Chapter#1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# download nltk.book corpora\n",
    "import nltk\n",
    "nltk.download()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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": [
    "from nltk.book import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Displaying 11 of 11 matches:\n",
      "ong the former , one was of a most monstrous size . ... This came towards us , \n",
      "ON OF THE PSALMS . \" Touching that monstrous bulk of the whale or ork we have r\n",
      "ll over with a heathenish array of monstrous clubs and spears . Some were thick\n",
      "d as you gazed , and wondered what monstrous cannibal and savage could ever hav\n",
      "that has survived the flood ; most monstrous and most mountainous ! That Himmal\n",
      "they might scout at Moby Dick as a monstrous fable , or still worse and more de\n",
      "th of Radney .'\" CHAPTER 55 Of the Monstrous Pictures of Whales . I shall ere l\n",
      "ing Scenes . In connexion with the monstrous pictures of whales , I am strongly\n",
      "ere to enter upon those still more monstrous stories of them which are to be fo\n",
      "ght have been rummaged out of this monstrous cabinet there is no telling . But \n",
      "of Whale - Bones ; for Whales of a monstrous size are oftentimes cast up dead u\n"
     ]
    }
   ],
   "source": [
    "text1.concordance(\"monstrous\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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vEluVp9pqRz2lWcDtETwrcRCwTiq/APi0xKnVU23plNx5wNeBg9uMca2xZElv++mmv17F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\ns6yceMzMLCsnHjMzy+r/A1/Z2Ybe7k83AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcb712e1e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "text4.dispersion_plot([\"citizens\", \"democracy\", \"freedom\", \"duties\", \"America\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total : 44764, unique : 2789\n"
     ]
    }
   ],
   "source": [
    "print 'total : ' + str(len(text3)) + ', unique : ' + str(len(set(text3))) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16.050197203298673"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def lexical_diversity(text):\n",
    "    return len(text) / float(len(set(text)))\n",
    "\n",
    "def percentage(count, total):\n",
    "    return 100 * count / float(total)\n",
    "\n",
    "lexical_diversity(text3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.4643016433938312"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " percentage(text4.count('a'), len(text4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FreqDist({u'Allonbachuth': 1,\n",
       "          u'Leah': 33,\n",
       "          u'child': 16,\n",
       "          u'Matred': 1,\n",
       "          u'four': 12,\n",
       "          u'hath': 80,\n",
       "          u'protest': 1,\n",
       "          u'sleep': 5,\n",
       "          u'captain': 9,\n",
       "          u'integrity': 2,\n",
       "          u'yonder': 1,\n",
       "          u'Ehi': 1,\n",
       "          u'sevens': 2,\n",
       "          u'whose': 16,\n",
       "          u'feeding': 1,\n",
       "          u'Milcah': 7,\n",
       "          u'Peniel': 1,\n",
       "          u'intreat': 1,\n",
       "          u'sinew': 2,\n",
       "          u'whatsoever': 5,\n",
       "          u'under': 17,\n",
       "          u'lord': 41,\n",
       "          u'spee': 1,\n",
       "          u'worth': 2,\n",
       "          u'Mehujael': 2,\n",
       "          u'merchant': 1,\n",
       "          u'lack': 2,\n",
       "          u'void': 1,\n",
       "          u'rise': 2,\n",
       "          u'every': 88,\n",
       "          u'nourished': 1,\n",
       "          u'confederate': 1,\n",
       "          u'wagons': 4,\n",
       "          u'month': 12,\n",
       "          u'Lest': 3,\n",
       "          u'called': 98,\n",
       "          u'clothed': 1,\n",
       "          u'conceive': 3,\n",
       "          u'Pison': 1,\n",
       "          u'guiding': 1,\n",
       "          u'Go': 14,\n",
       "          u'clothes': 4,\n",
       "          u'favoured': 11,\n",
       "          u'parted': 1,\n",
       "          u'lovest': 1,\n",
       "          u'force': 1,\n",
       "          u'nigh': 1,\n",
       "          u'direct': 1,\n",
       "          u'second': 14,\n",
       "          u'street': 1,\n",
       "          u'creepeth': 8,\n",
       "          u'n': 4,\n",
