cluster_surfaceforms.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9b16b625-0856-42fa-b61f-f14ae31eab55",
   "metadata": {},
   "source": [
    "# Surfaceform clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c9dacaf9-0413-468a-bd9f-d86e5d7123fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json, math, tqdm\n",
    "\n",
    "fname = \"wiki/nlwiki-20220301/experiments/clean-q0.25.json\"\n",
    "anchor_scores = json.load(open(fname))\n",
    "# log transform\n",
    "anchor_scores = {\n",
    "    a: {e: math.log1p(c) for e, c in ec.items()} for a, ec in anchor_scores.items()\n",
    "}\n",
    "# l2 normalize\n",
    "anchor_scores = {\n",
    "    a: {\n",
    "        e: c / t\n",
    "        for t in [sum(v**2 for v in ec.values()) ** 0.5]\n",
    "        for e, c in ec.items()\n",
    "    }\n",
    "    for a, ec in anchor_scores.items()\n",
    "}\n",
    "len(anchor_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a90af9e2-62e3-4217-a748-4861b70be7fa",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 30472/30472 [00:00<00:00, 131802.04it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(1900, 4902)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "score_threshold = 0.5\n",
    "\n",
    "id_anchors = {}\n",
    "for a, es in anchor_scores.items():\n",
    "    for e in es:\n",
    "        id_anchors.setdefault(e, set()).add(a)\n",
    "\n",
    "surface_cluster = {i: i for i in anchor_scores}\n",
    "for a, es in tqdm.tqdm(anchor_scores.items()):\n",
    "    others = set.union(*[id_anchors[e] for e in es]) - set([a])\n",
    "    for o in others:\n",
    "        x, y = set(anchor_scores[o]), set(es)\n",
    "        # score = len(x&y) / len(x|y) # jacc\n",
    "        score = sum(anchor_scores[o][v] * es[v] for v in x & y)  # cosine\n",
    "        if score > score_threshold:\n",
    "            surface_cluster[o] = surface_cluster[a]\n",
    "            # print(f'{a:20s} {o:20s}', score )\n",
    "\n",
    "clusters = {}\n",
    "for s, c in surface_cluster.items():\n",
    "    clusters.setdefault(c, set()).add(s)\n",
    "clusters = [ss for ss in clusters.values() if len(ss) > 1]\n",
    "len(clusters), len(set(s for c in clusters for s in c))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a58df8c2-cb67-41cc-b8fa-5c3a52c717e8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'cannondale pro cycling team',\n",
       "  'cannondale-drapac pro cycling team',\n",
       "  'ef education first pro cycling',\n",
       "  'ef education-easypost',\n",
       "  'ef education-nippo',\n",
       "  'garmin',\n",
       "  'garmin sharp',\n",
       "  'garmin-sharp',\n",
       "  'garmin-slipstream',\n",
       "  'garmin-transitions',\n",
       "  'team cannondale-garmin',\n",
       "  'team ef education first-drapac p/b cannondale',\n",
       "  'team garmin-cervélo',\n",
       "  'team garmin-sharp',\n",
       "  'team garmin-transitions'},\n",
       " {'amateurvoetbalclub',\n",
       "  'amateurvoetbalvereniging',\n",
       "  'bekertoernooi',\n",
       "  'clubs',\n",
       "  'profvoetbalclub',\n",
       "  'profvoetballer',\n",
       "  'voetbal',\n",
       "  'voetbalbeker',\n",
       "  'voetbalbond',\n",
       "  'voetbalclub',\n",
       "  'voetballer',\n",
       "  'voetballers',\n",
       "  'voetbalster',\n",
       "  'voetbalvereniging'},\n",
       " {'frankrijk',\n",
       "  'franse',\n",
       "  'franse republiek',\n",
       "  'franse revolutionaire',\n",
       "  'fransen',\n",
       "  'fransman',\n",
       "  'noord-frankrijk',\n",
       "  'noord-franse',\n",
       "  'revolutionaire',\n",
       "  'revolutionaire frankrijk',\n",
       "  'revolutionairen',\n",
       "  'zuid-frankrijk',\n",
       "  'zuid-franse'},\n",
       " {'amerika',\n",
       "  'amerikaanse',\n",
       "  'amerikaanse staat',\n",
       "  'amerikaanse staten',\n",
       "  'amerikanen',\n",
       "  'de verenigde staten',\n",
       "  'u.s.',\n",
       "  'united states',\n",
       "  'usa',\n",
       "  'verenigde staten',\n",
       "  'vs'},\n",
       " {'brit',\n",
       "  'brits',\n",
       "  'britse',\n",
       "  'britten',\n",
       "  'engeland',\n",
       "  'engelse',\n",
       "  'engelsen',\n",
       "  'groot-brittannië',\n",
       "  'uk',\n",
       "  'verenigd koninkrijk',\n",
       "  'vk'},\n",
       " {'bondsrepubliek',\n",
       "  'bondsrepubliek duitsland',\n",
       "  'duits',\n",
       "  'duits voetbalelftal',\n",
       "  'duitse',\n",
       "  'duitse afkomst',\n",
       "  'duitser',\n",
       "  'duitsers',\n",
       "  'nationale elftal',\n",
       "  'west-duitse',\n",
       "  'west-duitsland'},\n",
       " {'componeerde',\n",
       "  'componeren',\n",
       "  'componist',\n",
       "  'compositie',\n",
       "  'composities',\n",
       "  'gecomponeerd',\n",
       "  'liederen',\n",
       "  'nummer',\n",
       "  'nummers',\n",
       "  'track'},\n",
       " {'de oost',\n",
       "  'india',\n",
       "  'indiase',\n",
       "  'indisch',\n",
       "  'indische',\n",
       "  'indië',\n",
       "  'indiërs',\n",
       "  'indo',\n",
       "  'nederlands-indië',\n",
       "  'oost-indië'},\n",
       " {'katholicisme',\n",
       "  'katholiek',\n",
       "  'katholieke',\n",
       "  'katholieke geloof',\n",
       "  'katholieke kerk',\n",
       "  'katholieken',\n",
       "  'kerk',\n",
       "  'kerkelijke',\n",
       "  'rooms-katholiek',\n",
       "  'rooms-katholieke'},\n",
       " {'rome',\n",
       "  'romein',\n",
       "  'romeinen',\n",
       "  'romeins',\n",
       "  'romeinse',\n",
       "  'romeinse keizerrijk',\n",
       "  'romeinse keizertijd',\n",
       "  'romeinse oudheid',\n",
       "  'romeinse periode',\n",
       "  'romeinse tijd'},\n",
       " {'olympische spelen 2020',\n",
       "  'olympische spelen in tokio',\n",
       "  'olympische spelen van 1964',\n",
       "  'olympische spelen van tokio',\n",
       "  'olympische zomerspelen 1964',\n",
       "  'olympische zomerspelen 2020',\n",
       "  'os 2020',\n",
       "  'tokio 2020',\n",
       "  'zomerspelen van 1964'},\n",
       " {'deceuninck',\n",
       "  'deceuninck–quick-step',\n",
       "  'etixx-quick step',\n",
       "  'omega pharma-quick step',\n",
       "  'quick step',\n",
       "  'quick step-alpha vinyl',\n",
       "  'quick-step',\n",
       "  'quick-step floors',\n",
       "  'quickstep'},\n",
       " {'csc',\n",
       "  'saxo bank',\n",
       "  'saxo bank-sungard',\n",
       "  'team csc',\n",
       "  'team csc saxo bank',\n",
       "  'team saxo bank',\n",
       "  'team saxo-tinkoff',\n",
       "  'tinkoff',\n",
       "  'tinkoff-saxo'},\n",
       " {'koloniaal',\n",
       "  'koloniale',\n",
       "  'kolonialisme',\n",
       "  'kolonie',\n",
       "  'kolonies',\n",
       "  'kolonist',\n",
       "  'kolonisten',\n",
       "  'koloniën',\n",
       "  'pionier'},\n",
       " {'bezetting',\n",
       "  'duitse bezetter',\n",
       "  'duitse bezetters',\n",
       "  'duitse bezetting',\n",
       "  'nazi',\n",
       "  'naziregime',\n",
       "  'nazis',\n",
       "  'oorlogsjaren',\n",
       "  'tweede wereldoorlog'},\n",
       " {'aanval',\n",
       "  'aanvaller',\n",
       "  'av',\n",
       "  'centrumspits',\n",
       "  'linksbuiten',\n",
       "  'rechtsbuiten',\n",
       "  'schaduwspits',\n",
       "  'spits',\n",
       "  'vleugelaanvaller'},\n",
       " {'gr.',\n",
       "  'grieken',\n",
       "  'grieks',\n",
       "  'griekse',\n",
       "  'griekse oudheid',\n",
       "  'griekse taal',\n",
       "  'oud-griekse',\n",
       "  'oude grieken',\n",
       "  'oudgrieks'},\n",
       " {'italiaan',\n",
       "  'italiaans',\n",
       "  'italiaanse',\n",
       "  'italiaanse republiek',\n",
       "  'italianen',\n",
       "  'noord-italiaanse',\n",
       "  'noord-italië',\n",
       "  'zuid-italiaanse',\n",
       "  'zuid-italië'},\n",
       " {'lampre',\n",
       "  'lampre-caffita',\n",
       "  'lampre-farnese vini',\n",
       "  'lampre-fondital',\n",
       "  'lampre-isd',\n",
       "  'lampre-merida',\n",
       "  'lampre-ngc',\n",
       "  'uae team emirates'},\n",
       " {'cd',\n",
       "  'cd-single',\n",
       "  'cds',\n",
       "  'debuut',\n",
       "  'debuutsingle',\n",
       "  'single',\n",
       "  'singles',\n",
       "  'vinylsingle'},\n",
       " {'argos-shimano',\n",
       "  'bankgiroloterij',\n",
       "  'giant-shimano',\n",
       "  'skil-shimano',\n",
       "  'team dsm',\n",
       "  'team giant-alpecin',\n",
       "  'team giant-shimano',\n",
