Leer', 'Eva Johansen'): 1,\n",
       "         ('Knut Siegel', 'Irene Hagen'): 1,\n",
       "         ('Knut Wisting', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Konvall Tom', 'Kirsten Foss Davis'): 1,\n",
       "         ('Kris Eklo', 'Tycho D. Castberg'): 1,\n",
       "         ('Kristian Frederik Brandt', 'Dagfinn Hauge'): 1,\n",
       "         ('Kristian Frederik Brandt', 'Hendrik Halsne'): 1,\n",
       "         ('Kristian Frederik Brandt', 'Nini Raknes'): 1,\n",
       "         ('Kristin Schibbye', 'Irene Hagen'): 1,\n",
       "         ('Käthe Hermstad', 'Betty Kristiansen'): 1,\n",
       "         ('Kåre Jacobsen', 'Eva Johansen'): 1,\n",
       "         ('Kåre Jacobsen', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Kåre Jacobsen', 'Terje Kristensen'): 1,\n",
       "         ('Lars Andre Flakstad', 'Eva Johansen'): 1,\n",
       "         ('Lars Andre Flakstad', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Lars Andre Flakstad', 'Vera Helèn Skaalerud Larsen'): 1,\n",
       "         ('Lars Dalen', 'Laila Belle'): 1,\n",
       "         ('Lars Nilsen', 'Eigil Olsen'): 1,\n",
       "         ('Lars Nilsen', 'Eva Johansen'): 1,\n",
       "         ('Lars Nilsen', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Lars Nilsen', 'Harald Elvehøi'): 1,\n",
       "         ('Lasse Bjølgerud', 'Odd Olsen'): 1,\n",
       "         ('Lene Kristine Holter Berggraf-Larsen', 'Eva Johansen'): 1,\n",
       "         ('Lille Sørensen', 'Irene Hagen'): 1,\n",
       "         ('Linne Urbye', 'Bitten Lilleng'): 1,\n",
       "         ('Lisa Olstad', 'Jan Fahle'): 1,\n",
       "         ('Lisa Olstad', 'June Hellstrøm'): 1,\n",
       "         ('Lisbeth Heitmann', 'Bymuseet'): 1,\n",
       "         ('Liv Aakvik', 'Vera Helèn Skaalerud Larsen'): 1,\n",
       "         ('Liv Grande', 'Anne Berg Siegel'): 1,\n",
       "         ('Liv Grande', 'Eva Johansen'): 1,\n",
       "         ('Liv Grande', 'Helge Norvalls'): 1,\n",
       "         ('Liv Grande', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Liv Grande', 'Roger Fjeldheim'): 1,\n",
       "         ('Liv Grande', 'Terje Kristensen'): 1,\n",
       "         ('Liv Sand', 'Svein Ivar Riiser'): 1,\n",
       "         ('Liv Tyssvang', 'Klara Hansen'): 1,\n",
       "         ('Mai-Lis Lefin', 'Betty Kristiansen'): 1,\n",
       "         ('Mai-Lis Lefin', 'Bymuseet'): 1,\n",
       "         ('Mai-Lis Lefin', 'Eva Johansen'): 1,\n",
       "         ('Mai-Lis Lefin', 'Klara Hansen'): 1,\n",
       "         ('Marek Palma', 'Irene Hagen'): 1,\n",
       "         ('Margaret Nilsson', 'Anna Marie Frost'): 1,\n",
       "         ('Mari Augdahl Bes Bes', 'Bymuseet'): 1,\n",
       "         ('Marianne Malla Skogsletten', 'Eva Johansen'): 1,\n",
       "         ('Marianne Sandvik Øverland', 'Kari Beate Engh'): 1,\n",
       "         ('Marit Amundsen', 'Eigil Olsen'): 1,\n",
       "         ('Marit Gustavsen', 'Siv Korneliussen'): 1,\n",
       "         ('Marit Rasmussen', 'Dagfinn Hauge'): 1,\n",
       "         ('Marit Rasmussen', 'Laila Belle'): 1,\n",
       "         ('Marit Rasmussen', 'Tycho D. Castberg'): 1,\n",
       "         ('Marit Rolland', 'Thor Frang-Hauge'): 1,\n",
       "         ('Martin Skaug Halsos', 'Atle P. Gundersen'): 1,\n",
       "         ('Mats Sollie', 'Per-Alexander Storberget'): 1,\n",
       "         ('May-Sylvi Nilsen', 'Bymuseet'): 1,\n",
       "         ('May-Sylvi Nilsen', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('MayBente Lie', 'Bitten Lilleng'): 1,\n",
       "         ('MayBente Lie', 'Dagfinn Hauge'): 1,\n",
       "         ('MayBente Lie', 'Eva Johansen'): 1,\n",
       "         ('MayBente Lie', 'Frode Lindahl'): 1,\n",
       "         ('MayBente Lie', 'Grethe Velta'): 1,\n",
       "         ('MayBente Lie', 'Kjell Egil Sterten'): 1,\n",
       "         ('MayBente Lie', 'Laila Belle'): 1,\n",
       "         ('MayBente Lie', 'Morten Kihl'): 1,\n",
       "         ('MayBente Lie', 'Nina Jernberg'): 1,\n",
       "         ('MayBente Lie', 'Per-Alexander Storberget'): 1,\n",
       "         ('MayBente Lie', 'Ragnhild Bessie Arnø'): 1,\n",
       "         ('MayBente Lie', 'Sidsel I. Tønnessen'): 1,\n",
       "         ('MayBente Lie', 'Thorbjørn Matsen'): 1,\n",
       "         ('MayBente Lie', 'Tove Helgesen'): 1,\n",
       "         ('Merete Engh', 'Irene Hagen'): 1,\n",
       "         ('Mette Dahl Thrane', 'Tom Nilsson'): 1,\n",
       "         ('Mette Lise Bergh', 'Nina Jernberg'): 1,\n",
       "         ('Mie Mortensen', 'Irene Hagen'): 1,\n",
       "         ('Mona Heffermehl', 'Bitten Syversen'): 1,\n",
       "         ('Mona Lodberg', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Mona Lodberg', 'Tycho D. Castberg'): 1,\n",
       "         ('Morten Algheim', 'Björn B. Skjelstad'): 1,\n",
       "         ('Morten Algheim', 'Pål Barmo Lindal'): 1,\n",
       "         ('Morten Kielland Rygh', 'Irene Hagen'): 1,\n",
       "         ('Morten Netteland', 'Eva Johansen'): 1,\n",
       "         ('Morten Netteland', 'Sidsel I. Tønnessen'): 1,\n",
       "         (\"Møez J'øma\", 'Betty Kristiansen'): 1,\n",
       "         ('Nina Bugge Rigault', 'Marianne Ohlsson'): 1,\n",
       "         ('Nina Fongaard Ramm', 'Turid Andresen'): 1,\n",
       "         ('Nina Jernberg', 'Egil T. L. Ekeland'): 1,\n",
       "         ('Nina Nessie Elisabeth Strand', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Nina Nessie Elisabeth Strand', 'Irene Hagen'): 1,\n",
       "         ('Nina Padmanabhan', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Nina Padmanabhan', 'Terje Kristensen'): 1,\n",
       "         ('Odd Olsen', 'Elisabeth Olsen'): 1,\n",
       "         ('Odd Olsen', 'Ivar Hanssen'): 1,\n",
       "         ('Odd Olsen', 'Jorun Nårstad'): 1,\n",
       "         ('Odd Olsen', 'Marianne Romsås Evensen'): 1,\n",
       "         ('Ole Christian Trolle Andersen', 'Beate Winther'): 1,\n",
       "         ('Ole Christian Trolle Andersen', 'Jan Stangeby Nielsen'): 1,\n",
       "         ('Ove Brandt', 'Agustin Villalpando'): 1,\n",
       "         ('Ove Brandt', 'Aud Jørgensen'): 1,\n",
       "         ('Ove Brandt', 'Eva Johansen'): 1,\n",
       "         ('Ove Brandt', 'Eve Dallas'): 1,\n",
       "         ('Ove Brandt', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Ove Brandt', 'Jarl-Tore Holøyen'): 1,\n",
       "         ('Ove Brandt', 'Jorun Bergmann Johansen'): 1,\n",
       "         ('Ove Brandt', 'Kari Ranheimsæter'): 1,\n",
       "         ('Ove Brandt', 'Kate Torgersen'): 1,\n",
       "         ('Ove Brandt', 'Otto Stenhaug'): 1,\n",
       "         ('Ove Brandt', 'Turid Matthiesen'): 1,\n",
       "         ('Paul Oskar Rosenquist', 'Eigil Olsen'): 1,\n",
       "         ('Per Arne Iznogood', 'Klara Hansen'): 1,\n",
       "         ('Per Christen Øyan', 'Atle Røthe'): 1,\n",
       "         ('Per Gøran Erichsen', 'Terje Kristensen'): 1,\n",
       "         ('Per Steinar Håklev', 'Helene Moe Slinning'): 1,\n",
       "         ('Per-Alexander Storberget', 'Aud Kamphaug Koc'): 1,\n",
       "         ('Per-Alexander Storberget', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Per-Alexander Storberget', 'Lill Gansmoe'): 1,\n",
       "         ('Petter Thoen', 'Eve Dallas'): 1,\n",
       "         ('Petter Thoen', 'Gorm Gullo'): 1,\n",
       "         ('Petter Thoen', 'MayBente Lie'): 1,\n",
       "         ('Pål Barmo Lindal', 'Vigdis Haave'): 1,\n",
       "         ('Pål Brandsæter', 'Irene Hagen'): 1,\n",
       "         ('Pål Hansen Ukrut', 'Eva Johansen'): 1,\n",
       "         ('Pål Hansen Ukrut', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Pål Hansen Ukrut', 'Klara Hansen'): 1,\n",
       "         ('Ragnar Haugnes', 'Eva Johansen'): 1,\n",
       "         ('Ragnar Otterstad', 'Bibi Løhren'): 1,\n",
       "         ('Randi Brændeland', 'Alfred Blakstad'): 1,\n",
       "         ('Randi Brændeland', 'Anders M. Mamen'): 1,\n",
       "         ('Randi Brændeland', 'MayBente Lie'): 1,\n",
       "         ('Randi Brændeland', 'Steinar A Drage'): 1,\n",
       "         ('Randi Grimsen', 'Bente Buranello'): 1,\n",
       "         ('Randi Grimsen', 'Gunnar Gundersen'): 1,\n",
       "         ('Randi Grimsen', 'Rune Gjøvaag'): 1,\n",
       "         ('Randi Grimsen', 'Siri Arnesen'): 1,\n",
       "         ('Randi Østbøll Pedersen', 'Ingeborg Heiestad'): 1,\n",
       "         ('Roberth Eliesen', 'Morten Kihl'): 1,\n",
       "         ('Roger Fjeldheim', 'Anne Grete Huken Raad'): 1,\n",
       "         ('Roger Fjeldheim', 'Anne Marit Waaler Solberg'): 1,\n",
       "         ('Roger Fjeldheim', 'Bjørn Roger Syversen'): 1,\n",
       "         ('Roger Fjeldheim', 'Bodil Müller'): 1,\n",
       "         ('Roger Fjeldheim', 'Britt Ottesen'): 1,\n",
       "         ('Roger Fjeldheim', 'Cecilie Haug Eriksson'): 1,\n",
       "         ('Roger Fjeldheim', 'Ellen Eriksen Tangen'): 1,\n",
       "         ('Roger Fjeldheim', 'Eve Dallas'): 1,\n",
       "         ('Roger Fjeldheim', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Roger Fjeldheim', 'Helge Norvalls'): 1,\n",
       "         ('Roger Fjeldheim', 'Hendrik Halsne'): 1,\n",
       "         ('Roger Fjeldheim', 'Jan Hilmar Hammer'): 1,\n",
       "         ('Roger Fjeldheim', 'Kari Ranheimsæter'): 1,\n",
       "         ('Roger Fjeldheim', 'Karin Madsø'): 1,\n",
       "         ('Roger Fjeldheim', 'Karin Steen'): 1,\n",
       "         ('Roger Fjeldheim', 'Kjell Erik Antonsen'): 1,\n",
       "         ('Roger Fjeldheim', 'Käthe Hermstad'): 1,\n",
       "         ('Roger Fjeldheim', 'Lars Klepzig'): 1,\n",
       "         ('Roger Fjeldheim', 'Lin Malin Ullern'): 1,\n",
       "         ('Roger Fjeldheim', 'Marianne Cecilia Mobraaten'): 1,\n",
       "         ('Roger Fjeldheim', 'Nina Nessie Elisabeth Strand'): 1,\n",
       "         ('Roger Fjeldheim', 'Otto Stenhaug'): 1,\n",
       "         ('Roger Fjeldheim', 'Ruth Braathen'): 1,\n",
       "         ('Roger Fjeldheim', 'Svein Hvile'): 1,\n",
       "         ('Roger Fjeldheim', 'Thor Frang-Hauge'): 1,\n",
       "         ('Roger Fjeldheim', 'William Monsen Vangen'): 1,\n",
       "         ('Roger Johan Moen', 'Helge Norvalls'): 1,\n",
       "         ('Roger Johan Moen', 'Laila Belle'): 1,\n",
       "         ('Ronny Mamelund', 'Eigil Olsen'): 1,\n",
       "         ('Ronny Vif Hansen', 'Sissel Steensgaard'): 1,\n",
       "         ('Ruben L Sandnes', 'Bjørn Bakken'): 1,\n",
       "         ('Ruben L Sandnes', 'Gorm Gullo'): 1,\n",
       "         ('Ruben L Sandnes', 'Ingjerd Bottre Andresen'): 1,\n",
       "         ('Rune Gjøvaag', 'Eigil Olsen'): 1,\n",
       "         ('Rune Hoelseth', 'MayBente Lie'): 1,\n",
       "         ('Rune Holtet', 'Eve Dallas'): 1,\n",
       "         ('Rune Holtet', 'Frode Pettersen Hammer'): 1,\n",
       "         ('Rune Holtet', 'Helene Moe Slinning'): 1,\n",
