Glove.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Glove embedding \n",
    "\n",
    "In this notebook I show how to create a GLOVE embedding for txt data\n",
    "\n",
    " <hr style=\"border-color:#1e549d\"> "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import itertools\n",
    "from glove import Corpus, Glove\n",
    "import gensim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "txt_file = \"/home/ubuntu/summarization_query_oriented/data/wikipedia/txt/td_qfs_rank_1_all.txt\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "with open(txt_file,'r') as f:\n",
    "    text = f.read()\n",
    "    \n",
    "print type(text)\n",
    "print len(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sentences = text.decode('utf-8').split('.')\n",
    "print 'nb of sentences : ' len(sentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sentences_splitted = []\n",
    "for sentence in sentences:\n",
    "    sentences_splitted.append(gensim.utils.simple_preprocess(sentence, deacc=False, min_len=2, max_len=15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'initially',\n",
       " u'the',\n",
       " u'disease',\n",
       " u'appears',\n",
       " u'as',\n",
       " u'alveolitis',\n",
       " u'and',\n",
       " u'then',\n",
       " u'progresses',\n",
       " u'to',\n",
       " u'emphysema']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences_splitted[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "corpus = Corpus()\n",
    "corpus.fit(sentences_splitted, window=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Performing 30 training epochs with 4 threads\n",
      "Epoch 0\n",
      "Epoch 1\n",
      "Epoch 2\n",
      "Epoch 3\n",
      "Epoch 4\n",
      "Epoch 5\n",
      "Epoch 6\n",
      "Epoch 7\n",
      "Epoch 8\n",
      "Epoch 9\n",
      "Epoch 10\n",
      "Epoch 11\n",
      "Epoch 12\n",
      "Epoch 13\n",
      "Epoch 14\n",
      "Epoch 15\n",
      "Epoch 16\n",
      "Epoch 17\n",
      "Epoch 18\n",
      "Epoch 19\n",
      "Epoch 20\n",
      "Epoch 21\n",
      "Epoch 22\n",
      "Epoch 23\n",
      "Epoch 24\n",
      "Epoch 25\n",
      "Epoch 26\n",
      "Epoch 27\n",
      "Epoch 28\n",
      "Epoch 29\n"
     ]
    }
   ],
   "source": [
    "glove = Glove(no_components=400, learning_rate=0.05)\n",
    "glove.fit(corpus.matrix, epochs=30, no_threads=4, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "glove_dir = \"/home/ubuntu/summarization_query_oriented/nn_models/word_vectorization_models/glove/\"\n",
    "glove_name = \"rank1_alltxt_size_400_epoch_30.glove\"\n",
    "corpus_name = \"rank1_alltxt.corpus\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "glove.save(glove_dir + glove_name)\n",
    "corpus.save(glove_dir + corpus_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "glove.add_dictionary(corpus.dictionary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(u'murdoch', 0.94120473907081281),\n",
       " (u'memoir', 0.69105682255366518),\n",
       " (u'la', 0.58280283660825216),\n",
       " (u'recording', 0.57044749122910732),\n",
       " (u'plata', 0.55531638281786766),\n",
       " (u'r\\xedo', 0.54097072725044359),\n",
       " (u'peace', 0.52246169884671412),\n",
       " (u'gilles', 0.51784282214839583),\n",
       " (u'appointment', 0.51270247438346295)]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "glove.most_similar('iris', number = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(corpus.dictionary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "84486 words in the dictionnary\n"
     ]
    }
   ],
   "source": [
    "print len(corpus.dictionary.keys()), \"words in the dictionnary\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'ftdna',\n",
       " u'biennials',\n",
       " u'devoniana',\n",
       " u'nordisk',\n",
       " u'saimin',\n",
       " u'nunnery',\n",