       "  'team sunweb'},\n",
       " {'federaal',\n",
       "  'federale',\n",
       "  'federale overheid',\n",
       "  'federale republiek',\n",
       "  'federalist',\n",
       "  'federalisten',\n",
       "  'federalistische',\n",
       "  'federatie'},\n",
       " {'ultratop',\n",
       "  'ultratop 200',\n",
       "  'ultratop 50',\n",
       "  'vlaams',\n",
       "  'vlaamse',\n",
       "  'vlaanderen',\n",
       "  'vlaming',\n",
       "  'vlamingen'},\n",
       " {'beroepswielrenner',\n",
       "  'weg',\n",
       "  'wielerploeg',\n",
       "  'wielersport',\n",
       "  'wielerwedstrijd',\n",
       "  'wielrennen',\n",
       "  'wielrenner',\n",
       "  'wielrenster'},\n",
       " {'bonjour',\n",
       "  'bouygues télécom',\n",
       "  'direct énergie',\n",
       "  'europcar',\n",
       "  'team europcar',\n",
       "  'team totalenergies',\n",
       "  'total direct energie'},\n",
       " {'fdj',\n",
       "  'fdj-bigmat',\n",
       "  'fdj.fr',\n",
       "  'fdjeux.com',\n",
       "  'française des jeux',\n",
       "  'groupama-fdj',\n",
       "  'la française des jeux'},\n",
       " {'academici',\n",
       "  'academicus',\n",
       "  'academisch',\n",
       "  'academische',\n",
       "  'universiteit',\n",
       "  'universiteiten',\n",
       "  'wo'},\n",
       " {'golfbaan',\n",
       "  'golfclub',\n",
       "  'golfclubs',\n",
       "  'golfer',\n",
       "  'golfprofessional',\n",
       "  'golfterrein',\n",
       "  'professional'},\n",
       " {'londen 2012',\n",
       "  'olympische spelen 2012',\n",
       "  'olympische spelen in londen',\n",
       "  'olympische spelen van 2012',\n",
       "  'olympische spelen van londen',\n",
       "  'olympische zomerspelen 2012',\n",
       "  'olympische zomerspelen van 2012'},\n",
       " {'koninkrijk',\n",
       "  'koninkrijken',\n",
       "  'monarchie',\n",
       "  'monarchist',\n",
       "  'monarchisten',\n",
       "  'monarchistische',\n",
       "  'royalisten'},\n",
       " {'congo',\n",
       "  'congo-brazzaville',\n",
       "  'congo-kinshasa',\n",
       "  'congolees',\n",
       "  'congolese',\n",
       "  'kongo',\n",
       "  'republiek congo'},\n",
       " {'linkervleugelverdediger',\n",
       "  'linksachter',\n",
       "  'linksback',\n",
       "  'rechtervleugelverdediger',\n",
       "  'rechtsachter',\n",
       "  'rechtsback',\n",
       "  'vleugelverdediger'},\n",
       " {'kamer',\n",
       "  'kamerlid',\n",
       "  'kamerverkiezingen',\n",
       "  'tweede kamerfractie',\n",
       "  'tweede kamerlid',\n",
       "  'verkiezingen van 2014',\n",
       "  'verkiezingen van 25 mei 2014'},\n",
       " {'dagvlinder',\n",
       "  'mot',\n",
       "  'motten',\n",
       "  'nachtvlinder',\n",
       "  'nachtvlinders',\n",
       "  'vlinder',\n",
       "  'vlinders'},\n",
       " {'beuk',\n",
       "  'beuken',\n",
       "  'driebeukige',\n",
       "  'kerkschip',\n",
       "  'schip',\n",
       "  'zijbeuken',\n",
       "  'zijschip'},\n",
       " {'beschermd monument',\n",
       "  'monument',\n",
       "  'monumentaal',\n",
       "  'monumentale',\n",
       "  'monumenten',\n",
       "  'monumentenlijst',\n",
       "  'onroerend erfgoed'},\n",
       " {'film',\n",
       "  'film-',\n",
       "  'filmmaker',\n",
       "  'geregisseerd',\n",
       "  'regie',\n",
       "  'regisseur',\n",
       "  'regisseuse'},\n",
       " {'nederlander',\n",
       "  'nederlanders',\n",
       "  'nederlands',\n",
       "  'nederlandse',\n",
       "  'nederlandstalig',\n",
       "  'nederlandstalige',\n",
       "  'nl'},\n",
       " {'davitamon-lotto',\n",
       "  'lotto soudal',\n",
       "  'lotto-belisol',\n",
       "  'omega pharma-lotto',\n",
       "  'predictor-lotto',\n",
       "  'silence-lotto'},\n",
       " {'olympische spelen 2016',\n",
       "  'olympische spelen van 2016',\n",
       "  'olympische zomerspelen 2016',\n",
       "  'olympische zomerspelen van 2016',\n",
       "  'rio 2016',\n",
       "  'rio de janeiro 2016'},\n",
       " {'langebaan',\n",
       "  'langebaanschaatser',\n",
       "  'schaats',\n",
       "  'schaatsen',\n",
       "  'schaatser',\n",
       "  'schaatsster'},\n",
       " {'gif', 'giftig', 'giftige', 'giftigheid', 'toxisch', 'toxische'},\n",
       " {'warner',\n",
       "  'warner bros',\n",
       "  'warner bros.',\n",
       "  'warner bros. pictures',\n",
       "  'warner bros. records',\n",
       "  'warner brothers'},\n",
       " {'elpee', 'lp', 'lps', 'plaat', 'platen', 'vinyl'},\n",
       " {'gereformeerd',\n",
       "  'gereformeerde',\n",
       "  'gereformeerde kerk',\n",
       "  'gereformeerde kerken',\n",
       "  'gereformeerde kerken in nederland',\n",
       "  'gereformeerden'},\n",
       " {'neoclassicisme',\n",
       "  'neoclassicistisch',\n",
       "  'neoclassicistische',\n",
       "  'neoclassicistische stijl',\n",
       "  'neoklassieke',\n",
       "  'neoklassieke stijl'},\n",
       " {'krijgsmacht', 'landmacht', 'leger', 'legers', 'militair', 'militaire'},\n",
       " {'organist', 'orgel', 'orgelpijpen', 'orgels', 'pijpen', 'pijpwerk'},\n",
       " {'verzet',\n",
       "  'verzetsgroep',\n",
       "  'verzetsman',\n",
       "  'verzetsstrijder',\n",
       "  'verzetsstrijders',\n",
       "  'verzetsstrijdster'},\n",
       " {'economen',\n",
       "  'economie',\n",
       "  'economisch',\n",
       "  'economische',\n",
       "  'economische wetenschappen',\n",
       "  'econoom'},\n",
       " {'palestijnen',\n",
       "  'palestijns',\n",
       "  'palestijnse',\n",
       "  'palestijnse gebieden',\n",
       "  'palestijnse staat',\n",
       "  'palestina'},\n",
       " {'joden', 'jodium', 'jood', 'joods', 'joodse', 'joodse gemeenschap'},\n",
       " {'ier', 'ieren', 'ierland', 'iers', 'ierse', 'ierse republiek'},\n",
       " {'deen', 'deens', 'deense', 'denemarken', 'denen', 'koninkrijk denemarken'},\n",
       " {'rus', 'rusland', 'russen', 'russisch', 'russische', 'russische rijk'},\n",
       " {'koninkrijk zweden', 'swe', 'zweden', 'zweed', 'zweeds', 'zweedse'},\n",
       " {'bardiani csf',\n",
       "  'bardiani valvole-csf inox',\n",
       "  'bardiani-csf-faizanè',\n",
       "  'colnago-csf inox',\n",
       "  'csf group-navigare'},\n",
       " {'communist', 'communiste', 'communisten', 'communistisch', 'pcb'},\n",
       " {'aves', 'avifauna', 'gevogelte', 'vogel', 'vogels'},\n",
       " {'farnese vini-neri sottoli',\n",
       "  'neri sottoli',\n",
       "  'southeast',\n",
       "  'vini fantini-selle italia',\n",
       "  'wilier triestina-southeast'},\n",
       " {'leopard trek',\n",
       "  'radioshack leopard',\n",
       "  'radioshack-leopard',\n",
       "  'radioshack-nissan-trek',\n",
       "  'trek factory racing'},\n",
       " {'htc-highroad',\n",
       "  't-mobile team',\n",
       "  'team columbia',\n",
       "  'team htc-columbia',\n",
       "  'team stuttgart'},\n",
       " {'wereldkampioenschappen sprint',\n",
       "  'wk <br /> sprint',\n",
       "  'wk <br />sprint',\n",
       "  'wk sprint',\n",
       "  'wk<br />sprint'},\n",
       " {'buis', 'buizen', 'leidingen', 'pijpleiding', 'pijpleidingen'},\n",
       " {'hallucinogene',\n",
       "  'psychedelica',\n",
       "  'psychedelisch',\n",
       "  'psychedelische',\n",
       "  'psychedelische rock'},\n",
       " {'ineos grenadiers', 'sky', 'sky procycling', 'team ineos', 'team sky'},\n",
       " {'astana pro team',\n",
       "  'astana qazaqstan',\n",
       "  'astana-premier tech',\n",
       "  'liberty seguros-würth',\n",
       "  'pro team astana'},\n",
       " {'erfelijk', 'erfelijke', 'erfelijkheid', 'geneticus', 'genetisch'},\n",
       " {'olympisch',\n",
       "  'olympisch kampioen',\n",
       "  'olympisch kampioene',\n",
       "  'olympische',\n",
       "  'spelen'},\n",
       " {'olympische spelen 2008',\n",
       "  'olympische spelen in peking',\n",
       "  'olympische spelen van peking',\n",
       "  'olympische zomerspelen 2008',\n",
       "  'peking 2008'},\n",
       " {'ghz', 'hertz', 'hz', 'khz', 'mhz'},\n",
       " {'magneet', 'magneten', 'magnetisch', 'magnetisch veld', 'magnetische'},\n",
       " {'gasthoogleraar', 'gewoon hoogleraar', 'hoogleraar', 'prof.', 'professor'},\n",
       " {'evangelisch-luthers',\n",
       "  'evangelisch-lutherse',\n",
       "  'evangelisch-lutherse kerk',\n",
       "  'luthers',\n",
       "  'lutherse'},\n",
       " {'mitchelton-scott',\n",
       "  'orica greenedge',\n",
       "  'orica-bikeexchange',\n",
       "  'orica-scott',\n",
