word2vec.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\martin mbaya\\appdata\\local\\programs\\python\\python35\\lib\\site-packages\\gensim\\utils.py:1197: UserWarning: detected Windows; aliasing chunkize to chunkize_serial\n",
      "  warnings.warn(\"detected Windows; aliasing chunkize to chunkize_serial\")\n"
     ]
    }
   ],
   "source": [
    "import gensim\n",
    "from gensim.models import Word2Vec\n",
    "from gensim.models.word2vec import LineSentence\n",
    "import os\n",
    "import numpy as np\n",
    "from numpy import array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sentences = \"\"\n",
    "# compiled_file = open(\"compiled_file.txt\", 'r', encoding='utf-8')\n",
    "# for line in compiled_file:\n",
    "# \tsentences += line"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Gensim's LineSentence class provides a convenient iterator for working with other gensim components. It streams the documents/sentences from disk, so that you never have to hold the entire corpus in RAM at once. This allows you to scale your modeling pipeline up to potentially very large corpora."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(\"../Cleaned Data\")\n",
    "sentences = LineSentence(\"conversationData.txt\")\n",
    "model = Word2Vec(sentences, size=1, window=5, min_count=0, iter=100, workers=4)\n",
    "# print('Saving the word embedding matrix')\n",
    "# fname = \"embeddingMatrix.npy\"\n",
    "# model.save(fname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-2.106557607650757"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a= 'stand'\n",
    "float(model.wv[a])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['stand',\n",
       " 'beetroot',\n",
       " 'opinion',\n",
       " 'Rumour',\n",
       " ';',\n",
       " 'Saying',\n",
       " 'Deals',\n",
       " 'Smh',\n",
       " 'Missed',\n",
       " 'tu',\n",
       " 'reserve',\n",
       " 'huja-unzip',\n",
       " 'cliche',\n",
       " 'shopping',\n",
       " 'mean',\n",
       " 'connect',\n",
       " 'inafika',\n",
       " 'sorts',\n",
       " 'chatbot',\n",
       " 'nitabuy',\n",
       " 'promoting',\n",
       " 'asante',\n",
       " 'kanitha',\n",
       " 'niliwaambia',\n",
       " 'Terms',\n",
       " 'Thinking',\n",
       " 'Itakubali',\n",
       " '8000',\n",
       " 'wamepeana',\n",
       " 'Nitakufanyia',\n",
       " 'nimerudi',\n",
       " 'Marker',\n",
       " 'unabaki',\n",
       " 'ushafika',\n",
       " 'kuniwasha',\n",
       " 'Heavens',\n",
       " 'Anys',\n",
       " 'aparrment',\n",
       " 'Straight',\n",
       " \"how's\",\n",
       " 'products',\n",
       " 'nibu',\n",
       " 'despite',\n",
       " 'withdrawal',\n",
       " 'effort',\n",
       " 'wamekucall',\n",
       " 'them;',\n",
       " 'zianze',\n",
       " 'khaleesi',\n",
       " 'Umefanya',\n",
       " 'kiddo',\n",
       " 'nkitumia',\n",
       " 'realize',\n",
       " 'miiimi',\n",
       " 'MMU:',\n",
       " 'cow',\n",
       " 'shame',\n",
       " 'reuse',\n",
       " 'tunapatana',\n",
       " 'Thermal',\n",
       " 'annoying',\n",
       " 'translation',\n",
       " 'corrections',\n",
       " 'Pox',\n",
       " 'explained',\n",
       " 'mmoja',\n",
       " 'silver',\n",
       " 'politicians',\n",
       " 'DSP',\n",
       " 'hello',\n",
       " 'Kabarak',\n",