       " u'localizes',\n",
       " u'sowell',\n",
       " u'cherrix',\n",
       " u'sonja']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus.dictionary.keys()[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{u'ftdna': 43713,\n",
       " u'biennials': 70071,\n",
       " u'devoniana': 45952,\n",
       " u'nordisk': 63118,\n",
       " u'saimin': 69638,\n",
       " u'nunnery': 9639,\n",
       " u'localizes': 18747,\n",
       " u'sowell': 42800,\n",
       " u'cherrix': 83274,\n",
       " u'sonja': 67539,\n",
       " u'melosi': 28438,\n",
       " u'yangdong': 13088,\n",
       " u'ginzburg': 57195,\n",
       " u'circuitry': 17499,\n",
       " u'clotted': 5283,\n",
       " u'spiders': 34697,\n",
       " u'francesco': 25829,\n",
       " u'impermanence': 49825,\n",
       " u'woody': 25366,\n",
       " u'durrani': 80485,\n",
       " u'godaan': 62840,\n",
       " u'kalmar': 84002,\n",
       " u'localized': 2583,\n",
       " u'\\u02c8de\\u026a\\u02cck\\u0251\\u02d0rt': 28045,\n",
       " u'neuromas': 53870,\n",
       " u'saylor': 64374,\n",
       " u'canes': 38848,\n",
       " u'coarctation': 33499,\n",
       " u'v\\u012brus': 62369,\n",
       " u'clarinex': 76155,\n",
       " u'kotlowitz': 67412,\n",
       " u'ivabradine': 48270,\n",
       " u'originality': 37868,\n",
       " u'glisson': 46608,\n",
       " u'hallucinate': 41309,\n",
       " u'noncaseating': 38447,\n",
       " u'alphabetic': 64134,\n",
       " u'hermann': 13548,\n",
       " u'vann': 77453,\n",
       " u'cytochrome': 3737,\n",
       " u'osteoblastic': 17993,\n",
       " u'fyodor': 62829,\n",
       " u'naturopathic': 35386,\n",
       " u'chromoly': 81541,\n",
       " u'schiowitz': 82709,\n",
       " u'paraphasia': 43424,\n",
       " u'stipulate': 53117,\n",
       " u'pigment': 11139,\n",
       " u'hst': 68587,\n",
       " u'appropriation': 33878,\n",
       " u'bidasoa': 58765,\n",
       " u'strictest': 28803,\n",
       " u'bringing': 2710,\n",
       " u'cynomolgus': 66421,\n",
       " u'tuberclostatic': 33900,\n",
       " u'atat\\xfcrk': 29970,\n",
       " u'pseusocysts': 19257,\n",
       " u'c\\xe1mara': 57491,\n",
       " u'wooden': 14587,\n",
       " u'wholemeal': 4911,\n",
       " u'archosaurs': 58258,\n",
       " u'antifolate': 64491,\n",
       " u'wednesday': 10289,\n",
       " u'ginkgolic': 81132,\n",
       " u'burana': 78571,\n",
       " u'rauno': 48825,\n",
       " u'snoezelen': 68701,\n",
       " u'superalfv\\xe9nic': 80697,\n",
       " u'woods': 25269,\n",
       " u'chanut': 27948,\n",
       " u'asami': 53307,\n",
       " u'amplifications': 26086,\n",
       " u'stereotypical': 31032,\n",
       " u'magnocellular': 48317,\n",
       " u'festered': 9749,\n",
       " u'lerisetron': 74944,\n",
       " u'suppressible': 69141,\n",
       " u'fi\\u02d0': 50028,\n",
       " u'oxysporum': 81803,\n",
       " u'thrace': 25892,\n",
       " u'kublai': 71241,\n",
       " u'insular': 16030,\n",
       " u'tillich': 40521,\n",
       " u'hanging': 34642,\n",
       " u'scrapes': 74588,\n",
       " u'scraper': 38822,\n",
       " u'desiccant': 30540,\n",
       " u'feasibility': 32686,\n",
       " u'bromelain': 74771,\n",
       " u'nms': 53633,\n",
       " u'rln': 42785,\n",
       " u'clavicular': 48520,\n",
       " u'selassie': 2601,\n",
       " u'gorman': 78650,\n",
       " u'sustaining': 258,\n",
       " u'consenting': 49608,\n",
       " u'periodontitis': 39314,\n",
       " u'scraped': 18460,\n",
       " u'targa': 40182,\n",
       " u'prosody': 17497,\n",
       " u'sbccd': 49348,\n",
       " u'pentagastrin': 48983,\n",
       " u'errors': 4750,\n",
       " u'opticianseven': 60960,\n",
       " u'tiered': 50973,\n",
       " u'centimeter': 34139,\n",
       " u'cooking': 15246,\n",
       " u'healthtexas': 60336,\n",
       " u'nmp': 65008,\n",
