tfidf_110clusters.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "import csv\n",
    "import sys\n",
    "\n",
    "csv.field_size_limit(sys.maxsize)\n",
    "\n",
    "episodes = defaultdict(list)\n",
    "with open(\"data1997.csv\", \"r\") as sentences_file:\n",
    "    reader = csv.reader(sentences_file, delimiter=',')\n",
    "    next(reader)\n",
    "    for row in reader:\n",
    "        episodes[row[0]].append(row[2])\n",
    "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    \n",
    "for episode_id, text in episodes.items():\n",
    "    episodes[episode_id] = \"\".join(text)\n",
    "\n",
    "corpus = []\n",
    "for id, episode in sorted(episodes.items(), key=lambda t: int(t[0])):\n",
    "    corpus.append(str(episode))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5199\n"
     ]
    }
   ],
   "source": [
    "#Import all the dependencies\n",
    "from gensim.models.doc2vec import Doc2Vec, TaggedDocument\n",
    "from nltk.tokenize import word_tokenize\n",
    "import sys\n",
    "import csv\n",
    "csv.field_size_limit(sys.maxsize)\n",
    "\n",
    "with open('data1997.csv', 'r') as f:\n",
    "    reader = csv.reader(f)\n",
    "    your_list = list(reader)\n",
    "print(len(your_list))\n",
    "tagged_data = [TaggedDocument(words=word_tokenize(str(d)), tags=[str(i)]) for i, d in enumerate(your_list)]\n",
    "max_epochs = 100\n",
    "vec_size = 128\n",
    "alpha = 0.025\n",
    "\n",
    "import gensim.models as g\n",
    "model=\"d2v(2).model\"\n",
    "m = g.Doc2Vec.load(model)\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "X = []\n",
    "for i in range(5199):\n",
    "    X.append(m.docvecs[i])\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "from sklearn.metrics import accuracy_score #works\n",
    "from sklearn.metrics import silhouette_score #works\n",
    "# def km(num_clust):\n",
    "kmeans =  KMeans(n_clusters=110, max_iter=600, algorithm = 'auto')\n",
    "kmeans.fit(X_scaled)\n",
    "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=600,\n",
    "    n_clusters=110, n_init=10, n_jobs=1, precompute_distances='auto',\n",
    "    random_state=None, tol=0.0001, verbose=0)\n",
    "labels = kmeans.predict(X_scaled)    \n",
    "clusters = {}\n",
    "clusters_id = {}\n",
    "n = 0\n",
    "for item in labels:\n",
    "    if item in clusters:\n",
    "        clusters[item].append(your_list[n][2])\n",
    "    else:\n",
    "        clusters[item] = [your_list[n][2]]\n",
    "    n +=1\n",
    "n = 0\n",
    "for item in labels:\n",
    "    if item in clusters_id:\n",
    "        clusters_id[item].append(your_list[n][1])\n",
    "    else:\n",
    "        clusters_id[item] = [your_list[n][1]]\n",
    "    n +=1\n",
    "sil_score = silhouette_score(X_scaled, labels, metric='euclidean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster  0\n",
      "company              0.2525879114880595\n",
      "packaging            0.24344487397239248\n",
      "medication           0.23686528278394944\n",
      "punch                0.2002890512143522\n",
      "punch card           0.2002890512143522\n",
      "mts                  0.19194367408042082\n",
      "card                 0.19080814446484815\n",
      "mts packaging        0.1418714112768328\n",
      "dispense             0.12501223258041777\n",
      "mt                   0.11683527987503876\n",
      "disposable           0.09179914847324475\n",
      "lifeserv             0.09179914847324475\n",
      "mtl                  0.09179914847324475\n",
      "product              0.09000258915091773\n",
      "sale                 0.0783893518411219\n",
      "medication punch     0.07510839420538207\n",
      "medication punch card 0.07510839420538207\n",
      "mt packaging         0.07510839420538207\n",
      "customer             0.07403438784994847\n",
      "service              0.06677611453132606\n",
      "\n",
      "\n",
      "823560\n",
      "927653\n",
      "104348\n",
      "4672\n",
      "\n",
      "\n",
      "\n",
      "Cluster  1\n",
      "nevada               0.2005726793245129\n",
      "mississippi commission 0.1984049353211804\n",
      "mississippi          0.17097998893237165\n",
      "beau                 0.15185506228898996\n",
      "beau rivage          0.15185506228898996\n",
      "rivage               0.15185506228898996\n",
      "commission           0.14504418097474808\n",
      "game                 0.12618206943892546\n",
      "casino               0.09862506576835553\n",
      "gaming               0.09862506576835553\n",
      "license              0.09223784033689106\n",
      "resort               0.08777784216119991\n",
      "require              0.0877015531072079\n",
      "bellagio             0.08568511791575958\n",
      "beau rivage resort   0.08486018186737676\n",
      "rivage resort        0.08486018186737676\n",
      "nevada commission    0.08422545956275618\n",
      "security             0.08014107439106928\n",
      "golden nugget        0.07268113535985601\n",
      "nugget               0.07268113535985601\n",
      "\n",
      "\n",
      "42246\n",
      "796912\n",
      "852807\n",
      "906553\n",
      "753899\n",
      "863015\n",
      "899647\n",
      "899647\n",
      "899647\n",
      "899647\n",
      "906527\n",
      "906780\n",
      "907242\n",
      "912145\n",
      "30117\n",
      "789570\n",
      "943320\n",
      "896495\n",
      "914022\n",
      "895385\n",
      "898660\n",
      "878321\n",
      "725549\n",
      "\n",
      "\n",
      "\n",
      "Cluster  2\n",
      "utmc                 0.2359198161281585\n",
      "interconnect         0.1042738842449877\n",
      "product              0.09975219994659462\n",
      "use                  0.06784753600662674\n",
      "circuit              0.061470002625864634\n",
      "film                 0.059596043952245374\n",
      "mil std              0.056016719396737705\n",
      "std                  0.056016719396737705\n",
      "satellite            0.055881820568967844\n",
      "microelectronic      0.05408875211001483\n",
      "noise                0.05342021907680098\n",
      "mic                  0.05242662580625745\n",
      "synthesizer          0.04953141288186056\n",
      "radiation            0.046876677538475985\n",
      "defense              0.04631233481087197\n",
      "mil                  0.04525965068608929\n",
      "communication        0.04498741624389011\n",
      "crh                  0.04368885483854787\n",
      "high                 0.04358968354290348\n",
      "gate                 0.043564371572751094\n",
      "\n",
      "\n",
      "2601\n",
      "8919\n",
      "22252\n",
      "22912\n",
      "27116\n",
      "30822\n",
      "31617\n",
      "32198\n",
      "32878\n",
      "39020\n",
      "44800\n",
      "47035\n",
      "74818\n",
      "105532\n",
      "201944\n",
      "708821\n",
      "722051\n",
      "730255\n",
      "740763\n",
      "741696\n",
      "741696\n",
      "752692\n",
      "823927\n",
      "864749\n",
      "869979\n",
      "886128\n",
      "1011586\n",
      "96669\n",
      "6314\n",
      "27082\n",
      "895665\n",
      "1037115\n",
      "65770\n",
      "930542\n",
      "915779\n",
      "868373\n",
      "357108\n",
      "350868\n",
      "1030708\n",
      "319815\n",
      "317093\n",
      "26076\n",
      "96699\n",
      "357064\n",
      "889423\n",
      "916529\n",
      "1018332\n",
      "355777\n",
      "889423\n",
      "716629\n",
      "725727\n",
      "949587\n",
      "934741\n",
      "354813\n",
      "797721\n",
      "901119\n",
      "932021\n",
      "878828\n",
      "1001907\n",
      "69633\n",
      "57139\n",
      "68505\n",
      "820736\n",
      "932279\n",
      "1035104\n",
      "780416\n",
      "929546\n",
      "888693\n",
      "202058\n",
      "202058\n",
      "13606\n",
      "275858\n",
      "40675\n",
      "23197\n",
      "1007587\n",
      "885551\n",
      "715073\n",
      "735780\n",
      "354908\n",
      "912643\n",
      "769874\n",
      "45635\n",
      "780571\n",
      "1023516\n",
      "884621\n",
      "1005969\n",
      "903129\n",
      "32258\n",
      "1013050\n",
      "785546\n",
      "\n",
      "\n",
      "\n",
      "Cluster  3\n",
      "ford                 0.2816270724282102\n",
      "emission             0.19158801288527635\n",
      "vehicle              0.14729701512302873\n",
      "standard             0.11572151191921551\n",
      "ford credit          0.10955438574184621\n",
      "year                 0.10642738802527271\n",
      "epa                  0.08974041524217587\n",
      "car                  0.08378859165823539\n",
      "safety               0.07905899041109281\n",
      "safety administration 0.07730818918386884\n",
      "new                  0.07692780138027479\n",
      "model year           0.07582057816848245\n",
      "shall                0.07286199471358557\n",
      "adopt                0.07264770500593311\n",
      "passenger car        0.07200944610158466\n",
      "act                  0.07077724844765629\n",
      "california           0.06931524147355085\n",
      "state                0.06751845046764614\n",
      "sale                 0.06510253604413337\n",
      "credit               0.062432314839198214\n",
      "\n",
      "\n",
      "37996\n",
      "814677\n",
      "723612\n",
      "77776\n",
      "1016572\n",
      "1016572\n",
      "1045007\n",
      "1031203\n",
      "723612\n",
      "77776\n",
      "1019849\n",
      "723612\n",
      "350698\n",
      "922471\n",
      "1043509\n",
      "1040445\n",
      "1023128\n",
      "1049108\n",
      "\n",
      "\n",
      "\n",
      "Cluster  4\n",
      "missouri             0.1872272324957813\n",
      "company              0.15371510553272139\n",
      "bank                 0.13820517684154485\n",
      "kansa                0.11357122638674594\n",
      "illinois             0.06723109069852892\n",
      "banking              0.06503331387922827\n",
      "page annual report shareholder 0.056168169748734384\n",
      "annual report        0.05408570370463014\n",
      "hold                 0.051826941315579314\n",
      "annual               0.04851688521616245\n",
      "hold company         0.047296955548529654\n",
      "subsidiary           0.046068392280514944\n",
      "bank company second  0.04542849055469837\n",
      "banking association locate 0.04542849055469837\n",
      "company second       0.04542849055469837\n",
      "discuss page annual report 0.04542849055469837\n",
      "discuss page annual report shareholder 0.04542849055469837\n",
      "industry missouri    0.04542849055469837\n",
      "kansas               0.04542849055469837\n",
      "kansas bank          0.04542849055469837\n",
      "\n",
      "\n",
      "22356\n",
      "36146\n",
      "90498\n",
      "357173\n",
      "707179\n",
      "711083\n",
      "712534\n",
      "712537\n",
      "713095\n",
      "714710\n",
      "715072\n",
      "716459\n",
      "719220\n",
      "894671\n",
      "65637\n",
      "822697\n",
      "14060\n",
      "760992\n",
      "700564\n",
      "840264\n",
      "39311\n",
      "703970\n",
      "731653\n",
      "898624\n",
      "200138\n",
      "846753\n",
      "768177\n",
      "812348\n",
      "34782\n",
      "51939\n",
      "741390\n",
      "51939\n",
      "717306\n",
      "810689\n",
      "717306\n",
      "35527\n",
      "708955\n",
      "\n",
      "\n",
      "\n",
      "Cluster  5\n",
      "cherry               0.31277602727244463\n",
      "company              0.11880002474917535\n",
      "keyboard             0.10455894990101755\n",
      "segment              0.09037778565683324\n",
      "automotive           0.09024190616080537\n",
      "switch               0.07578480995038696\n",
      "customer             0.06600001374954186\n",
      "sale                 0.06600001374954186\n",
      "automotive switch    0.05974797137201003\n",
      "automotive switch module 0.05974797137201003\n",
      "automotive switch module segment 0.05974797137201003\n",
      "computer keyboard    0.05974797137201003\n",
      "module segment       0.05974797137201003\n",
      "switch module        0.05974797137201003\n",
      "switch module segment 0.05974797137201003\n",
      "semiconductor segment 0.05439583082999037\n",
      "product              0.05280001099963349\n",
      "control              0.047579216809519764\n",
      "use                  0.04688446673054325\n",
      "market               0.0462000096246793\n",
      "\n",
      "\n",
      "19704\n",
      "23071\n",
      "34285\n",
      "52971\n",
      "70530\n",
      "73568\n",
      "74697\n",
      "92769\n",
      "355948\n",
      "715577\n",
      "718487\n",
      "723639\n",
      "730000\n",
      "751978\n",
      "804312\n",
      "808064\n",
      "859163\n",
      "875359\n",
      "887730\n",
      "889331\n",
      "943580\n",
      "875657\n",
      "919583\n",
      "812927\n",
      "743316\n",
      "88941\n",
      "277928\n",
      "103730\n",
      "90283\n",
      "928737\n",
      "856164\n",
      "880807\n",
      "922204\n",
      "925054\n",
      "800460\n",
      "791907\n",
      "949872\n",
      "729580\n",
      "718074\n",
      "65270\n",
      "749420\n",
      "1011108\n",
      "6281\n",
      "1007800\n",
      "101911\n",
      "4127\n",
      "766430\n",
      "863872\n",
      "827054\n",
      "29002\n",
      "62765\n",
      "65781\n",
      "940332\n",
      "1007594\n",
      "1009675\n",
      "917415\n",
      "1023362\n",
      "310568\n",
      "1042825\n",
      "913885\n",
      "773720\n",
      "893573\n",
      "753568\n",
      "945123\n",
      "316793\n",
      "316793\n",
      "932111\n",
      "\n",
      "\n",
      "\n",
      "Cluster  6\n",
      "president            0.15402381079859537\n",
      "company              0.13847066406614425\n",
      "arrow                0.1274211053778301\n",
      "vice                 0.1265246632828331\n",
      "vice president       0.1265246632828331\n",
      "distributor          0.1045303332302079\n",
      "electronic component 0.08443252901784012\n",
      "officer              0.0761441968035253\n",
      "prior thereto        0.07602365394133716\n",
      "electronics          0.07165976858076287\n",
      "chief                0.0681760507415178\n",
      "thereto              0.06075402092511037\n",
      "senior vice          0.05865439257901083\n",
      "senior vice president 0.05865439257901083\n",
      "vice president company 0.05781384129134301\n",
      "product              0.05664708984524083\n",
      "region               0.05463476498642369\n",
      "distributor electronic 0.05430260995809798\n",
      "distributor electronic component 0.05430260995809798\n",
      "executive            0.05373379991021259\n",
      "\n",
      "\n",
      "7536\n",
      "277135\n",
      "724941\n",
      "807707\n",
      "835910\n",
      "851292\n",
      "946355\n",
      "319237\n",
      "1018003\n",
      "819334\n",
      "1007588\n",
      "764864\n",
      "900096\n",
      "906282\n",
      "800286\n",
      "880323\n",
      "99313\n",
      "918765\n",
      "811640\n",
      "878130\n",
      "913590\n",
      "736291\n",
      "918965\n",
      "937265\n",
      "900708\n",
      "715842\n",
      "849547\n",
      "1038243\n",
      "919999\n",
      "887403\n",
      "938839\n",
      "918946\n",
      "790703\n",
      "814249\n",
      "945489\n",
      "932696\n",
      "8858\n",
      "924374\n",
      "945983\n",
      "893970\n",
      "1003078\n",
      "917823\n",
      "714154\n",
      "883979\n",
      "920992\n",
      "937941\n",
      "1020017\n",
      "927355\n",
      "1023876\n",
      "818815\n",
      "906551\n",
      "51143\n",
      "942126\n",
      "1025557\n",
      "892872\n",
      "1023519\n",
      "875173\n",
      "\n",
      "\n",
      "\n",
      "Cluster  7\n",
      "restaurant           0.2230256655004581\n",
      "arby                 0.2173880471568457\n",
      "royal crown          0.19777369469445488\n",
      "snapple              0.1950172668938353\n",
      "propane              0.18947173037584805\n",
      "crown                0.15843654950156305\n",
      "royal                0.15843654950156305\n",
      "beverage             0.15542328254752683\n",
      "triarc               0.15345038622836166\n",
      "partnership          0.1392365568536776\n",
      "company              0.13703412012094887\n",
      "sale                 0.12058476234871399\n",
      "note                 0.09955908297176672\n",
      "franchisees          0.09165122437060105\n",
      "million              0.09145115530050837\n",
      "mistic               0.08751658266967167\n",
      "national propane     0.08634626808195933\n",
      "income               0.0822622006580755\n",
      "year                 0.08081322634736224\n",
      "propane partnership  0.07927363590924753\n",
      "\n",
      "\n",
      "30697\n",
      "54441\n",
      "55805\n",
      "757011\n",
      "904901\n",
      "904901\n",
      "918642\n",
      "755199\n",
      "887207\n",
      "1002590\n",
      "805022\n",
      "1011292\n",
      "1035002\n",
      "1052752\n",
      "25885\n",
      "1005210\n",
      "1005210\n",
      "736768\n",
      "893813\n",
      "1038237\n",
      "1022321\n",
      "1024338\n",
      "1053811\n",
      "\n",
      "\n",
      "\n",
      "Cluster  8\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "wine                 0.23366572739013472\n",
      "whiskey              0.1625500712279198\n",
      "giftware             0.1257660765434506\n",
      "silver               0.10159379451744988\n",
      "crystal              0.0914662374861459\n",
      "whisky               0.0812750356139599\n",
      "segment              0.08045131830361578\n",
      "jack                 0.08003295780037765\n",
      "lenox                0.08003295780037765\n",
      "fine                 0.07981632617626981\n",
      "china                0.07497318226129696\n",
      "kentucky             0.07111565616221491\n",
      "spirit               0.07111565616221491\n",
      "product              0.06912014027366109\n",
      "daniel               0.06859967811460942\n",
      "jack daniel          0.06859967811460942\n",
      "tennessee whiskey    0.06859967811460942\n",
      "principal raw material use 0.06843563969756511\n",
      "brand                0.06370050938438487\n",
      "luggage              0.06095627671046992\n",
      "\n",
      "\n",
      "14693\n",
      "40643\n",
      "50957\n",
      "51103\n",
      "54182\n",
      "55772\n",
      "57131\n",
      "72423\n",
      "797465\n",
      "884130\n",
      "789073\n",
      "37472\n",
      "896156\n",
      "96294\n",
      "851968\n",
      "85417\n",
      "758604\n",
      "62996\n",
      "56701\n",
      "58492\n",
      "10329\n",
      "721669\n",
      "931814\n",
      "751365\n",
      "225261\n",
      "48287\n",
      "34339\n",
      "\n",
      "\n",
      "\n",
      "Cluster  9\n",
      "mcia                 0.139403524214019\n",
      "company              0.11281982652346419\n",
      "announcer            0.07820407555265951\n",
      "product              0.07391643806709722\n",
      "inapplicable         0.07334957005123124\n",
      "million              0.07091966467182072\n",
      "voice                0.055766077754953965\n",
      "million million      0.0465189988163375\n",
      "sale million         0.045123350198155845\n",
      "voice processing     0.042344656183580735\n",
      "annual report form incorporate 0.03982957834686258\n",
      "annual report form incorporate reference 0.03982957834686258\n",
      "company mcia         0.03982957834686258\n",
      "dacon                0.03982957834686258\n",
      "dacon electronics    0.03982957834686258\n",
      "dacon electronics plc 0.03982957834686258\n",
      "export type          0.03982957834686258\n",
      "export type sale     0.03982957834686258\n",
      "include item annual  0.03982957834686258\n",
      "include item annual report 0.03982957834686258\n",
      "\n",
      "\n",
      "21438\n",
      "40518\n",
      "895642\n",
      "97052\n",
      "205239\n",
      "718576\n",
      "747605\n",
      "756767\n",
      "767920\n",
      "810467\n",
      "846909\n",
      "877908\n",
      "886074\n",
      "352435\n",
      "801448\n",
      "875315\n",
      "752431\n",
      "914027\n",
      "914698\n",
      "914025\n",
      "875983\n",
      "774937\n",
      "858877\n",
      "910032\n",
      "948708\n",
      "942132\n",
      "880458\n",
      "928878\n",
      "884144\n",
      "899042\n",
      "803014\n",
      "912093\n",
      "935497\n",
      "731181\n",
      "1002135\n",
      "1002135\n",
      "1002135\n",
      "1002135\n",
      "915324\n",
      "230131\n",
      "728249\n",
      "926282\n",
      "1019671\n",
      "944739\n",
      "827301\n",
      "921146\n",
      "935493\n",
      "890924\n",
      "889237\n",
      "1027032\n",
      "938733\n",
      "746210\n",
      "922521\n",
      "1005230\n",
      "808220\n",
      "870753\n",
      "908517\n",
      "911167\n",
      "812491\n",
      "1006240\n",
      "773547\n",
      "854775\n",
      "889237\n",
      "828529\n",
      "1017526\n",
      "936395\n",
      "316672\n",
      "764244\n",
      "764244\n",
      "754516\n",
      "1015739\n",
      "943894\n",
      "755095\n",
      "874316\n",
      "1016100\n",
      "846775\n",
      "946360\n",
      "32251\n",
      "867889\n",
      "350066\n",
      "949491\n",
      "891920\n",
      "887969\n",
      "790705\n",
      "898805\n",
      "798399\n",
      "808918\n",
      "904898\n",
      "772465\n",
      "1007209\n",
      "1003950\n",
      "937598\n",
      "1009515\n",
      "1007304\n",
      "935493\n",
      "935493\n",
      "935493\n",
      "82628\n",
      "892191\n",
      "1012482\n",
      "765414\n",
      "915866\n",
      "1028285\n",
      "931784\n",
      "1037002\n",
      "1010552\n",
      "805956\n",
      "908985\n",
      "1024047\n",
      "1036261\n",
      "736012\n",
      "1000695\n",
      "1006591\n",
      "852637\n",
      "919048\n",
      "900091\n",
      "812703\n",
      "869554\n",
      "812703\n",
      "854775\n",
      "738076\n",
      "16357\n",
      "\n",
      "\n",
      "\n",
      "Cluster  10\n",
      "curtiss              0.13069189854540034\n",
      "curtiss wright       0.13069189854540034\n",
      "wright               0.123713423481613\n",
      "segment              0.07225113650879998\n",
      "valve                0.07137901213619922\n",
      "service              0.06618164252355356\n",
      "corporation          0.06512621521063817\n",
      "actuation            0.06230090287984409\n",
      "control product service 0.06112714386136508\n",
      "flow control product 0.05891115403886333\n",
      "control product      0.05248891312065128\n",
      "product              0.05128290440427046\n",
      "flow control         0.050939286551137566\n",
      "customer             0.04896319116784473\n",
      "company              0.04752309730996695\n",
      "control              0.046623501174567705\n",
      "government           0.043532120251588924\n",
      "sale                 0.04273575367022538\n",
      "actuation component  0.041271125856442215\n",
      "actuation control    0.041271125856442215\n",
      "\n",
      "\n",
      "26324\n",
      "34471\n",
      "54381\n",
      "56583\n",
      "95301\n",
      "100378\n",
      "101829\n",
      "108312\n",
      "277509\n",
      "315374\n",
      "804151\n",
      "201493\n",
      "60911\n",
      "94328\n",
      "30305\n",
      "108721\n",
      "96943\n",
      "89270\n",
      "790023\n",
      "68709\n",
      "106945\n",
      "8063\n",
      "67887\n",
      "33619\n",
      "37358\n",
      "833444\n",
      "9984\n",
      "33533\n",
      "96763\n",
      "68366\n",
      "46129\n",
      "73864\n",
      "876884\n",
      "882835\n",
      "67975\n",
      "77106\n",
      "93444\n",
      "773840\n",
      "216228\n",
      "99359\n",
      "1024478\n",
      "745448\n",
      "14195\n",
      "879235\n",
      "104897\n",
      "1018963\n",
      "26821\n",
      "25445\n",
      "74303\n",
      "1019265\n",
      "1047378\n",
      "87347\n",
      "1043337\n",
      "864240\n",
      "40533\n",
      "95395\n",
      "88205\n",
      "740694\n",
      "96793\n",
      "751085\n",
      "101271\n",
      "59880\n",
      "22470\n",
      "26780\n",
      "42542\n",
      "100030\n",
      "60751\n",
      "59198\n",
      "5657\n",
      "907072\n",
      "76334\n",
      "100030\n",
      "27425\n",
      "90168\n",
      "47307\n",
      "885080\n",
      "3952\n",
      "790051\n",
      "206030\n",
      "18937\n",
      "1034670\n",
      "746838\n",
      "866121\n",
      "1047122\n",
      "917193\n",
      "48305\n",
      "1044590\n",
      "717605\n",
      "720032\n",
      "79958\n",
      "47268\n",
      "\n",
      "\n",
      "\n",
      "Cluster  11\n",
      "store                0.1504755438072559\n",
      "company              0.10263188568627989\n",
      "albertson            0.07976852871152938\n",
      "center               0.06125195723199834\n",
      "company distribution center 0.05945260516920246\n",
      "service delicatessen 0.054752168476758345\n",
      "company distribution 0.05152619590727251\n",
      "range size           0.05026453683608151\n",
      "division             0.04780397809932894\n",
      "merchandise          0.047640411180443154\n",
      "food                 0.04755340856901431\n",
      "range size square    0.046134217933879215\n",
      "range size square foot 0.046134217933879215\n",
      "midwestern southern  0.04545769761775376\n",
      "range size square foot store 0.04545769761775376\n",
      "size square foot store offer 0.04545769761775376\n",
      "western midwestern   0.04545769761775376\n",
      "western midwestern southern 0.04545769761775376\n",
      "meat                 0.04234512208389703\n",
      "meat produce         0.04191631028047017\n",
      "\n",
      "\n",
      "3333\n",
      "37912\n",
      "37914\n",
      "40934\n",
      "51410\n",
      "88948\n",
      "88948\n",
      "88948\n",
      "90811\n",
      "92344\n",
      "105418\n",
      "107681\n",
      "768384\n",
      "859735\n",
      "859735\n",
      "865752\n",
      "880120\n",
      "888455\n",
      "316236\n",
      "892222\n",
      "829224\n",
      "14177\n",
      "818010\n",
      "875751\n",
      "64803\n",
      "913032\n",
      "787520\n",
      "949870\n",
      "909990\n",
      "729176\n",
      "928395\n",
      "928465\n",
      "899755\n",
      "878865\n",
      "928395\n",
      "1015868\n",
      "878314\n",
      "888914\n",
      "30908\n",
      "30908\n",
      "30908\n",
      "931336\n",
      "1027881\n",
      "874759\n",
      "946816\n",
      "912609\n",
      "62737\n",
      "50493\n",
      "86144\n",
      "902276\n",
      "892058\n",
      "56873\n",
      "768978\n",
      "721675\n",
      "33769\n",
      "863157\n",
      "910406\n",
      "916614\n",
      "1020859\n",
      "865436\n",
      "28325\n",
      "28325\n",
      "1019808\n",
      "84129\n",
      "1025834\n",
      "64803\n",
      "1001917\n",
      "1035507\n",
      "1036992\n",
      "948086\n",
      "95521\n",
      "1029456\n",
      "19520\n",
      "352949\n",
      "69671\n",
      "764762\n",
      "\n",
      "\n",
      "\n",
      "Cluster  12\n",
      "alferon              0.364190470236782\n",
      "alferon injection    0.263803637854237\n",
      "interferon           0.22742262981106268\n",
      "company              0.17092258065285768\n",
      "alpha interferon     0.1677495096527232\n",
      "natural alpha        0.13282240679223814\n",
      "natural alpha interferon 0.13282240679223814\n",
      "alpha                0.11246802018039899\n",