       "         ('Rune Holtet', 'MayBente Lie'): 1,\n",
       "         ('Rune Holtet', 'Nini Raknes'): 1,\n",
       "         ('Rune Holtet', 'Petter Moe'): 1,\n",
       "         ('Rune Holtet', 'Randi Østbøll Pedersen'): 1,\n",
       "         ('Ruth Rasmussen', 'Anne Sofie Sanden'): 1,\n",
       "         ('Ruth Rasmussen', 'Sonja Gabrielsen'): 1,\n",
       "         ('Sascha Rødsten', 'Arild Avnsjø'): 1,\n",
       "         ('Sascha Rødsten', 'Hendrik Halsne'): 1,\n",
       "         ('Sascha Rødsten', 'Ivar Per Johansen'): 1,\n",
       "         ('Sidsel I. Tønnessen', 'Anne Berit Nesne'): 1,\n",
       "         ('Sidsel I. Tønnessen', 'Hendrik Halsne'): 1,\n",
       "         ('Sidsel Maier', 'Irene Hagen'): 1,\n",
       "         ('Sigurd Holthe Oymoen', 'Vera Helèn Skaalerud Larsen'): 1,\n",
       "         ('Sindre Østerås', 'Björn B. Skjelstad'): 1,\n",
       "         ('Siri Blesvik', 'MayBente Lie'): 1,\n",
       "         ('Sissel Margrethe Nygårdsmoen', 'Oddvar Olsen'): 1,\n",
       "         ('Sissel Steensgaard', 'Astrid Boysen'): 1,\n",
       "         ('Sissel Steensgaard', 'Eve Dallas'): 1,\n",
       "         ('Sissel Steensgaard', 'Hendrik Halsne'): 1,\n",
       "         ('Sissel Steensgaard', 'MayBente Lie'): 1,\n",
       "         ('Sissel Steensgaard', 'Per Evensen'): 1,\n",
       "         ('Sissel Steensgaard', 'Randi Østbøll Pedersen'): 1,\n",
       "         ('Sissel Steensgaard', 'Tore Andresen'): 1,\n",
       "         ('Sissel Strand', 'Bymuseet'): 1,\n",
       "         ('Sissel Strand', 'Eva Minde'): 1,\n",
       "         ('Sissel Strand', 'Eve Dallas'): 1,\n",
       "         ('Solveig Hagen', 'Bjørn Tore Cohn'): 1,\n",
       "         ('Solveig Kvarsnes', 'Kari Beate Engh'): 1,\n",
       "         ('Solveig Sønvisen', 'Stig Rolfsen'): 1,\n",
       "         ('Stein Hammerstad', 'Frode Lindahl'): 1,\n",
       "         ('Steinar Jensen', 'Bymuseet'): 1,\n",
       "         ('Svein Ivar Riiser', 'Inger Lerkerød'): 1,\n",
       "         ('Svein Ivar Riiser', 'Kari Beate Engh'): 1,\n",
       "         ('Svein Larsen', 'Bjørg Else Larsen'): 1,\n",
       "         ('Svenn Bjerkem', 'Eva Johansen'): 1,\n",
       "         ('Svenn Bjerkem', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Svenn Bjerkem', 'Irene Hagen'): 1,\n",
       "         ('Svenn Bjerkem', 'Terje Kristensen'): 1,\n",
       "         ('Svenn Bjerkem', 'Turid Andersen'): 1,\n",
       "         ('Sølvi Jenssen', 'Klara Hansen'): 1,\n",
       "         ('Sølvi Jenssen', 'Terje Kristensen'): 1,\n",
       "         ('T.B. Hansen', 'Odd Olsen'): 1,\n",
       "         ('Terje Dokken', 'Anne Nordahl'): 1,\n",
       "         ('Terje Dokken', 'Eve Dallas'): 1,\n",
       "         ('Terje I. Olsson', 'Eigil Olsen'): 1,\n",
       "         ('Terje Kristensen', 'Anne M. Ulven'): 1,\n",
       "         ('Terje Kristensen', 'Arve Andersen'): 1,\n",
       "         ('Terje Kristensen', 'Betty Kristiansen'): 1,\n",
       "         ('Terje Kristensen', 'Dag Renberg'): 1,\n",
       "         ('Terje Kristensen', 'Elin Kristiansen'): 1,\n",
       "         ('Terje Kristensen', 'Espen Antonsen'): 1,\n",
       "         ('Terje Kristensen', 'Eva Johansen'): 1,\n",
       "         ('Terje Kristensen', 'Eve Dallas'): 1,\n",
       "         ('Terje Kristensen', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Terje Kristensen', 'Frank Larsen'): 1,\n",
       "         ('Terje Kristensen', 'Helge Norvalls'): 1,\n",
       "         ('Terje Kristensen', 'Helle Merete Møller Andersen'): 1,\n",
       "         ('Terje Kristensen', 'Jens Glenning'): 1,\n",
       "         ('Terje Kristensen', 'Jens Pettersen'): 1,\n",
       "         ('Terje Kristensen', 'Jerry Lee Moe'): 1,\n",
       "         ('Terje Kristensen', 'Jon-anders Wilhelmsen'): 1,\n",
       "         ('Terje Kristensen', 'Kirsten Foss Davis'): 1,\n",
       "         ('Terje Kristensen', 'Kjell Berg'): 1,\n",
       "         ('Terje Kristensen', 'Kjell Thorleif Johnsen'): 1,\n",
       "         ('Terje Kristensen', 'Käthe Hermstad'): 1,\n",
       "         ('Terje Kristensen', 'Leif Johansson'): 1,\n",
       "         ('Terje Kristensen', 'Lennart Bik'): 1,\n",
       "         ('Terje Kristensen', 'Margaret Johansen Walravens'): 1,\n",
       "         ('Terje Kristensen', 'Marianne Sandvik Øverland'): 1,\n",
       "         ('Terje Kristensen', 'MayBente Lie'): 1,\n",
       "         ('Terje Kristensen', 'Odd Olsen'): 1,\n",
       "         ('Terje Kristensen', 'Sascha René Anonsen'): 1,\n",
       "         ('Terje Kristensen', 'Silje Krogh Aarebrot'): 1,\n",
       "         ('Terje Kristensen', 'Sindre Østerås'): 1,\n",
       "         ('Terje Kristensen', 'Sturla Dannevig'): 1,\n",
       "         ('Terje Kristensen', 'Tove Bøe'): 1,\n",
       "         ('Terje Kristensen', 'Turid Rogstad'): 1,\n",
       "         ('Terje Kristensen', 'Unni Steen'): 1,\n",
       "         ('Thor Frang-Hauge', 'Betty Kristiansen'): 1,\n",
       "         ('Thor Frang-Hauge', 'Eigil Olsen'): 1,\n",
       "         ('Thor Frang-Hauge', 'Eva Johansen'): 1,\n",
       "         ('Thor Frang-Hauge', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Thor Frang-Hauge', 'Helge Norvalls'): 1,\n",
       "         ('Thor Frang-Hauge', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Thor Frang-Hauge', 'Laila Belle'): 1,\n",
       "         ('Thor Frang-Hauge', 'Rune Holtet'): 1,\n",
       "         ('Thor Lindhardt', 'Hege Lindhardt Thoresen'): 1,\n",
       "         ('Thor Lindhardt', 'Hendrik Halsne'): 1,\n",
       "         ('Thor Lindhardt', 'Kåre Jacobsen'): 1,\n",
       "         ('Thor Lindhardt', 'Nina Nessie Elisabeth Strand'): 1,\n",
       "         ('Thor Lindhardt', 'Tom Bendixen'): 1,\n",
       "         ('Tom Amundsen', 'Dagfinn Hauge'): 1,\n",
       "         ('Tom Amundsen', 'Eva Johansen'): 1,\n",
       "         ('Tom Amundsen', 'Finn Kampestuen-Berntzen'): 1,\n",
       "         ('Tom Amundsen', 'Jarle Petterson'): 1,\n",
       "         ('Tom Nilsson', 'Eve Dallas'): 1,\n",
       "         ('Tom Nilsson', 'MayBente Lie'): 1,\n",
       "         ('Tom Nordlie', 'Ingeborg Heiestad'): 1,\n",
       "         ('Tom Nordlie', 'Klara Hansen'): 1,\n",
       "         ('Tom Nordlie', 'Lise Ernfridsdatter Høier'): 1,\n",
       "         ('Tom Nordlie', 'Morten Algheim'): 1,\n",
       "         ('Tom Rolf Engblom', 'Jan Fahle'): 1,\n",
       "         ('Tommy Myrvang', 'Hans-Jacob Schultz'): 1,\n",
       "         ('Tommy Myrvang', 'Hendrik Halsne'): 1,\n",
       "         ('Tommy Petersen', 'Jarle Petterson'): 1,\n",
       "         ('Tone Olsen Bakkeli', 'Bodil Weng'): 1,\n",
       "         ('Tone Riise', 'Irene Hagen'): 1,\n",
       "         ('Tone Riise', 'Krister Siljan'): 1,\n",
       "         ('Tone Riise', 'MayBente Lie'): 1,\n",
       "         ('Tone Riise', 'Per Evensen'): 1,\n",
       "         ('Tone Riise', 'Ruth-Eva Aarsand Henriksen'): 1,\n",
       "         ('Tor Boye', 'Bjørn Bakken'): 1,\n",
       "         ('Tore Jahrmann', 'Eigil Olsen'): 1,\n",
       "         ('Toril Martha Ornell Meisingset', 'Bente Buranello'): 1,\n",
       "         ('Toril Martha Ornell Meisingset', 'Bodil Müller'): 1,\n",
       "         ('Toril Martha Ornell Meisingset', 'Dagfinn Hauge'): 1,\n",
       "         ('Toril Martha Ornell Meisingset', 'Irene Hagen'): 1,\n",
       "         ('Toril Martha Ornell Meisingset', 'Jon Colbiørnsen'): 1,\n",
       "         ('Toril Martha Ornell Meisingset', 'Karin Ahlman Hagen'): 1,\n",
       "         ('Toril Martha Ornell Meisingset', 'Klara Hansen'): 1,\n",
       "         ('Toril Martha Ornell Meisingset', 'Terje Kristensen'): 1,\n",
       "         ('Toril Martha Ornell Meisingset', 'Turid Rogstad'): 1,\n",
       "         ('Toril Martha Ornell Meisingset', 'Vera Helèn Skaalerud Larsen'): 1,\n",
       "         ('Torild Fevaag Hageberg', 'Kari Beate Engh'): 1,\n",
       "         ('Torild Islan', 'Solveig Aaen'): 1,\n",
       "         ('Torill Weigaard', 'Sissel Steensgaard'): 1,\n",
       "         ('Torjus Moland', 'Tycho D. Castberg'): 1,\n",
       "         ('Torun Vargset Melum', 'Eve Dallas'): 1,\n",
       "         ('Torun Vargset Melum', 'Ingjerd Bottre Andresen'): 1,\n",
       "         ('Torun Vargset Melum', 'Margaret Johansen Walravens'): 1,\n",
       "         ('Torun Werner', 'Bymuseet'): 1,\n",
       "         ('Torunn Meyer Kleven', 'Eva Johansen'): 1,\n",
       "         ('Tove Jahreie', 'Tycho D. Castberg'): 1,\n",
       "         ('Tove Sørlie', 'Mette Tomte'): 1,\n",
       "         ('Trine S Austbø', 'Steinar Martin Vestli'): 1,\n",
       "         ('Trond Flaarud', 'Thor Lindhardt'): 1,\n",
       "         ('Trude Skarheim', 'MayBente Lie'): 1,\n",
       "         ('Trude Skarheim', 'Rune Gjøvaag'): 1,\n",
       "         ('Turid Andersen', 'Anne-Marie Øverland'): 1,\n",
       "         ('Turid Andersen', 'Berit Borgenvik'): 1,\n",
       "         ('Turid Andersen', 'Erik Andresen'): 1,\n",
       "         ('Turid Andersen', 'Ilmy Wethal Halland'): 1,\n",
       "         ('Turid Andersson Bogstad', 'Heidi Åstorp Eriksen'): 1,\n",
       "         ('Turid Andersson Bogstad', 'Kari Beate Engh'): 1,\n",
       "         ('Turid Holt', 'Björn B. Skjelstad'): 1,\n",
       "         ('Turid Holt', 'Laila Belle'): 1,\n",
       "         ('Turid Holt', 'Åge Skauby'): 1,\n",
       "         ('Turid Olsen', 'Aud Jørgensen'): 1,\n",
       "         ('Turid Olsen', 'Kari Beate Engh'): 1,\n",
       "         ('Turid Winje', 'Sissel Steensgaard'): 1,\n",
       "         ('Tycho D. Castberg', 'Arne Larsen'): 1,\n",
       "         ('Tycho D. Castberg', 'Eve Dallas'): 1,\n",
       "         ('Tycho D. Castberg', 'Hendrik Halsne'): 1,\n",
       "         ('Tycho D. Castberg', 'Kristian Frederik Brandt'): 1,\n",
       "         ('Tycho D. Castberg', 'MayBente Lie'): 1,\n",
       "         ('Tycho D. Castberg', 'Per Evensen'): 1,\n",
       "         ('Unni Charlotte Berg', 'Eigil Olsen'): 1,\n",
       "         ('Unni Steen', 'Hendrik Halsne'): 1,\n",
       "         ('Unni Steen', 'Kari Beate Engh'): 1,\n",
       "         ('Unni-May Pedersen', 'Atle P. Gundersen'): 1,\n",
       "         ('Unni-May Pedersen', 'Terje Kristensen'): 1,\n",
       "         ('Venke Austang', 'Terje Kristensen'): 1,\n",
       "         ('Vera Helèn Skaalerud Larsen', 'Elin Kristiansen'): 1,\n",
       "         ('Vera Helèn Skaalerud Larsen', 'Svein Christoffersen'): 1,\n",
       "         ('Vera Helèn Skaalerud Larsen', 'Thomas Tellander'): 1,\n",
       "         ('Veronica Amalie Rusdal', 'Turid Andersen'): 1,\n",
       "         ('Vibeke Lauridsen Guttormsgaard', 'Thor Lindhardt'): 1,\n",
       "         ('Vidar M. Holmgren', 'Helena Neegaard'): 1,\n",
       "         ('Wenche Anita Kruse', 'Eigil Olsen'): 1,\n",
