part 2 - create vocab.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "descriptions = None\n",
    "with open(\"descriptions_1.txt\") as f:\n",
    "    descriptions = f.read()\n",
    "\n",
    "json_acceptable_string = descriptions.replace(\"'\", \"\\\"\")\n",
    "descriptions = json.loads(json_acceptable_string)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'dict'>\n"
     ]
    }
   ],
   "source": [
    "print(type(descriptions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['child in pink dress is climbing up set of stairs in an entry way',\n",
       " 'girl going into wooden building',\n",
       " 'little girl climbing into wooden playhouse',\n",
       " 'little girl climbing the stairs to her playhouse',\n",
       " 'little girl in pink dress going into wooden cabin']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "descriptions['1000268201_693b08cb0e']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "vocab = set()\n",
    "for key in descriptions.keys():\n",
    "    [vocab.update(sentence.split()) for sentence in descriptions[key]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'neighborhood',\n",
       " 'casual',\n",
       " 'bandanna',\n",
       " 'foal',\n",
       " 'accordion',\n",
       " 'beack',\n",
       " 'spectating',\n",
       " 'tw',\n",
       " 'two',\n",
       " 'maneuver',\n",
       " 'prisoner',\n",
       " 'set',\n",
       " 'israei',\n",
       " 'sleek',\n",
       " 'branding',\n",
       " 'scary',\n",
       " 'upfront',\n",
       " 'firehose',\n",
       " 'kickbox',\n",
       " 'pensive',\n",
       " 'chute',\n",
       " 'donning',\n",
       " 'shooting',\n",
       " 'scarfs',\n",
       " 'shaggy',\n",
       " 'become',\n",
       " 'cork',\n",
       " 'apparently',\n",
       " 'barber',\n",
       " 'hugging',\n",
       " 'spitting',\n",
       " 'teamates',\n",
       " 'moutains',\n",
       " 'jersey',\n",
       " 'football',\n",
       " 'entertain',\n",
       " 'graffitti',\n",
       " 'park',\n",
       " 'dead',\n",
       " 'noodle',\n",
       " 'market',\n",
       " 'tongue',\n",
       " 'gestures',\n",
       " 'fluid',\n",
       " 'pawing',\n",
       " 'outfield',\n",
       " 'colander',\n",
       " 'drak',\n",
       " 'cartwheels',\n",
       " 'foggyday',\n",
       " 'eyebrow',\n",
       " 'states',\n",
       " 'liberty',\n",
       " 'wierd',\n",
       " 'razer',\n",
       " 'color',\n",
       " 'turned',\n",
       " 'rod',\n",
       " 'excited',\n",
       " 'boxes',\n",
       " 'hilltops',\n",
       " 'alertly',\n",
       " 'happening',\n",
       " 'snarly',\n",
       " 'circling',\n",
       " 'brighty',\n",
       " 'sunflowers',\n",
       " 'lit',\n",
       " 'workout',\n",
       " 'deeps',\n",
       " 'fingertips',\n",
       " 'crouching',\n",
       " 'ridable',\n",
       " 'sisters',\n",
       " 'messanger',\n",
       " 'inflatbale',\n",
       " 'euro',\n",
       " 'boulders',\n",
       " 'wheels',\n",
       " 'snowmobiler',\n",
       " 'slippers',\n",
       " 'part',\n",
       " 'sash',\n",
       " 'slowly',\n",
       " 'nurses',\n",
       " 'dojo',\n",
       " 'grasp',\n",
       " 'gaurdian',\n",
       " 'goldenrod',\n",
       " 'nascar',\n",
       " 'rd',\n",
       " 'stopping',\n",
       " 'bark',\n",
       " 'brwon',\n",
       " 'cleared',\n",
       " 'audience',\n",
       " 'racket',\n",
       " 'then',\n",
       " 'bulldozer',\n",
       " 'skatepark',\n",
       " 'rays',\n",
       " 'identification',\n",
       " 'sunlight',\n",
       " 'signer',\n",
