Natural Language Processing - NLTK.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Install and Import NLTK library"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### One time Installation\n",
    "\n",
    "pip install nltk \n",
    "\n",
    "nltk.download('gutenberg')\n",
    "\n",
    "nltk.download('genesis')\n",
    "\n",
    "nltk.download('inaugural')\n",
    "\n",
    "nltk.download('nps_chat')\n",
    "\n",
    "nltk.download('webtext')\n",
    "\n",
    "nltk.download('treebank')\n",
    "\n",
    "nltk.download('punkt')\n",
    "\n",
    "nltk.download('stopwords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*** Introductory Examples for the NLTK Book ***\n",
      "Loading text1, ..., text9 and sent1, ..., sent9\n",
      "Type the name of the text or sentence to view it.\n",
      "Type: 'texts()' or 'sents()' to list the materials.\n",
      "text1: Moby Dick by Herman Melville 1851\n",
      "text2: Sense and Sensibility by Jane Austen 1811\n",
      "text3: The Book of Genesis\n",
      "text4: Inaugural Address Corpus\n",
      "text5: Chat Corpus\n",
      "text6: Monty Python and the Holy Grail\n",
      "text7: Wall Street Journal\n",
      "text8: Personals Corpus\n",
      "text9: The Man Who Was Thursday by G . K . Chesterton 1908\n"
     ]
    }
   ],
   "source": [
    "import nltk\n",
    "from nltk.book import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Searching Text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Text: Moby Dick by Herman Melville 1851>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Enter texts names in Python prompt to find out about these texts\n",
    "text1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Displaying 2 of 2 matches:\n",
      "ed on the starboard bow , and with delighted nostrils the fresh cinnamon was sn\n",
      "reupon , when some expressed their delighted surprise , he , in substance , sai\n"
     ]
    }
   ],
   "source": [
    "# Concordance view shows us every occurrence of a given word, together with some context.\n",
    "text1.concordance(\"delighted\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "warm\n"
     ]
    }
   ],
   "source": [
    "# To get other words that appear in a similar range of contexts\n",
    "text1.similar(\"delighted\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "am_glad a_pretty a_lucky is_pretty be_glad\n"
     ]
    }
   ],
   "source": [
    "# common_contexts allows us to examine just the contexts that are shared by two or more words, such as monstrous and very.\n",
    "text2.common_contexts([\"monstrous\", \"very\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can  determine the location of a word in the text: how many words from the beginning it appears. \n",
    "# Dispersion plot is used to display such positional information \n",
    "text4.dispersion_plot([\"citizens\", \"democracy\", \"freedom\", \"duties\", \"America\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building ngram index...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "laid by her , and said unto Cain , Where art thou , and said , Go to ,\n",
      "I will not do it for ten ' s sons ; we dreamed each man according to\n",
      "their generatio the firstborn said unto Laban , Because I said , Nay ,\n",
      "but Sarah shall her name be . , duke Elah , duke Shobal , and Akan .\n",
      "and looked upon my affliction . Bashemath Ishmael ' s blood , but Isra\n",
      "for as a prince hast thou found of all the cattle in the valley , and\n",
      "the wo The\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\"laid by her , and said unto Cain , Where art thou , and said , Go to ,\\nI will not do it for ten ' s sons ; we dreamed each man according to\\ntheir generatio the firstborn said unto Laban , Because I said , Nay ,\\nbut Sarah shall her name be . , duke Elah , duke Shobal , and Akan .\\nand looked upon my affliction . Bashemath Ishmael ' s blood , but Isra\\nfor as a prince hast thou found of all the cattle in the valley , and\\nthe wo The\""
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  generating some random text in the various styles\n",
    "text3.generate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['!',\n",
       " '!\"',\n",
       " '!\"--',\n",
       " \"!'\",\n",
       " '!\\'\"',\n",
       " '!)',\n",
       " '!)\"',\n",
       " '!*',\n",
       " '!--',\n",
       " '!--\"',\n",
       " \"!--'\",\n",
       " '\"',\n",
       " '\"\\'',\n",
       " '\"--',\n",
       " '\"...',\n",
       " '\";',\n",
       " '$',\n",
       " '&',\n",
       " \"'\",\n",
       " \"',\",\n",
       " \"',--\",\n",
       " \"'-\",\n",
       " \"'--\",\n",
       " \"';\",\n",
       " '(',\n",
       " ')',\n",
       " '),',\n",
       " ')--',\n",
       " ').',\n",
       " ').--',\n",
       " '):',\n",
       " ');',\n",
       " ');--',\n",
       " '*',\n",
       " ',',\n",
       " ',\"',\n",
       " ',\"--',\n",
       " \",'\",\n",
       " \",'--\",\n",
       " ',)',\n",
       " ',*',\n",
       " ',--',\n",
       " ',--\"',\n",
       " \",--'\",\n",
       " '-',\n",
       " '--',\n",
       " '--\"',\n",
       " \"--'\",\n",
       " '--\\'\"',\n",
       " '--(',\n",
       " '---\"',\n",
       " '---,',\n",
       " '.',\n",
       " '.\"',\n",
       " '.\"*',\n",
       " '.\"--',\n",
       " \".'\",\n",
       " '.\\'\"',\n",
       " '.)',\n",
       " '.*',\n",
       " '.*--',\n",
       " '.,',\n",
       " '.--',\n",
       " '.--\"',\n",
       " '...',\n",
       " '....',\n",
       " '.]',\n",
       " '000',\n",
       " '1',\n",
       " '10',\n",
       " '100',\n",
       " '101',\n",
       " '102',\n",
       " '103',\n",
       " '104',\n",
       " '105',\n",
       " '106',\n",
       " '107',\n",
       " '108',\n",
       " '109',\n",
       " '11',\n",
       " '110',\n",
       " '111',\n",
       " '112',\n",
       " '113',\n",
       " '114',\n",
       " '115',\n",
       " '116',\n",
       " '117',\n",
       " '118',\n",
       " '119',\n",
       " '12',\n",
       " '120',\n",
       " '121',\n",
       " '122',\n",
       " '123',\n",
       " '124',\n",
       " '125',\n",
       " '126',\n",
       " '127',\n",
       " '128',\n",
       " '129',\n",
       " '13',\n",
       " '130',\n",
       " '131',\n",
       " '132',\n",
       " '133',\n",
       " '134',\n",
       " '135',\n",
       " '14',\n",
       " '144',\n",
       " '1492',\n",
       " '15',\n",
       " '150',\n",
       " '15th',\n",
       " '16',\n",
       " '1652',\n",
       " '1668',\n",
       " '1671',\n",
       " '1690',\n",
       " '1695',\n",
       " '16th',\n",
       " '17',\n",
       " '1726',\n",
       " '1729',\n",
       " '1750',\n",
       " '1772',\n",
       " '1775',\n",
       " '1776',\n",
       " '1778',\n",
       " '1779',\n",
       " '1788',\n",
       " '1791',\n",
       " '1793',\n",
       " '18',\n",
       " '180',\n",
       " '1807',\n",
       " '1819',\n",
       " '1820',\n",
       " '1821',\n",
       " '1825',\n",
       " '1828',\n",
       " '1833',\n",
       " '1836',\n",
       " '1839',\n",
       " '1840',\n",
       " '1842',\n",
       " '1846',\n",
       " '1850',\n",
       " '1851',\n",
       " '19',\n",
       " '1ST',\n",
       " '1st',\n",
       " '2',\n",
       " '20',\n",
       " '2000',\n",
       " '200th',\n",
       " '21',\n",
       " '21st',\n",
       " '22',\n",
       " '23',\n",
       " '24',\n",
       " '25',\n",
       " '26',\n",
       " '27',\n",
       " '275th',\n",
       " '28',\n",
       " '29',\n",
       " '2ND',\n",
       " '3',\n",
       " '30',\n",
       " '31',\n",
       " '31st',\n",
       " '32',\n",
       " '33',\n",
       " '34',\n",
       " '35',\n",
       " '36',\n",
       " '37',\n",
       " '38',\n",
       " '39',\n",
       " '3D',\n",
       " '3d',\n",
       " '4',\n",
       " '40',\n",
       " '400',\n",
       " '41',\n",
       " '42',\n",
       " '43',\n",
       " '44',\n",
       " '440',\n",
       " '45',\n",
       " '46',\n",
       " '47',\n",
       " '48',\n",
       " '49',\n",
       " '4TH',\n",
       " '5',\n",
       " '50',\n",
       " '500',\n",
       " '51',\n",
       " '52',\n",
       " '53',\n",
       " '54',\n",
       " '55',\n",
       " '550',\n",
       " '56',\n",
       " '57',\n",
       " '58',\n",
       " '59',\n",
       " '5TH',\n",
       " '6',\n",
       " '60',\n",
       " '61',\n",
       " '62',\n",
       " '63',\n",
       " '64',\n",
       " '65',\n",
       " '66',\n",
       " '67',\n",
       " '68',\n",
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       " '71',\n",
       " '72',\n",
       " '73',\n",
       " '74',\n",
       " '75',\n",
       " '76',\n",
       " '77',\n",
       " '78',\n",
       " '79',\n",
       " '8',\n",
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       " '800',\n",
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       " '82',\n",
       " '83',\n",
       " '84',\n",
       " '85',\n",
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       " '88',\n",
       " '89',\n",
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       " '9',\n",
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       " '92',\n",
       " '93',\n",
       " '94',\n",
       " '95',\n",
       " '96',\n",
       " '97',\n",
       " '98',\n",
       " '99',\n",
       " ':',\n",
       " ':\"-',\n",
       " ':--',\n",
       " ':--\"',\n",
       " \":--'\",\n",
       " ';',\n",
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       " ';\"--',\n",
       " ';\"--(',\n",
       " \";'\",\n",
       " ';*',\n",
       " ';--',\n",
       " ';--\"',\n",
       " \";--'\",\n",
       " '?',\n",
       " '?\"',\n",
       " '?\"--',\n",
       " \"?'\",\n",
       " \"?'--'\",\n",
       " '?--',\n",
       " '?--\"',\n",
       " \"?--'\",\n",
       " 'A',\n",
       " 'ABOUT',\n",
       " 'ACCOUNT',\n",
       " 'ADDITIONAL',\n",
       " 'ADVANCING',\n",
       " 'ADVENTURES',\n",
       " 'AFFGHANISTAN',\n",
       " 'AFRICA',\n",
       " 'AFTER',\n",
       " 'AGAINST',\n",
       " 'AHAB',\n",
       " 'ALFRED',\n",
       " 'ALGERINE',\n",
       " 'ALIVE',\n",
       " 'ALL',\n",
       " 'ALONE',\n",
       " 'AM',\n",
       " 'AMERICA',\n",
       " 'AMONG',\n",
       " 'ANCHORS',\n",
       " 'AND',\n",
       " 'ANGLO',\n",
       " 'ANIMAL',\n",
       " 'ANNALS',\n",
       " 'ANNUS',\n",
       " 'ANOTHER',\n",
       " 'ANY',\n",
       " 'APOLOGY',\n",
       " 'APPLICATION',\n",
       " 'APPROACHING',\n",
       " 'ARCTIC',\n",
       " 'ARE',\n",
       " 'AROUND',\n",
       " 'AS',\n",
       " 'ASCENDING',\n",
       " 'ASIA',\n",
       " 'ASIDE',\n",
       " 'ASPECT',\n",
       " 'AT',\n",
       " 'ATTACK',\n",
       " 'ATTACKED',\n",
       " 'ATTITUDES',\n",
       " 'AUGUST',\n",
       " 'AUTHOR',\n",
       " 'AZORE',\n",
       " 'Abashed',\n",
       " 'Abednego',\n",
       " 'Abel',\n",
       " 'Abjectus',\n",
       " 'Aboard',\n",
       " 'Abominable',\n",
       " 'About',\n",
       " 'Above',\n",
       " 'Abraham',\n",
       " 'Academy',\n",
       " 'Accessory',\n",
       " 'According',\n",
       " 'Accordingly',\n",
       " 'Accursed',\n",
       " 'Achilles',\n",
       " 'Actium',\n",
       " 'Acushnet',\n",
       " 'Adam',\n",
       " 'Adieu',\n",
       " 'Adios',\n",
       " 'Admiral',\n",
       " 'Admirals',\n",
       " 'Advance',\n",
       " 'Advancement',\n",
       " 'Adventures',\n",
       " 'Adverse',\n",
       " 'Advocate',\n",
       " 'Affected',\n",
       " 'Affidavit',\n",
       " 'Affrighted',\n",
       " 'Afric',\n",
       " 'Africa',\n",
       " 'African',\n",
       " 'Africans',\n",
       " 'Aft',\n",
       " 'After',\n",
       " 'Afterwards',\n",
       " 'Again',\n",
       " 'Against',\n",
       " 'Agassiz',\n",
       " 'Ages',\n",
       " 'Ah',\n",
       " 'Ahab',\n",
       " 'Ahabs',\n",
       " 'Ahasuerus',\n",
       " 'Ahaz',\n",
       " 'Ahoy',\n",
       " 'Ain',\n",
       " 'Air',\n",
       " 'Akin',\n",
       " 'Alabama',\n",
       " 'Aladdin',\n",
       " 'Alarmed',\n",
       " 'Alas',\n",
       " 'Albatross',\n",
       " 'Albemarle',\n",
       " 'Albert',\n",
       " 'Albicore',\n",
       " 'Albino',\n",
       " 'Aldrovandi',\n",
       " 'Aldrovandus',\n",
       " 'Alexander',\n",
       " 'Alexanders',\n",
       " 'Alfred',\n",
       " 'Algerine',\n",
       " 'Algiers',\n",
       " 'Alike',\n",
       " 'Alive',\n",
       " 'All',\n",
       " 'Alleghanian',\n",
       " 'Alleghanies',\n",
       " 'Alley',\n",
       " 'Almanack',\n",
       " 'Almighty',\n",
       " 'Almost',\n",
       " 'Aloft',\n",
       " 'Alone',\n",
       " 'Alps',\n",
       " 'Already',\n",
       " 'Also',\n",
       " 'Am',\n",
       " 'Ambergriese',\n",
       " 'Ambergris',\n",
       " 'Amelia',\n",
       " 'America',\n",
       " 'American',\n",
       " 'Americans',\n",
       " 'Americas',\n",
       " 'Amittai',\n",
       " 'Among',\n",
       " 'Amsterdam',\n",
       " 'An',\n",
       " 'Anacharsis',\n",
       " 'Anak',\n",
       " 'Anatomist',\n",
       " 'And',\n",
       " 'Andes',\n",
       " 'Andrew',\n",
       " 'Andromeda',\n",
       " 'Angel',\n",
       " 'Angelo',\n",
       " 'Angels',\n",
       " 'Animated',\n",
       " 'Annawon',\n",
       " 'Anne',\n",
       " 'Anno',\n",
       " 'Anomalous',\n",
       " 'Another',\n",
       " 'Answer',\n",
       " 'Antarctic',\n",
       " 'Antilles',\n",
       " 'Antiochus',\n",
       " 'Antony',\n",
       " 'Antwerp',\n",
       " 'Anvil',\n",
       " 'Any',\n",
       " 'Anyhow',\n",
       " 'Anything',\n",
       " 'Anyway',\n",
       " 'Apollo',\n",
       " 'Apoplexy',\n",
       " 'Applied',\n",
       " 'Apply',\n",
       " 'April',\n",
       " 'Aquarius',\n",
       " 'Arch',\n",
       " 'Archbishop',\n",
       " 'Arched',\n",
       " 'Archer',\n",
       " 'Archipelagoes',\n",
       " 'Archy',\n",
       " 'Arctic',\n",
       " 'Are',\n",
       " 'Arethusa',\n",
       " 'Argo',\n",
       " 'Aries',\n",
       " 'Arion',\n",
       " 'Aristotle',\n",
       " 'Ark',\n",
       " 'Arkansas',\n",
       " 'Arkite',\n",
       " 'Arm',\n",
       " 'Armada',\n",
       " 'Arnold',\n",
       " 'Aroostook',\n",
       " 'Around',\n",
       " 'Arrayed',\n",
       " 'Arrived',\n",
       " 'Arsacidean',\n",
       " 'Arsacides',\n",
       " 'Art',\n",
       " 'Artedi',\n",
       " 'Arter',\n",
       " 'Articles',\n",
       " 'As',\n",
       " 'Asa',\n",
       " 'Ashantee',\n",
       " 'Ashore',\n",
       " 'Asia',\n",
       " 'Asiatic',\n",
       " 'Asiatics',\n",
       " 'Aside',\n",
       " 'Asphaltites',\n",
       " 'Assaulted',\n",
       " 'Assume',\n",
       " 'Assuming',\n",
       " 'Assuredly',\n",
       " 'Assyrian',\n",
       " 'Astern',\n",
       " 'Astir',\n",
       " 'Astronomy',\n",
       " 'At',\n",
       " 'Atlantic',\n",
       " 'Atlantics',\n",
       " 'Attached',\n",
       " 'Attend',\n",
       " 'August',\n",
       " 'Aunt',\n",
       " 'Australia',\n",
       " 'Australian',\n",
       " 'Austrian',\n",
       " 'Author',\n",
       " 'Authors',\n",
       " 'Auto',\n",
       " 'Availing',\n",
       " 'Avast',\n",
       " 'Avatar',\n",
       " 'Aware',\n",
       " 'Away',\n",
       " 'Awful',\n",
       " 'Ay',\n",
       " 'Aye',\n",
       " 'Azores',\n",
       " 'BACK',\n",
       " 'BACKED',\n",
       " 'BACON',\n",
       " 'BALEINE',\n",
       " 'BALLENA',\n",
       " 'BANKS',\n",
       " 'BARON',\n",
       " 'BATTLE',\n",
       " 'BE',\n",
       " 'BEALE',\n",
       " 'BEFORE',\n",
       " 'BEING',\n",
       " 'BELFAST',\n",
       " 'BELOW',\n",
       " 'BENCH',\n",
       " 'BENNETT',\n",
       " 'BERMUDAS',\n",
       " 'BETWEEN',\n",
       " 'BEWARE',\n",
       " 'BIOGRAPHY',\n",
       " 'BIT',\n",
       " 'BLACK',\n",
       " 'BLACKSMITH',\n",
       " 'BLACKSTONE',\n",
       " 'BLOOD',\n",
       " 'BLOODY',\n",
       " 'BLOWS',\n",
       " 'BOARD',\n",
       " 'BOAT',\n",
       " 'BOATS',\n",
       " 'BOOK',\n",
       " 'BOOKS',\n",
       " 'BOSOM',\n",
       " 'BOTTOM',\n",
       " 'BOUTON',\n",
       " 'BRACE',\n",
       " 'BRACTON',\n",
       " 'BREACH',\n",
       " 'BREAKERS',\n",
       " 'BREAKWATER',\n",
       " 'BRIT',\n",
       " 'BROKE',\n",
       " 'BROTHER',\n",
       " 'BROWN',\n",
       " 'BROWNE',\n",
       " 'BURKE',\n",
       " 'BURST',\n",
       " 'BUSILY',\n",
       " 'BY',\n",
       " 'Babel',\n",
       " 'Babylon',\n",
       " 'Babylonian',\n",
       " 'Bachelor',\n",
       " 'Back',\n",
       " 'Backs',\n",
       " 'Bad',\n",
       " 'Baden',\n",
       " 'Bag',\n",
       " 'Balaene',\n",
       " 'Baliene',\n",
       " 'Baling',\n",
       " 'Bally',\n",
       " 'Baltic',\n",
       " 'Baltimore',\n",
       " 'Bamboo',\n",
       " 'Bang',\n",
       " 'Banks',\n",
       " 'Barbary',\n",
       " 'Bare',\n",
       " 'Bargain',\n",
       " 'Baron',\n",
       " 'Barrens',\n",
       " 'Bartholomew',\n",
       " 'Base',\n",
       " 'Bashaw',\n",
       " 'Bashee',\n",
       " 'Basilosaurus',\n",
       " 'Bastille',\n",
       " 'Battering',\n",
       " 'Battery',\n",
       " 'Bay',\n",
       " 'Bays',\n",
       " 'Be',\n",
       " 'Beach',\n",
       " 'Beale',\n",
       " 'Beams',\n",
       " 'Bear',\n",
       " 'Bears',\n",
       " 'Beat',\n",
       " 'Because',\n",
       " 'Becket',\n",
       " 'Bedford',\n",
       " 'Beelzebub',\n",
       " 'Befooled',\n",
       " 'Before',\n",
       " 'Begone',\n",
       " 'Behold',\n",
       " 'Behring',\n",
       " 'Being',\n",
       " 'Belated',\n",
       " 'Belial',\n",
       " 'Believe',\n",
       " 'Belisarius',\n",
       " 'Bell',\n",
       " 'Bellies',\n",
       " 'Beloved',\n",
       " 'Below',\n",
       " 'Belshazzar',\n",
       " 'Belubed',\n",
       " 'Bench',\n",
       " 'Bendigoes',\n",
       " 'Beneath',\n",
       " 'Bengal',\n",
       " 'Benjamin',\n",
       " 'Bennett',\n",
       " 'Bentham',\n",
       " 'Berkshire',\n",
       " 'Berlin',\n",
       " 'Bernard',\n",
       " 'Besides',\n",
       " 'Bess',\n",
       " 'Best',\n",
       " 'Bestow',\n",
       " 'Bethink',\n",
       " 'Better',\n",
       " 'Betty',\n",
       " 'Between',\n",
       " 'Beware',\n",
       " 'Beyond',\n",
       " 'Bible',\n",
       " 'Bibles',\n",
       " 'Bibliographical',\n",
       " 'Bildad',\n",
       " 'Biographical',\n",
       " 'Birmah',\n",
       " 'Bishop',\n",
       " 'Bite',\n",
       " 'Black',\n",
       " 'Blacksmith',\n",
       " 'Blackstone',\n",
       " 'Blanc',\n",
       " 'Blanche',\n",
       " 'Blanco',\n",
       " 'Blang',\n",
       " 'Blanket',\n",
       " 'Blast',\n",
       " 'Bless',\n",
       " 'Blind',\n",
       " 'Blinding',\n",
       " 'Blocksburg',\n",
       " 'Blood',\n",
       " 'Bloody',\n",
       " 'Blue',\n",
       " 'Boat',\n",
       " 'Boats',\n",
       " 'Bobbing',\n",
       " 'Bolivia',\n",
       " 'Bombay',\n",
       " 'Bonapartes',\n",
       " 'Bone',\n",
       " 'Bones',\n",
       " 'Bonneterre',\n",
       " 'Booble',\n",
       " 'Book',\n",
       " 'Boomer',\n",
       " 'Boone',\n",
       " 'Bordeaux',\n",
       " 'Borean',\n",
       " 'Born',\n",
       " 'Borneo',\n",
       " 'Bosom',\n",
       " 'Boston',\n",
       " 'Both',\n",
       " 'Bottle',\n",
       " 'Bottom',\n",
       " 'Bourbons',\n",
       " 'Bout',\n",
       " 'Bouton',\n",
       " 'Bowditch',\n",
       " 'Bower',\n",
       " 'Boy',\n",
       " 'Boys',\n",
       " 'Brace',\n",
       " 'Brahma',\n",
       " 'Brahmins',\n",
       " 'Brandreth',\n",
       " 'Brazil',\n",
       " 'Breakfast',\n",
       " 'Bremen',\n",
       " 'Bress',\n",
       " 'Bridge',\n",
       " 'Brighggians',\n",
       " 'Bright',\n",
       " 'Bring',\n",
       " 'Brisson',\n",
       " 'Brit',\n",
       " 'Britain',\n",
       " 'British',\n",
       " 'Britons',\n",
       " 'Broad',\n",
       " 'Broadway',\n",
       " 'Broke',\n",
       " 'Brother',\n",
       " 'Browne',\n",
       " 'Brute',\n",
       " 'Buckets',\n",
       " 'Bud',\n",
       " 'Buffalo',\n",
       " 'Bulkington',\n",
       " 'Bull',\n",
       " 'Bulwarks',\n",
       " 'Bunger',\n",
       " 'Bungle',\n",
       " 'Bunyan',\n",
       " 'Buoy',\n",
       " 'Buoyed',\n",
       " 'Burke',\n",
       " 'Burkes',\n",
       " 'Burst',\n",
       " 'Burton',\n",
       " 'Burtons',\n",
       " 'Business',\n",
       " 'But',\n",
       " 'Butchers',\n",
       " 'Butler',\n",
       " 'By',\n",
       " 'Byward',\n",
       " 'C',\n",
       " 'CABIN',\n",
       " 'CABINET',\n",
       " 'CANNY',\n",
       " 'CAP',\n",
       " 'CAPTAIN',\n",
       " 'CAPTAINS',\n",
       " 'CAPTORS',\n",
       " 'CARPENTER',\n",
       " 'CATCHES',\n",
       " 'CAULKING',\n",
       " 'CEASE',\n",
       " 'CETI',\n",
       " 'CETUS',\n",
       " 'CHACE',\n",
       " 'CHAPTER',\n",
       " 'CHAPTERS',\n",
       " 'CHARLES',\n",
       " 'CHEERLY',\n",
       " 'CHEEVER',\n",
       " 'CHIEF',\n",
       " 'CHINA',\n",
       " 'CHOP',\n",
       " 'CHORUS',\n",
       " 'CHRONICLER',\n",
       " 'CIRCUMNAVIGATION',\n",
       " 'CLEAN',\n",
       " 'CLOSES',\n",
       " 'CLUSTERS',\n",
       " 'COFFIN',\n",
       " 'COILS',\n",
       " 'COLEMAN',\n",
       " 'COLL',\n",
       " 'COLNETT',\n",
       " 'COMES',\n",
       " 'COMMERCIAL',\n",
       " 'COMMODORE',\n",
       " 'COMSTOCK',\n",
       " 'CONTESTED',\n",
       " 'CONTINUES',\n",
       " 'CONVERSATIONS',\n",
       " 'COOK',\n",
       " 'COOPER',\n",
       " 'COWLEY',\n",
       " 'COWPER',\n",
       " 'CREWS',\n",
       " 'CROW',\n",
       " 'CRUISE',\n",
       " 'CRUISING',\n",
       " 'CRUIZE',\n",
       " 'CURRENTS',\n",
       " 'CUVIER',\n",
       " 'Cabaco',\n",
       " 'Cabin',\n",
       " 'Cachalot',\n",
       " 'Cadiz',\n",
       " 'Caesar',\n",
       " 'Caesarian',\n",
       " 'Cain',\n",
       " 'Calais',\n",
       " 'Californian',\n",
       " 'Call',\n",
       " 'Callao',\n",
       " 'Cambyses',\n",
       " 'Camel',\n",
       " 'Campagna',\n",
       " 'Can',\n",
       " 'Canaan',\n",
       " 'Canada',\n",
       " 'Canadian',\n",
       " 'Canal',\n",
       " 'Canaller',\n",
       " 'Canallers',\n",
       " 'Canals',\n",
       " 'Canaris',\n",
       " 'Cancer',\n",
       " 'Candles',\n",
       " 'Cannibal',\n",
       " 'Cannibals',\n",
       " 'Cannon',\n",
       " 'Canst',\n",
       " 'Cant',\n",
       " 'Canterbury',\n",
       " 'Cap',\n",
       " 'Cape',\n",
       " 'Capes',\n",
       " 'Capricornus',\n",
       " 'Captain',\n",
       " 'Captains',\n",
       " 'Capting',\n",
       " 'Caramba',\n",
       " 'Careful',\n",
       " 'Carefully',\n",
       " 'Carey',\n",
       " 'Carpenter',\n",
       " 'Carpet',\n",
       " 'Carrol',\n",
       " 'Carson',\n",
       " 'Carthage',\n",
       " 'Caryatid',\n",
       " 'Case',\n",
       " 'Cash',\n",
       " 'Cassock',\n",
       " 'Castaway',\n",
       " 'Castle',\n",
       " 'Categut',\n",
       " 'Cathedral',\n",
       " 'Catholic',\n",
       " 'Cato',\n",
       " 'Catskill',\n",
       " 'Cattegat',\n",
       " 'Caught',\n",
       " 'Cave',\n",
       " 'Caw',\n",
       " 'Cellini',\n",
       " 'Central',\n",
       " 'Certain',\n",
       " 'Certainly',\n",
       " 'Cervantes',\n",
       " 'Cetacea',\n",
       " 'Cetacean',\n",
       " 'Cetology',\n",
       " 'Cetus',\n",
       " 'Ceylon',\n",
       " 'Chace',\n",
       " 'Chaldee',\n",
       " 'Champagne',\n",
       " 'Champollion',\n",
       " 'Channel',\n",
       " 'Chapel',\n",
       " 'Charing',\n",
       " 'Charity',\n",
       " 'Charlemagne',\n",
       " 'Charley',\n",
       " 'Chart',\n",
       " 'Chartering',\n",
       " 'Chase',\n",
       " 'Cheever',\n",
       " 'Cherries',\n",
       " 'Chestnut',\n",
       " 'Chief',\n",
       " 'Childe',\n",
       " 'Chili',\n",
       " 'Chilian',\n",
       " 'China',\n",
       " 'Chinese',\n",
       " 'Cholo',\n",
       " 'Chowder',\n",
       " 'Christ',\n",
       " 'Christendom',\n",
       " 'Christian',\n",
       " 'Christianity',\n",
       " 'Christians',\n",
       " 'Christmas',\n",
       " 'Church',\n",
       " 'Cinque',\n",
       " 'Circassian',\n",
       " 'Circumambulate',\n",
       " 'Cistern',\n",
       " 'Civitas',\n",
       " 'Clam',\n",
       " 'Clap',\n",
       " 'Claus',\n",
       " 'Clay',\n",
       " 'Clear',\n",
       " 'Clearing',\n",
       " 'Cleopatra',\n",
       " 'Cleveland',\n",
       " 'Clifford',\n",
       " 'Clinging',\n",
       " 'Clootz',\n",
       " 'Close',\n",
       " 'Closing',\n",
       " 'Cloud',\n",
       " 'Cluny',\n",
       " 'Coast',\n",
       " 'Cock',\n",
       " 'Cockatoo',\n",
       " 'Cod',\n",
       " 'Cods',\n",
       " 'Coenties',\n",
       " 'Coffin',\n",
       " 'Coffins',\n",
       " 'Cognac',\n",
       " 'Coke',\n",
       " 'Cold',\n",
       " 'Coleman',\n",
       " 'Coleridge',\n",
       " 'College',\n",
       " 'Colnett',\n",
       " 'Cologne',\n",
       " 'Colonies',\n",
       " 'Colossus',\n",
       " 'Columbus',\n",
       " 'Come',\n",
       " 'Coming',\n",
       " 'Commanded',\n",
       " 'Commanders',\n",
       " 'Commend',\n",
       " 'Commodore',\n",
       " 'Commodores',\n",
       " 'Common',\n",
       " 'Commonly',\n",
       " 'Commons',\n",
       " 'Commonwealth',\n",
       " 'Companies',\n",
       " 'Comparing',\n",
       " 'Concerning',\n",
       " 'Congo',\n",
       " 'Congregation',\n",
       " 'Congregational',\n",
       " 'Conjuror',\n",
       " 'Connecticut',\n",
       " 'Consequently',\n",
       " 'Consider',\n",
       " 'Considering',\n",
       " 'Constable',\n",
       " 'Constantine',\n",
       " 'Constantinople',\n",
       " 'Consumptive',\n",
       " 'Continents',\n",
       " 'Contrasted',\n",
       " 'Conversation',\n",
       " 'Convulsively',\n",
       " 'Cook',\n",
       " 'Cooke',\n",
       " 'Cooks',\n",
       " 'Cooper',\n",
       " 'Coopman',\n",
       " 'Copenhagen',\n",
       " 'Coppered',\n",
       " 'Corinthians',\n",
       " 'Corkscrew',\n",
       " 'Corlaer',\n",
       " 'Corlears',\n",
       " 'Coronation',\n",
       " 'Corresponding',\n",
       " 'Corrupt',\n",
       " 'Cough',\n",
       " 'Could',\n",
       " 'Count',\n",
       " 'Counterpane',\n",
       " 'County',\n",
       " 'Court',\n",
       " 'Cousin',\n",
       " 'Cowper',\n",
       " 'Crab',\n",
       " 'Crack',\n",
       " 'Crammer',\n",
       " 'Crappo',\n",
       " 'Crappoes',\n",
       " 'Crazed',\n",
       " 'Creagh',\n",
       " 'Created',\n",
       " 'Cretan',\n",
       " 'Crete',\n",
       " ...]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(set(text1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[',\n",
       " 'MOBY',\n",
       " 'DICK',\n",
       " 'BY',\n",
       " 'HERMAN',\n",
       " 'MELVILLE',\n",
       " '1851',\n",
       " ']',\n",
       " 'ETYMOLOGY',\n",
       " '.',\n",
       " '(',\n",
       " 'SUPPLIED',\n",
       " 'BY',\n",
       " 'A',\n",
       " 'LATE',\n",
       " 'CONSUMPTIVE',\n",
       " 'USHER',\n",
       " 'TO',\n",
       " 'A',\n",
       " 'GRAMMAR',\n",
       " 'SCHOOL',\n",
       " ')',\n",
       " 'THE',\n",
       " 'PALE',\n",
       " 'USHER',\n",
       " '--',\n",
       " 'THREADBARE',\n",
       " 'IN',\n",
       " 'COAT',\n",
       " ',',\n",
       " 'HEART',\n",
       " ',',\n",
       " 'BODY',\n",
       " ',',\n",
       " 'AND',\n",
       " 'BRAIN',\n",
       " ';',\n",
       " 'I',\n",
       " 'SEE',\n",
       " 'HIM',\n",
       " 'NOW',\n",
       " '.',\n",
       " 'HE',\n",
       " 'WAS',\n",
       " 'EVER',\n",
       " 'DUSTING',\n",
       " 'HIS',\n",
       " 'OLD',\n",
       " 'LEXICONS',\n",
       " 'AND',\n",
       " 'GRAMMARS',\n",
       " ',',\n",
       " 'WITH',\n",
       " 'A',\n",
       " 'QUEER',\n",
       " 'HANDKERCHIEF',\n",
       " ',',\n",
       " 'MOCKINGLY',\n",
       " 'EMBELLISHED',\n",
       " 'WITH',\n",
       " 'ALL',\n",
       " 'THE',\n",
       " 'GAY',\n",
       " 'FLAGS',\n",
       " 'OF',\n",
       " 'ALL',\n",
       " 'THE',\n",
       " 'KNOWN',\n",
       " 'NATIONS',\n",
       " 'OF',\n",
       " 'THE',\n",
       " 'WORLD',\n",
       " '.',\n",
       " 'HE',\n",
       " 'LOVED',\n",
       " 'TO',\n",
       " 'DUST',\n",
       " 'HIS',\n",
       " 'OLD',\n",
       " 'GRAMMARS',\n",
       " ';',\n",
       " 'IT',\n",
       " 'SOMEHOW',\n",
       " 'MILDLY',\n",
       " 'REMINDED',\n",
       " 'HIM',\n",
       " 'OF',\n",
       " 'HIS',\n",
       " 'MORTALITY',\n",
       " '.',\n",
       " '\"',\n",
       " 'WHILE',\n",
       " 'YOU',\n",
       " 'TAKE',\n",
       " 'IN',\n",
       " 'HAND',\n",
       " 'TO',\n",
       " 'SCHOOL',\n",
       " 'OTHERS',\n",
       " ',',\n",
       " 'AND',\n",
       " 'TO',\n",
       " 'TEACH',\n",
       " 'THEM',\n",
       " 'BY',\n",
       " 'WHAT',\n",
       " 'NAME',\n",
       " 'A',\n",
       " 'WHALE',\n",
       " '-',\n",
       " 'FISH',\n",
       " 'IS',\n",
       " 'TO',\n",
       " 'BE',\n",
       " 'CALLED',\n",
       " 'IN',\n",
       " 'OUR',\n",
       " 'TONGUE',\n",
       " 'LEAVING',\n",
       " 'OUT',\n",
       " ',',\n",
       " 'THROUGH',\n",
       " 'IGNORANCE',\n",
       " ',',\n",
       " 'THE',\n",
       " 'LETTER',\n",
       " 'H',\n",
       " ',',\n",
       " 'WHICH',\n",
       " 'ALMOST',\n",
       " 'ALONE',\n",
       " 'MAKETH',\n",
       " 'THE',\n",
       " 'SIGNIFICATION',\n",
       " 'OF',\n",
       " 'THE',\n",
       " 'WORD',\n",
       " ',',\n",
       " 'YOU',\n",
       " 'DELIVER',\n",
       " 'THAT',\n",
       " 'WHICH',\n",
       " 'IS',\n",
       " 'NOT',\n",
       " 'TRUE',\n",
       " '.\"',\n",
       " '--',\n",
       " 'HACKLUYT',\n",
       " '\"',\n",
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       " 'SW',\n",
       " '.',\n",
       " 'AND',\n",
       " 'DAN',\n",
       " '.',\n",
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       " '.',\n",
       " 'THIS',\n",
       " 'ANIMAL',\n",
       " 'IS',\n",
       " 'NAMED',\n",
       " 'FROM',\n",
       " 'ROUNDNESS',\n",
       " 'OR',\n",
       " 'ROLLING',\n",
       " ';',\n",
       " 'FOR',\n",
       " 'IN',\n",
       " 'DAN',\n",
       " '.',\n",
       " 'HVALT',\n",
       " 'IS',\n",
       " 'ARCHED',\n",
       " 'OR',\n",
       " 'VAULTED',\n",
       " '.\"',\n",
       " '--',\n",
       " 'WEBSTER',\n",
       " \"'\",\n",
       " 'S',\n",
       " 'DICTIONARY',\n",
       " '\"',\n",
       " 'WHALE',\n",
       " '.',\n",
       " '...',\n",
       " 'IT',\n",
       " 'IS',\n",
       " 'MORE',\n",
       " 'IMMEDIATELY',\n",
       " 'FROM',\n",
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       " 'AND',\n",
       " 'GER',\n",
       " '.',\n",
       " 'WALLEN',\n",
       " ';',\n",
       " 'A',\n",
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       " 'S',\n",
       " '.',\n",
       " 'WALW',\n",
       " '-',\n",
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       " 'TO',\n",
       " 'ROLL',\n",
       " ',',\n",
       " 'TO',\n",
       " 'WALLOW',\n",
       " '.\"',\n",
       " '--',\n",
       " 'RICHARDSON',\n",
       " \"'\",\n",
       " 'S',\n",
       " 'DICTIONARY',\n",
       " 'KETOS',\n",
       " ',',\n",
       " 'GREEK',\n",
       " '.',\n",
       " 'CETUS',\n",
       " ',',\n",
       " 'LATIN',\n",
       " '.',\n",
       " 'WHOEL',\n",
       " ',',\n",
       " 'ANGLO',\n",
       " '-',\n",
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       " '.',\n",
       " 'HVALT',\n",
       " ',',\n",
       " 'DANISH',\n",
       " '.',\n",
       " 'WAL',\n",
       " ',',\n",
       " 'DUTCH',\n",
       " '.',\n",
       " 'HWAL',\n",
       " ',',\n",
       " 'SWEDISH',\n",
       " '.',\n",
       " 'WHALE',\n",
       " ',',\n",
       " 'ICELANDIC',\n",
       " '.',\n",
       " 'WHALE',\n",
       " ',',\n",
       " 'ENGLISH',\n",
       " '.',\n",
       " 'BALEINE',\n",
       " ',',\n",
       " 'FRENCH',\n",
       " '.',\n",
       " 'BALLENA',\n",
       " ',',\n",
       " 'SPANISH',\n",
       " '.',\n",
       " 'PEKEE',\n",
       " '-',\n",
       " 'NUEE',\n",
       " '-',\n",
       " 'NUEE',\n",
       " ',',\n",
       " 'FEGEE',\n",
       " '.',\n",
       " 'PEKEE',\n",
       " '-',\n",
       " 'NUEE',\n",
       " '-',\n",
       " 'NUEE',\n",
       " ',',\n",
       " 'ERROMANGOAN',\n",
       " '.',\n",
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       " '(',\n",
       " 'SUPPLIED',\n",
       " 'BY',\n",
       " 'A',\n",
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       " '-',\n",
       " 'SUB',\n",
       " '-',\n",
       " 'LIBRARIAN',\n",
       " ').',\n",
       " 'IT',\n",
       " 'WILL',\n",
       " 'BE',\n",
       " 'SEEN',\n",
       " 'THAT',\n",
       " 'THIS',\n",
       " 'MERE',\n",
       " 'PAINSTAKING',\n",
       " 'BURROWER',\n",
       " 'AND',\n",
       " 'GRUB',\n",
       " '-',\n",
       " 'WORM',\n",
       " 'OF',\n",
       " 'A',\n",
       " 'POOR',\n",
       " 'DEVIL',\n",
       " 'OF',\n",
       " 'A',\n",
       " 'SUB',\n",
       " '-',\n",
       " 'SUB',\n",
       " 'APPEARS',\n",
       " 'TO',\n",
       " 'HAVE',\n",
       " 'GONE',\n",
       " 'THROUGH',\n",
       " 'THE',\n",
       " 'LONG',\n",
       " 'VATICANS',\n",
       " 'AND',\n",
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       " '-',\n",
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       " 'OF',\n",
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       " 'EARTH',\n",
       " ',',\n",
       " 'PICKING',\n",
       " 'UP',\n",
       " 'WHATEVER',\n",
       " 'RANDOM',\n",
       " 'ALLUSIONS',\n",
       " 'TO',\n",
       " 'WHALES',\n",
       " 'HE',\n",
       " 'COULD',\n",
       " 'ANYWAYS',\n",
       " 'FIND',\n",
       " 'IN',\n",
       " 'ANY',\n",
       " 'BOOK',\n",
       " 'WHATSOEVER',\n",
       " ',',\n",
       " 'SACRED',\n",
       " 'OR',\n",
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       " '.',\n",
       " 'THEREFORE',\n",
       " 'YOU',\n",
       " 'MUST',\n",
       " 'NOT',\n",
       " ',',\n",
       " 'IN',\n",
       " 'EVERY',\n",
       " 'CASE',\n",
       " 'AT',\n",
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       " ',',\n",
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       " 'THE',\n",
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       " '-',\n",
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       " ',',\n",
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       " 'AUTHENTIC',\n",
       " ',',\n",
       " 'IN',\n",