       "  'team bikeexchange'},\n",
       " {'fl', 'fl.', 'florida', 'gulden', 'ƒ'},\n",
       " {'middelbaar onderwijs',\n",
       "  'middelbare',\n",
       "  'middelbare scholen',\n",
       "  'middelbare school',\n",
       "  'secundair'},\n",
       " {'habsburg', 'habsburgers', 'habsburgs', 'habsburgse', 'habsburgse rijk'},\n",
       " {'astrologen', 'astrologie', 'astrologisch', 'astrologische', 'astroloog'},\n",
       " {'belasting', 'belastingen', 'fiscaal', 'fiscale', 'schatting'},\n",
       " {'gelatiniseerd', 'gelatiniseerde', 'latijn', 'latijns', 'latijnse'},\n",
       " {'wereldkampioenschappen voor junioren',\n",
       "  'wjk',\n",
       "  'wk junioren',\n",
       "  'wk u20',\n",
       "  'wk voor junioren'},\n",
       " {'wereldkampioenschappen afstanden',\n",
       "  'wk <br /> afstanden',\n",
       "  'wk <br />afstanden',\n",
       "  'wk afstanden',\n",
       "  'wk<br />afstanden'},\n",
       " {'elisabeth',\n",
       "  'elisabeth in beieren',\n",
       "  'elisabeth van belgië',\n",
       "  'koningin elisabeth',\n",
       "  'prinses elisabeth'},\n",
       " {'ferry', 'pont', 'veer', 'veerdienst', 'veerpont'},\n",
       " {'babylon', 'babylonisch', 'babylonische', 'babylonië', 'babyloniërs'},\n",
       " {'nederlandse publieke omroep',\n",
       "  'npo',\n",
       "  'openbare omroep',\n",
       "  'publieke',\n",
       "  'publieke omroep'},\n",
       " {'gelder', 'gelderland', 'gelders', 'gelderse', 'gelre'},\n",
       " {'organisch',\n",
       "  'organische',\n",
       "  'organische stoffen',\n",
       "  'organische verbinding',\n",
       "  'organische verbindingen'},\n",
       " {'electronic', 'electronica', 'elektronica', 'elektronisch', 'elektronische'},\n",
       " {'dokter', 'geneeskunde', 'geneeskundige', 'medicijnen', 'medische'},\n",
       " {'basisonderwijs',\n",
       "  'basisscholen',\n",
       "  'basisschool',\n",
       "  'lager onderwijs',\n",
       "  'lagere school'},\n",
       " {'schaak', 'schaakpartij', 'schaakster', 'schaakvereniging', 'schaken'},\n",
       " {'gotiek', 'gotisch', 'gotische', 'laatgotisch', 'laatgotische'},\n",
       " {'rugby', 'rugbyclub', 'rugbyers', 'rugbyspeler', 'rugbyteam'},\n",
       " {'genova', 'genua', 'genuees', 'genuese', 'genuezen'},\n",
       " {'be', 'belg', 'belgen', 'belgisch', 'belgische'},\n",
       " {'humanisme', 'humanist', 'humanisten', 'humanistisch', 'humanistische'},\n",
       " {'siam', 'thai', 'thailand', 'thais', 'thaise'},\n",
       " {'beschrijving', 'wapen', 'wapens', 'wapenschild', 'wapenschilden'},\n",
       " {'perzen', 'perzisch', 'perzische', 'perzische rijk', 'perzië'},\n",
       " {'klinker', 'klinkers', 'vocalen', 'zang', 'zangers'},\n",
       " {'filosofe', 'filosofen', 'filosofie', 'filosofisch', 'filosoof'},\n",
       " {'let', 'letland', 'lets', 'letse', 'republiek letland'},\n",
       " {'litouwen', 'litouwers', 'litouws', 'litouwse', 'ltu'},\n",
       " {'bas', 'basgitaar', 'basgitarist', 'bass', 'bassist'},\n",
       " {'bosnisch',\n",
       "  'bosnische',\n",
       "  'bosnië',\n",
       "  'bosnië en herzegovina',\n",
       "  'bosnië-herzegovina'},\n",
       " {'mar', 'marokkaan', 'marokkaans', 'marokkaanse', 'marokko'},\n",
       " {'barok', 'barokke', 'barokperiode', 'barokschilder', 'barokstijl'},\n",
       " {'serven', 'servisch', 'servische', 'servië', 'serviër'},\n",
       " {'mathematica', 'wis', 'wis-', 'wiskunde', 'wiskundige'},\n",
       " {'doel', 'doelman', 'doelvrouw', 'gk', 'keeper'},\n",
       " {'show', 'theater', 'theatermaker', 'theaterstukken', 'toneel'},\n",
       " {'noor', 'noors', 'noorse', 'nor', 'noren'},\n",
       " {'hongaar', 'hongaars', 'hongaarse', 'hongaren', 'hongarije'},\n",
       " {'fin', 'finland', 'finnen', 'fins', 'finse'},\n",
       " {'auteur', 'publicist', 'schrijfster', 'schrijver', 'schrijvers'},\n",
       " {'limburg', 'limburgers', 'limburgs', 'limburgse', 'provincie limburg'},\n",
       " {'japan', 'japanner', 'japanners', 'japans', 'japanse'},\n",
       " {'spaans', 'spaanse', 'spanjaard', 'spanjaarden', 'spanje'},\n",
       " {'ingepolderd', 'inpoldering', 'polder', 'polders'},\n",
       " {'footon-servetto', 'fuji-servetto', 'geox-tmc', 'scott-american beef'},\n",
       " {'androni giocattoli-sidermec',\n",
       "  'androni giocattoli-venezuela',\n",
       "  'drone hopper-androni giocattoli',\n",
       "  'selle italia'},\n",
       " {'huis', 'woning', 'woningen', 'woonhuis'},\n",
       " {'mythen', 'mythische', 'mythologie', 'mythologische'},\n",
       " {'roompot oranje peloton',\n",
       "  'roompot-charles',\n",
       "  'roompot-nederlandse loterij',\n",
       "  'roompot-oranje peloton'},\n",
       " {'autocoureur', 'coureur', 'coureurs', 'motorcoureur'},\n",
       " {'geïndustrialiseerde', 'industrialisatie', 'industrie', 'industriële'},\n",
       " {'eedgenootschap',\n",
       "  'eedgenoten',\n",
       "  'zwitsers eedgenootschap',\n",
       "  'zwitserse eedgenootschap'},\n",
       " {'accent.jobs-willems verandas',\n",
       "  'circus-wanty-gobert',\n",
       "  'intermarché-wanty-gobert matériaux',\n",
       "  'wanty-groupe gobert'},\n",
       " {'doctor', 'doctoraat', 'doctorstitel', 'ph.d.'},\n",
       " {'gymnast', 'gymnaste', 'gymnastiek', 'turner'},\n",
       " {'plant', 'planten', 'plantensoort', 'species'},\n",
       " {'padvinderij', 'scout', 'scouting', 'scouts'},\n",
       " {'alpineskiester', 'alpineskiën', 'alpineskiër', 'skiër'},\n",
       " {'institutie', 'instituties', 'instituut', 'organisatie'},\n",
       " {'afgezet', 'afzetting', 'afzettingen', 'sedimenten'},\n",
       " {'retorica', 'retoriek', 'retorisch', 'retorische'},\n",
       " {'bayern', 'bayern münchen', 'bayern münchen ii', 'fc bayern münchen'},\n",
       " {'bisdom', 'diocees', 'diocesaan', 'diocesane'},\n",
       " {'bladsteel', 'bladstelen', 'bloemstengel', 'knol'},\n",
       " {'nationale team', 'nederlands handbalteam', 'nederlands team', 'senioren'},\n",
       " {'mtn-qhubeka',\n",
       "  'ntt pro cycling',\n",
       "  'team dimension data',\n",
       "  'team qhubeka-assos'},\n",
       " {'gepubliceerd', 'publicatie', 'publiceerde', 'verhandeling'},\n",
       " {'ruiter', 'ruiters', 'springen', 'springruiter'},\n",
       " {'westen', 'westers', 'westerse', 'westerse beschaving'},\n",
       " {'academie van beeldende kunsten',\n",
       "  'academie voor beeldende kunsten',\n",
       "  'koninklijke academie',\n",
       "  'koninklijke academie van beeldende kunsten'},\n",
       " {'wereldkampioenschappen allround',\n",
       "  'wk <br /> allround',\n",
       "  'wk <br />allround',\n",
       "  'wk<br />allround'},\n",
       " {'aartsbisdom utrecht',\n",
       "  'aartsbisschop van utrecht',\n",
       "  'bisdom utrecht',\n",
       "  'bisschop van utrecht'},\n",
       " {'vesting', 'vestingwal', 'wal', 'wallen'},\n",
       " {'olympische spelen 2000',\n",
       "  'olympische spelen in sydney',\n",
       "  'olympische spelen van sydney',\n",
       "  'olympische zomerspelen 2000'},\n",
       " {'maximiliaan',\n",
       "  'maximiliaan i',\n",
       "  'maximiliaan van habsburg',\n",
       "  'maximiliaan van oostenrijk'},\n",
       " {'athene 2004',\n",
       "  'olympische spelen in athene',\n",
       "  'olympische spelen van athene',\n",
       "  'olympische zomerspelen 2004'},\n",
       " {'manufacturen', 'textiel', 'textielfabriek', 'weefsel'},\n",
       " {'katjoesja',\n",
       "  'team katjoesja',\n",
       "  'team katjoesja alpecin',\n",
       "  'tinkoff credit systems'},\n",
       " {'gbr fea', 'gbr spr', 'sil', 'silverstone'},\n",
       " {'belkin', 'jumbo-visma', 'team jumbo-visma', 'team lottonl-jumbo'},\n",
       " {'cannondale', 'liquigas', 'liquigas-cannondale', 'liquigas-doimo'},\n",
       " {'impressionisme',\n",
       "  'impressionisten',\n",
       "  'impressionistisch',\n",
       "  'impressionistische'},\n",
       " {'bourgondische',\n",
       "  'bourgondiërs',\n",
       "  'hertog van bourgondië',\n",
       "  'hertogen van bourgondië'},\n",
       " {'gemeenteraad', 'gemeenteraadslid', 'raad', 'raadslid'},\n",
       " {'staats', 'staatse', 'staatse leger', 'staatse troepen'},\n",
       " {'carnivore', 'carnivoren', 'roofdieren', 'vleesetende'},\n",
       " {'patriot', 'patriotten', 'patriottisch', 'patriottische'},\n",
       " {'individuele tijdrit', 'itt', 'tijdrijden', 'tijdrit'},\n",
       " {'klassiek', 'klassieke', 'klassieke muziek', 'muziekgeschiedenis'},\n",
       " {'gesynthetiseerd', 'synthese', 'synthetisch', 'synthetische'},\n",