       " 'lifevest',\n",
       " 'bigg',\n",
       " 'fringe',\n",
       " 'foul',\n",
       " 'runner',\n",
       " 'fig',\n",
       " 'gate',\n",
       " 'advertising',\n",
       " 'electricity',\n",
       " 'capris',\n",
       " 'suckles',\n",
       " 'countryside',\n",
       " 'owl',\n",
       " 'fantastic',\n",
       " 'demonstrates',\n",
       " 'deserted',\n",
       " 'amoung',\n",
       " 'hitting',\n",
       " 'civillians',\n",
       " 'farris',\n",
       " 'trace',\n",
       " 'jumpinjg',\n",
       " 'bowled',\n",
       " 'confronted',\n",
       " 'stare',\n",
       " 'guitar',\n",
       " 'youn',\n",
       " 'peterson',\n",
       " 'bicyclist',\n",
       " 'harpsichord',\n",
       " 'stains',\n",
       " 'cabana',\n",
       " 'jeeps',\n",
       " 'amnesty',\n",
       " 'sweater',\n",
       " 'decorate',\n",
       " 'night',\n",
       " 'pristine',\n",
       " 'wodden',\n",
       " 'hoofs',\n",
       " 'rodent',\n",
       " 'dogs',\n",
       " 'gravel',\n",
       " 'squated',\n",
       " 'crow',\n",
       " 'personnel',\n",
       " 'stage',\n",
       " 'ependent',\n",
       " 'protection',\n",
       " 'prow',\n",
       " 'grip',\n",
       " 'talent',\n",
       " 'swimsuites',\n",
       " 'development',\n",
       " 'collapsable',\n",
       " 'tier',\n",
       " 'indian',\n",
       " 'twins',\n",
       " 'flaming',\n",
       " 'showered',\n",
       " 'scraping',\n",
       " 'paintball',\n",
       " 'barn',\n",
       " 'pull',\n",
       " 'quick',\n",
       " 'footage',\n",
       " 'awning',\n",
       " 'pink',\n",
       " 'serveral',\n",
       " 'athletes',\n",
       " 'nude',\n",
       " 'jockey',\n",
       " 'practices',\n",
       " 'striding',\n",
       " 'snaps',\n",
       " 'club',\n",
       " 'glowers',\n",
       " 'accident',\n",
       " 'trotted',\n",
       " 'batsman',\n",
       " 'eluding',\n",
       " 'forth',\n",
       " 'cape',\n",
       " 'tug',\n",
       " 'settings',\n",
       " 'poll',\n",
       " 'ragged',\n",
       " 'odeon',\n",
       " 'siting',\n",
       " 'para',\n",
       " 'allowed',\n",
       " 'complimentary',\n",
       " 'resort',\n",
       " 'bulletproof',\n",
       " 'slumped',\n",
       " 'sunshade',\n",
       " 'busters',\n",
       " 'tough',\n",
       " 'squeezes',\n",
       " 'skyline',\n",
       " 'magazines',\n",
       " 'dge',\n",
       " 'propelled',\n",
       " 'continues',\n",
       " 'stacking',\n",
       " 'videotaping',\n",
       " 'swirls',\n",
       " 'soldier',\n",
       " 'samples',\n",
       " 'emerging',\n",
       " 'treeless',\n",
       " 'twist',\n",
       " 'attend',\n",
       " 'gull',\n",
       " 'sillhouetted',\n",
       " 'debri',\n",
       " 'entertaining',\n",
       " 'seven',\n",
       " 'traditional',\n",
       " 'bannister',\n",
       " 'grabs',\n",
       " 'waterskiis',\n",
       " 'braids',\n",
       " 'metal',\n",
       " 'lays',\n",
       " 'crash',\n",
       " 'the',\n",
       " 'held',\n",
       " 'beverages',\n",
       " 'grasping',\n",
       " 'praying',\n",
       " 'converging',\n",
       " 'barks',\n",
       " 'operate',\n",
       " 'shotput',\n",
       " 'colored',\n",
       " 'average',\n",
       " 'hard',\n",
       " 'velvet',\n",
       " 'sponge',\n",
       " 'storefront',\n",
       " 'elbows',\n",
       " 'assorted',\n",
       " 'lawnmower',\n",
       " 'snowing',\n",
       " 'saddled',\n",
       " 'snub',\n",
       " 'pianist',\n",
       " 'hike',\n",
       " 'magazine',\n",
       " 'brings',\n",