       " 'registration',\n",
       " 'Sausage',\n",
       " 'ilifika',\n",
       " 'page',\n",
       " 'bahati',\n",
       " 'Itakuwa',\n",
       " 'Farsi',\n",
       " 'UGLY',\n",
       " 'yeah',\n",
       " 'kuimalizia',\n",
       " 'nkatuma',\n",
       " 'installations',\n",
       " 'houseboy',\n",
       " 'Utabeba',\n",
       " 'thin',\n",
       " 'A:',\n",
       " 'vaccine',\n",
       " 'dress',\n",
       " 'player',\n",
       " 'Hahhaahaha',\n",
       " 'nerwork',\n",
       " 'kupea',\n",
       " 'redirects',\n",
       " 'Umetuma',\n",
       " 'huishi',\n",
       " 'elephants',\n",
       " 'aunt',\n",
       " 'prevent',\n",
       " 'Awww',\n",
       " 'Nimekumiss',\n",
       " 'Itaprintiwa',\n",
       " 'pushes',\n",
       " 'retirement',\n",
       " 'cycle',\n",
       " 'confront',\n",
       " 'Bd',\n",
       " 'Am',\n",
       " 'Part',\n",
       " 'eeh',\n",
       " 'pages',\n",
       " 'Yeay',\n",
       " 'muhimu',\n",
       " 'Haikupita',\n",
       " 'Sitamake',\n",
       " 'Ahem',\n",
       " 'Phillip',\n",
       " 'supreme',\n",
       " 'mtush',\n",
       " 'like',\n",
       " 'handled',\n",
       " 'island',\n",
       " 'need',\n",
       " 'Send',\n",
       " 'complicated',\n",
       " 'Koech',\n",
       " 'mnaitaka',\n",
       " 'fetch',\n",
       " 'fast',\n",
       " '30MINS',\n",
       " 'mental',\n",
       " 'drunm',\n",
       " 'nitaangalia',\n",
       " 'html',\n",
       " 'horrid',\n",
       " 'Me',\n",
       " 'deeper',\n",
       " 'drivera',\n",
       " 'Bitcoin',\n",
       " '1pm',\n",
       " '300',\n",
       " 'Nitoe',\n",
       " 'Ulinilenga',\n",
       " 'inetupea',\n",
       " 'gis',\n",
       " 'merging',\n",
       " 'hafa',\n",
       " 'chose',\n",
       " 'Ilikiwa',\n",
       " 'Right',\n",
       " 'Sijawai',\n",
       " 'Piatunaweza',\n",
       " 'picture',\n",
       " 'liberating',\n",
       " 'amenishw',\n",
       " 'interesting',\n",
       " \"that's\",\n",
       " 'wanaeza',\n",
       " 'Nitakutumia',\n",
       " 'uamke',\n",
       " 'detol',\n",
       " 'Gay',\n",
       " 'comp',\n",
       " 'kuitumia',\n",
       " 'hutoshea',\n",
       " 'able',\n",
       " 'knowledge',\n",
       " 'Fridah',\n",
       " 'watoto',\n",
       " 'contribution',\n",
       " 'niitume',\n",
       " 'nimeget',\n",
       " 'u',\n",
       " 'sikukuelewa',\n",
       " 'exhibit',\n",
       " 'aneniloozisha',\n",
       " 'misspellings',\n",
       " 'Do',\n",
       " 'Nikuwekee',\n",
       " 'downloadie',\n",
       " 'Answer',\n",
       " 'Real',\n",
       " 'projecta',\n",
       " 'learn',\n",
       " 'Chus',\n",
       " 'personally',\n",
       " '364-01001',\n",
       " 'queries',\n",
       " 'whose',\n",
       " 'seaters',\n",
       " 'FITNESS',\n",
       " 'Eg',\n",
       " 'sikupata',\n",
       " 'kuChange',\n",
       " 'F',\n",
       " 'remind',\n",
       " 'Physically',\n",
       " 'Twasnt',\n",
       " 'Kile',\n",
       " 'nitalala',\n",
       " 'bailed',\n",
       " 'busier',\n",
       " 'Laughing',\n",
       " 'albums',\n",
       " 'walked',\n",
       " 'position',\n",
       " 'Coz',\n",
       " 'tukaenda',\n",
       " 'kunifeelisha',\n",
       " 'kids',\n",
       " 'choose',\n",
       " 'chance',\n",
       " 'isha',\n",
       " 'still',\n",
       " 'data;',\n",