       " u'usenet': 37308,\n",
       " u'vassals': 38010,\n",
       " u'commonsa': 69305,\n",
       " u'designing': 6003,\n",
       " u'hydroxyandrost': 79243,\n",
       " u'numeral': 37851,\n",
       " u'databank': 47679,\n",
       " u'cherrie': 53048,\n",
       " u'hallucinating': 41307,\n",
       " u'succumb': 25764,\n",
       " u'laryngospam': 70496,\n",
       " u'shocks': 2334,\n",
       " u'evolutionism': 63034,\n",
       " u'sevens': 54598,\n",
       " u'sunbeam': 80825,\n",
       " u'crouch': 70978,\n",
       " u'tessitore': 40121,\n",
       " u'chins': 38833,\n",
       " u'greekmedicine': 84303,\n",
       " u'perforations': 34085,\n",
       " u'affiliates': 43296,\n",
       " u'erus': 74865,\n",
       " u'labidocera': 50753,\n",
       " u'parthenogenetic': 68751,\n",
       " u'china': 854,\n",
       " u'diffusively': 80791,\n",
       " u'theatines': 80392,\n",
       " u'affiliated': 14953,\n",
       " u'washkansky': 58319,\n",
       " u'confronts': 73291,\n",
       " u'epigenome': 44033,\n",
       " u'oarsi': 49093,\n",
       " u'natured': 14506,\n",
       " u'infusates': 67210,\n",
       " u'assaycancer': 25563,\n",
       " u'kids': 31426,\n",
       " u'nsgct': 34434,\n",
       " u'homozygotes': 28640,\n",
       " u'rubra': 55816,\n",
       " u'lmi': 63166,\n",
       " u'phenelzine': 53642,\n",
       " u'climbed': 16903,\n",
       " u'engineeringoral': 74621,\n",
       " u'coexpressed': 60836,\n",
       " u'controversy': 3421,\n",
       " u'circumferences': 14920,\n",
       " u'tracheoplasty': 60817,\n",
       " u'conductivities': 62231,\n",
       " u'kidd': 52144,\n",
       " u'pekka': 79380,\n",
       " u'maxillar': 59610,\n",
       " u'natures': 50506,\n",
       " u'neurologist': 7911,\n",
       " u'coexpresses': 39916,\n",
       " u'urbane': 73282,\n",
       " u'spotty': 57200,\n",
       " u'climber': 59916,\n",
       " u'gottlob': 36241,\n",
       " u'millimetres': 13245,\n",
       " u'golden': 5844,\n",
       " u'freemason': 81391,\n",
       " u'topography': 32682,\n",
       " u'projection': 14822,\n",
       " u'lipoma': 42277,\n",
       " u'lomak': 65442,\n",
       " u'wikimedia': 5135,\n",
       " u'rcps': 57676,\n",
       " u'afimoxifene': 42642,\n",
       " u'lengthen': 27593,\n",
       " u'argonautes': 68636,\n",
       " u'yaghan': 71649,\n",
       " u'effeminate': 66874,\n",
       " u'frs': 60114,\n",
       " u'gasteiz': 58639,\n",
       " u'sivasankaran': 65342,\n",
       " u'stern': 25849,\n",
       " u'deralin': 44793,\n",
       " u'battista': 34526,\n",
       " u'heteromeric': 51535,\n",
       " u'hegar': 72239,\n",
       " u'agassi': 69937,\n",
       " u'dna': 4288,\n",
       " u'dnb': 68394,\n",
       " u'insecurity': 586,\n",
       " u'abbreviations': 18618,\n",
       " u'alginic': 80000,\n",
       " u'grahame': 37531,\n",
       " u'bischloroethyl': 36559,\n",
       " u'dnt': 56305,\n",
       " u'ramstein': 24504,\n",
       " u'music': 8542,\n",
       " u'therefore': 2448,\n",
       " u'dns': 53776,\n",
       " u'distortions': 19568,\n",
       " u'grahams': 65625,\n",
       " u'sermons': 78506,\n",
       " u'laicism': 29902,\n",
       " u'spaying': 65928,\n",
       " u'pegmatites': 42830,\n",
       " u'benedikt': 34563,\n",
       " u'avms': 40926,\n",
       " u'skinfold': 32217,\n",
       " u'amon': 80579,\n",
       " u'populations': 1085,\n",
       " u'metaplasias': 61919,\n",
       " u'crossbar': 80552,\n",
       " u'filiform': 42674,\n",
       " u'yahoo': 3315,\n",
       " u'tilting': 62050,\n",
       " u'rickman': 20568,\n",
       " u'biflavones': 81238,\n",
       " u'expeditionary': 77398,\n",
       " u'depinho': 60384,\n",
       " u'serially': 8201,\n",
       " u'lernaean': 36535,\n",
       " u'circumstances': 6958,\n",
       " u'torsade': 57947,\n",