       " {'zuid-', 'zuid-amerika', 'zuid-amerikaans', 'zuid-amerikaanse'},\n",
       " {'ratio', 'rationeel', 'rationele', 'rede'},\n",
       " {'gereduceerd', 'reducerende', 'reducerende stoffen', 'reductie'},\n",
       " {'orangisme', 'orangist', 'orangisten', 'orangistische'},\n",
       " {'caisse depargne',\n",
       "  'caisse depargne-illes balears',\n",
       "  'movistar',\n",
       "  'movistar team'},\n",
       " {'diplomaat', 'diplomaten', 'diplomatie', 'gezant'},\n",
       " {'biografie', 'biografieën', 'biografisch', 'biografische'},\n",
       " {'inheems', 'inheemse', 'inheemse bevolking', 'inheemsen'},\n",
       " {'heiden', 'heidenen', 'heidens', 'heidense'},\n",
       " {'republikein', 'republikeinen', 'republikeins', 'republikeinse'},\n",
       " {'socialisme', 'socialisten', 'socialistisch', 'socialistische'},\n",
       " {'assur', 'assyrische', 'assyriërs', 'aššur'},\n",
       " {'allegorie', 'allegorieën', 'allegorisch', 'allegorische'},\n",
       " {'aanslag', 'aanslagen', 'terreur', 'terroristische aanslagen'},\n",
       " {'afghaans', 'afghanen', 'afghanistan', 'islamitisch emiraat afghanistan'},\n",
       " {'album', 'albums', 'soloalbum', 'studioalbum'},\n",
       " {'laatromaanse', 'romaans', 'romaanse', 'romaanse stijl'},\n",
       " {'hulpkerk', 'kapel', 'kapelletje', 'veldkapel'},\n",
       " {'heilig', 'heilig verklaard', 'heilige', 'heiligverklaring'},\n",
       " {'archeologe', 'archeologen', 'archeologisch onderzoek', 'archeoloog'},\n",
       " {'afbeeldingen', 'grafiek', 'prent', 'prenten'},\n",
       " {'app', 'applicatie', 'applicaties', 'apps'},\n",
       " {'space shuttle', 'spaceshuttle', 'spaceshuttlemissie', 'spaceshuttles'},\n",
       " {'europa cup', 'europa cup i', 'europacup', 'europacup i'},\n",
       " {'byzantijns', 'byzantijnse', 'byzantium', 'constantinopel'},\n",
       " {'marine', 'marineofficier', 'nederlandse marine', 'officier'},\n",
       " {'beeld', 'beelden', 'sculpturen', 'sculptuur'},\n",
       " {'islam', 'islamitische', 'moslim', 'moslims'},\n",
       " {'amazigh', 'berber', 'berbers', 'berberse'},\n",
       " {'cetacea', 'walvis', 'walvisachtigen', 'walvissen'},\n",
       " {'arabier', 'arabieren', 'arabisch', 'arabische'},\n",
       " {'europa', 'europees', 'europese', 'europese vasteland'},\n",
       " {'kunstschilder', 'kunstschilders', 'schilder', 'schilderen'},\n",
       " {'fruit', 'schil', 'vrucht', 'vruchten'},\n",
       " {'martelaar', 'martelaren', 'martelares', 'marteldood'},\n",
       " {'disney', 'disneyfilm', 'disneys', 'walt disney'},\n",
       " {'eclecticisme', 'eclectisch', 'eclectische', 'eclectische stijl'},\n",
       " {'genus', 'geslacht', 'geslachten', 'geslachtsnaam'},\n",
       " {'normandisch', 'normandische', 'normandië', 'normandiërs'},\n",
       " {'slaaf', 'slaven', 'slavenhandel', 'slavernij'},\n",
       " {'coach', 'trainer', 'voetbalcoach', 'voetbaltrainer'},\n",
       " {'activisme', 'activist', 'activisten', 'activistische'},\n",
       " {'coronacrisis', 'coronapandemie', 'coronavirus', 'covid-19'},\n",
       " {'evolutie', 'evolutionair', 'evolutionaire', 'geëvolueerd'},\n",
       " {'dictator', 'dictatoriaal', 'dictatoriale', 'dictatuur'},\n",
       " {'beieren', 'beiers', 'beierse', 'hertogdom beieren'},\n",
       " {'christelijk', 'christelijke', 'christen', 'christenen'},\n",
       " {'dieren', 'dierenrijk', 'diersoorten', 'fauna'},\n",
       " {'democraat', 'democraten', 'democratisch', 'democratische'},\n",
       " {'tropen', 'tropisch', 'tropische', 'tropische gebieden'},\n",
       " {'catalaans', 'catalaanse', 'catalanen', 'catalonië'},\n",
       " {'aartsbisschop van keulen', 'keulen', 'keulse', 'köln'},\n",
       " {'christus', 'jezus', 'jezus christus', 'jezus van nazareth'},\n",
       " {'basken', 'baskenland', 'baskisch', 'baskische'},\n",
       " {'fysica', 'fysische', 'natuur-', 'natuurkunde'},\n",
       " {'tibet', 'tibetaans', 'tibetaanse', 'tibetanen'},\n",
       " {'slowaaks', 'slowaakse', 'slowaakse republiek', 'slowakije'},\n",
       " {'koninkrijk pruisen', 'pruisen', 'pruisisch', 'pruisische'},\n",
       " {'venetiaans', 'venetiaanse', 'venetianen', 'venetië'},\n",
       " {'macedonisch', 'macedonische', 'macedonië', 'noord-macedonië'},\n",
       " {'baan', 'baanwielrennen', 'baanwielrenner', 'scratch'},\n",
       " {'rode leger', 'sovjet', 'sovjets', 'sovjettroepen'},\n",
       " {'comedy', 'komedie', 'komisch', 'komische'},\n",
       " {'sloveens', 'sloveense', 'slovenen', 'slovenië'},\n",
       " {'oekraïens', 'oekraïense', 'oekraïne', 'ukr'},\n",
       " {'game', 'gamer', 'gaming', 'spel'},\n",
       " {'schotland', 'schots', 'schotse', 'schotten'},\n",
       " {'bretagne', 'bretoense', 'bretons', 'bretonse'},\n",
       " {'metro', 'metrolijn', 'metrolijnen', 'u-bahn'},\n",
       " {'oostenrijk', 'oostenrijkers', 'oostenrijks', 'oostenrijkse'},\n",
       " {'kroaat', 'kroaten', 'kroatisch', 'kroatische'},\n",
       " {'egypte', 'egyptenaren', 'egyptisch', 'egyptische'},\n",
       " {'gitaar', 'gitarist', 'leadgitaar', 'slaggitaar'},\n",
       " {'eerste klasse', 'eerste klasse a', 'eersteklasser', 'jupiler league'},\n",
       " {'jazz', 'jazzpianist', 'pianist', 'pianiste'},\n",
       " {'tsjechen', 'tsjechisch', 'tsjechische', 'tsjechië'},\n",
       " {'roemeens', 'roemeense', 'roemenen', 'roemenië'},\n",
       " {'ch', 'sui', 'zwitserland', 'zwitsers'},\n",
       " {'portugal', 'portugees', 'portugese', 'portugezen'},\n",
       " {'bra', 'braziliaans', 'braziliaanse', 'brazilië'},\n",
       " {'groothertogdom luxemburg', 'luxemburg', 'luxemburgs', 'luxemburgse'},\n",
       " {'polen', 'pool', 'pools', 'poolse'},\n",
       " {'aus', 'australisch', 'australische', 'australië'},\n",
       " {'china', 'chinees', 'chinese', 'chinezen'},\n",
       " {'fr', 'frans', 'franstalig', 'franstalige'},\n",
       " {'gevaccineerd', 'vaccin', 'vaccinatie'},\n",
       " {'gp van zwitserland', 'grand prix van zwitserland', 'zwi'},\n",
       " {'betovering', 'magische', 'toveren'},\n",
       " {'wereldkampioenschap voetbal onder 20', 'wk onder 20', 'wk onder-20'},\n",
       " {'kegel', 'kegels', 'taps'},\n",
       " {'burgerlijk', 'civiel recht', 'civiele procedure'},\n",
       " {'duitse keizer', 'keizerlijke', 'rooms-duits'},\n",
       " {'hyacint', 'hyacinten', 'hyacinthus'},\n",
       " {'creolen', 'creool', 'creoolse'},\n",
       " {'nations league', 'uefa nations league', 'uefa nations league 2020/21'},\n",
       " {'bok', 'geit', 'geiten'},\n",
       " {'comedyserie', 'komedieserie', 'sitcom'},\n",
       " {'container', 'containers', 'containerterminal'},\n",
       " {'jaren 80', 'jaren tachtig', 'tachtig'},\n",
       " {'jaren 70', 'jaren zeventig', 'zeventig'},\n",
       " {'bisschop', 'bisschopswijding', 'gewijd'},\n",
       " {'profetie', 'voorspelling', 'voorspellingen'},\n",
       " {'schieten', 'schietsport', 'schutter'},\n",
       " {'gesteriliseerd', 'sterilisatie', 'steriliseren'},\n",
       " {'procyon', 'wasbeer', 'wasberen'},\n",
       " {'bora-argon 18', 'bora-hansgrohe', 'team netapp-endura'},\n",
       " {'bourgeois', 'burger', 'burgers'},\n",
       " {'minimalisme', 'minimalistisch', 'minimalistische'},\n",
       " {'neutraal', 'neutrale', 'neutraliteit'},\n",
       " {'topsport vlaanderen',\n",
       "  'topsport vlaanderen-baloise',\n",
       "  'topsport vlaanderen-mercator'},\n",
       " {'bisdom luik', 'bisschop van luik', 'luiks'},\n",
       " {'cofidis', 'cofidis, le crédit en ligne', 'cofidis, solutions crédits'},\n",
       " {'discipline', 'disciplines', 'vakgebied'},\n",
       " {'fiets', 'fietsen', 'fietsers'},\n",
       " {'geschiedkundige', 'historica', 'historicus'},\n",
       " {'rijtuig', 'rijtuigen', 'wagons'},\n",
       " {'novo nordisk', 'team novo nordisk', 'team type 1-sanofi'},\n",
       " {'cinema', 'cinematograaf', 'videos'},\n",
       " {'ag2r la mondiale', 'ag2r-citroën', 'ag2r-la mondiale'},\n",
       " {'jaren 90', 'jaren negentig', 'negentig'},\n",
       " {'gestucte', 'pleister', 'stucwerk'},\n",
       " {'ek <br /> allround', 'ek<br />allround', 'europese titel'},\n",
       " {'geschiedenis', 'historisch', 'historische'},\n",
       " {'gestalkt', 'stalken', 'stalker'},\n",
       " {'zout water', 'zoutwater', 'zoutwatervis'},\n",
       " {'bos', 'bossen', 'woud'},\n",
       " {'dnipro', 'dnipropetrovsk', 'dnjepropetrovsk'},\n",
       " {'historiserende', 'historiserende stijl', 'historisme'},\n",
       " {'tweezaadlobbig', 'tweezaadlobbige', 'tweezaadlobbige planten'},\n",
       " {'visigoten', 'visigotisch', 'visigotische'},\n",
       " {'agrarische', 'agrarische sector', 'landbouw'},\n",
