自然語言處理是電腦科學領域與人工智慧領域中的一個重要方向。它研究能實現人與計算機之間用自然語言進行有效通訊的各種理論和方法。《Python自然語言處理》主要介紹如何用Python進行自然語言處理，專欄中程式碼的執行環境為Python3。Python3與Python2在一些細節上會有所不同，希望廣大讀者注意。本部落格以程式碼為主，程式碼中會有詳細的註釋。相關文章將會發布在我的個人部落格專欄《Python自然語言處理》，歡迎大家關注。

        NLTK包是Python中用於自然語言處理（Natural Language Processing，簡稱NLP）的第三方庫。NLTK為澳洲學者Steven Bird， Ewan Klein， Edward Loper以Python為基礎開發的模組，目前已發展超過十年，擁有超過十萬行的程式碼。本文主要介紹NLTK安裝及入門。

 一、安裝

首先下載相關語料庫：

import nltk

nltk.download()

通過執行以上程式碼，進入下載介面：

可以選中all之後點選下載，此處小編已經下載完畢。下載完成之後輸入以下程式碼進行測試：

from nltk.book import *  # 匯入相關的包，自動載入語料庫

*** Introductory Examples for the NLTK Book ***
Loading text1, ..., text9 and sent1, ..., sent9
Type the name of the text or sentence to view it.
Type: 'texts()' or 'sents()' to list the materials.
text1: Moby Dick by Herman Melville 1851
text2: Sense and Sensibility by Jane Austen 1811
text3: The Book of Genesis
text4: Inaugural Address Corpus
text5: Chat Corpus
text6: Monty Python and the Holy Grail
text7: Wall Street Journal
text8: Personals Corpus
text9: The Man Who Was Thursday by G . K . Chesterton 1908
 

至此，說明安裝已經成功。

二、簡單使用

1、搜尋單詞

# 搜尋單詞
text2.concordance("affection")  # 從text2中搜索單詞affection

Displaying 25 of 79 matches:
, however , and , as a mark of his affection for the three girls , he left them
t . It was very well known that no affection was ever supposed to exist between
deration of politeness or maternal affection on the side of the former , the tw
d the suspicion -- the hope of his affection for me may warrant , without impru
hich forbade the indulgence of his affection . She knew that his mother neither
rd she gave one with still greater affection . Though her late conversation wit
 can never hope to feel or inspire affection again , and if her home be uncomfo
 

2、搜尋相似詞

text1.similar("monstrous")

true contemptible christian abundant few part mean careful puzzled
mystifying passing curious loving wise doleful gamesome singular
delightfully perilous fearless

3、搜尋共同上下文

text2.common_contexts(["monstrous", "very"])

a_pretty am_glad a_lucky is_pretty be_glad

4、獲取詞彙分佈圖

text4.dispersion_plot(["citizens", "democracy", "freedom", "duties", "America"])

5、詞彙計數

len(text3)  # text3的詞彙數
sorted(set(text3))  # text3去重後排序輸出
len(set(text3))  #text3不重複的詞彙數

得到的結果為：

6、統計某個詞出現的次數

text3.count("smote")

Out[7]: 5

7、頻率分佈

# 頻率分佈
fdist1 = FreqDist(text1)  # 得到每個單詞出現的頻數
fdist1

Out[8]: 
FreqDist({'[': 3,
          'Moby': 84,
          'Dick': 84,
          'by': 1137,
          'Herman': 1,
          'Melville': 1,
          '1851': 3,
          ']': 1,
          'ETYMOLOGY': 1,
          '.': 6862,
          '(': 210,
          'Supplied': 2,
          'a': 4569,
          'Late': 1,
          'Consumptive': 1,
          'Usher': 2,
          'to': 4542,
          'Grammar': 2,
          'School': 1,
          ')': 78,
          'The': 612,
          'pale': 18,
          '--': 1070,
          'threadbare': 1,

vocabulary1 = fdist1.keys()  # 得到頻數的key值
print(vocabulary1)