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       " ',',\n",
       " 'FOR',\n",
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       " 'CETOLOGY',\n",
       " '.',\n",
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       " 'FROM',\n",
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       " 'THE',\n",
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       " 'AS',\n",
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       " \"'\",\n",
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       " 'S',\n",
       " 'MORALS',\n",
       " '.',\n",
       " '\"',\n",
       " 'THE',\n",
       " 'INDIAN',\n",
       " 'SEA',\n",
       " 'BREEDETH',\n",
       " 'THE',\n",
       " 'MOST',\n",
       " 'AND',\n",
       " 'THE',\n",
       " 'BIGGEST',\n",
       " 'FISHES',\n",
       " 'THAT',\n",
       " 'ARE',\n",
       " ':',\n",
       " 'AMONG',\n",
       " 'WHICH',\n",
       " 'THE',\n",
       " 'WHALES',\n",
       " 'AND',\n",
       " 'WHIRLPOOLES',\n",
       " 'CALLED',\n",
       " 'BALAENE',\n",
       " ',',\n",
       " 'TAKE',\n",
       " 'UP',\n",
       " 'AS',\n",
       " 'MUCH',\n",
       " 'IN',\n",
       " 'LENGTH',\n",
       " 'AS',\n",
       " 'FOUR',\n",
       " 'ACRES',\n",
       " 'OR',\n",
       " 'ARPENS',\n",
       " 'OF',\n",
       " 'LAND',\n",
       " '.\"',\n",
       " '--',\n",
       " 'HOLLAND',\n",
       " \"'\",\n",
       " 'S',\n",
       " 'PLINY',\n",
       " '.',\n",
       " '\"',\n",
       " 'SCARCELY',\n",
       " 'HAD',\n",
       " 'WE',\n",
       " 'PROCEEDED',\n",
       " 'TWO',\n",
       " 'DAYS',\n",
       " 'ON',\n",
       " 'THE',\n",
       " 'SEA',\n",
       " ',',\n",
       " 'WHEN',\n",
       " 'ABOUT',\n",
       " 'SUNRISE',\n",
       " 'A',\n",
       " 'GREAT',\n",
       " 'MANY',\n",
       " 'WHALES',\n",
       " 'AND',\n",
       " 'OTHER',\n",
       " 'MONSTERS',\n",
       " 'OF',\n",
       " 'THE',\n",
       " 'SEA',\n",
       " ',',\n",
       " 'APPEARED',\n",
       " '.',\n",
       " 'AMONG',\n",
       " 'THE',\n",
       " 'FORMER',\n",
       " ',',\n",
       " 'ONE',\n",
       " 'WAS',\n",
       " 'OF',\n",
       " 'A',\n",
       " 'MOST',\n",
       " 'MONSTROUS',\n",
       " 'SIZE',\n",
       " '.',\n",
       " '...',\n",
       " 'THIS',\n",
       " 'CAME',\n",
       " 'TOWARDS',\n",
       " 'US',\n",
       " ',',\n",
       " 'OPEN',\n",
       " '-',\n",
       " 'MOUTHED',\n",
       " ',',\n",
       " 'RAISING',\n",
       " 'THE',\n",
       " 'WAVES',\n",
       " 'ON',\n",
       " 'ALL',\n",
       " 'SIDES',\n",
       " ',',\n",
       " 'AND',\n",
       " 'BEATING',\n",
       " 'THE',\n",
       " 'SEA',\n",
       " 'BEFORE',\n",
       " 'HIM',\n",
       " 'INTO',\n",
       " 'A',\n",
       " 'FOAM',\n",
       " '.\"',\n",
       " '--',\n",
       " 'TOOKE',\n",
       " \"'\",\n",
       " 'S',\n",
       " 'LUCIAN',\n",
       " '.',\n",
       " '\"',\n",
       " 'THE',\n",
       " 'TRUE',\n",
       " 'HISTORY',\n",
       " '.\"',\n",
       " '\"',\n",
       " 'HE',\n",
       " 'VISITED',\n",
       " 'THIS',\n",
       " 'COUNTRY',\n",
       " 'ALSO',\n",
       " 'WITH',\n",
       " 'A',\n",
       " 'VIEW',\n",
       " 'OF',\n",
       " 'CATCHING',\n",
       " 'HORSE',\n",
       " '-',\n",
       " 'WHALES',\n",
       " ',',\n",
       " 'WHICH',\n",
       " 'HAD',\n",
       " 'BONES',\n",
       " 'OF',\n",
       " 'VERY',\n",
       " 'GREAT',\n",
       " 'VALUE',\n",
       " 'FOR',\n",
       " 'THEIR',\n",
       " 'TEETH',\n",
       " ',',\n",
       " 'OF',\n",
       " 'WHICH',\n",
       " 'HE',\n",
       " 'BROUGHT',\n",
       " 'SOME',\n",
       " 'TO',\n",
       " 'THE',\n",
       " 'KING',\n",
       " '.',\n",
       " '...',\n",
       " 'THE',\n",
       " 'BEST',\n",
       " 'WHALES',\n",
       " 'WERE',\n",
       " 'CATCHED',\n",
       " 'IN',\n",
       " 'HIS',\n",
       " 'OWN',\n",
       " 'COUNTRY',\n",
       " ',',\n",
       " 'OF',\n",
       " 'WHICH',\n",
       " 'SOME',\n",
       " 'WERE',\n",
       " 'FORTY',\n",
       " '-',\n",
       " 'EIGHT',\n",
       " ',',\n",
       " 'SOME',\n",
       " 'FIFTY',\n",
       " 'YARDS',\n",
       " 'LONG',\n",
       " '.',\n",
       " 'HE',\n",
       " ...]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[w.upper() for w in text1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Counting Vocabulary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "44764"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the word count \n",
    "len(text3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2789"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the distinct word count\n",
    "len(set(text3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.06230453042623537"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate a measure of the lexical richness of the text\n",
    "len(set(text3)) / len(text3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# count how often a word occurs in a text\n",
    "text3.count(\"smote\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.457973123627309"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compute what percentage of the text is taken up by a specific word\n",
    "100 * text4.count('a') / len(text4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17231"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(word.lower() for word in text1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16948"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(word.lower() for word in text1 if word.isalpha()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Frequency Distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<FreqDist with 19317 samples and 260819 outcomes>\n"
     ]
    }
   ],
   "source": [
    "# get frequency of each vocabulary item in the text\n",
    "fdist1 = FreqDist(text1)\n",
    "print(fdist1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(',', 18713), ('the', 13721), ('.', 6862), ('of', 6536), ('and', 6024)]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fdist1.most_common(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13721"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# count of the number of times a given sample occurred\n",
    "fdist1['the']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.052607363727335814"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# frequency of a given sample\n",
    "fdist1.freq('the')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "260819"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# total number of samples\n",
    "fdist1.N()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   ,                  the                    .                   of                  and                    a                   to                    ;                   in                 that                    '                    -                  his                   it                    I                    s                   is                   he                 with                  was                   as                    \"                  all                  for                 this                    !                   at                   by                  but                  not                   --                  him                 from                   be                   on                   so                whale                  one                  you                  had                 have                there                  But                   or                 were                  now                which                    ?                   me                 like                  The                their                  are                 they                   an                 some                 then                   my                 when                 upon                  out                 into                  man                 ship                   up                 more                 Ahab                   .\"                   no                 them                   ye                 what                  old                  sea                would                   if                 been                   we                other                 over                these                 will                  its                  And                 down                 only                 such                 head               though                 boat                  her                 time                  any                  who                 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           off                while                could              Captain                 same                    (                first                 side                 hand                  own                 ever              himself                  our                  For             Starbuck                never                 good                white                where                 deck                thing                  how               almost                water                  too                might                   go                 even               should                 made                 away                 well                 What                world                  day               Pequod                    A                    :                 life                 seen                 many                  far                among                 eyes                cried              without                 look                 sort                 back                 know                 come              CHAPTER              thought                 part                   So                There                night                boats                 once                  sir                  air                 line                  !--                  Now                 crew                whole                Sperm                 half                 fish              against                  God               things                 came                 thee                 each                 feet                small                 mast                hands                 tell                 full                 till                   As                  let                   Oh            something                 take                 both                under              between               called              whaling                place                  saw                found          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              ships              certain                  Aye                whose                   am               matter                  ,--                  leg                 That            Nantucket                 seem                heads                 iron                 Moby                 Dick                shall                Jonah                seems               itself                   At                stand                 soul                going                black              perhaps                 wild               indeed            sometimes                known              however                 days                 seas                  nor               always              present                 mind                 hard                cabin                    )               within               length                 land                 They                 tail                large              instant           harpooneer                light                 word              whether                 fire                young              harpoon                  bed                  Nor               Bildad                least                 open                 mate                 four                  set              beneath                  ?--               enough                 done                Peleg                 true                 vast               living                board              because             standing                  put                ocean                 give                death             whalemen                  why                point                 name                 case                 deep                 near               cannot               waters               myself                   \"'              looking               rather              morning                  top                often                  aye                  Pip                 wind                  How                 left             business                  lay                  ere               turned                 keep              general            Leviathan             together                order                  ;--               reason               looked                    S                since                   Mr                 best                   To                 work                   ),               having                mouth                 hear                   If               better                 live           themselves                blood                 With                short              further                 gone                  jaw                 dark                spout               Indian                 rope                 Then                 fine                 room                lower                 feel                above             peculiar                 home                 Well                chase                broad            therefore                 find          harpooneers                  All               entire                 goes               vessel                close                 turn               second                craft                ivory               savage                  His              fishery             Tashtego                aloft               fellow                began              curious                   By              turning                forth                watch               bottom                 When                comes                 call                devil                  run                    d                 less                Right             thousand                 Look               coming               behind                  cut                taken                 bone              hundred                 main               sharks                green                 wide                  new               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            creature              surface                 calm                quite                 cook             anything               passed                parts                 felt               course                sound                 brow             wondrous                coast               heaven                 pipe                 wake                 hour                ready               saying            Steelkilt                 Thou                clear                  art              plainly               either             distance               object                 mass               mortal                 mean               single              purpose                  cry            carpenter                  hat                mates                makes                 gold              leaving                WHALE                 book              brought                  Let                 Some                 easy                 Cape               sailed               darted           concerning                 gave                brain               others                alone                  AND                fixed               manner                 shot                 King                lines                plain             forehead                 help                 held                   ve                heavy                 arms                power            gentlemen                 pull               placed                  ago               around                 fell               coffin             bulwarks              various                 sign                  red              unknown                 skin                  mad               flukes                   .'               aspect                   oh                  use                given                 oars              rolling            Greenland                 legs               famous               middle                  low              suppose                human                table              weather                  Don              cutting                  sky                   st               strong            creatures               nature                 wood             American             previous           forecastle                 boys                 Such               wonder              holding             thoughts                turns             remained               Daggoo              blubber                   de                fifty               killed               ashore               nearly              rigging                 idea                 Fish                 foot              company              hammock                 none           completely               twenty                 born             skeleton              sailing                 bulk                doubt                 fear                steel              passage              Pacific                fresh                   Do                storm              account                 bear                  jet              visible                 want              drawing                 show               proper                   ?'                   ,'            intervals               SAILOR                  six                 free                miles              species                quick             darkness               tossed            leviathan               planks                 fair                 soft               hardly            substance                 cast                 helm               across                  aft                 nose               except              natural                While            generally                works                 jaws                 kill             possible                   !'                upper                chief                smoke                 vain              Besides                  act               really                 snow                 cold                 hung             harpoons                  won                truth                touch              carried                  die                 hull            instances               hammer              hoisted           altogether                royal               hearts                 play               Whales             swimming                 huge               battle             entirely                 late                Where             possibly               unless               flying                  :--                final               stands                knife             mariners                 Come                third             question                 pass              pointed            strangely               rising                 coat              ancient               strike                  One                sides                forty            fishermen                  Sir               pretty                bound                 gale                knows                 mild          considering               astern              already                words               spring               become                    m              feeling               seeing               person                 lamp              command               glance                    O                start              hunters              leeward                  oar               Parsee                yards                 kind               island                  bit            precisely                  ice                thick                scene             landlord                   Is             somewhat            certainly               eyeing                 hope         Nevertheless                looks            overboard             sideways              dropped               wholly            suspended                shark                ahead            alongside             Fedallah                horse             received               thirty                  lie                masts                 year             enormous            lightning              vessels               degree               seated             yourself         considerable        circumstances              started             followed               wooden                 ears                 hair                fancy                 Upon                chest              getting                  yes            otherwise               giving         circumstance                 read                 From                 rose               bodily                 blow                 pole            whiteness              country                 king              learned                carry               thrown                 self                front               silent              leaning              believe                drawn                 stop                 port                 gods                 hump                cases               number                added               supper             interval                 duty             thinking              similar                skull                takes                 wife                alive                pilot             complete                 Thus                  woe              bearing               friend               hinted               steady                 keel             cruising                  fin                 warm                 grow                eight                 dart             floating               seldom                 love               bright                Dutch            different              regular              pursuit               watery                 drop               orders              exactly               perils               became           afterwards             midnight                swift                   Of                First                    e                  ran                aside                 wise                 beat               escape               circle               spread              thyself               secret                Stand              remains                 hunt                   St              Lakeman                sword                    D                 Like                shore               master             regarded                blows             striking               honour                 fore               answer            following               beyond                 spot         nevertheless                fiery                 wall               lances                 flew               higher                break            somewhere                  hot               hidden               during                 Good            commanded                flesh                sweet              instead                 hint               headed              chapter              finally                hence                  lad                state             speaking             strength              thunder                  war               remain                level                empty                  Sea                   .)             answered                   My                stove                lives                 rear               formed                jolly                negro                 tall                 didn            wonderful               centre               filled            shipmates                cause               jacket               yellow                 game                 real                owing                 drew               deadly             descried                souls          Nantucketer             windward              seventy               dashed              scuttle               gazing                    *              pulling                   Ho               Radney                   TO            magnitude                 laid                These                 tree              distant                decks                  bag             original                   Ha              sitting                worse                 talk              minutes                spare               anchor                South             terrible              passing              quickly                burst                lofty                  age                 prow                 lord                loose               hailed                  log             windlass             invested              advance              evinced               terror               beheld              gunwale              Gabriel              besides               former                 swim                 ribs                 swam           everything             directly                 town               hollow                winds                 lies        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                meet             vicinity              Ishmael                 Take               leaves               deeper                  ain             captains            presented                  \"--                glass                truly              subject              telling                 fain                pitch                 sake                 ones            beginning                fight            concluded                  ill               figure              precise                 inch               hunted                stuff             solitary              eternal              upwards              terrors              Because                  See              swiftly              reached              chiefly                  Man              hanging               owners                globe                 ends                 noon                 sink              rapidly             Meantime              dignity              whalers           blacksmith                 pale                stone               modern               breath               forced                bring             observed             children            Christian              engaged                 lead             interest              quietly              content              picture             instance                  pay           difference                   Ah             nameless              floated                 Horn              Bedford               pieces                  box                Death                 THAT             cannibal               sought                 seat                 lips                 rate              evening                  dam                  met               inside                guess           prodigious               marked               follow              smoking                child                awful                leave            mentioned                brave                 rush                gives            regularly               merely               chains              intense               French                 flag            advancing                   eh              horizon               squall                 beef             revealed               seized                sorts               period               longer             precious               golden                 BOOK              example                Perth                 bird              heavens                sixty                  HIS                wound               motion               weight                 fail                 Soon                 bore                 sing                 hill                 bold               mystic                trunk              meaning                glory                 jump                   ha             muttered               thrust                drive             opposite               trying               height                plank              shouted                 cool           understand                 neck                After             tomahawk           previously                fatal               mother               months                  dog                laugh              silence                 gaze                grave                thine             inserted                  son                cross                 race             likewise            instantly                crown               native                 ring             captured                  fro                 Yojo              rushing               affair                shape                 yard             elephant             lowering                  row               minute                solid          continually                 thin              compass                irons                spine              tackles              oarsmen             doubloon               animal                 roll                  sit              friends               spouts                  tow               twelve              respect                crews                    o                  joy               stroke               colour              mariner                bread             numerous                 rare            thousands               yonder               virtue              carries                lungs              putting                 keen               thinks              knowing              earthly        unaccountable                  nay                weary               proved                spray             stricken               corner             pleasant                  Can               plenty              careful               fairly             breaking                clock             dropping             actually               showed            furnished               double                lying            Meanwhile                flame                 heat              dragged            civilized              neither                piece             crossing                spite           spermaceti                fully              gallant             distinct            starboard               paused             hitherto              missing                cries               locked                feels                  fit                 amid               devils               whaler               father            commander                drink                 sent             happened              madness                beach               Hussey                books              barrels             uncommon           originally              foolish               hunter              steward                heave            encounter          encountered                   .*                Dough             binnacle               lifted           scientific                 hook                   re                 Line                 Fast                   ).                 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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                send              voyages                 ball              upright                  mid                money        involuntarily              falling                 east             reaching                sadly              drowned                  key                begin                 salt               family             shoulder             contrary               sights               sounds               horror                terms              arrived            connected            meanwhile               pocket                gloom                ashes                 loud             interior                quiet              howling               winter             sweeping                slain                  den            downwards                 meat               landed             contrast               narrow                 lean                broke               morrow            unearthly               clouds              keeping        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     ]
    },