       " {'continu', 'continue', 'continuïteit'},\n",
       " {'discus', 'discuswerpen', 'discuswerper'},\n",
       " {'bastaard', 'bastaarden', 'hybridisatie'},\n",
       " {'sanoma', 'sanoma media', 'sanoma uitgevers'},\n",
       " {'amsterdam sloterdijk', 'sloterdijk', 'station sloterdijk'},\n",
       " {'districtsraad', 'districtsraden', 'districtsvoorzitter'},\n",
       " {'mediterraan', 'mediterrane', 'middellandse zeegebied'},\n",
       " {'polytechnische school', 'technische hogeschool', 'technische universiteit'},\n",
       " {'transcendent', 'transcendente', 'transcendentie'},\n",
       " {'arkéa-samsic', 'bretagne-séché environnement', 'fortuneo-vital concept'},\n",
       " {'huis van oranje', 'oranje-nassau', 'oranjes'},\n",
       " {'postmoderne', 'postmodernisme', 'postmodernistische'},\n",
       " {'ampère', 'stroom', 'stroomsterkte'},\n",
       " {'antwerp', 'antwerp fc', 'royal antwerp'},\n",
       " {'golfoorlog', 'oorlog in irak', 'tweede golfoorlog'},\n",
       " {'muziekpedagoog', 'pedagoge', 'pedagoog'},\n",
       " {'ramen', 'venster', 'vensters'},\n",
       " {'moraliteit', 'moreel', 'morele'},\n",
       " {'resistent', 'resistente', 'resistentie'},\n",
       " {'geologisch tijdvak', 'geologische geschiedenis', 'tijdperk'},\n",
       " {'olympische spelen 1984',\n",
       "  'olympische spelen van los angeles',\n",
       "  'olympische zomerspelen 1984'},\n",
       " {'archeologische vindplaats', 'site', 'sites'},\n",
       " {'kg', 'kilo', 'µg'},\n",
       " {'spoorlijn', 'spoorweg', 'spoorwegen'},\n",
       " {'viking', 'vikings', 'vikingtijd'},\n",
       " {'aziatisch', 'aziatische', 'azië'},\n",
       " {'bahrain mclaren', 'bahrain-merida', 'bahrain-victorious'},\n",
       " {'twente', 'twents', 'twentse'},\n",
       " {'zuid-nederland', 'zuid-nederlands', 'zuidelijke nederlanden'},\n",
       " {'mannelijk', 'mannelijke', '♂'},\n",
       " {'modernisme', 'modernistische', 'moderniteit'},\n",
       " {'sociaal', 'sociale', 'sociale wetenschappen'},\n",
       " {'criticus', 'kritisch', 'muziekcriticus'},\n",
       " {'expressionisme', 'expressionistische', 'expressionistische stijl'},\n",
       " {'gaskamer', 'vergassing', 'vergast'},\n",
       " {'lombarden', 'longobarden', 'longobardische'},\n",
       " {'abstract', 'abstracte', 'abstractie'},\n",
       " {'cult', 'cultstatus', 'scene'},\n",
       " {'minister van volksgezondheid',\n",
       "  'ministerie van volksgezondheid',\n",
       "  'volksgezondheid'},\n",
       " {'arenberg', 'hertog van arenberg', 'hertogdom arenberg'},\n",
       " {'bekerwinnaar sovjet-unie', 'bekerwinnaar van de sovjet-unie', 'ussr cup'},\n",
       " {'belgisch voetbalelftal', 'belgische nationale ploeg', 'nationale ploeg'},\n",
       " {'doodstraf', 'executie', 'geëxecuteerd'},\n",
       " {'holocaust', 'jodenvervolging', 'shoah'},\n",
       " {'motorrijtuig', 'motorwagen', 'motorwagens'},\n",
       " {'whig', 'whig party', 'whigs'},\n",
       " {'ca', 'california', 'californië'},\n",
       " {'icon', 'iconen', 'icoon'},\n",
       " {'feldwebel', 'sergeant', 'unteroffizier'},\n",
       " {'scenarios', 'script', 'scripts'},\n",
       " {'act', 'akte', 'akten'},\n",
       " {'editor', 'filmeditor', 'filmmonteur'},\n",
       " {'iris', 'irissen', 'lis'},\n",
       " {'sirene', 'sirenen', 'sirenes'},\n",
       " {'longslak', 'slak', 'slakken'},\n",
       " {'dualisme', 'dualistisch', 'dualistische'},\n",
       " {'breedte', 'nb', 'noorderbreedte'},\n",
       " {'academy award', 'academy awards', 'oscar'},\n",
       " {'blind', 'blinde', 'blinden'},\n",
       " {'cover', 'coverband', 'covers'},\n",
       " {'dode', 'dood', 'stoffelijk overschot'},\n",
       " {'10.000 m', '10.000 meter', '10000 m'},\n",
       " {'dame', 'dames', 'vrouw'},\n",
       " {'labour', 'labour party', 'labour-partij'},\n",
       " {'miniaturen', 'miniaturist', 'miniatuur'},\n",
       " {'isaan', 'noordoost', 'noordoosten'},\n",
       " {'serie', 'series', 'televisieserie'},\n",
       " {'billboard', 'billboards', 'de amerikaanse hitlijst'},\n",
       " {'beperking', 'handicap', 'mindervaliden'},\n",
       " {'saami', 'samen', 'sami'},\n",
       " {'akoestiek', 'akoestisch', 'akoestische'},\n",
       " {'science fiction', 'sciencefiction', 'sf'},\n",
       " {'strategie', 'strategisch', 'strategische'},\n",
       " {'piano', 'pianoforte', 'pianoles'},\n",
       " {'de kempen', 'kempen', 'kempens'},\n",
       " {'leningrad', 'sint-petersburg', 'st. petersburg'},\n",
       " {'somalisch', 'somalische', 'somalië'},\n",
       " {'kat', 'kater', 'katten'},\n",
       " {'indo-europeanen', 'indo-europees', 'indo-europese'},\n",
       " {'gothenburg', 'göteborg', 'göteborg c'},\n",
       " {'nederzetting', 'plaats', 'woonplaats'},\n",
       " {'beker van rusland', 'bekerwinnaar rusland', 'bekerwinnaar van rusland'},\n",
       " {'drone', 'drones', 'uav'},\n",
       " {'jong vitesse', 'sbv vitesse', 'vitesse'},\n",
       " {'opstand', 'rebel', 'rebellen'},\n",
       " {'caraïbische', 'cariben', 'caribische'},\n",
       " {'molukken', 'molukkers', 'molukse'},\n",
       " {'tantra', 'tantras', 'tantrische'},\n",
       " {'grootloge', 'obediëntie', 'vrijmetselaarsloge'},\n",
       " {'conservatief', 'conservatieve', 'conservatieven'},\n",
       " {'leen', 'leengoed', 'lenen'},\n",
       " {'fellow', 'leden', 'lid'},\n",
       " {'im', 'internationaal meester', 'meester'},\n",
       " {'jaren 10', 'jaren tien', 'tien'},\n",
       " {'bus', 'buslijn', 'busvervoer'},\n",
       " {'economische zaken',\n",
       "  'minister van economische zaken',\n",
       "  'ministerie van economische zaken'},\n",
       " {'binnenlandse zaken',\n",
       "  'minister van binnenlandse zaken',\n",
       "  'ministerie van binnenlandse zaken'},\n",
       " {'grote', 'pacific', 'pacifische'},\n",
       " {'boerderij', 'hoeve', 'hofstede'},\n",
       " {'europees hof van justitie',\n",
       "  'hof van justitie',\n",
       "  'hof van justitie van de europese gemeenschappen'},\n",
       " {'academie',\n",
       "  'academie voor schone kunsten',\n",
       "  'koninklijke academie voor schone kunsten'},\n",
       " {'promotie', 'promoveerde', 'promoveren'},\n",
       " {'regent', 'regenten', 'regentes'},\n",
       " {'1.1', '1.2', 'classificatie'},\n",
       " {'versnelling', 'versnellingen', 'versnellingsbak'},\n",
       " {'den', 'dennen', 'dennenboom'},\n",
       " {'voeding', 'voedingsmiddelen', 'voedsel'},\n",
       " {'aram', 'aramees', 'aramese'},\n",
       " {'botanica', 'botanicus', 'plantkundige'},\n",
       " {'alkali', 'base', 'basen'},\n",
       " {'bestand', 'bestanden', 'wapenstilstand'},\n",
       " {'dominicaans', 'dominicaanse', 'dominicaanse republiek'},\n",
       " {'taranto', 'tarente', 'tarentum'},\n",
       " {'kristal', 'kristallen', 'kristallijne'},\n",
       " {'codex', 'codices', 'manuscripten'},\n",
       " {'naturalisme', 'naturalistisch', 'naturalistische'},\n",
       " {'wortel', 'wortelen', 'wortels'},\n",
       " {'onafhankelijk', 'onafhankelijke', 'onafhankelijkheid'},\n",
       " {'anglicaans', 'anglicaanse', 'anglicaanse kerk'},\n",
       " {'protestants', 'protestantse', 'protestantse kerk'},\n",
       " {'duurzaam', 'duurzaamheid', 'duurzame'},\n",
       " {'leuvense universiteit', 'universiteit leuven', 'universiteit van leuven'},\n",
       " {'breuk', 'breuken', 'teller'},\n",
       " {'deel', 'delen', 'deling'},\n",
       " {'maya', 'mayas', 'mayastad'},\n",
       " {'orthodox', 'orthodoxe', 'orthodoxe kerk'},\n",
       " {'antillen', 'antilliaanse', 'nederlandse antillen'},\n",
       " {'keyboards', 'toetsen', 'toetsenist'},\n",
       " {'rollenspel', 'rollenspellen', 'rpg'},\n",
       " {'counties', 'county', 'countys'},\n",
       " {'jammu en kasjmir', 'kashmir', 'kasjmir'},\n",
       " {'schutterij', 'schutterijen', 'schuttersgilde'},\n",
       " {'overeenkomst', 'transactie', 'transacties'},\n",
       " {'hoer', 'prostituee', 'prostituees'},\n",
       " {'geloof', 'godsdienst', 'religieuze'},\n",
       " {'magazine', 'periodiek', 'tijdschrift'},\n",
       " {'dubbelspion', 'spion', 'spionage'},\n",
       " {'standard', 'standard de liège', 'standard luik'},\n",
       " {'leadzanger', 'zanger', 'zangeres'},\n",
       " {'punk', 'punkband', 'punkbeweging'},\n",
       " {'varken', 'varkens', 'zwijnen'},\n",
       " {'reïncarnatie', 'wedergeboorte', 'wedergeboren'},\n",
       " {'primera b', 'segunda división', 'segunda división a'},\n",
       " {'cultureel', 'culturen', 'cultuur'},\n",
       " {'ddr', 'duitse democratische republiek', 'oost-duitsland'},\n",