      "injection            0.08920336911120076\n",
      "alferon ldo          0.08461626119852886\n",
      "ldo                  0.08461626119852886\n",
      "hoffmann             0.08027653558724054\n",
      "amarillo             0.07963883406920362\n",
      "cell pharm           0.07963883406920362\n",
      "product              0.07496604414599022\n",
      "patient              0.0726431576021526\n",
      "alferon gel          0.06968397981055317\n",
      "treatment            0.06314124621261161\n",
      "wart                 0.057268203983942084\n",
      "interferon product   0.05587847013974129\n",
      "\n",
      "\n",
      "351532\n",
      "352331\n",
      "722830\n",
      "725058\n",
      "726512\n",
      "840319\n",
      "873591\n",
      "879169\n",
      "882104\n",
      "884939\n",
      "887137\n",
      "872589\n",
      "911148\n",
      "1042561\n",
      "946644\n",
      "946644\n",
      "765258\n",
      "946644\n",
      "713275\n",
      "727510\n",
      "727510\n",
      "708717\n",
      "886744\n",
      "874443\n",
      "1020214\n",
      "1004960\n",
      "865231\n",
      "949173\n",
      "932903\n",
      "929547\n",
      "874294\n",
      "897075\n",
      "899866\n",
      "1013351\n",
      "913610\n",
      "914475\n",
      "723385\n",
      "880643\n",
      "879106\n",
      "779733\n",
      "854222\n",
      "892112\n",
      "892112\n",
      "899923\n",
      "835887\n",
      "891293\n",
      "920465\n",
      "886163\n",
      "875045\n",
      "1011065\n",
      "908121\n",
      "884019\n",
      "847562\n",
      "729922\n",
      "854691\n",
      "887023\n",
      "1001915\n",
      "1005407\n",
      "874255\n",
      "901219\n",
      "918066\n",
      "895051\n",
      "1036629\n",
      "944809\n",
      "1001425\n",
      "900122\n",
      "855654\n",
      "356830\n",
      "792977\n",
      "920947\n",
      "785081\n",
      "353482\n",
      "816284\n",
      "1011888\n",
      "874865\n",
      "880771\n",
      "1010915\n",
      "725363\n",
      "725363\n",
      "1022622\n",
      "882796\n",
      "882100\n",
      "704562\n",
      "1027702\n",
      "921114\n",
      "1001186\n",
      "708823\n",
      "946840\n",
      "1042138\n",
      "702131\n",
      "912183\n",
      "915359\n",
      "755806\n",
      "882194\n",
      "875320\n",
      "817785\n",
      "880259\n",
      "885259\n",
      "887920\n",
      "919722\n",
      "910267\n",
      "1010919\n",
      "919722\n",
      "915359\n",
      "899394\n",
      "887359\n",
      "\n",
      "\n",
      "\n",
      "Cluster  13\n",
      "company              0.28697686964678193\n",
      "adult day            0.14073973265287673\n",
      "service              0.12991910597691336\n",
      "adult day health     0.11690125749537797\n",
      "day health           0.11690125749537797\n",
      "health               0.10278044828395813\n",
      "adult                0.08482439228228775\n",
      "caretenders          0.08305951435251743\n",
      "adult day health service 0.07878128222514603\n",
      "day health service   0.07878128222514603\n",
      "care                 0.07679662708857546\n",
      "home                 0.07466541975974049\n",
      "reimbursement        0.0708463419883794\n",
      "medicare             0.06879914226549168\n",
      "home health          0.06804550629991919\n",
      "ip                   0.06267096080575146\n",
      "operation            0.06236117086891841\n",
      "change               0.058712298561167026\n",
      "provide              0.05369989713712419\n",
      "cost                 0.052545060639551625\n",
      "\n",
      "\n",
      "799231\n",
      "812191\n",
      "855272\n",
      "872202\n",
      "882289\n",
      "885978\n",
      "874038\n",
      "890152\n",
      "1016152\n",
      "896262\n",
      "904978\n",
      "728389\n",
      "818645\n",
      "914670\n",
      "915127\n",
      "879303\n",
      "1011693\n",
      "1060009\n",
      "1015604\n",
      "893430\n",
      "1035118\n",
      "829608\n",
      "923020\n",
      "758722\n",
      "792985\n",
      "910408\n",
      "910408\n",
      "1040441\n",
      "924174\n",
      "935007\n",
      "792932\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "882235\n",
      "860730\n",
      "911953\n",
      "923796\n",
      "919956\n",
      "879181\n",
      "854694\n",
      "816247\n",
      "776325\n",
      "19584\n",
      "878736\n",
      "353230\n",
      "728392\n",
      "1004990\n",
      "1001769\n",
      "906326\n",
      "922488\n",
      "785814\n",
      "785161\n",
      "1026348\n",
      "1011584\n",
      "201653\n",
      "352915\n",
      "886171\n",
      "884064\n",
      "866970\n",
      "904978\n",
      "70318\n",
      "\n",
      "\n",
      "\n",
      "Cluster  14\n",
      "registrant           0.38519745650628373\n",
      "investee             0.27073545177567476\n",
      "company              0.23081626787329199\n",
      "investee company     0.15890993908572218\n",
      "investment           0.153877511915528\n",
      "security             0.14019951085636995\n",
      "business development company 0.12948217258836622\n",
      "business development 0.10365420238409441\n",
      "investees            0.10005440609101025\n",
      "development company  0.09933527728475715\n",
      "act                  0.07989703340685167\n",
      "development          0.07675599493486714\n",
      "golf                 0.07651219289312548\n",
      "managerial assistance 0.07651219289312548\n",
      "company registrant   0.07269232988082526\n",
      "investment company   0.07015349274747952\n",
      "business             0.06668025516339547\n",
      "assistance           0.06580622742035683\n",
      "investment company act 0.06524637975175425\n",
      "company act          0.06457067189989728\n",
      "\n",
      "\n",
      "313116\n",
      "1055160\n",
      "1046099\n",
      "899749\n",
      "1061630\n",
      "803649\n",
      "833088\n",
      "1035744\n",
      "1043219\n",
      "1042824\n",
      "1042824\n",
      "1025953\n",
      "1025953\n",
      "766701\n",
      "930236\n",
      "892535\n",
      "1036615\n",
      "1000298\n",
      "1033643\n",
      "1033643\n",
      "1045956\n",
      "847322\n",
      "\n",
      "\n",
      "\n",
      "Cluster  15\n",
      "synovus              0.3850204602203253\n",
      "tsys                 0.2923303494265433\n",
      "bank                 0.12479523308495878\n",
      "georgia              0.10505743362455798\n",
      "georgia banking      0.10052108061240456\n",
      "georgia banking department 0.10052108061240456\n",
      "banking              0.09359642481371908\n",
      "banking department   0.09154052946456019\n",
      "service              0.0913039526877509\n",
      "bankcard             0.08219699698647932\n",
      "bankcard data        0.07843009374858478\n",
      "columbus             0.07632578291601651\n",
      "institution          0.07596482514795584\n",
      "bankcard data processing 0.07130008522598616\n",
      "capital              0.06308445937621047\n",
      "company              0.05645498639557659\n",
      "department           0.0497239720198299\n",
      "subsidiary           0.04789715550832835\n",
      "financial            0.04640036939869308\n",
      "page synovus         0.046394344898032874\n",
      "\n",
      "\n",
      "18349\n",
      "36029\n",
      "37032\n",
      "47288\n",
      "52617\n",
      "106926\n",
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      "316770\n",
      "354562\n",
      "357264\n",
      "357301\n",
      "705356\n",
      "713975\n",
      "717809\n",
      "721683\n",
      "723188\n",
      "726294\n",
      "726601\n",
      "730708\n",
      "755933\n",
      "763907\n",
      "768532\n",
      "783739\n",
      "785813\n",
      "1027258\n",
      "787648\n",
      "39263\n",
      "717059\n",
      "831979\n",
      "922487\n",
      "69968\n",
      "707855\n",
      "69968\n",
      "351710\n",
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      "726854\n",
      "720002\n",
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      "897861\n",
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      "760498\n",
      "836616\n",
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      "3133\n",
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      "721161\n",
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      "914374\n",
      "705671\n",
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      "93451\n",
      "351077\n",
      "740876\n",
      "37808\n",
      "64782\n",
      "713676\n",
      "1043446\n",
      "73124\n",
      "702325\n",
      "73124\n",
      "7789\n",
      "854662\n",
      "1067092\n",
      "724198\n",
      "64907\n",
      "101382\n",
      "1015610\n",
      "870517\n",
      "875357\n",
      "355883\n",
      "316901\n",
      "714756\n",
      "92081\n",
      "100893\n",
      "763901\n",
      "820067\n",
      "357191\n",
      "764038\n",
      "894172\n",
      "93751\n",
      "49196\n",
      "805676\n",
      "354869\n",
      "91576\n",
      "803112\n",
      "834285\n",
      "36995\n",
      "64908\n",
      "351616\n",
      "798941\n",
      "803644\n",
      "775473\n",
      "1013044\n",
      "46195\n",
      "802681\n",
      "921746\n",
      "1011659\n",
      "20405\n",
      "201461\n",
      "719739\n",
      "36270\n",
      "857593\n",
      "948976\n",
      "736473\n",
      "764241\n",
      "50341\n",
      "1011659\n",
      "721670\n",
      "744485\n",
      "840007\n",
      "1039311\n",
      "1004740\n",
      "1035826\n",
      "814184\n",
      "887919\n",
      "1030469\n",
      "813808\n",
      "28412\n",
      "\n",
      "\n",
      "\n",
      "Cluster  16\n",
      "arvin                0.3747007282619556\n",
      "ride control         0.11243581006078932\n",
      "exhaust              0.10751429145291348\n",
      "company              0.09825878566069433\n",
      "market               0.07860702852855546\n",
      "ride control product 0.07495720670719289\n",
      "roll coater          0.07495720670719289\n",
      "replacement          0.07443374880389392\n",
      "ride                 0.07443297100586319\n",
      "coater               0.07382851444253417\n",
      "automotive           0.07011570996430354\n",
      "product              0.0673774530244761\n",
      "automotive replacement 0.06328158380788644\n",
      "replacement market   0.06328158380788644\n",
      "arvin believe        0.06246433892266073\n",
      "customer             0.061762665272436436\n",
      "coil coat            0.05677283761544782\n",
      "coil                 0.05223885256324525\n",
      "control product      0.05160596090857999\n",
      "supplier             0.05005424043002477\n",
      "\n",
      "\n",
      "7636\n",
      "21759\n",
      "26172\n",
      "62418\n",
      "743239\n",
      "791905\n",
      "794619\n",
      "808450\n",
      "854860\n",
      "90588\n",
      "46012\n",
      "46012\n",
      "911787\n",
      "775158\n",
      "775158\n",
      "820526\n",
      "743238\n",
      "46109\n",
      "906114\n",
      "908255\n",
      "906473\n",
      "917321\n",
      "906473\n",
      "93389\n",
      "924822\n",
      "924822\n",
      "948844\n",
      "868635\n",
      "1063703\n",
      "924648\n",
      "1012393\n",
      "799208\n",
      "71745\n",
      "355811\n",
      "910058\n",
      "899751\n",
      "842162\n",
      "745287\n",
      "748792\n",
      "104174\n",
      "821509\n",
      "1018349\n",
      "919563\n",
      "943452\n",
      "913364\n",
      "883902\n",
      "15840\n",
      "895726\n",
      "931457\n",
      "879526\n",
      "95552\n",
      "1026655\n",
      "76282\n",
      "846815\n",
      "1034258\n",
      "6845\n",
      "75362\n",
      "933405\n",
      "1016177\n",
      "925548\n",
      "103071\n",
      "911115\n",
      "\n",
      "\n",
      "\n",
      "Cluster  17\n",
      "shall                0.33966548129927887\n",
      "director             0.32925790387785253\n",
      "officer              0.20815154842852743\n",
      "policy               0.17692881616424833\n",
      "board                0.15043680090970848\n",
      "ipl                  0.1419215102921778\n",
      "director officer     0.14097536689022996\n",
      "enterprise           0.14097536689022996\n",
      "ipalco               0.1239447856551686\n",
      "share                0.12184717696981895\n",
      "company              0.11646166638551755\n",
      "year                 0.10703702286299012\n",
      "million              0.10636383403995245\n",
      "board director       0.10596806101815943\n",
      "note                 0.10596806101815943\n",
      "meeting              0.10312963081231587\n",
      "shareholder          0.10029120060647231\n",
      "insurer              0.09934505720452447\n",
      "net                  0.0895341134640106\n",
      "stock                0.08482179170274688\n",
      "\n",
      "\n",
      "728391\n",
      "916863\n",
      "\n",
      "\n",
      "\n",
      "Cluster  18\n",
      "company              0.20908067703007674\n",
      "kotaneelee           0.12899463399801603\n",
      "oil                  0.1133996892366518\n",
      "field                0.08966343167809648\n",
      "work                 0.06953017447561204\n",
      "british columbia     0.06925289355117469\n",
      "gas                  0.06378732519561663\n",
      "carried              0.06263724289161958\n",
      "columbia             0.05949549534079556\n",
      "property             0.05946623934563531\n",
      "heavy oil            0.05804086830103824\n",
      "yukon                0.057330948443562686\n",
      "territory            0.05652041958880935\n",
      "production           0.05443703629550692\n",
      "acre                 0.04721821320954086\n",
      "cost                 0.04717876478943933\n",
      "bent                 0.04299821133267201\n",
      "bent horn            0.04299821133267201\n",
      "carried agreement    0.04299821133267201\n",
      "complete oil         0.04299821133267201\n",
      "\n",
      "\n",
      "16804\n",
      "21267\n",
      "72633\n",
      "93410\n",
      "110430\n",
      "720676\n",
      "752290\n",
      "312842\n",
      "1023060\n",
      "909992\n",
      "907649\n",
      "67182\n",
      "910659\n",
      "34088\n",
      "1029023\n",
      "1029023\n",
      "1013834\n",
      "799119\n",
      "799119\n",
      "799119\n",
      "799119\n",
      "4447\n",
      "320321\n",
      "912750\n",
      "773910\n",
      "77320\n",
      "949061\n",
      "72207\n",
      "50104\n",
      "313478\n",
      "46765\n",
      "846871\n",
      "310316\n",
      "316456\n",
      "316456\n",
      "845289\n",
      "19252\n",
      "19252\n",
      "15678\n",
      "230463\n",
      "895677\n",
      "\n",
      "\n",
      "\n",
      "Cluster  19\n",
      "company              0.2790825126856869\n",
      "insulation           0.27221025341467164\n",
      "asbestos             0.2455229736681352\n",
      "abatement            0.14852784286120518\n",
      "asbestos abatement   0.13012158982172872\n",
      "mexican              0.12567740549794282\n",
      "project              0.07440365354881376\n",
      "page page            0.07435519418384498\n",
      "mexico               0.07212878476242404\n",
      "service              0.06893001819345279\n",
      "metalclad            0.06877942213175035\n",
      "aguascalientes       0.061901479918575315\n",
      "business             0.06052391841376342\n",
      "insulation service   0.05576639563788374\n",
      "insulation contracting 0.055023537705400284\n",
      "director             0.05447969445405001\n",
      "contract             0.049264049368066304\n",
      "acm                  0.048145595492225246\n",
      "ari                  0.048145595492225246\n",
      "insulation asbestos  0.048145595492225246\n",
      "\n",
      "\n",
      "13547\n",
      "59593\n",
      "73088\n",
      "701856\n",
      "847468\n",
      "863210\n",
      "1041095\n",
      "844965\n",
      "1035983\n",
      "1016281\n",
      "895565\n",
      "878522\n",
      "900075\n",
      "931581\n",
      "894096\n",
      "873571\n",
      "1029448\n",
      "1046304\n",
      "931581\n",
      "795665\n",
      "883787\n",
      "1039690\n",
      "823768\n",
      "742126\n",
      "89089\n",
      "1014187\n",
      "895565\n",
      "355269\n",
      "1013021\n",
      "817945\n",
      "880026\n",
      "861878\n",
      "67215\n",
      "826411\n",
      "826411\n",
      "927761\n",
      "789460\n",
      "769879\n",
      "771497\n",
      "822818\n",
      "904896\n",
      "717192\n",
      "717192\n",
      "\n",
      "\n",
      "\n",
      "Cluster  20\n",
      "company              0.337993284966376\n",
      "shall                0.20072505468102908\n",
      "maxicare             0.19750105550935276\n",
      "employee             0.17466193157338974\n",
      "maxicare health      0.14615078107692103\n",
      "maxicare health plan 0.14549244422522317\n",
      "agreement            0.1446511186616673\n",
      "health               0.13618072265881184\n",
      "plan                 0.11544362674373373\n",
      "date                 0.10891955113270174\n",
      "employment           0.10876892618837866\n",
      "stock                0.09620557976296792\n",
      "ratican              0.08940228055886257\n",
      "agreement maxicare   0.08344212852160506\n",
      "dupee                0.0812070715076335\n",
      "agreement maxicare health 0.0804620525029763\n",
      "agreement maxicare health plan 0.07971703349831911\n",
      "service              0.07760377131106545\n",
      "care                 0.07268672794975828\n",
      "december             0.07065393623381899\n",
      "\n",
      "\n",
      "722573\n",
      "754009\n",
      "805037\n",
      "1014739\n",
      "1027974\n",
      "1027974\n",
      "727303\n",
      "874866\n",
      "19411\n",
      "865084\n",
      "812910\n",
      "1012441\n",
      "49071\n",
      "1000736\n",
      "867963\n",
      "1001493\n",
      "1054833\n",
      "22872\n",
      "917674\n",
      "1013220\n",
      "916085\n",
      "731766\n",
      "731766\n",
      "\n",
      "\n",
      "\n",
      "Cluster  21\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "service              0.36468777340401204\n",
      "pia                  0.27428198083747124\n",
      "company              0.26662047299284913\n",
      "retailer             0.23597444161436074\n",
      "store                0.21145761651157\n",
      "client               0.20226380709802347\n",
      "manufacturer         0.20226380709802347\n",
      "product              0.19919920396017465\n",
      "retail               0.1593593631681397\n",
      "shelf                0.12564872865180246\n",
      "provide              0.1133903161004071\n",
      "merchandising        0.11032571296255826\n",
      "sale                 0.11032571296255826\n",
      "new                  0.10419650668686058\n",
      "category             0.0980673004111629\n",
      "perform              0.09193809413546522\n",
      "share                0.08887349099761638\n",
      "work                 0.08887349099761638\n",
      "stock                0.07661507844622102\n",
      "management           0.0750827768772966\n",
      "\n",
      "\n",
      "1004989\n",
      "1004989\n",
      "1004989\n",
      "1004989\n",
      "\n",
      "\n",
      "\n",
      "Cluster  22\n",
      "font                 0.4356257955042391\n",
      "sup                  0.3934684604554417\n",
      "caci                 0.2518422742006365\n",
      "font size            0.22015497192149716\n",
      "width                0.12178785680763674\n",
      "font size sup        0.09836711511386043\n",
      "font size sup sup    0.09836711511386043\n",
      "reg                  0.09836711511386043\n",
      "reg sup              0.09836711511386043\n",
      "size sup             0.09836711511386043\n",
      "size sup sup         0.09836711511386043\n",
      "sup reg              0.09836711511386043\n",
      "sup reg sup          0.09836711511386043\n",
      "sup sup              0.09836711511386043\n",
      "align center         0.09368296677510518\n",
      "font size sup sup font 0.09368296677510518\n",
      "size sup sup font    0.09368296677510518\n",
      "sup font             0.09368296677510518\n",
      "sup sup font         0.09368296677510518\n",
      "width font           0.09368296677510518\n",
      "\n",
      "\n",
      "16058\n",
      "69999\n",
      "70415\n",
      "354611\n",
      "700841\n",
      "806388\n",
      "1040792\n",
      "888028\n",
      "945028\n",
      "67383\n",
      "1004963\n",
      "793961\n",
      "1032220\n",
      "23019\n",
      "768119\n",
      "924646\n",
      "1012123\n",
      "54883\n",
      "1005757\n",
      "1002132\n",
      "1032373\n",
      "1018693\n",
      "1002037\n",
      "944480\n",
      "98338\n",
      "1046032\n",
      "1022893\n",
      "707606\n",
      "1045560\n",
      "1028461\n",
      "926849\n",
      "1040426\n",
      "805054\n",
      "879796\n",
      "1045445\n",
      "1000366\n",
      "786765\n",
      "925869\n",
      "1020391\n",
      "1024732\n",
      "1017968\n",
      "936931\n",
      "860731\n",
      "2135\n",
      "1008817\n",
      "1026493\n",
      "1004939\n",
      "1007330\n",
      "1010612\n",
      "1010655\n",
      "1005268\n",
      "23111\n",
      "1007456\n",
      "1009657\n",
      "889085\n",
      "1016439\n",
      "1021772\n",
      "1030487\n",
      "1037186\n",
      "1026965\n",
      "726714\n",
      "1009403\n",
      "883741\n",
      "877645\n",
      "920521\n",
      "814549\n",
      "72418\n",
      "918581\n",
      "6292\n",
      "794927\n",
      "\n",
      "\n",
      "\n",
      "Cluster  23\n",
      "heilig               0.2899636226248001\n",
      "meyers               0.2836600656112174\n",
      "heilig meyers        0.27735650859763483\n",
      "company              0.19035539186195463\n",
      "store                0.17744231767715135\n",
      "roomstore            0.17019603936673044\n",
      "mattress discounter  0.16389248235314785\n",
      "rhodes               0.16389248235314785\n",
      "heilig meyers store  0.15128536832598263\n",
      "meyers store         0.15128536832598263\n",
      "mattress             0.13340413471215767\n",
      "discounter           0.12608336074741813\n",
      "fiscal               0.05966663533920086\n",
      "furniture            0.056134115507299354\n",
      "center               0.05505261811148258\n",
      "service              0.05353745396117474\n",
      "format               0.0535139353487267\n",
      "credit               0.05120125787522206\n",
      "puerto               0.04745467930535695\n",
      "puerto rico          0.04745467930535695\n",
      "\n",
      "\n",
      "46601\n",
      "60667\n",
      "72333\n",
      "96289\n",
      "319256\n",
      "795212\n",
      "835582\n",
      "835582\n",
      "864760\n",
      "871891\n",
      "890093\n",
      "1043273\n",
      "908315\n",
      "1005504\n",
      "1005504\n",
      "909832\n",
      "819632\n",
      "104599\n",
      "878726\n",
      "911004\n",
      "888470\n",
      "888470\n",
      "943809\n",
      "744187\n",
      "71525\n",
      "805020\n",
      "803227\n",
      "885639\n",
      "46517\n",
      "933036\n",
      "790360\n",
      "4344\n",
      "812900\n",
      "916365\n",
      "800240\n",
      "706688\n",
      "902055\n",
      "891919\n",
      "805900\n",
      "785931\n",
      "912952\n",
      "794367\n",
      "832922\n",
      "793971\n",
      "883324\n",
      "216085\n",
      "795212\n",
      "1036260\n",
      "911626\n",
      "764478\n",
      "\n",
      "\n",
      "\n",
      "Cluster  24\n",
      "service              0.17736172272342132\n",
      "distance             0.1589088646271378\n",
      "long distance        0.1589088646271378\n",
      "long                 0.15334769878335322\n",
      "international        0.14927802434670523\n",
      "carrier              0.13562955267085158\n",
      "international long   0.12477408292327688\n",
      "international long distance 0.12477408292327688\n",
      "network              0.12370607551297452\n",
      "entrepreneurial carrier 0.11016855212844677\n",
      "entrepreneurial      0.10577684547751877\n",
      "distance provider    0.09273897430953111\n",
      "long distance provider 0.09273897430953111\n",
      "switch               0.08661431167557931\n",
      "market               0.08048347081567017\n",
      "provider             0.0775026015262009\n",
      "traffic              0.07383644214998322\n",
      "provide              0.07154086294726238\n",
      "gateway              0.0701759014695855\n",
      "telecom equipment    0.0637817933375218\n",
      "\n",
      "\n",
      "57201\n",
      "57201\n",
      "97196\n",
      "97196\n",
      "818674\n",
      "849145\n",
      "849145\n",
      "1036297\n",
      "868797\n",
      "793526\n",
      "925928\n",
      "1013706\n",
      "1009532\n",
      "1007304\n",
      "936163\n",
      "936163\n",
      "90721\n",
      "1012887\n",
      "1037949\n",
      "841693\n",
      "1041954\n",
      "1006837\n",
      "34497\n",
      "1004967\n",
      "880804\n",
      "945771\n",
      "1005731\n",
      "911522\n",
      "1000297\n",
      "1000297\n",
      "940716\n",
      "1072881\n",
      "792861\n",
      "932140\n",
      "1063880\n",
      "723527\n",
      "885067\n",
      "885067\n",
      "1001635\n",
      "1043310\n",
      "948545\n",
      "948545\n",
      "842807\n",
      "1010677\n",
      "1032330\n",
      "310433\n",
      "920231\n",
      "1003282\n",
      "766561\n",
      "1026486\n",
      "353356\n",
      "907069\n",
      "97196\n",
      "\n",
      "\n",
      "\n",
      "Cluster  25\n",
      "aep                  0.3172600242278646\n",
      "electric             0.15706398193105317\n",
      "power                0.14878192290361664\n",
      "company              0.12854375571728271\n",
      "electric power       0.11235659878771269\n",
      "apco                 0.10575334140928819\n",
      "electric utility subsidiary 0.10575334140928819\n",
      "ohio                 0.10486564729210941\n",
      "subsidiary aep       0.09331177183172489\n",
      "power company        0.09106823079948269\n",
      "cspco                0.08709098704294321\n",
      "virginia             0.08661072576595746\n",
      "utility              0.08195203004165376\n",
      "unaffiliated utility 0.08087020225416156\n",
      "unaffiliated utility company 0.08087020225416156\n",
      "electric utility     0.07942034551407498\n",
      "kentucky             0.07736155389033401\n",
      "power wholesale      0.0746494174653799\n",
      "unaffiliated         0.07241573544345743\n",
      "kepco                0.06842863267659825\n",
      "\n",
      "\n",
      "4904\n",
      "7332\n",
      "19745\n",
      "32689\n",
      "33015\n",
      "37643\n",
      "60653\n",
      "81025\n",
      "86251\n",
      "91928\n",
      "102710\n",
      "203248\n",
      "277158\n",
      "277375\n",
      "310103\n",
      "314890\n",
      "318819\n",
      "704503\n",
      "863110\n",
      "92472\n",
      "899652\n",
      "1069533\n",
      "1056255\n",
      "18072\n",
      "849210\n",
      "276209\n",
      "66004\n",
      "319651\n",
      "731802\n",
      "1004155\n",
      "78128\n",
      "74778\n",
      "356309\n",
      "715969\n",
      "1039684\n",
      "10488\n",
      "78460\n",
      "1035201\n",
      "311259\n",
      "311259\n",
      "1026869\n",
      "1029590\n",
      "860673\n",
      "43350\n",
      "\n",
      "\n",
      "\n",
      "Cluster  26\n",
      "licensor             0.49609260012277256\n",