       "          u'Hadoram': 1,\n",
       "          u'even': 28,\n",
       "          u'lesser': 1,\n",
       "          u'hide': 2,\n",
       "          u'hate': 3,\n",
       "          u'generatio': 2,\n",
       "          u'fatness': 2,\n",
       "          u'lights': 3,\n",
       "          u'above': 11,\n",
       "          u'Put': 2,\n",
       "          u'ever': 2,\n",
       "          u'told': 34,\n",
       "          u'kids': 2,\n",
       "          u'Havilah': 4,\n",
       "          u'dreadful': 1,\n",
       "          u'herb': 7,\n",
       "          u'men': 65,\n",
       "          u'kindred': 10,\n",
       "          u'Mizpah': 1,\n",
       "          u'drew': 6,\n",
       "          u'herd': 1,\n",
       "          u'met': 2,\n",
       "          u'Mahanaim': 1,\n",
       "          u'path': 1,\n",
       "          u'quite': 1,\n",
       "          u'interpret': 4,\n",
       "          u'dry': 4,\n",
       "          u'Becher': 1,\n",
       "          u'Zeboiim': 2,\n",
       "          u'substance': 7,\n",
       "          u'daughter': 46,\n",
       "          u'leaves': 1,\n",
       "          u'Shem': 14,\n",
       "          u'Naphtuhim': 1,\n",
       "          u'smoke': 2,\n",
       "          u'changes': 2,\n",
       "          u'punishment': 1,\n",
       "          u'golden': 1,\n",
       "          u'divide': 5,\n",
       "          u'Assyr': 1,\n",
       "          u'straw': 2,\n",
       "          u'seven': 54,\n",
       "          u'erected': 1,\n",
       "          u'brought': 60,\n",
       "          u'Also': 2,\n",
       "          u'threshingfloor': 1,\n",
       "          u'ninety': 6,\n",
       "          u'bre': 3,\n",
       "          u'Kor': 1,\n",
       "          u'Zilpah': 7,\n",
       "          u'would': 7,\n",
       "          u'army': 1,\n",
       "          u'watering': 1,\n",
       "          u'bundles': 1,\n",
       "          u'arms': 1,\n",
       "          u'asses': 14,\n",
       "          u'call': 8,\n",
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       "          u'excel': 1,\n",
       "          u'ne': 1,\n",
       "          u'blesseth': 1,\n",
       "          u'flood': 11,\n",
       "          u'falsely': 1,\n",
       "          u'smell': 3,\n",
       "          u'circumcise': 1,\n",
       "          u'felt': 1,\n",
       "          u'Eber': 7,\n",
       "          u'fell': 12,\n",
       "          u'Korah': 3,\n",
       "          u'Earth': 1,\n",
       "          u'died': 33,\n",
       "          u'younger': 14,\n",
       "          u'sacks': 8,\n",
       "          u'together': 16,\n",
       "          u'withhold': 1,\n",
       "          u'uncovered': 1,\n",
       "          u'Dumah': 1,\n",
       "          u'time': 25,\n",
       "          u'backward': 3,\n",
       "          u'restored': 4,\n",
       "          u'songs': 1,\n",
       "          u'breadth': 2,\n",
       "          u'childr': 1,\n",
       "          u'chain': 1,\n",
       "          u'Whose': 3,\n",
       "          u'souls': 8,\n",
       "          u'known': 5,\n",
       "          u'battle': 1,\n",
       "          u'ward': 5,\n",
       "          u'discern': 1,\n",
       "          u'Gad': 4,\n",
       "          u'certainly': 5,\n",
       "          u'inhabited': 1,\n",
       "          u'Dan': 6,\n",
       "          u'father': 198,\n",
       "          u'answered': 17,\n",
       "          u'charge': 2,\n",
       "          u'terror': 1,\n",
       "          u'betimes': 1,\n",
       "          u'suffered': 3,\n",
       "          u'Perizzite': 1,\n",
       "          u'Casluhim': 1,\n",
       "          u'Day': 1,\n",
       "          u'brown': 4,\n",
       "          u'Whoso': 1,\n",
       "          u'choice': 2,\n",
       "          u'mourn': 1,\n",
       "          u'whensoever': 1,\n",
       "          u'Abrah': 5,\n",
       "          u'Where': 5,\n",
       "          u'feeble': 1,\n",
       "          u'Abram': 58,\n",
       "          u'cool': 1,\n",
       "          u'dim': 2,\n",
       "          u'perceived': 2,\n",
       "          u'Hamathite': 1,\n",
       "          u'Nebajoth': 3,\n",
       "          u'did': 58,\n",
       "          u'die': 25,\n",
       "          u'brother': 91,\n",
       "          u'leave': 6,\n",
       "          u'couched': 1,\n",
       "          u'round': 5,\n",
       "          u'talked': 5,\n",
       "          u'meadow': 1,\n",