       " 'freesbies',\n",
       " 'tabby',\n",
       " 'intercept',\n",
       " 'panda',\n",
       " 'snowpacked',\n",
       " 'outstretched',\n",
       " 'contents',\n",
       " 'acrobatic',\n",
       " 'wounds',\n",
       " 'stretchy',\n",
       " 'magizine',\n",
       " 'narby',\n",
       " 'motorbiker',\n",
       " 'trips',\n",
       " 'tunnel',\n",
       " 'jumphouse',\n",
       " 'stream',\n",
       " 'fancy',\n",
       " 'effects',\n",
       " 'sponsor',\n",
       " 'pressing',\n",
       " 'old',\n",
       " 'watery',\n",
       " 'scrimmage',\n",
       " 'tricycles',\n",
       " 'lot',\n",
       " 'moniter',\n",
       " 'called',\n",
       " 'keep',\n",
       " 'election',\n",
       " 'flute',\n",
       " 'via',\n",
       " 'farm',\n",
       " 'pinata',\n",
       " 'dachshund',\n",
       " 'entangles',\n",
       " 'telephot',\n",
       " 'bunny',\n",
       " 'marlins',\n",
       " 'gloves',\n",
       " 'sportswear',\n",
       " 'males',\n",
       " 'serious',\n",
       " 'chipmunk',\n",
       " 'cats',\n",
       " 'embrace',\n",
       " 'pawed',\n",
       " 'showgirl',\n",
       " 'waist',\n",
       " 'encripted',\n",
       " 'containing',\n",
       " 'stockings',\n",
       " 'pet',\n",
       " 'instructs',\n",
       " 'cliffs',\n",
       " 'bleak',\n",
       " 'fadora',\n",
       " 'playful',\n",
       " 'money',\n",
       " 'sprawls',\n",
       " 'troll',\n",
       " 'conoe',\n",
       " 'size',\n",
       " 'photographs',\n",
       " 'driver',\n",
       " 'ambulance',\n",
       " 'piled',\n",
       " 'present',\n",
       " 'bronze',\n",
       " 'teeter',\n",
       " 'brown',\n",
       " 'popping',\n",
       " 'monitoring',\n",
       " 'tee',\n",
       " 'wide',\n",
       " 'slopes',\n",
       " 'astro',\n",
       " 'labs',\n",
       " 'husk',\n",
       " 'backdrop',\n",
       " 'path',\n",
       " 'doe',\n",
       " 'doorbell',\n",
       " 'dominance',\n",
       " 'flames',\n",
       " 'saffron',\n",
       " 'tethered',\n",
       " 'displayed',\n",
       " 'middleaged',\n",
       " 'purchasing',\n",
       " 'homebase',\n",
       " 'climb',\n",
       " 'hippie',\n",
       " 'payfully',\n",
       " 'peoples',\n",
       " 'swarming',\n",
       " 'prepairing',\n",
       " 'protects',\n",
       " 'viewer',\n",
       " 'clown',\n",
       " 'surfs',\n",
       " 'bumble',\n",
       " 'handing',\n",
       " 'starring',\n",
       " 'bodyboard',\n",
       " 'proof',\n",
       " 'pitbulls',\n",
       " 'lavish',\n",
       " 'creepy',\n",
       " 'cot',\n",
       " 'midway',\n",
       " 'comic',\n",
       " 'no',\n",
       " 'change',\n",
       " 'facefirst',\n",
       " 'drawings',\n",
       " 'suggestive',\n",
       " 'sightseeing',\n",
       " 'customers',\n",
       " 'leashed',\n",
       " 'non',\n",
       " 'streetpole',\n",
       " 'herds',\n",
       " 'airtime',\n",
       " 'lots',\n",
       " 'chess',\n",
       " 'treck',\n",
       " 'stretched',\n",
       " 'fear',\n",
       " 'items',\n",
       " 'kayak',\n",
       " 'wheel',\n",
       " 'reaching',\n",
       " 'pumpkins',\n",
       " 'policewoman',\n",
       " 'troupe',\n",
       " 'kennel',\n",
       " 'paragliding',\n",
       " 'pack',\n",
       " 'chandelier',\n",
       " 'tanned',\n",
       " 'snuggles',\n",
       " 'streetlamp',\n",
       " 'grove',\n",
       " 'clibing',\n",
       " 'paddling',\n",
       " 'kill',\n",
       " 'cob',\n",
       " 'life',\n",
       " 'wind',\n",
       " 'spangles',\n",
       " 'reptiles',\n",