      "master licensor      0.4949388964015568\n",
      "master               0.296178174631006\n",
      "shall                0.29155250027284013\n",
      "agreement            0.18637418332719177\n",
      "franchisor           0.16685854162725425\n",
      "licensor shall       0.12921481677616403\n",
      "master licensor shall 0.12806111305494827\n",
      "company              0.07715090467113744\n",
      "employer             0.07596281024478467\n",
      "store                0.06409660608042045\n",
      "employee             0.06403316727086217\n",
      "proprietary mark     0.06234780886152105\n",
      "photo                0.05822831608080006\n",
      "franchisor shall     0.055715063237954984\n",
      "sublicense           0.054720151394420075\n",
      "agreement master     0.0530703711759245\n",
      "proprietary          0.051400800320955696\n",
      "agreement master licensor 0.050762963733493004\n",
      "sublicense agreement 0.048455556291061505\n",
      "\n",
      "\n",
      "704508\n",
      "704508\n",
      "704508\n",
      "1002554\n",
      "1002554\n",
      "910468\n",
      "868611\n",
      "879554\n",
      "854873\n",
      "879554\n",
      "854873\n",
      "1002178\n",
      "716643\n",
      "\n",
      "\n",
      "\n",
      "Cluster  27\n",
      "trs                  0.3910484512314637\n",
      "american express     0.2397669336017733\n",
      "aeb                  0.23405819708744538\n",
      "card                 0.2326205396695931\n",
      "travel               0.1913217184879338\n",
      "express              0.14967537847812618\n",
      "axp                  0.12273783505805064\n",
      "axp advisor          0.12273783505805064\n",
      "service              0.12186715367833079\n",
      "cardmembers          0.1193373221307563\n",
      "american             0.1126742450785169\n",
      "company              0.0949320639011638\n",
      "business             0.08146197375302569\n",
      "cheque               0.07992231120059111\n",
      "traveler             0.0795221089023006\n",
      "advisor              0.07462456996565466\n",
      "loan                 0.07372412046039757\n",
      "traveler cheque      0.07135920642909921\n",
      "credit               0.06853224724008361\n",
      "aefc                 0.06850483817193524\n",
      "\n",
      "\n",
      "4962\n",
      "28917\n",
      "38777\n",
      "52234\n",
      "52234\n",
      "316709\n",
      "319489\n",
      "718482\n",
      "720005\n",
      "720672\n",
      "729600\n",
      "782842\n",
      "791963\n",
      "811917\n",
      "816330\n",
      "883237\n",
      "792449\n",
      "931707\n",
      "913781\n",
      "109312\n",
      "1057412\n",
      "777001\n",
      "314037\n",
      "878520\n",
      "819521\n",
      "814774\n",
      "746425\n",
      "200245\n",
      "75754\n",
      "883587\n",
      "895421\n",
      "65100\n",
      "798354\n",
      "945770\n",
      "29646\n",
      "878551\n",
      "885708\n",
      "923808\n",
      "350797\n",
      "704051\n",
      "1001540\n",
      "1015780\n",
      "1015780\n",
      "1023844\n",
      "814562\n",
      "844780\n",
      "844780\n",
      "796370\n",
      "350894\n",
      "789388\n",
      "1023844\n",
      "806085\n",
      "949589\n",
      "50916\n",
      "920424\n",
      "928599\n",
      "825313\n",
      "1004434\n",
      "878483\n",
      "717720\n",
      "717720\n",
      "801051\n",
      "\n",
      "\n",
      "\n",
      "Cluster  28\n",
      "text                 1.0\n",
      "\n",
      "\n",
      "id\n",
      "39899\n",
      "40545\n",
      "45599\n",
      "66740\n",
      "99106\n",
      "102752\n",
      "275866\n",
      "350750\n",
      "704460\n",
      "721447\n",
      "721447\n",
      "740112\n",
      "756972\n",
      "779152\n",
      "779681\n",
      "801529\n",
      "803058\n",
      "804731\n",
      "876320\n",
      "884637\n",
      "886475\n",
      "888002\n",
      "921614\n",
      "921500\n",
      "1000621\n",
      "877928\n",
      "4187\n",
      "760436\n",
      "5981\n",
      "749254\n",
      "1014111\n",
      "27996\n",
      "27996\n",
      "945114\n",
      "910620\n",
      "778426\n",
      "350692\n",
      "1017303\n",
      "84919\n",
      "947577\n",
      "898747\n",
      "898747\n",
      "872855\n",
      "1038280\n",
      "205700\n",
      "351541\n",
      "1024674\n",
      "849706\n",
      "49899\n",
      "949859\n",
      "3370\n",
      "881462\n",
      "1034941\n",
      "764843\n",
      "829269\n",
      "731859\n",
      "75681\n",
      "1005270\n",
      "887226\n",
      "1000621\n",
      "1000621\n",
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      "1045445\n",
      "98559\n",
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      "320345\n",
      "888956\n",
      "97210\n",
      "717954\n",
      "945235\n",
      "52741\n",
      "719164\n",
      "1030740\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1042351\n",
      "873998\n",
      "319697\n",
      "1044167\n",
      "880174\n",
      "864902\n",
      "894010\n",
      "1016277\n",
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      "719597\n",
      "39648\n",
      "914066\n",
      "39648\n",
      "904541\n",
      "920321\n",
      "\n",
      "\n",
      "\n",
      "Cluster  29\n",
      "service              0.17414460749792599\n",
      "customer             0.17364035363011562\n",
      "segment              0.1427923128529686\n",
      "technical service    0.11938225374677688\n",
      "technical            0.10568881604838733\n",
      "management recruiter 0.10468581886616872\n",
      "staff                0.0975245534730941\n",
      "personnel            0.09116118565581069\n",
      "information technology 0.08437335961494066\n",
      "information technology service 0.08369917419225031\n",
      "technology service   0.08084692720990432\n",
      "todays               0.06979054591077914\n",
      "technology           0.06826718743116586\n",
      "recruiter            0.06277438064418775\n",
      "manage staff         0.061619025223674684\n",
      "today staff          0.061066727671931754\n",
      "todays staff         0.061066727671931754\n",
      "provide              0.060567749537626905\n",
      "employee             0.058479206450122535\n",
      "service segment      0.05825722706465531\n",
      "\n",
      "\n",
      "18396\n",
      "40570\n",
      "51644\n",
      "55135\n",
      "74386\n",
      "723531\n",
      "29989\n",
      "798168\n",
      "876645\n",
      "1013467\n",
      "902791\n",
      "78666\n",
      "864509\n",
      "916485\n",
      "926259\n",
      "945437\n",
      "1024657\n",
      "1013149\n",
      "802806\n",
      "785557\n",
      "103872\n",
      "1020996\n",
      "871763\n",
      "1000753\n",
      "37931\n",
      "949297\n",
      "778397\n",
      "1035185\n",
      "930420\n",
      "1013058\n",
      "104030\n",
      "904897\n",
      "735349\n",
      "890564\n",
      "860235\n",
      "914435\n",
      "1014960\n",
      "883980\n",
      "943820\n",
      "720480\n",
      "1017958\n",
      "1013316\n",
      "1020416\n",
      "931911\n",
      "914536\n",
      "315213\n",
      "1013880\n",
      "768899\n",
      "779226\n",
      "1020416\n",
      "815274\n",
      "\n",
      "\n",
      "\n",
      "Cluster  30\n",
      "company              0.3361115133090084\n",
      "labone               0.3008824292372797\n",
      "test                 0.28809558283629294\n",
      "laboratory           0.2064685010326766\n",
      "service              0.2064685010326766\n",
      "insurance            0.18246053579631885\n",
      "result               0.12003982618178873\n",
      "client               0.11043664008724563\n",
      "clinical             0.10218648540134027\n",
      "market               0.10083345399270252\n",
      "abuse                0.09123026789815943\n",
      "provide              0.09123026789815943\n",
      "lab                  0.08642867485088788\n",
      "substance            0.07682548875634478\n",
      "insurance company    0.07202389570907324\n",
      "specimen             0.07202389570907324\n",
      "statement            0.07202389570907324\n",
      "industry             0.06722230266180168\n",
      "substance abuse      0.06722230266180168\n",
      "testing              0.06722230266180168\n",
      "\n",
      "\n",
      "816151\n",
      "816151\n",
      "816151\n",
      "830158\n",
      "741815\n",
      "\n",
      "\n",
      "\n",
      "Cluster  31\n",
      "company              0.16085375085516143\n",
      "loss                 0.14346415616811695\n",
      "year                 0.13694305816047528\n",
      "sagamore             0.12650496676592893\n",
      "insurance            0.11303236546578911\n",
      "protective           0.10541125684122002\n",
      "lae                  0.09027238305556047\n",
      "loss lae             0.08868071007971064\n",
      "liability            0.08260057476346128\n",
      "trucking             0.07575526826490082\n",
      "million              0.06351024105509052\n",
      "claim                0.06086358140465568\n",
      "fleet                0.06022681922607938\n",
      "reinsurance          0.058689882068775116\n",
      "table                0.05773163135705366\n",
      "page                 0.05551118399716699\n",
      "reserve              0.054342483397013995\n",
      "page page            0.05189991314601295\n",
      "truck                0.05189991314601295\n",
      "market               0.04884984191750694\n",
      "\n",
      "\n",
      "9346\n",
      "17385\n",
      "21175\n",
      "66025\n",
      "74260\n",
      "74931\n",
      "792854\n",
      "882087\n",
      "356395\n",
      "86104\n",
      "913144\n",
      "847431\n",
      "847431\n",
      "897430\n",
      "1002816\n",
      "912047\n",
      "875159\n",
      "2062\n",
      "225648\n",
      "874766\n",
      "862510\n",
      "797496\n",
      "775368\n",
      "20171\n",
      "5272\n",
      "793547\n",
      "949156\n",
      "5227\n",
      "935937\n",
      "875159\n",
      "1043309\n",
      "1001384\n",
      "1044566\n",
      "815787\n",
      "275710\n",
      "877355\n",
      "947484\n",
      "775542\n",
      "100331\n",
      "1034588\n",
      "826918\n",
      "767308\n",
      "84246\n",
      "86312\n",
      "315411\n",
      "888919\n",
      "\n",
      "\n",
      "\n",
      "Cluster  32\n",
      "reserve              0.20965324663005377\n",
      "gas                  0.18900557840133636\n",
      "trust                0.1691159510803228\n",
      "royalty              0.1367633343519132\n",
      "hugoton              0.1309190804373815\n",
      "estimate             0.12623516049805014\n",
      "juan basin           0.1249510187783163\n",
      "san juan basin       0.1249510187783163\n",
      "property             0.11911645250005345\n",
      "net                  0.11435631634366569\n",
      "mesa                 0.11402629586481618\n",
      "juan                 0.1121532081486659\n",
      "san                  0.1121532081486659\n",
      "san juan             0.1121532081486659\n",
      "future               0.10812304412060154\n",
      "natural              0.10125808893834112\n",
      "royalty property     0.0964814234139201\n",
      "cost                 0.0943931337560807\n",
      "revenue              0.0943931337560807\n",
      "conoco               0.09291031514910947\n",
      "\n",
      "\n",
      "313364\n",
      "912030\n",
      "881787\n",
      "850033\n",
      "721765\n",
      "97517\n",
      "710752\n",
      "895007\n",
      "923680\n",
      "906547\n",
      "62362\n",
      "65172\n",
      "\n",
      "\n",
      "\n",
      "Cluster  33\n",
      "company              0.3525086115281239\n",
      "station              0.13024222656882634\n",
      "product              0.10408900710370923\n",
      "television           0.10408900710370923\n",
      "collector edge       0.09808197839350975\n",
      "broadcast            0.08543083093932387\n",
      "collector            0.08394973153839708\n",
      "power                0.07622740310693828\n",
      "home shopping        0.07554008795466206\n",
      "household            0.07238466754871531\n",
      "edge                 0.0710965533690937\n",
      "customer             0.07057329512378928\n",
      "shopping             0.06856487403058938\n",
      "television station   0.06568986928552749\n",
      "cable                0.06500171919296381\n",
      "cable household      0.06419685352936247\n",
      "card                 0.06266240830072801\n",
      "program              0.061747716078471584\n",
      "sah                  0.06144608592215795\n",
      "nfl                  0.059258634027103824\n",
      "\n",
      "\n",
      "810029\n",
      "810029\n",
      "875738\n",
      "1020871\n",
      "1026816\n",
      "923282\n",
      "1001039\n",
      "61442\n",
      "913061\n",
      "913888\n",
      "1002666\n",
      "866729\n",
      "1018946\n",
      "1023388\n",
      "891103\n",
      "1021387\n",
      "870826\n",
      "1016718\n",
      "921582\n",
      "1072341\n",
      "748592\n",
      "1022911\n",
      "919867\n",
      "1040829\n",
      "854152\n",
      "854152\n",
      "798078\n",
      "813828\n",
      "58592\n",
      "797313\n",
      "1013236\n",
      "1040449\n",
      "911002\n",
      "1041454\n",
      "1014733\n",
      "70412\n",
      "54193\n",
      "863896\n",
      "\n",
      "\n",
      "\n",
      "Cluster  34\n",
      "company              0.29581877768889164\n",
      "emerson              0.23843703128815277\n",
      "product              0.15124569084845588\n",
      "clef                 0.1324650173823071\n",
      "emerson clef         0.1324650173823071\n",
      "clef trademark       0.11480301506466614\n",
      "emerson clef trademark 0.11480301506466614\n",
      "video product        0.08018232501146738\n",
      "video                0.07753227765697233\n",
      "agreement            0.07641159420166511\n",
      "daewoo               0.07064800927056378\n",
      "electronics          0.07055017444312442\n",
      "sale                 0.06450183874419442\n",
      "consumer electronics 0.0604460409059335\n",
      "fiscal               0.05947323243318107\n",
      "customer             0.0578292347361743\n",
      "microwave            0.05550415586563534\n",
      "return               0.054676758547688435\n",
      "trademark            0.05422758298182686\n",
      "supplier             0.051762692846289274\n",
      "\n",
      "\n",
      "32621\n",
      "46080\n",
      "49401\n",
      "49401\n",
      "56151\n",
      "719866\n",
      "800459\n",
      "760461\n",
      "874786\n",
      "921366\n",
      "771249\n",
      "943032\n",
      "820242\n",
      "921915\n",
      "804073\n",
      "925172\n",
      "837465\n",
      "764858\n",
      "831861\n",
      "930795\n",
      "1034239\n",
      "784721\n",
      "312840\n",
      "93542\n",
      "887947\n",
      "1017047\n",
      "1046112\n",
      "793952\n",
      "931015\n",
      "946815\n",
      "6720\n",
      "911151\n",
      "932290\n",
      "902270\n",
      "1017904\n",
      "805268\n",
      "917734\n",
      "760461\n",
      "\n",
      "\n",
      "\n",
      "Cluster  35\n",
      "jacor                0.42325364984834685\n",
      "station              0.18945450665133307\n",
      "adult                0.16028505878514307\n",
      "company              0.15946890128205735\n",
      "radio                0.14175013447293985\n",
      "broadcast            0.13834267931734034\n",
      "million              0.12238952111391074\n",
      "jacor communication  0.10353137753774375\n",
      "broadcast area       0.098933070044795\n",
      "jacor communication subsidiary 0.09227796693581507\n",
      "income               0.08545797131116044\n",
      "fcc                  0.08232152313018996\n",
      "stock                0.07837146857878886\n",
      "share                0.0732778419909045\n",
      "page jacor           0.07202182785234347\n",
      "page jacor communication 0.07202182785234347\n",
      "page jacor communication subsidiary 0.07202182785234347\n",
      "net                  0.07026669728939011\n",
      "statement            0.06929377216951291\n",
      "communication subsidiary 0.06860350534163558\n",
      "\n",
      "\n",
      "702808\n",
      "702808\n",
      "726513\n",
      "58361\n",
      "832428\n",
      "925645\n",
      "855433\n",
      "20067\n",
      "352942\n",
      "216539\n",
      "106413\n",
      "949536\n",
      "104889\n",
      "356080\n",
      "908612\n",
      "886136\n",
      "947718\n",
      "783005\n",
      "783005\n",
      "923877\n",
      "1018522\n",
      "43196\n",
      "912752\n",
      "912752\n",
      "319120\n",
      "1046284\n",
      "1017008\n",
      "922503\n",
      "839621\n",
      "\n",
      "\n",
      "\n",
      "Cluster  36\n",
      "neurogen             0.5982597401927603\n",
      "pfizer               0.2083817016598401\n",
      "ngd                  0.14882083089372145\n",
      "company              0.13433118083310225\n",
      "drug                 0.13433118083310225\n",
      "receptor             0.11256419138554265\n",
      "gaba                 0.104186984445589\n",
      "pfizer agreement     0.08250900296033546\n",
      "npy                  0.07738683206473515\n",
      "development          0.07687160059235332\n",
      "subtypes             0.0743177838769978\n",
      "clinical             0.07065975407983992\n",
      "compound             0.07065975407983992\n",
      "anxiety              0.06906875829767409\n",
      "program              0.06367142675326234\n",
      "agreement            0.06289494593919817\n",
      "plough               0.062113776456298495\n",
      "schering plough      0.062113776456298495\n",
      "receptor subtypes    0.061577592355226744\n",
      "disorder             0.060071741818318064\n",
      "\n",
      "\n",
      "849043\n",
      "913056\n",
      "949699\n",
      "891933\n",
      "921506\n",
      "861838\n",
      "890465\n",
      "915916\n",
      "890465\n",
      "874015\n",
      "1043914\n",
      "881464\n",
      "877902\n",
      "1009405\n",
      "1002637\n",
      "1019695\n",
      "857121\n",
      "874384\n",
      "884731\n",
      "899504\n",
      "802724\n",
      "880431\n",
      "873364\n",
      "94784\n",
      "882095\n",
      "906709\n",
      "819050\n",
      "1012140\n",
      "895034\n",
      "913077\n",
      "935155\n",
      "895034\n",
      "895034\n",
      "\n",
      "\n",
      "\n",
      "Cluster  37\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bombay               0.27124241619323963\n",
      "store                0.1520055398551603\n",
      "company              0.1379742592531455\n",
      "president            0.13759118047929042\n",
      "vice president       0.12585543721906856\n",
      "vice                 0.12277478904071006\n",
      "product              0.0619387390498868\n",
      "bombay store         0.06027609248738658\n",
      "furniture            0.05456657290698224\n",
      "officer              0.051473550247051414\n",
      "fiscal               0.05071442541472745\n",
      "join bombay          0.05023007707282215\n",
      "merchandise          0.047645183884528305\n",
      "serve                0.04727362689066146\n",
      "johnson              0.04548908148432888\n",
      "prior thereto        0.04548908148432888\n",
      "august               0.044169326845708096\n",
      "state canada         0.04397588711425326\n",
      "united state canada  0.04397588711425326\n",
      "prior                0.0427462442633171\n",
      "\n",
      "\n",
      "96287\n",
      "850209\n",
      "874385\n",
      "878720\n",
      "910319\n",
      "6071\n",
      "923408\n",
      "891035\n",
      "1005414\n",
      "786110\n",
      "278130\n",
      "878720\n",
      "1020897\n",
      "912833\n",
      "39911\n",
      "798955\n",
      "935703\n",
      "811696\n",
      "701985\n",
      "1042809\n",
      "320333\n",
      "1024729\n",
      "798186\n",
      "884217\n",
      "1043438\n",
      "791519\n",
      "912263\n",
      "818008\n",
      "1026114\n",
      "719955\n",
      "929428\n",
      "919012\n",
      "1022536\n",
      "768835\n",
      "1018840\n",
      "945676\n",
      "799515\n",
      "769644\n",
      "5133\n",
      "922817\n",
      "920033\n",
      "899240\n",
      "787690\n",
      "924380\n",
      "1011290\n",
      "1019439\n",
      "34169\n",
      "1018005\n",
      "276641\n",
      "910721\n",
      "34151\n",
      "911323\n",
      "885566\n",
      "\n",
      "\n",
      "\n",
      "Cluster  38\n",
      "amp                  0.33004291024985827\n",
      "company              0.18467463145140503\n",
      "product              0.10659110774290297\n",
      "improvement plan     0.07891531473025891\n",
      "profit improvement   0.07891531473025891\n",
      "profit improvement plan 0.07891531473025891\n",
      "unforeseen           0.05829965279436137\n",
      "global               0.05685391845808574\n",
      "business             0.054853850926159915\n",
      "market               0.0542305635884945\n",
      "customer             0.05177543004255168\n",
      "connector            0.04664330089639841\n",
      "competency           0.04558179655498987\n",
      "sale                 0.04252981753495317\n",
      "application tool     0.04013495441748975\n",
      "terminal connector   0.04013495441748975\n",
      "new                  0.03927040811580636\n",
      "electronic electrical 0.0354648289816027\n",
      "application tool machine 0.035073473213448406\n",
      "interconnection      0.035071269138730043\n",
      "\n",
      "\n",
      "6164\n",
      "22701\n",
      "26987\n",
      "64463\n",
      "67472\n",
      "76267\n",
      "85608\n",
      "276747\n",
      "719733\n",
      "835541\n",
      "6948\n",
      "863436\n",
      "866374\n",
      "752714\n",
      "897723\n",
      "897723\n",
      "946677\n",
      "828146\n",
      "914329\n",
      "921365\n",
      "96879\n",
      "1007519\n",
      "1035884\n",
      "878246\n",
      "50601\n",
      "216983\n",
      "1013696\n",
      "710807\n",
      "793024\n",
      "724988\n",
      "817644\n",
      "773657\n",
      "937971\n",
      "30841\n",
      "758743\n",
      "935802\n",
      "848135\n",
      "9092\n",
      "933034\n",
      "89615\n",
      "785786\n",
      "821538\n",
      "913142\n",
      "831115\n",
      "6955\n",
      "6955\n",
      "850460\n",
      "1003932\n",
      "729533\n",
      "1003481\n",
      "883842\n",
      "52795\n",
      "915358\n",
      "942138\n",
      "898293\n",
      "880858\n",
      "32272\n",
      "32166\n",
      "719274\n",
      "886035\n",
      "3721\n",
      "911565\n",
      "1068049\n",
      "78749\n",
      "352495\n",
      "1002125\n",
      "54991\n",
      "925743\n",
      "1000230\n",
      "820313\n",
      "1009302\n",
      "1019361\n",
      "764039\n",
      "906873\n",
      "40972\n",
      "916232\n",
      "899047\n",
      "879986\n",
      "97854\n",
      "914156\n",
      "854852\n",
      "913360\n",
      "944248\n",
      "4164\n",
      "866609\n",
      "922612\n",
      "880208\n",
      "916232\n",
      "\n",
      "\n",
      "\n",
      "Cluster  39\n",
      "royalty              0.32245143155264766\n",
      "trust                0.2480395627328059\n",
      "texas                0.14882373763968354\n",
      "bank                 0.09921582509312236\n",
      "company              0.09921582509312236\n",
      "net                  0.09921582509312236\n",
      "southland            0.09921582509312236\n",
      "southland royalty    0.09921582509312236\n",
      "trustee              0.09921582509312236\n",
      "carve                0.07441186881984177\n",
      "conveyance           0.07441186881984177\n",
      "fort                 0.07441186881984177\n",
      "fort worth           0.07441186881984177\n",
      "national             0.07441186881984177\n",
      "national bank        0.07441186881984177\n",
      "net override         0.07441186881984177\n",
      "net override royalty 0.07441186881984177\n",
      "november             0.07441186881984177\n",
      "override             0.07441186881984177\n",
      "override royalty     0.07441186881984177\n",
      "\n",
      "\n",
      "319654\n",
      "319655\n",
      "\n",
      "\n",
      "\n",
      "Cluster  40\n",
      "landy                0.26613973418909503\n",
      "company              0.13143720796717118\n",
      "mobile               0.12814135349845318\n",
      "mobile home          0.12321283990235882\n",
      "eugene               0.11828432630626448\n",
      "home                 0.10464817341072863\n",
      "eugene landy         0.09857027192188705\n",
      "director             0.09435830817203593\n",
      "share                0.08932625784176683\n",
      "year                 0.08928944586228454\n",
      "monmouth             0.08871324472969835\n",
      "stock                0.08512403356651846\n",
      "samuel               0.08378473113360399\n",
      "income               0.08141096534502414\n",
      "december             0.08039363205759015\n",
      "samuel landy         0.07885621753750964\n",
      "security available   0.07885621753750964\n",
      "security available sale 0.07885621753750964\n",
      "financial            0.07566580761468308\n",
      "statement            0.07125486025933925\n",
      "\n",
      "\n",
      "752642\n",
      "811863\n",
      "812150\n",
      "912595\n",
      "912597\n",
      "914724\n",
      "1037711\n",
      "905134\n",
      "804219\n",
      "910612\n",
      "1038222\n",
      "911635\n",
      "920776\n",
      "913782\n",
      "923118\n",
      "1037540\n",
      "912393\n",
      "919004\n",
      "919004\n",
      "930548\n",
      "819671\n",
      "1011699\n",
      "915912\n",
      "913280\n",
      "1038217\n",
      "1043324\n",
      "1043325\n",
      "1053246\n",
      "915773\n",
      "1003201\n",
      "854875\n",
      "869446\n",
      "869446\n",
      "906113\n",
      "\n",
      "\n",
      "\n",
      "Cluster  41\n",
      "atlanta              0.17106095083099143\n",
      "annual base rent     0.13476857644198356\n",
      "rentable             0.12934207975518194\n",
      "rentable square      0.1283510251828415\n",
      "rentable square foot 0.1283510251828415\n",
      "annual base          0.12559241345693267\n",
      "company              0.09791009858268199\n",
      "foot                 0.09616897402373155\n",
      "square               0.09616897402373155\n",
      "square foot          0.09616897402373155\n",
      "office               0.09385438206964077\n",
      "annual base rent annual 0.09329848121712865\n",
      "annual base rent annual base 0.09329848121712865\n",
      "base rent annual     0.09329848121712865\n",
      "base rent annual base 0.09329848121712865\n",
      "base rent annual base rent 0.09329848121712865\n",
      "rent annual base rent 0.09329848121712865\n",
      "base rent            0.0919028728138556\n",
      "lease                0.08882755390473109\n",
      "office building      0.0887326471873331\n",
      "\n",
      "\n",
      "25232\n",
      "71985\n",
      "751364\n",
      "828916\n",
      "858387\n",
      "917251\n",
      "879101\n",
      "890319\n",
      "907077\n",
      "911215\n",
      "889427\n",
      "74208\n",
      "926861\n",
      "907254\n",
      "916836\n",
      "748580\n",
      "899629\n",
      "3499\n",
      "899689\n",
      "842183\n",
      "914735\n",
      "1045450\n",
      "914713\n",
      "755926\n",
      "37008\n",
      "912898\n",
      "894315\n",
      "906110\n",
      "899715\n",
      "899757\n",