       "          u'Reu': 4,\n",
       "          u'wherefore': 7,\n",
       "          u'dried': 3,\n",
       "          u'bake': 1,\n",
       "          u'Cainan': 5,\n",
       "          u'tarried': 3,\n",
       "          u'curse': 4,\n",
       "          u'Sinite': 1,\n",
       "          u'appear': 1,\n",
       "          u'favour': 3,\n",
       "          u'pleased': 4,\n",
       "          u'current': 1,\n",
       "          u'Hear': 3,\n",
       "          u'filled': 5,\n",
       "          u'hairy': 3,\n",
       "          u'honour': 1,\n",
       "          u'hairs': 3,\n",
       "          u'water': 27,\n",
       "          u'twentieth': 1,\n",
       "          u'leap': 1,\n",
       "          u'alone': 3,\n",
       "          u'Zeboim': 1,\n",
       "          u'refused': 3,\n",
       "          u'My': 18,\n",
       "          u'change': 1,\n",
       "          u'Saul': 2,\n",
       "          u'thirty': 17,\n",
       "          u'guilty': 1,\n",
       "          u'bou': 1,\n",
       "          u'bow': 11,\n",
       "          u'Euphrat': 1,\n",
       "          u'remaineth': 1,\n",
       "          u'hither': 4,\n",
       "          u'Said': 1,\n",
       "          u'love': 4,\n",
       "          u'sevenfold': 3,\n",
       "          u'besought': 1,\n",
       "          u'When': 8,\n",
       "          u'Shammah': 2,\n",
       "          u'Therefore': 12,\n",
       "          u'Asshur': 2,\n",
       "          u'Isaac': 77,\n",
       "          u'isles': 1,\n",
       "          u'wealth': 1,\n",
       "          u'sake': 11,\n",
       "          u'angry': 3,\n",
       "          u'visit': 2,\n",
       "          u'by': 80,\n",
       "          u'vineyard': 1,\n",
       "          u'live': 11,\n",
       "          u'wood': 5,\n",
       "          u'selfsame': 3,\n",
       "          u'wondering': 1,\n",
       "          u'Jahleel': 1,\n",
       "          u'angels': 4,\n",
       "          u'Whereas': 1,\n",
       "          u'wicked': 4,\n",
       "          u'These': 21,\n",
       "          u'altar': 13,\n",
       "          u'Should': 1,\n",
       "          u'Eve': 2,\n",
       "          u'Husham': 2,\n",
       "          u'Asher': 4,\n",
       "          u'Jacob': 179,\n",
       "          u'Ezbon': 1,\n",
       "          u'goods': 8,\n",
       "          u'olive': 1,\n",
       "          u'fly': 1,\n",
       "          u'Duke': 5,\n",
       "          u'sanctified': 1,\n",
       "          u'soul': 13,\n",
       "          u'Ashkenaz': 1,\n",
       "          u'can': 7,\n",
       "          u'flo': 1,\n",
       "          u'maidservants': 5,\n",
       "          u'believed': 2,\n",
       "          u'Chedorlaomer': 5,\n",
       "          u'fle': 2,\n",
       "          u'Out': 2,\n",
       "          u'heart': 11,\n",
       "          u'corrupted': 1,\n",
       "          u'saith': 5,\n",
       "          u'heard': 30,\n",
       "          u'stole': 1,\n",
       "          u'spe': 1,\n",
       "          u'winter': 1,\n",
       "          u'inheritance': 2,\n",
       "          u'dress': 2,\n",
       "          u'divided': 10,\n",
       "          u'Who': 6,\n",
       "          u',)': 1,\n",
       "          u'till': 7,\n",
       "          u'Rebek': 1,\n",
       "          u'sword': 6,\n",
       "          u'sworn': 1,\n",
       "          u'Why': 3,\n",
       "          u'may': 43,\n",
       "          u'sacrifice': 1,\n",
       "          u'Tubal': 1,\n",
       "          u'eighty': 3,\n",
       "          u'unawares': 2,\n",
       "          u'merchantmen': 1,\n",
       "          u'birthday': 1,\n",
       "          u'?)': 1,\n",
       "          u'such': 11,\n",
       "          u'suck': 1,\n",
       "          u'dove': 5,\n",
       "          u'grow': 2,\n",
       "          u'man': 114,\n",
       "          u'branches': 3,\n",
       "          u'remember': 4,\n",
       "          u'drinketh': 1,\n",
       "          u'yielding': 5,\n",
       "          u'provide': 2,\n",
       "          u'si': 1,\n",
       "          u'sh': 1,\n",
       "          u'so': 52,\n",
       "          u'basket': 2,\n",
       "          u'sa': 3,\n",
       "          u'pulled': 2,\n",
       "          u'drunken': 1,\n",
       "          u'comfort': 4,\n",
       "          u'shield': 1,\n",
       "          u'duke': 27,\n",
       "          u'indeed': 8,\n",
       "          u'colt': 1,\n",