       " 'crab',\n",
       " 'led',\n",
       " 'juggling',\n",
       " 'thatched',\n",
       " 'tilted',\n",
       " 'upright',\n",
       " 'sprinkles',\n",
       " 'whoa',\n",
       " 'popcycles',\n",
       " 'head',\n",
       " 'soaked',\n",
       " 'cargo',\n",
       " 'halter',\n",
       " 'moutain',\n",
       " 'pagent',\n",
       " 'headress',\n",
       " 'under',\n",
       " 'film',\n",
       " 'mustard',\n",
       " 'aligator',\n",
       " 'checked',\n",
       " 'icicle',\n",
       " 'exotic',\n",
       " 'noses',\n",
       " 'root',\n",
       " 'company',\n",
       " 'person',\n",
       " 'shave',\n",
       " 'scope',\n",
       " 'stuff',\n",
       " 'reception',\n",
       " 'backpackers',\n",
       " 'wrapping',\n",
       " 'visor',\n",
       " 'collapsing',\n",
       " 'fort',\n",
       " 'antennae',\n",
       " 'icicles',\n",
       " 'bowl',\n",
       " 'bad',\n",
       " 'labeled',\n",
       " 'political',\n",
       " 'pours',\n",
       " 'orders',\n",
       " 'schoolchildren',\n",
       " 'rapels',\n",
       " 'early',\n",
       " 'fist',\n",
       " 'strollers',\n",
       " 'secured',\n",
       " 'port',\n",
       " 'rust',\n",
       " 'shimp',\n",
       " 'pasta',\n",
       " 'rollerskate',\n",
       " 'twenty',\n",
       " 'ignoring',\n",
       " 'flyaway',\n",
       " 'play',\n",
       " 'sailing',\n",
       " 'swam',\n",
       " 'throughwindow',\n",
       " 'wood',\n",
       " 'excersizing',\n",
       " 'attach',\n",
       " 'strap',\n",
       " 'backlit',\n",
       " 'questioningly',\n",
       " 'veil',\n",
       " 'unzipping',\n",
       " 'symbol',\n",
       " 'retangular',\n",
       " 'serve',\n",
       " 'posign',\n",
       " 'snowboarder',\n",
       " 'consumed',\n",
       " 'period',\n",
       " 'counters',\n",
       " 'batting',\n",
       " 'apple',\n",
       " 'perfoms',\n",
       " 'chains',\n",
       " 'toilets',\n",
       " 'peer',\n",
       " 'carnival',\n",
       " 'photo',\n",
       " 'barack',\n",
       " 'grinning',\n",
       " 'dinner',\n",
       " 'looling',\n",
       " 'downsteps',\n",
       " 'voice',\n",
       " 'alcove',\n",
       " 'elf',\n",
       " 'shining',\n",
       " 'muffs',\n",
       " 'candy',\n",
       " 'planked',\n",
       " 'columned',\n",
       " 'ribbon',\n",
       " 'entering',\n",
       " 'grassy',\n",
       " 'closing',\n",
       " 'mardi',\n",
       " 'elderly',\n",
       " 'urban',\n",
       " 'peach',\n",
       " 'arranged',\n",
       " 'umpire',\n",
       " 'buff',\n",
       " 'weave',\n",
       " 'ledge',\n",
       " 'kind',\n",
       " 'hypocrites',\n",
       " 'posters',\n",
       " 'percussionists',\n",
       " 'bash',\n",
       " 'flop',\n",
       " 'possession',\n",
       " 'toddler',\n",
       " 'fresh',\n",
       " 'cruising',\n",
       " 'law',\n",
       " 'thie',\n",
       " 'hers',\n",
       " 'serves',\n",
       " 'eccentric',\n",
       " 'pop',\n",
       " 'tumbling',\n",
       " 'amounts',\n",
       " 'scooter',\n",
       " 'snout',\n",
       " 'prop',\n",
       " 'retriever',\n",
       " 'crown',\n",
       " 'whips',\n",
       " 'backround',\n",
       " 'prairie',\n",
       " 'pretend',\n",
       " 'gown',\n",
       " 'shivers',\n",
       " 'pretty',\n",
       " 'happen',\n",
       " 'universal',\n",
       " 'kept',\n",
       " 'closely',\n",
       " 'hortons',\n",
       " 'celebrates',\n",
       " 'platform',\n",
       " 'raging',\n",
       " 'bowler',\n",
       " 'arizona',\n",