       " 'labour',\n",
       " 'hill',\n",
       " 'interpreted',\n",
       " 'Know',\n",
       " 'expe',\n",
       " 'Imejaa',\n",
       " 'upite',\n",
       " 'unshaded',\n",
       " 'killer',\n",
       " 'Wanjiku',\n",
       " 'answer',\n",
       " 'sept',\n",
       " 'Editing',\n",
       " 'warehouse',\n",
       " 'kueka',\n",
       " '1A',\n",
       " 'hajadecide',\n",
       " 'real-time',\n",
       " 'Photo',\n",
       " 'anakuita',\n",
       " 'mix',\n",
       " 'downloaded',\n",
       " 'White',\n",
       " 'North',\n",
       " 'flani',\n",
       " 'strike',\n",
       " 'zinc',\n",
       " 'upatie',\n",
       " 'tone',\n",
       " 'silence',\n",
       " 'afanye',\n",
       " 'kushare',\n",
       " 'atheists',\n",
       " 'Embu',\n",
       " 'sings',\n",
       " 'Episode',\n",
       " 'Klausy',\n",
       " 'partly',\n",
       " 'Chuma',\n",
       " 'Selling',\n",
       " 'Text',\n",
       " 'natoka',\n",
       " 'requiring',\n",
       " 'TV',\n",
       " 'Nilimaliza',\n",
       " 'Edge',\n",
       " 'ulifanya',\n",
       " 'real',\n",
       " 'naeza',\n",
       " 'post',\n",
       " 'nilisahau',\n",
       " 'Umeenda',\n",
       " 'Hisense',\n",
       " 'hardworking',\n",
       " 'siko',\n",
       " 'Hukutuma',\n",
       " 'scrreenshot',\n",
       " 'iphone',\n",
       " 'weekly',\n",
       " 'Monsieur',\n",
       " 'Sultan',\n",
       " 'ifike',\n",
       " 'classmates',\n",
       " 'mrnes',\n",
       " 'tumetoka',\n",
       " 'pharmacists',\n",
       " 'State',\n",
       " 'pleasure;',\n",
       " 'inahitaji',\n",
       " 'wamekosa',\n",
       " 'mnarudi',\n",
       " 'ronga',\n",
       " 'blushing',\n",
       " 'nje',\n",
       " 'walk',\n",
       " 'intimate',\n",
       " 'Ukiround',\n",
       " 'vyote',\n",
       " 'Safaricom',\n",
       " 'mkimaliza',\n",
       " 'algorithms',\n",
       " 'economics',\n",
       " 'forgiven',\n",
       " 'bull',\n",
       " 'Njoo',\n",
       " '3',\n",
       " 'Atlast',\n",
       " 'mashavu',\n",
       " 'weed',\n",
       " \"Couldn't\",\n",
       " 'coordinate',\n",
       " 'not',\n",
       " 'Ass',\n",
       " 'adulter',\n",
       " 'nikiongea',\n",
       " 'half',\n",
       " 'kufura',\n",
       " 'note',\n",
       " 'woke',\n",
       " 'ananitext',\n",
       " 'avenue',\n",
       " 'intergrating',\n",
       " 'hardwarw',\n",
       " 'age',\n",
       " 'unloaded',\n",
       " 'jhas',\n",
       " 'checked',\n",
       " 'Eeg',\n",
       " 'Girl',\n",
       " 'syncing',\n",
       " 'naweza',\n",
       " \"'borrow'\",\n",
       " 'Belfast',\n",
       " 'beings',\n",
       " 'mabrathe',\n",
       " 'labeled',\n",
       " 'uhepa',\n",
       " 'nimecheki',\n",
       " 'bode',\n",
       " 'kumanufacture',\n",
       " 'ULTIMATE',\n",
       " '-2nd',\n",
       " 'bromance',\n",
       " 'Usibuy',\n",
       " 'No-',\n",
       " 'hospital',\n",
       " ':',\n",
       " 'watafanya',\n",
       " 'hours',\n",
       " 'lodge',\n",
       " 'House',\n",
       " 'figured',\n",
       " 'measuring',\n",
       " 'dominate',\n",
       " 'parity',\n",
       " 'embu',\n",
       " 'kiwa',\n",
       " 'Yeap',\n",
       " 'kuwapunguzia',\n",
       " 'woiye',\n",
       " 'sultan',\n",
       " 'functionalities',\n",
       " 'invoice',\n",