       " {'reggio', 'reggio emilia', 'reggio nellemilia'},\n",
       " {'bangladesh', 'bengaalse', 'bengalen'},\n",
       " {'chirurgische ingreep', 'operatie', 'operaties'},\n",
       " {'europees voetbal', 'europese competities', 'toernooien'},\n",
       " {'maat', 'maatsoort', 'maten'},\n",
       " {'j', 'jaar', 'jaren'},\n",
       " {'mongolen', 'mongools', 'mongoolse'},\n",
       " {'vietnam', 'vietnamees', 'vietnamese'},\n",
       " {'financiën', 'minister van financiën', 'ministerie van financiën'},\n",
       " {'open source', 'open-source', 'opensource'},\n",
       " {'toscaans', 'toscaanse', 'toscane'},\n",
       " {'matteüs', 'mattheus', 'mattheüs'},\n",
       " {'morfologie', 'morfologisch', 'morfologische'},\n",
       " {'strip', 'stripreeks', 'stripserie'},\n",
       " {'vertaalster', 'vertaler', 'vertaling'},\n",
       " {'vulkanisch', 'vulkanische', 'vulkanische activiteit'},\n",
       " {'dogma', 'dogmas', 'dogmatische'},\n",
       " {'madagaskar', 'malagassisch', 'malagassische'},\n",
       " {'koningin wilhelmina', 'prinses wilhelmina', 'wilhelmina'},\n",
       " {'canon', 'canoniek', 'canonieke'},\n",
       " {'gemeentefusie', 'gemeentelijke herindeling', 'herindeling'},\n",
       " {'geïmproviseerd', 'improvisatie', 'improviseren'},\n",
       " {'justitie', 'minister van justitie', 'ministerie van justitie'},\n",
       " {'eth', 'ethiopisch', 'ethiopië'},\n",
       " {'motorvermogen', 'vermogen', 'vermogens'},\n",
       " {'adelaar', 'adelaars', 'arend'},\n",
       " {'mijn', 'mijnen', 'zeemijn'},\n",
       " {'landskampioen sovjet-unie',\n",
       "  'landskampioen van de sovjet-unie',\n",
       "  'landskampioenschap van de sovjet-unie'},\n",
       " {'piramide', 'piramiden', 'piramides'},\n",
       " {'bafta', 'bafta award', 'bafta awards'},\n",
       " {'friese', 'friesland', 'friezen'},\n",
       " {'territoria', 'territoriaal', 'territorium'},\n",
       " {'harmonie', 'harmonieën', 'harmonisch'},\n",
       " {'sprinten', 'sprinter', 'sprinters'},\n",
       " {'kolom', 'zuil', 'zuilen'},\n",
       " {'arrangeerde', 'arrangement', 'arrangeur'},\n",
       " {'graaf', 'graf', 'graven'},\n",
       " {'realisme', 'realistisch', 'realistische'},\n",
       " {'schaap', 'schapen', 'schapenvlees'},\n",
       " {'communautaire', 'eu', 'europese unie'},\n",
       " {'maleise', 'maleisisch', 'maleisië'},\n",
       " {'zwart', 'zwarte', 'zwarten'},\n",
       " {'hobo', 'hobos', 'hoboïst'},\n",
       " {'syrisch', 'syrische', 'syrië'},\n",
       " {'de smurfen', 'smurf', 'smurfen'},\n",
       " {'bisdom münster', 'bisschop van münster', 'münster'},\n",
       " {'astronomen', 'astronoom', 'sterrenkundige'},\n",
       " {'nobelprijs', 'nobelprijswinnaar', 'nobelprijswinnares'},\n",
       " {'oezbeeks', 'oezbeekse', 'oezbekistan'},\n",
       " {'bijbel', 'bijbelboek', 'bijbelse'},\n",
       " {'thema', 'themas', 'thematiek'},\n",
       " {'lichaam', 'lichamen', 'menselijk lichaam'},\n",
       " {'staal', 'staalindustrie', 'stalen'},\n",
       " {'oostfront', 'westelijk front', 'westfront'},\n",
       " {'geallieerd', 'geallieerde', 'geallieerden'},\n",
       " {'buitenlandse zaken',\n",
       "  'minister van buitenlandse zaken',\n",
       "  'ministerie van buitenlandse zaken'},\n",
       " {'stads', 'stadsgezicht', 'stadsgezichten'},\n",
       " {'consul', 'consulaat', 'consuls'},\n",
       " {'aartsbisdom mainz', 'aartsbisschop van mainz', 'mainz'},\n",
       " {'handschrift', 'handschriften', 'manuscript'},\n",
       " {'sint truiden', 'sint-truiden', 'sint-truidense vv'},\n",
       " {'waalse', 'walen', 'wallonië'},\n",
       " {'orde', 'orden', 'ordes'},\n",
       " {'fotomodel', 'model', 'modellen'},\n",
       " {'hertogdom lotharingen', 'lotharingen', 'lotharingse'},\n",
       " {'azerbeidzjaans', 'azerbeidzjaanse', 'azerbeidzjan'},\n",
       " {'moldavisch', 'moldavische', 'moldavië'},\n",
       " {'oost-vlaams', 'oost-vlaamse', 'oost-vlaanderen'},\n",
       " {'beharing', 'haar', 'haard'},\n",
       " {'franken', 'frankisch', 'frankische'},\n",
       " {'boogschieten', 'boogschutter', 'boogschutters'},\n",
       " {'germaans', 'germaanse', 'germaanse talen'},\n",
       " {'producent', 'producenten', 'producer'},\n",
       " {'trinidad', 'trinidad & tobago', 'trinidad en tobago'},\n",
       " {'wit-rusland', 'wit-russisch', 'wit-russische'},\n",
       " {'filipijnen', 'filipijns', 'phi'},\n",
       " {'kazachs', 'kazachse', 'kazachstan'},\n",
       " {'franse bezetting', 'franse overheersing', 'franse tijd'},\n",
       " {'romantiek', 'romantisch', 'romantische'},\n",
       " {'albanees', 'albanese', 'albanezen'},\n",
       " {'georgisch', 'georgische', 'georgië'},\n",
       " {'sur', 'surinaams', 'suriname'},\n",
       " {'mediolanum', 'milaan', 'milano'},\n",
       " {'om', 'openbaar ministerie', 'parket'},\n",
       " {'napels', 'napolitaanse', 'neapolis'},\n",
       " {'bulgaars', 'bulgaarse', 'bulgaren'},\n",
       " {'theologe', 'theologen', 'theoloog'},\n",
       " {'chemie', 'chemische', 'scheikunde'},\n",
       " {'alessandro farnese', 'hertog van parma', 'parma'},\n",
       " {'lb', 'lublin', 'pound'},\n",
       " {'captain', 'kapitein', 'kapiteins'},\n",
       " {'bouwkundig', 'kunstwerk', 'kunstwerken'},\n",
       " {'zuid-afrika', 'zuid-afrikaans', 'zuid-afrikaanse'},\n",
       " {'schepen', 'schepenen', 'vaartuig'},\n",
       " {'leiden', 'leids', 'leidse'},\n",
       " {'alcohol', 'alcoholgebruik', 'alcoholische'},\n",
       " {'goud', 'gouden', 'gouden plaat'},\n",
       " {'boheems', 'boheemse', 'bohemen'},\n",
       " {'malta', 'maltees', 'maltese'},\n",
       " {'cuba', 'cubaan', 'cubaanse'},\n",
       " {'fluit', 'fluiten', 'fluitist'},\n",
       " {'iraans', 'iraanse', 'iran'},\n",
       " {'indonesisch', 'indonesische', 'indonesië'},\n",
       " {'joegoslavisch', 'joegoslavische', 'joegoslavië'},\n",
       " {'schimmel', 'schimmels', 'schimmelziekte'},\n",
       " {'saksen', 'saksisch', 'saksische'},\n",
       " {'ijsland', 'ijslands', 'ijslandse'},\n",
       " {'rhône', 'rhônedal', 'rhônevallei'},\n",
       " {'zeeland', 'zeeuwen', 'zeeuwse'},\n",
       " {'plp', 'prl', 'pvv'},\n",
       " {'liberaal', 'liberale', 'liberalen'},\n",
       " {'tur', 'turkije', 'turks voetbalelftal'},\n",
       " {'drum', 'drums', 'slagwerk'},\n",
       " {'senaat', 'senator', 'senatoren'},\n",
       " {'drama', 'dramafilm', 'dramaserie'},\n",
       " {'atheense', 'athene', 'atheners'},\n",
       " {'syn.', 'synoniem', 'synoniemen'},\n",
       " {'tweede klasse', 'tweede niveau', 'tweedeklasser'},\n",
       " {'brussel', 'brussels', 'brusselse'},\n",
       " {'holland', 'hollands', 'hollandse'},\n",
       " {'liège', 'luik', 'luikse'},\n",
       " {'antwerpen', 'antwerps', 'antwerpse'},\n",
       " {'new york', 'new york city', 'ny'},\n",
       " {'utrecht', 'utrechts', 'utrechtse'},\n",
       " {'en', 'engels', 'engelstalige'},\n",
       " {'groningen', 'groninger', 'groningse'},\n",
       " {'halve finale', 'halve finales'},\n",
       " {'nk sprint', 'nk<br />sprint'},\n",
       " {'jan pronk', 'pronk'},\n",
       " {'sonnet', 'sonnetten'},\n",
       " {'groeve', 'steengroeve'},\n",
       " {'corolla', 'toyota corolla'},\n",
       " {'versterker', 'versterkers'},\n",
       " {'reproductie', 'voortplanting'},\n",
       " {'aspect', 'aspecten'},\n",
       " {'amir', 'emir'},\n",
       " {'erf', 'erven'},\n",
       " {'ernst lodewijk', 'ernst lodewijk van hessen-darmstadt'},\n",
       " {'gemeentearchief', 'stadsarchief'},\n",
       " {'he', 'helium'},\n",
       " {'jaren 60', 'jaren zestig'},\n",
       " {'julia caesaris', 'julia caesaris maior'},\n",
       " {'natie', 'nationale'},\n",
       " {'lood', 'pb'},\n",
       " {'lezing', 'presentatie'},\n",
       " {'prince of wales', 'prins van wales'},\n",
       " {'beatrix', 'prinses beatrix'},\n",
       " {'quezon', 'tayabas'},\n",
       " {'commissariaten', 'rvc'},\n",
       " {'eredivisie 2011/12', 'seizoen 2011/12'},\n",
       " {'strijker', 'strijkers'},\n",
       " {'tl', 'vmbo-t'},\n",
       " {'pdc world darts championship', 'world darts championship'},\n",
       " {'algonkin', 'algonquin'},\n",
       " {'athelstan', 'æthelstan'},\n",
       " {'bridge', 'bridger'},\n",
       " {'british open', 'brits open'},\n",
       " {'caja rural', 'caja rural-seguros rga'},\n",
       " {'dwangarbeid', 'dwangarbeiders'},\n",
       " {'figurine', 'figurines'},\n",
       " {'gate', 'gates'},\n",
       " {'gedenkplaat', 'gedenksteen'},\n",
       " {'hond', 'honden'},\n",
       " {'comedian', 'humorist'},\n",
       " {'inhoud', 'volume'},\n",