       " 'anciet',\n",
       " 'hoist',\n",
       " 'frisbeen',\n",
       " 'levels',\n",
       " 'fenced',\n",
       " 'blossom',\n",
       " 'mug',\n",
       " 'frightened',\n",
       " 'steer',\n",
       " 'metallic',\n",
       " 'homemade',\n",
       " 'recieve',\n",
       " 'aquarium',\n",
       " 'follow',\n",
       " 'chewing',\n",
       " 'accelerates',\n",
       " 'bubbling',\n",
       " 'everywhere',\n",
       " 'litter',\n",
       " 'perfect',\n",
       " 'theme',\n",
       " 'cubby',\n",
       " 'piercing',\n",
       " 'skating',\n",
       " 'tires',\n",
       " 'basketball',\n",
       " 'workshop',\n",
       " 'designs',\n",
       " 'heavy',\n",
       " 'furocious',\n",
       " 'climbed',\n",
       " 'adventures',\n",
       " 'passageway',\n",
       " 'snorkel',\n",
       " 'tumbleweed',\n",
       " 'belays',\n",
       " 'bicycles',\n",
       " 'shine',\n",
       " 'offf',\n",
       " 'tiretracks',\n",
       " 'sheltie',\n",
       " 'shorts',\n",
       " 'tattooed',\n",
       " 'hotel',\n",
       " 'shephard',\n",
       " 'ont',\n",
       " 'tropical',\n",
       " 'draws',\n",
       " 'cigars',\n",
       " 'directed',\n",
       " 'cellos',\n",
       " 'formation',\n",
       " 'sacks',\n",
       " 'opens',\n",
       " 'electronic',\n",
       " 'eyed',\n",
       " 'already',\n",
       " 'pinned',\n",
       " 'bottle',\n",
       " 'retreived',\n",
       " 'solicits',\n",
       " 'baskets',\n",
       " 'scarred',\n",
       " 'strides',\n",
       " 'drinks',\n",
       " 'backward',\n",
       " 'touches',\n",
       " 'hp',\n",
       " 'passifier',\n",
       " 'leafs',\n",
       " 'athletics',\n",
       " 'emty',\n",
       " 'sandcastles',\n",
       " 'broad',\n",
       " 'uno',\n",
       " 'pouring',\n",
       " 'packaged',\n",
       " 'cosplay',\n",
       " 'something',\n",
       " 'cigerette',\n",
       " 'tight',\n",
       " 'snowboards',\n",
       " 'aggresively',\n",
       " 'anticipation',\n",
       " 'others',\n",
       " 'sleds',\n",
       " 'explorer',\n",
       " 'waded',\n",
       " 'victory',\n",
       " 'preparing',\n",
       " 'bison',\n",
       " 'viz',\n",
       " 'tobaggan',\n",
       " 'standing',\n",
       " 'hurdle',\n",
       " 'tote',\n",
       " 'soar',\n",
       " 'developing',\n",
       " 'cannonball',\n",
       " 'catc',\n",
       " 'wrinkled',\n",
       " 'bottles',\n",
       " 'ghandi',\n",
       " 'neat',\n",
       " 'someones',\n",
       " 'misty',\n",
       " 'nowhere',\n",
       " 'insect',\n",
       " 'manicured',\n",
       " 'sweatpants',\n",
       " 'bearers',\n",
       " 'plate',\n",
       " 'foldable',\n",
       " 'contest',\n",
       " 'fleeing',\n",
       " 'racers',\n",
       " 'letters',\n",
       " 'entertains',\n",
       " 'teeshirt',\n",
       " 'shoulderbag',\n",
       " 'net',\n",
       " 'creams',\n",
       " 'classes',\n",
       " 'trimmed',\n",
       " 'receiver',\n",
       " 'home',\n",
       " 'photographing',\n",
       " 'extravagant',\n",
       " 'snowball',\n",
       " 'trotting',\n",
       " 'pomeranian',\n",
       " 'heeled',\n",
       " 'easter',\n",
       " 'lizards',\n",
       " 'shell',\n",
       " 'flags',\n",
       " 'playmat',\n",
       " 'halfpipe',\n",
       " 'court',\n",
       " 'puddle',\n",
       " 'setting',\n",
       " 'gambling',\n",
       " 'fiesty',\n",
       " 'cloth',\n",
       " 'stabs',\n",
       " 'drenched',\n",
       " 'smelled',\n",
       " 'sniff',\n",
       " 'award',\n",
       " 'process',\n",