       " u'intake': 2105,\n",
       " u'morally': 48216,\n",
       " u'locked': 26629,\n",
       " u'kampala': 53391,\n",
       " u'schulmberger': 33097,\n",
       " u'daymenstruation': 81561,\n",
       " u'generalis': 16550,\n",
       " u'methylpropan': 74011,\n",
       " u'keloids': 77974,\n",
       " u'yuito': 4462,\n",
       " u'meadows': 80955,\n",
       " u'xu\\u0115': 42734,\n",
       " u'bilaminar': 10395,\n",
       " u'breastbone': 27582,\n",
       " u'locket': 60522,\n",
       " u'hockenbury': 69935,\n",
       " u'rubripesthe': 41014,\n",
       " u'gershon': 67030,\n",
       " u'intraosseous': 12340,\n",
       " u'coprophilia': 31696,\n",
       " u'matilda': 8251,\n",
       " u'cyclodextrin': 26244,\n",
       " u'capsaicin': 27859,\n",
       " u'wang': 4457,\n",
       " u'wand': 82841,\n",
       " u'wane': 24084,\n",
       " u'netosis': 33584,\n",
       " u'unjust': 68997,\n",
       " u'fluorite': 18471,\n",
       " u'castell': 61945,\n",
       " u'titanium': 18477,\n",
       " u'b\\xe9rulle': 28093,\n",
       " u'juntas': 71735,\n",
       " u'pinta': 22620,\n",
       " u'want': 2049,\n",
       " u'athetosis': 34559,\n",
       " u'carew': 9106,\n",
       " u'rayon': 73932,\n",
       " u'honest': 25861,\n",
       " u'fcjd': 81104,\n",
       " u'absolute': 1829,\n",
       " u'neilson': 51866,\n",
       " u'w\\xf6rterbuch': 80274,\n",
       " u'croce': 67667,\n",
       " u'ahoupf': 64593,\n",
       " u'travel': 4548,\n",
       " u'subminiature': 41472,\n",
       " u'copious': 27532,\n",
       " u'gynaecological': 57833,\n",
       " u'tnfa': 51684,\n",
       " u'galbanum': 72602,\n",
       " u'stoppler': 59638,\n",
       " u'furanocoumarins': 31181,\n",
       " u'goiters': 60881,\n",
       " u'cafod': 66525,\n",
       " u'periodontology': 39385,\n",
       " u'saskatchewan': 59525,\n",
       " u'seocalcitol': 75096,\n",
       " u'sioli': 63296,\n",
       " u'worpole': 53381,\n",
       " u'tutorial': 33676,\n",
       " u'meitner': 66157,\n",
       " u'egophony': 20756,\n",
       " u'caldo': 58854,\n",
       " u'uselessness': 82046,\n",
       " u'heuvelmann': 68395,\n",
       " u'assimilated': 30952,\n",
       " u'haemocyanin': 58250,\n",
       " u'counterfeited': 51153,\n",
       " u'lelystad': 79714,\n",
       " u'dinosaurs': 51047,\n",
       " u'modest': 3674,\n",
       " u'calidad': 58925,\n",
       " u'emphysematous': 53434,\n",
       " u'sentencing': 41517,\n",
       " u'sulphite': 31226,\n",
       " u'pseudopregnant': 41121,\n",
       " u'eugenics': 39069,\n",
       " u'ouroboros': 64769,\n",
       " u'assimilates': 80879,\n",
       " u'tulia': 55341,\n",
       " u'eyers': 84216,\n",
       " u'slightest': 56654,\n",
       " u'recombination': 4226,\n",
       " u'pentamers': 62322,\n",
       " u'heptavalent': 66189,\n",
       " u'tulio': 63074,\n",
       " u'bethanechol': 79013,\n",
       " u'sco': 66482,\n",
       " u'tulip': 56175,\n",
       " u'polychromatic': 57655,\n",
       " u'perpetrator': 44917,\n",
       " u'pomeranian': 75288,\n",
       " u'taish\\u016b': 69430,\n",
       " u'farmlands': 71118,\n",
       " u'nonsensical': 38360,\n",
       " u'loggia': 68427,\n",
       " u'rawhide': 68445,\n",
       " u'kuen': 60112,\n",
       " u'lcpss': 18351,\n",
       " u'hydrosilylation': 56790,\n",
       " u'snugly': 76772,\n",
       " u'welcomed': 8766,\n",
       " u'dishonor': 79846,\n",
       " u'concurrence': 21774,\n",
       " u'milward': 51982,\n",
       " u'patricide': 61093,\n",
       " u'stoicism': 28059,\n",
       " u'asbestine': 53143,\n",
       " u'partnered': 27513,\n",
       " u'fontenla': 71695,\n",
       " u'humita': 72082,\n",
       " u'plasticization': 78773,\n",
       " u'rewarded': 756,\n",
       " u'activating': 5590,\n",
       " u'guadiana': 58796,\n",