       " 'umerudi',\n",
       " 'budgeted',\n",
       " 'kimathi',\n",
       " 'Umeshamaliza',\n",
       " 'siihitaji',\n",
       " 'Tufanye',\n",
       " 'paybill',\n",
       " 'smaller',\n",
       " 'tuwe',\n",
       " 'meetup',\n",
       " 'adventure',\n",
       " 'kabanga',\n",
       " 'ifle',\n",
       " 'lecs',\n",
       " 'disasters',\n",
       " 'purchasing',\n",
       " 'wit',\n",
       " 'pent',\n",
       " 'pneumonia',\n",
       " 'organ',\n",
       " 'haven’t',\n",
       " 'maji',\n",
       " 'co',\n",
       " 'honour',\n",
       " 'kagenious',\n",
       " 'Dr',\n",
       " 'handout',\n",
       " 'reduced',\n",
       " 'served',\n",
       " 'reverse',\n",
       " 'Mshow',\n",
       " 'waaat',\n",
       " 'cubicle',\n",
       " 'potrait',\n",
       " 'punished',\n",
       " '700',\n",
       " 'chiqs',\n",
       " 'stopped',\n",
       " 'Were',\n",
       " 'Mumefunga',\n",
       " 'Sex',\n",
       " 'inasema',\n",
       " 'imeshikana',\n",
       " 'alipotea',\n",
       " 'divert',\n",
       " 'craziest',\n",
       " 'inactive',\n",
       " 'itakuwaje',\n",
       " 'kutegea',\n",
       " 'Gold',\n",
       " 'relocate',\n",
       " 'sports',\n",
       " 'kimons',\n",
       " 'Dennis',\n",
       " 'overslept',\n",
       " 'Sitakuwa',\n",
       " 'nanilitoa',\n",
       " 'wasilipe',\n",
       " 'Is',\n",
       " 'Culture',\n",
       " '077',\n",
       " 'utiaji',\n",
       " 'Karimi',\n",
       " 'airtel',\n",
       " 'business',\n",
       " 'sleep',\n",
       " 'munji',\n",
       " 'ushaweka',\n",
       " 'extinction',\n",
       " 'rap',\n",
       " 'mmeenda',\n",
       " 'unaniget',\n",
       " 'huna',\n",
       " 'ntaboh',\n",
       " 'generic',\n",
       " 'sytems',\n",
       " '1250',\n",
       " 'wangu',\n",
       " 'wont',\n",
       " 'Jitayarishe',\n",
       " 'entirely',\n",
       " 'Niko',\n",
       " 'bng',\n",
       " 'Tuma',\n",
       " 'recognizes',\n",
       " 'AribisalaB:',\n",
       " 'yeaah',\n",
       " 'quality',\n",
       " 'Growing',\n",
       " 'animals',\n",
       " 'ThisWasTakenAtAndela',\n",
       " 'Manu',\n",
       " 'hazikuwangi',\n",
       " 'fed',\n",
       " 'Probably',\n",
       " 'grid',\n",
       " 'Weokam',\n",
       " 'tutachanga',\n",
       " 'kuSubtract',\n",
       " 'psv',\n",
       " 'chipo',\n",
       " '35m',\n",
       " 'cad',\n",
       " 'totals',\n",
       " 'pengine',\n",
       " 'emotionless',\n",
       " 'Tip:',\n",
       " 'ripened',\n",
       " 'threat',\n",
       " 'Old',\n",
       " 'confirmed',\n",
       " 'Poster',\n",
       " 'durusu',\n",
       " 'First',\n",
       " 'saying',\n",
       " 'nataka',\n",
       " 'ningekuambia',\n",
       " 'Ukishapeana',\n",
       " 'Innovation',\n",
       " 'Victorian',\n",
       " 'mukimo',\n",
       " 'grim',\n",
       " 'judged',\n",
       " 'damn',\n",
       " 'docs',\n",
       " 'fields',\n",
       " 'Taste',\n",
       " \"hasn't\",\n",
       " 'charity',\n",
       " 'vlc',\n",
       " 'fail',\n",
       " 'vera',\n",
       " 'Bomas',\n",
       " 'hundredth',\n",
       " 'nangojea',\n",
       " 'Blog',\n",
       " 'hesabu',\n",
       " 'anakuja',\n",
       " 'support',\n",
       " '3seater',\n",
       " 'dart',\n",
       " 'Brian',\n",
       " 'kujibamba',\n",
       " 'normal',\n",