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             embalmed               chapel              handful          accompanied                 song             symptoms              tobacco               waking              reality                crawl              sixteen         resurrection        conscientious            Instantly                fears        consciousness                twain              hatchet                staff              staring            completed            amazement               brawny               parlor              stomach              boarded             jeopardy            condition                 bony                 feat            porpoises              wedding           recklessly               refuse             sunlight              reigned              shrieks          steadfastly            accidents             perished              secrets                 Adam             Methinks             provided            ascending          unnecessary             breakers       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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              losing             prophecy             chancing              imagine            betokened             hurrying              doctors           comprising                 fuel                 Aunt             absolute           stationary               sticks            attracted          appearances            recovered                 sons               Strike               chorus             drinking                tusks                store             juncture                loath               depart               locker               tierce             memories            bitterest             intrepid               craven            perishing        miscellaneous              alleged              veteran                lamps                   De             personal              harvest               assert             operated            momentous              muskets            willingly                dared                Often           adventures        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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               purely                fairy               canted               admits            exhibited             muteness         respectively           elucidated                views          shipwrecked               solace           churchyard                 robe                  paw                Deity             concrete               gilded              subtile             inherent              deified           absolutely           travellers                wraps          unceasingly               soaked                refer             solitude           correspond              flights            districts              columns               guided            precision                width               scheme       unquestionable            certainty          consecutive         periodically    comprehensiveness          intervening          impatiently               Trades              devious          recognition       Constantinople            weariness       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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                plum               eleven                vexed             faintest               uneasy               limped            objection             Ramadans               pained          necessarily           expressing            memorable          compliments              remarks          evangelical                piety             worships             Catholic              Without              poising                 dere                spose            ninetieth        preliminaries            obstinate          appellative              skirted               bundle                 Bell                straw              bravest                 Davy           thundering            buttoning              stalked          overlooking               tarred            investing              torrent        uninterrupted              bayonet             Anything             abruptly                 TELL                growl                Santa               beggar        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glens                brood            thrilling               tilted            suffusing             hurtling            wallowing               litter               crests                ledge               helter              skelter                 bale             failures                  Wet                mists             Floating                  wit            disputing              beliefs         difficulties                joker           discretion              leaking               squint            impartial           occurrence          heedfulness               lawyer            diversion               easier                 bars                  toe                kneel               maimed           solicitude              shaping           depression               chisel                waned                 wane            Beelzebub              sustain                glide             indulged               amours                 Days                  Rio         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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                Danes             renounce               islets           roundabout           admonished            delighted              saluted            unwearied             caravans              greeted           semicircle               bluish             chimneys               defile           infernally           battalions            redoubled               shirts                Porus            excessive       characteristic            buffaloes              outlets                folly            outskirts          anticipated                throb               wonted                seats              parting             momentum                sleek                Owing                 cows               routed            inclusive            prevented            becharmed             suckling          nourishment           spiralling             subtlest          contingency            centrally                bathe            sundering                gripe       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morass             livelong            volcanoes              banners                Libra            undaunted              equinox              writing               beacon              almanac               Daboll           arithmetic                Signs                  Hem               Taurus               Gemini                Twins                bites                marry               curing          Sagittarius               Archer             Aquarius                 writ               cigars                navel              unscrew                  Leg               hourly      instantaneously          awkwardness              milling            humoredly          grandfather                 spin                 rank         marlingspike                Sammy                total               digest                    &                 Sons                 1775               Amelia              Rattler                Syren        symmetrically              Coopman        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           breaching              tangles             splinter                 !--'                 Fool                omens                   LL                goest             bodiless        overspreading           destroying               vortex               Herman             Melville                    ]            ETYMOLOGY                 Late          Consumptive               School           threadbare             lexicons            mockingly                flags            mortality        signification             HACKLUYT                   Sw                 HVAL            roundness                  Dut                  Ger               WALLEN                 WALW                  IAN           RICHARDSON                KETOS                GREEK                CETUS                LATIN                WHOEL                ANGLO                SAXON                  WAL                 HWAL              SWEDISH            ICELANDIC              BALEINE              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             juniper                  UNO                  VON                TROIL              LETTERS                BANKS             SOLANDER                 1772           Nantuckois            JEFFERSON             MEMORIAL             MINISTER            REFERENCE           PARLIAMENT            SOMEWHERE             guarding           protecting              robbers           BLACKSTONE              Rodmond             suspends              attends             FALCONER               Bright                roofs                domes              rockets               Around             unwieldy               COWPER                VISIT               LONDON               HUNTER           DISSECTION                SMALL                SIZED                aorta              gushing                PALEY             THEOLOGY          mammiferous                 hind                BARON               CUVIER              COLNETT              PURPOSE            EXTENDING           SPERMACETI           Floundered                chace             peopling               Gather                  Led            instincts            trackless            Assaulted            voracious               spiral           MONTGOMERY                WORLD                FLOOD                Paean               fatter            Flounders              CHARLES                 LAMB              TRIUMPH                 1690                 OBED                Susan            HAWTHORNE                TWICE              bespeak                 raal               COOPER                PILOT               Berlin              Gazette            ECKERMANN        CONVERSATIONS               GOETHE                ESSEX                  WAS             ATTACKED              FINALLY            DESTROYED                 OWEN                CHACE                FIRST                 SAID               VESSEL                 YORK                 1821               piping               dimmed             phospher            ELIZABETH                OAKES                SMITH             amounted                  440             SCORESBY                  Mad              agonies              endures           infuriated                rears                snaps            propelled            observers        opportunities            habitudes                BEALE          offensively               artful          mischievous            FREDERICK               DEBELL                 1840              October                Raise                   ay                 THAR                bowes                   os                 ROSS             ETCHINGS               CRUIZE                 1846                Globe         transactions               relate               HUSSEY            SURVIVORS              parried           MISSIONARY              JOURNAL              TYERMAN              boldest          persevering               REPORT               DANIEL               SPEECH               SENATE          APPLICATION             ERECTION           BREAKWATER              CAPTORS             WHALEMAN           ADVENTURES            BIOGRAPHY             GATHERED             HOMEWARD            COMMODORE               PREBLE                  REV              CHEEVER             MUTINEER              BROTHER              ANOTHER            MCCULLOCH           COMMERCIAL           reciprocal                clews            SOMETHING          UNPUBLISHED             CURRENTS          Pedestrians            recollect             gateways              VOYAGER               ARCTIC            NEWSPAPER               TAKING             RETAKING             HOBOMACK               MIRIAM            FISHERMAN            appliance                 RIBS               TRUCKS                Terra                  Del                Fuego               DARWIN           NATURALIST                 ;--'                  !'\"              WHARTON             Loomings       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          Park            assurance               polish           occasioned          embarrassed          bashfulness              duelled              winking               tastes           sheepishly              bashful               icicle              admirer            cordially            grappling            genteelly             eschewed            undivided                    6          circulating         nondescripts             Chestnut               jostle               Regent              Lascars               Bombay               Apollo            Feegeeans       Tongatobooarrs        Erromanggoans          Pannangians          Brighggians               weekly           Vermonters             stalwart               frames               felled            strutting               wester            bombazine                cloak                  mow               gloves                joins               outfit           waistcoats                  Hay                 Seed                tract              dearest                 pave                 eggs            patrician                parks              scraggy               scoria                 Herr               dowers               nieces           reservoirs               maples            bountiful              proffer               passer                cones             blossoms         superinduced            carnation                Salem          sweethearts            Puritanic             Whaleman             Wrapping                 Each                quote               TALBOT                 Near           Desolation                  1st               SISTER               ROBERT               WILLIS               ELLERY               NATHAN              COLEMAN               WALTER                CANNY                 SETH                GLEIG              Forming                ELIZA                 31st               MARBLE            SHIPMATES              EZEKIEL                HARDY               AUGUST                   3d                 1833                WIDOW              Shaking               glazed             Affected            relatives            unhealing      sympathetically               wounds                bleed               blanks             bordered         infidelities                 gnaw        resurrections          placelessly              Goodwin                Sands               prefix              entitle              embarks            Companies          forfeitures            immortals           unstirring            paralysis            comforted               strive                rumor                tombs           Delightful               brevet         speechlessly              chaotic             bundling               hugely                    8               Pulpit               pelted            regardful            dedicated             ministry              merging            flowering             fissures           developing              peeping             February            engrafted             clerical            overshoes              arrayed              Halting           ornamental                knobs          reverential            deposited              enjoyed             courting            notoriety           withdrawal              worldly                 ties           connexions           stronghold      Ehrenbreitstein              farings            cenotaphs              adorned               beamed              Victory             serenest               scroll                brunt           favourable                    9               Sermon           unassuming            Starboard             Midships             midships              tolling              stanzas              pealing           exultation               Arched            deepening              sorrows           complaints              confine              radiant                Awful            Deliverer               Nearly              Beloved                verse              sealine             canticle         boisterously               floods                kelpy                 weed          heartedness              Amittai           disobeying             hardness               flouts               skulks             easterly            Miserable             skulking             prowling            hastening            policemen               valise               adieux                goods                tries                  Joe             bigamist            adulterer                Sodom            parricide             Frighted           advertised              Customs              mangles              rallies         scrutinizing                ?'--'                scent              detects            penniless             passport               pauper            frontiers             prepares              charges                paves               molest          counterfeit               forger             convicts            heralding             stifling              Screwed           oscillates              heeling            obliquity        contradiction                 awry               groans          crookedness                 hies            plungings                giddy               stupor              staunch           wrestlings            uncheered            careening            smugglers           contraband               rebels            boatswain              lighten                 jars             Startled             lethargy            stumbling               grasps              panther                 Wave              gullies                 lots               comest             behavior          unsolicited                 Fear           confession         supplicating                howls               louder           invokingly        unreluctantly           contenting            clamorous             pleasing             eventual                  Sin               repent           describing              swarthy                 lull            communing             manliest               sinner              speaker            unwelcome               truths            hostility              mission                gulfs            slantings              plummet            engulphed            breeching              bruised            murmuring             Almighty            Falsehood              slights               Gospel               courts           enthusiasm           commodores              support                kills             destroys             Senators               Judges         acknowledges              patriot                 Keel                 Ages              striven                Thine                 Thee                Bosom               Friend                  lap           regularity              whistle              fifties               Savage            hideously          uncouthness                 maim             creditor                busts               graded         promontories               wooded    cannibalistically               Whilst             casement            overawing           simplicity             Socratic             digester               warmed                glows          hypocrisies         mysteriously             repelled        hospitalities              whereat             printing           exchanging               thawed           unbiddenly              clasped           countryman                apply          remonstrate             silenced          deliberated               comply         Consequently                 prop              salamed               kissed          consciences              couples            honeymoon                   11            Nightgown              napping       affectionately       confabulations          nappishness            wearisome             kneepans               chilly              flatter              chilled         unmistakably          discomforts                spark          concentrate             essences               clayey              imposed               coarse        unilluminated            revulsion      comfortableness          phraseology                   12         Biographical              hatched             nibbling                goats                aunts             vitiated             mangrove               Hiding              climbed             grappled               hacked              cutlass               budged        dauntlessness             relented                Wales            shipyards             ignominy         enlightening           countrymen             actuated            practices             heathens              Thought             unfitted            undefiled                 oats"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              sceptre              Potluck           usefulness          Wheelbarrow               barber            companied            embarking                 sack               stared               adjust          troublesome              reapers              farmers            preferred             Shifting                 lent               lashes             ornament             princess               bamboo             platters              copying                ducks                Giver          consecrated         consecrating             beverage           circulates           precedence              luggage             Hoisting             Acushnet                 Huge               forges                 melt           betokening          endlessness      intolerableness              Gaining                waxed            snortings             turnpike          magnanimity              records               ducked               Sultan             ropeyarn             buckling              jeering             assembly        companionable            dignified          whitewashed              boobies             saplings            mimicking                Hallo             stalking                 bevy              roughly              ticking              whipped                lasso             Shooting                voted                clove             barnacle      unconsciousness                medal               Humane          Magnanimous            Societies                 wipe                   14             occupies           lighthouse              hillock                elbow             blotting               wights               import             thistles           toadstools                oasis            quicksand            Laplander              turtles        extravaganzas          traditional                olden               infant               talons               lament              parents              quohogs               bolder                waded                 nets             mackerel    circumnavigations           Himmalehan             Mastodon               panics              overrun           Alexanders           parcelling            overswarm               banner          terraqueous                 owns              empires            extension                forts           privateers           highwaymen            interrupt              chamois            Earthsman                furls             walruses                   15               cousin               hotels               Cousin                asses                sawed            sensitive            misgiving                crick            Innkeeper           tombstones             freckled                 gown           postponing                 Cods           politeness               clammy            reception                Shirt              pounded          plentifully            sharpened         surpassingly           despatched           expedition             Stepping              savoury          stultifying             Fishiest              codfish             brindled                  cow                 shod                   nt                    v                   ge                  ILE                 sich              weepons                   16                plans           consulting             everyway             enjoined             purposed          befriending             forecast               relied             sagacity        remonstrances            acquiesce                vigor             trifling              bedroom                 Lent          humiliation                  HOW            liturgies                XXXIX             Articles            inquiries               learnt                DEVIL                  DAM                  TIT                  BIT               PEQUOD           celebrated                Medes                pryed               hopped              luggers             galliots             typhoons               spines           Canterbury               Becket             mateship        grotesqueness           quaintness            unmatched             Thorkill                 Hake             pendants             tricking           unpanelled             Scorning            turnstile              sported             erection              conical              Planted                laced               sloped        Pottowottamie               Sachem              insider             tenement              elderly             sailings               pursed            effectual            Supposing              talkest             Marchant                Didst                  rob            protested           innuendoes            Quakerish               aliens                 Want                 Clap         monstrousest              chipped                 SURE            aggravate         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        unmitigated            Indolence           habituated             noticing          irreverence          inquiringly             spelling              audible            blusterer                  ink         proportioned               stiver           accumulate                Cloud                200th               Ashore                crony               stingy                 ?--'                 --'\"                 LAYS              deceive               TEENTH             farthing              swindle                Seven                owest                  lug                Fiery               Flukes              canting            thundered              Alarmed             outburst          responsible         questionably               vanish                 lamb                 Whew             whistled               whaled              Turning                  isn                   lt           forewarned             colleges               surest            prophetic           humanities       thoughtfulness            vagueness          painfulness           disincline          imperfectly                   17              Fasting          Humiliation              disturb           undervalue                 ants                 toad           footmanism                torso             deceased          possessions               rented               vastly              arguing        Presbyterians               Pagans              rituals           apoplectic             Apoplexy             resisted             Mistress               doctor                 nate                Betty              Snarles              Painter             suicides                 ;\"--             merciful            locksmith          unwithdrawn               vowing                 knob             slamming            squatting                 hain               sittin          unnaturally                ALIVE              Closing                creed             punctual           puddingers          termination            senseless               starve           Despairing              bedside             squatted              torment              labored                Lents                  ham           squattings              opposed              Hygiene           deplorably                caves              starved         religionists           hereafters         digressively           undigested             dumpling          perpetuated           dyspepsias           inferences             barbecue            trenchers                pilau           breadfruit              parsley              turkeys                couch        condescending           compassion         prodigiously              halibut                   18                gruff            communion              Coleman              bandana           Philistine               deacon              sternly              Hittite              Finding         Congregation            crotchets               Splice               SPLICE             reckoned                  Cap                 spos                  dad             Hedgehog           ceremonies              abashed                    X               tracts               Latter                 Lose             clingest              beseech               Belial             bondsman                Spurn      heterogeneously           Scriptural              phrases             spoiling                Pious             voyagers                  Nat               Swaine             shrinked              sheered                prate              beliest              typhoon                 jury           sailmakers                patch                   19           forefinger             shabbily                  pox              shoving                wagon         deficiencies             derisive                 Step            skrimmage                 hows              damaged               Pretty                 :--\"                Names               Anyhow             arranged            bamboozle           commenting              bugbear              Somehow          wonderments           prediction              shadowy             retraced                Astir           purchasing            resolving             equipped              shovels             crackers              grocers        costermongers               bakers              bankers        impossibility          everythings              storage          kindhearted              pickles              flannel          consolation            committed                   21               Aboard          insinuating               Lookee          wonderingly             detained                 Find                 Shan                 Jury            impudence             lumbered             tattered            dubiously            optically            jocularly             Gracious                 Face             grinding              settees               chiefs            fattening             ottomans                piers            excursion          convertible             desiring               settee                Perry              brained          muffledness              smokers              Shipped            enshrined                   22            dismissal           thoughtful                  Aft            bachelors              marquee             licensed                  fee              piloted               Booble                Alley                songs                Watts               ripped           comforting            horrified                 Lank                 rang                 Jews               Jordan             fruition               wetter            untrodden             unwilted            midsummer           unpleasing                Capes              brimful              bounded           Continents           heroically            twinkling                 Luck         incoherently           needlessly                 cent                 miss                gifts          fornication           palavering                   23                  Lee            newlanded        Wonderfullest        unmentionable             epitaphs            stoneless                fared          hearthstone             blankets          mortalities            forlornly                 Know             Glimpses         independence             conspire         ingloriously           apotheosis                   24             Advocate           unpoetical         disreputable             convince               merits            emulation               append             initials                    W            eminently            presuming            Doubtless            honouring              amounts           butchering             Butchers            bloodiest              Martial           Commanders        uncleanliness            initiated           cleanliest           comparable             plaudits              soldier          interlinked               scouts              shrines                 Witt                  XVI              Dunkirk               invite              Britain                 1750                 1788             bounties                   L1            outnumber               banded               yearly            importing             puissant          cosmopolite          potentially             begotten           sequential               issues            offspring                 womb            catalogue            ferreting           peacefully              salutes          interpreted            Exploring          Expeditions                Cooks         Krusensterns          succourless           handedness              sharked              battled            dedicates          intercourse            provinces           eventuated           liberation        establishment             Dutchman        pestiferously               colony           Australian           settlement              luckily            Polynesia         missionaries         destinations        aesthetically              unhorse           chronicler               AUTHOR           CHRONICLER               Alfred            Norwegian               eulogy               Edmund                Burke                 GOOD                BLOOD          grandmother             Franklin               Morrel               Folger             settlers           ancestress              Folgers                  NOT          RESPECTABLE            statutory                  .