       " {'israëlisch-palestijns conflict', 'israëlisch-palestijnse conflict'},\n",
       " {'gould', 'john gould'},\n",
       " {'landskampioen italië', 'lega basket serie a'},\n",
       " {'grote of sint-martinuskerk', 'martinuskerk'},\n",
       " {'michael schumacher', 'schumacher'},\n",
       " {'mozaïek', 'mozaïeken'},\n",
       " {'naald', 'naalden'},\n",
       " {'michajlov', 'nikolaj michajlov'},\n",
       " {'nk allround', 'nk<br />allround'},\n",
       " {'ode', 'oden'},\n",
       " {'olie-', 'oliemolen'},\n",
       " {'palestra itália', 'palmeiras'},\n",
       " {'grodziski', 'powiat grodziski'},\n",
       " {'recitatie', 'reciteren'},\n",
       " {'regenwoud', 'regenwouden'},\n",
       " {'revisionisme', 'revisionistische'},\n",
       " {'sagan', 'żagań'},\n",
       " {'saint martin', 'saint-martin'},\n",
       " {'ambrosius', 'santambrogio'},\n",
       " {'eredivisie 2008/09', 'seizoen 2008/09'},\n",
       " {'seoel', 'seoul'},\n",
       " {'tetraëder', 'tetraëdrisch'},\n",
       " {'hr.ms. tromp', 'tromp'},\n",
       " {'t-rex', 'tyrannosaurus rex'},\n",
       " {'conference league', 'uefa europa conference league'},\n",
       " {'nippo-vini fantini', 'vini fantini nippo'},\n",
       " {'wake', 'wake island'},\n",
       " {'algemeen directeur', 'ceo'},\n",
       " {'apocrief', 'apocriefe'},\n",
       " {'belijdenis', 'geloofsbelijdenis'},\n",
       " {'cliché', 'clichés'},\n",
       " {'dol', 'dol-de-bretagne'},\n",
       " {'dvd', 'dvd-speler'},\n",
       " {'egel', 'egels'},\n",
       " {'efeze', 'ephesus'},\n",
       " {'arbela', 'erbil'},\n",
       " {'exarch', 'exarchaat'},\n",
       " {'expeditie', 'expedities'},\n",
       " {'futen', 'fuut'},\n",
       " {'gomel', 'homel'},\n",
       " {'huisprelaat', 'pauselijk huisprelaat'},\n",
       " {'inr', 'nir'},\n",
       " {'gekroond', 'kroning'},\n",
       " {'lage vloer', 'lagevloer'},\n",
       " {'emanuel', 'manuel i'},\n",
       " {'maria amalia', 'maria amalia van oostenrijk'},\n",
       " {'nexus', 'the nexus'},\n",
       " {'onderwijs', 'vorming'},\n",
       " {'parachute', 'parachutisten'},\n",
       " {'pragmatisch', 'pragmatische'},\n",
       " {'radiostraling', 'rf'},\n",
       " {'diagram', 'schema'},\n",
       " {'sector', 'sectoren'},\n",
       " {'st albans', 'st. albans'},\n",
       " {'saint paul', 'st. paul'},\n",
       " {'the lord of the rings: the return of the king', 'the return of the king'},\n",
       " {'tijl uilenspiegel', 'uilenspiegel'},\n",
       " {'verdrag van versailles', 'vrede van versailles'},\n",
       " {'wk 1998', 'wk in frankrijk'},\n",
       " {'autonomie', 'zelfstandig'},\n",
       " {'augustijn', 'augustijnenklooster'},\n",
       " {'bas jacobs', 'jacobs'},\n",
       " {'edingen', 'enghien'},\n",
       " {'els', 'elzen'},\n",
       " {'everhard iii', 'everhard iii van württemberg'},\n",
       " {'famagusta', 'gazimağusa'},\n",
       " {'assemblée nationale', 'franse parlement'},\n",
       " {'futurisme', 'futuristen'},\n",
       " {'gregoriaans', 'gregoriaanse'},\n",
       " {'gehoor', 'horen'},\n",
       " {'benji', 'ji'},\n",
       " {'kolberg', 'kołobrzeg'},\n",
       " {'lateraal', 'laterale'},\n",
       " {'derry', 'londonderry'},\n",
       " {'deutschland', 'lützow'},\n",
       " {'maximum', 'minimum'},\n",
       " {'olifant', 'olifanten'},\n",
       " {'orlando city', 'orlando city sc'},\n",
       " {'palma', 'palma de mallorca'},\n",
       " {'pcc-car', 'pcc-cars'},\n",
       " {'pedro', 'pedro rodríguez'},\n",
       " {'pk', 'pki'},\n",
       " {'plesiosauriër', 'plesiosauriërs'},\n",
       " {'racing club gent', 'racing gent'},\n",
       " {'refuge', 'refugium'},\n",
       " {'robben', 'zeehonden'},\n",
       " {'sociaal netwerk', 'sociale netwerken'},\n",
       " {'sonnenburg', 'słońsk'},\n",
       " {'st helens', 'st. helens'},\n",
       " {'stabilisator', 'stabilisatoren'},\n",
       " {'stockholm', 'stockholm c'},\n",
       " {'topschutter', 'topscorer'},\n",
       " {'tram 4', 'tramlijn 4'},\n",
       " {'lijn 9', 'tramlijn 9'},\n",
       " {'trebnitz', 'trzebnica'},\n",
       " {'west-friesland', 'west-friezen'},\n",
       " {'alg', 'wieren'},\n",
       " {'salix', 'wilgen'},\n",
       " {'12 angry men', 'wel'},\n",
       " {'49er', '49erfx'},\n",
       " {'aartshertog van oostenrijk', 'aartshertogin van oostenrijk'},\n",
       " {'afrika cup', 'afrikaans kampioenschap'},\n",
       " {'alva', 'hertog van alva'},\n",
       " {'asiel', 'asielprocedure'},\n",
       " {'bogota', 'bogotá'},\n",
       " {'cheeta', 'cheetah'},\n",
       " {'copulatie', 'paren'},\n",
       " {'dynamiek', 'dynamisch'},\n",
       " {'ek onder 21', 'europees kampioenschap voetbal onder 21'},\n",
       " {'elvis', 'elvis presley'},\n",
       " {'eredivisionist', 'nederlandse eredivisie'},\n",
       " {'conserveren', 'geconserveerd'},\n",
       " {'geiser', 'geisers'},\n",
       " {'golden globe award', 'golden globes'},\n",
       " {'gudmundsson', 'guðmundsson'},\n",
       " {'chip', 'ics'},\n",
       " {'infiltratie', 'infiltreren'},\n",
       " {'internacional', 'sc internacional'},\n",
       " {'dag des oordeels', 'laatste oordeel'},\n",
       " {'laodicea', 'latakia'},\n",
       " {'libel', 'libellen'},\n",
       " {'lijn 12', 'tramlijn 12'},\n",
       " {'lijn 17', 'tramlijn 17'},\n",
       " {'louise marie', 'louise van orléans'},\n",
       " {'lemberg', 'lviv'},\n",
       " {'kinshasa', 'léopoldville'},\n",
       " {'lourdesgrot', 'mariagrot'},\n",
       " {'matrijs', 'matrijzen'},\n",
       " {'geometrie', 'meetkunde'},\n",
       " {'mesopotamische', 'mesopotamië'},\n",
       " {'landbouw, natuur en voedselkwaliteit',\n",
       "  'ministerie van landbouw en visserij'},\n",
       " {'moezel', 'mosel'},\n",
       " {'most valuable player', 'mvp'},\n",
       " {'datsun', 'nissan'},\n",
       " {'ontginning', 'ontgonnen'},\n",
       " {'oortje', 'oortjes'},\n",
       " {'paardenstaart', 'paardenstaarten'},\n",
       " {'alexander van oranje-nassau', 'prins alexander'},\n",
       " {'racing', 'racing club'},\n",
       " {'reflectie', 'reflector'},\n",
       " {'ladies tour of norway', 'ronde van noorwegen'},\n",
       " {'sterk', 'sterke'},\n",
       " {'soemba', 'sumba'},\n",
       " {'stazione termini', 'termini'},\n",
       " {'spoortunnel', 'tunnels'},\n",
       " {'verbrand', 'verbranding'},\n",
       " {'vierkant', 'vierkante'},\n",
       " {'waaier', 'waaiers'},\n",
       " {'wereldkampioenschappen in 2003', 'wk in parijs'},\n",
       " {'adelheid', 'adelheid van bourgondië'},\n",
       " {'alia', 'aliyah'},\n",
       " {'alternatieve', 'alternative'},\n",
       " {'de gelaarsde kat', 'gelaarsde kat'},\n",
       " {'de rode ridder', 'rode ridder'},\n",
       " {'de waarheid', 'volksdagblad'},\n",
       " {'derde persoon', 'eerste persoon'},\n",
       " {'beëdigd', 'eed'},\n",
       " {'erkend', 'erkenning'},\n",
       " {'etage', 'etages'},\n",
       " {'fortuna sittard', 'fsc'},\n",
       " {'bouwwerk', 'gebouw'},\n",
       " {'kalken', 'kalksteen'},\n",
       " {'kan', 'khan'},\n",
       " {'oculi', 'oculus'},\n",
       " {'philippus', 'philippus ii'},\n",
       " {'domproost', 'proosten'},\n",
       " {'francs borains', 'r. francs borains'},\n",
       " {'ritueel', 'rituelen'},\n",
       " {'rodelbaan', 'rodelen'},\n",
       " {'röntgen', 'röntgenstraling'},\n",
       " {'elisabeth van hongarije', 'sint-elisabeth'},\n",
       " {'stargard', 'stargard szczeciński'},\n",
       " {'stekelvarken', 'stekelvarkens'},\n",
       " {'moyland', 'till'},\n",
       " {'moment', 'torsie'},\n",
       " {'treptow', 'trzebiatów'},\n",
       " {'constellation', 'uss constellation'},\n",
       " {'vleet', 'want'},\n",
       " {'nesten', 'vogelnest'},\n",
       " {'voorstad', 'voorsteden'},\n",
       " {'waarneming', 'waarnemingen'},\n",
       " {'gereconstrueerd', 'wederopbouw'},\n",
       " {'jongerenklassement', 'witte trui'},\n",
       " {'zwak', 'zwakke'},\n",
       " {'gp van zweden', 'zwe'},\n",
       " {'aland', 'kurt'},\n",
       " {'boezem', 'boezems'},\n",
       " {'ccc polsat polkowice', 'ccc sprandi polkowice'},\n",
       " {'chp', 'republikeinse volkspartij'},\n",
       " {'correlatie', 'gecorreleerd'},\n",
       " {'cynische', 'cynisme'},\n",
       " {'dans', 'dansen'},\n",
       " {'devon', 'devonshire'},\n",
       " {'frederik willem', 'frederik willem i'},\n",
       " {'galba', 'servius sulpicius galba'},\n",
       " {'garibaldi', 'giuseppe garibaldi'},\n",
       " {'haring', 'haringen'},\n",
       " {'ambachtsheerlijkheid', 'heerlijkheid'},\n",