       "         ('Wenche Anita Kruse', 'Eva Johansen'): 1,\n",
       "         ('Wenche Anita Kruse', 'Helge Norvalls'): 1,\n",
       "         ('Wenche Anita Kruse', 'Klara Hansen'): 1,\n",
       "         ('Wenche Anita Kruse', 'Laila Belle'): 1,\n",
       "         ('Wenche Anita Kruse', 'Sissel Steensgaard'): 1,\n",
       "         ('Wenche Gjelsten', 'Eva Johansen'): 1,\n",
       "         ('Wilhelm Wisbech', 'Paal-Christian Hansen'): 1,\n",
       "         ('Åshild By', 'Hans-Jacob Schultz'): 1,\n",
       "         ('Åsmund Ørn Færavaag', 'Jon Colbiørnsen'): 1,\n",
       "         ('Øivind Aamodt', 'Randi Brændeland'): 1,\n",
       "         ('Øivind Aamodt', 'Tycho D. Castberg'): 1,\n",
       "         ('Øivind Skjeveland', 'Eva Johansen'): 1,\n",
       "         ('Øyvind Andersen Askeland', 'Elin Stenersen'): 1,\n",
       "         ('Гейр Аалберг', 'Helene Moe Slinning'): 1,\n",
       "         ('Гейр Аалберг', 'Kristian Frederik Brandt'): 1})"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from collections import Counter\n",
    "Counter(elem for elem in nxg.edges())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Lasse Bjølgerud', 'Odd Olsen'],\n",
       " ['Roger Johan Moen', 'Laila Belle'],\n",
       " ['Roger Johan Moen', 'Helge Norvalls'],\n",
       " ['Øivind Aamodt', 'Randi Brændeland'],\n",
       " ['Øivind Aamodt', 'Tycho D. Castberg'],\n",
       " ['Anders Rudi Jansen', 'Erik Asker'],\n",
       " ['Randi Grimsen', 'Siri Arnesen'],\n",
       " ['Randi Grimsen', 'Gunnar Gundersen'],\n",
       " ['Randi Grimsen', 'Bente Buranello'],\n",
       " ['Randi Grimsen', 'Heidi Brander'],\n",
       " ['Randi Grimsen', 'Rune Gjøvaag'],\n",
       " ['Bjørn Tore Cohn', 'Solveig Hagen'],\n",
       " ['Lisbeth Heitmann', 'Bymuseet'],\n",
       " ['Mie Mortensen', 'Irene Hagen'],\n",
       " ['Mie Mortensen', 'Knut Bydal'],\n",
       " ['Iren Pribanic', 'Bente Buranello'],\n",
       " ['Iren Pribanic', 'Turid Andersson Bogstad'],\n",
       " ['Veronica Amalie Rusdal', 'Turid Andersen'],\n",
       " ['Liv Grande', 'Anne Berg Siegel'],\n",
       " ['Liv Grande', 'Roger Fjeldheim', 'Helge Norvalls'],\n",
       " ['Liv Grande', 'Kristian Frederik Brandt'],\n",
       " ['Liv Grande', 'Terje Kristensen', 'Helge Norvalls'],\n",
       " ['Liv Grande', 'Terje Kristensen', 'Eva Johansen'],\n",
       " ['Mai-Lis Lefin', 'Bymuseet', 'Klara Hansen'],\n",
       " ['Mai-Lis Lefin', 'Betty Kristiansen'],\n",
       " ['Mai-Lis Lefin', 'Eva Johansen'],\n",
       " ['Harald Steinsrud', 'Ingebjørg Flinterud'],\n",
       " ['Harald Steinsrud', 'Inger Skauen'],\n",
       " ['Harald Steinsrud', 'MayBente Lie'],\n",
       " ['Gunhild Johanne Ekra', 'Irene Hagen'],\n",
       " ['Linne Urbye', 'Bitten Lilleng'],\n",
       " ['Steinar Jensen', 'Bymuseet'],\n",
       " ['Terje Dokken', 'Eve Dallas'],\n",
       " ['Terje Dokken', 'Anne Nordahl'],\n",
       " ['Leif Johansson', 'Terje Kristensen'],\n",
       " ['Kari Loe', 'Irene Hagen'],\n",
       " ['Morten Kihl', 'Roberth Eliesen'],\n",
       " ['Morten Kihl', 'Frank Vidar Rystad'],\n",
       " ['Morten Kihl', 'Jan-Erik Ramsøy'],\n",
       " ['Morten Kihl', 'MayBente Lie'],\n",
       " ['Gerd Thorstensen', 'Bibi Løhren'],\n",
       " ['Jørn Berthelsen', 'Eva Johansen'],\n",
       " ['Beate Myhre', 'Turid Andersson Bogstad'],\n",
       " ['Bodil Bjørberg', 'Irene Hagen'],\n",
       " ['Jan Stangeby Nielsen', 'Lisa Olstad'],\n",
       " ['Jan Stangeby Nielsen', 'Maj Oxaal'],\n",
       " ['Jan Stangeby Nielsen', 'Ninni Brynsett'],\n",
       " ['Jan Stangeby Nielsen', 'Ingjerd Bottre Andresen'],\n",
       " ['Jan Stangeby Nielsen', 'Konvall Tom'],\n",
       " ['Jan Stangeby Nielsen', 'Ole Christian Trolle Andersen'],\n",
       " ['Jan Stangeby Nielsen', 'Inga Scheen'],\n",
       " ['Jan Stangeby Nielsen', 'Rune Holtet'],\n",
       " ['Jan Stangeby Nielsen', 'Hans-Jacob Schultz'],\n",
       " ['Jan Stangeby Nielsen', 'Lars Nilsen', 'Harald Elvehøi'],\n",
       " ['Jan Stangeby Nielsen', 'Frode Kollbær'],\n",
       " ['Jan Stangeby Nielsen', 'Wenche Nikolaysen'],\n",
       " ['Jan Stangeby Nielsen', 'Laila Belle'],\n",
       " ['Jan Stangeby Nielsen', 'Sissel Strand'],\n",
       " ['Eva-Britt Sandbæk', 'Bymuseet'],\n",
       " ['Jan-Erik Tørres', 'Per-Alexander Storberget'],\n",
       " ['Jan-Erik Tørres', 'Kari Ranheimsæter'],\n",
       " ['Unni Charlotte Berg', 'Eigil Olsen'],\n",
       " ['Einar Sørlie', 'Kari Haukaas'],\n",
       " ['Jens Erik Johansen', 'Klara Hansen'],\n",
       " ['Andre Heier', 'Bjørn Kristian Næss'],\n",
       " ['Anita Kolloen', 'Terje Kristensen'],\n",
       " ['Sturla Dannevig', 'Terje Kristensen'],\n",
       " ['Vibeke Lauridsen Guttormsgaard', 'Thor Lindhardt'],\n",
       " ['Ellen Westberg Andersen', 'Ingjerd Bottre Andresen'],\n",
       " ['Eivind Klausen', 'Irene Hagen'],\n",
       " ['Helge Svestad', 'Morten Algheim'],\n",
       " ['Helge Svestad', 'MayBente Lie'],\n",
       " ['Toril Martha Ornell Meisingset', 'Karin Ahlman Hagen'],\n",
       " ['Toril Martha Ornell Meisingset', 'Bodil Müller'],\n",
       " ['Toril Martha Ornell Meisingset', 'Bente Buranello'],\n",
       " ['Toril Martha Ornell Meisingset', 'Turid Rogstad', 'Terje Kristensen'],\n",
       " ['Toril Martha Ornell Meisingset', 'Klara Hansen'],\n",
       " ['Toril Martha Ornell Meisingset', 'Vera Helèn Skaalerud Larsen'],\n",
       " ['Toril Martha Ornell Meisingset', 'Irene Hagen'],\n",
       " ['Toril Martha Ornell Meisingset', 'Jon Colbiørnsen'],\n",
       " ['Toril Martha Ornell Meisingset', 'Dagfinn Hauge'],\n",
       " ['Turid Andersen', 'Arild Moe'],\n",
       " ['Turid Andersen', 'Svenn Bjerkem'],\n",
       " ['Turid Andersen', 'Berit Borgenvik'],\n",
       " ['Turid Andersen', 'Erik Andresen'],\n",
       " ['Turid Andersen', 'Ilmy Wethal Halland'],\n",
       " ['Turid Andersen', 'Anne-Marie Øverland'],\n",
       " ['Kari Ranheimsæter', 'Trygve Mathiesen'],\n",
       " ['Kari Ranheimsæter', 'Anne-Karine Tohje', 'Anne Berg Siegel'],\n",
       " ['Kari Ranheimsæter', 'Anne-Karine Tohje', 'Eva Johansen'],\n",
       " ['Kari Ranheimsæter', 'Eve Dallas', 'Anne Berg Siegel'],\n",
       " ['Kari Ranheimsæter', 'Eve Dallas', 'Roger Fjeldheim'],\n",
       " ['Kari Ranheimsæter', 'Eve Dallas', 'Ove Brandt', 'Eva Johansen'],\n",
       " ['Kari Ranheimsæter', 'Eve Dallas', 'Tom Nilsson'],\n",
       " ['Kari Ranheimsæter', 'Kirsten Foss Davis', 'Eva Johansen'],\n",
       " ['Kari Ranheimsæter', 'Bymuseet', 'Elsa Børresen'],\n",
       " ['Kari Ranheimsæter', 'Erik Bergløv Eriksen'],\n",
       " ['Kari Ranheimsæter', 'Hilde Ellevold'],\n",
       " ['Kari Ranheimsæter', 'Elsa Børresen', 'Eva Johansen'],\n",
       " ['Kari Ranheimsæter', 'Lise Faye-Schjøll'],\n",
       " ['Kari Ranheimsæter', 'Jorun Pedersen', 'Anne Berg Siegel'],\n",
       " ['Kari Ranheimsæter', 'Margaret Nilsson'],\n",
       " ['Kari Ranheimsæter', 'Petter Moe'],\n",
       " ['Kari Ranheimsæter', 'Laila Belle'],\n",
       " ['Kari Ranheimsæter', 'Elin Stenersen'],\n",
       " ['Brit Lindahl', 'Magnhild Bugge'],\n",
       " ['Brit Lindahl', 'MayBente Lie'],\n",
       " ['Grethe Elisabeth Sandsundet-hanssen', 'Betty Kristiansen'],\n",
       " ['Unni-May Pedersen', 'Atle P. Gundersen'],\n",
       " ['Unni-May Pedersen', 'Terje Kristensen'],\n",
       " ['Tove Sørlie', 'Mette Tomte'],\n",
       " ['Sølvi Jenssen', 'Klara Hansen'],\n",
       " ['Sølvi Jenssen', 'Terje Kristensen'],\n",
       " ['Helge Norvalls', 'Thomas André Fjeld Bjørholdt'],\n",
       " ['Helge Norvalls', 'Fred Søndby'],\n",
       " ['Helge Norvalls', 'Kari Wally Enger'],\n",
       " ['Helge Norvalls', 'Wenche Anita Kruse'],\n",
       " ['Helge Norvalls', 'Ingebjørg Flinterud'],\n",
       " ['Helge Norvalls', 'Arne Rolf Langeland'],\n",
       " ['Helge Norvalls', 'Terje Kristensen', 'Anne Grete Huken Raad'],\n",
       " ['Helge Norvalls', 'Elsa Børresen'],\n",
       " ['Helge Norvalls', 'Marianne Bakke'],\n",
       " ['Helge Norvalls', 'Randi Østbøll Pedersen'],\n",
       " ['Helge Norvalls', 'Liv Rismyhr'],\n",
       " ['Helge Norvalls', 'Roger Fjeldheim', 'Hendrik Halsne'],\n",
       " ['Helge Norvalls', 'Roger Fjeldheim', 'Arild Moe'],\n",
       " ['Helge Norvalls', 'Roger Fjeldheim', 'Jan Hilmar Hammer'],\n",
       " ['Helge Norvalls', 'Roger Fjeldheim', 'Anne Grete Huken Raad'],\n",
       " ['Helge Norvalls', 'Roger Fjeldheim', 'Thor Frang-Hauge'],\n",
       " ['Helge Norvalls', 'Sissel Forseth'],\n",
       " ['Helge Norvalls', 'Elin Stenersen'],\n",
       " ['Helge Norvalls', 'Grethe Møller'],\n",
       " ['Helge Norvalls', 'Ivar Per Johansen'],\n",
       " ['Marianne Romsås Evensen', 'Odd Olsen'],\n",
       " ['Bjørn Bakken', 'Ruben L Sandnes'],\n",
       " ['Bjørn Bakken', 'Ruth Rasmussen'],\n",
       " ['Bjørn Bakken', 'Tor Boye'],\n",
       " ['Bjørn Bakken', 'Eva Eliesen'],\n",
       " ['Kari Banares', 'Sidsel I. Tønnessen'],\n",
       " ['Kari Banares', 'Dagfinn Hauge'],\n",
       " ['Kari Banares', 'Berit Løkken'],\n",
       " ['Else Marie Pettersen', 'Eva Johansen'],\n",
       " ['Inger Krogvig', 'Irene Hagen'],\n",
       " ['Sarwar Javeed Tass', 'Eva Monica Jahns'],\n",
       " ['Sissel Margrethe Nygårdsmoen', 'Oddvar Olsen'],\n",
       " ['Knut Reidar Leer', 'Eva Johansen'],\n",
       " ['Giske Stang', 'Irene Hagen'],\n",
       " ['Odd Olsen', 'Eva Parborg'],\n",
       " ['Odd Olsen', 'Ivar Hanssen'],\n",
       " ['Odd Olsen', 'Elisabeth Olsen'],\n",
       " ['Odd Olsen', 'Jorun Nårstad'],\n",
       " ['Odd Olsen', 'Terje Kristensen', 'Einar Dahl'],\n",
       " ['Odd Olsen', 'Kirsti Holm'],\n",
       " ['Odd Olsen', 'T.B. Hansen'],\n",
       " ['Odd Olsen', 'Jan Hilmar Hammer'],\n",
       " ['Turid Olsen', 'Aud Jørgensen'],\n",
       " ['Turid Olsen', 'Kari Beate Engh'],\n",
       " ['Rune Holtet', 'Eve Dallas', 'Helene Moe Slinning'],\n",
       " ['Rune Holtet', 'Thor Frang-Hauge'],\n",
       " ['Rune Holtet', 'MayBente Lie'],\n",
       " ['Rune Holtet', 'Bymuseet', 'Randi Østbøll Pedersen'],\n",
       " ['Rune Holtet', 'Bymuseet', 'Jan Hilmar Hammer'],\n",
       " ['Rune Holtet', 'Burak Altunay'],\n",
       " ['Rune Holtet', 'Anne Marit Waaler Solberg'],\n",
       " ['Rune Holtet', 'Bjørn Roger Syversen'],\n",
       " ['Rune Holtet', 'Petter Moe'],\n",
       " ['Rune Holtet', 'Frode Pettersen Hammer'],\n",
       " ['Rune Holtet', 'Nini Raknes'],\n",
       " ['Thomas Widerberg', 'Bymuseet'],\n",
       " ['Anne-Marie Øverland', 'Anna Marie Frost'],\n",
       " ['Anne-Marie Øverland', 'Irene Hagen'],\n",
       " ['Bodil Strand', 'Laila Belle'],\n",
       " ['Petter Thoen', 'Gorm Gullo'],\n",
       " ['Petter Thoen', 'Eve Dallas'],\n",
       " ['Petter Thoen', 'MayBente Lie'],\n",
       " ['Hege Lindhardt Thoresen', 'Thor Lindhardt'],\n",
       " ['Anne Marit Waaler Solberg', 'Bjørn Øgaard'],\n",