      "1017907\n",
      "909298\n",
      "1035443\n",
      "913283\n",
      "929647\n",
      "805730\n",
      "106135\n",
      "911708\n",
      "\n",
      "\n",
      "\n",
      "Cluster  42\n",
      "wsl                  0.16403159548262802\n",
      "loan                 0.15100803261438098\n",
      "wfsb                 0.14646896103906182\n",
      "capital              0.13167734158459787\n",
      "page continue        0.1273071479651279\n",
      "company              0.11858235733861576\n",
      "wfsb wsl             0.09497463480646966\n",
      "caption table        0.0902430415955337\n",
      "table caption table  0.0902430415955337\n",
      "table                0.08963803377517177\n",
      "capital ratio capital ratio 0.08683783140899645\n",
      "saving               0.08061383158836076\n",
      "wssb                 0.07826455543297949\n",
      "ratio capital ratio  0.07701630841933747\n",
      "continue regulation  0.07468382413866016\n",
      "continue regulation continue 0.07468382413866016\n",
      "page continue regulation 0.07468382413866016\n",
      "page continue regulation continue 0.07468382413866016\n",
      "capital ratio capital 0.0735108551330267\n",
      "mb                   0.07090077917906591\n",
      "\n",
      "\n",
      "42293\n",
      "787075\n",
      "811831\n",
      "854395\n",
      "854560\n",
      "867493\n",
      "869004\n",
      "877834\n",
      "936528\n",
      "813461\n",
      "856751\n",
      "1011309\n",
      "1004969\n",
      "912465\n",
      "900741\n",
      "923529\n",
      "939928\n",
      "894372\n",
      "916396\n",
      "942899\n",
      "898757\n",
      "912738\n",
      "946647\n",
      "933141\n",
      "1016933\n",
      "1042801\n",
      "916604\n",
      "916604\n",
      "920945\n",
      "910679\n",
      "934598\n",
      "934203\n",
      "854098\n",
      "907471\n",
      "1005512\n",
      "916822\n",
      "935930\n",
      "915765\n",
      "847325\n",
      "919805\n",
      "910492\n",
      "920604\n",
      "920769\n",
      "912428\n",
      "1005508\n",
      "895470\n",
      "930182\n",
      "931074\n",
      "934860\n",
      "777876\n",
      "928911\n",
      "943355\n",
      "839845\n",
      "921051\n",
      "924370\n",
      "946738\n",
      "934538\n",
      "946672\n",
      "946924\n",
      "1028336\n",
      "1035239\n",
      "855574\n",
      "1051092\n",
      "912836\n",
      "828944\n",
      "910322\n",
      "919568\n",
      "1016178\n",
      "851207\n",
      "1002213\n",
      "1033012\n",
      "885322\n",
      "897941\n",
      "820907\n",
      "892158\n",
      "1005188\n",
      "1005313\n",
      "872835\n",
      "932697\n",
      "1005126\n",
      "1011024\n",
      "1005507\n",
      "1003233\n",
      "888632\n",
      "928592\n",
      "925722\n",
      "894490\n",
      "1004524\n",
      "1005409\n",
      "1029407\n",
      "891106\n",
      "16614\n",
      "930277\n",
      "857907\n",
      "922036\n",
      "891523\n",
      "1006424\n",
      "921183\n",
      "881790\n",
      "830143\n",
      "\n",
      "\n",
      "\n",
      "Cluster  43\n",
      "company              0.2691417943848495\n",
      "albuquerque          0.11630997200125233\n",
      "brokerage            0.09014183867164761\n",
      "construction         0.08845976671916901\n",
      "service              0.08076761309141518\n",
      "commercial           0.08019526808390783\n",
      "charter              0.07943718670830856\n",
      "homesites            0.07772325263535945\n",
      "operation            0.07692153627753827\n",
      "provide              0.07692153627753827\n",
      "new mexico           0.06800784605593951\n",
      "gaec                 0.06619765559025713\n",
      "estate               0.06413245902223626\n",
      "real                 0.06413245902223626\n",
      "real estate          0.06413245902223626\n",
      "residential          0.06137056771871777\n",
      "mexico               0.05894915958146445\n",
      "construction land    0.058400405834602605\n",
      "construction land development 0.058400405834602605\n",
      "estate brokerage     0.058400405834602605\n",
      "\n",
      "\n",
      "82409\n",
      "85974\n",
      "794170\n",
      "822416\n",
      "778946\n",
      "813945\n",
      "882184\n",
      "915840\n",
      "906163\n",
      "101640\n",
      "900616\n",
      "833079\n",
      "795266\n",
      "917857\n",
      "799292\n",
      "1034898\n",
      "104834\n",
      "878560\n",
      "883705\n",
      "1014488\n",
      "883705\n",
      "891329\n",
      "\n",
      "\n",
      "\n",
      "Cluster  44\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "company              0.28824598871062335\n",
      "product              0.22637119532247907\n",
      "mentor               0.1501471841191311\n",
      "implant              0.10716231941106437\n",
      "penile               0.09513151905178349\n",
      "fda                  0.0724387825031933\n",
      "sale                 0.07092964120104343\n",
      "breast implant       0.06633137066988841\n",
      "fiscal               0.06510676892247624\n",
      "breast               0.06103984487732989\n",
      "market               0.06036565208599442\n",
      "consent decree       0.059778258728221643\n",
      "decree               0.059778258728221643\n",
      "penile implant       0.059778258728221643\n",
      "incontinence         0.05725822159445956\n",
      "impotence            0.054824743244719275\n",
      "medical              0.04980166297094539\n",
      "prosthesis           0.049623792048531616\n",
      "device               0.04678338036664567\n",
      "surgery              0.046708065822457005\n",
      "\n",
      "\n",
      "64892\n",
      "79677\n",
      "109831\n",
      "795551\n",
      "829549\n",
      "839087\n",
      "917520\n",
      "851478\n",
      "874734\n",
      "882484\n",
      "822084\n",
      "948456\n",
      "883420\n",
      "1005010\n",
      "1012367\n",
      "906829\n",
      "854093\n",
      "1013606\n",
      "1003464\n",
      "862668\n",
      "824068\n",
      "816568\n",
      "815093\n",
      "868368\n",
      "719722\n",
      "1030418\n",
      "784199\n",
      "917821\n",
      "913443\n",
      "1003608\n",
      "921960\n",
      "750901\n",
      "896778\n",
      "1012131\n",
      "1027584\n",
      "944763\n",
      "885725\n",
      "885725\n",
      "1002811\n",
      "887151\n",
      "945801\n",
      "913165\n",
      "851478\n",
      "1022570\n",
      "849448\n",
      "1016181\n",
      "780127\n",
      "882873\n",
      "1035181\n",
      "1009871\n",
      "1009677\n",
      "940659\n",
      "819689\n",
      "898437\n",
      "934438\n",
      "815094\n",
      "28626\n",
      "890763\n",
      "1013466\n",
      "\n",
      "\n",
      "\n",
      "Cluster  45\n",
      "hotel                0.37741163078349593\n",
      "trust                0.3448761453711256\n",
      "partnership          0.31234065995875526\n",
      "operating            0.26028388329896274\n",
      "operating partnership 0.24726968913401456\n",
      "agreement            0.1366490387319554\n",
      "property             0.10411355331958508\n",
      "january              0.09109935915463695\n",
      "advisory             0.08459226207216287\n",
      "arizona              0.08459226207216287\n",
      "innsuites            0.08459226207216287\n",
      "mara                 0.08459226207216287\n",
      "initial              0.07808516498968882\n",
      "formation            0.07157806790721474\n",
      "investment           0.07157806790721474\n",
      "acquire              0.06507097082474068\n",
      "advisory agreement   0.06507097082474068\n",
      "hotel property       0.06507097082474068\n",
      "wirth                0.06507097082474068\n",
      "california           0.05856387374226661\n",
      "\n",
      "\n",
      "82473\n",
      "82473\n",
      "\n",
      "\n",
      "\n",
      "Cluster  46\n",
      "company              0.1936011939458107\n",
      "cattle               0.17551729097172492\n",
      "citrus               0.14297091264737813\n",
      "sugarcane            0.12266117820260357\n",
      "exploration          0.08182911596252569\n",
      "land                 0.07315101032905504\n",
      "fruit                0.07013924225359344\n",
      "operation            0.06832983315734496\n",
      "acre plant           0.06814509900144643\n",
      "beef                 0.06814509900144643\n",
      "acre plant acre      0.06067282657630286\n",
      "acre plant acre plant 0.06067282657630286\n",
      "oil exploration      0.06067282657630286\n",
      "plant acre           0.06067282657630286\n",
      "plant acre plant     0.06067282657630286\n",
      "florida              0.05959866330304099\n",
      "graze                0.05844936854466121\n",
      "lease                0.05518552633006649\n",
      "oil                  0.05461854702878276\n",
      "year                 0.05188061334800996\n",
      "\n",
      "\n",
      "3545\n",
      "6207\n",
      "12978\n",
      "23795\n",
      "63330\n",
      "77543\n",
      "106535\n",
      "807364\n",
      "793421\n",
      "844059\n",
      "849213\n",
      "885508\n",
      "60519\n",
      "311871\n",
      "63814\n",
      "354639\n",
      "803605\n",
      "1022469\n",
      "52827\n",
      "912767\n",
      "19150\n",
      "843964\n",
      "355766\n",
      "745308\n",
      "39677\n",
      "71478\n",
      "1043012\n",
      "823534\n",
      "729365\n",
      "771934\n",
      "771934\n",
      "797543\n",
      "99974\n",
      "784011\n",
      "840216\n",
      "1002506\n",
      "751976\n",
      "792161\n",
      "930735\n",
      "\n",
      "\n",
      "\n",
      "Cluster  47\n",
      "fastener             0.37070263702187284\n",
      "aerospace            0.2291720872337752\n",
      "aerospace fastener   0.1664379186628817\n",
      "nut                  0.1588725587236598\n",
      "aerospace fastener segment 0.11348039908832842\n",
      "fastener segment     0.11348039908832842\n",
      "segment              0.10374333473513356\n",
      "customer             0.10359987989053335\n",
      "oems                 0.08639449539681754\n",
      "product              0.07921623456518313\n",
      "aerospace distribution 0.07565359939221895\n",
      "fasten               0.07565359939221895\n",
      "trademark            0.07074432913508912\n",
      "thread               0.06808823945299705\n",
      "application          0.055182217587961574\n",
      "distribution         0.055182217587961574\n",
      "aircraft             0.053004589711435665\n",
      "aerospace distribution segment 0.05295751957455326\n",
      "distribution segment 0.05295751957455326\n",
      "engine               0.05110724810656976\n",
      "\n",
      "\n",
      "9779\n",
      "12927\n",
      "45674\n",
      "353184\n",
      "771729\n",
      "859307\n",
      "861361\n",
      "932110\n",
      "46619\n",
      "918275\n",
      "1013787\n",
      "1029688\n",
      "1012159\n",
      "1018164\n",
      "1021162\n",
      "1750\n",
      "\n",
      "\n",
      "\n",
      "Cluster  48\n",
      "network              0.20908832090622922\n",
      "product              0.20908832090622922\n",
      "cable                0.1849627454170489\n",
      "operator             0.18277741104916048\n",
      "service              0.13671159443868833\n",
      "cable operator       0.10786863602901274\n",
      "sale                 0.1018635409543168\n",
      "digital              0.09650230195672117\n",
      "video                0.0958832320257891\n",
      "provide              0.09114106295912555\n",
      "optical              0.09056604210057444\n",
      "broadband            0.08041858496393431\n",
      "data                 0.08041858496393431\n",
      "high speed           0.07911786064716908\n",
      "fiber                0.0777379654651365\n",
      "market               0.0777379654651365\n",
      "speed                0.07714885067826711\n",
      "customer             0.07505734596633869\n",
      "high                 0.07490877502014774\n",
      "increase             0.07191242401934182\n",
      "\n",
      "\n",
      "851310\n",
      "851310\n",
      "87777\n",
      "1000683\n",
      "1002531\n",
      "350621\n",
      "350621\n",
      "1035881\n",
      "\n",
      "\n",
      "\n",
      "Cluster  49\n",
      "partnership          0.28023274966505635\n",
      "mortgage             0.24322087706778475\n",
      "statement            0.22207123558362957\n",
      "criimi               0.20092159409947435\n",
      "criimi mae           0.16390972150220276\n",
      "mae                  0.16390972150220276\n",
      "aim                  0.11632302816285357\n",
      "item                 0.10574820742077598\n",
      "limit                0.10046079704973718\n",
      "affiliate            0.09517338667869839\n",
      "result               0.08988597630765958\n",
      "forward              0.07931115556558198\n",
      "forward look         0.07931115556558198\n",
      "forward look statement 0.07931115556558198\n",
      "include              0.07931115556558198\n",
      "look                 0.07931115556558198\n",
      "look statement       0.07931115556558198\n",
      "financial            0.07402374519454319\n",
      "information          0.07402374519454319\n",
      "dispose              0.06873633482350439\n",
      "\n",
      "\n",
      "753281\n",
      "724533\n",
      "784014\n",
      "811437\n",
      "\n",
      "\n",
      "\n",
      "Cluster  50\n",
      "aflac                0.4613966058446349\n",
      "japan                0.3640164516346973\n",
      "japanese             0.20770447422188165\n",
      "aflac japan          0.19903382997219543\n",
      "insurance            0.12291706203329973\n",
      "cancer               0.0902177722729759\n",
      "yen                  0.08142293044317085\n",
      "year                 0.08037922907413356\n",
      "cancer life          0.05880544976451228\n",
      "tax                  0.05858523618653667\n",
      "policy               0.0572339262592577\n",
      "security             0.0572339262592577\n",
      "company              0.05235356345862766\n",
      "life                 0.05226193507543616\n",
      "rider                0.05194356585413763\n",
      "premium              0.05125631998930256\n",
      "state                0.05125631998930256\n",
      "million              0.05122578349534114\n",
      "benefit              0.048821030155447226\n",
      "rate                 0.047477555434706414\n",
      "\n",
      "\n",
      "4977\n",
      "50982\n",
      "35733\n",
      "53347\n",
      "54473\n",
      "59558\n",
      "80124\n",
      "99189\n",
      "100320\n",
      "109747\n",
      "832480\n",
      "318673\n",
      "355429\n",
      "701869\n",
      "703701\n",
      "814181\n",
      "832480\n",
      "853971\n",
      "878897\n",
      "890449\n",
      "859139\n",
      "894651\n",
      "1012771\n",
      "832989\n",
      "1032204\n",
      "320335\n",
      "5513\n",
      "5513\n",
      "946149\n",
      "890445\n",
      "898174\n",
      "5103\n",
      "860748\n",
      "773660\n",
      "24090\n",
      "5172\n",
      "59229\n",
      "1029786\n",
      "215403\n",
      "936372\n",
      "841528\n",
      "910562\n",
      "\n",
      "\n",
      "\n",
      "Cluster  51\n",
      "hotel                0.38116327147426493\n",
      "sunburst             0.23657410186655906\n",
      "mainstay             0.230508099254596\n",
      "suite                0.1660921878489446\n",
      "company              0.15168742436220747\n",
      "price                0.12569138539920133\n",
      "choice               0.115254049627298\n",
      "mainstay suit        0.115254049627298\n",
      "mainstay suite       0.115254049627298\n",
      "mid price            0.09340395149065056\n",
      "service              0.09334610729981999\n",
      "mid                  0.09099003917944579\n",
      "segment              0.08977956099942952\n",
      "suit                 0.08977956099942952\n",
      "stay                 0.08836775723536919\n",
      "sleep                0.08492403656748274\n",
      "sleep inn            0.08492403656748274\n",
      "inn                  0.08080160489948658\n",
      "price segment        0.07903411279978124\n",
      "sunburst hotel       0.07184919345434658\n",
      "\n",
      "\n",
      "1018146\n",
      "1018146\n",
      "1049533\n",
      "881924\n",
      "316206\n",
      "1046311\n",
      "\n",
      "\n",
      "\n",
      "Cluster  52\n",
      "ewa                  0.20955446390004984\n",
      "eafc                 0.2023284479034964\n",
      "emery                0.1936024169055307\n",
      "menlo                0.16532134580893965\n",
      "priority mail        0.13729430393451542\n",
      "service              0.1227041477354379\n",
      "way                  0.11198018093322529\n",
      "mail                 0.10575917361293298\n",
      "usps                 0.08671219195864133\n",
      "aircraft             0.08575184649196019\n",
      "company              0.08556999776287115\n",
      "mail contract        0.07948617596208787\n",
      "air freight          0.07086199362150915\n",
      "freight              0.0694424147723386\n",
      "priority             0.06922729025152254\n",
      "air                  0.06606869908236128\n",
      "transportation       0.06458113038707257\n",
      "provide              0.06296660212739576\n",
      "contract             0.06077149766043188\n",
      "operation            0.06046929476234491\n",
      "\n",
      "\n",
      "23675\n",
      "54480\n",
      "277948\n",
      "700612\n",
      "700674\n",
      "719271\n",
      "745379\n",
      "778161\n",
      "790372\n",
      "793074\n",
      "799233\n",
      "801558\n",
      "831968\n",
      "853816\n",
      "881791\n",
      "881895\n",
      "1011147\n",
      "877326\n",
      "278041\n",
      "890662\n",
      "1039184\n",
      "809246\n",
      "1000779\n",
      "906609\n",
      "39273\n",
      "923571\n",
      "940942\n",
      "941914\n",
      "32666\n",
      "837339\n",
      "1044066\n",
      "898777\n",
      "865941\n",
      "1001718\n",
      "1012620\n",
      "100885\n",
      "874213\n",
      "217591\n",
      "894405\n",
      "876948\n",
      "883945\n",
      "847841\n",
      "716006\n",
      "927809\n",
      "927809\n",
      "912728\n",
      "909950\n",
      "795425\n",
      "887637\n",
      "798287\n",
      "793765\n",
      "1035120\n",
      "863557\n",
      "1047073\n",
      "878927\n",
      "85961\n",
      "1000577\n",
      "914480\n",
      "810950\n",
      "928658\n",
      "1009480\n",
      "1022581\n",
      "1043277\n",
      "728535\n",
      "799167\n",
      "1011696\n",
      "746515\n",
      "1048911\n",
      "\n",
      "\n",
      "\n",
      "Cluster  53\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "company              0.20481507938357904\n",
      "product              0.11637220419521536\n",
      "memory               0.1111109839562866\n",
      "add memory           0.0884336413040283\n",
      "storage              0.06671633777845737\n",
      "company memory       0.06632523097802122\n",
      "storage area network 0.06510775522755675\n",
      "san                  0.06324868658279978\n",
      "storage area         0.06262146042932117\n",
      "fibre                0.056691994409408475\n",
      "fibre channel        0.056691994409408475\n",
      "ibm                  0.05020973502181012\n",
      "customer             0.047099762446820806\n",
      "area network market  0.04421682065201415\n",
      "company product past 0.04421682065201415\n",
      "memory resident      0.04421682065201415\n",
      "storage area network market 0.04421682065201415\n",
      "market               0.04189399351027753\n",
      "disk storage         0.04130391111941506\n",
      "area network         0.04067543164372422\n",
      "\n",
      "\n",
      "16590\n",
      "75448\n",
      "351145\n",
      "351998\n",
      "352789\n",
      "727634\n",
      "756497\n",
      "864568\n",
      "1042783\n",
      "854916\n",
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      "30140\n",
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      "901696\n",
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      "1022693\n",
      "351810\n",
      "855585\n",
      "897893\n",
      "867374\n",
      "1002517\n",
      "894743\n",
      "1005270\n",
      "720145\n",
      "714981\n",
      "766738\n",
      "1008938\n",
      "851205\n",
      "104519\n",
      "933452\n",
      "1014586\n",
      "1014586\n",
      "1029443\n",
      "886761\n",
      "877931\n",
      "919794\n",
      "814929\n",
      "1003477\n",
      "764037\n",
      "1001288\n",
      "1037417\n",
      "890640\n",
      "709283\n",
      "837472\n",
      "900619\n",
      "749038\n",
      "818470\n",
      "904344\n",
      "885073\n",
      "857005\n",
      "946665\n",
      "94673\n",
      "933454\n",
      "770403\n",
      "796343\n",
      "945321\n",
      "913599\n",
      "837166\n",
      "1020394\n",
      "886138\n",
      "818813\n",
      "917471\n",
      "717238\n",
      "792341\n",
      "913949\n",
      "1003383\n",
      "889930\n",
      "802301\n",
      "872901\n",
      "\n",
      "\n",
      "\n",
      "Cluster  54\n",
      "company              0.29286834833438463\n",
      "market               0.2550336813246794\n",
      "mta                  0.24102084169145527\n",
      "performance          0.19337718693849318\n",
      "high                 0.1849694831585587\n",
      "stock                0.17936434730526904\n",
      "computer             0.1569438038921104\n",
      "application          0.1457335321855311\n",
      "high performance     0.14012839633224144\n",
      "common               0.1275168406623397\n",
      "common stock         0.1261155566990173\n",
      "software             0.11490528499243798\n",
      "share                0.11210271706579315\n",
      "processor            0.1064975812125035\n",
      "design               0.10369501328585867\n",
      "sale                 0.10369501328585867\n",
      "high performance computer 0.09528730950592418\n",
      "performance computer 0.09528730950592418\n",
      "additional           0.08968217365263452\n",
      "circuit              0.08968217365263452\n",
      "\n",
      "\n",
      "949158\n",
      "949158\n",
      "949158\n",
      "\n",
      "\n",
      "\n",
      "Cluster  55\n",
      "company              0.21774524736575654\n",
      "footwear             0.2030785654995762\n",
      "naturalizer          0.13874357237303397\n",
      "pagoda               0.09858095931768204\n",
      "division             0.09692136345841314\n",
      "brown                0.09639837744989399\n",
      "famous footwear      0.08580194607279734\n",
      "brand                0.08556822342302471\n",
      "party manufacturing  0.06389506622442355\n",
      "party manufacturing facility 0.06389506622442355\n",
      "store                0.06221292781878759\n",
      "pagoda division      0.06206949290372574\n",
      "famous               0.06205450039756529\n",
      "shoe                 0.06051716658502368\n",
      "footwear product     0.05921353355125944\n",
      "product              0.058529267618990945\n",
      "license              0.058172499264113636\n",
      "department store mass merchandiser 0.05411045345124948\n",
      "department store mass 0.050960511701970995\n",
      "store mass merchandiser 0.050658103632086185\n",
      "\n",
      "\n",
      "14707\n",
      "45260\n",
      "75042\n",
      "75288\n",
      "78239\n",
      "86346\n",
      "94887\n",
      "95052\n",
      "95779\n",
      "874016\n",
      "887150\n",
      "822663\n",
      "105107\n",
      "857737\n",
      "105107\n",
      "805305\n",
      "103379\n",
      "69067\n",
      "862480\n",
      "796226\n",
      "892533\n",
      "39917\n",
      "108018\n",
      "42179\n",
      "918578\n",
      "716934\n",
      "772263\n",
      "1036292\n",
      "41296\n",
      "844161\n",
      "906782\n",
      "801351\n",
      "821002\n",
      "887538\n",
      "923149\n",
      "352363\n",
      "72573\n",
      "93736\n",
      "888747\n",
      "52969\n",
      "869487\n",
      "864264\n",
      "29693\n",
      "793983\n",
      "928908\n",
      "913950\n",
      "18498\n",
      "889299\n",
      "910521\n",
      "824435\n",
      "877273\n",
      "877273\n",
      "900349\n",
      "811933\n",
      "921691\n",
      "895519\n",
      "913241\n",
      "917692\n",
      "802356\n",
      "1005181\n",
      "1041179\n",
      "912463\n",
      "883569\n",
      "1012369\n",
      "948069\n",
      "866415\n",
      "892653\n",
      "\n",
      "\n",
      "\n",
      "Cluster  56\n",
      "company              0.21563457100841052\n",
      "direct marketing     0.1445781668898781\n",
      "client               0.14281521755503787\n",
      "service              0.13763908787770884\n",
      "marketing            0.13670278485210846\n",
      "msgi                 0.12482473655841281\n",
      "telefundraising      0.12482473655841281\n",
      "telemarketing telefundraising 0.11825501358165423\n",
      "direct               0.11320718464728613\n",
      "database             0.09752585643123808\n",
      "telemarketing        0.08720712611077594\n",
      "internet             0.07314925777209257\n",
      "list                 0.06696230608553903\n",
      "internet marketing   0.06611612296146596\n",
      "database management  0.06573395584800672\n",
      "marketing service    0.06302125223404942\n",
      "data                 0.06030753359448881\n",
      "customer             0.05981926481619457\n",
      "campaign             0.05628186364030132\n",
      "stock                0.05368377799184542\n",
      "\n",
      "\n",
      "14280\n",
      "108772\n",
      "354611\n",
      "356226\n",
      "790498\n",
      "883946\n",
      "812890\n",
      "26990\n",
      "845818\n",
      "6260\n",
      "922811\n",
      "1011632\n",
      "858912\n",
      "895462\n",
      "1011632\n",
      "712425\n",
      "1005291\n",
      "758830\n",
      "13610\n",
      "70866\n",
      "733269\n",
      "23055\n",
      "879437\n",
      "714540\n",
      "1023313\n",
      "1015464\n",
      "356064\n",
      "714278\n",
      "897940\n",
      "722826\n",
      "1021226\n",
      "1018336\n",
      "883977\n",
      "749251\n",
      "93456\n",
      "203200\n",
      "83588\n",
      "1000015\n",
      "1002225\n",
      "1013237\n",
      "1019878\n",
      "1021810\n",
      "911673\n",
      "1020265\n",
      "714603\n",
      "745774\n",
      "86115\n",
      "1011255\n",
      "1022926\n",
      "1007083\n",
      "790406\n",
      "1021226\n",
      "8670\n",
      "\n",
      "\n",
      "\n",
      "Cluster  57\n",
      "company              0.27509951687080486\n",
      "facility             0.17912928082190982\n",
      "care                 0.17495868855381733\n",
      "lease                0.11901878390180586\n",
      "year                 0.1185575323752841\n",
      "property             0.09898978431334401\n",
      "income               0.09438560829876988\n",
      "term                 0.09438560829876988\n",
      "revenue              0.07136472822589918\n",
      "december             0.07021368422225564\n",
      "taxable              0.06962204882087342\n",
      "tenet                0.06961790016930924\n",
      "hospital             0.06906660878964146\n",
      "lessee               0.06889858819290426\n",
      "gain                 0.06869511718810856\n",
      "health               0.06791159621496856\n",
      "long                 0.06690772361695377\n",