       " 'disc',\n",
       " 't',\n",
       " 'disk',\n",
       " 'wasee',\n",
       " 'crawl',\n",
       " 'ATTEMPT',\n",
       " '21:55]',\n",
       " 'Songs',\n",
       " 'campo',\n",
       " 'Profile',\n",
       " 'Tutoe',\n",
       " 'pekee',\n",
       " 'immediately',\n",
       " 'Eves',\n",
       " 'apply',\n",
       " 'nimodify',\n",
       " 'wewe',\n",
       " 'sahi',\n",
       " 'inamake',\n",
       " 'flex',\n",
       " 'group',\n",
       " 'freaking',\n",
       " 'emergency',\n",
       " 'October',\n",
       " 'Utaishia',\n",
       " 'tuff',\n",
       " 'Accelerometer',\n",
       " 'Food',\n",
       " 'fruit',\n",
       " 'Done',\n",
       " 'Ask',\n",
       " 'hrs',\n",
       " 'umeText',\n",
       " 'Mustnt',\n",
       " 'discount',\n",
       " 'organized',\n",
       " 'Inalipwa',\n",
       " 'unapeleka',\n",
       " 'Trying',\n",
       " 'Mostly',\n",
       " '15k',\n",
       " '120x60',\n",
       " 'nikama',\n",
       " 'itaisha',\n",
       " 'Can',\n",
       " 'Stabbing',\n",
       " 'Zenye',\n",
       " 'nimeAdd',\n",
       " 'respectively',\n",
       " 'graduated',\n",
       " 'anapenda',\n",
       " 'mwezi',\n",
       " 'you:',\n",
       " 'facilities',\n",
       " 'cannot',\n",
       " 'specifications',\n",
       " 'wameona',\n",
       " \"Everything's\",\n",
       " 'mouth',\n",
       " 'parent',\n",
       " 'control',\n",
       " 'afternoon',\n",
       " 'melanin',\n",
       " 'probably',\n",
       " 'complained',\n",
       " 'jioni;',\n",
       " 'scheme',\n",
       " 'Kagod-munji',\n",
       " 'hapana',\n",
       " 'messed',\n",
       " 'tipsy',\n",
       " 'nitume',\n",
       " 'Silly',\n",
       " 'Security',\n",
       " 'haitaleta',\n",
       " 'changin',\n",
       " 'plain',\n",
       " 'collateral',\n",
       " 'spoil',\n",
       " 'kuclub',\n",
       " 'usiloose',\n",
       " 'UliSign',\n",
       " 'maybe',\n",
       " 'Fitness',\n",
       " 'walikam',\n",
       " 'Sogie',\n",
       " 'Ukumbuke',\n",
       " 'weights',\n",
       " 'Those',\n",
       " 'unfortunate',\n",
       " 'different',\n",
       " 'conventional',\n",
       " 'diarrhoearing',\n",
       " 'wondering',\n",
       " 'saqa',\n",
       " 'Did',\n",
       " 'droplets',\n",
       " 'fan',\n",
       " 'Ulishachukua',\n",
       " 'friday',\n",
       " 'nina',\n",
       " 'kustrike',\n",
       " 'ishajiupdate',\n",
       " 'easy',\n",
       " 'kula',\n",
       " '12',\n",
       " 'individual',\n",
       " 'here;',\n",
       " 'Umeget',\n",
       " 'utaMake',\n",
       " 'tukuwe',\n",
       " 'Vibaya',\n",
       " 'Off',\n",
       " 'Anytime',\n",
       " 'urge',\n",
       " 'usiwaambie',\n",
       " 'Guess',\n",
       " 'Gladyslings',\n",
       " 'Sisi',\n",
       " 'land',\n",
       " 'umedump',\n",
       " 'Se',\n",
       " 'anto',\n",
       " 'Camera',\n",
       " 'nitawaacha',\n",
       " 'Initially',\n",
       " 'designs',\n",
       " 'crumble',\n",
       " 'martin',\n",
       " 'tongue',\n",
       " 'pry',\n",
       " 'No',\n",
       " 'Utakaa',\n",
       " 'according',\n",
       " 'Men',\n",
       " 'Siijui',\n",
       " 'snoring',\n",
       " '1100',\n",
       " 'BEST',\n",
       " 'meru',\n",
       " 'bn',\n",
       " 'ulishindwa',\n",
       " 'Overall',\n",