\"*                NEVER              FIGURED                  ANY             IMPOSING                  WAY             triumphs            cymballed                Grant                 cite              DIGNITY               attest               repute            creditors                  MSS        prospectively           Postscript               behalf           embattling             suppress           eloquently          blameworthy            seasoning           saltcellar                oiled                salad            machinery               meanly         contemptibly              anoints             palpably               mature          medicinally               quoggy             totality          coronations             macassar           unpolluted                 oils                loyal              Britons                   26          Transported      superfluousness             thinness            anxieties               blight         condensation           revivified          chronometer            warranted           confronted            pantomime             sobriety          overbalance           Uncommonly               endued           loneliness        organizations              Outward        presentiments           ruggedness               arises             crusader            organized         remembrances             latently             suitable             conflict           irrational               menace            abasement            sorrowful               valour               knaves          ignominious            manliness             undraped               ruined               stifle          upbraidings                robed               wields             radiates              Himself         omnipresence               graces             mournful             ethereal              critics             Equality              convict               Bunyan               clothe               doubly             paupered            Cervantes               Andrew              Jackson              pebbles                 hurl            marchings              cullest            selectest            champions               kingly              commons                   27           journeyman               joiner              humored             handedly              rigadig                tunes             trudging              pedlars                packs                 bunk             terribly             infected             exhaling          camphorated         disinfecting              Tisbury            affronted        circumvention          concussions         prescription                 trio              lancers             flingers               Knight         conjunctures             subsists             intimacy         friendliness              unmixed             westerly              remnant              Headers            largeness           proclaimed            inheritor             woodland             Puritans               Powers          voluntarily              giraffe                 pomp                truce              Curious               Squire                chess              residue               Herein          engineering         construction               Canals            Railroads            liberally           generously             peasants            ISOLATOES        acknowledging              ISOLATO            federated            Isolatoes           Anacharsis               Clootz           deputation           grievances            prelusive                   28          vicariously          disquietude         perturbation         incoherences          uninvitedly               poorly       whimsicalities            warrantry               motley           uniqueness          abandonedly                allay         cheerfulness          presentment            southward            merciless             mornings             rapidity              shivers              Reality               outran              illness        overrunningly              Cellini            Threading              lividly            tearingly              greenly              consent                 fray            elemental        inferentially            negatived           insinuated          credulities         contradicted           powerfully             steadied             infinity              firmest      unsurrenderable           wilfulness           dedication          crucifixion              recluse            bleakness         preparatives              needing          supervision             warbling       persuasiveness               barest            ruggedest              sprouts            visitants              respond            allurings              girlish              blossom             flowered                   29                Enter          perpetually               Tropic               warmly             perfumed              sherbet               flaked              starred           conquering                Earls                 twas             seducing           witcheries                 lend               spells            potencies               Inward            twilights              texture           greybeards             oftenest               berths              cloaked          sentinelled           habitually             gripping             banister            abstained           patrolling        reverberating            crunching           regardings            unassured          deprecating             muffling         indistinctly         hesitatingly              nightly               kennel            unforseen            excitedly           temptation           emboldened               begone               Anyway             coverlid                  Tic                Dolly         appointments               snooze             eleventh          commandment              twelfth               blazes            jackasses                Maybe                afoul              plaguey                 Pipe             Lighting                Norse              thrones           fabricated            tradition               tripod           symbolized                 Khan              soothes           pleasuring               whiffs           sereneness           lurchingly                   31                  Mab             stubbing         confoundedly           cudgelling          whaleboning               farmer             whittled               badger                slews                 bout                 Slid                 phiz             Humpback              seaweed         marlinspikes                 Wise                  hag             complain              slapped               garter                 YOUR                   BE               snored                  tho                  mum                   32             unshored          harbourless         appreciative         systematized               genera         constituents              essayed              Zoology               groups                Utter           historians            Unfitness         Impenetrable           incomplete              torture               Lesson              zoology              Authors           Aldrovandi               Thomas               Gesner                  Ray          Rondeletius           Willoughby               Artedi              Brisson               Marten           Bonneterre               Author             Olmstead                  Rev              Cheever         generalizing              usurper               claims              monarch         proclamation              Charing              deposed             reigneth           literature               faulty      systematization              builder               sorter               Office               pelvis                essay            tauntings            libraries            unsettled            vestibule                 1776                 1850             alewives                edict               states            bilocular              eyelids                penem            intrantem              feminam               mammis            lactantem                   ex                 lege              naturae                 jure            meritoque            submitted               Simeon            messmates         insufficient              waiving          fundamental        conspicuously                label             SPOUTING           HORIZONTAL                 TAIL           amphibious              assumes              exclude           identified      authoritatively            divisions             Lamatins              Dugongs                  Pig                  Sow            passports              Kingdom                BOOKS         subdivisible             CHAPTERS                 type               FOLIOS               BACKED               Trumpa                Anvil            Pottsfich        Macrocephalus                Words       Philologically            expresses             ointment           medicament            druggists              rhubarb              enhance             scarcity               titles            obscurity             baptised               Folios              Baliene            Ordinaire            Growlands              Walfish               Swedes             Cruising              Grounds              radical         subdivisions         inconclusive          differences          repellingly          elucidating               reckon               tracks              attains        intertwisting       distinguishing              derives               hinder            spherical               gnomon                 wavy               graved                 Ahaz                hater               haters                  shy         unexpectedly            WHALEBONE                nosed              bunched                jawed            rostrated           connection         nomenclature         facilitating            obviously        methodization             classify         systematizer           enumerated      Bibliographical            Tartarian              divings            Prodigies              Sulphur               Bottom             OCTAVOES                 .*--             middling             numbered           bookbinder          dimensioned             sonorous              denizen              classed               octavo          premonitory         inexpressive              suggest      Mephistophelean               dorsal           profitably           employment               frugal         housekeepers              NOSTRIL           lengthened            depressed              piercer               folder            pamphlets               Tusked               Horned              Unicorn           Unicornism              kingdom           cloistered             antidote            distilled             volatile                salts           Originally            Frobisher                 Bess            gallantly            Greenwich               Palace                Irish                avers                 Earl            Leicester              leopard          circumpolar            professed              grampus               Feegee              worried            Exception       indistinctness              killers           Bonapartes               Sharks            thrashing        schoolmasters             Thrasher          DUODECIMOES             Algerine                Mealy             hugeness          Duodecimoes                HUZZA             bestowal               breezy          watchmakers              Sailors                hones             ALGERINE              Provoke                MEALY              MOUTHED               rotund               spoils             boundary              streaks            felonious               Beyond               rabble            enumerate         appellations        investigators            Duodecimo                 Nose                 Junk              Leading               Cannon               Scragg             Coppered              Iceberg                 Quog                lists              uncouth           suspecting         Leviathanism           signifying            perfected          cetological           unfinished          uncompleted           completing             Strength                 Cash             Patience                   33               marine            Literally               Cutter           equivalent           navigation             concerns            corrupted         Specksioneer           subalterns              demands            community           prevailing          intrepidity             rigorous           discipline         Mesopotamian             parading            surpassed            extorting            shabbiest           shallowest           assumption              exacted             implicit             TERROREM          unobservant         legitimately             subserve         unmanifested         dictatorship                  aid        entrenchments             hustings                Inert           imbecility             Nicholas         geographical            encircles             plebeian               crouch       centralization            dramatist               depict           shagginess              episode           majestical             featured             unbodied                   34                 loaf            announces            medallion               tablet          inattention               menial        unexhilarated               sultan               rouses         pleasantness              lounges         predecessors            restraint              tipping                winks             hornpipe              sleight             mizentop            reversing             Abjectus       artificialness          provocation          inoffensive          deprecatory              Babylon            haughtily          courteously             presides         unchallenged           transcends             witchery             czarship         withstanding             superadd              warlike          deferential               waited            arrogance             profaned                topic                slice          noiselessly       circumspection           Coronation            Frankfort                dines             Imperial             Electors             youngest               saline           drumsticks              larceny                Least             clotting           marketless           butterless               hunger               fruits         dumfoundered            residuary             legatees             servants           constraint         domineerings                baron                 skip        ungentlemanly             trencher             scalping                baker          visitations             Commonly             clutches             carlines            framework           abstemious               witted           whetstones        indiscretions                fares               waiter               napkin            mongering              Moorish            scimetars            scabbards            sedentary            mealtimes            exception             residing               Grisly                Bears               Summer                Logan                caved                   35              skysail            capturing          progenitors       archaeologists         astronomical                stair             edifices           upliftings          astronomers                Saint             Stylites               pillar            dauntless              stander                 fogs          discovering              Vendome             Philippe                Blanc            Baltimore              pillars            Trafalgar               Square             counsels               descry                 Macy          accountable               cleats             upstairs            relieving           delightful               stilts             Colossus               Rhodes              ruffled              languor       uneventfulness             gazettes               extras               delude          excitements          afflictions            immutable            whalesmen               devote       inhabitiveness            localness             pertains              isolate             beginner           tabernacle             encasing             enviable                NESTS            protected             Icebergs             Colonies           charmingly                SLEET             inventor             patentee            inventors            patentees           denominate            apparatus               screen               ascend            umbrellas              popping              vagrant             unicorns            infesting                labor             enlarges          experiments        counteracting           attraction           ascribable             discreet           deviations              azimuth          approximate          meditations               ignore            comforter             mittened               housed         Greenlandmen         disadvantage               lounge             movingly             admonish            enlisting       meditativeness              Phaedon            Platonist            monitions             unneeded               asylum            disgusted              carking               Childe               Harold           ejaculates                 Roll           upbraiding           Platonists                nerve                opera               lulled                opium         listlessness                 ebbs              Crammer           Descartian             vortices              fairest            throttled           Pantheists                   36              Quarter                ENTER               stride           unsleeping                chick              bigotry                 halt       unapprehensive           standpoint           Vehemently             approval            animation         magnetically            approving           marvelling          purposeless              headers         inarticulate            Whosoever            punctured              topmaul                 Skin                bushy         disjointedly               twiske                  tee                twisk            uncorking            Corkscrew             shearing               razeed              pegging         imprecations               Norway            Maelstrom                 Hoot            requirest             measurer          accountants             computed              guineas               smites            Vengeance             blindest              Madness          blasphemous           pasteboard                masks                tasks             sinewing                wreak             jealousy            creations             confines             glarings              doltish            reddenest               palest               unsays              incense             leopards            unrecking        unworshipping               snorts                 tost               Reckon        constrainings         acquiescence           invocation            presaging           vibrations         stubbornness          admonitions        verifications            constrain          searchingly                snare               flagon                Short          excellently           spiralizes              drained               gulped               Attend               braves             mustered              pennies                Vitus                  imp                 ague              Advance              shocked              quailed             electric              appoint           cupbearers              kinsmen             noblemen              Disdain                tiara                 ewer            cardinals             Silently                 Stab                 Cant            Forthwith              Commend             chalices               Bestow         indissoluble                  Yon            ratifying             deathful            whaleboat              quaffed                paled                   37               Sunset                STERN              WINDOWS              SITTING               GAZING                paler              envious                whelm                blush               plumbs              wearies                Crown                  gem               wearer            flashings            confounds                galls                  Dry              spurred           loveliness               Gifted           perception               subtly          malignantly               WAVING                MOVES               WINDOW               cogged          dismembered            dismember          dismemberer            fulfiller                 hoot            pugilists               Burkes            Bendigoes              bullies               pommel                 bags                rails              grooved               rifled               Naught             obstacle                   38                 Dusk             MAINMAST              AGAINST              matched           overmanned         Insufferable              drilled                 nill             Horrible             democrat            rebelling              shrivel          controlling                BURST              REVELRY           FORECASTLE              Whelped           demigorgon             Foremost            sternward              thrills            revellers              futures                   39                 Fore                SOLUS              MENDING                BRACE            unfailing              twigged           prophesied                 WISE            horribles                   Fa               Crying              pennant                   fa               beaker          HARPOONEERS              SAILORS             FORESAIL            DISCOVERS                WATCH             LOUNGING            ATTITUDES              SINGING               CHORUS                  1ST                tonic              viewing            harpooner                  2ND            blackling              THRUSTS                 HEAD                   ,)                 Star                    l                    h               Tumble             snoozing            deadening            filliping               lasses                SULKY               SLEEPY                 Beat                  Jig               gallop              shuffle                Throw                 Legs              springy               excuse             Partners             partners               ISLAND              sulkies                  Hoe            ASCENDING             PITCHING                   UP                 HALF                DANCE                BELOW                SLEEP                  LIE                AMONG                COILS              RIGGING                OATHS               PLENTY                 Bang                 stig                 quig             jinglers             Jinglers                CHINA               Rattle                 hoop                Split                 jibs              QUIETLY              SMOKING                humph               Christ              skulled             ballroom                Dance                   3D                Spell                whiff                CEASE               GATHER             CLUSTERS             MEANTIME                  SKY              DARKENS               LASCAR                douse               Ganges              showest                Seeva              SHAKING                  CAP              tassels              chassee             arboring         interlacings             swayings              coyings              satiety                   Eh              NUDGING              TAHITAN                  MAT                 Hail               veiled               wilted            Pirohitee                crags                LEAPS                 FEET           PORTUGUESE              reefing             crackest              holdest                 fort             Cattegat                  4TH           waterspout                 cove                Pines              hardest            birthmark                bully               touchy              offence               GRIMLY                 None                   ST                 JAGO                  5TH            SPRINGING              Swallow             mannikin                WHIFF             brawlers              BELFAST                arrah               Plunge               Snatch                 Abel              SCATTER            SHRINKING                UNDER             WINDLASS              Jollies                Crish                Blang              cursing              Jimmini               jingle                   41        sympathetical           quenchless                 feud               greedy           disorderly "
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     "text": [
      "       adventurously         irregularity           obstructed      individualizing               unfair           calamities          amputations             repulses         accumulating           exaggerate              horrify                fungi                firma        wonderfulness            circulate             unexempt          appallingly             chiseled              transit             outblown               morbid               foetal           unborrowed         inexperience         incompetency            hostilely          primitively             childish              eminent       tremendousness               tested              Olassen           incredibly              affirms                amend              reports         terribleness             overawed              warfare           protesting            consulted           originated           transports        authoritative              Strello             Portugal             Arethusa             Syracuse          underground           narrations            realities               Forced          familiarity             ubiquity        unensanguined            unsullied        incontestable            prominent            limitless            uncharted              marbled            gleamings           unexampled           fatalities         dismembering             inflamed               smiled             Arkansas             duellist                hired                Malay             identify                 woes        exasperations           intangible              Ophites           reverenced         transferring               pitted            mutilated              maddens            demonisms           assailable        dismemberment             corporal            animosity           laceration            collision               gashed          interfusing              lunatic             unlimbed             rockings              thanked                raved               feline         transfigured              subtler          deepeningly             Northman                trope              stormed           concentred             unhinted           popularize              Winding               spiked                Hotel                Cluny              Thermes              throned              torsoes                 mock             Caryatid            upholding         entablatures                 Wind            royalties            dissemble       perceptibility            overtaken            moodiness             unlikely              fitness               Gnawed              infixed          unrelenting            incurable               brutes        incapacitated           underlings                keyed           engrossing             fiendish           profitable                 mint          immitigable              mongrel              morally            enfeebled         incompetence              unaided           mindedness          invunerable           mediocrity            officered          aboundingly                  ire       understandings                miner                   42            Whiteness               unsaid                Aside               awaken          overpowered           refiningly            imparting            japonicas               pearls          preeminence                 Pegu            Elephants         magniloquent          ascriptions            unfurling           Hanoverian             Austrian            Caesarian                 heir          overlording             eminence         symbolizings               brides            benignity               wampum             typifies               ermine               steeds         spotlessness            midwinter             festival             theology                envoy                  alb                tunic              cassock                pomps          celebration               Vision               elders              sitteth             divorced                flaky         transcendent            abhorrent            loathsome             gloating               fanged             heraldic             analysed        irresponsible        ferociousness               fleece              tallies              vividly               bestow              Requiem              eternam              REQUIEM         denominating           deadliness               REQUIN         imaginations         unflattering             laureate          overclouded             feathery            unspotted             Wondrous           throbbings            methought              warping              burnish             solecism          albatrosses              Whisper              postman             lettered              adoring             cherubim              Western              chested         overscorning              elected               fenced                Rocky          Alleghanies              trooped                comet              beaters        archangelical             unfallen             primeval                aides             marshals              cohorts            endlessly        circumambient             browsing          gallopingly             reviewed            milkiness             enforced            accessory               repels              loathed          substantive            deformity              ugliest             abortion            attribute           gauntleted             historic            Froissart              faction                Hoods                Ghent              bailiff      supernaturalism               borrow                 wrap            idealized              dissent              analyse             citation              sorcery             ideality              loosely          Whitsuntide             pilgrims               unread           Protestant                Friar                  Nun                evoke              eyeless            dungeoned           structures               Byward               Bloody             sublimer                 dewy         spectralness               Yellow                lulls           afternoons             gaudiest            sleepiest              sunsets        unsubstantial              Central                Hartz           changeless         unrustlingly             whooping                 imps           Blocksburg            cathedral             toppling           stampedoes         tearlessness                 cope             suburban              Pizarro              spreads             ramparts                fixes          distortions            confessed         exaggerating        unimaginative         universality            faculties               combed         snowhowdahed         desolateness             reigning              oneself          legerdemain            monuments         surrenderest                 hypo               foaled              Vermont             sunniest                snort              gorings           associated               bisons            beholdest             demonism              rending               goring                 foal             rollings            rustlings            festooned            shiftings            windrowed              spheres         intensifying       indefiniteness                stabs              atheism          emblazoning               tinges          butterflies               harlot          allurements              charnel             produces            operating               tulips                leper              Lapland            colouring                gazes           monumental                   43             hallowed            precincts               rustle             neighbor                Cholo                Cough              Caramba                 Grin                 Tish                   44                Chart           succeeding         ratification             shadings                piles          substituted            threading       accomplishment             absurdly             unhooped            driftings          ascertained          certainties            timeliest       periodicalness            resorting             collated           migrations        invariability            construct            migratory           Lieutenant                Maury          Observatory                 16th              divides           exactitude                tithe             surveyor            arbitrary                 VEIN                 vein              exceeds        circumspectly            migrating             expanses             entangle           methodical          identically              matured            Seychelle              Volcano        accomplishing           antecedent        probabilities               fondly              loiters            predicted          unloitering        sleeplessness              unquiet             postpone           southwards             vacation             Monsoons               Pampas              Westers           Harmattans             Levanter               Simoon                  zig                  zag           discreetly                Mufti             thronged            scalloped            faintness              trances           unachieved           revengeful             clashing                chasm             beckoned       unsuppressable             scheming         unappeasedly          dissociated       characterizing              vehicle        spontaneously           contiguity           inveteracy           unfathered              vacated       somnambulistic              creates            Affidavit               verity                aimed               cypher           intervened              miasmas      circumnavigated           vanquished             veracity              impeach           cognisable         perilousness              Rinaldo            Rinaldini            cultivate            irascible          unobtrusive            celebrity               renown             Cambyses              scarred                Ombay               Tattoo              Morquan             tortoise                prose             students               Marius                Sylla              classic             creating         Narragansett                Woods               Butler              Annawon             headmost               Philip         establishing       reasonableness        disheartening           bolstering                scout             allegory            frequency                recur               deaths            newspaper             obituary                mails        facetiousness              plagues          fortunately                  HAS              Dashing          forswearing             resident           manoeuvres           sufferings               HORRID               ASPECT              REVENGE            engrossed                    p           MYSTERIOUS               MORTAL               ATTACK               ANIMAL                Union              Thirdly                 ---,                 Oahu         Conversation           thimbleful           Valparaiso               thwack         providential                 Saul               Tarsus             unbelief               hereof            Discovery           Expedition          seventeenth           thirteenth              Ochotsh                  fur            northwest               damage            Englander           Dorchester               nephew        substantiates             Siberian            bartering                manly                Wafer              Dampier                chums        corroborative           Ferdinando                 Juan            Fernandes           suddenness             hammocks         substantiate              bumping            assailing                Pusie                 Hall                 cart             eloquent         corroborated          repetitions            millionth                 amen               Verily                sixth           magistrate           Belisarius       unexaggerating            affecting             mentions           prefecture              Marmora             habitual                 BRIT              aliment                   46             Surmises          habituation          influential             refining        exceptionable               ruling             involves              coerced         disintegrate            frustrate             relapses           leadership               noways           shrewdness          impiousness              obscure           unreliable           fickleness           promissory            intervene            healthily           evanescent           sordidness              incites           savageness            errantism            chivalric            Crusaders             traverse           burglaries          perspective            mutinying              cashier        precautionary          impulsively         unanswerable             impunity           suppressed        predominating             analytic          admonishing                   47                  Mat                Maker               cloudy            repassing              marline         intermitting                 Loom            crookedly               weakly       interweavingly              swerved           restrained           prescribed            featuring            musically                ticks           uniformity                genus                mills          shipkeepers             samphire              baskets              Outside                   48             Lowering               evilly           protruding           funereally             ebonness             Manillas             subtilty                spies                 ?