      "office building      0.0655279978768624\n",
      "congregate care      0.06396724314208646\n",
      "medical office       0.06300769026621385\n",
      "\n",
      "\n",
      "765880\n",
      "765880\n",
      "877860\n",
      "949322\n",
      "929994\n",
      "1043000\n",
      "1013218\n",
      "1023010\n",
      "1023010\n",
      "1011064\n",
      "822829\n",
      "1043000\n",
      "808240\n",
      "787784\n",
      "766704\n",
      "798783\n",
      "105744\n",
      "780053\n",
      "879969\n",
      "1012710\n",
      "887905\n",
      "1001604\n",
      "\n",
      "\n",
      "\n",
      "Cluster  58\n",
      "allegheny            0.2821498654252952\n",
      "company              0.23156319411487866\n",
      "allegheny energy     0.18332317469204507\n",
      "west penn            0.16524553260164992\n",
      "penn                 0.1504717957320709\n",
      "potomac edison       0.11154923637543933\n",
      "potomac              0.10351060151697221\n",
      "income               0.09970381016529933\n",
      "pennsylvania         0.09909181623178673\n",
      "tax                  0.0980797449205355\n",
      "west                 0.09599286366920011\n",
      "energy               0.09484053092298468\n",
      "power                0.09484053092298468\n",
      "cost                 0.08739866444545122\n",
      "shall                0.08326245261648534\n",
      "dqe                  0.08320572135469204\n",
      "monongahela          0.08021518121379907\n",
      "million              0.07701787917997051\n",
      "page                 0.06730397682154071\n",
      "customer             0.06679582656569524\n",
      "\n",
      "\n",
      "3673\n",
      "1035675\n",
      "18808\n",
      "33213\n",
      "43704\n",
      "66756\n",
      "67727\n",
      "71304\n",
      "72020\n",
      "1032208\n",
      "754737\n",
      "945372\n",
      "941138\n",
      "106455\n",
      "783325\n",
      "350563\n",
      "755001\n",
      "787250\n",
      "827052\n",
      "864960\n",
      "104918\n",
      "916457\n",
      "916457\n",
      "22099\n",
      "75491\n",
      "909281\n",
      "914755\n",
      "715957\n",
      "925655\n",
      "805012\n",
      "912365\n",
      "1004980\n",
      "31978\n",
      "1002910\n",
      "23738\n",
      "1066107\n",
      "846930\n",
      "107263\n",
      "1012127\n",
      "92236\n",
      "764622\n",
      "1004858\n",
      "874761\n",
      "1021635\n",
      "1024401\n",
      "922224\n",
      "1046861\n",
      "66960\n",
      "72903\n",
      "73902\n",
      "75594\n",
      "795185\n",
      "108976\n",
      "1081316\n",
      "\n",
      "\n",
      "\n",
      "Cluster  59\n",
      "loan                 0.34912995163272437\n",
      "company              0.21436959186099167\n",
      "mortgage             0.1430295171065106\n",
      "sub prime loan       0.08896847019907157\n",
      "loan number loan volume 0.08738136368617715\n",
      "loan number loan volume loan 0.08738136368617715\n",
      "number loan volume   0.08738136368617715\n",
      "number loan volume loan 0.08738136368617715\n",
      "service              0.08574783674439666\n",
      "prime loan           0.08405690258293913\n",
      "loan volume loan     0.08185099258314586\n",
      "prime                0.08171288219794712\n",
      "division             0.08156239406894315\n",
      "loan number loan     0.07733235037630401\n",
      "consumer market      0.07396532772767468\n",
      "equity sub           0.07273757593484963\n",
      "equity sub prime     0.07273757593484963\n",
      "home equity sub      0.07273757593484963\n",
      "home equity sub prime 0.07273757593484963\n",
      "total volume         0.07060779816966888\n",
      "\n",
      "\n",
      "25191\n",
      "225569\n",
      "826675\n",
      "845877\n",
      "882515\n",
      "883369\n",
      "921623\n",
      "815555\n",
      "1034011\n",
      "809398\n",
      "873458\n",
      "96638\n",
      "890926\n",
      "723209\n",
      "876437\n",
      "773468\n",
      "911631\n",
      "1016933\n",
      "1012623\n",
      "927628\n",
      "935724\n",
      "1035713\n",
      "883811\n",
      "1002130\n",
      "772349\n",
      "866253\n",
      "12659\n",
      "94344\n",
      "828678\n",
      "1024321\n",
      "354964\n",
      "3906\n",
      "1023334\n",
      "840889\n",
      "893817\n",
      "1023334\n",
      "69970\n",
      "277028\n",
      "1002813\n",
      "1002130\n",
      "36047\n",
      "36047\n",
      "873860\n",
      "1029321\n",
      "1021848\n",
      "817473\n",
      "823094\n",
      "776867\n",
      "1001603\n",
      "\n",
      "\n",
      "\n",
      "Cluster  60\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "company              0.2057577789671254\n",
      "smsc                 0.1836657680261318\n",
      "product              0.09830649439540437\n",
      "lan                  0.09616850574947602\n",
      "microsystems corporation 0.07901516298442268\n",
      "standard microsystems 0.06913826761136985\n",
      "fdc                  0.0648232122445171\n",
      "foundry business unit 0.054019343537097586\n",
      "microsystems         0.049915436736086075\n",
      "device               0.048564861389105464\n",
      "usb                  0.04839883649419896\n",
      "bridge               0.04695286826502816\n",
      "foundry business     0.04609598662768984\n",
      "arcnet               0.04321547482967807\n",
      "fdc fdc              0.04321547482967807\n",
      "iota                 0.04321547482967807\n",
      "toyo                 0.04321547482967807\n",
      "toyo microsystems    0.04321547482967807\n",
      "toyo microsystems corporation 0.04321547482967807\n",
      "parallel port        0.04146111995585643\n",
      "\n",
      "\n",
      "93384\n",
      "97476\n",
      "319450\n",
      "715446\n",
      "743988\n",
      "790715\n",
      "849502\n",
      "849502\n",
      "849502\n",
      "946144\n",
      "802851\n",
      "1010026\n",
      "703360\n",
      "869886\n",
      "872448\n",
      "1044660\n",
      "850519\n",
      "768251\n",
      "319191\n",
      "907410\n",
      "1036044\n",
      "703360\n",
      "772406\n",
      "709804\n",
      "703360\n",
      "899636\n",
      "859475\n",
      "883241\n",
      "854701\n",
      "819706\n",
      "1016470\n",
      "918386\n",
      "893162\n",
      "873044\n",
      "701811\n",
      "880446\n",
      "887433\n",
      "907687\n",
      "824225\n",
      "353779\n",
      "824225\n",
      "832767\n",
      "913293\n",
      "936448\n",
      "936734\n",
      "936734\n",
      "883905\n",
      "703361\n",
      "849433\n",
      "854460\n",
      "1000180\n",
      "1005967\n",
      "833640\n",
      "914252\n",
      "2488\n",
      "899297\n",
      "813672\n",
      "914252\n",
      "708367\n",
      "354952\n",
      "723125\n",
      "756365\n",
      "917273\n",
      "914698\n",
      "881411\n",
      "920636\n",
      "934596\n",
      "353779\n",
      "880984\n",
      "731619\n",
      "704386\n",
      "50863\n",
      "855906\n",
      "945441\n",
      "943892\n",
      "915778\n",
      "1034365\n",
      "1003022\n",
      "727621\n",
      "855658\n",
      "824225\n",
      "802851\n",
      "\n",
      "\n",
      "\n",
      "Cluster  61\n",
      "company              0.19473193883160098\n",
      "drilling             0.14798368497133838\n",
      "rig                  0.1107290691102179\n",
      "operation            0.09736596941580049\n",
      "semisubmersible      0.08345995795775545\n",
      "unit                 0.0761882921833506\n",
      "jack                 0.0697074674156419\n",
      "drilling unit        0.06558842739858159\n",
      "contract             0.06077636325684729\n",
      "operate              0.0561549725626916\n",
      "vessel               0.055163625553577685\n",
      "united state water   0.0546202879727111\n",
      "foreign              0.05305771056317319\n",
      "hull                 0.05247604822259276\n",
      "equipment            0.0511800953741872\n",
      "platform rig         0.05082522020228985\n",
      "drilling equipment   0.04925065650300601\n",
      "fiscal               0.04920036288965051\n",
      "drill                0.0491984861616324\n",
      "water                0.0491984861616324\n",
      "\n",
      "\n",
      "8411\n",
      "73756\n",
      "75208\n",
      "314808\n",
      "751288\n",
      "806850\n",
      "866829\n",
      "833081\n",
      "895663\n",
      "1042893\n",
      "1039780\n",
      "859598\n",
      "864328\n",
      "922341\n",
      "810113\n",
      "56047\n",
      "949039\n",
      "842815\n",
      "320186\n",
      "85408\n",
      "860521\n",
      "1021860\n",
      "318996\n",
      "912899\n",
      "721083\n",
      "1043119\n",
      "1000229\n",
      "1039971\n",
      "1044979\n",
      "866722\n",
      "926423\n",
      "808362\n",
      "28866\n",
      "71829\n",
      "320575\n",
      "888504\n",
      "839871\n",
      "860097\n",
      "318996\n",
      "\n",
      "\n",
      "\n",
      "Cluster  62\n",
      "dow                  0.3180352248768741\n",
      "dow jones            0.3180352248768741\n",
      "jones                0.26779371914626976\n",
      "journal              0.1878778765614956\n",
      "street journal       0.17460757444220537\n",
      "wall street          0.17460757444220537\n",
      "wall street journal  0.17460757444220537\n",
      "wall                 0.15907331240779812\n",
      "newswires            0.14035849077295184\n",
      "street               0.13345713871954767\n",
      "company              0.09835353473501555\n",
      "dow jones interactive 0.0982509435410663\n",
      "jones interactive    0.0982509435410663\n",
      "interactive          0.0783366503156604\n",
      "business             0.07714002724314944\n",
      "news                 0.06951438611929389\n",
      "dow jones newswires  0.06316132084782834\n",
      "jones newswires      0.06316132084782834\n",
      "asian                0.05614339630918074\n",
      "telerate             0.05614339630918074\n",
      "\n",
      "\n",
      "29924\n",
      "65011\n",
      "780117\n",
      "858558\n",
      "783412\n",
      "824578\n",
      "25212\n",
      "745274\n",
      "1035815\n",
      "894680\n",
      "1056087\n",
      "801622\n",
      "1006030\n",
      "1034139\n",
      "883293\n",
      "1068848\n",
      "867490\n",
      "106413\n",
      "45919\n",
      "868512\n",
      "856529\n",
      "856529\n",
      "925260\n",
      "854094\n",
      "71691\n",
      "205520\n",
      "934852\n",
      "\n",
      "\n",
      "\n",
      "Cluster  63\n",
      "magnetic medium      0.31763798182753084\n",
      "magnetic             0.25641232830021365\n",
      "magnetic medium product 0.22688427273395056\n",
      "medium product       0.16722543150013933\n",
      "certron              0.16638180000489708\n",
      "company              0.15205068901712937\n",
      "product              0.12568008879337755\n",
      "medium               0.09789647317564919\n",
      "assembly             0.09299043336646819\n",
      "contract assembly    0.09075370909358023\n",
      "mexicali             0.09075370909358023\n",
      "cassette             0.08349217927462192\n",
      "mexicali mexico      0.07562809091131686\n",
      "company magnetic     0.060502472729053486\n",
      "company magnetic medium 0.060502472729053486\n",
      "company magnetic medium product 0.060502472729053486\n",
      "magnetic medium product contract 0.060502472729053486\n",
      "magnetic medium product contract assembly 0.060502472729053486\n",
      "medium product contract 0.060502472729053486\n",
      "medium product contract assembly 0.060502472729053486\n",
      "\n",
      "\n",
      "19002\n",
      "25354\n",
      "40493\n",
      "43837\n",
      "71023\n",
      "107140\n",
      "800458\n",
      "812076\n",
      "832995\n",
      "853102\n",
      "890491\n",
      "804888\n",
      "945276\n",
      "1002114\n",
      "1005858\n",
      "911650\n",
      "63276\n",
      "216324\n",
      "82536\n",
      "905895\n",
      "925178\n",
      "922810\n",
      "939730\n",
      "933730\n",
      "712515\n",
      "946581\n",
      "1002607\n",
      "800266\n",
      "940510\n",
      "48638\n",
      "1022080\n",
      "922865\n",
      "76791\n",
      "1015172\n",
      "865570\n",
      "354564\n",
      "717829\n",
      "790706\n",
      "356841\n",
      "920042\n",
      "719612\n",
      "919570\n",
      "883558\n",
      "898441\n",
      "814580\n",
      "924645\n",
      "314727\n",
      "\n",
      "\n",
      "\n",
      "Cluster  64\n",
      "company              0.2864934157892536\n",
      "partnership          0.2387445131577113\n",
      "property             0.2069119114033498\n",
      "office               0.1750793096489883\n",
      "tenant               0.15916300877180753\n",
      "approximately        0.1432467078946268\n",
      "industrial           0.1432467078946268\n",
      "december             0.12733040701744602\n",
      "item                 0.1034559557016749\n",
      "base                 0.09549780526308452\n",
      "california           0.09549780526308452\n",
      "kilroy               0.09549780526308452\n",
      "lease                0.09549780526308452\n",
      "operating            0.09549780526308452\n",
      "operating partnership 0.09549780526308452\n",
      "building             0.07958150438590376\n",
      "corporation          0.07958150438590376\n",
      "large                0.07958150438590376\n",
      "rental               0.07958150438590376\n",
      "rental revenue       0.07958150438590376\n",
      "\n",
      "\n",
      "1025996\n",
      "1025996\n",
      "\n",
      "\n",
      "\n",
      "Cluster  65\n",
      "year end september   0.26970143054231155\n",
      "end september        0.24112458692211647\n",
      "brt                  0.23406675585744957\n",
      "september            0.17172225512956665\n",
      "loan                 0.11887684518234469\n",
      "year                 0.1106389304666033\n",
      "end                  0.09784343995798045\n",
      "fiscal               0.09709642194134231\n",
      "trust                0.0939343705218285\n",
      "corp new york        0.09258407317124127\n",
      "year end             0.08726455615101289\n",
      "allowance            0.08718506326159357\n",
      "real                 0.08443003326486603\n",
      "estate loan          0.08395610908966424\n",
      "real estate loan     0.08395610908966424\n",
      "share                0.08266156639858402\n",
      "estate               0.08170648380470906\n",
      "real estate          0.08170648380470906\n",
      "corp new             0.08150690262156049\n",
      "income               0.08099449350197205\n",
      "\n",
      "\n",
      "14846\n",
      "67618\n",
      "102438\n",
      "1067419\n",
      "712770\n",
      "726728\n",
      "729237\n",
      "759174\n",
      "804138\n",
      "845613\n",
      "866368\n",
      "878932\n",
      "906933\n",
      "1040454\n",
      "790817\n",
      "905897\n",
      "944314\n",
      "906345\n",
      "906345\n",
      "909111\n",
      "910079\n",
      "910675\n",
      "912116\n",
      "34903\n",
      "1011174\n",
      "319416\n",
      "949961\n",
      "733590\n",
      "733590\n",
      "798288\n",
      "798288\n",
      "912240\n",
      "77281\n",
      "761648\n",
      "790816\n",
      "731245\n",
      "912593\n",
      "906107\n",
      "865439\n",
      "778437\n",
      "922864\n",
      "895417\n",
      "921825\n",
      "1038339\n",
      "13777\n",
      "311099\n",
      "68330\n",
      "1013794\n",
      "1013794\n",
      "1045609\n",
      "899162\n",
      "49600\n",
      "1043044\n",
      "920522\n",
      "1042798\n",
      "924901\n",
      "1063393\n",
      "1040971\n",
      "860546\n",
      "746514\n",
      "702301\n",
      "\n",
      "\n",
      "\n",
      "Cluster  66\n",
      "company              0.2243472620690391\n",
      "product              0.1731274376446926\n",
      "software             0.09409099871994162\n",
      "client               0.08312713476061716\n",
      "tng                  0.074387943571275\n",
      "unicenter tng        0.074387943571275\n",
      "business             0.06629561234277234\n",
      "unicenter            0.05706352127994654\n",
      "service              0.05080913930876847\n",
      "hardware             0.05055656347880833\n",
      "gps                  0.04989194019050843\n",
      "jasmine              0.04989194019050843\n",
      "usage maintenance    0.04989194019050843\n",
      "usage maintenance fee 0.04989194019050843\n",
      "use                  0.047664568184314714\n",
      "company product      0.04406208859253614\n",
      "computer             0.0408314111376112\n",
      "license              0.03863355752415391\n",
      "development          0.037636399487976646\n",
      "application          0.03409488634771149\n",
      "\n",
      "\n",
      "356028\n",
      "706015\n",
      "811716\n",
      "831529\n",
      "879703\n",
      "886903\n",
      "853266\n",
      "722607\n",
      "1039276\n",
      "936653\n",
      "1008129\n",
      "879898\n",
      "875570\n",
      "909793\n",
      "1000782\n",
      "947549\n",
      "890801\n",
      "890801\n",
      "888358\n",
      "849399\n",
      "949956\n",
      "709519\n",
      "851560\n",
      "40443\n",
      "916354\n",
      "895021\n",
      "895095\n",
      "853372\n",
      "1001916\n",
      "1008946\n",
      "820235\n",
      "908180\n",
      "909276\n",
      "314436\n",
      "1020716\n",
      "731647\n",
      "935036\n",
      "915508\n",
      "916238\n",
      "877890\n",
      "875942\n",
      "1005387\n",
      "925288\n",
      "926019\n",
      "888711\n",
      "894572\n",
      "1007021\n",
      "1023184\n",
      "317889\n",
      "1038271\n",
      "1007997\n",
      "1024752\n",
      "908440\n",
      "883983\n",
      "945446\n",
      "1036436\n",
      "1036436\n",
      "716714\n",
      "945127\n",
      "938481\n",
      "713425\n",
      "848551\n",
      "935494\n",
      "945093\n",
      "1016831\n",
      "920448\n",
      "1008588\n",
      "1030484\n",
      "1011451\n",
      "917524\n",
      "859014\n",
      "867347\n",
      "201513\n",
      "887085\n",
      "925524\n",
      "835729\n",
      "835729\n",
      "808207\n",
      "825703\n",
      "945066\n",
      "1013462\n",
      "1029299\n",
      "854418\n",
      "1009304\n",
      "1028339\n",
      "943895\n",
      "876167\n",
      "915290\n",
      "932112\n",
      "932064\n",
      "885474\n",
      "840824\n",
      "929940\n",
      "1001113\n",
      "1002044\n",
      "920354\n",
      "869570\n",
      "885533\n",
      "1013687\n",
      "1034956\n",
      "947116\n",
      "1000231\n",
      "1005758\n",
      "927133\n",
      "879283\n",
      "758004\n",
      "768262\n",
      "754128\n",
      "1006892\n",
      "935418\n",
      "804121\n",
      "1005406\n",
      "1016243\n",
      "855585\n",
      "859360\n",
      "859360\n",
      "779390\n",
      "930885\n",
      "1013334\n",
      "1006835\n",
      "853273\n",
      "1013033\n",
      "867058\n",
      "722056\n",
      "1014920\n",
      "847555\n",
      "1014955\n",
      "928753\n",
      "789019\n",
      "798757\n",
      "945989\n",
      "1041333\n",
      "701319\n",
      "351139\n",
      "935036\n",
      "799089\n",
      "947427\n",
      "1020579\n",
      "905724\n",
      "840824\n",
      "1017172\n",
      "945384\n",
      "813747\n",
      "775163\n",
      "1006370\n",
      "793604\n",
      "880562\n",
      "873594\n",
      "792130\n",
      "859360\n",
      "1018724\n",
      "320193\n",
      "\n",
      "\n",
      "\n",
      "Cluster  67\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "corporation          0.2761407672898406\n",
      "chocolate            0.2620836415348561\n",
      "bar                  0.1946907051401788\n",
      "candy                0.17971449705247272\n",
      "hershey              0.16473828896476667\n",
      "product              0.15062223670354943\n",
      "cocoa                0.14227397683320758\n",
      "confectionery        0.10483345661394243\n",
      "price                0.08472500814574656\n",
      "candy bar            0.08236914448238333\n",
      "confectionery product 0.0748810404385303\n",
      "peanut               0.0748810404385303\n",
      "milk                 0.07458923315411181\n",
      "sugar                0.07458923315411181\n",
      "year                 0.07217315508711744\n",
      "major                0.0686918836784945\n",
      "remediation          0.06375640385106186\n",
      "chocolate confectionery 0.05990483235082424\n",
      "time                 0.05962130202848832\n",
      "material             0.056569786558760195\n",
      "\n",
      "\n",
      "47111\n",
      "55785\n",
      "55785\n",
      "74585\n",
      "716644\n",
      "23666\n",
      "716644\n",
      "\n",
      "\n",
      "\n",
      "Cluster  68\n",
      "agricultural         0.29261489653589146\n",
      "company              0.23730929244410864\n",
      "agricultural partnership 0.2314714853194365\n",
      "partnership          0.20261211099887202\n",
      "gish                 0.19081505020024514\n",
      "big property         0.12926180820016608\n",
      "citadel              0.11355204940198774\n",
      "property             0.1111076765693761\n",
      "acre                 0.0917151168246824\n",
      "crop                 0.0917151168246824\n",
      "read                 0.09100317942954192\n",
      "approximately        0.08770126025108363\n",
      "citrus               0.08734773030922133\n",
      "water                0.08686061091567049\n",
      "big                  0.08635926042574874\n",
      "reading              0.08298034379376026\n",
      "asset                0.07602104186325732\n",
      "farming              0.06987818424737706\n",
      "stock                0.06835539401922695\n",
      "currently            0.06432549696121774\n",
      "\n",
      "\n",
      "716634\n",
      "110985\n",
      "1023993\n",
      "812882\n",
      "912295\n",
      "799088\n",
      "905035\n",
      "\n",
      "\n",
      "\n",
      "Cluster  69\n",
      "company              0.20569990287281567\n",
      "restaurant           0.16713117108416273\n",
      "alcoholic beverage sale 0.10115577868999576\n",
      "macaroni grill       0.0885113063537463\n",
      "bakery               0.08444948060396491\n",
      "big bowl             0.08218907018562155\n",
      "corner               0.08218907018562155\n",
      "corner bakery        0.08218907018562155\n",
      "chili                0.08178584094075991\n",
      "beverage sale        0.08078716330174622\n",
      "macaroni             0.07808578968422566\n",
      "beverage             0.07413636773316373\n",
      "big                  0.07250823327820953\n",
      "bowl                 0.07250823327820953\n",
      "alcoholic            0.07089079133166555\n",
      "alcoholic beverage   0.07089079133166555\n",
      "year                 0.06979103847470532\n",
      "eatzi                0.06954459784937209\n",
      "food non alcoholic   0.06954459784937209\n",
      "food non alcoholic beverage 0.06954459784937209\n",
      "\n",
      "\n",
      "703351\n",
      "718332\n",
      "813920\n",
      "853665\n",
      "942133\n",
      "1009244\n",
      "917126\n",
      "1021723\n",
      "901491\n",
      "917126\n",
      "796369\n",
      "883976\n",
      "864233\n",
      "874691\n",
      "1019376\n",
      "893741\n",
      "893741\n",
      "105668\n",
      "68145\n",
      "39047\n",
      "895477\n",
      "883299\n",
      "\n",
      "\n",
      "\n",
      "Cluster  70\n",
      "president            0.3368876840993041\n",
      "vice president       0.24843068144617955\n",
      "vice                 0.2378887324925393\n",
      "adm                  0.20268188261952527\n",
      "president adm        0.16437511012878053\n",
      "vice president july  0.12149464661692472\n",
      "president july       0.11340277789797659\n",
      "company              0.10721702429432795\n",
      "july                 0.10554350494590595\n",
      "assistant            0.10306898829187838\n",
      "group vice           0.09930734638341567\n",
      "group vice president 0.09930734638341567\n",
      "vice president january 0.08219357451851717\n",
      "president january    0.07255419473534407\n",
      "oilseed              0.06911732402693488\n",
      "president president  0.06455235049577131\n",
      "vice president president 0.06455235049577131\n",
      "page continue        0.06280769237426397\n",
      "july vice            0.062278768433885794\n",
      "july vice president  0.062278768433885794\n",
      "\n",
      "\n",
      "7084\n",
      "16104\n",
      "21344\n",
      "24545\n",
      "34563\n",
      "40704\n",
      "43300\n",
      "43920\n",
      "45379\n",
      "48465\n",
      "60302\n",
      "77476\n",
      "80424\n",
      "81870\n",
      "88121\n",
      "100493\n",
      "108601\n",
      "310569\n",
      "760775\n",
      "785956\n",
      "802481\n",
      "802481\n",
      "812128\n",
      "821026\n",
      "821572\n",
      "829499\n",
      "835342\n",
      "849869\n",
      "108079\n",
      "934650\n",
      "882259\n",
      "872867\n",
      "945269\n",
      "16732\n",
      "814139\n",
      "831327\n",
      "16160\n",
      "908179\n",
      "87565\n",
      "42228\n",
      "9442\n",
      "40687\n",
      "914642\n",
      "835011\n",
      "93319\n",
      "91388\n",
      "102037\n",
      "902277\n",
      "102588\n",
      "939930\n",
      "51253\n",
      "919998\n",
      "811669\n",
      "64040\n",
      "313927\n",
      "81288\n",
      "55067\n",
      "310142\n",
      "96021\n",
      "922712\n",
      "1046257\n",
      "33073\n",
      "27500\n",
      "74046\n",
      "95574\n",
      "57528\n",
      "728258\n",
      "902274\n",
      "91419\n",
      "57515\n",
      "1016179\n",
      "96412\n",
      "317540\n",
      "85704\n",
      "102588\n",
      "1008654\n",
      "789660\n",
      "63754\n",
      "84839\n",
      "1020866\n",
      "11199\n",
      "98677\n",
      "18169\n",
      "23217\n",
      "1029506\n",
      "\n",
      "\n",
      "\n",
      "Cluster  71\n",
      "loan                 0.33754169910528337\n",
      "bank                 0.2815883353918878\n",
      "cooperative          0.15893596920369393\n",
      "december             0.1323454306054389\n",
      "mortgage             0.10194787358763636\n",
      "year                 0.09705331577732185\n",
      "company              0.09649703664832789\n",
      "capital              0.09087136922960187\n",
      "net                  0.09038235851677004\n",
      "institution          0.08425992415212942\n",
      "table                0.08096318648314495\n",
      "income               0.080101900676\n",
      "asset                0.0785249554925604\n",
      "ots                  0.0767621625997938\n",
      "rate                 0.07455459257439724\n",
      "financial            0.0719568419834514\n",
      "total                0.0711065000653262\n",
      "saving               0.07024979524526204\n",
      "security             0.06639462355497325\n",
      "million              0.06317936517470849\n",
      "\n",
      "\n",
      "861499\n",
      "810536\n",
      "740663\n",
      "923139\n",
      "885638\n",
      "1923\n",
      "912219\n",
      "807524\n",
      "703800\n",
      "1004702\n",
      "859083\n",
      "854071\n",
      "1020828\n",
      "935063\n",
      "1002682\n",
      "946673\n",
      "946673\n",
      "930429\n",
      "910522\n",
      "830257\n",
      "717837\n",
      "799166\n",
      "948515\n",
      "1004528\n",
      "783604\n",