       " 'reads',\n",
       " 'divind',\n",
       " 'guitars',\n",
       " 'battons',\n",
       " 'torn',\n",
       " 'pigeons',\n",
       " 'dragging',\n",
       " 'jumper',\n",
       " 'document',\n",
       " 'do',\n",
       " 'involves',\n",
       " 'autumnal',\n",
       " 'bay',\n",
       " 'below',\n",
       " 'drooling',\n",
       " 'sunrise',\n",
       " 'tugging',\n",
       " 'towed',\n",
       " 'stays',\n",
       " 'moonwalk',\n",
       " 'scramble',\n",
       " 'firemen',\n",
       " 'grate',\n",
       " 'pressure',\n",
       " 'facepaint',\n",
       " 'hoodie',\n",
       " 'impeach',\n",
       " 'lifted',\n",
       " 'paced',\n",
       " 'eight',\n",
       " 'sheep',\n",
       " 'wakeboard',\n",
       " 'dappled',\n",
       " 'bikinis',\n",
       " 'cavern',\n",
       " 'pencil',\n",
       " 'crossbones',\n",
       " 'wades',\n",
       " 'peak',\n",
       " 'cane',\n",
       " 'suds',\n",
       " 'overwhelmed',\n",
       " 'unpainted',\n",
       " 'practising',\n",
       " 'basketballs',\n",
       " 'interior',\n",
       " 'dachshunds',\n",
       " 'netting',\n",
       " 'alls',\n",
       " 'mill',\n",
       " 'menus',\n",
       " 'snowmobiles',\n",
       " 'surounded',\n",
       " 'capes',\n",
       " 'involving',\n",
       " 'festival',\n",
       " 'faint',\n",
       " 'fences',\n",
       " 'lamb',\n",
       " 'organization',\n",
       " 'clever',\n",
       " 'lacross',\n",
       " 'custom',\n",
       " 'snack',\n",
       " 'outlined',\n",
       " 'folded',\n",
       " 'outcroping',\n",
       " 'gust',\n",
       " 'spelling',\n",
       " 'strawberries',\n",
       " 'lavender',\n",
       " 'well',\n",
       " 'overcast',\n",
       " 'zebra',\n",
       " 'environment',\n",
       " 'abandon',\n",
       " 'shelton',\n",
       " 'window',\n",
       " 'birdcage',\n",
       " 'long',\n",
       " 'lagging',\n",
       " 'dueling',\n",
       " 'underneat',\n",
       " 'grin',\n",
       " 'parachutes',\n",
       " 'modeling',\n",
       " 'rungs',\n",
       " 'signal',\n",
       " 'vuitton',\n",
       " 'hosed',\n",
       " 'bitten',\n",
       " 'adjust',\n",
       " 'draping',\n",
       " 'bungee',\n",
       " 'compound',\n",
       " 'badly',\n",
       " 'frisbee',\n",
       " 'contact',\n",
       " 'view',\n",
       " 'toilet',\n",
       " 'standard',\n",
       " 'far',\n",
       " 'brawl',\n",
       " 'furiously',\n",
       " 'cafeteria',\n",
       " 'pinestraw',\n",
       " 'sponsorship',\n",
       " 'cries',\n",
       " 'punting',\n",
       " 'zaftig',\n",
       " 'shadowed',\n",
       " 'daft',\n",
       " 'recoils',\n",
       " 'cruiser',\n",
       " 'programs',\n",
       " 'soaking',\n",
       " 'rafting',\n",
       " 'wiped',\n",
       " 'thirty',\n",
       " 'sport',\n",
       " 'undershirt',\n",
       " 'modern',\n",
       " 'wisks',\n",
       " 'buddist',\n",
       " 'origin',\n",
       " 'strolling',\n",
       " 'breath',\n",
       " 'applying',\n",
       " 'bottom',\n",
       " 'them',\n",
       " 'bikins',\n",
       " 'pong',\n",
       " 'shoppers',\n",
       " 'scrap',\n",
       " 'height',\n",
       " 'avrovulcan',\n",
       " 'local',\n",
       " 'skateboarders',\n",
       " 'dumped',\n",
       " 'elementary',\n",
       " 'accents',\n",
       " 'demonstrating',\n",
       " 'weimeraners',\n",
       " 'laps',\n",
       " 'australian',\n",
       " 'mountaineers',\n",
       " 'english',\n",
       " 'headresses',\n",
       " 'asphalt',\n",
       " 'south',\n",
       " 'chews',\n",