--\"               Spread            stowaways           drawlingly           soothingly                  Tut              merrier               stakes                 Easy              rascals                 Bite           ragamuffin         rapscallions              snoring             gudgeons             exordium         sermonizings           compounded                spice          invocations           loungingly              managed            humorists            inferiors         whisperingly               urging             Smuggled                  !)\"            hogsheads                clapt               advent           accounting          conjectures             hintings               fencer       counterbalance             managing               Nimbly         triangularly           platformed             adroitly         breathlessly             platform          volunteered             pedestal               taller           breastband             habitude            riotously             perverse              giddily            unthought         harmoniously                flake               Vanity             stamping          solicitudes          languishing              hatband            sandpaper          suffusingly              tingled               heated          forerunning             couriers             outstrip            intensest          startlingly                harsh                 Roar      philosophically              drawled            unlighted                 Fits              Merrily              merrily                babes            sucklings               Softly              tornado           fictitious              bowling            spurrings             goadings                 sled                  raw              recruit                  dun             exploded           suffocated             curdling              swamped             Swimming             bucklers             crackled           unconsumed           propellers           preservers           waterproof                  keg               ignite             imbecile          forlornness            hollowing           Affrighted                haply                   49             discerns            dispirits               creeds          persuasions               knobby              ostrich              gobbles              bullets               flints            worryings                  sly                 hits              punches              wayward          tribulation                foggy            witnesses           capsizings            bivouacks               resign        impetuousness            scuttling            stampings           implicated                draft             executor              legatee            tinkering                wills           testaments          contentedly             hindmost                   50                 Crew              disable           jeopardize            Tamerlane          apportioned            solicited             foreseen              fitting           bestirring                thole         solicitously              skewers               pinned               groove            sheathing               gouged          preparative               create          unsubduable             mannerly                  tie          communities       aboriginalness          descendants            unknowing              Genesis          uncanonical              Rabbins                   51               Verdes                Plate               Carrol             unstaked             locality               Helena              scrolls                  Lit             quivered              Walking            upheaving         antagonistic             yawingly               echoes         Mysteriously    preternaturalness                 rend            blandness              voyaged           lonesomely             vacating                  urn                gored              vacuity               ravens             hootings          obstinately             roosting             homeless               selves              remorse           Tormentoto             silences          transformed        everlastingly            gloomiest              reserve            passively                await            fatalists              congeal            eyelashes           burstingly              bowline             wordless            barometer            unremoved             unrolled             Terrible                eyest                   52             Whalemen              fullers             spectral             reddened               furred                 hoar                 clad                skins            bepatched           fathomless                amain             evincing           observance             placidly         capriciously                 Swim              whereto             Cyclades                   53                  Gam           ostensible          absorbingly         inadequately                Plain         inhospitable                wilds          illimitable               Plains              Fanning                Mills                hails              bounder                 date             exchange            agreeable       congenialities           privations              shyness               Yankee          nondescript       provincialisms               foible              foibles              dandies            indulging              finical            criticism              bowings            scrapings             overmuch           likenesses       unostentatious             spouters            elevation             boasting         dictionaries            erudition              Lexicon                 NOUN               SOCIAL           WHALESHIPS            GENERALLY             CRUISING               GROUND                 WHEN                AFTER           EXCHANGING                HAILS             EXCHANGE               VISITS                BOATS                CREWS             CAPTAINS            REMAINING                 TIME                BOARD                CHIEF                MATES              Gamming                rowed            cushioned             milliner            decorated              ribbons                gouty             aldermen              gamming              rapping               topple               Merely           straddling            steadying              ballast        authenticated                   54                   AS               GOLDEN                  INN          Polynesians           visitation            judgments          confederate         communicated          injunctions              rambled             governed           transpired         Interweaving             publicly              lasting             sighting             terrapin                tiled            cavaliers          interluding                eaves              stabbed            believing               averse             sensibly             repaired            commonest             favoured           prosperous               brutal             provoked                 Lake                crave               masted               Callao             agrarian          freebooting         interflowing                Huron             Superior        expansiveness               rimmed                races               shored           approaches          territorial              frowned            batteries               craggy          thunderings            victories               peltry              wigwams              flanked            unentered              serried            harboring             exported                 furs            Cleveland            Winnebago              cruiser               Borean           dismasting               blasts           shipwrecks             inlander              austere              quarrel            backwoods                bowie              decency             skippers             clanging           accessible           unthinking         conveniently           overflowed              scupper         conventional            conceives              dislike           bitterness             tasseled              viceroy              Espying               unawed           banterings             cannikin             bottling           investment                 gang               estate                 Boys               Lively              denotes             energies               wiping              profuse          Intolerably            offensive        inflexibility          instinctive             neatness         prescriptive             athletic              trivial        unwillingness       passionateness               ireful            aggrieved             sweepers             billeted      unconditionally          reiterating               Heated           smothering        conflagration             doggedly           intimation             forborne            comported            repeating           Retreating              poniard            clenching           creepingly           persecutor            slaughter            mastheads             harbours              boatmen             thriving             affluent           cultivated            fertility               holies               Mohawk             counties              chapels           milestones           Venetianly             Ashantee          patronising          freebooters               encamp           vicinities                friar               plazza                 Dame             Isabella          Inquisition                wanes              Proceed              Limeese            plentiful                purge               Thanks               Freely        picturesquely               Antony               turfed               toying             ripening              apricot               sports             ribboned              betoken               visage              swagger            unshunned            redeeming         emphatically            graduates               Sydney          curiousness                rural         probationary              reaping              ruffles             backstay              baleful               comets               uproar              turmoil            atrocious            scoundrel              hastily              slewing            Parisians           entrenched              throats               defied              Fearing            patrolled             promises            discharge           growlingly              padlock         companionway             clinking            resounded            prisoners            pocketing            wrangling            scuffling              summons                fetid            closeness            famishing           Emboldened           reiterated             babbling            mutineers                 jeer                 Shut            defection           associates           entombment             garrison                amuck         devilishness          desperation           opposition             objected            reserving           miscreants            treachery        determination            chemistry              villany          treacheries               gagged             collared             rebelled            reprimand         administered           vernacular               rogues                mince            crucified               bantam              execute                crept               clamor             besieged           Entreaties                cuffs          instigation         peacefulness            speediest                adopt          passiveness           ventricles         unseamanlike                dozed             braiding               oddish             Shipmate               netted              tucking               Twenty            ordaining              planned              avenger              damning               stupid                 Jesu         christenings                 Whom             rehearse                 Sirs            forgetful           undeterred              rumours               dogged              askance            spangling                 opal            Gentlemen             pervades               mapped              slacken          whitenesses              keeling              resided          foremastmen            underwent                 poop        reinforcement               corals             assuring                Adios             Watching              beached           befriended       providentially            Tahitians           Chartering              refuses          convictions              advised                 Auto                   da                   Fe      archiepiscopacy             withdraw               Excuse            procuring                   55            Monstrous               advert            portraits            challenge              proving            pictorial            delusions            inventive         unscrupulous           panellings            pedestals              statues              shields           medallions              Saladin               cavern             Brahmins           prefigured               occurs               Vishnu                Matse               Avatar              section            Galleries             succeeds             rescuing              Hogarth           Descending           Hogarthian               howdah             Traitors                 Gate            Prodromus              primers             imitated                vases            publisher              Revival            vignettes       embellishments                  eau          unexhausted          Advancement       unprofessional             Peterson                rafts            Fisheries              Picture                 1793            veracious         compilations          heinousness            Goldsmith             Animated            unsightly            amputated                amaze           hippogriff              Germain                Count           systemized            incorrect                sheaf               squash          predecessor            abortions              saucers             painters                shops              Richard                humps         breakfasting                tarts          deformities             undashed           presumable             limbered             accurate              Bentham              library            chrysalis           roundingly           strikingly              mittens            unpainted            exactness                   56            Erroneous               Scenes              capping         frontispiece           wretchedly               convey             truthful         Respectively         incomputable            precipice                  bob              Serious                mossy              candies            maccaroni           foreground           unstarched           conversant         marvellously           Versailles             beholder              battles               Lights             aptitude          draughtsmen            sketching             renowned           miniatures            classical            diligence          Leuwenhoeck              submits           inspection                  fac              similes        disparagement            oversight            affidavit           subscribes               Durand           breezeless                 quay             smithies                rains              quicken                   57                Paint                Sheet                Stone                Stars               KEDGER            integrity        justification            clearings        contemplating           amputation           Throughout               graven         skrimshander          elaborately          dentistical      skrimshandering                 tool                exile         civilization             restores             savagery           allegiance                rebel          elaboration         perseverance            intricacy                 cost             maziness             Achilles               shield       suggestiveness               Albert                Durer               Wooden          forecastles               roofed             knockers               porter              intents             labelled                HANDS                  OFF                ribby            groupings            petrified                windy               surges      amphitheatrical              heights             profiles         intersecting               Soloma               ruffed             Mendanna              Figuera          expandingly          revolutions                 Argo                Navis               Hydrus               Flying               fasces             encamped                   58                 Brit           sluggishly             fringing           seethingly             shallows               drifts            blackened           elevations              beholds           overgrowth          specialties             unsocial            repelling           stateliest         aboriginally              Wherein        Preternatural              Hebrews                Korah              spawned              tigress               jungle             overlays              Panting             overruns           subtleness           unapparent            loveliest           brilliance          cannibalism          encompassed                 Push                   59              languid             stagnant            burnished                glade            enjoining            slippered              spectre        disentangling             stiletto                 Bare              connect           forgetting                pulpy            anacondas          perceptible              obtains             disgorge               clings               Kraken          Pontoppodan           ultimately            describes             narrates            abatement              assigns                 Anak             vapoured          impregnated              pliable              stiffen                 adds           durability          compactness                gloss           superseded              durable           aesthetics           Circassian             spirally              densely       spiralizations               tangle           precaution              stowing              reeving               twists              freight                 loop           facilitate                  mug                 jogs               leaded             prevents            continues       mystifications             jugglers               snakes           sportively           festooning        circumstanced               marrow                jelly                Gayer              sallies                jokes            repartees              hangman               nooses             burghers               Calais               Edward               halter            whizzings               engine              grazing               cradle            adjusting              Mazeppa             precedes           prophesies            explosion          serpentines              halters              realize                poker                   61                Kills               honing                 parm               resist             voyaging                fewer             denizens             pendulum        forgetfulness               trough              burgher            enchanter          wakefulness         majestically         tranquillity              flitted               smoker              Paddles              cheered             elevates            transform         sharppointed          spluttering            cucumbers               graves                  Woo                  hoo                   Wa             screamed                whoop              bounced              screams                   Ka                  Koo                  loo            Grenadier            retaining           encouraged               tugged                fumes         blisteringly               cloths              quilted               Partly    indispensableness                  mop               piggin               bailer           harpstring                Whole            Atlantics              bubbled              seethed               glowed             vehement             wallowed          overwrapped            phrensied             dilating         respirations         thoughtfully                   62                 Dart               pushes               killer             fastener           superhuman                 bawl             disrated           boatheader           efficiency                   63               Crotch                twigs           productive              notched            slopingly               hurler             doubling           convulsive              Tumbled            prudently          thenceforth           skittishly           curvetting           entangling             engaging           concurring        ineffectually            elucidate             passages                   64               thumbs                 Hang             Darkness             Vacantly      dissatisfaction             bullocks             reclines           relatively          flexibility          ingeniously             overcome               adroit           quiescence              flushed             conquest             manifest        intemperately            flavorish               palate               defray             expenses            realizing            banqueter             Mingling         mastications           smackingly              feasted              fatness                bunks             slapping              Peering              scooped         unassailable             contrive       countersinking           cannibally               hilted        quarrelsomely               upside             trotting           congregate                gayer               jovial            whaleship           expediency         conciliating            epicurean             widening                 glee            shambling               galley            assisting                Ebony            inclining              reddish             overdone               shindy              civilly           moderation             Sullenly               Fellow                   se              smackin            hatchings                mustn                  Den              Belubed                  :\"-          approvingly                 coax                 wery            woracious                  zay                bitin            collaring               sartin                  ing             goberned                  ren                wonst                cibil            yourselbs               tearin            neighbour                toder              brigger                oders                mouts             brigness              swaller              scrouge            demselves             willains              scougin                 oder                    g               uttons               shrill               Cussed                 Kick             damndest              testily                 Bout              bolting         continuation                 Hind                 ober                Bress                noder              angrily              Faintly               Passed              mumbled                  dis                brack             demeanor              fetched               colder                sulks                 Drop              gizzard            overdoing                 tips               soused              cutlets                 Wish                  gor                stead          ejaculation                   65                 Dish                Henry               VIIIth                court            inventing            barbacued            Porpoises               turtle                 veal                monks          Dunfermline         unprejudiced              partake             Zogranda           recommends           nourishing           housewives                dough                  oly                cooks              eatable          depreciates           delicately              jellied             cocoanut             puddings                flour           delectable                bucks       discrimination        reproachfully                   Et                   tu                Brute          excessively "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          abhorrence               bipeds           quadrupeds            provident              nailest                geese             feastest              bloated                 pate                 foie                 gras                goose            Secretary              Cruelty              Ganders             formally               indite            circulars            patronise                   66             Massacre          reservation               tickle         unaccustomed              maggots                foamy             marksmen      disembowelments             entrails           oppositely               voided              corpses             narrower                honed               wedder                  wat                Ingin                   67                   Ex              officio           professors              shamble              butcher                leans                swash          spiralizing            uniformly                scarf               grazes                sways            swordsman             slicings               severs              peeling          unfurnished             scarfing            assuaging             friction                   68              unvexed        controversies            unchanged              tougher               ranges             unmarred            contracts             thickens              exerted              thinner             Assuming           integument            observant       hieroglyphical              cyphers            retentive           characters            palisades                Upper       undecipherable            phenomena              Agassiz             imagines             remarked               poncho                slipt             skirting           blanketing             weathers        refrigerators                 bask               Freeze          explanation               warmer               Borneo         spaciousness                domed                   69              Funeral             splashed             poniards             headless            unclouded               wafted         perspectives        punctiliously             speckled                 ween              piously               pounce           vultureism           Desecrated             survives               Espied            obscuring               SHOALS                ROCKS             BREAKERS           HEREABOUTS               BEWARE               vacuum           precedents              utility             survival             bottomed            orthodoxy                 Cock                 Lane               Doctor                   70            beheading          interdicted               behead           Holofernes               Judith                lotus            unfolding        noiselessness         Decapitation          ungarnished               untold       breezelessness            analogies                 atom                   71                Fleet             facility             Squaring                abeam            infecting            untainted        incorruptible      conscientiously           quarantine           Preserving             bearings              Subject         notabilities           totalities             youngish             freckles       cabalistically               walnut               togged             laudanum            craziness            manifesto            deliverer                vicar             Oceanica           sacredness             devoting           maltreated               fawned         instructions             fanatics            deceiving          bedevilling              bilious             caprices               jogged             Greedily            gibbering               Shaker           incarnated            unwilling              despite        denunciations         forewarnings           persuading         unsuccessful               onsets              hurling           prophecies         sacrilegious             divinity              venting             essaying               harmed         parenthesize          accompanies              Raising         specifically             stolidly               scrawl                  Har                pinny               Curses             throttle              missive               Monkey              staying              retrace              tensing            flounders             revolves              costume             scrabble             scramble            elongated             ligature          liabilities       metaphysically           misfortune            unmerited          interregnum               equity                gross            plurality               banker                sends          improvement            guarantee           Unappalled             massacre              carcass                rabid              swarmed              beehive      miscellaneously          carnivorous             ravenous            wherewith        disinterested              muddled           indiscreet           amputating          consolatory               Cognac         suspiciously             untasted               kindle             firewood              lucifer              matches               tinder             sneaking           Temperance             kannakin              calomel                jalap              bitters                 drug           insurances             gingerly               weazel                caddy                   73              patches            tightened                plied           contending               tremor            drippings            performed              circuit             flanking           multitudes                 swum            thirstily           Israelites                Wants              capsize              gamboge             disguise                tucks             Striking              bargain              Bargain                 Pooh           Adventures             soladoes                Doesn                latch               anyhow                 duck               sneaks               daresn              darbies                 lets            kidnapped               kidnap                 nape                 grab               docked                sneak                 Sell                 Mean          necessaries         counterpoise             regained                Locke                 Kant             trimming             carcases        overburdening             panniers             lengthen           Laplandish              bandied                   74             extremes             symmetry                lacks             lashless              sideway               dagger                   ):        imperceptibly          nothingness            impairing     undiscriminating             excluded       demonstrations               