       " ['Anne Marit Waaler Solberg', 'Bibi Løhren'],\n",
       " ['Anne Marit Waaler Solberg', 'Eva Johansen'],\n",
       " ['Anne Marit Waaler Solberg', 'Irene Hagen'],\n",
       " ['Anne Marit Waaler Solberg', 'Erik Asker'],\n",
       " ['Anne Marit Waaler Solberg', 'Roger Fjeldheim'],\n",
       " ['Sissel Strand', 'Bymuseet'],\n",
       " ['Sissel Strand', 'Eve Dallas'],\n",
       " ['Sissel Strand', 'Eva Minde'],\n",
       " ['Kjell Jullum', 'Solveig Sønvisen'],\n",
       " ['Bjørn Nilsen', 'Pål Barmo Lindal'],\n",
       " ['Anne Grete Huken Raad', 'Irene Hagen'],\n",
       " ['Kirsten Pedersen', 'Karin Røil'],\n",
       " ['Kirsten Pedersen', 'Jan Fahle'],\n",
       " ['Kirsten Pedersen', 'Mona Pisani'],\n",
       " ['Ellen Kr Olsen', 'Klara Hansen'],\n",
       " ['Ellen Kr Olsen', 'Eva Johansen'],\n",
       " ['Jorun Bergmann Johansen', 'Ove Brandt'],\n",
       " ['Jorun Bergmann Johansen', 'Tycho D. Castberg'],\n",
       " ['Torun Werner', 'Bymuseet'],\n",
       " ['Anne Berit Nesne', 'Sidsel I. Tønnessen'],\n",
       " ['Jon Tore Eriksen', 'Klara Hansen'],\n",
       " ['Paal-Christian Hansen', 'Wilhelm Wisbech'],\n",
       " ['Lisa Olstad', 'June Hellstrøm'],\n",
       " ['Lisa Olstad', 'Jan Fahle'],\n",
       " ['Mari Augdahl Bes Bes', 'Bymuseet'],\n",
       " ['Mari Augdahl Bes Bes', 'Anne Berg Siegel'],\n",
       " ['Janicke Lillian Eisle', 'Jan Eikeset Knudsen'],\n",
       " ['Henry Marthinsen', 'Per Winge'],\n",
       " ['Henry Marthinsen', 'Unny Karin Muri'],\n",
       " ['Henry Marthinsen', 'Elling Borgersrud'],\n",
       " ['Henry Marthinsen', 'MayBente Lie'],\n",
       " ['Torild Islan', 'Solveig Aaen'],\n",
       " ['Lars Dalen', 'Laila Belle'],\n",
       " ['Turid Matthiesen', 'Ove Brandt'],\n",
       " ['Turid Matthiesen', 'Klara Hansen'],\n",
       " ['Hamid Khedir Hussen', 'Bymuseet'],\n",
       " ['Inger Hovden', 'Irene Hagen'],\n",
       " ['Anita Vasstveit', 'Aase Gunn Nohr'],\n",
       " ['Cecilie Haug Eriksson', 'Roger Fjeldheim'],\n",
       " ['Kjersti Gulbrandsen', 'Bjørn Kristian Næss'],\n",
       " ['Rune Gjøvaag', 'Eigil Olsen'],\n",
       " ['Rune Gjøvaag', 'Trude Skarheim'],\n",
       " ['Paul Oskar Rosenquist', 'Eigil Olsen'],\n",
       " ['Svein Larsen', 'Bjørg Else Larsen'],\n",
       " ['Espen Antonsen', 'Terje Kristensen'],\n",
       " ['Jon Colbiørnsen', 'Anne Berg Siegel', 'Eve Dallas'],\n",
       " ['Jon Colbiørnsen', 'Bente Olsen'],\n",
       " ['Jon Colbiørnsen', 'Åsmund Ørn Færavaag'],\n",
       " ['Tom Rolf Engblom', 'Jan Fahle'],\n",
       " ['Anne Grete Nordrum', 'Jarl-Tore Holøyen'],\n",
       " ['Elin Stenerud', 'Terje Kristensen'],\n",
       " ['Lars Klepzig', 'Roger Fjeldheim'],\n",
       " ['Per Christen Øyan', 'Atle Røthe'],\n",
       " ['Mette Lise Bergh', 'Bymuseet'],\n",
       " ['Mette Lise Bergh', 'Nina Jernberg'],\n",
       " ['Elin Stenersen', 'Øyvind Andersen Askeland'],\n",
       " ['Elin Stenersen', 'Anna Marie Frost'],\n",
       " ['Elin Stenersen', 'Berit Borgenvik'],\n",
       " ['Elin Stenersen', 'Kari Beate Engh'],\n",
       " ['Elin Stenersen', 'Hilde Grythe'],\n",
       " ['Elin Stenersen', 'Per-Alexander Storberget'],\n",
       " ['Elin Stenersen', 'Dagfinn Hauge'],\n",
       " ['Ronny Mamelund', 'Eigil Olsen'],\n",
       " ['Silje Krogh Aarebrot', 'Terje Kristensen'],\n",
       " ['Ingar Opseth', 'Inga Scheen'],\n",
       " ['Anya K. Kristensen', 'Betty Kristiansen'],\n",
       " ['Solveig Kvarsnes', 'Klara Hansen', 'Kari Beate Engh'],\n",
       " ['Eva-rose Esplien', 'Bymuseet'],\n",
       " ['Liv Sand', 'Svein Ivar Riiser'],\n",
       " ['Marianne Sandvik Øverland', 'Klara Hansen', 'Kari Beate Engh'],\n",
       " ['Marianne Sandvik Øverland', 'Terje Kristensen'],\n",
       " ['Bettina Bækkevold', 'Bymuseet'],\n",
       " ['Bettina Bækkevold', 'Geir Arveng'],\n",
       " ['Martin Skaug Halsos', 'Atle P. Gundersen'],\n",
       " ['Tone Olsen Bakkeli', 'Bodil Weng'],\n",
       " ['Borghild Solberg', 'Bibi Løhren'],\n",
       " ['Tove Jahreie', 'Tycho D. Castberg'],\n",
       " ['Torjus Moland', 'Tycho D. Castberg'],\n",
       " ['Ronny Vif Hansen', 'Sissel Steensgaard'],\n",
       " ['Kjell Sterner', 'Terje Kristensen'],\n",
       " ['Гейр Аалберг', 'Helene Moe Slinning'],\n",
       " ['Гейр Аалберг', 'Kristian Frederik Brandt'],\n",
       " ['Eigil Olsen', 'Anita K. Stenersen'],\n",
       " ['Eigil Olsen', 'Tove Alm'],\n",
       " ['Eigil Olsen', 'Morten Hansen'],\n",
       " ['Eigil Olsen', 'Wenche Anita Kruse'],\n",
       " ['Eigil Olsen', 'MayBente Lie'],\n",
       " ['Eigil Olsen', 'Ingebjørg Flinterud'],\n",
       " ['Eigil Olsen', 'Terje I. Olsson'],\n",
       " ['Eigil Olsen', 'Lars Nilsen'],\n",
       " ['Eigil Olsen', 'Bjørn Roger Syversen'],\n",
       " ['Eigil Olsen', 'Inger Elisabeth Nygaard'],\n",
       " ['Eigil Olsen', 'Lene Halvorsen'],\n",
       " ['Eigil Olsen', 'Hendrik Halsne'],\n",
       " ['Eigil Olsen', 'Alfred Blakstad'],\n",
       " ['Eigil Olsen', 'Tore Jahrmann'],\n",
       " ['Eigil Olsen', 'Nini Raknes'],\n",
       " ['Eigil Olsen', 'Tom Bader'],\n",
       " ['Eigil Olsen', 'Svein Ole Braaten'],\n",
       " ['Eigil Olsen', 'Thor Frang-Hauge'],\n",
       " ['Eigil Olsen', 'Marit Amundsen'],\n",
       " ['Eigil Olsen', 'Einar Kvistaas Hansen'],\n",
       " ['Eigil Olsen', 'Atle P. Gundersen'],\n",
       " ['Eigil Olsen', 'Britt Ottesen'],\n",
       " ['Eigil Olsen', 'Hans Petter Jensen'],\n",
       " ['Arild Østberg', 'Klara Hansen'],\n",
       " ['Eva Minde', 'Geir Arveng'],\n",
       " ['Bjørn Øgaard', 'Ilmy Wethal Halland'],\n",
       " ['Agustin Villalpando', 'Ove Brandt'],\n",
       " ['Åshild By', 'Hans-Jacob Schultz'],\n",
       " ['Ida Røhne', 'Irene Hagen'],\n",
       " ['Marek Palma', 'Irene Hagen'],\n",
       " ['Birthe Caroline', 'Elisabeth Jamtveit'],\n",
       " ['Bente Buranello', 'Ingunn Kaalstad'],\n",
       " ['Bente Buranello', 'Kari Beate Engh', 'Ilmy Wethal Halland'],\n",
       " ['Bente Buranello', 'Kari Beate Engh', 'Eve Dallas'],\n",
       " ['Tommy Petersen', 'Jarle Petterson'],\n",
       " ['Torild Fevaag Hageberg', 'Kari Beate Engh'],\n",
       " ['Karin Kristiansen', 'Irene Hagen'],\n",
       " ['Vibeke Hjersing', 'Gerd Hilde Neset'],\n",
       " ['Svein Hvile', 'Roger Fjeldheim'],\n",
       " ['Jorunn Lund', 'Klara Hansen'],\n",
       " ['Marit Rasmussen', 'Tycho D. Castberg'],\n",
       " ['Marit Rasmussen', 'Laila Belle'],\n",
       " ['Marit Rasmussen', 'Dagfinn Hauge'],\n",
       " ['Marit Rasmussen', 'Inger Lise Myhre'],\n",
       " ['Ragnar Haugnes', 'Eva Johansen'],\n",
       " ['Unni Steen', 'Hendrik Halsne'],\n",
       " ['Unni Steen', 'Klara Hansen', 'Kari Beate Engh'],\n",
       " ['Unni Steen', 'Terje Kristensen'],\n",
       " ['Ilmy Wethal Halland', 'Betty Kristiansen'],\n",
       " ['Ilmy Wethal Halland', 'Klara Hansen', 'Kari Beate Engh'],\n",
       " ['Ilmy Wethal Halland', 'Irene Hagen'],\n",
       " ['Øivind Østang', 'Bibi Løhren'],\n",
       " ['Pål Krosby', 'Klara Hansen'],\n",
       " ['William Monsen Vangen', 'Roger Fjeldheim'],\n",
       " ['Siri Rådgiver', 'Betty Kristiansen'],\n",
       " ['Tom Nilsson', 'Jan-Erik Nielsen'],\n",
       " ['Tom Nilsson', 'Eve Dallas', 'Hans-Jacob Schultz'],\n",
       " ['Tom Nilsson', 'MayBente Lie'],\n",
       " ['Tom Nilsson', 'Else Bratne'],\n",
       " ['Tom Nilsson', 'Mette Dahl Thrane'],\n",
       " ['Tom Nilsson', 'Jan Erik Nordbæk'],\n",
       " ['Håkon Sandvik', 'Erik Asker'],\n",
       " ['Håkon Sandvik', 'Betty Kristiansen'],\n",
       " ['Marianne Cecilia Mobraaten', 'Roger Fjeldheim'],\n",
       " ['Jens Pettersen', 'Terje Kristensen'],\n",
       " ['Morten Algheim', 'Bymuseet'],\n",
       " ['Morten Algheim', 'Pål Barmo Lindal'],\n",
       " ['Morten Algheim', 'Björn B. Skjelstad'],\n",
       " ['Morten Algheim', 'Tom Nordlie'],\n",
       " ['Bjørg Margareth Høvik', 'Kristian Frederik Brandt'],\n",
       " ['June Hellstrøm', 'Bymuseet'],\n",
       " ['June Hellstrøm', 'Erik Sutterud'],\n",
       " ['Lidvar Langseth', 'Bymuseet', 'Klara Hansen'],\n",
       " ['Geir Arveng', 'Kate Torgersen'],\n",
       " ['Geir Arveng', 'Eve Dallas'],\n",
       " ['Else Bratne', 'Erik Ødegaard'],\n",
       " ['Else Bratne', 'Bodil Müller'],\n",
       " ['Else Bratne', 'Kristian Frederik Brandt', 'Betty Kristiansen'],\n",
       " ['Else Bratne', 'Kristian Frederik Brandt', 'Dagfinn Hauge'],\n",
       " ['Else Bratne', 'Kristian Frederik Brandt', 'Klara Hansen'],\n",
       " ['Else Bratne', 'Randi Brændeland'],\n",
       " ['Svein Gunnar Antonsen', 'Betty Kristiansen'],\n",
       " ['Jan Eikeset Knudsen', 'Lin Malin Ullern'],\n",
       " ['Jan Eikeset Knudsen', 'Margaret Johansen Walravens'],\n",
       " ['Jan Eikeset Knudsen', 'Jan Hilmar Hammer'],\n",
       " ['Jan Eikeset Knudsen', 'Eve Dallas'],\n",
       " ['Bodil Berg', 'Bymuseet'],\n",
       " ['Ingrid Hove', 'Betty Kristiansen'],\n",
       " ['Eva Johansen', 'Arild Avnsjø'],\n",
       " ['Eva Johansen', 'Wenche Anita Kruse'],\n",
       " ['Eva Johansen', 'Terje Kristensen', 'Kirsten Foss Davis'],\n",
       " ['Eva Johansen', 'Terje Kristensen', 'Kåre Jacobsen'],\n",
       " ['Eva Johansen', 'Terje Kristensen', 'Eve Dallas'],\n",
       " ['Eva Johansen', 'Terje Kristensen', 'Svenn Bjerkem'],\n",
       " ['Eva Johansen', 'Terje Kristensen', 'MayBente Lie'],\n",
       " ['Eva Johansen', 'Øivind Skjeveland'],\n",
       " ['Eva Johansen', 'Ove Brandt', 'Otto Stenhaug'],\n",
       " ['Eva Johansen', 'Tom Amundsen'],\n",
       " ['Eva Johansen', 'Pål Hansen Ukrut'],\n",
       " ['Eva Johansen', 'Einar Kvistaas Hansen'],\n",
       " ['Eva Johansen', 'Elisabeth Andresen'],\n",
       " ['Eva Johansen', 'Hans-Jacob Schultz', 'Eve Dallas'],\n",
       " ['Eva Johansen', 'Morten Netteland'],\n",
       " ['Eva Johansen', 'Marianne Malla Skogsletten'],\n",
       " ['Eva Johansen', 'Lene Kristine Holter Berggraf-Larsen'],\n",
       " ['Eva Johansen', 'Lars Andre Flakstad'],\n",
       " ['Eva Johansen', 'Wenche Gjelsten'],\n",
       " ['Eva Johansen', 'Kari Wally Enger'],\n",
       " ['Eva Johansen', 'Ingebjørg Flinterud'],\n",
       " ['Eva Johansen', 'Jan Fahle'],\n",
       " ['Eva Johansen', 'Randi Østbøll Pedersen'],\n",
       " ['Eva Johansen', 'Turid Holt'],\n",
       " ['Eva Johansen', 'Bjørn Roger Syversen'],\n",
       " ['Eva Johansen', 'Lars Nilsen'],\n",
       " ['Eva Johansen', 'Hendrik Halsne'],\n",
       " ['Eva Johansen', 'Alfred Blakstad'],\n",
       " ['Eva Johansen', 'Jan Hilmar Hammer'],\n",
       " ['Eva Johansen', 'Torunn Meyer Kleven'],\n",
       " ['Eva Johansen', 'Roger Kirchner'],\n",
       " ['Eva Johansen', 'Arne Larsen'],\n",
       " ['Eva Johansen', 'Thor Frang-Hauge'],\n",
       " ['Eva Johansen', 'Aina Jovic Skogstad'],\n",
       " ['Eva Johansen', 'Per Evensen'],\n",