       " 'bones',\n",
       " 'heap',\n",
       " 'shade',\n",
       " 'louis',\n",
       " 'crosses',\n",
       " 'door',\n",
       " 'halloween',\n",
       " 'cap',\n",
       " 'spotters',\n",
       " 'several',\n",
       " 'auditorium',\n",
       " 'rising',\n",
       " 'vacant',\n",
       " 'perforced',\n",
       " 'mountaintops',\n",
       " 'streetlights',\n",
       " 'afghan',\n",
       " 'ivars',\n",
       " 'position',\n",
       " 'sit',\n",
       " 'leapfrog',\n",
       " 'poncho',\n",
       " 'squints',\n",
       " 'windsurfs',\n",
       " 'feed',\n",
       " 'mountainous',\n",
       " 'collage',\n",
       " 'skimpy',\n",
       " 'ladles',\n",
       " 'gentlemen',\n",
       " 'roosters',\n",
       " 'pot',\n",
       " 'steel',\n",
       " 'peaking',\n",
       " 'stumps',\n",
       " 'judea',\n",
       " 'heading',\n",
       " 'recreational',\n",
       " 'crazily',\n",
       " 'print',\n",
       " 'romps',\n",
       " 'taken',\n",
       " 'horizontal',\n",
       " 'fries',\n",
       " 'goldfish',\n",
       " 'floatation',\n",
       " 'lesh',\n",
       " 'jaws',\n",
       " 'content',\n",
       " 'sick',\n",
       " 'judo',\n",
       " 'controller',\n",
       " 'customer',\n",
       " 'traverses',\n",
       " 'steep',\n",
       " 'prey',\n",
       " 'dogsled',\n",
       " 'shallow',\n",
       " 'balancing',\n",
       " 'greets',\n",
       " 'youg',\n",
       " 'earphones',\n",
       " 'about',\n",
       " 'barbwire',\n",
       " 'once',\n",
       " 'clothesline',\n",
       " 'through',\n",
       " 'cannons',\n",
       " 'diry',\n",
       " 'brother',\n",
       " 'sleeves',\n",
       " 'treetops',\n",
       " 'dacshund',\n",
       " 'midst',\n",
       " 'gorup',\n",
       " 'potao',\n",
       " 'maps',\n",
       " 'marshy',\n",
       " 'snowshovel',\n",
       " 'spiritual',\n",
       " 'kicks',\n",
       " 'crochet',\n",
       " 'antenna',\n",
       " 'streght',\n",
       " 'headscarf',\n",
       " 'watch',\n",
       " 'narrow',\n",
       " 'behing',\n",
       " 'boa',\n",
       " 'fielder',\n",
       " 'labradoodle',\n",
       " 'flaggers',\n",
       " 'll',\n",
       " 'messily',\n",
       " 'ravine',\n",
       " 'rounding',\n",
       " 'pans',\n",
       " 'pebbly',\n",
       " 'necked',\n",
       " 'whiffle',\n",
       " 'scent',\n",
       " 'pinball',\n",
       " 'collies',\n",
       " 'wilderness',\n",
       " 'sides',\n",
       " 'flats',\n",
       " 'cloak',\n",
       " 'fuzzy',\n",
       " 'cathcer',\n",
       " 'tulips',\n",
       " 'terminal',\n",
       " 'roping',\n",
       " 'steps',\n",
       " 'score',\n",
       " 'crazy',\n",
       " 'nerf',\n",
       " 'fetched',\n",
       " 'shady',\n",
       " 'route',\n",
       " 'seaweed',\n",
       " 'row',\n",
       " 'slalom',\n",
       " 'flip',\n",
       " 'lei',\n",
       " 'way',\n",
       " 'hoodies',\n",
       " 'buried',\n",
       " 'basett',\n",
       " 'lime',\n",
       " 'prints',\n",
       " 'arrives',\n",
       " 'spouse',\n",
       " 'exhibit',\n",
       " 'lawnchair',\n",
       " 'coliding',\n",
       " 'coconut',\n",
       " 'gra',\n",
       " 'wigs',\n",
       " 'signed',\n",
       " 'muscle',\n",
       " ...}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8424\n"
     ]
    }
   ],
   "source": [
    "print(len(vocab))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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   "name": "python3"
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