Euclid         investigated          incongruity         vacillations            liability              frights        diametrically        imperceptible                 lens             Herschel              porches            Subtilize               levers             Kentucky              Mammoth                 Cave               chaste               satins                snuff           dispirited        hypochondriac               supine             ungainly             reproach             dentists            undecayed                 sawn                   75            shoemaker           spoutholes                 bass                 viol            spiracles            apertures                  fix         incrustation         Greenlanders               fixing               nestle             diademed               diadem             Probably                 gape             scimetar                slats            depending            cursorily              fringed              strains              retains          openmouthed            criterion         demonstrable           analogical                   ;*                 CHOP                tufts           stiffening          farthingale      thoughtlessness              Haarlem                  rug              softest               Turkey             barreler             mandible          speculative                Stoic              Spinoza                   76            Battering         physiologist          investigate        unexaggerated       satisfactorily              vestige          impregnably            toughness             sharpest             Indiamen             toughest          illustrates              bladder               unique               celled           honeycombs          susceptible     irresistibleness           impalpable          destructive           Unerringly          uninjurable         specialities       concentrations             braining                feats            renounced              Isthmus               Darien              elevate           provincial       sentimentalist           salamander          provincials             weakling              goddess                 Lais                   77               Baling            Regarding               quoins              cranium            subdivide                Quoin            Euclidean          inclination           subdivided            honeycomb           recrossing           mystically            adornment                wines              Rhenish               prized               limpid          odoriferous            unalloyed          crystalline             dribbles               coated              coating               lining              pelisse         decapitating             operator            sanctuary            wastingly                   78              Cistern              Buckets               Nimble           travelling             Securing              Muezzin             searches            Inserting               guides                 pail            Carefully           remounting               cabled                 Evil            eightieth            suckingly                Swing             hoisters            struggles              ramming            cartridge               rocket               sinker                Drawn               lunges          impediments            Midwifery              fencing               boxing         slipperiness                 curb              tissued             lightest                corky                sinks         counteracted           undetached                agile              whitest             coffined              sanctum            sanctorum              sweeter                   79              Prairie        Physiognomist         Phrenologist          scrutinized                 Dome             Pantheon              studies               dwells        modifications             disciple            Spurzheim              achieve     Physiognomically            anomalous             modifies            appendage            gardening               cupola              Phidias          conceptions            obtruding              Pushing              defiles              affixed              decrees               alpine          Shakespeare           Melancthon             tideless             antlered             domineer               Genius               Orient               magian           tongueless           protrusion             cultured                 lure             enthrone            unhaunted           deciphered             decipher          Physiognomy            languages             simplest           unlettered                 Read                   80                  Nut               Sphinx         phrenologist          geometrical              Unhinge            angularly       superincumbent              reposes             outworks              citadel       fortifications             secreted         convolutions               unload               spermy               scaled             confound            remarking           veneration            negations          affirmative              dwarfed             inlaying                basso              relievo                joist                Apply           phrenology              fibrous         undecreasing            smallness          compensated          indomitable                   81             wavingly            borrowing           invertedly           contradict            Newcastle          indubitably                CLEAN            deserving                Aware              harness            unrolling        incrustations          overgrowing            afflicted             jaundice            infirmity         questionable             retarded               muzzle           commotions             upbubble            paregoric              Adverse             Indiaman            Hindostan               buries              wallows             cumbrous             deriding              gesture           ungracious                mocks                dares           greyhounds           villainous               Halloo              budding                 suds              quahogs              muffins            barreller                  DON                 duff                  sog               sogger            retarding         economically               dogger             Fiercely              incited               taunts          momentarily           chivalrous                 crab              midship         diagonically            maddening                yawed              clipped            plaintive               pitied                chose             diagonal             Blinding               bumped              sunbeam               cougar              tilbury                 mail          loggerheads              ceasing            expending              hooking                 2000          atmospheres                groan             credible               layeth            habergeon            esteemeth              stubble             laugheth        unfulfilments               thighs           conducting               throbs             icefield               valves             valvular                drain             arterial             misgrown            prostrate            protruded                bulbs              bridals              makings      inoffensiveness         protuberance               bushel             ulcerous               goaded         bespattering             glorying              marring              flapped              stifled             unrifled         artificially               healed           ulceration             rummaged              cabinet          discoveries      unprecedentedly             ordering               gabled               gasped            inlayings               cabins          dislocation          timberheads          ponderosity              Usually                 pads          aspirations                flush          incumbrance                Gases            generated              balloon                 Bays         uncapturable            unskilful                Backs              Dericks                   82               Honour                Glory          enterprises       disorderliness       honourableness                 demi        subordinately           emblazoned               sordid             knightly           intrepidly               Arkite              legends                Italy         suggestively                 Akin               Dragon           chronicles              dragons              jumbled              Ezekiel             versions             subtract              mislead              griffin            horseback              artists           ancientest                Dagon               Israel             tutelary             guardian               patron           decoration             Crockett                  Kit               Carson                 doer               mooted                 clan                versa               saints             demigods              godhead              Hindoos         incarnations             recreate         dissolutions              preside              perusal                   83         Historically             Regarded             distrust             orthodox                Arion         unscientific                choke                 Jebb         anticipative                whist             Possibly            ensconced            toothless         incarcerated              gastric               juices            exegetist             supposes                 DEAD             campaign              divined           christened                 Gull                Eagle           exegetists               opined             inflated           weathering          Bartholomew                 Diaz              reputed                 liar        reprehensible                  via        magnification                   84          Pitchpoling                axles                 crop               barges               Actium              extract           imperative          dexterities             sleights           subtleties            manoeuvre            exercises               boasts           inveterate                Steel           pitchpoled            drawbacks           equanimity                excel             Handling          whistlingly            waistband              Instead               spigot                today              Orleans              whiskey          Monongahela              canakin                 brew                quaff            greyhound                leash           pitchpoler                   85             Fountain          sprinklings                    P                    M            sixteenth           contingent             function            withdraws            vivifying                  err               Assume              aerated            Anomalous           vermicelli                quits           oxygenated                camel            waterless             stomachs         indisputable            obstinacy               HAVING            SPOUTINGS              risings             respires              fetches               Remark                rates            replenish              hazards              victory           pulsations           truthfully          obliterated              clogged                 Sure            retention            exclusion              rumbles                talks               Seldom              stammer             listener           conveyance          discharging                rhyme               pester            knottiest            undecided            cascading        superficially          countersunk                basin              pitcher           feverishly            acridness         investigator          hypothesize               Pyrrho                Dante              worming           undulation             shingled                attic             overhung           engendered       contemplations            irradiate           enkindling              denials               Doubts          combination                   86                 Tail              warbled              praises             antelope              alights             shoaling              overlap               recede          exquisitely               webbed              compose               triune          undoubtedly                 knit             muscular            filaments                loins                Could              flexion        infantileness             Titanism                 Real              impairs              harmony              bestows           imposingly             Eckerman               Goethe               Angelo     hermaphroditical             embodied           brawniness           submission            endurance             conceded             flexions              Therein            transcend                 Five                 mace           lobtailing             wriggles           propulsion               Scroll            conflicts       contemptuously              eluding               stitch          demonstrate           daintiness             maidenly           gentleness             slowness           tenderness           Darmonodes             nosegays              damsels             caressed             Stealing             unawares               unbent               kitten           thunderous           concussion               wreath            Excepting               BREACH             grandest              Dantean               Isaiah           archangels            crimsoned               Persia              Ptolemy           Philopater                 Juba              terrier                 lily               tosses              deplore            inability                 Free                Mason              symbols              methods        intelligently              Dissect                   87               Armada               Birmah                Bally           buttressed        inexhaustible                silks          ineffectual              guarded            Orientals           obsequious              cargoes                waive           ceremonial                proas                coves        chastisements             corsairs            repressed             pillaged           northwards           Philippine             haunting                zoned                raced           sustenance            utilities             unusable            kentledge             brackish               rafted             cinnamon           renouncing         magnificence             premised           assistance          aggregation                cleft               willow                 bush         individually           metropolis                balmy             autumnal           unfriendly             Crowding               deploy        Corresponding             crescent            Levelling             rascally      philanthropists             speeding               rowels          atheistical              gnawing             Cockatoo               grieve         victoriously             notified             bayonets             Stripped            animating         irresolution                 rout            expanding            aimlessly          distraction            paralysed               logged                flock              herding              banding               herded              theatre              outdone          circumspect              menaced               mobbed              daunted             manfully             sheering               edging            dispensed                swamp              cooling               druggs               looped          requisition         staggeringly             fettered          malefactors            disorders              tumults              Titanic              embayed               hemmed              Keeping        inexperienced            snuffling         domesticated               patted            scratched          spiritually             feasting             Gulfweed             fourteen               frisky              irksome               lately             reticule               unborn             crumpled                 ails            buoyantly            umbilical               Madame             tethered        indifferently            gestation                 Esau                Jacob                teats             situated                 anus              breasts               extend          rivallingly            discolour         strawberries               salute              HOMINUM       consternations              indulge         concernments             revelled            dalliance            tornadoed              disport            entranced             drugging             frontier            hamstring              maiming               tendon               Arnold             flailing             wounding            submarine            nurseries               orbits           thickening             clusters            departing                Shove                bulks               outlet              escapes              cheaply              Riotous              clumped              renewed               onward            augmented               waifed             pennoned                   88              Schools        Schoolmasters             inducing         aggregations             cavalier              evinces        surroundingly              solaces          endearments                dozen           EMBONPOINT            ramblings         fashionables            promenade             journeys                 wary                 pert       confidentially              assails               chases                rakes                duels             admirers                 elks            warringly           interweave              antlers                scars             furrowed            scolloped           dislocated              invader            diverting               Gently           insinuates               revels               lavish           omnivorous               exotic                dumps                lends            lassitude            overtakes                sated            supplants              maidens             impotent            repentant           admonitory            forswears             disbands            exemplary            parallels              amorous            satirical               Vidocq               occult              lessons           inculcated         secludedness              betakes               Daniel                Boone   characteristically         proverbially                penal                 gout           collegians           wickedness          underwriter           turbulence          settlements               harems                sexes                   89          regulations                minor        contingencies              retaken            vexatious             disputes           authorized          legislative            enactment                 1695          legislators                terse             Pandects             Meddling             Business             engraven             forthing              soonest             masterly              brevity              expound                Alive         controllable             occupant            occupants            telegraph               cobweb              ability               knocks                 Coke            Littleton           allowances           scrupulous               trover            litigated              forsake           Ultimately         appropriated         remonstrated              seizure                 sued              defence           illustrate                 crim                  con           instituted               stress            contended         reciprocally              awarded         controverted            aforesaid             ploughed         fundamentals        jurisprudence              tracery                  Law                props           regardless                serfs           Republican                 mite           undetected              villain             Mordecai                 loan           Archbishop                scant               Dunder              hamlets            redoubted              Ireland               lancer              Brother             Jonathan      internationally                 1492             mistress               Rights            Liberties            smuggling           verbalists             thinkers                   90                Heads                Tails               balena                 vero             sufficit                   si                  rex               habeat                caput                   et               regina               caudam              BRACTON                    L                    C                 Laws            Honourary             division              halving            courteous              prompts             railways                  car        accommodation                Dover             beaching         jurisdiction            policeman           emoluments                 Port           assignment             sinecure                 eely                 L150              fantasy              sipping               soften               Please                 duke             blisters                  Won           Wellington            clergyman             meddling             militant             kingdoms             coercing            delegated                 Gold             pinmoney                Bench          discourseth              bodices              mermaid          allegorical          limitations         symbolically         congeniality                   91                  Bud          Ambergriese                fetor          discoverers                  bet              circled       unappropriated             Assyrian                 moor                attar        problematical          indigestion              defunct          banteringly             Crappoes            Frenchmen             snuffers                 wick               Crappo             leavings                 cell             breezing              Issuing              Drawing             fanciful                 bulb               boards               BOUTON          inscription                 ROSE              bulbous        communication               bawled                Roses                WHITE              Blanche                slung                YOURS             gardenny               posies          Guernseyman               joking                 gill         manufacturer             upwardly                stems             outcries            anathemas                 ajar        remonstrating              betaken              CABINET                 pest           entreaties         indignations              Marking            conceited            ignoramus         unprofitable             Sounding                frank        circumventing           satirizing         interpreting              babyish                 Jago               baboon                 vows             conjures            confining             inviting             Bordeaux                drift         benevolently             slacking              feigned           intentions                 reap          unrighteous           excavation              digging              pottery                 loam               guinea             druggist          unavoidably                   92            Ambergris                 1791                House              Commons             compound                soils             odorless            ornaments                 waxy                spicy            perfumery             pastiles              powders              pomatum                Mecca         frankincense            merchants               grains               claret               regale        administering            Brandreth             blasting          Corinthians           corruption                 sown           Paracelsus        manufacturing               appeal                repel               biased           slanderous            aspersion            disproved           slatternly               untidy                rebut               odious               stigma            originate            traceable                 bung            shortness            unloading                 dock             Hospital        Schmerenburgh          Smeerenberg                 Fogo                  Von                Slack               Smells                smeer                sheds            scentless                  Jew               enjoys            dispenses              scented              rustles                liken            fragrance                 Must             redolent                myrrh                   93             Castaway           lamentable             timorous               keeper               Pippin                 nick         abbreviation                 pony         developments            eccentric                 span               torpid           intellects          festivities                finer                Julys                 Year             lustrous             cabinets              luridly            illumined         fictitiously               County          Connecticut              fiddler            melodious               belled               veined              watered            healthful             jeweller                gases             divinest               sprain        discreditably               exhort       courageousness              needful             breasted             plumping            Snatching      interrogatively             assailed          execrations           Tranquilly             cursings           officially         unofficially                STICK                motto            undiluted                Stick           interferes          benevolence          performance            bounteous               flatly               beater              Bobbing                 ebon               cloves            brightest         lonesomeness        concentration            immensity               merest            jeeringly               finite             unwarped              passive               Wisdom              hoarded             juvenile          omnipresent              insects              treadle                   94         crystallized          Constantine              clearer            sweetener             softener             molifier                 eels           serpentine            spiralise              tissues               richly             opulence       uncontaminated                aroma           Paracelsan             allaying              bathing                   co        sentimentally           acerbities                 envy           attainable               saddle             paradise              thicker              oblongs            Berkshire                 Plum        participating           refreshing                 tint           bestreaked                plums               rubies               citron               cutlet                   le                 Gros              vintage            vineyards            Champagne          slobgollion            ineffably              stringy             ruptured            membranes           coalescing                Gurry           designates            glutinous              Nippers           indigenous           vocabulary               nipper             Edgewise             operates             squilgee           impurities           receptacle              arrives                tyros              workmen              lurches                 hone             spademan             shoeless           assistants                 Toes                   95              Cassock          mortemizing             strolled              scanned             scuppers                 cone              Maachah                Judea                  Asa               depose          abomination               Kedron         grandissimus            Extending        cylindrically                  boa            pantaloon                slits           canonicals           Immemorial               minced               orator              Arrayed            occupying                bible        archbishopric                   !*              enjoins          accelerated            improving                   96                Works            outwardly              joining         constituting                 kiln                roomy             battened           remarkably              cynical            polishing             geometry              cycloid               tunnel           evaporates              oversee             ignition           properties            plethoric               martyr          misanthrope             funereal                pyres           freshening               licked                flues              sulphur             Hydriote              Canaris       conflagrations            Tartarean              stokers             Opposite         emblazonings             laughter         gesticulated              dippers           scornfully              champed              Wrapped          ghastliness           drowsiness         illuminating            Uppermost               havens           bewildered         Convulsively             fronting        hallucination               accept             hitching              forking              gentler                liars               Dismal                Swamp             Campagna               Sahara              Sorrows         Ecclesiastes          unchristian               dodges                jails           graveyards               operas               Cowper               Pascal             Rousseau             Rabelais            wandereth               invert               deaden             Catskill             blackest                swoop                   97                 Lamp            canonized          counsellors               pallet              Aladdin            pitchiest         illumination               cooler          replenishes                 mugs                  vat                lunar               astral            freshness          genuineness                   98              Stowing             Clearing                moors             garments          executioner             Shadrach              Meshach             Abednego            unscathed                scoot              OFFICIO             unsealed         hermetically            incidents             besooted             suffused            deafening         scrupulously            cleansing         adhesiveness         exterminates              restore             tidiness             scrubbed         simultaneous          bridegrooms            discourse              parlors              carpets             cambrics               musked                slash              cleanse          tabernacles                BLOWS              routine       metempsychosis           Pythagoras                   99               halted          hopefulness            interpret               cipher             cartload                Milky                  Way                raked             Pactolus               amidst            rustiness            verdigris          untouchable             foulness              amongst            pilfering               wanton              revered             talisman               medals              alpacas                disks            ecliptics            luxuriant            profusion         preciousness            enhancing                mints            Spanishly            REPUBLICA                  DEL              ECUADOR                QUITO                clime               autumn                Zoned              summits              crowing              arching          partitioned          cabalistics             keystone          equinoctial              Lucifer              volcano           victorious              rounder             magician              mirrors                gains               coined                claws         inspectingly              Trinity                girds        Righteousness               shines              fixture               wisely              falsely             twigging                Negro                 Hill              Corlaer              Popayan             moidores             pistoles             Golconda              Epitome                ditto            curvicues               Jimimi            navigator                 Pity             Almanack            lecherous               begets                 Vice               Cancer                 Crab                 Lion                surly                 dabs                Virgo                  pop               Scales              Scorpio             Scorpion               stings              amusing               shafts          Capricornus                 Goat                 tilt               deluge               drowns               Pisces              Jollily                cigar              wiseish                luffs               halloa                Prick                witch           Copenhagen                Dodge             Cannibal            Astronomy         interpreters               Murray            Improving                 bats                  Caw                poked        complimentary                 wits "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              county               darkey                hoard                 Hish                 hish        blackberrying                  100                  Arm              Trumpet               tanned          thereabouts             festoons            broidered               hussar              surcoat              clamber             deprived            invention             abjectly            changeful               cleets           tastefully           bannisters                 Jump                curve               