      "776901\n",
      "1000234\n",
      "46267\n",
      "1000301\n",
      "801337\n",
      "911935\n",
      "910073\n",
      "812146\n",
      "\n",
      "\n",
      "\n",
      "Cluster  72\n",
      "industrial gas       0.2164408600104235\n",
      "air product          0.20264032817389943\n",
      "gas                  0.1940795666075167\n",
      "company              0.15780835039045052\n",
      "product              0.11686528292220323\n",
      "president            0.1016057970201876\n",
      "air                  0.09110890388334435\n",
      "vice president       0.08695818480425489\n",
      "chemical             0.08658972318653109\n",
      "vice                 0.08516401979755037\n",
      "power generation     0.07715163245612391\n",
      "industrial           0.06351769808213155\n",
      "intermediate         0.06168838593958068\n",
      "hydrogen             0.059409426857038296\n",
      "power                0.058761176973705316\n",
      "chemical intermediate 0.054458641285618434\n",
      "business             0.05251405562417444\n",
      "polyurethane         0.05238945729049869\n",
      "fiscal               0.05074896988905792\n",
      "nitrogen             0.049404591418547\n",
      "\n",
      "\n",
      "2969\n",
      "9389\n",
      "41133\n",
      "45370\n",
      "61138\n",
      "69960\n",
      "100790\n",
      "352947\n",
      "352947\n",
      "716823\n",
      "725813\n",
      "799526\n",
      "804212\n",
      "812074\n",
      "812708\n",
      "813621\n",
      "832815\n",
      "886346\n",
      "1026738\n",
      "891014\n",
      "739608\n",
      "892793\n",
      "46989\n",
      "895655\n",
      "91142\n",
      "102741\n",
      "8818\n",
      "59479\n",
      "715787\n",
      "874389\n",
      "28582\n",
      "915913\n",
      "53117\n",
      "81362\n",
      "948073\n",
      "1012100\n",
      "778808\n",
      "912088\n",
      "75829\n",
      "107889\n",
      "1018099\n",
      "100783\n",
      "801128\n",
      "744106\n",
      "353567\n",
      "912513\n",
      "106640\n",
      "37785\n",
      "69598\n",
      "927417\n",
      "812701\n",
      "1026601\n",
      "69680\n",
      "16040\n",
      "1045309\n",
      "829218\n",
      "1024725\n",
      "900367\n",
      "43362\n",
      "814013\n",
      "1000623\n",
      "915389\n",
      "825692\n",
      "743029\n",
      "72331\n",
      "40888\n",
      "899723\n",
      "35214\n",
      "819220\n",
      "110621\n",
      "84290\n",
      "825542\n",
      "84792\n",
      "887591\n",
      "1017921\n",
      "813781\n",
      "915775\n",
      "874389\n",
      "314865\n",
      "51434\n",
      "58091\n",
      "31462\n",
      "805264\n",
      "215310\n",
      "51434\n",
      "94610\n",
      "216430\n",
      "21627\n",
      "1043382\n",
      "890923\n",
      "\n",
      "\n",
      "\n",
      "Cluster  73\n",
      "company              0.30123726778095977\n",
      "laser                0.228785222919129\n",
      "laserscan            0.21169623100725196\n",
      "keratome             0.1972623970749393\n",
      "lasersight           0.16159209592277227\n",
      "laserscan lsx        0.10103683752618843\n",
      "lsx                  0.10103683752618843\n",
      "tfg                  0.10103683752618843\n",
      "excimer              0.09129047230554262\n",
      "patent               0.09037118033428793\n",
      "excimer laser        0.08900821049790404\n",
      "product              0.08284024863976393\n",
      "lasersight technology 0.08179172561643826\n",
      "refractive           0.07531463965207266\n",
      "use                  0.07154385109797794\n",
      "lasik                0.06801618431810137\n",
      "scan                 0.06700160074846655\n",
      "client               0.06254661370668807\n",
      "laser head           0.06254661370668807\n",
      "market               0.06150260883861262\n",
      "\n",
      "\n",
      "879301\n",
      "881695\n",
      "881695\n",
      "881695\n",
      "892495\n",
      "892495\n",
      "789132\n",
      "837991\n",
      "851737\n",
      "846771\n",
      "1006045\n",
      "846771\n",
      "846771\n",
      "718937\n",
      "873753\n",
      "21510\n",
      "934094\n",
      "813902\n",
      "899381\n",
      "929900\n",
      "929900\n",
      "929900\n",
      "854099\n",
      "874388\n",
      "1026405\n",
      "946154\n",
      "946154\n",
      "811240\n",
      "811240\n",
      "878543\n",
      "878543\n",
      "863680\n",
      "793279\n",
      "\n",
      "\n",
      "\n",
      "Cluster  74\n",
      "company              0.546259150066184\n",
      "product              0.25550831212773123\n",
      "compass              0.1982392076853087\n",
      "vspa                 0.1960365498221386\n",
      "package              0.17180731332726754\n",
      "technology           0.16299668187458716\n",
      "patent               0.14537541896922637\n",
      "semiconductor        0.12775415606386561\n",
      "connector            0.11013289315850483\n",
      "crane                0.11013289315850483\n",
      "license              0.10572757743216464\n",
      "compass connector    0.08810631452680387\n",
      "application          0.07929568307412348\n",
      "design               0.07929568307412348\n",
      "development          0.07709302521095339\n",
      "production           0.07709302521095339\n",
      "sale                 0.07709302521095339\n",
      "market               0.07489036734778329\n",
      "right                0.07489036734778329\n",
      "pga                  0.0704850516214431\n",
      "\n",
      "\n",
      "917736\n",
      "917736\n",
      "\n",
      "\n",
      "\n",
      "Cluster  75\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hawaii               0.22773645342024798\n",
      "bank                 0.14828237225966476\n",
      "capital              0.1411347468402434\n",
      "company              0.13442420662792037\n",
      "loan                 0.12333767412252489\n",
      "institution          0.08332061816854067\n",
      "association          0.08070644668998507\n",
      "bank association     0.07576704143373747\n",
      "ots                  0.06917332761586822\n",
      "asset                0.06236174534284966\n",
      "deposit              0.06236174534284966\n",
      "year                 0.062137410159589665\n",
      "state                0.060154951632423535\n",
      "total                0.05931298242506285\n",
      "risk                 0.05468670334623401\n",
      "hold                 0.05404684596380304\n",
      "ibbea                0.053654377514692556\n",
      "saving               0.05083969922148244\n",
      "hold company         0.04896333272406567\n",
      "december             0.04756438036052094\n",
      "\n",
      "\n",
      "316312\n",
      "318300\n",
      "318300\n",
      "350847\n",
      "702902\n",
      "706116\n",
      "707605\n",
      "714719\n",
      "737468\n",
      "743367\n",
      "906465\n",
      "788134\n",
      "801443\n",
      "831959\n",
      "856223\n",
      "860519\n",
      "884383\n",
      "891284\n",
      "868671\n",
      "879558\n",
      "715148\n",
      "718903\n",
      "745614\n",
      "897509\n",
      "796322\n",
      "702430\n",
      "792360\n",
      "949504\n",
      "811589\n",
      "832769\n",
      "948019\n",
      "935037\n",
      "34125\n",
      "883948\n",
      "914789\n",
      "921768\n",
      "354948\n",
      "824410\n",
      "940941\n",
      "752324\n",
      "351569\n",
      "714395\n",
      "356708\n",
      "769207\n",
      "912764\n",
      "762128\n",
      "744778\n",
      "714310\n",
      "703559\n",
      "708781\n",
      "790183\n",
      "806279\n",
      "811830\n",
      "1046002\n",
      "823550\n",
      "904101\n",
      "352510\n",
      "746969\n",
      "793049\n",
      "811211\n",
      "69834\n",
      "69834\n",
      "723323\n",
      "821127\n",
      "810589\n",
      "77371\n",
      "92339\n",
      "714530\n",
      "742679\n",
      "873398\n",
      "357208\n",
      "1005501\n",
      "1051345\n",
      "354647\n",
      "829282\n",
      "746481\n",
      "949953\n",
      "700733\n",
      "861461\n",
      "885576\n",
      "741561\n",
      "834105\n",
      "797871\n",
      "764811\n",
      "743136\n",
      "1046520\n",
      "707805\n",
      "723458\n",
      "1005817\n",
      "808246\n",
      "750577\n",
      "726990\n",
      "887343\n",
      "1035903\n",
      "835324\n",
      "865911\n",
      "885694\n",
      "790555\n",
      "357262\n",
      "350852\n",
      "827085\n",
      "707817\n",
      "1060558\n",
      "776848\n",
      "1057706\n",
      "\n",
      "\n",
      "\n",
      "Cluster  76\n",
      "product              0.22825651921692444\n",
      "company              0.15831852467943036\n",
      "premarin             0.09775783603169672\n",
      "consumer health care 0.09664571509545175\n",
      "agricultural product 0.09020266742242163\n",
      "health care          0.08983492853067959\n",
      "consumer health      0.08929133604052983\n",
      "health               0.08502942859451183\n",
      "care                 0.07730346599181419\n",
      "agricultural         0.07539197797792295\n",
      "business             0.06828186472301159\n",
      "health care product  0.061529142507124296\n",
      "cyanamid             0.05679579892573094\n",
      "account consolidated 0.05667234928782205\n",
      "pharmaceutical       0.05562680348938682\n",
      "state                0.05343250207930775\n",
      "cytec                0.05332245601728912\n",
      "operate income tax   0.05332245601728912\n",
      "vaccine              0.04956180703491395\n",
      "animal               0.04955919694391073\n",
      "\n",
      "\n",
      "5187\n",
      "12654\n",
      "14272\n",
      "38074\n",
      "51396\n",
      "90185\n",
      "730469\n",
      "749290\n",
      "768408\n",
      "773723\n",
      "819527\n",
      "711377\n",
      "855352\n",
      "922200\n",
      "1022368\n",
      "352998\n",
      "850693\n",
      "814050\n",
      "814258\n",
      "883813\n",
      "913614\n",
      "70793\n",
      "821616\n",
      "1019779\n",
      "922814\n",
      "896264\n",
      "727737\n",
      "807873\n",
      "930184\n",
      "78003\n",
      "911636\n",
      "787253\n",
      "860451\n",
      "860451\n",
      "74691\n",
      "71241\n",
      "911649\n",
      "104669\n",
      "786947\n",
      "200406\n",
      "10081\n",
      "949573\n",
      "793613\n",
      "824803\n",
      "853022\n",
      "10456\n",
      "59478\n",
      "896622\n",
      "878748\n",
      "3116\n",
      "1037975\n",
      "722808\n",
      "1023131\n",
      "721371\n",
      "794172\n",
      "901620\n",
      "1005286\n",
      "1800\n",
      "764180\n",
      "97134\n",
      "767673\n",
      "876103\n",
      "317158\n",
      "703598\n",
      "799485\n",
      "730272\n",
      "708484\n",
      "77551\n",
      "1021561\n",
      "\n",
      "\n",
      "\n",
      "Cluster  77\n",
      "company              0.17836605368392527\n",
      "vehicle              0.13677399245516345\n",
      "recreational vehicle 0.10335819837960218\n",
      "recreational         0.09959043637753931\n",
      "lux                  0.08626829755206347\n",
      "product              0.07367293521727347\n",
      "viking               0.07189024796005289\n",
      "modular home         0.06495066774273103\n",
      "dealer               0.05762119616866052\n",
      "vehicle housing      0.05751219836804232\n",
      "home                 0.05691320565309321\n",
      "trailer              0.05683470643890719\n",
      "coachman             0.05412555645227586\n",
      "modular              0.05401596871242436\n",
      "camper               0.051275730200127545\n",
      "segment              0.049047508354637864\n",
      "gasoline             0.04882450332291148\n",
      "rv                   0.04760216242832699\n",
      "note                 0.04420477167470559\n",
      "housing              0.04359778520412255\n",
      "\n",
      "\n",
      "21212\n",
      "350846\n",
      "789863\n",
      "850476\n",
      "1021252\n",
      "59591\n",
      "1075066\n",
      "932129\n",
      "72205\n",
      "225278\n",
      "107687\n",
      "910655\n",
      "1002577\n",
      "928064\n",
      "76605\n",
      "920464\n",
      "1012019\n",
      "922812\n",
      "1021706\n",
      "923473\n",
      "896397\n",
      "924117\n",
      "719547\n",
      "730263\n",
      "73609\n",
      "822076\n",
      "59240\n",
      "910619\n",
      "314132\n",
      "\n",
      "\n",
      "\n",
      "Cluster  78\n",
      "company              0.24061016816984193\n",
      "week                 0.18676437221753772\n",
      "property             0.09806772459352184\n",
      "debt                 0.06408795945514235\n",
      "duke                 0.06270222035844583\n",
      "market               0.059328534617221304\n",
      "service              0.058982265171596986\n",
      "partnership          0.0562237300870464\n",
      "merger               0.055402111985060225\n",
      "december week        0.052346416014504044\n",
      "stock week           0.052346416014504044\n",
      "operation            0.050724685134580255\n",
      "development          0.049837939799111976\n",
      "rental property      0.04700071585839947\n",
      "share series cumulative redeemable 0.04700071585839947\n",
      "share                0.046278086956318264\n",
      "stock                0.04342876149244599\n",
      "combine company      0.04320788123746404\n",
      "convert right        0.04320788123746404\n",
      "convert right receive 0.04320788123746404\n",
      "\n",
      "\n",
      "783280\n",
      "1037976\n",
      "910606\n",
      "852203\n",
      "1012967\n",
      "929454\n",
      "715273\n",
      "715273\n",
      "914373\n",
      "925558\n",
      "715273\n",
      "910108\n",
      "813762\n",
      "888491\n",
      "1045281\n",
      "1002579\n",
      "1013256\n",
      "923687\n",
      "930796\n",
      "1013256\n",
      "216039\n",
      "929545\n",
      "923603\n",
      "918958\n",
      "1035426\n",
      "920605\n",
      "1070985\n",
      "926866\n",
      "1066138\n",
      "104894\n",
      "921082\n",
      "17313\n",
      "1023275\n",
      "893577\n",
      "912893\n",
      "1015859\n",
      "1022438\n",
      "945980\n",
      "\n",
      "\n",
      "\n",
      "Cluster  79\n",
      "game                 0.295383269781537\n",
      "company              0.2561178200220578\n",
      "machine              0.2480862507530734\n",
      "wulff                0.1740865019612594\n",
      "bally wulff          0.16248073516384212\n",
      "nevada               0.15469801813888828\n",
      "wall machine         0.1479735266670705\n",
      "wall                 0.1345991191322092\n",
      "mississippi          0.12909184748743185\n",
      "mississippi commission 0.12502481873742152\n",
      "bally                0.12310518280631118\n",
      "gaming               0.11690395269299501\n",
      "casino               0.11065717659489605\n",
      "commission           0.09816362439869811\n",
      "new                  0.09013205512971371\n",
      "license              0.08656246878794287\n",
      "operation            0.08656246878794287\n",
      "require              0.07585370976263035\n",
      "game machine         0.0753657011445866\n",
      "product              0.07406891659174493\n",
      "\n",
      "\n",
      "2491\n",
      "351903\n",
      "353944\n",
      "875459\n",
      "912601\n",
      "750004\n",
      "897795\n",
      "718789\n",
      "903856\n",
      "912241\n",
      "918580\n",
      "857323\n",
      "896400\n",
      "350077\n",
      "355142\n",
      "1013170\n",
      "898756\n",
      "914923\n",
      "\n",
      "\n",
      "\n",
      "Cluster  80\n",
      "haul                 0.5811451983895375\n",
      "amerco               0.33608748254792514\n",
      "shall                0.18977030025205927\n",
      "owner                0.13548893117347513\n",
      "haul shall           0.12765340583422677\n",
      "property             0.12665474312907077\n",
      "year                 0.0885753360555754\n",
      "million              0.07586414746018924\n",
      "property manager     0.07074032461136127\n",
      "fiscal               0.06850252839757535\n",
      "oxford               0.06083482621787369\n",
      "expense              0.05957244502091695\n",
      "note                 0.05893309309139164\n",
      "storage              0.05885218994098657\n",
      "agreement            0.05845603529034036\n",
      "fiscal year          0.05452176834276202\n",
      "statement            0.054457639135282676\n",
      "earnings             0.05319734101995945\n",
      "rental               0.051658867324969215\n",
      "republic             0.05121526938483014\n",
      "\n",
      "\n",
      "4457\n",
      "60086\n",
      "79282\n",
      "100716\n",
      "311657\n",
      "907575\n",
      "354392\n",
      "914069\n",
      "925600\n",
      "911576\n",
      "315293\n",
      "768892\n",
      "768892\n",
      "737300\n",
      "1049624\n",
      "1985\n",
      "354190\n",
      "354190\n",
      "1042051\n",
      "25475\n",
      "1040596\n",
      "1003957\n",
      "38984\n",
      "1067983\n",
      "105729\n",
      "276400\n",
      "73952\n",
      "720858\n",
      "814898\n",
      "1003957\n",
      "799902\n",
      "942319\n",
      "915781\n",
      "62709\n",
      "1017917\n",
      "1017917\n",
      "735571\n",
      "735571\n",
      "\n",
      "\n",
      "\n",
      "Cluster  81\n",
      "alza                 0.7133527406302903\n",
      "crescendo            0.25992359212997\n",
      "product              0.2211503056482885\n",
      "alza pharmaceutical  0.19994122471536152\n",
      "alza technology      0.14995591853652113\n",
      "pharmaceutical       0.07628632013982463\n",
      "client               0.0732780892209825\n",
      "ditropan             0.06394403318773367\n",
      "development          0.06379335739854476\n",
      "technology           0.060818324809968086\n",
      "oros                 0.05998236741460846\n",
      "product alza         0.057483102105666435\n",
      "market               0.05369274247710851\n",
      "testoderm            0.052484571487782405\n",
      "client company       0.04474638896941292\n",
      "register trademark   0.042730353700303224\n",
      "trans                0.04048482811518312\n",
      "alza crescendo       0.03998824494307231\n",
      "duros                0.03998824494307231\n",
      "sequus               0.0388231630068383\n",
      "\n",
      "\n",
      "4310\n",
      "318771\n",
      "743884\n",
      "818033\n",
      "876343\n",
      "744962\n",
      "1013238\n",
      "881524\n",
      "871395\n",
      "831547\n",
      "878903\n",
      "929548\n",
      "318154\n",
      "856573\n",
      "811641\n",
      "856984\n",
      "891288\n",
      "810084\n",
      "352747\n",
      "718007\n",
      "1020910\n",
      "1038133\n",
      "109657\n",
      "933745\n",
      "858803\n",
      "722104\n",
      "747952\n",
      "924862\n",
      "879993\n",
      "889992\n",
      "853022\n",
      "805326\n",
      "902600\n",
      "1000694\n",
      "919015\n",
      "714655\n",
      "732485\n",
      "1019731\n",
      "873731\n",
      "100759\n",
      "815838\n",
      "799698\n",
      "772197\n",
      "924515\n",
      "1013243\n",
      "353482\n",
      "877357\n",
      "799903\n",
      "885741\n",
      "799903\n",
      "799903\n",
      "827156\n",
      "1016006\n",
      "878725\n",
      "1018952\n",
      "821995\n",
      "57055\n",
      "1012270\n",
      "856072\n",
      "809875\n",
      "864009\n",
      "920645\n",
      "1016169\n",
      "706539\n",
      "899426\n",
      "1012466\n",
      "870755\n",
      "911684\n",
      "889872\n",
      "915320\n",
      "882098\n",
      "932631\n",
      "833298\n",
      "915901\n",
      "904973\n",
      "915901\n",
      "719598\n",
      "353569\n",
      "736994\n",
      "716054\n",
      "\n",
      "\n",
      "\n",
      "Cluster  82\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "empire               0.28036751405546007\n",
      "company              0.1717021442205366\n",
      "allcity              0.14842986038230238\n",
      "loss                 0.1261122146856829\n",
      "year                 0.12103387047015204\n",
      "allcity insurance    0.11214700562218402\n",
      "allcity insurance company 0.11214700562218402\n",
      "insurance            0.10648834905985202\n",
      "allcity insurance company subsidiary 0.08905791622938143\n",
      "income               0.0841798237814826\n",
      "net                  0.08157632407690067\n",
      "note                 0.08120940668312426\n",
      "allcity insurance company subsidiary note 0.07256570952023672\n",
      "company subsidiary note 0.07256570952023672\n",
      "insurance company subsidiary note 0.07256570952023672\n",
      "statement            0.07029449202371228\n",
      "continue allcity     0.06926726817840778\n",
      "continue allcity insurance 0.06926726817840778\n",
      "continue allcity insurance company 0.06926726817840778\n",
      "continue allcity insurance company subsidiary 0.06926726817840778\n",
      "\n",
      "\n",
      "3642\n",
      "8177\n",
      "68480\n",
      "74783\n",
      "230557\n",
      "356130\n",
      "780118\n",
      "792013\n",
      "809801\n",
      "811612\n",
      "865058\n",
      "909109\n",
      "899051\n",
      "1022794\n",
      "18508\n",
      "11544\n",
      "922621\n",
      "922621\n",
      "64996\n",
      "800457\n",
      "1011736\n",
      "850141\n",
      "1010247\n",
      "786344\n",
      "25118\n",
      "67199\n",
      "1013609\n",
      "20286\n",
      "80661\n",
      "874977\n",
      "830122\n",
      "803027\n",
      "910110\n",
      "1013564\n",
      "798085\n",
      "929031\n",
      "101199\n",
      "276380\n",
      "109261\n",
      "\n",
      "\n",
      "\n",
      "Cluster  83\n",
      "symskaya             0.13479039395148612\n",
      "company              0.13154794430808794\n",
      "equity oil company   0.06739519697574306\n",
      "equity oil company equity 0.06739519697574306\n",
      "exploration office denver 0.06739519697574306\n",
      "russia               0.06739519697574306\n",
      "utah                 0.06371677761409801\n",
      "equity oil           0.06146874125793354\n",
      "oil company equity   0.06146874125793354\n",
      "produce property purchase 0.06146874125793354\n",
      "utah company         0.06146874125793354\n",
      "exploration          0.06088537085291435\n",
      "production           0.0600676546838599\n",
      "exploration office   0.0572638540084533\n",
      "office denver        0.05400229006834323\n",
      "venture company      0.05133739829064378\n",
      "oil                  0.05115753389758976\n",
      "equity               0.04873753332124693\n",
      "company equity       0.04541094257283426\n",
      "denver               0.041206055323354016\n",
      "\n",
      "\n",
      "33325\n",
      "42284\n",
      "77159\n",
      "77877\n",
      "313395\n",
      "352511\n",
      "750561\n",
      "750561\n",
      "750813\n",
      "798949\n",
      "813779\n",
      "854271\n",
      "858470\n",
      "867665\n",
      "882074\n",
      "883953\n",
      "869369\n",
      "748856\n",
      "92223\n",
      "894627\n",
      "276327\n",
      "899717\n",
      "893538\n",
      "945764\n",
      "319459\n",
      "350426\n",
      "911359\n",
      "861819\n",
      "908246\n",
      "63528\n",
      "1006264\n",
      "837290\n",
      "856716\n",
      "928022\n",
      "1024645\n",
      "107874\n",
      "915518\n",
      "107454\n",
      "832820\n",
      "745907\n",
      "821189\n",
      "14803\n",
      "6769\n",
      "911535\n",
      "1040593\n",
      "1041895\n",
      "1040593\n",
      "311995\n",
      "904977\n",
      "1034755\n",
      "1038357\n",
      "874992\n",
      "895126\n",
      "869295\n",
      "1034755\n",
      "908797\n",
      "7039\n",
      "1038052\n",
      "872248\n",
      "1063564\n",
      "98720\n",
      "312037\n",
      "1018980\n",
      "946140\n",
      "912264\n",
      "315852\n",
      "880114\n",
      "839950\n",
      "823975\n",
      "745113\n",
      "827795\n",
      "880115\n",
      "912264\n",
      "\n",
      "\n",
      "\n",
      "Cluster  84\n",
      "company              0.24844772572777088\n",
      "fytek                0.20709820687137834\n",
      "yarn                 0.07187967562429715\n",
      "energy               0.06318601525736557\n",
      "denr                 0.06212946206141351\n",
      "sale                 0.055409205018423724\n",
      "burke                0.055226188499034226\n",
      "fiscal year end january 0.05130502203232244\n",
      "mexican corporation  0.04942838222729678\n",
      "end january          0.04867961714801257\n",
      "year end january     0.04867961714801257\n",
      "year                 0.044684842756793325\n",
      "america south        0.04141964137427567\n",
      "america south america 0.04141964137427567\n",
      "burke continue       0.04141964137427567\n",
      "central america south 0.04141964137427567\n",
      "central america south america 0.04141964137427567\n",
      "mexico central america south 0.04141964137427567\n",
      "mexico central america south america 0.04141964137427567\n",
      "oil gas              0.04141964137427567\n",
      "\n",
      "\n",
      "15486\n",
      "29332\n",
      "44471\n",
      "870213\n",
      "896265\n",
      "9801\n",
      "944948\n",
      "41052\n",
      "81112\n",
      "34136\n",
      "97579\n",
      "20629\n",
      "103341\n",
      "820957\n",
      "55080\n",
      "914384\n",
      "852952\n",
      "93102\n",
      "85812\n",
      "812906\n",
      "25895\n",
      "914448\n",
      "97931\n",
      "884999\n",
      "892604\n",
      "884124\n",
      "23304\n",
      "829044\n",
      "100166\n",
      "723603\n",
      "884124\n",
      "11027\n",
      "19149\n",
      "6571\n",
      "\n",
      "\n",
      "\n",
      "Cluster  85\n",
      "company              0.24017347577689213\n",
      "radiopharmaceutical  0.18210497165010775\n",
      "unit dose            0.1587353911817256\n",
      "medical imaging      0.14339263645119857\n",
      "imaging              0.1372988171697326\n",
      "corporate account    0.1086084255453912\n",
      "radiopharmacy        0.1086084255453912\n",
      "dose                 0.10090592935454716\n",
      "customer             0.0969915097859363\n",
      "pharmacy             0.08184944994742614\n",
      "medical              0.07621275581415934\n",
      "center               0.07595594044739054\n",
      "corporate account customer 0.0751904484545016\n",
      "dupont               0.0751904484545016\n",
      "hospital clinic      0.07435173741914002\n",
      "service              0.07375405949054167\n",
      "imaging center       0.07270482026314964\n",
      "bulk                 0.07043663031934722\n",
      "medical imaging center 0.07043663031934722\n",
      "product              0.06906012134068878\n",
      "\n",
      "\n",
      "202763\n",
      "355019\n",
      "724024\n",
      "737561\n",
      "885988\n",
      "1002017\n",
      "819939\n",
      "915859\n",
      "927066\n",
      "943061\n",
      "931702\n",
      "899714\n",
      "899714\n",
      "899714\n",
      "722723\n",
      "886432\n",
      "920148\n",
      "1011630\n",
      "887757\n",
      "895651\n",
      "895659\n",
      "1023300\n",
      "1003114\n",
      "946489\n",
      "1023300\n",
      "889187\n",
      "807144\n",
      "821536\n",
      "1031329\n",
      "1018913\n",
      "930610\n",