       " u'zyrtec': 76153,\n",
       " u'playhouse': 49449,\n",
       " u'fir': 25255,\n",
       " u'pluvial': 15327,\n",
       " u'uop': 64762,\n",
       " u'ligand': 18116,\n",
       " u'fit': 3139,\n",
       " u'lifeline': 37814,\n",
       " u'fractal': 15601,\n",
       " u'fix': 16991,\n",
       " u'zelboraf': 7733,\n",
       " u'stunkard': 47696,\n",
       " u'folate': 4710,\n",
       " u'ukwu': 44409,\n",
       " u'fic': 64156,\n",
       " u'anticipations': 79864,\n",
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       " u'subliminally': 54552,\n",
       " u'\\u59da\\u5149': 60055,\n",
       " u'bricklayer': 52092,\n",
       " u'etiology': 13857,\n",
       " u'memorial': 12683,\n",
       " u'victualling': 15384,\n",
       " u'swampy': 75281,\n",
       " u'suiciders': 82384,\n",
       " u'entoderm': 73370,\n",
       " u'nufer': 49239,\n",
       " u'mummified': 38362,\n",
       " u'honk': 63477,\n",
       " u'democracies': 52799,\n",
       " u'lawlor': 68342,\n",
       " u'split': 1012,\n",
       " u'thinly': 72865,\n",
       " u'principals': 3181,\n",
       " u'gendicine': 61290,\n",
       " u'teflaro': 24159,\n",
       " u'boiled': 31089,\n",
       " u'effortlessly': 43629,\n",
       " u'myocardial': 5175,\n",
       " u'inadvertently': 5988,\n",
       " u'tryptamine': 46912,\n",
       " u't\\u03b4s': 26327,\n",
       " u'squashing': 65560,\n",
       " u'w\\xfcrttemberg': 68390,\n",
       " u'gastrula': 56300,\n",
       " u'qualifications': 24054,\n",
       " u'workforce': 2665,\n",
       " u'polycyclic': 6861,\n",
       " u'ruzicka': 79241,\n",
       " u'marched': 20959,\n",
       " u'pericyte': 77598,\n",
       " u'boiler': 51930,\n",
       " u'farandolae': 50856,\n",
       " u'weinstock': 3744,\n",
       " u'parosmia': 41343,\n",
       " u'featherweight': 74060,\n",
       " u'masturbatory': 52431,\n",
       " u'rienner': 44349,\n",
       " u'extenuating': 82435,\n",
       " u'radionuclides': 7231,\n",
       " u'dectors': 83432,\n",
       " u'denaturing': 25990,\n",
       " u'tamkang': 52964,\n",
       " u'jacc': 72915,\n",
       " u'wenk': 73194,\n",
       " u'academic': 2027,\n",
       " u'academia': 40723,\n",
       " u'fantome': 75329,\n",
       " u'aurelianus': 79548,\n",
       " u'corporate': 12720,\n",
       " u'plaque': 8120,\n",
       " u'helicity': 61450,\n",
       " u'pleurotus': 39679,\n",
       " u'pooja': 81566,\n",
       " u'silencers': 63922,\n",
       " u'leuk\\xe4mie': 66370,\n",
       " u'appropriately': 20548,\n",
       " u'antioxidates': 64976,\n",
       " u'epochs': 64248,\n",
       " u'spassky': 78606,\n",
       " u'linehan': 49764,\n",
       " u'smvt': 29278,\n",
       " u'homogeneity': 15334,\n",
       " u'agonized': 49411,\n",
       " u'lassa': 2015,\n",
       " u'\\u03c7\\u03bf\\u03c1\\u03b5\\u03af\\u03b1': 55819,\n",
       " u'belloc': 26986,\n",
       " u'airbag': 73606,\n",
       " u'prognosticate': 62525,\n",
       " u'fela': 48650,\n",
       " u'portrayed': 17674,\n",
       " u'correalated': 68206,\n",
       " u'claudication': 6819,\n",
       " u'cloacae': 21631,\n",
       " u'ih': 43063,\n",
       " u'hak': 39290,\n",
       " u'hal': 14118,\n",
       " u'ham': 4368,\n",
       " u'han': 12583,\n",
       " u'hao': 21395,\n",
       " u'cloacal': 57234,\n",
       " u'hab': 30818,\n",
       " u'had': 487,\n",
       " u'advancement': 7396,\n",
       " u'watercolour': 64569,\n",
       " ...}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus.dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del corpus\n",
    "corpus = Corpus()\n",
    "corpus.load(glove_dir + corpus_name)\n",
    "type(corpus.dictionary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(corpus.dictionary.keys())"
   ]
  }
 ],
 "metadata": {
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