       " ['Lin Malin Ullern', 'Erik Asker'],\n",
       " ['Lin Malin Ullern', 'Roger Fjeldheim'],\n",
       " ['Lin Malin Ullern', 'Betty Kristiansen'],\n",
       " ['Vidar M. Holmgren', 'Helena Neegaard'],\n",
       " ['Britt-Ingjerd Nesheim', 'Arild Johan Myrberg'],\n",
       " ['Tove Helgesen', 'MayBente Lie'],\n",
       " ['Christer Sæbø', 'Atle Røthe'],\n",
       " ['Sai Shangeeth T', 'Bjørn Kristian Næss'],\n",
       " ['Margaret Johansen Walravens', 'Torun Vargset Melum'],\n",
       " ['Margaret Johansen Walravens', 'Terje Kristensen'],\n",
       " ['Jens-Henrik Sørensen', 'Bymuseet'],\n",
       " ['Randi Brændeland', 'MayBente Lie'],\n",
       " ['Randi Brændeland', 'Steinar A Drage'],\n",
       " ['Randi Brændeland', 'Inga Scheen'],\n",
       " ['Randi Brændeland', 'Einar Dahl'],\n",
       " ['Randi Brændeland', 'Alfred Blakstad'],\n",
       " ['Randi Brændeland', 'Anders M. Mamen'],\n",
       " ['Kjell Egil Sterten', 'MayBente Lie'],\n",
       " ['Kate Torgersen', 'Ove Brandt'],\n",
       " ['Kate Torgersen', 'Irene Hagen'],\n",
       " ['Ellen Eriksen Tangen', 'Roger Fjeldheim'],\n",
       " ['Thorbjørn Matsen', 'MayBente Lie'],\n",
       " ['Tove Bøe', 'Betty Kristiansen', 'Terje Kristensen'],\n",
       " ['Elsa Børresen', 'Betty Kristiansen'],\n",
       " ['Gry Marie Bjørge', 'Mona Pisani'],\n",
       " ['Irene Hagen', 'Halina Thee'],\n",
       " ['Irene Hagen', 'Arne Rolf Langeland'],\n",
       " ['Irene Hagen', 'Jan Thorgersen'],\n",
       " ['Irene Hagen', 'Elin K. Stensrud'],\n",
       " ['Irene Hagen', 'Mette Boye'],\n",
       " ['Irene Hagen', 'Klaus Bøckman'],\n",
       " ['Irene Hagen', 'Kristin Schibbye'],\n",
       " ['Irene Hagen', 'Britt Ottesen'],\n",
       " ['Irene Hagen', 'Ingrid Kultom'],\n",
       " ['Irene Hagen', 'Sidsel Maier'],\n",
       " ['Irene Hagen', 'Tor Einar Haugen'],\n",
       " ['Irene Hagen', 'Kjersti Lindstrøm'],\n",
       " ['Irene Hagen', 'Anita K. Stenersen'],\n",
       " ['Irene Hagen', 'Nina Nessie Elisabeth Strand'],\n",
       " ['Irene Hagen', 'Tove Olsen'],\n",
       " ['Irene Hagen', 'MayBente Lie', 'Tone Riise'],\n",
       " ['Irene Hagen', 'Kirsten Foss Davis'],\n",
       " ['Irene Hagen', 'Knut Siegel'],\n",
       " ['Irene Hagen', 'Irene Romberg'],\n",
       " ['Irene Hagen', 'Pål Brandsæter'],\n",
       " ['Irene Hagen', 'Alfred Blakstad'],\n",
       " ['Irene Hagen', 'Mai Britt Wangen'],\n",
       " ['Irene Hagen', 'Svenn Bjerkem'],\n",
       " ['Irene Hagen', 'Lille Sørensen'],\n",
       " ['Irene Hagen', 'Morten Kielland Rygh'],\n",
       " ['Irene Hagen', 'Vivi C. Barth'],\n",
       " ['Irene Hagen', 'Merete Engh'],\n",
       " ['Irene Hagen', 'Tone Waksvik Moger'],\n",
       " ['Irene Hagen', 'Truls Tyreid'],\n",
       " ['Irene Hagen', 'Erik Andresen'],\n",
       " ['Irene Hagen', 'Kari Wedahl'],\n",
       " ['Irene Hagen', 'Karen Grimsrud'],\n",
       " ['Irene Hagen', 'Gro Sanner'],\n",
       " ['Gorm Gullo', 'Astrid Boysen'],\n",
       " ['Gorm Gullo', 'Ruben L Sandnes'],\n",
       " ['Svein Ivar Riiser', 'Aud Jørgensen'],\n",
       " ['Svein Ivar Riiser', 'Atle Røthe'],\n",
       " ['Svein Ivar Riiser', 'Inger Lerkerød'],\n",
       " ['Svein Ivar Riiser', 'Kari Beate Engh'],\n",
       " ['Elisabeth Swan Lund', 'Laila Belle'],\n",
       " ['Liss Langerud', 'Bjørn Kristian Næss'],\n",
       " ['Torill Veberg', 'Klara Hansen', 'Kari Beate Engh'],\n",
       " ['Arne Arnesen', 'Erik Asker'],\n",
       " ['Arne Arnesen', 'Betty Kristiansen'],\n",
       " ['Gudveig Johansen', 'Sidsel I. Tønnessen'],\n",
       " ['Gudveig Johansen', 'Bitten Lilleng'],\n",
       " ['Kjell Wangen', 'Bymuseet'],\n",
       " ['Egil T. L. Ekeland', 'Nina Jernberg'],\n",
       " ['Åge Skauby', 'Turid Holt'],\n",
       " ['Arve Andersen', 'Terje Kristensen'],\n",
       " ['Agnes Radich', 'André Hefferli'],\n",
       " ['Helene Moe Slinning', 'Per Steinar Håklev'],\n",
       " ['Helene Moe Slinning', 'Andreas Wrangell'],\n",
       " ['Helene Moe Slinning', 'Irene Plathán'],\n",
       " ['Helene Moe Slinning', 'Morten Johansen'],\n",
       " ['Mette Tomte', 'Hilde Bostad Norøm'],\n",
       " ['Klara Hansen', 'Wenche Anita Kruse'],\n",
       " ['Klara Hansen', 'John Sjøli'],\n",
       " ['Klara Hansen', 'Bymuseet', 'Randi Østbøll Pedersen'],\n",
       " ['Klara Hansen', 'Bymuseet', 'Eva Parborg'],\n",
       " ['Klara Hansen', 'Lene Lønseth Gunvaldsen'],\n",
       " ['Klara Hansen', 'Pål Hansen Ukrut'],\n",
       " ['Klara Hansen', 'Ingunn Kaalstad'],\n",
       " ['Klara Hansen', 'Lena Skadsdammen Thapa'],\n",
       " ['Klara Hansen', 'Kristian Frederik Brandt', 'Inger Elisabeth Nygaard'],\n",
       " ['Klara Hansen', 'Kari Beate Engh', 'Hilde Bostad Norøm'],\n",
       " ['Klara Hansen', 'Kari Beate Engh', 'Kjersti Lindstrøm'],\n",
       " ['Klara Hansen', 'Kari Beate Engh', 'Turid Andersson Bogstad'],\n",
       " ['Klara Hansen', 'Therese Billing de Armas'],\n",
       " ['Klara Hansen', 'Per Arne Iznogood'],\n",
       " ['Klara Hansen', 'Mona Pisani'],\n",
       " ['Klara Hansen', 'Tom Nordlie'],\n",
       " ['Klara Hansen', 'Tore Finnerud'],\n",
       " ['Klara Hansen', 'Petter Moe'],\n",
       " ['Klara Hansen', 'Liv Tyssvang'],\n",
       " ['Klara Hansen', 'Ingvill Hylen'],\n",
       " ['Klara Hansen', 'Trine S Austbø'],\n",
       " ['Klara Hansen', 'Brit Moe'],\n",
       " ['Klara Hansen', 'Ruth Braathen'],\n",
       " ['Klara Hansen', 'T.B. Hansen'],\n",
       " ['Dag Renberg', 'Bymuseet'],\n",
       " ['Dag Renberg', 'Terje Kristensen'],\n",
       " ['Elin Kristiansen', 'Vera Helèn Skaalerud Larsen'],\n",
       " ['Elin Kristiansen', 'Atle Røthe'],\n",
       " ['Elin Kristiansen', 'Betty Kristiansen', 'Terje Kristensen'],\n",
       " ['Thomas Karpow', 'Bjørn Kristian Næss'],\n",
       " ['Kristian Frederik Brandt', 'Nini Raknes'],\n",
       " ['Kristian Frederik Brandt', 'Tycho D. Castberg', 'Mona Lodberg'],\n",
       " ['Kristian Frederik Brandt', 'Tycho D. Castberg', 'Hendrik Halsne'],\n",
       " ['Kristian Frederik Brandt', 'Anne Aubert'],\n",
       " ['Kristian Frederik Brandt', 'Knut Wisting'],\n",
       " ['Kristian Frederik Brandt', 'Cato Melby'],\n",
       " ['Kristian Frederik Brandt', 'Per-Alexander Storberget'],\n",
       " ['Kristian Frederik Brandt', 'Betty Kristiansen', 'Hendrik Halsne'],\n",
       " ['Kristian Frederik Brandt', 'Betty Kristiansen', 'Hans-Jacob Schultz'],\n",
       " ['Kristian Frederik Brandt', 'Betty Kristiansen', 'Inger Elisabeth Nygaard'],\n",
       " ['Kristian Frederik Brandt', 'Betty Kristiansen', 'Thor Frang-Hauge'],\n",
       " ['Kristian Frederik Brandt', 'Dagfinn Hauge', 'Hendrik Halsne'],\n",
       " ['Kristian Frederik Brandt', 'Dagfinn Hauge', 'Hans-Jacob Schultz'],\n",
       " ['Kristian Frederik Brandt', 'Jarl-Tore Holøyen'],\n",
       " ['Harald Elvehøi', 'Børre Austmann'],\n",
       " ['Anne Sofie Sanden', 'Ruth Rasmussen'],\n",
       " ['Ronny Arnesen', 'Bymuseet'],\n",
       " ['Turid Andresen', 'Jon Strand'],\n",
       " ['Turid Andresen', 'Nina Fongaard Ramm'],\n",
       " ['Aud Kamphaug Koc', 'Per-Alexander Storberget'],\n",
       " ['Steinar Martin Vestli', 'Trine S Austbø'],\n",
       " ['Steinar Martin Vestli', 'Björn B. Skjelstad'],\n",
       " ['Steinar Martin Vestli', 'Børre Austmann'],\n",
       " ['Truls Tyreid', 'Bymuseet'],\n",
       " ['Guri Olsen', 'Bitten Lilleng'],\n",
       " ['Bjørg Else Larsen', 'Bymuseet'],\n",
       " ['Dagfinn Hauge', 'Tom Amundsen'],\n",
       " ['Dagfinn Hauge', 'Eve Dallas', 'Hans-Jacob Schultz'],\n",
       " ['Dagfinn Hauge', 'Fred Søndby'],\n",
       " ['Dagfinn Hauge', 'MayBente Lie'],\n",
       " ['Dagfinn Hauge', 'Ingebjørg Flinterud'],\n",
       " ['Dagfinn Hauge', 'Inga Scheen'],\n",
       " ['Dagfinn Hauge', 'Alfred Blakstad'],\n",
       " ['Dagfinn Hauge', 'Jan Hilmar Hammer'],\n",
       " ['Kari Haukaas', 'Betty Kristiansen'],\n",
       " ['Wenche Anita Kruse', 'Laila Belle'],\n",
       " ['Wenche Anita Kruse', 'Sissel Steensgaard'],\n",
       " ['Anne Berghøi', 'Ingeborg Heiestad'],\n",
       " ['Arild Moe', 'Laila Belle'],\n",
       " ['Bjørn Kristian Næss', 'Hanne Olberg'],\n",
       " ['Bjørn Kristian Næss', 'Jim Øktner'],\n",
       " ['Bjørn Kristian Næss', 'Kristoffer Olberg'],\n",
       " ['Bjørn Kristian Næss', 'Even Påbass'],\n",
       " ['Einar Dahl', 'Roger Fjeldheim'],\n",
       " ['Einar Dahl', 'Laila Belle'],\n",
       " ['Anne M. Ulven', 'Terje Kristensen'],\n",
       " ['Kjell Erik Antonsen', 'Roger Fjeldheim'],\n",
       " ['Bibi Løhren', 'Ragnar Otterstad'],\n",
       " ['Bibi Løhren', 'MayBente Lie'],\n",
       " ['Bibi Løhren', 'Per Evensen'],\n",
       " ['Bibi Løhren', 'Bjørn Roger Syversen'],\n",
       " ['Bibi Løhren', 'Alfred Blakstad'],\n",
       " ['Bibi Løhren', 'Jan Hilmar Hammer'],\n",
       " ['Rune Hoelseth', 'MayBente Lie'],\n",
       " ['Ole Christian Trolle Andersen', 'Beate Winther'],\n",
       " ['Cato Melby', 'Jon Strand'],\n",
       " ['Cato Melby', 'Thor Lindhardt'],\n",
       " ['Torill Weigaard', 'Sissel Steensgaard'],\n",
       " ['Kris Eklo', 'Tycho D. Castberg'],\n",
       " ['Helle Merete Møller Andersen', 'Terje Kristensen'],\n",
       " ['Eva Monica Jahns', 'Ragnhild Bessie Arnø', 'MayBente Lie'],\n",
       " ['Eva Monica Jahns', 'Bymuseet'],\n",
       " ['Aase Gunn Nohr', 'Elisabeth Sarafina Nohr'],\n",
       " ['Trond Flaarud', 'Thor Lindhardt'],\n",
       " ['Erik Asker', 'Thor Frang-Hauge'],\n",
       " ['Erik Asker', 'Mette Hedman'],\n",
       " ['Erik Asker', 'MayBente Lie', 'Ester Danielsen'],\n",
       " ['Erik Asker', 'Bjørn Roger Syversen'],\n",
       " ['Erik Asker', 'Alfred Blakstad'],\n",
       " ['Erik Asker', 'Jan Hilmar Hammer'],\n",
       " ['Erik Asker', 'Ragna Karina Priddy'],\n",
       " ['Thor Lindhardt', 'Kåre Jacobsen'],\n",
       " ['Thor Lindhardt', 'Hendrik Halsne'],\n",
       " ['Thor Lindhardt', 'Nina Nessie Elisabeth Strand'],\n",
       " ['Thor Lindhardt', 'Tom Bendixen'],\n",
       " ['Vigdis Haave', 'Pål Barmo Lindal'],\n",
       " ['Morten Netteland', 'Sidsel I. Tønnessen'],\n",
       " ['Dag Jørgensen', 'Mats Velle Frøyen'],\n",
       " ['Jostein Waterloo', 'Terje Kristensen'],\n",
       " ['Tommy Myrvang', 'Hendrik Halsne'],\n",
       " ['Tommy Myrvang', 'Hans-Jacob Schultz'],\n",
       " ['Inger Lise Myhre', 'Jan Fahle'],\n",
       " ['Tom Nordlie', 'Lise Ernfridsdatter Høier'],\n",
       " ['Tom Nordlie', 'Jarl Fleischer'],\n",
       " ['Tom Nordlie', 'Ingeborg Heiestad'],\n",
       " ['Jan Erik Aas', 'T.B. Hansen'],\n",
       " ['Jan Erik Aas', 'Ragna Karina Priddy'],\n",
       " ['Lennart Bik', 'Terje Kristensen'],\n",
       " ['Jarl Rudy Johansen', 'Turid Rogstad'],\n",
       " ['Anne Berg Siegel', 'Atle Røthe', 'Eve Dallas'],\n",
       " ['Anne Berg Siegel', 'Ingebjørg Flinterud'],\n",