      "1009900\n",
      "930610\n",
      "878230\n",
      "877476\n",
      "920052\n",
      "881400\n",
      "1027429\n",
      "911012\n",
      "1018920\n",
      "763098\n",
      "864902\n",
      "1020258\n",
      "803352\n",
      "704415\n",
      "1022079\n",
      "817366\n",
      "1039139\n",
      "744825\n",
      "1027532\n",
      "1044914\n",
      "895651\n",
      "1027915\n",
      "893949\n",
      "934011\n",
      "817135\n",
      "725151\n",
      "58526\n",
      "1002022\n",
      "1012697\n",
      "\n",
      "\n",
      "\n",
      "Cluster  86\n",
      "avid                 0.2124735742004898\n",
      "digital              0.15357320764157242\n",
      "medium               0.14905948399477917\n",
      "video                0.13324734192430548\n",
      "product              0.1242136238277424\n",
      "composer             0.11474075916426321\n",
      "market               0.11066304668289778\n",
      "company              0.108404617158757\n",
      "production           0.10614618763461624\n",
      "edit                 0.09984002978210141\n",
      "film                 0.09937089906219393\n",
      "digital medium       0.09075934605749308\n",
      "medium composer      0.09041112204273907\n",
      "softimage            0.09041112204273907\n",
      "audio                0.0793600236729524\n",
      "tool                 0.07693392722311183\n",
      "user                 0.0697213715459451\n",
      "pro tool             0.06954701695595314\n",
      "news                 0.06882936446326114\n",
      "video film           0.06500551088196886\n",
      "\n",
      "\n",
      "896841\n",
      "805574\n",
      "943318\n",
      "943318\n",
      "769397\n",
      "769397\n",
      "916235\n",
      "943318\n",
      "948640\n",
      "932113\n",
      "949335\n",
      "774695\n",
      "830404\n",
      "713138\n",
      "276283\n",
      "\n",
      "\n",
      "\n",
      "Cluster  87\n",
      "registrant           0.22971685243382384\n",
      "unit                 0.16862761997193768\n",
      "baker                0.16050626153020792\n",
      "building unit        0.10700417435347194\n",
      "total contract revenue 0.09362865255928796\n",
      "construction         0.09337921609435691\n",
      "division             0.08309598177556285\n",
      "contract             0.07893117660893992\n",
      "service              0.06945943541586713\n",
      "bssi                 0.06687760897091996\n",
      "civil unit           0.06687760897091996\n",
      "total contract       0.06644055529381124\n",
      "building             0.06238563297375179\n",
      "business unit        0.05694904739469535\n",
      "energy unit          0.05350208717673597\n",
      "registrant total contract 0.05350208717673597\n",
      "registrant total contract revenue 0.05350208717673597\n",
      "transportation unit  0.05350208717673597\n",
      "engineering          0.05283624990540563\n",
      "design               0.051443189944265506\n",
      "\n",
      "\n",
      "9263\n",
      "45012\n",
      "98537\n",
      "106752\n",
      "317488\n",
      "355431\n",
      "796038\n",
      "802492\n",
      "809933\n",
      "818968\n",
      "819977\n",
      "826821\n",
      "829444\n",
      "868076\n",
      "106473\n",
      "52988\n",
      "78853\n",
      "846976\n",
      "831641\n",
      "913771\n",
      "811562\n",
      "1025361\n",
      "1025361\n",
      "822367\n",
      "1037453\n",
      "906469\n",
      "934749\n",
      "785186\n",
      "856200\n",
      "866273\n",
      "866273\n",
      "929473\n",
      "891532\n",
      "102379\n",
      "1022381\n",
      "1013556\n",
      "868755\n",
      "914024\n",
      "731190\n",
      "803647\n",
      "720671\n",
      "803647\n",
      "852004\n",
      "1027884\n",
      "861459\n",
      "66029\n",
      "863893\n",
      "823556\n",
      "851520\n",
      "1033693\n",
      "863815\n",
      "831641\n",
      "878549\n",
      "103096\n",
      "\n",
      "\n",
      "\n",
      "Cluster  88\n",
      "asset                0.1521832276236055\n",
      "equity               0.1521832276236055\n",
      "disclosure distribution 0.15171868824958026\n",
      "disclosure distribution asset 0.15171868824958026\n",
      "disclosure distribution asset liability 0.15171868824958026\n",
      "disclosure distribution asset liability stockholder 0.15171868824958026\n",
      "statistical disclosure distribution 0.15171868824958026\n",
      "statistical disclosure distribution asset 0.15171868824958026\n",
      "statistical disclosure distribution asset liability 0.15171868824958026\n",
      "loan                 0.13767745949658572\n",
      "portfolio            0.13767745949658572\n",
      "disclosure           0.1165541011866501\n",
      "statistical          0.1165541011866501\n",
      "statistical disclosure 0.1165541011866501\n",
      "differential investment 0.10400331681122303\n",
      "differential investment portfolio 0.10400331681122303\n",
      "differential investment portfolio loan 0.10400331681122303\n",
      "differential investment portfolio loan portfolio 0.10400331681122303\n",
      "equity rate differential investment 0.10400331681122303\n",
      "equity rate differential investment portfolio 0.10400331681122303\n",
      "\n",
      "\n",
      "109380\n",
      "790359\n",
      "742070\n",
      "742070\n",
      "68100\n",
      "810578\n",
      "819692\n",
      "36104\n",
      "72971\n",
      "\n",
      "\n",
      "\n",
      "Cluster  89\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "company              0.1832503257873757\n",
      "chemical             0.12575584820370433\n",
      "fifra                0.09101203620373083\n",
      "account revenue fiscal 0.07353923872987168\n",
      "follow registrant    0.06825902715279812\n",
      "product account revenue fiscal 0.06825902715279812\n",
      "test data            0.06712303146994023\n",
      "product account revenue 0.06246015011226562\n",
      "account revenue      0.06233070305837874\n",
      "product              0.06197442559949565\n",
      "fiscal               0.05941919207100191\n",
      "chemical company     0.058504102724250086\n",
      "aforementioned       0.055154429047403766\n",
      "remediation          0.05135905309193468\n",
      "account revenue fiscal company 0.045506018101865414\n",
      "chemical sell        0.045506018101865414\n",
      "company warehouse    0.045506018101865414\n",
      "estimate consultant  0.045506018101865414\n",
      "large chemical company 0.045506018101865414\n",
      "liability establish  0.045506018101865414\n",
      "\n",
      "\n",
      "2034\n",
      "6284\n",
      "12208\n",
      "31235\n",
      "52466\n",
      "75049\n",
      "89041\n",
      "90045\n",
      "97745\n",
      "105608\n",
      "310056\n",
      "319379\n",
      "708250\n",
      "708850\n",
      "720031\n",
      "721356\n",
      "730045\n",
      "793524\n",
      "795986\n",
      "807397\n",
      "815910\n",
      "820318\n",
      "825410\n",
      "825410\n",
      "869986\n",
      "873603\n",
      "875316\n",
      "749660\n",
      "846876\n",
      "99802\n",
      "768411\n",
      "67279\n",
      "796505\n",
      "901416\n",
      "10119\n",
      "906193\n",
      "356037\n",
      "789851\n",
      "66479\n",
      "723889\n",
      "8146\n",
      "66479\n",
      "889899\n",
      "889899\n",
      "929807\n",
      "929807\n",
      "1014552\n",
      "813619\n",
      "925006\n",
      "65201\n",
      "351012\n",
      "351012\n",
      "772572\n",
      "842695\n",
      "73773\n",
      "10795\n",
      "55529\n",
      "66570\n",
      "318259\n",
      "895329\n",
      "31791\n",
      "31660\n",
      "711425\n",
      "225868\n",
      "793933\n",
      "88974\n",
      "1037682\n",
      "1003539\n",
      "1005868\n",
      "1007022\n",
      "1012368\n",
      "1012555\n",
      "1013547\n",
      "874019\n",
      "1023813\n",
      "1030054\n",
      "1037646\n",
      "1044864\n",
      "47217\n",
      "225868\n",
      "276331\n",
      "845434\n",
      "1000697\n",
      "937603\n",
      "713002\n",
      "720013\n",
      "\n",
      "\n",
      "\n",
      "Cluster  90\n",
      "armco                0.787241880558709\n",
      "stock                0.11242706498183574\n",
      "armco common         0.08859232071223705\n",
      "armco common stock   0.08859232071223705\n",
      "preferred stock      0.08317817581062822\n",
      "preferred            0.0745847467225704\n",
      "income               0.0719775266395342\n",
      "share                0.06812188674073462\n",
      "steel                0.05406920480107374\n",
      "class preferred      0.05078815387598068\n",
      "class preferred stock 0.05078815387598068\n",
      "dividend             0.04831363466966484\n",
      "armco annual         0.04671231455736135\n",
      "armco annual report  0.04671231455736135\n",
      "afsg                 0.045101545089866135\n",
      "class                0.04416782362991506\n",
      "share armco          0.043490775622370914\n",
      "net                  0.04298357078855584\n",
      "right                0.04250232558708239\n",
      "specialty flat       0.0418800061548757\n",
      "\n",
      "\n",
      "7383\n",
      "17843\n",
      "23752\n",
      "55604\n",
      "59255\n",
      "72162\n",
      "83604\n",
      "83604\n",
      "89439\n",
      "98362\n",
      "108703\n",
      "745026\n",
      "771790\n",
      "811596\n",
      "830260\n",
      "842718\n",
      "1038363\n",
      "807877\n",
      "107189\n",
      "41719\n",
      "912603\n",
      "905722\n",
      "910394\n",
      "912562\n",
      "916314\n",
      "922405\n",
      "97472\n",
      "779334\n",
      "943897\n",
      "931148\n",
      "934747\n",
      "60714\n",
      "60195\n",
      "106618\n",
      "949157\n",
      "1022671\n",
      "895726\n",
      "1037676\n",
      "918577\n",
      "1068717\n",
      "849979\n",
      "888918\n",
      "276889\n",
      "313058\n",
      "830141\n",
      "918160\n",
      "101778\n",
      "931584\n",
      "716783\n",
      "82020\n",
      "731939\n",
      "928950\n",
      "918646\n",
      "83226\n",
      "66895\n",
      "22444\n",
      "826075\n",
      "883702\n",
      "40211\n",
      "73093\n",
      "812700\n",
      "1028965\n",
      "916076\n",
      "75644\n",
      "861884\n",
      "904979\n",
      "917470\n",
      "938145\n",
      "918653\n",
      "710976\n",
      "1011657\n",
      "1015298\n",
      "1015298\n",
      "761198\n",
      "18172\n",
      "791348\n",
      "902272\n",
      "1001385\n",
      "925052\n",
      "\n",
      "\n",
      "\n",
      "Cluster  91\n",
      "imatron              0.49309446240082105\n",
      "scanner              0.26145623884754343\n",
      "ultrafast            0.19723778496032845\n",
      "company              0.18555539433973042\n",
      "ultrafast scanner    0.15497254532597235\n",
      "siemens              0.1355707663166656\n",
      "coronary             0.12546293516481846\n",
      "coronary artery      0.09392275474301354\n",
      "artery               0.08927001083196155\n",
      "heartscan            0.08453047926871218\n",
      "image                0.0739211358418037\n",
      "artery disease       0.0610497905829588\n",
      "conventional scanner 0.0610497905829588\n",
      "coronary artery disease 0.0610497905829588\n",
      "electron beam        0.05951334055464103\n",
      "imatron form         0.05635365284580812\n",
      "page imatron         0.05635365284580812\n",
      "page imatron form    0.05635365284580812\n",
      "electron             0.049809794462582394\n",
      "scan                 0.0443197954257593\n",
      "\n",
      "\n",
      "720477\n",
      "736822\n",
      "739944\n",
      "801748\n",
      "830656\n",
      "840467\n",
      "842023\n",
      "851729\n",
      "864906\n",
      "881890\n",
      "27367\n",
      "893160\n",
      "887227\n",
      "719447\n",
      "1038223\n",
      "930090\n",
      "930090\n",
      "313143\n",
      "729330\n",
      "779282\n",
      "849778\n",
      "884847\n",
      "859737\n",
      "1003113\n",
      "806637\n",
      "882365\n",
      "810509\n",
      "1011582\n",
      "1011582\n",
      "722567\n",
      "806517\n",
      "874716\n",
      "888335\n",
      "1041426\n",
      "1038277\n",
      "1038277\n",
      "702259\n",
      "319240\n",
      "863739\n",
      "810509\n",
      "1072546\n",
      "811212\n",
      "1001289\n",
      "946428\n",
      "791398\n",
      "816066\n",
      "203527\n",
      "1002137\n",
      "895380\n",
      "313798\n",
      "946945\n",
      "916304\n",
      "\n",
      "\n",
      "\n",
      "Cluster  92\n",
      "company              0.26880296361068584\n",
      "year end march       0.23242560705045326\n",
      "end march            0.18453410453663546\n",
      "micromed             0.1572414468032008\n",
      "clinitec             0.13597747890810602\n",
      "march                0.12894286627950072\n",
      "year                 0.12000371469615073\n",
      "product              0.1087533664433866\n",
      "income               0.10481403879734669\n",
      "net                  0.10244262567541623\n",
      "year end             0.10132626124168853\n",
      "tax                  0.0872515884376697\n",
      "end                  0.08591512233926593\n",
      "million              0.0720365256536922\n",
      "qsi                  0.06994726281281174\n",
      "statement            0.06793281015276999\n",
      "stock                0.06665014734544557\n",
      "financial            0.06564117964655823\n",
      "cash                 0.0651345467071057\n",
      "exhibit              0.060430661969464526\n",
      "\n",
      "\n",
      "708818\n",
      "720481\n",
      "799729\n",
      "804753\n",
      "1000228\n",
      "1044993\n",
      "70487\n",
      "1005697\n",
      "869486\n",
      "1029281\n",
      "1001185\n",
      "10242\n",
      "858452\n",
      "920527\n",
      "70033\n",
      "890784\n",
      "884497\n",
      "1026650\n",
      "1023767\n",
      "725282\n",
      "880321\n",
      "1002628\n",
      "1020999\n",
      "850436\n",
      "883697\n",
      "1012956\n",
      "878556\n",
      "1022147\n",
      "858629\n",
      "896157\n",
      "946994\n",
      "919623\n",
      "927456\n",
      "1018833\n",
      "886530\n",
      "880456\n",
      "1008586\n",
      "1003124\n",
      "935001\n",
      "906337\n",
      "906337\n",
      "1011028\n",
      "1011340\n",
      "1017813\n",
      "89415\n",
      "915016\n",
      "1003989\n",
      "\n",
      "\n",
      "\n",
      "Cluster  93\n",
      "payless              0.47591591191903543\n",
      "company              0.15240048444779236\n",
      "store                0.13589273411013503\n",
      "customer             0.10616662961531603\n",
      "project orient       0.10198198112550759\n",
      "professional         0.07942008528713543\n",
      "pro                  0.07626718707051311\n",
      "president            0.06868075270736015\n",
      "product              0.06506986976422595\n",
      "sale                 0.06506986976422595\n",
      "vice                 0.0646254436265534\n",
      "vice president       0.0646254436265534\n",
      "lumberyard           0.06173065551577829\n",
      "cashways             0.06118918867530456\n",
      "payless cashways     0.06118918867530456\n",
      "orient               0.05969044078868678\n",
      "building material    0.05912576963302619\n",
      "professional customer 0.05584333546710965\n",
      "diy                  0.05490250037352432\n",
      "project              0.05465426925533449\n",
      "\n",
      "\n",
      "76744\n",
      "77449\n",
      "277356\n",
      "845779\n",
      "850316\n",
      "859792\n",
      "866787\n",
      "868780\n",
      "875354\n",
      "888781\n",
      "1023902\n",
      "866048\n",
      "910620\n",
      "1012442\n",
      "739790\n",
      "726958\n",
      "1030715\n",
      "711307\n",
      "945841\n",
      "918858\n",
      "1023339\n",
      "874238\n",
      "77155\n",
      "1009241\n",
      "1017609\n",
      "354950\n",
      "889409\n",
      "899595\n",
      "703645\n",
      "1004571\n",
      "876427\n",
      "898172\n",
      "905401\n",
      "905401\n",
      "898173\n",
      "1003956\n",
      "815556\n",
      "73822\n",
      "\n",
      "\n",
      "\n",
      "Cluster  94\n",
      "bug                  0.4364031148355403\n",
      "fashion bug          0.43613854792748596\n",
      "bug fashion          0.2922141499459559\n",
      "bug fashion bug      0.2922141499459559\n",
      "fashion bug fashion  0.2919495830379016\n",
      "fashion bug fashion bug 0.2919495830379016\n",
      "bug fashion bug fashion 0.2738267498361832\n",
      "bug fashion bug fashion bug 0.2738267498361832\n",
      "fashion bug fashion bug fashion 0.27356218292812895\n",
      "fashion              0.12656794888987852\n",
      "shall                0.06071916556855325\n",
      "bug plus             0.037171650581626796\n",
      "fashion bug plus     0.037171650581626796\n",
      "shoppes              0.03276389731827526\n",
      "charm shoppes        0.031757497741945986\n",
      "company              0.027453028579747216\n",
      "charm                0.027447166348641885\n",
      "stock                0.023288657733364318\n",
      "award                0.022907692781234393\n",
      "share                0.022164450346446003\n",
      "\n",
      "\n",
      "19353\n",
      "30302\n",
      "34115\n",
      "350199\n",
      "718916\n",
      "764960\n",
      "792570\n",
      "812446\n",
      "818682\n",
      "874214\n",
      "875404\n",
      "878731\n",
      "53025\n",
      "892335\n",
      "874841\n",
      "701974\n",
      "812127\n",
      "895447\n",
      "886137\n",
      "892907\n",
      "75043\n",
      "868263\n",
      "723924\n",
      "925544\n",
      "830134\n",
      "887356\n",
      "875523\n",
      "927760\n",
      "927760\n",
      "875194\n",
      "1004526\n",
      "1017480\n",
      "918111\n",
      "885546\n",
      "54187\n",
      "912615\n",
      "881905\n",
      "715779\n",
      "886158\n",
      "1005972\n",
      "1060232\n",
      "904535\n",
      "1024441\n",
      "716438\n",
      "924140\n",
      "109156\n",
      "45791\n",
      "885245\n",
      "868984\n",
      "89107\n",
      "18255\n",
      "879123\n",
      "897429\n",
      "1023052\n",
      "929470\n",
      "817946\n",
      "902279\n",
      "813298\n",
      "1017712\n",
      "896985\n",
      "1029932\n",
      "863456\n",
      "791182\n",
      "883943\n",
      "\n",
      "\n",
      "\n",
      "Cluster  95\n",
      "knit                 0.1882527936603143\n",
      "company              0.18333986293247037\n",
      "seamless             0.16606398733693717\n",
      "product              0.14377010834272855\n",
      "dressing             0.08303199366846858\n",
      "hosiery              0.07023241721478196\n",
      "brief                0.06475261835824152\n",
      "alba                 0.05930856690604899\n",
      "bra                  0.05930856690604899\n",
      "contain item         0.05930856690604899\n",
      "contain item report  0.05930856690604899\n",
      "seamless knit        0.05930856690604899\n",
      "product division     0.05891692643783572\n",
      "apparel              0.057385625538096924\n",
      "woman                0.055361048827742336\n",
      "circular             0.0539605152985346\n",
      "patient              0.0539605152985346\n",
      "span                 0.0539605152985346\n",
      "health product       0.05378155282651012\n",
      "division             0.04997618312035262\n",
      "\n",
      "\n",
      "3292\n",
      "8868\n",
      "30197\n",
      "215419\n",
      "320187\n",
      "718449\n",
      "723888\n",
      "768710\n",
      "788330\n",
      "854858\n",
      "874396\n",
      "889429\n",
      "920758\n",
      "1001250\n",
      "3662\n",
      "894232\n",
      "737203\n",
      "879911\n",
      "31079\n",
      "946356\n",
      "814453\n",
      "919443\n",
      "818203\n",
      "110471\n",
      "846538\n",
      "73942\n",
      "1013749\n",
      "820774\n",
      "890639\n",
      "739878\n",
      "98246\n",
      "59870\n",
      "106532\n",
      "66382\n",
      "89261\n",
      "916789\n",
      "891422\n",
      "770949\n",
      "814361\n",
      "18827\n",
      "55698\n",
      "898306\n",
      "887921\n",
      "814457\n",
      "878280\n",
      "217084\n",
      "1018891\n",
      "729284\n",
      "805914\n",
      "225463\n",
      "85462\n",
      "782126\n",
      "895456\n",
      "749872\n",
      "105096\n",
      "1022832\n",
      "1015155\n",
      "28146\n",
      "3662\n",
      "822665\n",
      "4611\n",
      "275053\n",
      "730564\n",
      "27751\n",
      "921503\n",
      "\n",
      "\n",
      "\n",
      "Cluster  96\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "company              0.1997969214262628\n",
      "restaurant           0.1670214821822392\n",
      "luby                 0.15717527296927913\n",
      "new                  0.06549862046362322\n",
      "texas                0.06491554309223982\n",
      "new restaurant       0.06131331060876165\n",
      "food                 0.05325115537558942\n",
      "contain square       0.04286598353707613\n",
      "contain square foot  0.04286598353707613\n",
      "contain square foot floor 0.04286598353707613\n",
      "contain square foot floor space 0.04286598353707613\n",
      "floor space seat     0.04286598353707613\n",
      "foot floor           0.04286598353707613\n",
      "foot floor space     0.04286598353707613\n",
      "foot floor space seat 0.04286598353707613\n",
      "luby restaurant      0.04286598353707613\n",
      "square foot floor    0.04286598353707613\n",
      "square foot floor space 0.04286598353707613\n",
      "square foot floor space seat 0.04286598353707613\n",
      "fiscal               0.04255261604932289\n",
      "\n",
      "\n",
      "16099\n",
      "68270\n",
      "355622\n",
      "703799\n",
      "740693\n",
      "807882\n",
      "832412\n",
      "849101\n",
      "885640\n",
      "891082\n",
      "863483\n",
      "919628\n",
      "947661\n",
      "883505\n",
      "908652\n",
      "277923\n",
      "1067294\n",
      "766004\n",
      "812075\n",
      "12040\n",
      "899849\n",
      "1035374\n",
      "883670\n",
      "924896\n",
      "56871\n",
      "709005\n",
      "1007184\n",
      "940944\n",
      "779544\n",
      "69733\n",
      "924919\n",
      "914537\n",
      "820757\n",
      "63908\n",
      "75929\n",
      "89902\n",
      "852772\n",
      "67494\n",
      "705408\n",
      "49588\n",
      "925779\n",
      "948308\n",
      "724522\n",
      "706471\n",
      "1002938\n",
      "925063\n",
      "925063\n",
      "906908\n",
      "1008597\n",
      "935066\n",
      "712843\n",
      "724606\n",
      "949112\n",
      "1041061\n",
      "49754\n",
      "39135\n",
      "872548\n",
      "887596\n",
      "883981\n",
      "926295\n",
      "771214\n",
      "\n",
      "\n",
      "\n",
      "Cluster  97\n",
      "service              0.3209071279197572\n",
      "cable                0.22376645583727495\n",
      "tci                  0.1849515651319984\n",
      "liberty              0.1392366200563541\n",
      "liberty medium group 0.13129499332920638\n",
      "liberty medium       0.12747603773872737\n",
      "tci group            0.12593601400964693\n",
      "medium group         0.09824357071657025\n",
      "group                0.09643494988597752\n",
      "network              0.09564621065762927\n",
      "customer             0.08878092413242333\n",
      "cable operator       0.08743606663991234\n",
      "programming          0.08511022652392575\n",
      "tinta                0.08506072188044482\n",
      "television           0.08137382188974884\n",
      "fcc                  0.07970703406370777\n",
      "sport                0.0730982565530106\n",
      "provide              0.07256379500719656\n",
      "local                0.06949213814426929\n",
      "channel              0.06481034934757793\n",
      "\n",
      "\n",
      "5907\n",
      "61004\n",
      "65873\n",
      "320446\n",
      "732715\n",
      "732717\n",
      "808461\n",
      "863437\n",
      "879585\n",
      "931183\n",
      "930738\n",
      "884318\n",
      "890568\n",
      "890568\n",
      "890568\n",
      "879573\n",
      "18926\n",
      "918358\n",
      "913665\n",
      "829676\n",
      "275605\n",
      "1022222\n",
      "787912\n",
      "919943\n",
      "22698\n",
      "842915\n",
      "1002532\n",
      "928659\n",
      "25305\n",
      "1013608\n",
      "732712\n",
      "903275\n",
      "1011737\n",
      "908937\n",
      "785080\n",
      "1006269\n",
      "1037388\n",
      "101830\n",
      "315641\n",
      "764765\n",
      "824169\n",
      "1016229\n",
      "906525\n",
      "906525\n",
      "906525\n",
      "700997\n",
      "947268\n",
      "878324\n",
      "917707\n",
      "40858\n",
      "876318\n",
      "893335\n",
      "904255\n",
      "924774\n",
      "919957\n",
      "771178\n",
      "1032030\n",
      "912890\n",
      "912890\n",
      "912890\n",
      "912890\n",
      "355787\n",
      "1002520\n",
      "914749\n",
      "913271\n",
      "1041858\n",
      "1047021\n",
      "732713\n",
      "1043533\n",
      "1001082\n",
      "869561\n",
      "732718\n",
      "1008614\n",
      "1051512\n",
      "821130\n",
      "920990\n",
      "39547\n",
      "1004314\n",
      "39547\n",
      "\n",
      "\n",
      "\n",
      "Cluster  98\n",
      "bard                 0.2591458988678472\n",
      "product              0.17113934305363734\n",
      "diagnosis intervention 0.15542735910980698\n",
      "company              0.11295196641540065\n",
      "urological           0.105361926788564\n",
      "intervention         0.09135956013354567\n",
      "vascular             0.06395169209348198\n",
      "oncological          0.0621709436439228\n",
      "urological diagnosis 0.0621709436439228\n",
      "urological diagnosis intervention 0.0621709436439228\n",
      "diagnosis            0.05947430832361921\n",
      "sale                 0.05818737663823669\n",
      "specialty product    0.052680963394282\n",
      "catheter             0.05207844126044691\n",
      "surgical specialty   0.04962587213199644\n",
      "product group        0.04704962570752117\n",
      "specialty            0.04676200401863283\n",
      "diagnosis intervention bard 0.0466282077329421\n",
      "diagnosis intervention product 0.0466282077329421\n",
      "intervention bard    0.0466282077329421\n",
      "\n",
      "\n",
      "9892\n",
      "27748\n",
      "51396\n",
      "57538\n",
      "351721\n",
      "700945\n",
      "716646\n",
      "720577\n",
      "742112\n",
      "793523\n",
      "818479\n",
      "827056\n",
      "841939\n",
      "858660\n",
      "883322\n",
      "748270\n",
      "27096\n",
      "886142\n",
      "727008\n",
      "865846\n",
      "846463\n",
      "1006026\n",
      "857728\n",
      "37755\n",
      "203077\n",
      "883984\n",
      "19446\n",
      "865532\n",
      "865532\n",
      "929299\n",
      "816956\n",
      "317814\n",
      "856982\n",
      "729213\n",
      "350920\n",
      "711404\n",
      "310450\n",
      "704328\n",
      "949874\n",
      "929987\n",
      "780434\n",
      "887568\n",
      "1012480\n",
      "351346\n",
      "701288\n",
      "1014041\n",
      "1007228\n",
      "713492\n",
      "806168\n",
      "806168\n",
      "718924\n",
      "790071\n",
      "886046\n",
      "943819\n",
      "874710\n",
      "95676\n",
      "2098\n",
      "790228\n",
      "812121\n",
      "812121\n",
      "907658\n",