       "          u'Paran': 1,\n",
       "          u'Diklah': 1,\n",
       "          u'ended': 3,\n",
       "          u'yearn': 1,\n",
       "          u'pitch': 2,\n",
       "          u'cold': 1,\n",
       "          u'still': 2,\n",
       "          u'birds': 3,\n",
       "          u'Kemuel': 1,\n",
       "          u'Hinder': 1,\n",
       "          u'faults': 1,\n",
       "          u'offeri': 2,\n",
       "          u'torn': 2,\n",
       "          u'guiltiness': 1,\n",
       "          u'maid': 12,\n",
       "          u'window': 3,\n",
       "          u'decreased': 1,\n",
       "          u'troubled': 3,\n",
       "          u'Methusa': 1,\n",
       "          u'prisoners': 2,\n",
       "          u'within': 9,\n",
       "          u'thereby': 1,\n",
       "          u'lien': 1,\n",
       "          u'nation': 8,\n",
       "          u'touching': 1,\n",
       "          u'Serah': 1,\n",
       "          u'She': 8,\n",
       "          u'shadow': 1,\n",
       "          u'half': 1,\n",
       "          u'not': 224,\n",
       "          u'now': 56,\n",
       "          u'provision': 2,\n",
       "          u'killed': 1,\n",
       "          u'Tubalcain': 2,\n",
       "          u'possess': 2,\n",
       "          u'Ethiopia': 1,\n",
       "          u'name': 100,\n",
       "          u'servant': 41,\n",
       "          u'Pinon': 1,\n",
       "          u'Zohar': 3,\n",
       "          u'carcases': 1,\n",
       "          u'Zerah': 3,\n",
       "          u'whosoever': 1,\n",
       "          u'Luz': 3,\n",
       "          u'Beerlahairoi': 1,\n",
       "          u'ea': 3,\n",
       "          u'Except': 2,\n",
       "          u'Lud': 1,\n",
       "          u'yield': 2,\n",
       "          u'befell': 1,\n",
       "          u'year': 9,\n",
       "          u'eatest': 1,\n",
       "          u'giveth': 1,\n",
       "          u'furniture': 1,\n",
       "          u'ev': 4,\n",
       "          u'Deborah': 1,\n",
       "          u'living': 16,\n",
       "          u'opened': 12,\n",
       "          u'space': 2,\n",
       "          u'profit': 2,\n",
       "          u'abide': 4,\n",
       "          u'hastily': 1,\n",
       "          u'increase': 1,\n",
       "          u'Rephaims': 2,\n",
       "          u'Job': 1,\n",
       "          u'Obal': 1,\n",
       "          u'Bozrah': 1,\n",
       "          u'Hittite': 7,\n",
       "          u'ladder': 1,\n",
       "          u'Manasseh': 10,\n",
       "          u'sheddeth': 1,\n",
       "          u'G': 2,\n",
       "          u'seventh': 4,\n",
       "          u'spies': 6,\n",
       "          u'quart': 1,\n",
       "          u'Stand': 1,\n",
       "          u'besides': 2,\n",
       "          u'seventy': 5,\n",
       "          u'Forasmuch': 1,\n",
       "          u'Ammon': 1,\n",
       "          u'language': 4,\n",
       "          u'goest': 5,\n",
       "          u'seekest': 1,\n",
       "          u'turn': 4,\n",
       "          u'thine': 23,\n",
       "          u'place': 46,\n",
       "          u'husband': 7,\n",
       "          u'envied': 3,\n",
       "          u'deceived': 1,\n",
       "          u'grisl': 1,\n",
       "          u'think': 1,\n",
       "          u'waited': 1,\n",
       "          u'Speak': 1,\n",
       "          u'Even': 2,\n",
       "          u'dwelling': 3,\n",
       "          u'Arkite': 1,\n",
       "          u'spoken': 9,\n",
       "          u'Amalek': 1,\n",
       "          u'knoweth': 1,\n",
       "          u'Discern': 1,\n",
       "          u'one': 70,\n",
       "          u'Machpelah': 6,\n",
       "          u'fast': 1,\n",
       "          u'carry': 9,\n",
       "          u'ring': 1,\n",
       "          u'fourscore': 2,\n",
       "          u'open': 2,\n",
       "          u'millions': 1,\n",
       "          u'sheep': 17,\n",
       "          u'city': 41,\n",
       "          u'given': 21,\n",
       "          u'wrath': 2,\n",
       "          ...})"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#the frequency of each vocabulary item in the text.\n",
    "fd3 = FreqDist(text3)\n",
    "fd3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+Ox34C3BRguUyasD05dv5wXNfsyu/mLOO7MbLPxpBenNb9tcwjPonljfP5cCZ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcb6d724250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fd3.plot(50, cumulative=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}