       " 'raised',\n",
       " 'Hazikam',\n",
       " 'Msinunue',\n",
       " 'hutakuwa',\n",
       " 'Shah',\n",
       " 'waongelesha',\n",
       " 'shows',\n",
       " \"lion's\",\n",
       " 'Telecom',\n",
       " 'settings',\n",
       " 'kabla',\n",
       " 'spite',\n",
       " 'hangesort',\n",
       " 'Otherwise',\n",
       " 'emotional',\n",
       " 'utakuwa',\n",
       " 'siji',\n",
       " 'paint',\n",
       " 'Vlc',\n",
       " 'chairperson',\n",
       " 'sikuGet',\n",
       " 'All',\n",
       " 'anticipated',\n",
       " 'hukam',\n",
       " 'Flying',\n",
       " 'nitakuambia',\n",
       " 'kuna',\n",
       " 'mmebranch',\n",
       " 'Hao',\n",
       " 'ukabahatishe',\n",
       " 'tush',\n",
       " 'andela',\n",
       " 'woman',\n",
       " 'lot',\n",
       " 'supposed',\n",
       " 'kazana',\n",
       " 'written',\n",
       " 'Exact',\n",
       " 'sijaskia',\n",
       " 'prepared',\n",
       " 'Serious',\n",
       " \"you'\",\n",
       " 'nilituma',\n",
       " 'Vacancy',\n",
       " 'watacall',\n",
       " 'BitTorrent',\n",
       " 'Ccna',\n",
       " 'Jst',\n",
       " 'kinda',\n",
       " 'kuja',\n",
       " 'nitapata',\n",
       " 'FYI',\n",
       " 'utaendaje',\n",
       " \"'dating'\",\n",
       " 'handsome',\n",
       " 'Ratanya',\n",
       " 'njia',\n",
       " 'achiever',\n",
       " 'expects',\n",
       " 'nt',\n",
       " 'find',\n",
       " 'Uhhmm',\n",
       " 'hugging',\n",
       " 'tukifika',\n",
       " 'leverage;',\n",
       " 'sh',\n",
       " 'kazi',\n",
       " 'kuzipitia',\n",
       " 'code',\n",
       " 'throne',\n",
       " 'Mark',\n",
       " \"I'm\",\n",
       " 'Lab',\n",
       " 'zimeingia',\n",
       " \"Mbaya's\",\n",
       " 'ama',\n",
       " 'Whats',\n",
       " 'doubt',\n",
       " 'motors',\n",
       " 'continuous',\n",
       " 'economical',\n",
       " 'Hujui',\n",
       " 'nazingoja',\n",
       " 'point',\n",
       " 'laws',\n",
       " 'Alipotea',\n",
       " 'hutumwa',\n",
       " 'chirp',\n",
       " 'Reel',\n",
       " 'disappointing',\n",
       " 'tame',\n",
       " 'Went',\n",
       " 'fort',\n",
       " 'heterosexual',\n",
       " 'Pun',\n",
       " 'Add',\n",
       " 'Mtafika',\n",
       " 'mtafika',\n",
       " 'lonely',\n",
       " 'Asap',\n",
       " 'good;',\n",
       " 'assembling',\n",
       " 'Sober',\n",
       " 'Financial',\n",
       " 'media',\n",
       " '65k',\n",
       " 'autocad',\n",
       " 'contribute',\n",
       " 'thar',\n",
       " 'nilipata',\n",
       " 'brushing',\n",
       " 'contradicts',\n",
       " 'nitaCheck',\n",
       " 'Percentage',\n",
       " 'taxes',\n",
       " 'naskia',\n",
       " 'IAN',\n",
       " 'unakam',\n",
       " 'East',\n",
       " 'muulize',\n",
       " 'ECG',\n",
       " 'nila',\n",
       " 'shocking',\n",
       " 'ordered',\n",
       " 'psyched',\n",
       " 'legit',\n",
       " 'cream',\n",
       " '\"Breaking',\n",
       " 'soda',\n",
       " 'zinatumwa',\n",
       " 'Usiambie',\n",
       " 'huh',\n",
       " 'Vipi',\n",
       " 'le',\n",
       " 'tutaona',\n",
       " 'NIS',\n",
       " 'national',\n",
       " 'Usifanye',\n",
       " 'continue',\n",
       " 'jquery',\n",
       " 'sol',\n",
       " 'notebook',\n",
       " '30%',\n",
       " 'kuMerge',\n",