rueful                 Spin              cruised                 trim             bouncing           exultingly                afoam              fluking              tangled                 );--                 jiff                  bat             befogged           bedeadened              looming              steeple               midday            flailings                 ript                 pill         introduction                Stood               chimed             Drinking              toddies             bandages              watcher         dietetically            respected                spins               clever              passant           abstinence          hydrophobia             exposing               scarry                rogue                 bait       mathematically            digestive          inscrutably               feints             formerly               Ceylon               emetic                tacks                 pawn                Bless           stoopingly          thermometer               lancet                  101             Decanter                fades               Tudors             Bourbons                 1726               Maceys             Enderbys             auspices           government            Commanded                 1819              tasting         experimental            Enderbies               sailer               trumps                Saxon                 Flip              flipped              squally                 tars            scrambled              diluted              pickled               risked                 anti            scorbutic           Hollanders           Zealanders              scrimps               normal           incidental             stumbled                musty           reinforced           production                 Fitz          Swackhammer              college                Claus                 Pott          translation                spied               Cooper                Smeer              larders           translated           transcribe                  150              firkins                  144               Geneva          statistical           parchingly               quarts             studious       transcendental             Platonic             compiled             rendered              bumpers           prosecuted              climate            exclusive              fuddled           improbable               agrees                boozy             grievous              empties             decanter                  102                Bower             Hitherto        descriptively             treating                dwelt           structural             unbutton            untagging           unbuckling              garters            ultimatum             lectures              Cetacea              Explain          examination               dishes              rafters             pinnings                 vats            butteries           cheeseries              dissect              sheaths             indebted                  Dey              Algiers                villa               Bamboo               invent            droopings           enfoldings            sheltered       unextinguished                bough             devotees             Damocles                 Glen          industrious             tendrils               shrubs                ferns              grasses              lacings               weaves            factories             spindles           villainies             detected           intermixed              greener              fresher            trellised                wived                curly             wandered               eddied              arbours                  Dar              sconces               Museum               museum           Manchester                River            Yorkshire           seignories             cavities             shutters              footman             charging             twopence           threepence             sixpence             verbatim           wanderings           statistics               wished           untattooed        admeasurement                  103          Measurement             Skeleton              briefly              exhibit             outweigh                 Feet             Attached             enclosed               vitals         disconnected         successively               climax              spanned               seemly       correspondence             footpath           attenuated             eddyings                angry               Pompey               Pillar              knobbed              urchins                  104              amplify             compress           intestines              approve         omnisciently           exhaustive              seminal                germs           habitatory              magnify       archaeological              Applied        grandiloquent                 Fain              emprise           weightiest              consult        dissertations            expressly        lexicographer              compile          chirography              placard               condor             inkstand              Friends              penning          outreaching            mastodons            panoramas            excluding              suburbs            geologist                mason              ditches               canals                wells             cisterns               remind              justify             Detached             Scotland            Louisiana                 1779                  Rue             Dauphine                Paris              Antwerp                 1842               Creagh         Basilosaurus            Anatomist         rechristened            Zeuglodon           Geological            mutations              blotted        characterized              partial         resemblances           affinities              seniors             bastions              Tropics          inhabitable             pedigree           Methuselah                 Shem           antemosaic            unsourced           stereotype            limestone                 marl           bequeathed                print             Denderah             griffins              moderns              Gliding              cradled          attestation              osseous             diluvian              Rafters                Beams                Bones               Common                Power               Matter                Rocks                Miles              Miracle                Camel                 layn           Historians               affirm              Mahomet                 Base                  105            Magnitude             Diminish               Perish             Inasmuch           Eternities             inquired        investigation               fossil              exhumed                 tape            Assuredly          Aldrovandus                Walks              Tunnels             Solander                Cooke              Academy             Sciences               reydan               siskur             Wrinkled              Bellies               metres            ancestors                stall           Smithfield              fattest                 kine           whaleships          penetrating         exterminated            Comparing           overspread                manes              scowled                sites        extermination              forbids             Canadian           moccasined        statistically         remunerative           influenced                yokes           fallacious                haunt            declining           unfamiliar             invasion                Swiss             savannas             citadels             barriers                floes             cachalot             annually         populousness                Harto                  Goa               droves            Semiramis             Hannibal             Americas            longevity            imagining           perishable              Kremlin             despised          Netherlands                 rats              frothed                  106        precipitating               thwart          splintering               urgent           inflexibly                lusty                prone           insensible            displaced                groin                cured                marsh          perpetuates             songster                Grief                  Joy              canonic           enjoyments        childlessness            fertilely          progressive           inequality             analysis           felicities         unsignifying            pettiness            heartwoes             tracings            deduction           sourceless       primogenitures           cymballing         ineffaceable              signers          Unwittingly                 Lama               senate              partook          explanatory          recluseness               banned          unaccounted            underived            conspired               muffle            transpire                synod           potentates           procedures          functionary                studs             clearest             fittings                  107                 Seat         sultanically           abstracted           duplicates          abstraction             callings         outbranching          handicrafts            efficient            reforming               bladed       unhesitatingly               expert          conflicting            aptitudes              enacted         athwartships             belaying               strays              sprains             concocts               lotion               longed           vermillion               drills              pincers                 bids         unmanageably               winces          unconcluded             capstans           expertness             vivacity          pauselessly              ignores            involving            ramifying        heartlessness                oddly             wheezing           unstreaked            wittiness             wanderer            clingings            pertained             abstract         unfractioned                 babe         premeditated    uncompromisedness       unintelligence         intermixture               uneven          spontaneous              literal          manipulator                oozed               MULTUM                PARVO            Sheffield              drivers                 awls               rulers               filers       countersinkers            superiors           omnitooled              machine            automaton          quicksilver               abided        soliloquizing            hummingly         soliloquizes         soliloquizer                  108                LIGHT             LANTERNS               BUSILY               FILING                  LEG               FIRMLY                FIXED                SLABS              LEATHER               STRAPS                 PADS               SCREWS                TOOLS                SORTS                ABOUT                  RED                FLAME                FORGE                 SEEN                WHERE           BLACKSMITH                 Drat                 drat                  Saw             amputate                Lucky             shinbone                 soak             doctored              lotions            Mogulship               DURING              ENSUING                SCENE            CONTINUES             SNEEZING                TIMES             manmaker              pleases             Measured                pinch          partnership             Africans               pedlar             crushing              pattern             Imprimis             modelled               Tunnel             outwards         architecture                thief              catcher             Thrusted                 Clay                  mud             ditchers             sneezing                 Bone              feelest                poser uninterpenetratingly             standest        eavesdroppers            dissolved                mayst                  Hah               Bungle                TURNS               debtor            blockhead               Cursed                inter         indebtedness              ledgers           wealthiest          Praetorians              auction                  owe             dissolve          compendious             RESUMING              dinning            thoughted            haphazard            undertake               chucks                 slim                lasts                 roly                 poly             spavined           collecting                 core                 oval             smoothed                  109         unfavourable           semiweekly               drench               damply              leakage              Formosa               Niphon              Matsmai               Sikoke              pruning            wrinkling             footstep               Either               saving                aleak              outyell               Owners              prating              miserly        manifestation               resent               Devils           forbearing            mastering             outraged                waxes                obeys               plaits                 Furl              honesty          imperiously         disaffection                  110            puncheons               copies             placards               Tierce               shooks             treading            catacombs             demijohn           dinnerless            companion            sinecures            clumsiest              stowage              holders        disembowelled             dampness               lizard                chill               lapsed              thinned             softness           bystanders            Zoroaster            impresses               holier            embalming             horizons        uncontinented            interflow                adown             Lackaday          promptitude             chalking           ejaculated       transferringly           tyrannical              Leaning                woody            entreated             comforts               Rarmai             sobbings                 Seek               probed             vouchers                homes              runaway        convalescence         ungovernable            destroyer         convalescing           whimsiness             emptying               unfold              moulder            inscribed             unsolved            surveying        tantalization                  111               thanks         supplication            eastwards            stirrings             Ephesian                  sod           Evangelist              Potters               Fields        somnambulisms           slumberers         restlessness               Magian             adoption              midmost          Californian            recentest                 lave        Archipelagoes               Japans               Lifted              nostril               sugary          consciously             Launched                Delta                  112           Blacksmith             Availing         contributory              bowsmen            jealously               murmur               Silent          chronically               yawing          importunity         questionings              Belated           innocently             stupidly             numbness      uncatastrophied          postponedly           technicals              artisan               blithe         disguisement             Conjuror             economic             listened              unhappy       reverberations            unsweetly                Labor              lullaby                Hadst           competency             virtuous                elder     responsibilities         glitteringly              bellows              cinders            houseless           familyless                crape         unreverenced                curls              Untried               Remote               Watery             Unshored         compunctions              suicide          contributed            receptive           alluringly            abhorring                  THY           gravestone           Hearkening                  113                Forge              swathed                apron               Mother                Carey             chickens                  liv               shrunk              Welding         passionately                 Said         unsmoothable                gaffs               racing                Horse          stubbornest                 flaw                 Work              welding                 hems             blessing                fusee              wincing             branding                shave                  sup            Fashioned               arrowy            tempering            punctures                  Ego              baptizo                   te               patris                  sed              diaboli          scorchingly            baptismal              unwound             Pressing           strandings           unstranded       intertwistings            mummeries          unmeaningly               mocked                  114               Gilder          Penetrating             paddling                birch               mixing                 cats                 purr              forgets             conceals               filial                vales                mixes       interpenetrate             seamless           treasuries           tarnishing           landscapes               clover             mingling          unretracing           gradations              boyhood          thoughtless          adolescence            disbelief                  Ifs               unmoor                ether             weariest             unwedded            paternity           Loveliness                lover               tiered                  115              apparel           gloriously            streamers              bunting              Signals               brazen             bartered          centrepiece              caulked              plugged           complacent            barbarian                drums                 POKE               eloped              negroes             Bastille          jubilations         impersonated            islanders                sayst        homewardbound                  116                Dying           favourites            spearings        plaintiveness          inwreathing              orisons              convent             wantonly               vesper                hymns              Soothed              sterned              wanings               placid         wondrousness               vassal               candid             unspoken                Niger               whirls           unverdured         slaughtering               trebly             aspiring             strivest              jettest         intercedings            unnamable          imminglings              suckled             mothered               foster                  117           flickering               chafed           spectrally              moaning            squadrons          Asphaltites           unforgiven              Started              couldst               plumes              pledges             derision                 ;--\"             Immortal                  118             Quadrant            determine         unblinkingly                focus            splendors         astrological      passionlessness               revery         cabalistical              Foolish            plaything             Admirals           Commodores                brags            happenest            impotence            insultest              Science            vividness             scorches                Level                guide        deadreckoning                THESE              trample               feebly             pointest             trampled             sneering           fatalistic           Unobserved            awestruck           troubledly              erectly              Horatii          pirouetting             lurching              dumbest             charcoal               actest                  119              Candles              Warmest             crouches                Skies            cloudless            exploding                 bomb                dazed                poled               blazed               firmer            teetering                ;\"--(           flourishin                flyin               foamin                   ';               spicin                 ',--               splits               smacks               tastin               Madman              markest             shortest             lightens               volley                peals            conductor              mishaps          interfering             impeding            flambeaux               weaker           sulphurous               teeter                Tekel             Upharsin             gleaming      phosphorescence             Relieved              Satanic              tableau             thinkest                chock     supernaturalness              cohered               numbed                wasps          Herculaneum               upcast              trinity          sacramental              dispute           unintegral              mastery            whencesoe             wheresoe              queenly             supernal            launchest               madest               SUDDEN             REPEATED              FLASHES            LIGHTNING                 NINE               FLAMES           LENGTHWISE               THRICE             PREVIOUS               HEIGHT                 REST               CLOSES                 EYES              PRESSED                 HARD                wrung              shutter             stunning            blindfold                Light              leapest            genealogy           unbegotten              unbegun          unsuffusing         creativeness       unparticipated                 Leap                torch             transfix            Petrified            shrinking              binding               sweeps         neighborhood                  elm                  120                  End                 HELM          APPROACHING             coasting             gluepots             Loftiest             hooroosh                colic                  121             Bulwarks                FLASK              MOUNTED           ADDITIONAL                 OVER              ANCHORS              HANGING                  ARE            drenching                Shake             pitchers                risks               Marine           guarantees             hydrants              militia             skewered                 sash                Tying                fists                wring                 togs                 Same               cocked                 eave              troughs                nasty                  122            Lightning                 MAIN                  TOP                 SAIL                 YARD               AROUND               Plenty                  123               Musket            reelingly            preventer          shuttlecock               anyone            strenuous            exertions              trysail                 FAIR                   OH              CHEERLY                  MEN            falsified           compliance              trimmed          reluctantly              apprise             fitfully               panels    subterraneousness            shiningly              evolved               Loaded                spill               gropes             suffered         remonstrance             scornest                 Flat            breathest                Ahabs               forbid               lawful                caged             howlings            tindering           stealthily             drunkard                panel            wrestling                  124               Needle            outspread         unstaggering             abounded          outbellying               boomed              Muffled         Emblazonings           Babylonian               molten             tetering           loweringly             rearward                 Yoke                hallo               reined              huskily                liest              Heading         palpableness            Thrusting          electricity            Instances             recovers              reaches         Deliberately        unmurmuringly           acquiesced              rumbled          unimpressed            magnetism                tubes            Accessory             clumsily              Abashed              servile              blunted          magnetizing                slunk                  125                  Log                fated             reliance          determining              neglect              railing                Rains               damped           plungingly                Heave              grizzly              spindle            unwinding             mistrust                truer          subservient            Excellent             unmanned            jerkingly              reelman                 Snap         overstrained               sagged              tugging            loosening               fished                 loon               scolds               lesser             holiness               Astern             creative           libertines             touchest              strings                 weak                rivet            believers              idiotic            gratitude               rotten                 Mend                  126                 Buoy               Making         unfrequented         monotonously          plaintively             wailings                Herod            Innocents         transfixedly"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           unappalled            peeringly            plausible         confirmation                waked             shrunken                 pore                sooth              portent           fulfilment             presaged            lightness             feverish            inuendoes              arrange                Bring                 huff               baulks              bandbox          undignified                brats           tinkerings              betters              cobbler                heigh                 Nail               batten               knotty            Aroostook              hemlock            Cruppered              Sailing                 tray              workers            bedsteads                  127                 LAID                 LINE                 TUBS              BETWEEN                 OPEN             HATCHWAY             CAULKING                  ITS                SEAMS               STRING              TWISTED                OAKUM            UNWINDING                 ROLL               PLACED                BOSOM                FROCK                COMES              GANGWAY                HEARS            FOLLOWING             complies             genially                aisle           undertaker               arrant        intermeddling                scamp               Titans             chipping              craters                sings                 bier             Despatch            Albemarle              HIMSELF           woodpecker                Blind               envied                  Rat                  tat              seconds                 tick           immaterial         imponderable                 suck         philosophies             conduits                  128           clustering             boastful             bladders           Throttling           negatively                pulls             swiftest                gleam              conjure                icily             petition              charter              roundly                 Manx             adopting              iciness          unmisgiving            hardihood             initiate          unenervated              display           partiality                undue                 boon             nestling               relent         prolongingly              forgive            Hurriedly           transfixed            rejection          enchantment            cherrying                 wept                  129               MOVING              CATCHES                  Lad                bigot             fadeless                grows                 Weep                  Met                 GOES                STEPS                 STEP                fours          lieutenants            monsieurs            Monsieurs               Jumped                  Put                bulge                  130                  Hat        contrastingly            concurred              sinning               sinned            unsetting             sustains           domineered                check                Alike             powdered              clamped             machines               despot                  wan             watchmen               limits             sunshine            unearthed         intermission          unmomentous              asunder               verbal           forethrown         commandingly         subordinates               tyrant               siding           glimmering               slided               reeved            attaching             shunning              relying            arranging             foothold            relations           fastenings         carelessness               select               billed       incommodiously          untrackably           spiralized             Sicilian               scream              replace             Tanaquil                  131             misnamed             unrigged            bleaching               sewing             Tempered               triply                Brace              baptism             dejected                  132             Symphony           firmaments            separable              pensive        transparently               Samson               Hither           unspeckled            masculine                  sex                 czar                groom            haggardly           unyielding          untottering            clearness            innocency            Invisible                elves           heedlessly               gambol               singed                marge               aromas               dispel            cankerous               caress               erring                  wee            privation             forsaken            heaviness              slavery              poorest               crusts               frenzy            foamingly                brush                 Wife             sisterly             blighted             cindered              lovings             longings             Albicore                Sleep             blanched                 Mate         motionlessly                  133           inspecting         ascertaining                acute           vindicated            bordering             metallic                  rip           Thundering           flattening                Fired              jetting              moonlit              attuned          prolongings                 luff               Shiver                Boats               gnawed             nautilus         unsuspecting               rugged            playfully      interchangeably           feathering            alternate             skimming              pennons           joyousness             ravished               Europa           bewitching              nuptial                Crete              Supreme              surpass           coincident            enticings           namelessly               assail             enticing              glidest            bejuggled       tranquillities            clappings              rapture          withholding           marbleized            warningly             bannered           Hoveringly                apeak               wooing            freshened               herons               keener               weasel       undiscoverable               doored            stratagem           sidelingly             thrilled         unastonished              dallied             frenzied                frail               crafty            upraising               loosed           Ripplingly             spindled         vindictively              Channel             overleap          designation      comprehensively               madden           mulberries            Antiochus            Maccabees             insolent          incuriously          revolvingly          planetarily                 !--\"              Dragged               caking              trodden              ravines          prostration           abbreviate                 pang              feebler               decree          intensities            pointless              centres       circumferences           draggingly                 Help               treble          vicissitude           overtaking             stacking        outstretching              jointed             allotted                 .--\"                Whose              clouded              thistle              pricked             soulless                Groan                 Omen           honourably             darkling              peopled                 Cold             rustling                unset               slower                 .