       " ['Anne Berg Siegel', 'Ivar Per Johansen'],\n",
       " ['Britt Floberg', 'Terje Kristensen'],\n",
       " ['Wilhelm Wisbech', 'Jørgen Engebrethsen'],\n",
       " ['Arne Larsen', 'Tycho D. Castberg'],\n",
       " ['Björn B. Skjelstad', 'Henning Gabrielsen'],\n",
       " ['Björn B. Skjelstad', 'Turid Holt'],\n",
       " ['Björn B. Skjelstad', 'Sindre Østerås'],\n",
       " ['Marit Gustavsen', 'Siv Korneliussen'],\n",
       " ['Britt Christensen', 'MayBente Lie'],\n",
       " ['Karin Steen', 'Roger Fjeldheim'],\n",
       " ['Venke Austang', 'Terje Kristensen'],\n",
       " ['Hanne Christensen', 'John Sjøli'],\n",
       " ['Hanne Christensen', 'May Thyberg'],\n",
       " ['Hanne Christensen', 'Jan Fahle'],\n",
       " ['Ivar Per Johansen', 'Sascha Rødsten'],\n",
       " ['Mona Pisani', 'Kari Rudsjordet'],\n",
       " ['Frank Vidar Rystad', 'Terje Kristensen'],\n",
       " ['Marit Rolland', 'Thor Frang-Hauge'],\n",
       " ['Jax Tangen', 'Victoria Isabel Kirkeland'],\n",
       " ['Anne Marie Lindblad Jensen', 'Vera Helèn Skaalerud Larsen'],\n",
       " ['Knut Lutro', 'Eve Dallas'],\n",
       " ['Trude Skarheim', 'Jarl-Tore Holøyen'],\n",
       " ['Trude Skarheim', 'MayBente Lie'],\n",
       " ['Eva Kirsten Rustad', 'Tone Riise'],\n",
       " ['Turid Winje', 'Sissel Steensgaard'],\n",
       " ['Jarl-Tore Holøyen', 'Ester Danielsen'],\n",
       " ['Jarl-Tore Holøyen', 'Nina Jernberg'],\n",
       " ['Jarl-Tore Holøyen', 'Ove Brandt'],\n",
       " ['Jarl-Tore Holøyen', 'Laila Belle'],\n",
       " ['Jarl-Tore Holøyen', 'Terje Kristensen'],\n",
       " ['Jens Lampe Rongstad', 'Stein Hammerstad'],\n",
       " ['Bymuseet', 'Helge Olav Fjugstad'],\n",
       " ['Bymuseet', 'Tycho D. Castberg', 'Inga Scheen'],\n",
       " ['Bymuseet', 'Carolynn A. Rhodes'],\n",
       " ['Bymuseet', 'Mona Heffermehl'],\n",
       " ['Bymuseet', 'Kåre Norman Eriksen'],\n",
       " ['Bymuseet', 'Gro Markhus'],\n",
       " ['Bymuseet', 'Vera Helèn Skaalerud Larsen'],\n",
       " ['Bymuseet', 'Otto Stenhaug'],\n",
       " ['Bymuseet', 'Terje Syvertsen'],\n",
       " ['Bymuseet', 'Per-Alexander Storberget'],\n",
       " ['Bymuseet', 'Sissel Forseth'],\n",
       " ['Bymuseet', 'May-Sylvi Nilsen'],\n",
       " ['Bymuseet', 'Bent Are Holmsen'],\n",
       " ['Bodil Müller', 'Roger Fjeldheim'],\n",
       " ['Eva Skogland', 'Jacob Nordahl-Hansen'],\n",
       " ['Siri Blesvik', 'Kari Noren'],\n",
       " ['Siri Blesvik', 'MayBente Lie'],\n",
       " ['Jerry Lee Moe', 'Terje Kristensen'],\n",
       " ['Bjørg Kibsgaard', 'Anna Marie Frost'],\n",
       " ['Käthe Hermstad', 'Roger Fjeldheim'],\n",
       " ['Käthe Hermstad', 'Betty Kristiansen', 'Terje Kristensen'],\n",
       " ['Ruben L Sandnes', 'Ingjerd Bottre Andresen'],\n",
       " ['Margaret Nilsson', 'Anna Marie Frost'],\n",
       " ['Finn Kampestuen-Berntzen', 'Arild Avnsjø'],\n",
       " ['Finn Kampestuen-Berntzen', 'Andres Gonzalez Roli'],\n",
       " ['Finn Kampestuen-Berntzen', \"'Lena Ulriksen\"],\n",
       " ['Finn Kampestuen-Berntzen', 'Inga Scheen', 'Hilde Ellevold'],\n",
       " ['Finn Kampestuen-Berntzen', 'Inga Scheen', 'Ragna Karina Priddy'],\n",
       " ['Finn Kampestuen-Berntzen', 'Terje Kristensen', 'Nina Padmanabhan'],\n",
       " ['Finn Kampestuen-Berntzen', 'Terje Kristensen', 'Kåre Jacobsen'],\n",
       " ['Finn Kampestuen-Berntzen', 'Terje Kristensen', 'Eve Dallas'],\n",
       " ['Finn Kampestuen-Berntzen', 'Terje Kristensen', 'Svenn Bjerkem'],\n",
       " ['Finn Kampestuen-Berntzen', 'Terje Kristensen', 'MayBente Lie'],\n",
       " ['Finn Kampestuen-Berntzen', 'Pål Magne Johansen'],\n",
       " ['Finn Kampestuen-Berntzen', 'Isak Ree'],\n",
       " ['Finn Kampestuen-Berntzen', 'Nina Vestby'],\n",
       " ['Finn Kampestuen-Berntzen', 'May-Sylvi Nilsen'],\n",
       " ['Finn Kampestuen-Berntzen', 'Siv Andreassen'],\n",
       " ['Finn Kampestuen-Berntzen', 'Pål Hansen Ukrut'],\n",
       " ['Finn Kampestuen-Berntzen', 'Janne Lysholm'],\n",
       " ['Finn Kampestuen-Berntzen', 'Tom Amundsen'],\n",
       " ['Finn Kampestuen-Berntzen', 'Ove Brandt', 'Eve Dallas'],\n",
       " ['Finn Kampestuen-Berntzen', 'Mujtaba Hussain'],\n",
       " ['Finn Kampestuen-Berntzen', 'Carolynn A. Rhodes'],\n",
       " ['Finn Kampestuen-Berntzen', 'Einar Kvistaas Hansen'],\n",
       " ['Finn Kampestuen-Berntzen', 'Anne Marie Billington'],\n",
       " ['Finn Kampestuen-Berntzen', 'Max Aakre Kristiansen'],\n",
       " ['Finn Kampestuen-Berntzen', 'Kari Noren'],\n",
       " ['Finn Kampestuen-Berntzen', 'Lars Andre Flakstad'],\n",
       " ['Finn Kampestuen-Berntzen', 'Berit Samsing'],\n",
       " ['Finn Kampestuen-Berntzen', 'Diderik Sirnes'],\n",
       " ['Finn Kampestuen-Berntzen',\n",
       "  'Nina Nessie Elisabeth Strand',\n",
       "  'Roger Fjeldheim'],\n",
       " ['Finn Kampestuen-Berntzen', 'Kari Wally Enger'],\n",
       " ['Finn Kampestuen-Berntzen', 'Gunnar Berg Kristoffersen'],\n",
       " ['Finn Kampestuen-Berntzen', 'Ingebjørg Flinterud'],\n",
       " ['Finn Kampestuen-Berntzen', 'Jarle Rydningen'],\n",
       " ['Finn Kampestuen-Berntzen', 'Tore Finnerud'],\n",
       " ['Finn Kampestuen-Berntzen', 'Lars Nilsen'],\n",
       " ['Finn Kampestuen-Berntzen', 'Inger Elisabeth Nygaard'],\n",
       " ['Finn Kampestuen-Berntzen', 'Bjørn Roger Syversen', 'Roger Fjeldheim'],\n",
       " ['Finn Kampestuen-Berntzen', 'Alfred Blakstad'],\n",
       " ['Finn Kampestuen-Berntzen', 'Roger Fjeldheim', 'Jan Hilmar Hammer'],\n",
       " ['Finn Kampestuen-Berntzen', 'Roger Fjeldheim', 'Eve Dallas'],\n",
       " ['Finn Kampestuen-Berntzen', 'Roger Fjeldheim', 'Thor Frang-Hauge'],\n",
       " ['Finn Kampestuen-Berntzen', 'Andreas Wrangell'],\n",
       " ['Finn Kampestuen-Berntzen', 'Berit Løkken'],\n",
       " ['Finn Kampestuen-Berntzen', 'Georg Wendt'],\n",
       " ['Finn Kampestuen-Berntzen', 'Beda Schei-forbord'],\n",
       " ['Finn Kampestuen-Berntzen', 'Anne Marie Müller'],\n",
       " ['Finn Kampestuen-Berntzen', 'Eva Parborg'],\n",
       " ['Finn Kampestuen-Berntzen', 'Jorun Pedersen'],\n",
       " ['Finn Kampestuen-Berntzen', 'Jan Erik Nordbæk'],\n",
       " ['Finn Kampestuen-Berntzen', 'Stein Hammerstad'],\n",
       " ['Sascha René Anonsen', 'Terje Kristensen'],\n",
       " ['Mats Sollie', 'Per-Alexander Storberget'],\n",
       " ['Hans-Christian Bøhler', 'Atle Røthe'],\n",
       " ['Grethe Velta', 'MayBente Lie'],\n",
       " ['Anne-grethe Skott', 'Betty Kristiansen'],\n",
       " ['Marianne Ohlsson', 'Nina Bugge Rigault'],\n",
       " ['Mona Heffermehl', 'Bitten Syversen'],\n",
       " ['Jørgen Haavardsholm', 'Betty Kristiansen'],\n",
       " ['Jonathan Birkelund', 'Betty Kristiansen'],\n",
       " ['Turid Andersson Bogstad', 'Kari Beate Engh', 'Heidi Åstorp Eriksen'],\n",
       " ['Henning Gabrielsen', 'Sissel Steensgaard'],\n",
       " ['Henning Gabrielsen', 'Terje Kristensen'],\n",
       " [\"Møez J'øma\", 'Betty Kristiansen'],\n",
       " ['Hein Thorleif Ferre', 'Eve Dallas'],\n",
       " ['Jan-Erik Nielsen', 'Vera Helèn Skaalerud Larsen'],\n",
       " ['Karen Sund', 'Sigurd Müller'],\n",
       " ['Frode Lindahl', 'Stein Hammerstad'],\n",
       " ['Frode Lindahl', 'MayBente Lie'],\n",
       " ['Bodil Weng', 'MayBente Lie'],\n",
       " ['Sascha Rødsten', 'Hendrik Halsne'],\n",
       " ['Sascha Rødsten', 'Arild Avnsjø'],\n",
       " ['Atle P. Gundersen', 'Heidi Åstorp Eriksen'],\n",
       " ['Atle P. Gundersen', 'Bodil Anette Haugen'],\n",
       " ['Helena Neegaard', 'Elisabeth Mortensen'],\n",
       " ['Solveig Sønvisen', 'Stig Rolfsen'],\n",
       " ['Tone Riise', 'Per Evensen'],\n",
       " ['Tone Riise', 'Krister Siljan'],\n",
       " ['Tone Riise', 'Ruth-Eva Aarsand Henriksen'],\n",
       " ['Heidi Åstorp Eriksen', 'Ingeborg Heiestad'],\n",
       " ['Erik Engan', 'Jan Øistein Tønsberg'],\n",
       " ['Betty Kristiansen', 'Torun Vargset Melum', 'Eve Dallas'],\n",
       " ['Betty Kristiansen', 'Eve Dallas', 'Hans-Jacob Schultz'],\n",
       " ['Betty Kristiansen', 'Eve Dallas', 'Terje Kristensen'],\n",
       " ['Betty Kristiansen', 'MayBente Lie', 'Ester Danielsen'],\n",
       " ['Betty Kristiansen', 'MayBente Lie', 'Terje Kristensen'],\n",
       " ['Betty Kristiansen', 'Ingebjørg Flinterud'],\n",
       " ['Betty Kristiansen', 'Jan Fahle'],\n",
       " ['Betty Kristiansen', 'Anne Mitsem Borgersen'],\n",
       " ['Betty Kristiansen', 'Otto Stenhaug'],\n",
       " ['Betty Kristiansen', 'Turid Høiberget Nilsen'],\n",
       " ['Betty Kristiansen', 'Bjørn Roger Syversen'],\n",
       " ['Betty Kristiansen', 'Alfred Blakstad'],\n",
       " ['Betty Kristiansen', 'Jan Hilmar Hammer'],\n",
       " ['Betty Kristiansen', 'Ragna Karina Priddy'],\n",
       " ['Vera Helèn Skaalerud Larsen', 'Ingebjørg Flinterud'],\n",
       " ['Vera Helèn Skaalerud Larsen', 'Thomas Tellander'],\n",
       " ['Vera Helèn Skaalerud Larsen', 'Sigurd Holthe Oymoen'],\n",
       " ['Vera Helèn Skaalerud Larsen', 'Lars Andre Flakstad'],\n",
       " ['Vera Helèn Skaalerud Larsen', 'Svein Christoffersen'],\n",
       " ['Vera Helèn Skaalerud Larsen', 'Liv Aakvik'],\n",
       " ['Beate Winther', 'Turid Rogstad'],\n",
       " ['Torun Vargset Melum', 'Ingjerd Bottre Andresen'],\n",
       " ['Konvall Tom', 'Kirsten Foss Davis'],\n",
       " ['Per Gøran Erichsen', 'Terje Kristensen'],\n",
       " ['Kari Rudsjordet', 'MayBente Lie'],\n",
       " ['Sissel Steensgaard', 'Eve Dallas', 'Hans-Jacob Schultz'],\n",
       " ['Sissel Steensgaard', 'MayBente Lie'],\n",
       " ['Sissel Steensgaard', 'Per Evensen'],\n",
       " ['Sissel Steensgaard', 'Tore Andresen'],\n",
       " ['Sissel Steensgaard', 'Astrid Boysen'],\n",
       " ['Sissel Steensgaard', 'Randi Østbøll Pedersen', 'Berit Løkken'],\n",
       " ['Sissel Steensgaard', 'Hendrik Halsne'],\n",
       " ['Aud Jørgensen', 'Ove Brandt'],\n",
       " ['Atle Røthe', 'Jan Fahle'],\n",
       " ['Atle Røthe', 'Inger Elisabeth Nygaard'],\n",
       " ['Atle Røthe', 'Toini Norrgrén Thommessen'],\n",
       " ['Bitten Lilleng', 'MayBente Lie'],\n",
       " ['Jens Glenning', 'Terje Kristensen'],\n",
       " ['Ruth Rasmussen', 'Sonja Gabrielsen'],\n",
       " ['Sindre Østerås', 'Terje Kristensen'],\n",
       " ['Frank Larsen', 'Terje Kristensen'],\n",
       " ['Kari Beate Engh', 'Lill Gansmoe'],\n",
       " ['Britt Ottesen', 'Roger Fjeldheim'],\n",
       " ['Otto Stenhaug', 'Roger Fjeldheim'],\n",
       " ['Per-Alexander Storberget', 'Eve Dallas'],\n",
       " ['Per-Alexander Storberget', 'Lill Gansmoe'],\n",
       " ['Per-Alexander Storberget', 'MayBente Lie'],\n",
       " ['Kjell Berg', 'Terje Kristensen'],\n",
       " ['John Westbye', 'Ingeborg Heiestad'],\n",
       " ['Irene Plathán', 'Laila Belle'],\n",
       " ['Irene Plathán', 'Inga Scheen'],\n",
       " ['Nina Jernberg', 'MayBente Lie'],\n",
       " ['Kjell Thorleif Johnsen', 'Terje Kristensen'],\n",