       " 'desire',\n",
       " 'Chill',\n",
       " 'Cheki',\n",
       " 'Oh',\n",
       " 'nai',\n",
       " 'niaje',\n",
       " 'tech',\n",
       " 'Pole',\n",
       " 'around',\n",
       " 'magutuni',\n",
       " 'inaeza',\n",
       " 'employers',\n",
       " 'bluetooth',\n",
       " 'ulikuwa',\n",
       " 'price',\n",
       " 'sadly',\n",
       " 'Alas',\n",
       " 'relate',\n",
       " 'induction',\n",
       " 'pia;',\n",
       " 'Nalala',\n",
       " 'pester',\n",
       " 'catalogue',\n",
       " 'pi',\n",
       " 'kavu',\n",
       " 'reciprocate',\n",
       " 'naAttend',\n",
       " 'Maintaining',\n",
       " 'Cytonn',\n",
       " 'admiring',\n",
       " 'Anything',\n",
       " 'cuddling',\n",
       " 'Chanyo;',\n",
       " 'status',\n",
       " 'ara',\n",
       " 'things',\n",
       " 'Ingekuwa',\n",
       " 'nimeSign',\n",
       " 'naandkanga',\n",
       " 'tufike',\n",
       " 'flu',\n",
       " 'stupid',\n",
       " 'tukicrack',\n",
       " 'tuesday',\n",
       " 'posters',\n",
       " 'kucram',\n",
       " 'thirst',\n",
       " 'gb',\n",
       " 'Sarcasm',\n",
       " 'manual',\n",
       " 'despicable',\n",
       " 'roba',\n",
       " 'Talk',\n",
       " 'have',\n",
       " 'Shouldnt',\n",
       " 'ja',\n",
       " 'washamaliza',\n",
       " 'Nimefika',\n",
       " 'ccna3',\n",
       " 'Cherryne',\n",
       " 'perhaps',\n",
       " 'Better',\n",
       " 'kutuma',\n",
       " 'sony',\n",
       " 'files',\n",
       " 'elections',\n",
       " 'saw',\n",
       " 'odg',\n",
       " 'Sep',\n",
       " 'Snoop',\n",
       " 'flip',\n",
       " 'heads',\n",
       " 'nikikutafuta',\n",
       " 'ka',\n",
       " 'scratch',\n",
       " 'Summary',\n",
       " 'Chochote',\n",
       " 'offer',\n",
       " 'Afternoon',\n",
       " '2016',\n",
       " 'input',\n",
       " 'apartment',\n",
       " 'Hold',\n",
       " 'Sawa',\n",
       " 'Tunaeza',\n",
       " 'cold',\n",
       " 'blondes',\n",
       " 'goal',\n",
       " 'ukaannounce',\n",
       " 'nisoma',\n",
       " 'It',\n",
       " 'laptop',\n",
       " 'officials',\n",
       " 'but',\n",
       " 'Kisumu',\n",
       " 'cousin',\n",
       " 'Less',\n",
       " 'Ha',\n",
       " 't-shirt',\n",
       " 'yoy',\n",
       " 'would',\n",
       " 'chuo\"',\n",
       " 'Information',\n",
       " 'zinaenda',\n",
       " 'kuappear',\n",
       " 'imefungwa',\n",
       " 'drunkard',\n",
       " 'unaware',\n",
       " 'survival',\n",
       " 'sorry',\n",
       " 'utafika',\n",
       " 'nitukwenda',\n",
       " 'Starting',\n",
       " 'rude',\n",
       " 'flies',\n",
       " '20',\n",
       " 'italetwa',\n",
       " 'collude',\n",
       " 'kuNight',\n",
       " 'Bye',\n",
       " 'LG',\n",
       " 'year;',\n",
       " 'Someday',\n",
       " 'ishaniua',\n",
       " 'shawarma',\n",
       " 'ailments',\n",
       " 'sober',\n",
       " 'Sina',\n",
       " 'nmechanganyikiwa',\n",
       " 'Maasai',\n",
       " 'matatu',\n",
       " 'apartments',\n",
       " 'Inahitaji',\n",
       " 'kuamka',\n",
       " 'supermkt',\n",
       " 'Kulipa',\n",
       " 'Onolulu',\n",
       " 'amewahi',\n",
       " \"we've\",\n",
       " 'nvidia',\n",
       " 'nowhere',\n",
       " 'thieves',\n",
       " 'Unakam',\n",
       " 'anatoka',\n",
       " 'overflows',\n",