       " {'kers', 'kersen'},\n",
       " {'kiesdistrict', 'kiesdistricten'},\n",
       " {'le hom', 'thury-harcourt'},\n",
       " {'les villages vovéens', 'voves'},\n",
       " {'luchtvrachtmaatschappij', 'vrachtluchtvaartmaatschappij'},\n",
       " {'magnus eriksson', 'magnus ii'},\n",
       " {'easy listening', 'middle of the road'},\n",
       " {'mo', 'moguls'},\n",
       " {'noordelijke', 'verenigde nederlanden'},\n",
       " {'pd', 'pdl'},\n",
       " {'pga championship', 'pga kampioenschap'},\n",
       " {'gazprom-rusvelo', 'rusvelo'},\n",
       " {'scanner', 'scanners'},\n",
       " {'publius cornelius scipio', 'scipio'},\n",
       " {'shogun', 'shogunaat'},\n",
       " {'stand', 'standen'},\n",
       " {'soeur sourire', 'sœur sourire'},\n",
       " {'tactiek', 'tactische'},\n",
       " {'tataarse', 'tataren'},\n",
       " {'baroda', 'vadodara'},\n",
       " {'vendel', 'vendels'},\n",
       " {'villedieu-les-poêles', 'villedieu-les-poêles-rouffigny'},\n",
       " {'afrikaans', 'afrikaanse'},\n",
       " {'armada', 'spaanse armada'},\n",
       " {'b&b', 'bed & breakfast'},\n",
       " {'beursgenoteerd', 'beursgenoteerde'},\n",
       " {'elbing', 'elbląg'},\n",
       " {'emmerich', 'emmerik'},\n",
       " {'europees kampioenschap voetbal', 'europees kampioenschap voetbal 2016'},\n",
       " {'evangelische', 'evangelische kerk'},\n",
       " {'fan', 'fans'},\n",
       " {'fetisj', 'fetisjisme'},\n",
       " {'girne', 'kyrenia'},\n",
       " {'gracht', 'slotgracht'},\n",
       " {'graden', '°'},\n",
       " {'kwal', 'kwallen'},\n",
       " {'glatz', 'kłodzko'},\n",
       " {'l4', 'l6'},\n",
       " {'lourenço marques', 'maputo'},\n",
       " {'krijgskunst', 'martial arts'},\n",
       " {'minister van onderwijs, kunsten en wetenschappen',\n",
       "  'ministerie van onderwijs, kunsten en wetenschappen'},\n",
       " {'moord', 'vermoord'},\n",
       " {'myceense', 'myceners'},\n",
       " {'nowodworski', 'powiat nowodworski'},\n",
       " {'prins', 'prinses'},\n",
       " {'prins-bisschop', 'prinsbisdom'},\n",
       " {'radon', 'rn'},\n",
       " {'rui', 'ruien'},\n",
       " {'private', 'soldaten'},\n",
       " {'speerwerpen', 'speerwerper'},\n",
       " {'alpaca', 'alpacas'},\n",
       " {'angst', 'vrees'},\n",
       " {'bezirk', 'bezirke'},\n",
       " {'bielski', 'powiat bielski'},\n",
       " {'braam', 'bramen'},\n",
       " {'chiraal', 'chirale'},\n",
       " {'constante', 'constanten'},\n",
       " {'de krim', 'krim'},\n",
       " {'dialogen', 'dialoog'},\n",
       " {'escort', 'ford escort'},\n",
       " {'galerij', 'galerijen'},\n",
       " {'gebeurtenis', 'gebeurtenissen'},\n",
       " {'holstein-gottorp', 'sleeswijk-holstein-gottorp'},\n",
       " {'infrarood', 'ir'},\n",
       " {'john locke', 'locke'},\n",
       " {'melaatsen', 'melaatsheid'},\n",
       " {'melville', 'melville-eiland'},\n",
       " {'microprocessor', 'processor'},\n",
       " {'neil young', 'young'},\n",
       " {'olympische spelen in barcelona', 'olympische zomerspelen 1992'},\n",
       " {'opolski', 'powiat opolski'},\n",
       " {'pola', 'pula'},\n",
       " {'rondeel', 'rondelen'},\n",
       " {'sint-helena', 'st. helena'},\n",
       " {'saur-sojasun', 'sojasun'},\n",
       " {'radioshack', 'team radioshack'},\n",
       " {'tram 2', 'tramlijn 2'},\n",
       " {'lijn 25', 'tramlijn 25'},\n",
       " {'verpleegkunde', 'verpleegkundige'},\n",
       " {'ver', 'verspringen'},\n",
       " {'vrienden', 'vriendschap'},\n",
       " {'chan', 'zen'},\n",
       " {'aanbidding der wijzen', 'drie koningen'},\n",
       " {'anatomie', 'anatoom'},\n",
       " {'bekerwedstrijd', 'copa del rey'},\n",
       " {'brzeski', 'powiat brzeski'},\n",
       " {'digitaal', 'digitale'},\n",
       " {'europese parlementsverkiezingen', 'europese verkiezingen'},\n",
       " {'export', 'uitvoer'},\n",
       " {'altona', 'hamburg-altona'},\n",
       " {'hervormde', 'hervormde kerk'},\n",
       " {'herzogenrath', 's-hertogenrade'},\n",
       " {'indologie', 'indoloog'},\n",
       " {'iason', 'jason'},\n",
       " {'javaans', 'kawi'},\n",
       " {'geodeet', 'landmeter'},\n",
       " {'leenman', 'leenmannen'},\n",
       " {'aunay-sur-odon', 'les monts daunay'},\n",
       " {'lucia', 'santa lucia'},\n",
       " {'evros', 'maritsa'},\n",
       " {'mis', 'missen'},\n",
       " {'nk afstanden', 'nk<br />afstanden'},\n",
       " {'onthoofd', 'onthoofding'},\n",
       " {'sint-servaasbasiliek', 'sint-servaaskerk'},\n",
       " {'spongebob', 'spongebob squarepants'},\n",
       " {'tand', 'tanden'},\n",
       " {'tekenaar', 'tekenen'},\n",
       " {'theaterschool', 'toneelschool'},\n",
       " {'tiberius', 'tiberius claudius nero'},\n",
       " {'anders', 'trappist'},\n",
       " {'liga', 'voetbalcompetitie'},\n",
       " {'weerwolf', 'weerwolven'},\n",
       " {'grünberg', 'zielona góra'},\n",
       " {'middengewicht', 'zwaargewicht'},\n",
       " {'alexandrijnse', 'alexandrië'},\n",
       " {'bonen', 'boon'},\n",
       " {'congruent', 'congruentie'},\n",
       " {'die grünen', 'groenen'},\n",
       " {'axis', 'draaier'},\n",
       " {'ecologisch', 'ecologische'},\n",
       " {'ellips', 'elliptische'},\n",
       " {'fabrikant', 'industrieel'},\n",
       " {'foto', 'fotos'},\n",
       " {'glaciale', 'ijstijden'},\n",
       " {'handvest', 'manifest'},\n",
       " {'leeg', 'leegte'},\n",
       " {'olympische spelen van 1968', 'olympische zomerspelen 1968'},\n",
       " {'roest', 'roesten'},\n",
       " {'ruprecht', 'ruprecht van de palts'},\n",
       " {'symmetrie', 'symmetrisch'},\n",
       " {'trivia', 'triviaal'},\n",
       " {'hallescher fc wacker', 'wacker halle'},\n",
       " {'woord', 'woorden'},\n",
       " {'3000 m steeplechase', 'steeplechase'},\n",
       " {'accommodatie', 'accommoderen'},\n",
       " {'alpecin-fenix', 'corendon-circus'},\n",
       " {'anale', 'anus'},\n",
       " {'apartheid', 'apartheidsregime'},\n",
       " {'boeddhisme', 'boeddhistische'},\n",
       " {'boei', 'boeien'},\n",
       " {'brantôme', 'brantôme en périgord'},\n",
       " {'certificaat', 'certificaten'},\n",
       " {'de zeven provinciën', 'hr.ms. de zeven provinciën'},\n",
       " {'boekdrukker', 'drukker'},\n",
       " {'jacob', 'jakob'},\n",
       " {'katholieke universiteit', 'ru'},\n",
       " {'kea', 'keos'},\n",
       " {'la', 'los angeles'},\n",
       " {'middeleeuwen', 'middeleeuwse'},\n",
       " {'minister van onderwijs', 'ministerie van onderwijs'},\n",
       " {'moderne', 'moderne kunst'},\n",
       " {'natuurwet', 'natuurwetten'},\n",
       " {'sneeuwwitje', 'sneeuwwitje en de zeven dwergen'},\n",
       " {'magiër', 'tovenaar'},\n",
       " {'tsaar', 'tsaristische'},\n",
       " {'tuig', 'tuigage'},\n",
       " {'unitarisme', 'unitariërs'},\n",
       " {'verontreiniging', 'vervuiling'},\n",
       " {'licht', 'zichtbaar licht'},\n",
       " {'het zwin', 'zwin'},\n",
       " {'aasgarnalen', 'aasgarnalensoort'},\n",
       " {'brahmana', 'brahmanas'},\n",
       " {'categorie', 'categorieën'},\n",
       " {'doop', 'gedoopt'},\n",
       " {'etsen', 'etser'},\n",
       " {'gang', 'gangen'},\n",
       " {'gisting', 'vergisting'},\n",
       " {'goederenvervoer', 'transport'},\n",
       " {'gondel', 'gondels'},\n",
       " {'hydraulisch', 'hydraulische'},\n",
       " {'geïnterneerd', 'internering'},\n",
       " {'koninginnedag', 'koningsdag'},\n",
       " {'opéra comique', 'opéra-comique'},\n",
       " {'lomonosov', 'oranienbaum'},\n",
       " {'pees', 'pezen'},\n",
       " {'pot', 'potten'},\n",
       " {'pylonen', 'pyloon'},\n",
       " {'stadia', 'stadium'},\n",
       " {'gooi', 't gooi'},\n",
       " {'urinoir', 'urinoirs'},\n",
       " {'fc wacker innsbruck', 'wacker innsbruck'},\n",
       " {'achtergrond', 'achtergrondzang'},\n",
       " {'belgisch kampioen', 'belgisch kampioenschap'},\n",
       " {'chopper', 'choppers'},\n",
       " {'constitutie', 'constitutionele'},\n",
       " {'episch', 'epische'},\n",
       " {'first-person', 'fps'},\n",
       " {'hortus', 'hortus botanicus'},\n",
       " {'jan verheyen', 'verheyen'},\n",
       " {'landskampioenschap van rusland', 'russische superliga'},\n",
       " {'lijn 6', 'tramlijn 6'},\n",
       " {'locomotief', 'locomotieven'},\n",
       " {'logica', 'logische'},\n",
       " {'oceanische', 'oceanië'},\n",
       " ...]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(clusters, key=len)[::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "75340f6b-359f-412c-a8c4-aa32e42d2a67",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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