       " ['Randi Østbøll Pedersen', 'Ingeborg Heiestad'],\n",
       " ['Turid Holt', 'Laila Belle'],\n",
       " ['Karin Madsø', 'Roger Fjeldheim'],\n",
       " ['Per Evensen', 'Tycho D. Castberg'],\n",
       " ['Jon-anders Wilhelmsen', 'Terje Kristensen'],\n",
       " ['Sidsel I. Tønnessen', 'Hendrik Halsne'],\n",
       " ['Sidsel I. Tønnessen', 'MayBente Lie'],\n",
       " ['Aase Lindam Sveen', 'Anne Elisabeth Holmen'],\n",
       " ['Tycho D. Castberg', 'Bjørn Roger Syversen'],\n",
       " ['Tycho D. Castberg', 'Eve Dallas'],\n",
       " ['Tycho D. Castberg', 'MayBente Lie'],\n",
       " ['Jarle Petterson', 'Hendrik Halsne'],\n",
       " ['Jarle Petterson', 'Tom Amundsen'],\n",
       " ['Tor Erik Häll', 'Alfred Blakstad'],\n",
       " ['Ruth Braathen', 'Roger Fjeldheim'],\n",
       " ['Ingeborg Heiestad', 'Alfred Blakstad'],\n",
       " ['Laila Belle', 'Thor Frang-Hauge'],\n",
       " ['Laila Belle', 'Anne Marie Billington'],\n",
       " ['Laila Belle', 'Jan Hilmar Hammer'],\n",
       " ['Laila Belle', 'MayBente Lie']]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cliques = [c for c in nx.find_cliques(nxg)]\n",
    "cliques"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9oZ9JbfKXwIY6E7Vb8Wi2ZPyK7gIX0l69c/N1+ojKqVjVWKq+xCIlxRaqeMpx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69I38L3EZWhJrhFHuOR1lwhvyQaW4jLWxaJerH0lRHWRdvMbVewSTapcnVqymt5ArmKj2Zoi25W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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a1a5668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "nx.draw(nxg)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{\"'Lena Ulriksen\": 0,\n",
       " 'Aase Gunn Nohr': 0,\n",
       " 'Aase Lindam Sveen': 0,\n",
       " 'Agnes Radich': 1,\n",
       " 'Agustin Villalpando': 1,\n",
       " 'Aina Jovic Skogstad': 0,\n",
       " 'Alfred Blakstad': 2,\n",
       " 'Anders M. Mamen': 1,\n",
       " 'Anders Rudi Jansen': 1,\n",
       " 'Andre Heier': 1,\n",
       " 'Andreas Wrangell': 0,\n",
       " 'Andres Gonzalez Roli': 0,\n",
       " 'André Hefferli': 0,\n",
       " 'Anita K. Stenersen': 1,\n",
       " 'Anita Kolloen': 1,\n",
       " 'Anita Vasstveit': 1,\n",
       " 'Anna Marie Frost': 0,\n",
       " 'Anne Aubert': 0,\n",
       " 'Anne Berg Siegel': 0,\n",
       " 'Anne Berghøi': 1,\n",
       " 'Anne Berit Nesne': 1,\n",
       " 'Anne Elisabeth Holmen': 1,\n",
       " 'Anne Grete Huken Raad': 2,\n",
       " 'Anne Grete Nordrum': 0,\n",
       " 'Anne M. Ulven': 1,\n",
       " 'Anne Marie Billington': 2,\n",
       " 'Anne Marie Lindblad Jensen': 1,\n",
       " 'Anne Marie Müller': 0,\n",
       " 'Anne Marit Waaler Solberg': 2,\n",
       " 'Anne Mitsem Borgersen': 0,\n",
       " 'Anne Nordahl': 1,\n",
       " 'Anne Sofie Sanden': 0,\n",
       " 'Anne-Karine Tohje': 2,\n",
       " 'Anne-Marie Øverland': 1,\n",
       " 'Anne-grethe Skott': 0,\n",
       " 'Anya K. Kristensen': 0,\n",
       " 'Arild Avnsjø': 2,\n",
       " 'Arild Johan Myrberg': 0,\n",
       " 'Arild Moe': 2,\n",
       " 'Arild Østberg': 1,\n",
       " 'Arne Arnesen': 2,\n",
       " 'Arne Larsen': 2,\n",
       " 'Arne Rolf Langeland': 2,\n",
       " 'Arve Andersen': 1,\n",
       " 'Astrid Boysen': 1,\n",
       " 'Atle P. Gundersen': 1,\n",
       " 'Atle Røthe': 1,\n",
       " 'Aud Jørgensen': 1,\n",
       " 'Aud Kamphaug Koc': 1,\n",
       " 'Beate Myhre': 0,\n",
       " 'Beate Winther': 1,\n",
       " 'Beda Schei-forbord': 0,\n",
       " 'Bent Are Holmsen': 0,\n",
       " 'Bente Buranello': 0,\n",
       " 'Bente Olsen': 0,\n",
       " 'Berit Borgenvik': 1,\n",
       " 'Berit Løkken': 3,\n",
       " 'Berit Samsing': 0,\n",
       " 'Bettina Bækkevold': 2,\n",
       " 'Betty Kristiansen': 1,\n",
       " 'Bibi Løhren': 0,\n",
       " 'Birthe Caroline': 0,\n",
       " 'Bitten Lilleng': 0,\n",
       " 'Bitten Syversen': 1,\n",
       " 'Björn B. Skjelstad': 1,\n",
       " 'Bjørg Else Larsen': 0,\n",
       " 'Bjørg Kibsgaard': 1,\n",
       " 'Bjørg Margareth Høvik': 0,\n",
       " 'Bjørn Bakken': 0,\n",
       " 'Bjørn Kristian Næss': 0,\n",
       " 'Bjørn Nilsen': 0,\n",
       " 'Bjørn Roger Syversen': 2,\n",
       " 'Bjørn Tore Cohn': 1,\n",
       " 'Bjørn Øgaard': 0,\n",
       " 'Bodil Anette Haugen': 0,\n",
       " 'Bodil Berg': 0,\n",
       " 'Bodil Bjørberg': 1,\n",
       " 'Bodil Müller': 2,\n",
       " 'Bodil Strand': 1,\n",
       " 'Bodil Weng': 0,\n",
       " 'Borghild Solberg': 1,\n",
       " 'Brit Lindahl': 0,\n",
       " 'Brit Moe': 1,\n",
       " 'Britt Christensen': 0,\n",
       " 'Britt Floberg': 1,\n",
       " 'Britt Ottesen': 1,\n",
       " 'Britt-Ingjerd Nesheim': 1,\n",
       " 'Burak Altunay': 1,\n",
       " 'Bymuseet': 1,\n",
       " 'Børre Austmann': 1,\n",
       " 'Carolynn A. Rhodes': 0,\n",
       " 'Cato Melby': 1,\n",
       " 'Cecilie Haug Eriksson': 1,\n",
       " 'Christer Sæbø': 0,\n",
       " 'Dag Jørgensen': 0,\n",
       " 'Dag Renberg': 2,\n",
       " 'Dagfinn Hauge': 0,\n",
       " 'Diderik Sirnes': 0,\n",
       " 'Egil T. L. Ekeland': 1,\n",
       " 'Eigil Olsen': 0,\n",
       " 'Einar Dahl': 2,\n",
       " 'Einar Kvistaas Hansen': 2,\n",
       " 'Einar Sørlie': 1,\n",
       " 'Eivind Klausen': 1,\n",
       " 'Elin K. Stensrud': 1,\n",
       " 'Elin Kristiansen': 2,\n",
       " 'Elin Stenersen': 2,\n",
       " 'Elin Stenerud': 1,\n",
       " 'Elisabeth Andresen': 0,\n",
       " 'Elisabeth Jamtveit': 1,\n",
       " 'Elisabeth Mortensen': 1,\n",
       " 'Elisabeth Olsen': 0,\n",
       " 'Elisabeth Sarafina Nohr': 1,\n",
       " 'Elisabeth Swan Lund': 1,\n",
       " 'Ellen Eriksen Tangen': 1,\n",
       " 'Ellen Kr Olsen': 2,\n",
       " 'Ellen Westberg Andersen': 0,\n",
       " 'Elling Borgersrud': 1,\n",
       " 'Elsa Børresen': 0,\n",
       " 'Else Bratne': 3,\n",
       " 'Else Marie Pettersen': 0,\n",
       " 'Erik Andresen': 1,\n",
       " 'Erik Asker': 0,\n",
       " 'Erik Bergløv Eriksen': 0,\n",
       " 'Erik Engan': 0,\n",
       " 'Erik Sutterud': 1,\n",
       " 'Erik Ødegaard': 0,\n",
       " 'Espen Antonsen': 1,\n",
       " 'Ester Danielsen': 3,\n",
       " 'Eva Eliesen': 1,\n",
       " 'Eva Johansen': 1,\n",
       " 'Eva Kirsten Rustad': 0,\n",
       " 'Eva Minde': 1,\n",
       " 'Eva Monica Jahns': 0,\n",
       " 'Eva Parborg': 2,\n",
       " 'Eva Skogland': 0,\n",
       " 'Eva-Britt Sandbæk': 0,\n",
       " 'Eva-rose Esplien': 0,\n",
       " 'Eve Dallas': 2,\n",
       " 'Even Påbass': 1,\n",
       " 'Finn Kampestuen-Berntzen': 1,\n",
       " 'Frank Larsen': 1,\n",
       " 'Frank Vidar Rystad': 1,\n",
       " 'Fred Søndby': 2,\n",
       " 'Frode Kollbær': 0,\n",
       " 'Frode Lindahl': 1,\n",
       " 'Frode Pettersen Hammer': 1,\n",
       " 'Geir Arveng': 0,\n",
       " 'Georg Wendt': 0,\n",
       " 'Gerd Hilde Neset': 0,\n",
       " 'Gerd Thorstensen': 1,\n",
       " 'Giske Stang': 1,\n",
       " 'Gorm Gullo': 2,\n",
       " 'Grethe Elisabeth Sandsundet-hanssen': 0,\n",
       " 'Grethe Møller': 0,\n",
       " 'Grethe Velta': 0,\n",
       " 'Gro Markhus': 0,\n",
       " 'Gro Sanner': 1,\n",
       " 'Gry Marie Bjørge': 0,\n",
       " 'Gudveig Johansen': 1,\n",
       " 'Gunhild Johanne Ekra': 1,\n",
       " 'Gunnar Berg Kristoffersen': 0,\n",
       " 'Gunnar Gundersen': 0,\n",
       " 'Guri Olsen': 1,\n",
       " 'Halina Thee': 1,\n",
       " 'Hamid Khedir Hussen': 0,\n",
       " 'Hanne Christensen': 1,\n",
       " 'Hanne Olberg': 1,\n",
       " 'Hans Petter Jensen': 1,\n",
       " 'Hans-Christian Bøhler': 0,\n",
       " 'Hans-Jacob Schultz': 3,\n",
       " 'Harald Elvehøi': 0,\n",
       " 'Harald Steinsrud': 0,\n",
       " 'Hege Lindhardt Thoresen': 1,\n",
       " 'Heidi Brander': 0,\n",
       " 'Heidi Åstorp Eriksen': 3,\n",
       " 'Hein Thorleif Ferre': 0,\n",
       " 'Helena Neegaard': 0,\n",
       " 'Helene Moe Slinning': 1,\n",
       " 'Helge Norvalls': 1,\n",
       " 'Helge Olav Fjugstad': 0,\n",
       " 'Helge Svestad': 1,\n",
       " 'Helle Merete Møller Andersen': 1,\n",
       " 'Hendrik Halsne': 3,\n",
       " 'Henning Gabrielsen': 2,\n",
       " 'Henry Marthinsen': 0,\n",
       " 'Hilde Bostad Norøm': 2,\n",
       " 'Hilde Ellevold': 0,\n",
       " 'Hilde Grythe': 0,\n",
       " 'Håkon Sandvik': 2,\n",
       " 'Ida Røhne': 1,\n",
       " 'Ilmy Wethal Halland': 2,\n",
       " 'Inga Scheen': 2,\n",
       " 'Ingar Opseth': 0,\n",
       " 'Ingebjørg Flinterud': 2,\n",
       " 'Ingeborg Heiestad': 0,\n",
       " 'Inger Elisabeth Nygaard': 3,\n",
       " 'Inger Hovden': 1,\n",
       " 'Inger Krogvig': 1,\n",
       " 'Inger Lerkerød': 1,\n",
       " 'Inger Lise Myhre': 2,\n",
       " 'Inger Skauen': 1,\n",
       " 'Ingjerd Bottre Andresen': 2,\n",
       " 'Ingrid Hove': 0,\n",
       " 'Ingrid Kultom': 1,\n",
       " 'Ingunn Kaalstad': 1,\n",
       " 'Ingvill Hylen': 1,\n",
       " 'Iren Pribanic': 1,\n",
       " 'Irene Hagen': 0,\n",
       " 'Irene Plathán': 3,\n",
       " 'Irene Romberg': 1,\n",
       " 'Isak Ree': 0,\n",
       " 'Ivar Hanssen': 0,\n",
       " 'Ivar Per Johansen': 2,\n",
       " 'Jacob Nordahl-Hansen': 1,\n",
       " 'Jan Eikeset Knudsen': 0,\n",
       " 'Jan Erik Aas': 0,\n",
       " 'Jan Erik Nordbæk': 2,\n",
       " 'Jan Fahle': 0,\n",
       " 'Jan Hilmar Hammer': 2,\n",
       " 'Jan Stangeby Nielsen': 1,\n",
       " 'Jan Thorgersen': 1,\n",
       " 'Jan Øistein Tønsberg': 1,\n",
       " 'Jan-Erik Nielsen': 1,\n",
       " 'Jan-Erik Ramsøy': 1,\n",
       " 'Jan-Erik Tørres': 1,\n",
       " 'Janicke Lillian Eisle': 1,\n",
       " 'Janne Lysholm': 0,\n",
       " 'Jarl Fleischer': 0,\n",
       " 'Jarl Rudy Johansen': 0,\n",
       " 'Jarl-Tore Holøyen': 1,\n",
       " 'Jarle Petterson': 0,\n",
       " 'Jarle Rydningen': 0,\n",
       " 'Jax Tangen': 0,\n",
       " 'Jens Erik Johansen': 1,\n",
       " 'Jens Glenning': 1,\n",
       " 'Jens Lampe Rongstad': 1,\n",
       " 'Jens Pettersen': 1,\n",
       " 'Jens-Henrik Sørensen': 0,\n",
       " 'Jerry Lee Moe': 1,\n",
       " 'Jim Øktner': 1,\n",
       " 'John Sjøli': 2,\n",
       " 'John Westbye': 1,\n",
       " 'Jon Colbiørnsen': 3,\n",
       " 'Jon Strand': 0,\n",
       " 'Jon Tore Eriksen': 1,\n",
       " 'Jon-anders Wilhelmsen': 1,\n",
       " 'Jonathan Birkelund': 0,\n",
       " 'Jorun Bergmann Johansen': 1,\n",
       " 'Jorun Nårstad': 0,\n",
       " 'Jorun Pedersen': 2,\n",
       " 'Jorunn Lund': 1,\n",
       " 'Jostein Waterloo': 1,\n",
       " 'June Hellstrøm': 0,\n",
       " 'Jørgen Engebrethsen': 1,\n",
       " 'Jørgen Haavardsholm': 0,\n",
       " 'Jørn Berthelsen': 0,\n",
       " 'Karen Grimsrud': 1,\n",
       " 'Karen Sund': 0,\n",
       " 'Kari Banares': 1,\n",
       " 'Kari Beate Engh': 1,\n",
       " 'Kari Haukaas': 0,\n",
       " 'Kari Loe': 1,\n",
       " 'Kari Noren': 0,\n",
       " 'Kari Ranheimsæter': 3,\n",