      "317032\n",
      "817161\n",
      "1010397\n",
      "725460\n",
      "725460\n",
      "724969\n",
      "876043\n",
      "\n",
      "\n",
      "\n",
      "Cluster  99\n",
      "bowling              0.281545612396957\n",
      "bowling center       0.19491619319789333\n",
      "bowl                 0.1426257592250231\n",
      "bowling center great 0.11240608449547407\n",
      "bowling center great metropolitan 0.11240608449547407\n",
      "bowling center great metropolitan area 0.11240608449547407\n",
      "center great         0.11240608449547407\n",
      "center great metropolitan 0.11240608449547407\n",
      "center great metropolitan area 0.11240608449547407\n",
      "great metropolitan   0.11240608449547407\n",
      "great metropolitan area 0.11240608449547407\n",
      "center               0.10590613778962685\n",
      "company              0.0843946066452757\n",
      "foreign operation    0.06497206439929777\n",
      "financial information industry 0.056203042247737034\n",
      "financial information industry segment 0.056203042247737034\n",
      "florida bowling      0.056203042247737034\n",
      "florida bowling center 0.056203042247737034\n",
      "florida bowling center great 0.056203042247737034\n",
      "florida bowling center great metropolitan 0.056203042247737034\n",
      "\n",
      "\n",
      "13573\n",
      "20212\n",
      "276189\n",
      "811532\n",
      "875174\n",
      "832812\n",
      "62234\n",
      "855575\n",
      "919640\n",
      "1011449\n",
      "1059969\n",
      "812482\n",
      "1044612\n",
      "921738\n",
      "51548\n",
      "812011\n",
      "928423\n",
      "851697\n",
      "930245\n",
      "701374\n",
      "1006605\n",
      "1029753\n",
      "807884\n",
      "929941\n",
      "1020905\n",
      "949298\n",
      "924373\n",
      "736035\n",
      "1038078\n",
      "920941\n",
      "874534\n",
      "934648\n",
      "1016370\n",
      "945524\n",
      "1017673\n",
      "1020898\n",
      "1027430\n",
      "1054636\n",
      "838782\n",
      "\n",
      "\n",
      "\n",
      "Cluster  100\n",
      "company              0.3801414093009178\n",
      "executive            0.2518653827434281\n",
      "shall                0.19329909494887193\n",
      "capital              0.17427609679922357\n",
      "agreement            0.15339508980945485\n",
      "section              0.13203930333258176\n",
      "reinsurance          0.13117555673059839\n",
      "financial            0.11591635931499816\n",
      "corporation          0.11457783322591043\n",
      "business             0.11163307582991741\n",
      "insurance            0.09851552015685756\n",
      "year                 0.08994895318669603\n",
      "loss                 0.08941354275106095\n",
      "guaranty             0.08527008741072686\n",
      "payment              0.08325632274125734\n",
      "title                0.08113258397544179\n",
      "security             0.07897303925617657\n",
      "date                 0.07816992360272394\n",
      "employment           0.07790654138891288\n",
      "termination          0.07752494542668363\n",
      "\n",
      "\n",
      "829277\n",
      "814585\n",
      "909815\n",
      "874501\n",
      "913357\n",
      "881889\n",
      "913357\n",
      "\n",
      "\n",
      "\n",
      "Cluster  101\n",
      "merchant             0.3943440777608024\n",
      "company              0.25579742663328614\n",
      "service              0.14262561834623871\n",
      "echo                 0.13538953991508076\n",
      "check                0.13531595440830868\n",
      "internet             0.12353100482252435\n",
      "card                 0.10997092157526622\n",
      "haul                 0.10414579993467753\n",
      "credit card          0.10250445081017978\n",
      "cbc                  0.09373121994120977\n",
      "bank                 0.07830139980558606\n",
      "terminal             0.07324749949874013\n",
      "nccr                 0.07290205995427426\n",
      "transaction          0.07186253808675042\n",
      "electronic           0.06702053532329687\n",
      "echotel              0.06248747996080651\n",
      "usps                 0.06248747996080651\n",
      "pos                  0.05728018996407263\n",
      "process              0.05725615804351112\n",
      "processing           0.05537595599311413\n",
      "\n",
      "\n",
      "721773\n",
      "803016\n",
      "804188\n",
      "849116\n",
      "849354\n",
      "854711\n",
      "876523\n",
      "948034\n",
      "1041077\n",
      "20388\n",
      "1006614\n",
      "946343\n",
      "889609\n",
      "879022\n",
      "913958\n",
      "919988\n",
      "804269\n",
      "936094\n",
      "949091\n",
      "814547\n",
      "83402\n",
      "1000179\n",
      "801550\n",
      "885550\n",
      "1034812\n",
      "1000209\n",
      "846378\n",
      "1024339\n",
      "7974\n",
      "799850\n",
      "718909\n",
      "890175\n",
      "883701\n",
      "1012483\n",
      "1004981\n",
      "883701\n",
      "883701\n",
      "108385\n",
      "351017\n",
      "1007508\n",
      "803443\n",
      "1014747\n",
      "889609\n",
      "1021061\n",
      "833441\n",
      "879674\n",
      "804269\n",
      "1012704\n",
      "\n",
      "\n",
      "\n",
      "Cluster  102\n",
      "amv                  0.4201188699449477\n",
      "vision               0.2332002869378824\n",
      "machine vision       0.19345790090643297\n",
      "wood                 0.17209688648347254\n",
      "veneer               0.14678852082413835\n",
      "src                  0.13666517456040467\n",
      "company              0.12111530533477936\n",
      "product              0.10555921107159669\n",
      "camera               0.10148165534936868\n",
      "machine              0.09945939441189919\n",
      "color                0.09597569185227853\n",
      "tobacco              0.09111011637360311\n",
      "food                 0.08137003557044853\n",
      "plastic              0.06688940658718641\n",
      "pulp                 0.060740077582402074\n",
      "customer             0.06000207787227601\n",
      "sort                 0.057773152813479514\n",
      "plastic recycle      0.055678404450535235\n",
      "pulp wood            0.055678404450535235\n",
      "recycled             0.055678404450535235\n",
      "\n",
      "\n",
      "795445\n",
      "851397\n",
      "6951\n",
      "836106\n",
      "1001902\n",
      "902281\n",
      "1047385\n",
      "707549\n",
      "319201\n",
      "712752\n",
      "877210\n",
      "914329\n",
      "895419\n",
      "897067\n",
      "908598\n",
      "911149\n",
      "911149\n",
      "841692\n",
      "927362\n",
      "918647\n",
      "924101\n",
      "924101\n",
      "771266\n",
      "1076930\n",
      "896645\n",
      "912842\n",
      "868326\n",
      "1012128\n",
      "934550\n",
      "21535\n",
      "857953\n",
      "704532\n",
      "865415\n",
      "730716\n",
      "56978\n",
      "945436\n",
      "841692\n",
      "772897\n",
      "840883\n",
      "933974\n",
      "883107\n",
      "808326\n",
      "808326\n",
      "720500\n",
      "882159\n",
      "945122\n",
      "882389\n",
      "949301\n",
      "725259\n",
      "949301\n",
      "849323\n",
      "899823\n",
      "909326\n",
      "354452\n",
      "917491\n",
      "741559\n",
      "225263\n",
      "1002388\n",
      "1036262\n",
      "1041577\n",
      "927003\n",
      "103145\n",
      "909791\n",
      "855182\n",
      "1000787\n",
      "928421\n",
      "910638\n",
      "884498\n",
      "726514\n",
      "\n",
      "\n",
      "\n",
      "Cluster  103\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "program              0.2869197946528038\n",
      "institution          0.24712205877220372\n",
      "education            0.1912798631018692\n",
      "title                0.1414560750213304\n",
      "school               0.13640449253985756\n",
      "colorado tech        0.13569039706316371\n",
      "tech                 0.13569039706316371\n",
      "title program        0.1334681147366183\n",
      "department           0.11445434431505289\n",
      "student              0.11445434431505289\n",
      "year                 0.10975074112402332\n",
      "degree               0.10907456387186923\n",
      "department education 0.10661500566333694\n",
      "huron                0.09629641081901939\n",
      "sanford              0.0919193012363367\n",
      "sanford brown        0.0919193012363367\n",
      "uds                  0.087542191653654\n",
      "colorado             0.08593975217591768\n",
      "huron university     0.0831650820709713\n",
      "degree division      0.0787879724882886\n",
      "\n",
      "\n",
      "352183\n",
      "730464\n",
      "929887\n",
      "880059\n",
      "832483\n",
      "943206\n",
      "1016503\n",
      "873601\n",
      "873601\n",
      "721237\n",
      "922475\n",
      "\n",
      "\n",
      "\n",
      "Cluster  104\n",
      "small market         0.18943503449797297\n",
      "company              0.18323282620001569\n",
      "store                0.1319276348640113\n",
      "stage                0.12629002299864867\n",
      "small                0.11119816149577427\n",
      "stage store          0.10524168583220721\n",
      "merchandise          0.09528106962400816\n",
      "market               0.07329313048000628\n",
      "employee             0.0684296378435534\n",
      "hourly               0.06314501149932433\n",
      "palais               0.06314501149932433\n",
      "palais royal         0.06314501149932433\n",
      "salaried             0.06314501149932433\n",
      "salaried hourly      0.06314501149932433\n",
      "brand apparel        0.0573302221982166\n",
      "employ average       0.05422966937722586\n",
      "royal                0.05422966937722586\n",
      "branded              0.051985055137649734\n",
      "brand                0.0513051913360044\n",
      "operate              0.0513051913360044\n",
      "\n",
      "\n",
      "6885\n",
      "34408\n",
      "104169\n",
      "790414\n",
      "813775\n",
      "884940\n",
      "29534\n",
      "724571\n",
      "724742\n",
      "109198\n",
      "878079\n",
      "745732\n",
      "\n",
      "\n",
      "\n",
      "Cluster  105\n",
      "individual investor  0.2576050301887831\n",
      "company              0.2558313358626523\n",
      "ticker               0.1608727829848918\n",
      "investor             0.12717045624131815\n",
      "insidertrader        0.10483292069408952\n",
      "insidertrader com    0.10483292069408952\n",
      "circulation          0.10168619612715124\n",
      "publication          0.10041129005956088\n",
      "ssr                  0.09676884987146724\n",
      "print publication    0.09490711638534116\n",
      "individual           0.08536839329592115\n",
      "iionline             0.06451256658097816\n",
      "iionline com         0.06451256658097816\n",
      "www iionline         0.06451256658097816\n",
      "www iionline com     0.06451256658097816\n",
      "revenue              0.06117705857585163\n",
      "investment           0.05666840097022933\n",
      "company total revenue continue 0.05644849575835589\n",
      "company total revenue continue operation 0.05644849575835589\n",
      "revenue continue operation 0.05644849575835589\n",
      "\n",
      "\n",
      "880631\n",
      "832175\n",
      "1018724\n",
      "1046327\n",
      "1007297\n",
      "1020620\n",
      "933524\n",
      "1007297\n",
      "1007297\n",
      "896878\n",
      "896878\n",
      "791050\n",
      "910391\n",
      "1029553\n",
      "1013322\n",
      "1007992\n",
      "1007992\n",
      "914712\n",
      "1007992\n",
      "914712\n",
      "920038\n",
      "774055\n",
      "774055\n",
      "1011418\n",
      "1017829\n",
      "1047202\n",
      "1030341\n",
      "1004232\n",
      "943742\n",
      "1040261\n",
      "1021080\n",
      "1015577\n",
      "1015577\n",
      "945256\n",
      "945688\n",
      "922285\n",
      "949341\n",
      "873287\n",
      "892147\n",
      "1003111\n",
      "1071923\n",
      "1010724\n",
      "1047121\n",
      "1015577\n",
      "1026506\n",
      "919013\n",
      "832320\n",
      "857470\n",
      "944458\n",
      "944458\n",
      "1011006\n",
      "909494\n",
      "1061566\n",
      "920038\n",
      "863650\n",
      "862841\n",
      "\n",
      "\n",
      "\n",
      "Cluster  106\n",
      "chesapeake           0.2982167383082733\n",
      "administrative agent 0.26366642087415093\n",
      "lender               0.20900166939084366\n",
      "shall                0.1686182235029768\n",
      "loan                 0.15231452624113664\n",
      "borrower             0.14242550520775465\n",
      "credit               0.14098692268255156\n",
      "credit party         0.13865316690295681\n",
      "swingline            0.1377832971865439\n",
      "competitive bid      0.11561056703204621\n",
      "section              0.11019181874517332\n",
      "chesapeake corporation 0.10977303250611288\n",
      "day facility         0.10646891146232937\n",
      "agent                0.10371696121050762\n",
      "administrative       0.10246756687568187\n",
      "year facility        0.10020854055857663\n",
      "tissue               0.09046183414044828\n",
      "offshore             0.0820064852325115\n",
      "agreement            0.08145440142130256\n",
      "offshore rate        0.08041051923595402\n",
      "\n",
      "\n",
      "19731\n",
      "20232\n",
      "30828\n",
      "42316\n",
      "63541\n",
      "67625\n",
      "70145\n",
      "75448\n",
      "77597\n",
      "81371\n",
      "87744\n",
      "101063\n",
      "217346\n",
      "278352\n",
      "350403\n",
      "717538\n",
      "743872\n",
      "766829\n",
      "800575\n",
      "806384\n",
      "810136\n",
      "814463\n",
      "820626\n",
      "829987\n",
      "881771\n",
      "887124\n",
      "790375\n",
      "790375\n",
      "913159\n",
      "889664\n",
      "108215\n",
      "732026\n",
      "805419\n",
      "798736\n",
      "96223\n",
      "851105\n",
      "923120\n",
      "98544\n",
      "933583\n",
      "798081\n",
      "916530\n",
      "29850\n",
      "917639\n",
      "353020\n",
      "790070\n",
      "936468\n",
      "34067\n",
      "704292\n",
      "717216\n",
      "906782\n",
      "1021549\n",
      "1021549\n",
      "38570\n",
      "936301\n",
      "814068\n",
      "63686\n",
      "808362\n",
      "723371\n",
      "356211\n",
      "1019737\n",
      "29669\n",
      "79879\n",
      "84567\n",
      "786344\n",
      "733060\n",
      "904362\n",
      "866706\n",
      "835664\n",
      "81076\n",
      "906408\n",
      "920907\n",
      "88706\n",
      "69891\n",
      "60731\n",
      "89800\n",
      "789933\n",
      "1039151\n",
      "108516\n",
      "715096\n",
      "100726\n",
      "1011657\n",
      "11860\n",
      "30554\n",
      "922978\n",
      "892553\n",
      "790730\n",
      "914479\n",
      "1013786\n",
      "1061393\n",
      "\n",
      "\n",
      "\n",
      "Cluster  107\n",
      "end november         0.1451863741714782\n",
      "company              0.11573661805272878\n",
      "beet                 0.09348618368510304\n",
      "product              0.09252787346555018\n",
      "year end november    0.08065909676193234\n",
      "farm                 0.08036804007451505\n",
      "label                0.0760024929152726\n",
      "art way              0.07478894694808243\n",
      "end november month   0.07478894694808243\n",
      "end november year    0.07478894694808243\n",
      "feed processing      0.07478894694808243\n",
      "november month       0.07478894694808243\n",
      "shredder             0.07478894694808243\n",
      "year end november month 0.07478894694808243\n",
      "november             0.07342020186314482\n",
      "farm equipment       0.0723943739942593\n",
      "grain                0.0723943739942593\n",
      "feed                 0.071225732563244\n",
      "november year        0.06878625507324597\n",
      "equipment            0.06239098227941994\n",
      "\n",
      "\n",
      "7623\n",
      "9342\n",
      "24491\n",
      "32604\n",
      "34629\n",
      "37651\n",
      "38725\n",
      "42888\n",
      "49029\n",
      "61986\n",
      "67347\n",
      "68726\n",
      "77360\n",
      "82811\n",
      "88790\n",
      "95953\n",
      "313616\n",
      "740761\n",
      "768162\n",
      "792987\n",
      "825411\n",
      "34908\n",
      "805023\n",
      "897077\n",
      "1036442\n",
      "879884\n",
      "769520\n",
      "939729\n",
      "856386\n",
      "9534\n",
      "91440\n",
      "795968\n",
      "935503\n",
      "312907\n",
      "110740\n",
      "62262\n",
      "773730\n",
      "34645\n",
      "914122\n",
      "852426\n",
      "931125\n",
      "703604\n",
      "97886\n",
      "920371\n",
      "56362\n",
      "316218\n",
      "21157\n",
      "8947\n",
      "766041\n",
      "1000227\n",
      "48898\n",
      "45876\n",
      "95029\n",
      "836102\n",
      "832101\n",
      "20740\n",
      "99102\n",
      "28372\n",
      "96831\n",
      "74058\n",
      "719152\n",
      "55242\n",
      "80420\n",
      "1020710\n",
      "941548\n",
      "39092\n",
      "354655\n",
      "922321\n",
      "18230\n",
      "6176\n",
      "30625\n",
      "99780\n",
      "32017\n",
      "846660\n",
      "810876\n",
      "19871\n",
      "1038005\n",
      "745469\n",
      "1024795\n",
      "821407\n",
      "880266\n",
      "942143\n",
      "313716\n",
      "929037\n",
      "57497\n",
      "59527\n",
      "42582\n",
      "67532\n",
      "42682\n",
      "854709\n",
      "745394\n",
      "79225\n",
      "73309\n",
      "8109\n",
      "105016\n",
      "23341\n",
      "75340\n",
      "795403\n",
      "918999\n",
      "1017136\n",
      "102993\n",
      "833076\n",
      "824142\n",
      "913666\n",
      "842662\n",
      "926763\n",
      "315189\n",
      "737758\n",
      "12180\n",
      "102729\n",
      "742278\n",
      "946454\n",
      "918541\n",
      "18061\n",
      "\n",
      "\n",
      "\n",
      "Cluster  108\n",
      "company              0.2779280657760814\n",
      "shipment             0.27538096642496984\n",
      "aircraft             0.13509544108902438\n",
      "service              0.12670250057439006\n",
      "sort                 0.1212165584559404\n",
      "airborne             0.10259290906028289\n",
      "wilmington           0.10169212404668554\n",
      "shipping             0.09938160013937247\n",
      "customer             0.08501525992120133\n",
      "express              0.08442838885986087\n",
      "domestic             0.07135509533268637\n",
      "door                 0.06851053784850901\n",
      "operation            0.062329455927724146\n",
      "pickup               0.06134521096264563\n",
      "air                  0.06120733129780924\n",
      "freight              0.05771865833172146\n",
      "provide              0.05722048413036971\n",
      "faa                  0.05463013396814527\n",
      "abx                  0.05351316930581595\n",
      "international        0.04700254053566083\n",
      "\n",
      "\n",
      "3000\n",
      "100517\n",
      "319687\n",
      "766421\n",
      "815097\n",
      "835768\n",
      "948845\n",
      "904020\n",
      "747201\n",
      "949240\n",
      "948846\n",
      "778718\n",
      "6201\n",
      "92380\n",
      "315136\n",
      "1023944\n",
      "27904\n",
      "799033\n",
      "793733\n",
      "52532\n",
      "835344\n",
      "946323\n",
      "850922\n",
      "850922\n",
      "1000578\n",
      "1039300\n",
      "1058033\n",
      "914397\n",
      "942317\n",
      "278327\n",
      "\n",
      "\n",
      "\n",
      "Cluster  109\n",
      "copper               0.24112845607270955\n",
      "asarco               0.19829559735156083\n",
      "company              0.1479785931399897\n",
      "enthone              0.13980737523325654\n",
      "omi                  0.13204029883140894\n",
      "enthone omi          0.12427322242956136\n",
      "million              0.11061693351010637\n",
      "production           0.09613782543158486\n",
      "pound                0.09119790971050346\n",
      "spcc                 0.08982910706048144\n",
      "million pound        0.07910219074077629\n",
      "specialty            0.0757907307335995\n",
      "peru                 0.07562132631619196\n",
      "cost                 0.07291210795030857\n",
      "paso                 0.06990368761662827\n",
      "specialty chemical   0.06909931312344728\n",
      "operation            0.06564486740446582\n",
      "ray                  0.06301777193015998\n",
      "smelter              0.06096198750972876\n",
      "environmental        0.060693420246864936\n",
      "\n",
      "\n",
      "7649\n",
      "1001838\n",
      "109757\n",
      "719413\n",
      "727273\n",
      "731727\n",
      "731727\n",
      "778165\n",
      "836123\n",
      "841555\n",
      "782819\n",
      "851726\n",
      "43410\n",
      "96869\n",
      "350832\n",
      "215466\n",
      "903571\n",
      "8302\n",
      "866671\n",
      "215466\n",
      "833376\n",
      "839470\n",
      "811419\n",
      "72316\n",
      "42136\n",
      "101594\n",
      "739460\n",
      "41304\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# for cluster_number in range(110):\n",
    "#     print(\"Cluster \",cluster_number)\n",
    "#     corpus_small = []\n",
    "#     for i in clusters[cluster_number]:\n",
    "#         corpus_small.append(i)\n",
    "#     from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "#     tf = TfidfVectorizer(analyzer='word', ngram_range=(1,5), min_df = 0, stop_words = 'english')\n",
    "#     tfidf_matrix =  tf.fit_transform(corpus_small)\n",
    "#     feature_names = tf.get_feature_names() \n",
    "#     tfidf_matrix\n",
    "#     dense = tfidf_matrix.todense()\n",
    "#     episode = dense[0].tolist()[0]\n",
    "#     phrase_scores = [pair for pair in zip(range(0, len(episode)), episode) if pair[1] > 0]\n",
    "#     sorted_phrase_scores = sorted(phrase_scores, key=lambda t: t[1] * -1)\n",
    "#     for phrase, score in [(feature_names[word_id], score) for (word_id, score) in sorted_phrase_scores][:20]:\n",
    "#         print('{0: <20} {1}'.format(phrase, score))\n",
    "#     print(\"\\n\")\n",
    "#     for item in clusters_id[cluster_number]:\n",
    "#         print(item)\n",
    "#     print(\"\\n\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "corpus_small = []\n",
    "for i in clusters[0]:\n",
    "    corpus_small.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "tf = TfidfVectorizer(analyzer='word', ngram_range=(1,5), min_df = 0, stop_words = 'english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "344460"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tfidf_matrix =  tf.fit_transform(corpus_small)\n",
    "feature_names = tf.get_feature_names() \n",
    "len(feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['abide safe practice rule regulation',\n",
       " 'ability',\n",
       " 'ability able',\n",
       " 'ability able continue',\n",
       " 'ability able continue borrow',\n",
       " 'ability able continue borrow company',\n",
       " 'ability achieve',\n",
       " 'ability achieve technological',\n",
       " 'ability achieve technological innovation',\n",
       " 'ability achieve technological innovation obtain',\n",
       " 'ability approximately',\n",
       " 'ability approximately million',\n",
       " 'ability approximately million march',\n",
       " 'ability approximately million march compare',\n",
       " 'ability attract',\n",
       " 'ability attract retain',\n",
       " 'ability attract retain reward',\n",
       " 'ability attract retain reward individual',\n",
       " 'ability carry',\n",
       " 'ability carry financial']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_names[50:70]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "344460"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tfidf_matrix\n",
    "dense = tfidf_matrix.todense()\n",
    "len(dense[0].tolist()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11784"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "episode = dense[0].tolist()[0]\n",
    "phrase_scores = [pair for pair in zip(range(0, len(episode)), episode) if pair[1] > 0]\n",
    "len(phrase_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(13246, 0.23367094880787287),\n",
       " (138695, 0.2061409134694083),\n",
       " (159413, 0.1819080192329568),\n",
       " (57803, 0.1760762406017195),\n",
       " (244816, 0.13329135970784373)]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(phrase_scores, key=lambda t: t[1] * -1)[:5]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'air product'"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_names[13246]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "air product          0.23367094880787287\n",
      "gas                  0.2061409134694083\n",
      "industrial gas       0.1819080192329568\n",
      "company              0.1760762406017195\n",
      "product              0.13329135970784373\n",
      "air                  0.12889750444886197\n",
      "president            0.11786913685338717\n",
      "chemical             0.10027494733612964\n",
      "vice                 0.09682107670099661\n",
      "vice president       0.09682107670099661\n",
      "power generation     0.0802535378968927\n",
      "generation           0.06735379248764982\n",
      "power                0.06730540739510049\n",
      "industrial           0.06588881800340174\n",
      "hydrogen             0.06420283031751416\n",
      "fiscal               0.06129631577051131\n",
      "merchant             0.06087917799879187\n",
      "business             0.05924060431459721\n",
      "chemical intermediate 0.05885259445772132\n",
      "intermediate         0.05524178762094084\n"
     ]
    }
   ],
   "source": [
    "sorted_phrase_scores = sorted(phrase_scores, key=lambda t: t[1] * -1)\n",
    "for phrase, score in [(feature_names[word_id], score) for (word_id, score) in sorted_phrase_scores][:20]:\n",
    "    print('{0: <20} {1}'.format(phrase, score))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Document 0\n",
      "Document 1\n",
      "Document 2\n",
      "Document 3\n",
      "Document 4\n",
      "Document 5\n",
      "Document 6\n",
      "Document 7\n",
      "Document 8\n",
      "Document 9\n",
      "Document 10\n",
      "Document 11\n",
      "Document 12\n",
      "Document 13\n",
      "Document 14\n",
      "Document 15\n",
      "Document 16\n",
      "Document 17\n",
      "Document 18\n",
      "Document 19\n",
      "Document 20\n",
      "Document 21\n",
      "Document 22\n",
      "Document 23\n",
      "Document 24\n",
      "Document 25\n",
      "Document 26\n",
      "Document 27\n",
      "Document 28\n",
      "Document 29\n",
      "Document 30\n",
      "Document 31\n",
      "Document 32\n",
      "Document 33\n",
      "Document 34\n",
      "Document 35\n",
      "Document 36\n"
     ]
    }
   ],
   "source": [
    "\n",
    "with open(\"tfidf_scikit.csv\", \"w\") as file:\n",
    "    writer = csv.writer(file, delimiter=\",\")\n",
    "#     writer.writerow([\"EpisodeId\", \"Phrase\", \"Score\"])\n",
    "\n",
    "    doc_id = 0\n",
    "    for doc in tfidf_matrix.todense():\n",
    "        print(\"Document\",doc_id)\n",
    "        word_id = 0\n",
    "        for score in doc.tolist()[0]:\n",
    "            if score > 0:\n",
    "                word = feature_names[word_id]\n",
    "                writer.writerow([doc_id+1, word.encode(\"utf-8\"), score])\n",
    "            word_id +=1\n",
    "        doc_id +=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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