\"--              rousing                  134           punctually         pertinacious           prescience           invincible             geniuses             foretell             trending             obscures           proverbial          evanescence              railway            acuteness            windbound            Inferable               furrow              missent               plough               creeps              tingles               launch              blister               miller                shuts            watergate             frenzies                hares             bounding             enslaved                maple      individualities           guiltiness              oneness       outspreadingly             Clinging              wavings              shading             blueness                 Sway              belayed            orchestra              vibrate           discharges               rifles               halloo            bravadoes               salmon                bluer            glittered              glacier            mistiness            Unmindful              ladders            dartingly             excludes         annihilating           manoeuvred              trained             chargers               slogan          untraceable           evolutions            recrossed        foreshortened               hoping          disencumber               snarls               Caught          corkscrewed                fagot                husks               grated               nutmeg               aslope               bobbed            twitching              lustily           unstricken            struggled            modifying                crumb         intertangled           contusions         inextricable               leaner                 Dead               muster                gores             Accursed                 Gone                knell              collect           unmeasured                Jesus              mobbing              Impiety              lipless           unfeatured            immutably              billion           lieutenant            underling              obeyest              propped            centipede               encore             tomorrow               baffle               judges                 dusk                  hid           heliotrope                  135               dawned               fairer               clefts                 lava            corridors           ventilated              fleeces              tainted                slink               braver           exasperate                Trade                Winds                 veer                baser        Mississippies                Poles         unchangeable           oversailed              reverse            rechurned              Against             misdoubt               voiced             Forehead                 wink          leewardings              Leeward             bitterer                 tiny              shallop                weeps           persuasion          maliciously            prescient            regiments            molesting                Heart             ravening               Future               fadest            Strangest                 Feel                 Stir               Crazed                soars             upheaved           bedraggled             Shrouded             swamping              Crushed             brokenly              creamed           combinedly                tiers              knitted              flailed               Lashed               frayed             Befooled             befooled              seekest            judicious               staved              busying                abate       pertinaciously             rowlocks            Monadnock              fiercer              writhed             foreknew           unprepared          ungraduated                  tug                sinew                Burst             crashing            evolution         persecutions                Slope            splashing                  gap             wrapping                plaid           fidelities         unappeasable            unwinking             mattrass            brushwood            assassins              gulping             Cherries              coppers             inactive       predestinating          Retribution             buttress            dislodged                flume               Diving        unsurrendered            uncracked              bullied             foregone               comber         unconquering              grapple                 THUS          voicelessly                mutes            bowstring          bewildering              mediums              gaseous                 Fata              Morgana          infatuation             lookouts              animate            inanimate            whelmings        intermixingly             ironical          coincidings           backwardly           tauntingly          incommoding            intercept             etherial               thrill             Epilogue                 ONLY              ESCAPED                 THEE            halfspent              suction              closing                Ixion                 Till            liberated               Buoyed            dirgelike             padlocks             sheathed            retracing               orphan \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               18713                13721                 6862                 6536                 6024                 4569                 4542                 4072                 3916                 2982                 2684                 2552                 2459                 2209                 2124                 1739                 1695                 1661                 1659                 1632                 1620                 1478                 1462                 1414                 1280                 1269                 1231                 1137                 1113                 1103                 1070                 1058                 1052                 1030                 1005                  918                  906                  889                  841                  767                  760                  715                  705                  697                  680                  646                  640                  637                  627                  624                  612                  612                  586                  586                  582                  578                  571                  564                  553                  538                  529                  520                  508                  507                  505                  501                  501                  489                  484                  471                  460                  442                  436                  433                  421                  421                  415                  413                  412                  403                  381                  379                  372                  369                  364                  360                  336                  335                  335                  330                  329                  324                  320                  319                  318                  311                  310                  309                  305                  304                  302                  302                  300                  299                  297                  293                  293                  287                  285                  283                  283                  282                  282                  277                  277                  272                  269                  267                  255                  254                  253                  252                  252                  252                  247                  246                  242                  240                  237                  237                  237                  237                  236                  232                  230                  230                  228                  227                  222                  220                  219                  218               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     ]
    }
   ],
   "source": [
    "#tabulate the frequency distribution\n",
    "fdist1.tabulate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x291627db3a0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# graphical plot of the frequency distribution\n",
    "fdist1.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PdhFCjB4qsWAurTBNlOGZDQWe3VhgciO8ak9ZL0KI0UOXPZ6Z/Q3wRmCmmV2d+2gKEeUlKuDu58N6OWWfRsbUy3oRQoweurulXkGEJL8ZyE/x3Ax8pJaNGilsb3PmrQ4tPmkvRY4JIUYXXQqMuz8GPGZmP3T31gFs04jhoVVttLTDQdPq2G2C5r0IIUYXlTgFjjOzTwH7pvwGuLvvX8uGjQTuWxHWy6tnynoRQow+KhGYa4khsflAew95RWJrq/PUunbqDObsIee+EGL0UUnPt9Hdb+s5m8iz8KU22h0OmV7HxEY594UQo49KBOZuM/si8HOgOUvMHiYmyvPomjD2jtpV1osQYnRSSe93fHqdk0tz4HXVb87IwN1ZvDYE5shd63vILYQQI5MeBcbdXzsQDRlJvLjdWd/sTGqEmZMUPSaEGJ30KDBm9sly6e5+efWbMzJ4el1YLwdNr6ebJ3gKIcSIppIhsq25/XHAmcDi2jRnZPDU+hCYg6dpeEwIMXqpZIjsy/n3ZvYl4kmSogueyiwYCYwQYhTTFwfBBECTLLtgW6uzepvTWAf7TJH/RQgxeqnEB7OAiBoDqAd2BeR/6YJlmwsA7DmpTg8WE0KMairxwZyZ228DVru7VlPuguc3x/DYvrJehBCjnB57QXd/DtgJeBNwFnBorRs1nFm2KSyYvSdLYIQQo5see0Ezuxj4AbBb2n5gZh+qdcOGK8vTENk+k+XgF0KMbioZIjsfON7dtwKY2eeB+4Cv1bJhw5VV20Jg9pgk/4sQYnRTyTiO0XkV5faUJkrY2upsbYWx9TB1jC6REGJ0U4kF813gATO7Jb1/K7GEvyjhxWS97DqhTjP4hRCjnkomWn7FzO4BXk1YLu9x90dq3bDhyJptEc2923iJixBCdCkwZnYssIu735aW5n84pb/ZzOrcff5ANXK4sCZZMHo8shBCdO+D+SLl1xxblD4TJaxtCoHZRRaMEEJ0KzA7u/vS0kR3XwLsXLMWDWM2NMcQ2U5jZcEIIUR3PeH4bj6bWO2GjAQ2JoGZOk4WjBBCdCcwvzezK60kHMrMPg3cVdtmDU86BEYhykII0W0U2UeB7wBLzOzRlHYUMA94X60bNtxwdzY0ZUNkEhghhOhSYNLM/Xea2f7AYSn5CXf/64C0bJixtRXaHMbVw9gGCYwQQlSy2OVf3f2XaatYXMzsOjNbY2YLc2mfMrMXzOzRtL0x99mlZrbEzJ4ys9Nz6bPNbEH67OpsyM7MxprZj1P6A2Y2K1fmPDN7Jm3nVdrm/pANj+0k/4sQQgB9e+BYpXwPOKNM+lXufnTafgNgZocC5xCW0hnAN8wsWy3ym8AFwIFpy+o8H1jv7gcAVwGfT3VNBy4DjgeOAy4zs2nVP73ObGyJEGX5X4QQIqiZwLj7H4B1FWZ/C3CTuze7+7PAEuA4M5sBTHH3+9zdgRuIpWqyMten/Z8Cpybr5nTgDndf5+7rgTsoL3RVZUtLvE6WwAghBFDZWmSY2auBA939u2a2KzApCUFf+KCZnUsEC3w0icBM4P5cnuUprTXtl6aTXpcBuHubmW0k5ud0pJcpU3peFxDWETNmzGD+/L4vTrC1NYbIJjRKYIQQw4/+9H9dUckjky8D5gAHEwtfNgLfB07sw/G+CVxBPIL5CuDLwHspvzqzd5NOH8t0TnS/BrgGYM6cOT579uzu2t4tNz12BwATJTBCiGFIf/q/rqhkiOws4M3AVgB3XwFM7svB3H21u7e7ewH4H8JHAmFl7J3LuhewIqXvVSa9UxkzawCmEkNyXdVVUzILRgIjhBBBJQLTkvwfDmBmfZ7Fn3wqGWcBWYTZrcA5KTJsP8KZ/6C7rwQ2m9kJyb9yLvCLXJksQuztwF2pnbcDp5nZtOTcPy2l1RQJjBBCdKYSH8zNZvZtYCczez8xpPU/PRUysx8BpwC7mNlyIrLrFDM7mhCrpcAHANz9CTO7mVhIsw24yN2zh5xdSESkjQduSxvEM2luNLMlhOVyTqprnZldATyU8l3u7pUGG/SZosDU+khCCDE8qOR5MF8yszcAmwg/zCfd/Y4Kyr2zTHKXDypz9yuBK8ukzwMOL5PeBLyji7quA67rqY3VZGtrvMqCEUKIoBIn/0eAn1QiKqMZDZEJIURnKvHBTAFuN7M/mtlFZrZ7rRs1HJHACCFEZypZKubT7n4YcBGwJzDXzH5f85YNMyQwQgjRmd7M5F8DrALWArvVpjnDk0LBaUohCeMrmroqhBAjnx4FxswuNLN7gDuBXYD3u/uRtW7YcKKpLdSlsQ7qTBaMEEJAZWHK+wKXuPujPeYcpWxrCYEZW99DRiGEGEV0KTBmNsXdNwFfSO+n5z8fiLklw4XtHQIj60UIITK6s2B+CJwJzGfHNb4c2L+G7RpWbG+VBSOEEKV090TLM9PrfgPXnOFJNkQ2RhaMEEJ0UImT/85K0kYz21raAFkwQgiRpzsfzDhgArGW2DSKQ2RTiPkwItHhg2mQBSOEEBnd+WA+AFxCiMl8igKzCfh6jds1rFAUmRBC7Eh3PpivAl81sw+5+9cGsE3DjqKTXxaMEEJkVLKa8tfM7HDgUGBcLv2GWjZsOLG9w8k/yA0RQoghRKWPTD6FEJjfAH8D3AtIYBLbNA9GCCF2oJK1yN4OnAqscvf3AEcBY2vaqmFGc1oqZkxvVnYTQogRTiVd4nZ3LwBtZjaFWPRSkyxztLQVAGiokwUjhBAZlaxFNs/MdiIekzwf2AI8WNNWDTNa2zOBGeSGCCHEEKISJ/8/p91vmdlvgSnu/nhtmzW8aG2PZ8FIYIQQokh3Ey2P6e4zd3+4Nk0afjRriEwIIXagOwvmy9185sDrqtyWYUvHEJn0RQghOuhuouVrB7Ihw5mik3+QGyKEEEOISubBnFsuXRMtixSd/DJhhBAio5IosmNz++OIOTEPo4mWHSiKTAghdqSSKLIP5d+b2VTgxpq1aBjSrCEyIYTYgb50iduAA6vdkOFMZsE0SmCEEKKDSnwwvySixiAE6VDg5lo2ariROfnr5YMRQogOKvHBfCm33wY85+7La9SeYUnHREvpixBCdFCJD2YuQFqHrCHtT3f3dTVu27BBYcpCCLEjlQyRXQBcAWwHCsSTLR0teNmBwpSFEGJHKhki+xhwmLu/VOvGDFdaFKYshBA7UEmX+BcicqxXmNl1ZrbGzBbm0qab2R1m9kx6nZb77FIzW2JmT5nZ6bn02Wa2IH12tZlZSh9rZj9O6Q+Y2axcmfPSMZ4xs/N62/be0l4IH4yeNyaEEEUqEZhLgT+b2bdTB3+1mV1dQbnvAWeUpP0HcKe7Hwjcmd5jZocC5wCHpTLfMLPsAcTfBC4gQqMPzNV5PrDe3Q8ArgI+n+qaDlwGHA8cB1yWF7Ja0JYERiNkQghRpBKB+TZwF3A/8TyYbOsWd/8DUBoI8Bbg+rR/PfDWXPpN7t7s7s8CS4DjzGwG8XiA+9zdidUD3lqmrp8Cpybr5nTgDndf5+7rgTvYUeiqSkECI4QQO1CJD6bN3f+lSsfb3d1XArj7SjPbLaXPJAQsY3lKa037pelZmWWprjYz2wjsnE8vU6YmtHsmMFIYIYTIqERg7k6RZL8EmrPEKocpl+uZvZv0vpbpfNA4rwsAZsyYwfz5PRpmZWlpbQNkwQghhi997f+6oxKBeVd6vTSX1tcw5dVmNiNZLzOANSl9ObB3Lt9ewIqUvleZ9HyZ5WbWAEwlhuSWA6eUlLmnXGPc/RrgGoA5c+b47Nmz+3BKYL/4LdDep3V3hBBiKNDX/q87euwT3X2/Mltf58DcCmRRXecBv8iln5Miw/YjnPkPpuG0zWZ2QvKvnFtSJqvr7cBdyU9zO3CamU1Lzv3TUlrNKA6R1fIoQggxvKjZ82DM7EeEJbGLmS0nIrs+B9xsZucDzwPvSHU9YWY3A4uI5Wgucvf2VNWFRETaeOC2tAFcC9xoZksIy+WcVNc6M7sCeCjlu7zWqw60y8kvhBA7ULPnwbj7O7v46NQu8l8JXFkmfR5weJn0JpJAlfnsOuC67tpXTSQwQgixI3oeTD9xd5K+SGCEECKHngfTTzJxMcAUpiyEEB3oeTD9RMNjQghRHj0Ppp8UFEEmhBBl6VJgzOwAYub93JL015jZWHf/S81bNwzQOmRCCFGe7nww/wVsLpO+PX0m0BCZEEJ0RXcCM8vdHy9NTGHDs2rWomGGFroUQojydCcw47r5bHy1GzJc6ZjFP8jtEEKIoUZ3/eJDZvb+0sQ0C7/6q6INU4oWjEwYIYTI010U2SXALWb2boqCMgcYA5xV64YNFzILRvoihBCd6VJg3H018Cozey3FpVp+7e53DUjLhgl6XLIQQpSnkqVi7gbuHoC2DEsURSaEEOWRb7qfSGCEEKI8Eph+opn8QghRHglMP8kvdimEEKKIBKafeLYMqMLIhBCiExKYKiF5EUKIzkhg+ol3PMlACCFEHglMP3H5YIQQoiwSmH5S9MEMajOEEGLIIYHpJ9kQmfRFCCE6I4HpJxoiE0KI8khghBBC1AQJTD/psGBkwgghRCckMP1EYcpCCFEeCUw/kQ9GCCHKI4HpJ1opRgghyiOB6SfuGiITQohySGD6ieZZCiFEeSQwVUICI4QQnZHA9BONkAkhRHkkMP1GYWRCCFGOQREYM1tqZgvM7FEzm5fSppvZHWb2THqdlst/qZktMbOnzOz0XPrsVM8SM7vaLGK5zGysmf04pT9gZrNqdS4KUxZCiPIMpgXzWnc/2t3npPf/Adzp7gcCd6b3mNmhwDnAYcAZwDfMrD6V+SZwAXBg2s5I6ecD6939AOAq4PO1OgmNkAkhRHmG0hDZW4Dr0/71wFtz6Te5e7O7PwssAY4zsxnAFHe/zyNW+IaSMlldPwVOzaybaqOlYoQQojyDJTAO/M7M5pvZBSltd3dfCZBed0vpM4FlubLLU9rMtF+a3qmMu7cBG4Gda3AeHfNgpC9CCNGZhkE67onuvsLMdgPuMLMnu8lbru/2btK7K9O54hC3CwBmzJjB/Pnzu291GZ56saXXZYQQYqjRl/6vJwZFYNx9RXpdY2a3AMcBq81shruvTMNfa1L25cDeueJ7AStS+l5l0vNllptZAzAVWFemHdcA1wDMmTPHZ8+e3etzafnLWrjnflkwQohhTV/6v54Y8CEyM5toZpOzfeA0YCFwK3BeynYe8Iu0fytwTooM249w5j+YhtE2m9kJyb9ybkmZrK63A3d5jdZ06XiipRRGCCE6MRgWzO7ALcnn3gD80N1/a2YPATeb2fnA88A7ANz9CTO7GVgEtAEXuXt7qutC4HvAeOC2tAFcC9xoZksIy+Wcmp1Nh2xJYYQQIs+AC4y7/xU4qkz6WuDULspcCVxZJn0ecHiZ9CaSQNUarUUmhBDlGUphysMShSkLIUR5JDBCCCFqggSmn+iRyUIIUR4JTD/RWmRCCFEeCUw/kf0ihBDlkcD0k46lYmTCCCFEJyQw/URhykIIUR4JTH/RGJkQQpRFAtNPtFSMEEKURwLTTxRFJoQQ5ZHA9JPaLKEphBDDHwlMP5GTXwghyiOB6SeuMTIhhCiLBKafyIIRQojySGCqhARGCCE6I4HpJ3LyCyFEeSQw/UY+GCGEKIcEpp/Ixy+EEOWRwPQTOfmFEKI8Eph+Ih+MEEKURwLTT7QWmRBClKdhsBsw3Nl/l0lccNL+sOGFwW6KEEIMKSQw/eTQPadw6J5TmDt3zWA3RQghhhQaIhNCCFETJDBCCCFqggRGCCFETZDACCGEqAkSGCGEEDVBAiOEEKImSGCEEELUBHOtdQKAmb0IPNePKmZXqy1CCDEIzO9juX3dfddyH0hgqoSZ6UIKIYYt7l71Ba80RCaEEKImSGCEEELUBK1FVj00RCaEEDnkgxFCCFETNEQmhBCiJkhgRhhmpmFPIcSQQALTT8xsipkda2b7mVl9Lv0iMzuxJO+7zOxwMzvMzGaZ2TVpf1z6/Ewzq+g7MbOx+X0zG29mxwEPmtlEM7s197mZ2d5pf79c+jQzqzezK9L7w9Prx8xsYsnxLs7tT8/tv7ZM296XXuvN7F/M7PtmNqWkvfVm9sVc2i4lddTlywXkAeUAACAASURBVGTHTefysnweM/u37Nqb2aQybc/O63AzO61Me19tZgeb2ffKfDY2fT41HWu6me1rZiema36wmR2f8k5MaS83sy/mv//U1rPNrNHMPpK7Pl/MX8+SY3d8b+n993L7Z6byU1Ld55nZUSXHe5WZfTbtz8uVu7DMsaaZ2ZGp/W8s83n+d3N4mfPq6hzqzexf07W5JJe+f0m+8WZ2cJny++f28/+vi9Nr/nd1afo+snN/T/Z/MrN3lGn72aW/sdxnE/PHy6eXy58+G5Ou4RHpe8na8pp0rN3y52Vm+5apIyu7Q19gZid00aaT0v/sVWZWdj7KYCEfTC8xsxuBjwArgXqgv7HjpV+ApTQDCmlryOVrBcb0ou5qxLYXKN6MZHW2p9e6tL/DD7/C9pSmtaS68vWVq7+nc/PU7qyN5crkz6u3ZN9H/vvqrm1eJm/+GvZU1vvR1nK05+prAsb3kBeKv8WerntPv7kWyv+G82VLz7m7ensql73vqg4v2S/9PsiV689vpie6qrta/+PSOrP/hwEbgQXuflI1DyKB6SVmtgh4+WC3QwghasTx7v5gNSrSEFnv2b/nLEIIMWx5wMw+UY2KZMH0EjM7D/gu1TdZhRBiqLDd3Sf0txIJTB8ws+3AuMFuhxBC1Ah3936PcGmIrJeY2S+RuAghRjZVGaHRnIneczOwL3DEYDdECCFqwCxg754yVYIsmN7zGuDwHnMJIcTwZI6731uNiiQwvecR5OAXQoxcrqtWRRKY3nM+8NRgN0IIIWrERDO7uhoVyQfTe46g8pn0Qggx3Gin749P7oQsmN7TQCzXIoQQI5FGYhmZfqN5ML3EzLYQF3/yYLdFCCFqwJNAu7v3O5hJFkzvqQe6XFFVCCGGOVOo0iiNBKb35FehFUKIkcYMYFM1KlJH2Xvae84ihBDDFgeWVaMi+WB6iZmtAYbUQ32EEKKKNBM+mH67AmTB9J5jB7sBQghRQxagtcgGjR0eJyuEECOIvwXeVY2KZMH0npOBawe7EUIIUSP+3t3/qxoVyQfTS/TIZCHEKGCOu/d7Nr8smN7zrcFugBBC1JAW4NvVqEgWTB8wszZiwqUQQow0HGh197H9rUgWTN94F5oPI4QYmSwCnqhGRYoi6xtvReIshBiZ7EeVFruUwPSNhYPdACGEqBE7u3tTNSqSD6YPmNlUYMNgt0MIIWrAXHc/pRoVaZinD7j7RuD/DXY7hBCiBry6WhXJgukHZqaLJ4QYaTxRjWfBgCyYPmNmHybC+YQQYiTxnWpVJAumD5jZL4HTiEiLcYPcHCGEqBruXpWFLkEC0yfM7GTgKOCDwCziGdZCCDHsqabAaIisD7j7XMKC0dMthRAjCjP7t6rVJQum95jZhcBVhOViVOnZCUIIMQR40d13q0ZFEpg+kObBrATGD3ZbhBCiyri7V2VkRsM7fSDNg/kzsJFw9LcObouEEKJqbDSz6dWoSBZMHzGz3YFVg90OIYSoMi3AC+6+f38rkgXTd95GWDBCCDGS+Es1xAUkMP3hh4TAbAfaBrktQghRLZqrVZFWU+4j7r7RzLYQzv4twKmD3CQhhKgGi6pVkXww/cDMNhELw/0AeDl6yqUQYvizs7uvq0ZFGiLrH2MIcWlA4iKEGBnMq1ZFEpj+sRXYDZiIFr4UQowMtprZ49WoSD6Y/vE7YDqwDHga+FvgRGTNCCGGL/OAT1WjIvlg+oiZNQJfB94DNBFiPRYtGyOEGN40uXtVVinREFnf+TJx/aYDPyVm868iFsAsDGK7hBCiz1RLXEAC0x/eCLzf3TcDC4FNxNDYSnRdhRDDk6oOaakj7DsFT+OL7v5l4FxgGrDroLZKCCH6TsHMTqtWZRKYvrPIzM7Nvd+X8L+MHaT2CCFEf3kK+EK1KpOTv4+Y2Uzg58RSMROBY4CXgF3o/IwYR45/IcTw4TF3P7oaFUlg+omZvQ74PSEimZgU6CwyrcAS4EAUGi6EGNpscPdp1ahIQ2T9xN3vSg/n+TWwjph8eQ/wM2B1yrYZ+Cbwl3zRAWymEEJUQivwzmpVprvp6lFHXM9G4HXAWor+mOnA+4DfAAenNA2bCSGGGubuv61mZdWqa1RjZicD44BbgUcIZ9npwLPA8cSS/s2EvwZCYLZTnJzZQqxtlh9qE0KIgaTg7lVbiUQCU2XM7CXgRXd/uZk97u5HmtlThHjsRHHGfyMxKbM+5d/NzBy4Dnhvmao95ZfVKYSoFSvcfWa1KpPAVAkze4EYCssskmZCRAqEX2Yd4Ys5iFjD7M3EpMwZhPXya+AswtLJhKSOYtCAE2Ik60YIUSs8+ZSrgu6Gq8fpwFTg34gH9twD7A/8X2Lo7PPEkNj1wExCSHYlBGMM8EqKFg25VyeEJrsTeClXLhMfBWsIIarB6p6zVI4smBpgZmOBvwNmEVYMxJ3B5WbWCmyjuMR/JiQthL9mLDGXZlJWXcq3CZgCLE31LgP2oSg0nsu/DRjPjpaOE4Kk1Z6FEKUUgAfd/ZXVqlB3vrXhF8BbCCtlS9q2ps+2U7RKso6+AFxF+GiMEJ+WXH2thHXUQoiLEeKS0UTneTcTcvuetmY6C1qevjyDuzd3JluIc+htOSHEwFEH3FbNCjVEVhv2cvcz8glm9kkz+ySwgqJItBIitJmiAK0lBGYaIRzrCT9Nc8rfkPYbKEadjUtlSyd4OnA78Aa6j1DLL29T6ZBbb3xBk3rOUvHxujuu/FNC9I9dqlmZLJja8GczO6Ik7WBi6Gpfih16IzGUtRvwacKCOZoYBvsdIT7Pp9dGoqOuJyyUtlRHZqEAfA14PPe+GTiJYrAA9Pwoga5+E1mgQbbflF6z+tpzefNt8txWIKyZSq2YfD4reS1Hb8XFCdGWVSVGO5vTa9UelwwSmKpiZgvSo0ZfDTxsZk+Z2eNmtgA42d2/RFzzrxCWzBZCTLYAR6TnMLyM4lDZZOAEQlzyw1jZM2eyjnFder87cGQufRw7Lr5ZOkTmqXy23xWZSLWk/QnpNfsN5es1itFwAC/m2txKUQjyotQV+fPsqo2V1JMnq2MbIchNaV+I0Ug7McLhwJxqViwnfxUxs317yLKZcORPIjraLIy5lVhGxt39yFTXIcCpwMXAW909W735UuBeImpt71Rv6bBWZjHk07ak9wuB43p5avkfyUvA9wnxupAQvseBAwg/UTZEty7lmdDLY3XHVjr7lyqhDfh2audHUlomSNk1ylt4QoxmNgNLs36ov0hgBggz+yLwNmAvYAExZwZgI7EI5mHp/V7E87D3pTgpcxpwBdFJ7k7MpQE4A/gTcATRac5P+X9CPM75WWKo7dRU10LgLuBqYknujxLRaN8jhuiy4a6eLNt8OHU58r6Q/A9sIRG6PYYQ13I+k6WEjyovmiuI867kmJmfKh/C/TjwcooRfRmVni/0fM7laCa+j1r5hrKbFCH6SzsRqfp/gAfc/blqVCqBGSDMrEB0OGMoOvQhOp4J2fIMZvYkcac9n/jSf5ryz6fYIb4DuB84LdU3Gbjd3d9mZhOIuTf/AawBXiDmzeyd6nuWsDayDi97xADE3X4DxXXUSp3z2TBdgfDt/ArYmeh4LVc+G9Z6KaVPJcRlFjH815uOenuqdy2wZ6r3n4AfpM/nE2b9tnQtGiiKTCG9OsVIu9Z0/J+k8v9A/LH6s3psV+HflQQmZGwmvkcFKoha0t3vaxMw193fXK2DSWAGCDP7B3f/vpn9kLAoHksfHQX83t3fnfI94O7H58rNc/c5JXU95u5HpaVl8mSO/yZCHO5NaWOJoaXDKYYqZ3fkfyVCnrMOOQtVPIqYEEquzheIDnpfd59gZhsI8cic5Q3E0Nhq4A/EvJ2DCQFoJ1Yu+BXRqbenstB15FqB8PnUA2cTk1QzocieHJpdg3ZicutrCBHbTueouuxu/1miM5+Z2lsPrCJEtytGS6efH1qtVBzz86+GCr35vnpzEzAa2ObuE3vOVhly8g8c2Zf2FHH33Jq2n6S0jLvN7Itm9kozOwZYYGb/XFLXI2Z2AnBK2r5HdLCr0gbwHBGRtidhZewHXOTujcRd//np+I8D5xB3L99Jr69N5SA69M8QQ3e7EoLRaGaLCQFZSdHn8hvCGppAPEL6ncArKFoQm4G3puNOJiyiLBigjbDU/kxYI5mfpJEQgVuIiLtWOj+WOhOQBuD1hJhmETErKUa6ZZ3HTIrL8zxICNfDRCBCV/QlOg3iWq5N+4WSz7qipyi/PLUITCgVjJ7O3SrIM9D0pj2VnidERGctaOs5S1Up/S1mUyWopriALJgBx8yuBy529w3p/TTgy+7+3vT+7pQ1+2JOIjrYJooRWJmjO/vBZzP624k79w+mz44gxlQnpfS/I5akORN4D7AYeIaYa9Po7m80s/8FNhATRScQ1sbVhMN+cjruq1P9/wv8K5At7/10OuZ8wsc0mXgOzifpPIy0laLgQvfOeyf8VDvl3huxdtvrCWtpZkp7iRCYzKoipTcRApTN+9pECFdrKr811b8nMczWTIjTXhQtu752pHnrrHQ/q7cuHXPcDqV3ZLhbDCOF1cRvvBo+sG1UNxgmTxPxm67UmNjs7lOqdXBZMAPPkZm4ALj7euIuP+OetM1N2xXAZe4+3t2nuPtk4o57P8Ja2JnoILO7/gnAvxCTK/8euJzooFsIn8wl7n4W8d2/BHwCuJawLCCCC+4m/jgNwH8TArUwHWMF8H53f4EINvhhyjuOEBcIEfktIVQHEMNSRtFHkf8ztRN/gowVRMefhTXfQAQitKfjb0jne3Kqbw+KQxxLgL8lhBTgiyn/CuDLRCe+mPBPbSGCHJrSecwg/ogQIjWLoiBlUWZtFDv4zema5ucjlcNyeUr/b/WpHS8A/07MQVhfUpdTXBGihVglIvt8TZnjtVBcNaGrdr1U8j4/vylvQbV3Ub6U/oqLExb35i4+K6VSK6+StvfGYsyzG+WDRiqtL1upw4n/VjvxPyWXXkmIfk+Mo/Pvrp0dw/rzUZXPpakWVUECM/DUJasFADObTucVFbKlZbLJlH8HzDazY7IN+IC7P+fuk9x9cm4bn4bATiA62xOI6KsC0cH+EdjVzC4nhqK+4O5z3f1Wd89+8HXEM23+mfjB70x0IC9P7fo4RUE8kugUDiWiv95G+G6ecfeLCAtjcmrD1rRtSvVtIobznLAeMn/L7sQP/n2EoLyREIBW4s8yjbB+JlFczaAuldkV+DnFDq+eolWzlOgQPkeI9hjC8juIsPJWEBF2a4mOO2uPU+wMGnJ1FygGFWTvt+fKtVPsyLNAg/zQX2ZxTiVuFN5EhJ5nwQsZ2fDfxHSeR1LsxHZmR7IIvXz5Ukpna2d58vOaoBi80R2Z8JNrV2sXeUvJOlEjrNAxZfKUO365kPwPVFA2+16yclldpR13ufdekv4M4UfN/07WEL+j5pReOvk4zxji/10AZqd2ZD7J/NCndbFfjux42UTo/DGz76aezsEoTvwXryWs9jOJ32J1cHdtA7gRvonFRCd3OfAk8I9l8l2TXu8hOr27iQ7wLuCuLuoeS3TyPwEeIiyHw4CH0+fnEH+MDwGHVtC+71Ccfb8C+C5h4SxIee9Nx9lMMcxxU27/ekIQPkr4UNrSlv0hnyOG1f6azjEbjttIRMi9mxC7rNyWdLzlFP/YzYSYZpZQgRCTjUSH30Kx828n5sQsJ/5MHwGezJ13ZqFkd+7Zn3QzO65IkL1uoyhC2edZWz+X8rQBD6Tvezrw4dS+NuC6dPxHCNH8M3Bzel8oOeYWOk+yzX9ebiuktr/URfvz77O0J9O1WttD3e3d1NfV1tZN/rUULdTsHNsrrNeB+3LfVbZaxO1lrtWC3HdWSMdrzR2vlbgRytfdmiufrem3jrhha6XyNpaed1b2hZI8+fPO/JSVXuNse7qL77clnV/+/dL0vjldn8er1t8Ndoc7Gjfijv+DdNPR5/K+B/hL2v8E0VEfUybf9YTv4zPA4SntGGKezIb0+jQxRFdp+x4Ffk904F8jxG4zOUFM7dmJmLvzB2II5zfph7qdCCJ4Iv1JLkl/7ssJcVmY2rsB+Crh27mfGN/elv7Ei9OfYHHKN58YMnPCArqXELOW9IdvIYT2WUJIXqLYcbQTnfdfgH8khsUWpvMoFZH8lnUqpX/+ti7yb8vtr035biACCW4mRPKu9P6+dPz5hIBvTt9T1gHkV0DIp7XRWRDb6NzZlQpRqWj2piPsLt8PKApfU8m1yl7bSsp0V39vO9Luyr9U5pil12Vpav8qeidoWZ1NJeeX1fGGCs4nG2LNBDG7CWohbgTb6HyT1Jtrk7Wt3Dm9RPxWWlKepykOl+9LRIlKYEbiRrqDoHPH/EGi8/0D4Xx/oEy57G51M0VLYlPuD/Bz4GPAuF605dH0mhfExd3kP5l4kNqY9ENdRPhlZhKd6vT0h9k9/YEeJ4bQHknlPwu8K5VdmLaZxFBf9kfJ/mxZp5a/u1uT3i8gLJ8rCT/Ww0RQwkt0b73tSwjeZ4jVrZ+kKCQbCJH733Sc1nRt30iEna+j6P9oT+3LOp5thG8lu0vcRFgozcCmdOwz0jGa0nVrTt/laiLK8AlC6JspLnz6bDrmOorDM+vS7yTfoWwBfklnAcp3VnlxaiV8d1l0X7nOK39X/YVUZhnFO+ECEYSxlB07xXKdZHu6PksI0Z1H0QremmtLS+77b+2irtItW8uvuzzZ0KhT/L9sSNc8O956wurN2poXqvUUb1DKWSk9WSDtJa9O/Ibz7c6s9CzPH4n/dP63/2hqRybqy9PxlxP/u2biP/Dj9P0UiAnWM4GGmvRng92haivbyWXbTEo637T/SIV13UwMc702bdcAP+lFW+4DXp17fyLpjrvC8tlw25r0x21KnUZr+sFvIzqhTcDPCMtiJ8ICeSxt01Jd+bvPrOPJOu+sA7oW+BFFh3jm99mcOod7e9H2bHhvPTGctZ640/sB0Ylfko6fHaM9tbedojXZSohDS66DeJDo0C4jJtEWUmfxR2Ko8GJCfD5E+F5+kcpuIay7TEwyCyY79oK0ZcONTxHilIXDb0ztzSbsZo9QyDrBTeka3U9Yq9lnXQlEe67sypJ8G+m6My23LU9t3gxsTNd/BRGheFPuuF0NsbUTnecWQnTXEFb08xQtqrw4ZtdkCyEkS4n1AQvEcFVXwpoJRStFKyA7/gYi8OY/U57PUPTRLKEoNI8Rv4fp6ZznUhTl7LyykP4lFIdSr07vC3T+bvJtaCZ+D9n/7f2ETzS7EVma9lcTIwjtNe/PBrtD1dZjR/crwm/QqfOtsOwO+Sotm/Ienf4QS9P2CBUMsZXUcShhen+SuNOfmc7lP4AxKc+pqf4D0/sZhA8m7w/akPsjlevwLi057rx07S4jrKLPEJPIKm13JuzL05/zsdSpPEkMr/06/UmXEZ3ZPRR9PfNSx3AtMfSygejAV1Occ7ApdQi3ExNgzyb5hChaQJmIfgJ4IrXnslRndkf9SOpMvgtcRwjLT1PeBRQ71OwOey3Fzq506MoJH9BWiuKXDaV4avML6fv7T6IjO5UIPFhCBH88QwzHOj1bDp7alRfMe4m17pYTw655H19Lur5bKXas6yhaspkTPzufp9I1ysSkLX2HbRTD/jcT/rEFuTKVWEbZsGzm0C+k8/hDeq0nLOcX0nf815T/oXT8hcTv5Ibcd34PIaz3pHa+mGtLNkKR/Qeya7uCzj6r1nT864ho0uW5a5t9n9n+9TXvvwa7A9XWY0c3gXDcd+p8Kyz7PeCE3PvjgW/04thjCUf7J4k7vMuAT1bhnP5USVpKP5S463+euJv/XvoDPpzS7yA6xdMIn9P9FGfyZ8OMW9Kf7rkK2pYNUW4nxG078C1CHDx1GEspDkusJjr8y9IfN+vw1qTOpD11DNtT3mxsfHmqY1067t2ENfZAqmMRYelcn+q+M+X7KtGBL0l1Zh3uo+l4TxGrGZyYyv85nf+Rqf7rc53TixQ7rOxBeNln+SGfUqHI/AbtqU2Zz+xZOneI23P7WWf5daJT3k50ooWS47aUHKvUYsrE1yn6WBYRwtlMiP+SlL4sXctSccjalg05PkPcjGRWwxo6WxO/SueXt9YeIoaNM//NKsK3+DSwJV2XZbnzyd8YZQLxWLouj6R2NlMU0vWpjesp/n7/NeXfTnEF9ZZ0HR5J1yD7fa1KZTztH09YyVvSed5BPLeqtv3XYHeg2mr45UYHmTkyl6b9J6gwUoSYy3IT8G9EJNhHgY9WoV1XEVbZKYTf5huEv+QYygcwLCZNCi5Jvztt69OfP7s7vzWd7weJ+SwLiQi6T1fQtn3T9pHU8WRBAs2EuDyZ2pP5l7L809MfeTsxd+jXhCh+DTiE8N3cl8o8m143EB3+a4gJsMsIUbgttflFih1vE8UOu4WwkDakbQ2dO+jssdyF1PE8SVga89KxP5XyXpDqfJiYEPtsyt9ORPRtpviY7jspRrntTwR/bMtdk8PS9ftTum7riJuSB9P5fC3ln5f2D6I4DNyQyv47xZUjMvHekF4zB3hp8EDml1lD8g9S9P/tm9r2WHrfTlhI2ZDgh1PdF6XzylsG+QCKZaldayguNbSe8IFkE5hXk/x7FEUrE+pMXLKJzZel77aJGHLdL6Vn5/JMOtZS4ne7nRCXb6fj3EJYLttS/hfScTJfWrZ2359T/l8SQ3HvoTjh+J+AO2rdB2km/wimp8cHeA8rpprZQnc/vLqt6rRaQTnc3V9Xkv8nwIfdfWVJ+mVpN3+ebyYeI3A9MW+mQAxXOMVFRt0rmK1sZocSnYdRtBoyTiY65Wyy425EhzCDENDNRGf23XTsA4n5KXVE51tHcXhoCxFObkSARNaxjiEmkn6HuAP9L0IoSOkHEqsPZGusHUIMuVyY2nsA4bu7guhw3kL4YE4jOpxSWojOp47olM6kGPp9NiGgPyKsobcT4j2dsHK/QdHimkt0jAtT3p8SSxM96O5HlbvWAGb2WULYf0v4Du4grn+2jt0R6Vpm82Dyzxb6NyK68RgzexnwI3c/zsweJizQL6XruZGYL/UMMdSHu78xHT/7HV1LWC1ZhKMTqzoU6HruYMHd683sn4jhqcNS+58jhkAbiaHOf0nX6N2pzuvd/b25Y99H/B52J24GX0H8fj+Y2v514qZvRbo2BxHCn1lHq4hRj9XE0PBXCGu2gaIVCSH8+7j70V2cT1WQwIguMbNrgK+5+4JBbsfdhD/oQTo/eC3fSY4jOsRNxKTQ7LOTgAvc/fYatOvtwLFEJ/cYMWHu7URkXNbW8Sn7ZYSjNot+6ojocvfXmdljRKewhbBmvkUIRcHd9zSzR9z9FWa2legYj6DY4WUiMIEQnXuIYc3PEh3WFKJTXZWuxzhC5LKno+aj3y5L5b5J3JE70UlOIe6UD0p1biAsn3ai0/wKMYFzgbv/0MweTfVuITrYR1Id+TXf9kv1k9qyK2EZvIxi+PnJhCV4ECE8J6Vj/oqIrHyEEOCPE9bD74gO9Z/c/Z50vV4kAjYmULzZyCaD3kH8Xp6muBLGybk2ZiuC70bcOHyA+G09SVh5i4FXpe9hK9GRr3L3/c3sFkIQ3kf8Nv+Q6ryEuDH4LiE8H6P4u74mHXOntP8PKW/2+PQ9CXHZibiJeEVKK6TjT6I4hPgC8Rs6irDSHiBuMEjX+pXunt2w1AQJjOgSM1tEcamXZtKSLN7PhxGZ2c5ER/Zq4o9wL3C5u6/tIv/J5dKBK9391WaW+QsgOohs7bF/Je4StxBDJLj7z/vT9p5IHevFpenuPjeXJ1tZ+19yWc4hLLHPA+cRw1hnEsMzW4H3Eh3nXin/LYS19jjFtdzqKS5L057ev5zoqG4grvl8d3+7mT1FdOAQllQjsKu7H5IWMv16alM2lDcj5bsZeE3esjWzXxGd2esJkd1OCGzWGe5J0RLMszS330YI7J+Ju/dsMdbPEYKzC3HnfgTpN5ieFPsQITx3EuHsBtzv7p2WwzGzs1P7jybE6jWEUP834de6n+KjNJYRv506olOH4uoHBeK7aSWE4luprZau03JCzLK1+jLheBdhhd5AfDdnExbJUUTYcGZZnEkI3O+I1TduJ5ZjKiTr7FfEDUi2kkUmKovTtT6eGDY+MX0Pl7n7dWa2TzrXV1IM5viwu9dqAU9AAiO6oashtp6G1iqo9w7ibu77KendwCnu/vp+1juNuLNcQ3QizUTHu4b4o7qnRUWrQVrmJ6OOeCzBV9394JJ8pYLySsIKOC29v48YAtmFEMOmtJ91OtlCnlty1V5BdHTZcOO7iLDUjxHDaLcQFsR8wvG9OLXvZe6+ysw2UrTyxqU2Nbr7uGRNvY4Y6rmXeJbQu4ghwkWEGHRYtukZRGcQvr2fE8I2jujgZhKBB2MIv9SP3P2Jbq7pw0TI+tnpHBrSOT2f6vtdum7PEqI4g1ig8aSu6kz1Pp5E6dVEBNzOhDP+eDN7wt0PM7OVhJ/ivrQ9RnE18EZiSDALOW8kgmCeJoT6KDqvJVZ6jk7cUGWLvG5P9V3i7v+da+ctqQ2XEN/BVIoP6dueq2s7MUy6IrWliRDylen97oTIH0f5JWY2E9GGVfs/lKXWTh5t2ko34i66NG1embR702vp5NHsfemk1OwBa+OAplT2EODHNTqPZ4nw02cpdn7byrR1e8p/Wcn2KPCf6bN9KYYlN6X95rT/TaKz/TnhoxifyuxJOMbfTHH4a0mufa8lhrleJDqr/GePkwucIDqytrSfhYcvJbecEeFT2UyITDbH53FyQSPsOI8rc+CPJRzLLwIfKnMtL0z1bE11Pp2+y7XAr1Oexwjr4OR0zrunMp8gLI69CZ/QdGB6Sf2lk3kXUwz9/hxhzTSRLDnSZOaS88kCNPJpC1Obnskd63pgp9z7aYRYl16b79DNSh7pPM8hrMa/Eo+/qAZT5wAACz5JREFUeGd6fyNhmR6Rvqe1FCMWn0zf9xjiWVMd51/umtT0vz7YnY220bcRDtdzKC6ueDYVRHiVqWeHzgx4KH22Fjgq7T9ao/M4G5iS9rtcxieXv7TjeZy0Flku7ZGS9+Umy95MjOsvIIZw7iasiqWEE/79ufKfTmXOJye0xErTPyGsndcRPo323OeHEkNPcwk/wDHpfF8oue4dWxfnXLo+3ieAmWXyTSXu6H9UUu/0XJ78vKi88GVC32krqb90PtmbCGvknrQ9D/xNyjuBsA6yyasr0u8pizzL39isS599sKvvsJu0bBmkHYS6JN9j6bWeuKl4kuISL9k8pW0UI8myVREeBr6V1UGatJzeTyetKVjLTUNkYsBJPpOJFFd/zZ4RAxVGeHVTdzbEcBXR+WShvc9RBf9RybFKh12+DHzcc08kLcn/iLu/Ivf+MWL44mx3f9LMTgH+h1iqJeMmdz+opJ7HCGE+lvA3HG1mryDG/J0IMigQgruasBoagLPcfVWqoynVka2sa8DP3P0duePkh+SMFK3mJUOA3Vyf6wkH/23pPBZWUq6HOg8lBNGIuUGLzGw8sfp35tP7I9Gxbs+V6xjGc/dnzGwGYVH9JtX3Ajs++Gs+4bdoI3w0r6I46//2dKx6IljhrxT9lAcAe3o8iiMbSp3r7kfkK690CDoNG95KDKOuJkR7L0JYz6C4VuCeFJeUejsR+o+7f9rMzgUuJSL6nLhZuNLdbyzXhmohgRGDQvrTHUjuIVuec4RXof4lRLjpi8Qdams6Rr/8RyXHyCK7PksxeqqTiJTkf4zwNWUdz4WEEC4i7rA/SghhNqkTwkl/lrvfn8ocTwQBHOvux6agguPdvTntv40IkT2CGCJZC7zk7j8qacurcm+biUU/m0vy5DvANmC1u5d2wt1dnyyyidz5QDFYpCoPtjKzmwnrInvUwTsJS/HsHspdSwQH/J/UPiM666x97zWzBZkwmFkDEWp9TA9TAN5GzDGqSmduZqcS1uQDxE3ZvsB73P3u9Pla4jlIbyGsoL8Av3L3XUvq2UGc+9KeXrVdAiMGGjN7HxFptRfhhzgB+LNXMWTSzO7ykvk01aar6CnvYq5HF3eR3yU64ey5L9e6+yYz+wQxLHU00aHkn166mLh2y1JdryOGRXYl7q7/4O5rzOxIYkme17j73iVtOZEIEtiX4nNu3CO8tlyUWwfu/pXeXKdaY2aPlV7zcmkln99IRJK9QDGYAopWIO7+FTN72N2PyZXr9L6b+qvamZvZPYT/rUA8YqI599lminNhstXEs9UKcPdJ/Tl2f2joOYsQVediisM7rzWzQwhfQTV50sx+SEwY7PgzenXDlM8mhii+5O4b0rDLx7rK7O43mNk8ih3P2/IdTxpyuyoNub2BGHL7FLHiQVd1PpfmCV1MOJP/Dvj3JH7/TAzdlYsUupbosOaz4xMOs0inyeUO2VVbBpFHzOyEEivvTz2UmUOIO8DBxO/xF8Qw05sozlk5ysyycG4Dxqf33Vph6XutioVgZhcRNxNfIyLxzkxDon9OYj+H+I0UCH/RNIqTcEu/2wFFAiMGgyZ3bzIzzGxs8j9UNK7fC8YTwnJaLs2JSKyq4O7b8vV5rDSwsusSPXY8WWfwt4QP4Rdm9qmehvXcfa6ZfRN4Rbqu04iO5kh3f6aLYhvd/bYu6vt22t0fuNjTI75TvV/uri2DxPHAuWbWycpL82S68rstJB7qt9LMfkcEZ2wGMLNPEUEJuHt9mbIDzfuJAJIlFJ/6eSIxHIa7P0UECuyAmVVt2LkvSGDEYLDczHYihiPuMLP1RIdYNdz9PdWsb4B4wcy+TQy5fd7MxlL5Y823u3sTgLuvN7OnuhEXgLvN7IuEQOYtvIdzeY7MxCVXb1n/0iBzRh/K7AIsMrMHiTlAPzKzgru/mRhmmlXF9vWXOmIisgOYWT0RGNLJ6u9iXtYeA9bKMsgHIwaVNEt/KvBbd2+pYr17EUMKJ1JcLeBid19erWNUmy4inY5w999VUHYDxWEdiDkxHe9Tx5nPn03QzDqAbMjndbk8pUEJZaOhhiPWeXWIfyBCwP9IRImdRYR0f3YQmtYJM/svIkDl3RRXPtiX8K8syn+vZvYsxWCF1pT/cne/dwCb3AlZMGJQqWbkWAnfJZbYyMJu/yGlvaFGx+s3fRlyy/GWkvc9DWXdU64JZer4s5l1ioaqsD1DmpLf3VwzO4Zw+kNEaD0yCM0qx43Eemv1RNCHEXOFsidS5vl34kYtHySybQDbugOyYMSIxMwe9ZKVYsuljVbM7KO5t9lCoYu9ZOmQwQhtrSVmdq/vuH4dVDl0ejDo7bysAWmTBEaMRMzs98TDybL5H+8k7kxrunrsYJE5tLv6vAtHd778WOBWdz+92m0T/SOFlF9FzG9qpLi22DJ33z+Xr1fzsgYCCYwYkdggrR47WJjZgcTaXMtKPtoXWOHuS3Ys1an8NGIOz4E1aqLoI2b2JBE6/jGKD4QDWO+5Fch7Oy9rIJAPRoxUrgDOK3FQf4nyc0JGAlcRwyGly4zsmj57U0l63uLJnsVy+QC0U/SejURY+U095OvVvKyBQBaMGJGUGxoY7OGCWmLdPH00v9xJLq1fy8CIgcPMPkdEuS0hVuzOHpb2ZElY+ZBDFowYqdSZ2bQSC2Yk/97HdfPZ+NKEniZviiHF8cTzjQ4C/oaiD+YRIgBjyDKS/3BidDNiQ2y74CEze7+7/08+0czOp/iYXDE8uYfyARz3DGwzeo8ERoxIelr3awRyCXCLmb2boqDMIZYWOWvQWiWqwRaKTzNtIB6BMI7Oj5weksgHI8QIwsxeS3RAEE9svGsw2yOqTwop/yUxb2dIh5VLYIQQYhiRQsrnAYWhHlauITIhhBjCpJDyA7K3RL+9nXi20JBGFowQQgxhUkj5zPS2DVhFTJ4d8mHlEhghhBA1odJnTQghhBC9QgIjhBCiJkhghKgBZvZ/zewJM3vczB5Nz4mv1bHuMbM5tapfiL6iKDIhqoyZvZJ4vsox7t5sZrtQfJa6EKMGWTBCVJ8ZwEvu3gzg7i+5+woz+6SZPWRmC83sGjMz6LBArjKzP5jZYjM71sx+bmbPmNlnUp5ZZvakmV2frKKfpkcsd8LMTjOz+8zsYTP7iZlNSumfM7NFqeyXBvBaiFGMBEaI6vM7YG8ze9rMvpF7/vt/u/uxadXj8YSVk9Hi7ifB/2/vjl2qCsM4jn9/W0hg4Gw0iIJCiIgEulj9A0VDTjoVlEvNDQ79Bw2WOAbRaERLS0NC0iI4SBQSODTYINpgQz0O73PhesLBy33J8vdZzjmce8977nB5eN5z3ufhKbAC3KesyJ+T1JefGQKWsnnYHnCvfdDMlB4B1yNijLIY72EW+rwBjOR3H1f4zWZ/cIAx67KI+EFp+HQH2AFeSpoDpiWt5cK5q5QOhS2vcrtBKfHyLTOgLaA/z21HxGruPwemGkNfAYaBVUnrwCyl4dgecAAsS7rJX+7TbmeHn8GYVRARvyjVbt9lQLkLXAbGI2Jb0gJHS+z/zO3vtv3Wcet/2ly01jwW8DYiZpr3I2kCuAbcBuY55WXe7f/gDMasyyQNZQvjllHgU+5/z+citzq49MV8gQBgBnjfOP8BmJQ0kPfRI2kwx+uNiDeUqsujHYxtdmLOYMy67zzwRNIFSmmPL5Tpsl3KFNhX4GMH190EZiU9Az4Di+0nI2Inp+JeZMVdKM9k9oEVSecoWc6DDsY2OzGXijH7B0i6BLw+ri2y2WnkKTIzM6vCGYyZmVXhDMbMzKpwgDEzsyocYMzMrAoHGDMzq8IBxszMqnCAMTOzKg4BRbGpXQEHxm0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x291764dd2e0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# cumulative plot of the frequency distribution\n",
    "fdist1.plot(cumulative=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CIRCUMNAVIGATION',\n",
       " 'Physiognomically',\n",
       " 'apprehensiveness',\n",
       " 'cannibalistically',\n",
       " 'characteristically',\n",
       " 'circumnavigating',\n",
       " 'circumnavigation',\n",
       " 'circumnavigations',\n",
       " 'comprehensiveness',\n",
       " 'hermaphroditical',\n",
       " 'indiscriminately',\n",
       " 'indispensableness',\n",
       " 'irresistibleness',\n",
       " 'physiognomically',\n",
       " 'preternaturalness',\n",
       " 'responsibilities',\n",
       " 'simultaneousness',\n",
       " 'subterraneousness',\n",
       " 'supernaturalness',\n",
       " 'superstitiousness',\n",
       " 'uncomfortableness',\n",
       " 'uncompromisedness',\n",
       " 'undiscriminating',\n",
       " 'uninterpenetratingly']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find the words from the vocabulary of the text that are more than 15 characters long\n",
    "V = set(text1)\n",
    "long_words = [w for w in V if len(w) > 15]\n",
    "sorted(long_words)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Collocations and Bigrams\n",
    "\n",
    "A collocation is a sequence of words that occur together unusually often. Thus red wine is a collocation, whereas the wine is not. A characteristic of collocations is that they are resistant to substitution with words that have similar senses; for example, maroon wine sounds definitely odd. To get a handle on collocations, we start off by extracting from a text a list of word pairs, also known as bigrams. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('more', 'is'), ('is', 'said'), ('said', 'than'), ('than', 'done')]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(bigrams(['more', 'is', 'said', 'than', 'done']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "United States; fellow citizens; four years; years ago; Federal\n",
      "Government; General Government; American people; Vice President; God\n",
      "bless; Chief Justice; Old World; Almighty God; Fellow citizens; Chief\n",
      "Magistrate; every citizen; one another; fellow Americans; Indian\n",
      "tribes; public debt; foreign nations\n"
     ]
    }
   ],
   "source": [
    "text4.collocations()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find the distribution of word lengths in a text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 6,\n",
       " 3,\n",
       " 5,\n",
       " 2,\n",
       " 4,\n",
       " 7,\n",
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       " 5,\n",
       " 1,\n",
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       " 1,\n",
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       " 4,\n",
       " 7,\n",
       " 4,\n",
       " 4,\n",
       " 1,\n",
       " 4,\n",
       " 2,\n",
       " 8,\n",
       " 5,\n",
       " 1,\n",
       " 6,\n",
       " 1,\n",
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       " 3,\n",
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       " 2,\n",
       " 4,\n",
       " 5,\n",
       " 5,\n",
       " 3,\n",
       " 5,\n",
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       " 1,\n",
       " 2,\n",
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       " 2,\n",
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       " 4,\n",
       " 2,\n",
       " 3,\n",
       " 4,\n",
       " 1,\n",
       " 3,\n",
       " 3,\n",
       " 4,\n",
       " 6,\n",
       " 4,\n",
       " 7,\n",
       " 2,\n",
       " 3,\n",
       " 3,\n",
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       " 1,\n",
       " 2,\n",
       " 5,\n",
       " 4,\n",
       " 4,\n",
       " 5,\n",
       " 1,\n",
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       " 1,\n",
       " 4,\n",
       " 5,\n",
       " 5,\n",
       " 4,\n",
       " 1,\n",
       " 2,\n",
       " ...]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# creating a FreqDist out of a long list of numbers, where each number is the length of the corresponding word in the text\n",
    "[len(w) for w in text1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<FreqDist with 19 samples and 260819 outcomes>\n"
     ]
    }
   ],
   "source": [
    "# create a frequency distribution containing the given samples\n",
    "fdist = FreqDist(len(w) for w in text1)\n",
    "print(fdist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FreqDist({3: 50223, 1: 47933, 4: 42345, 2: 38513, 5: 26597, 6: 17111, 7: 14399, 8: 9966, 9: 6428, 10: 3528, ...})"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fdist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(3, 50223),\n",
       " (1, 47933),\n",
       " (4, 42345),\n",
       " (2, 38513),\n",
       " (5, 26597),\n",
       " (6, 17111),\n",
       " (7, 14399),\n",
       " (8, 9966),\n",
       " (9, 6428),\n",
       " (10, 3528),\n",
       " (11, 1873),\n",
       " (12, 1053),\n",
       " (13, 567),\n",
       " (14, 177),\n",
       " (15, 70),\n",
       " (16, 22),\n",
       " (17, 12),\n",
       " (18, 1),\n",
       " (20, 1)]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# the n most common samples and their frequencies\n",
    "fdist.most_common()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sample with the greatest count\n",
    "fdist.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50223"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fdist[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.19255882431878046"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fdist.freq(3)"
   ]
  }
 ],
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