       " 'Kari Rudsjordet': 0,\n",
       " 'Kari Wally Enger': 0,\n",
       " 'Kari Wedahl': 1,\n",
       " 'Karin Ahlman Hagen': 0,\n",
       " 'Karin Kristiansen': 1,\n",
       " 'Karin Madsø': 1,\n",
       " 'Karin Røil': 0,\n",
       " 'Karin Steen': 1,\n",
       " 'Kate Torgersen': 1,\n",
       " 'Kirsten Foss Davis': 2,\n",
       " 'Kirsten Pedersen': 2,\n",
       " 'Kirsti Holm': 0,\n",
       " 'Kjell Berg': 1,\n",
       " 'Kjell Egil Sterten': 0,\n",
       " 'Kjell Erik Antonsen': 1,\n",
       " 'Kjell Jullum': 1,\n",
       " 'Kjell Sterner': 1,\n",
       " 'Kjell Thorleif Johnsen': 1,\n",
       " 'Kjell Wangen': 0,\n",
       " 'Kjersti Gulbrandsen': 1,\n",
       " 'Kjersti Lindstrøm': 2,\n",
       " 'Klara Hansen': 0,\n",
       " 'Klaus Bøckman': 1,\n",
       " 'Knut Bydal': 0,\n",
       " 'Knut Lutro': 0,\n",
       " 'Knut Reidar Leer': 0,\n",
       " 'Knut Siegel': 1,\n",
       " 'Knut Wisting': 0,\n",
       " 'Konvall Tom': 0,\n",
       " 'Kris Eklo': 1,\n",
       " 'Krister Siljan': 0,\n",
       " 'Kristian Frederik Brandt': 2,\n",
       " 'Kristin Schibbye': 1,\n",
       " 'Kristoffer Olberg': 1,\n",
       " 'Käthe Hermstad': 2,\n",
       " 'Kåre Jacobsen': 2,\n",
       " 'Kåre Norman Eriksen': 0,\n",
       " 'Laila Belle': 0,\n",
       " 'Lars Andre Flakstad': 2,\n",
       " 'Lars Dalen': 1,\n",
       " 'Lars Klepzig': 1,\n",
       " 'Lars Nilsen': 2,\n",
       " 'Lasse Bjølgerud': 0,\n",
       " 'Leif Johansson': 1,\n",
       " 'Lena Skadsdammen Thapa': 1,\n",
       " 'Lene Halvorsen': 1,\n",
       " 'Lene Kristine Holter Berggraf-Larsen': 0,\n",
       " 'Lene Lønseth Gunvaldsen': 1,\n",
       " 'Lennart Bik': 1,\n",
       " 'Lidvar Langseth': 2,\n",
       " 'Lill Gansmoe': 2,\n",
       " 'Lille Sørensen': 1,\n",
       " 'Lin Malin Ullern': 2,\n",
       " 'Linne Urbye': 1,\n",
       " 'Lisa Olstad': 2,\n",
       " 'Lisbeth Heitmann': 0,\n",
       " 'Lise Ernfridsdatter Høier': 0,\n",
       " 'Lise Faye-Schjøll': 0,\n",
       " 'Liss Langerud': 1,\n",
       " 'Liv Aakvik': 1,\n",
       " 'Liv Grande': 3,\n",
       " 'Liv Rismyhr': 0,\n",
       " 'Liv Sand': 1,\n",
       " 'Liv Tyssvang': 1,\n",
       " 'Magnhild Bugge': 1,\n",
       " 'Mai Britt Wangen': 1,\n",
       " 'Mai-Lis Lefin': 2,\n",
       " 'Maj Oxaal': 0,\n",
       " 'Marek Palma': 1,\n",
       " 'Margaret Johansen Walravens': 1,\n",
       " 'Margaret Nilsson': 1,\n",
       " 'Mari Augdahl Bes Bes': 2,\n",
       " 'Marianne Bakke': 0,\n",
       " 'Marianne Cecilia Mobraaten': 1,\n",
       " 'Marianne Malla Skogsletten': 0,\n",
       " 'Marianne Ohlsson': 1,\n",
       " 'Marianne Romsås Evensen': 0,\n",
       " 'Marianne Sandvik Øverland': 2,\n",
       " 'Marit Amundsen': 1,\n",
       " 'Marit Gustavsen': 0,\n",
       " 'Marit Rasmussen': 1,\n",
       " 'Marit Rolland': 0,\n",
       " 'Martin Skaug Halsos': 0,\n",
       " 'Mats Sollie': 1,\n",
       " 'Mats Velle Frøyen': 1,\n",
       " 'Max Aakre Kristiansen': 0,\n",
       " 'May Thyberg': 0,\n",
       " 'May-Sylvi Nilsen': 0,\n",
       " 'MayBente Lie': 2,\n",
       " 'Merete Engh': 1,\n",
       " 'Mette Boye': 1,\n",
       " 'Mette Dahl Thrane': 1,\n",
       " 'Mette Hedman': 1,\n",
       " 'Mette Lise Bergh': 2,\n",
       " 'Mette Tomte': 0,\n",
       " 'Mie Mortensen': 1,\n",
       " 'Mona Heffermehl': 0,\n",
       " 'Mona Lodberg': 1,\n",
       " 'Mona Pisani': 1,\n",
       " 'Morten Algheim': 0,\n",
       " 'Morten Hansen': 1,\n",
       " 'Morten Johansen': 0,\n",
       " 'Morten Kielland Rygh': 1,\n",
       " 'Morten Kihl': 0,\n",
       " 'Morten Netteland': 2,\n",
       " 'Mujtaba Hussain': 0,\n",
       " \"Møez J'øma\": 0,\n",
       " 'Nina Bugge Rigault': 0,\n",
       " 'Nina Fongaard Ramm': 0,\n",
       " 'Nina Jernberg': 0,\n",
       " 'Nina Nessie Elisabeth Strand': 2,\n",
       " 'Nina Padmanabhan': 2,\n",
       " 'Nina Vestby': 0,\n",
       " 'Nini Raknes': 1,\n",
       " 'Ninni Brynsett': 0,\n",
       " 'Odd Olsen': 1,\n",
       " 'Oddvar Olsen': 1,\n",
       " 'Ole Christian Trolle Andersen': 0,\n",
       " 'Otto Stenhaug': 2,\n",
       " 'Ove Brandt': 0,\n",
       " 'Paal-Christian Hansen': 1,\n",
       " 'Paul Oskar Rosenquist': 1,\n",
       " 'Per Arne Iznogood': 1,\n",
       " 'Per Christen Øyan': 0,\n",
       " 'Per Evensen': 2,\n",
       " 'Per Gøran Erichsen': 1,\n",
       " 'Per Steinar Håklev': 0,\n",
       " 'Per Winge': 1,\n",
       " 'Per-Alexander Storberget': 0,\n",
       " 'Petter Moe': 1,\n",
       " 'Petter Thoen': 0,\n",
       " 'Pål Barmo Lindal': 1,\n",
       " 'Pål Brandsæter': 1,\n",
       " 'Pål Hansen Ukrut': 2,\n",
       " 'Pål Krosby': 1,\n",
       " 'Pål Magne Johansen': 0,\n",
       " 'Ragna Karina Priddy': 3,\n",
       " 'Ragnar Haugnes': 0,\n",
       " 'Ragnar Otterstad': 1,\n",
       " 'Ragnhild Bessie Arnø': 1,\n",
       " 'Randi Brændeland': 0,\n",
       " 'Randi Grimsen': 1,\n",
       " 'Randi Østbøll Pedersen': 2,\n",
       " 'Roberth Eliesen': 1,\n",
       " 'Roger Fjeldheim': 0,\n",
       " 'Roger Johan Moen': 2,\n",
       " 'Roger Kirchner': 0,\n",
       " 'Ronny Arnesen': 0,\n",
       " 'Ronny Mamelund': 1,\n",
       " 'Ronny Vif Hansen': 1,\n",
       " 'Ruben L Sandnes': 1,\n",
       " 'Rune Gjøvaag': 2,\n",
       " 'Rune Hoelseth': 0,\n",
       " 'Rune Holtet': 0,\n",
       " 'Ruth Braathen': 1,\n",
       " 'Ruth Rasmussen': 1,\n",
       " 'Ruth-Eva Aarsand Henriksen': 0,\n",
       " 'Sai Shangeeth T': 1,\n",
       " 'Sarwar Javeed Tass': 1,\n",
       " 'Sascha René Anonsen': 1,\n",
       " 'Sascha Rødsten': 0,\n",
       " 'Sidsel I. Tønnessen': 0,\n",
       " 'Sidsel Maier': 1,\n",
       " 'Sigurd Holthe Oymoen': 1,\n",
       " 'Sigurd Müller': 1,\n",
       " 'Silje Krogh Aarebrot': 1,\n",
       " 'Sindre Østerås': 2,\n",
       " 'Siri Arnesen': 0,\n",
       " 'Siri Blesvik': 1,\n",
       " 'Siri Rådgiver': 0,\n",
       " 'Sissel Forseth': 0,\n",
       " 'Sissel Margrethe Nygårdsmoen': 0,\n",
       " 'Sissel Steensgaard': 0,\n",
       " 'Sissel Strand': 0,\n",
       " 'Siv Andreassen': 0,\n",
       " 'Siv Korneliussen': 1,\n",
       " 'Solveig Aaen': 1,\n",
       " 'Solveig Hagen': 0,\n",
       " 'Solveig Kvarsnes': 2,\n",
       " 'Solveig Sønvisen': 0,\n",
       " 'Sonja Gabrielsen': 0,\n",
       " 'Stein Hammerstad': 0,\n",
       " 'Steinar A Drage': 1,\n",
       " 'Steinar Jensen': 0,\n",
       " 'Steinar Martin Vestli': 0,\n",
       " 'Stig Rolfsen': 1,\n",
       " 'Sturla Dannevig': 1,\n",
       " 'Svein Christoffersen': 1,\n",
       " 'Svein Gunnar Antonsen': 0,\n",
       " 'Svein Hvile': 1,\n",
       " 'Svein Ivar Riiser': 0,\n",
       " 'Svein Larsen': 1,\n",
       " 'Svein Ole Braaten': 1,\n",
       " 'Svenn Bjerkem': 2,\n",
       " 'Sølvi Jenssen': 1,\n",
       " 'T.B. Hansen': 2,\n",
       " 'Terje Dokken': 0,\n",
       " 'Terje I. Olsson': 1,\n",
       " 'Terje Kristensen': 0,\n",
       " 'Terje Syvertsen': 0,\n",
       " 'Therese Billing de Armas': 1,\n",
       " 'Thomas André Fjeld Bjørholdt': 0,\n",
       " 'Thomas Karpow': 1,\n",
       " 'Thomas Tellander': 1,\n",
       " 'Thomas Widerberg': 0,\n",
       " 'Thor Frang-Hauge': 3,\n",
       " 'Thor Lindhardt': 0,\n",
       " 'Thorbjørn Matsen': 0,\n",
       " 'Toini Norrgrén Thommessen': 0,\n",
       " 'Tom Amundsen': 2,\n",
       " 'Tom Bader': 1,\n",
       " 'Tom Bendixen': 1,\n",
       " 'Tom Nilsson': 0,\n",
       " 'Tom Nordlie': 1,\n",
       " 'Tom Rolf Engblom': 1,\n",
       " 'Tommy Myrvang': 0,\n",
       " 'Tommy Petersen': 1,\n",
       " 'Tone Olsen Bakkeli': 1,\n",
       " 'Tone Riise': 1,\n",
       " 'Tone Waksvik Moger': 1,\n",
       " 'Tor Boye': 1,\n",
       " 'Tor Einar Haugen': 1,\n",
       " 'Tor Erik Häll': 0,\n",
       " 'Tore Andresen': 1,\n",
       " 'Tore Finnerud': 2,\n",
       " 'Tore Jahrmann': 1,\n",
       " 'Toril Martha Ornell Meisingset': 1,\n",
       " 'Torild Fevaag Hageberg': 0,\n",
       " 'Torild Islan': 0,\n",
       " 'Torill Veberg': 2,\n",
       " 'Torill Weigaard': 1,\n",
       " 'Torjus Moland': 1,\n",
       " 'Torun Vargset Melum': 0,\n",
       " 'Torun Werner': 0,\n",
       " 'Torunn Meyer Kleven': 0,\n",
       " 'Tove Alm': 1,\n",
       " 'Tove Bøe': 2,\n",
       " 'Tove Helgesen': 0,\n",
       " 'Tove Jahreie': 1,\n",
       " 'Tove Olsen': 1,\n",
       " 'Tove Sørlie': 1,\n",
       " 'Trine S Austbø': 1,\n",
       " 'Trond Flaarud': 1,\n",
       " 'Trude Skarheim': 0,\n",
       " 'Truls Tyreid': 2,\n",
       " 'Trygve Mathiesen': 0,\n",
       " 'Turid Andersen': 0,\n",
       " 'Turid Andersson Bogstad': 2,\n",
       " 'Turid Andresen': 1,\n",
       " 'Turid Holt': 2,\n",
       " 'Turid Høiberget Nilsen': 0,\n",
       " 'Turid Matthiesen': 1,\n",
       " 'Turid Olsen': 0,\n",
       " 'Turid Rogstad': 2,\n",
       " 'Turid Winje': 1,\n",
       " 'Tycho D. Castberg': 0,\n",
       " 'Unni Charlotte Berg': 1,\n",
       " 'Unni Steen': 2,\n",
       " 'Unni-May Pedersen': 2,\n",
       " 'Unny Karin Muri': 1,\n",
       " 'Venke Austang': 1,\n",
       " 'Vera Helèn Skaalerud Larsen': 0,\n",
       " 'Veronica Amalie Rusdal': 1,\n",
       " 'Vibeke Hjersing': 1,\n",
       " 'Vibeke Lauridsen Guttormsgaard': 1,\n",
       " 'Victoria Isabel Kirkeland': 1,\n",
       " 'Vidar M. Holmgren': 1,\n",
       " 'Vigdis Haave': 0,\n",
       " 'Vivi C. Barth': 1,\n",
       " 'Wenche Anita Kruse': 2,\n",
       " 'Wenche Gjelsten': 0,\n",
       " 'Wenche Nikolaysen': 0,\n",
       " 'Wilhelm Wisbech': 0,\n",
       " 'William Monsen Vangen': 1,\n",
       " 'Åge Skauby': 0,\n",
       " 'Åshild By': 0,\n",
       " 'Åsmund Ørn Færavaag': 0,\n",
       " 'Øivind Aamodt': 1,\n",
       " 'Øivind Skjeveland': 0,\n",
       " 'Øivind Østang': 1,\n",
       " 'Øyvind Andersen Askeland': 0,\n",
       " 'Гейр Аалберг': 0}"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coloring = nx.greedy_color(nxg)\n",
    "coloring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from networkx.readwrite import json_graph\n",
    "nld = json_graph.node_link_data(nxg)\n",
    "\n",
    "json.dump(nld, open('viz/force.json','w'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"100%\"\n",
       "            height=\"600px\"\n",
       "            src=\"files/viz/force.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x10d2d7a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import IFrame\n",
    "from IPython.core.display import display\n",
    "\n",
    "# IPython Notebook can serve files and display them into\n",
    "# inline frames. Prepend the path with the 'files' prefix.\n",
    "\n",
    "viz_file = 'files/viz/force.html'\n",
    "\n",
    "display(IFrame(viz_file, '100%', '600px'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.3"
  }
 },
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}