       " 'Tomato',\n",
       " 'Sinai',\n",
       " 'claiming',\n",
       " 'Taleb',\n",
       " 'karura',\n",
       " 'place',\n",
       " 'qstn',\n",
       " 'F-J',\n",
       " 'Nisambaze',\n",
       " 'cambridge',\n",
       " 'Wanadai',\n",
       " 'Brag',\n",
       " 'wing',\n",
       " 'Mene',\n",
       " 'positive',\n",
       " 'Conference',\n",
       " 'office',\n",
       " 'potatoes',\n",
       " 'download',\n",
       " 'liked',\n",
       " 'ziwe',\n",
       " 'We',\n",
       " 'rongai',\n",
       " 'bullshit',\n",
       " 'Desktop;',\n",
       " 'msupuu',\n",
       " 'Nah',\n",
       " 'SB',\n",
       " 'ikiisha',\n",
       " 'unatoa',\n",
       " 'nitakuwa',\n",
       " 'Amka',\n",
       " 'Nimekutumia',\n",
       " 'pace',\n",
       " 'implementing',\n",
       " 'system',\n",
       " 'convince',\n",
       " 'polite',\n",
       " 'kia',\n",
       " 'kumnunulia',\n",
       " 'wondered',\n",
       " 'erle',\n",
       " 'ke',\n",
       " 'sexting',\n",
       " 'autocoreect',\n",
       " 'patient',\n",
       " 'quite',\n",
       " 'ciprofloxacin',\n",
       " 'Indulgence',\n",
       " 'rub',\n",
       " '6pm',\n",
       " 'old',\n",
       " 'tuweke',\n",
       " 'Repulsive',\n",
       " 'billing',\n",
       " '18k',\n",
       " 'Clopilet',\n",
       " 'went',\n",
       " 'weeks',\n",
       " 'peaceful',\n",
       " 'fairy',\n",
       " 'presenters',\n",
       " 'Mwanka',\n",
       " 'reads',\n",
       " 'remarried',\n",
       " 'view',\n",
       " ...]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# float(max(model.wv.vectors)+1)\n",
    "# float(min(model.wv.vectors)-1)\n",
    "list(model.wv.vocab)\n",
    "# mylist = []\n",
    "# mydic = {}\n",
    "# for i in list(model.wv.vectors):\n",
    "#     mylist.append(i[0])\n",
    "# mylist.sort()\n",
    "# count = 0\n",
    "# for i in mylist:\n",
    "#     mydic[float(i)] = count\n",
    "#     count += 1\n",
    "# # print(mydic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('emotions', 1.0),\n",
       " ('suffocating', 1.0),\n",
       " ('Scaringly', 1.0),\n",
       " ('hahahha', 1.0),\n",
       " (\"20's\", 1.0),\n",
       " ('NiAti', 1.0),\n",
       " ('Moi', 1.0),\n",
       " ('hawajastrike', 1.0),\n",
       " ('wingi', 1.0),\n",
       " ('beggar', 1.0)]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for key, item in mydic:\n",
    "#     print(key)\n",
    "# mydic[-0.3547472357749939]\n",
    "# print(list(mydic.keys())[list(mydic.values()).index(19)])\n",
    "# a = (list(mydic.keys())[list(mydic.values()).index(19)])\n",
    "# # a=gensim.matutils.dense2vec(a)\n",
    "# # a = [a, \", dtype=float32\"]\n",
    "# a = \"array([-2.4077878], dtype=float32)\"\n",
    "# a = np.array(a)\n",
    "# print(type(a))\n",
    "# float(a)\n",
    "# # a=gensim.matutils.dense2vec(a)\n",
    "# print(a)\n",
    "model.wv.most_similar(positive=[\"hello\"], topn=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_words = list(model.wv.vocab)\n",
    "wordsAndVecs = {}\n",
    "for word in all_words:\n",
    "    wordsAndVecs[float(model.wv[word])] = word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'lesa'"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordsAndVecs[-0.9625580906867981]"
   ]
  }
 ],
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