dict_keys(['[', 'Moby', 'Dick', 'by', 'Herman', 'Melville', '1851', ']', 'ETYMOLOGY', '.', '(', 'Supplied', 'a', 'Late', 'Consumptive', 'Usher', 'to', 'Grammar', 'School', ')', 'The', 'pale', '--', 'threadbare', 'in', 'coat', ',', 'heart', 'body', 'and', 'brain', ';', 'I', 'see', 'him', 'now', 'He', 'was', 'ever', 'dusting', 'his', 'old', 'lexicons', 'grammars', 'with', 'queer', 'handkerchief', 'mockingly', 'embellished', 'all', 'the', 'gay', 'flags', 'of', 'known', 'nations', 'world', 'loved', 'dust', 'it', 'somehow', 'mildly', 'reminded', 'mortality', '"', 'While', 'you', 'take', 'hand', 'school', 'others', 'teach', 'them', 'what', 'name', 'whale', '-', 'fish', 'is', 'be', 'called', 'our', 'tongue', 'leaving', 'out', 'through', 'ignorance', 'letter', 'H', 'which', 'almost', 'alone', 'maketh', 'signification', 'word', 'deliver', 'that', 'not', 'true', '."', 'HACKLUYT', 'WHALE', '...', 'Sw', 'Dan', 'HVAL', 'This', 'animal', 'named', 'from', 'roundness', 'or', 'rolling', 'for', 'HVALT', 'arched', 'vaulted', 'WEBSTER', "'", 'S', 'DICTIONARY', 'It', 'more', 'immediately', 'Dut', 'Ger', 'WALLEN', 'A', 'WALW', 'IAN', 'roll', 'wallow', 'RICHARDSON', 'KETOS', 'GREEK', 'CETUS', 'LATIN', 'WHOEL', 'ANGLO', 'SAXON', 'DANISH', 'WAL', 'DUTCH', 'HWAL', 'SWEDISH', 'ICELANDIC', 'ENGLISH', 'BALEINE', 'FRENCH', 'BALLENA', 'SPANISH', 'PEKEE', 'NUEE', 'FEGEE', 'ERROMANGOAN', 'EXTRACTS', 'Sub', 'Librarian', ').', 'will', 'seen', 'this', 'mere', 'painstaking', 'burrower', 'grub', 'worm', 'poor', 'devil', 'appears', 'have', 'gone', 'long', 'Vaticans', 'street', 'stalls', 'earth', 'picking', 'up', 'whatever', 'random', 'allusions', 'whales', 'he', 'could', 'anyways', 'find', 'any', 'book', 'whatsoever', 'sacred', 'profane', 'Therefore', 'must', 'every', 'case', 'at', 'least', 'higgledy', 'piggledy', 'statements', 'however', 'authentic', 'these', 'extracts', 'veritable', 'gospel', 'cetology', 'Far', 'As', 'touching', 'ancient', 'authors', 'generally', 'as', 'well', 'poets', 'here', 'appearing', 'are', 'solely', 'valuable', 'entertaining', 'affording', 'glancing', 'bird', 's', 'eye', 'view', 'has', 'been', 'promiscuously', 'said', 'thought', 'fancied', 'sung', 'Leviathan', 'many', 'generations', 'including', 'own', 'So', 'fare', 'thee', 'whose', 'commentator', 'am', 'Thou', 'belongest', 'hopeless', 'sallow', 'tribe', 'no', 'wine', 'warm', 'whom', 'even', 'Pale', 'Sherry', 'would', 'too', 'rosy', 'strong', 'but', 'one', 'sometimes', 'loves', 'sit', 'feel', 'devilish', 'grow', 'convivial', 'upon', 'tears', 'say', 'bluntly', 'full', 'eyes', 'empty', 'glasses', 'altogether', 'unpleasant', 'sadness', 'Give', 'Subs', '!', 'For', 'how', 'much', 'pains', 'ye', 'please', 'so', 'shall', 'go', 'thankless', 'Would', 'clear', 'Hampton', 'Court', 'Tuileries', 'But', 'gulp', 'down', 'your', 'hie', 'aloft', 'royal', 'mast', 'hearts', 'friends', 'who', 'before', 'clearing', 'seven', 'storied', 'heavens', 'making', 'refugees', 'pampered', 'Gabriel', 'Michael', 'Raphael', 'against', 'coming', 'Here', 'strike', 'splintered', 'together', 'there', 'unsplinterable', 'And', 'God', 'created', 'great', 'GENESIS', 'path', 'shine', 'after', 'One', 'think', 'deep', 'hoary', 'JOB', 'Now', 'Lord', 'had', 'prepared', 'swallow', 'Jonah', 'JONAH', 'There', 'ships', 'thou', 'hast', 'made', 'play', 'therein', 'PSALMS', 'In', 'day', 'sore', 'sword', 'punish', 'piercing', 'serpent', 'crooked', 'slay', 'dragon', 'sea', 'ISAIAH', 'thing', 'soever', 'besides', 'cometh', 'within', 'chaos', 'monster', 'mouth', 'beast', 'boat', 'stone', 'goes', 'incontinently', 'foul', 'perisheth', 'bottomless', 'gulf', 'paunch', 'HOLLAND', 'PLUTARCH', 'MORALS', 'Indian', 'Sea', 'breedeth', 'most', 'biggest', 'fishes', ':', 'among', 'Whales', 'Whirlpooles', 'Balaene', 'length', 'four', 'acres', 'arpens', 'land', 'PLINY', 'Scarcely', 'we', 'proceeded', 'two', 'days', 'on', 'when', 'about', 'sunrise', 'other', 'monsters', 'appeared', 'Among', 'former', 'monstrous', 'size', 'came', 'towards', 'us', 'open', 'mouthed', 'raising', 'waves', 'sides', 'beating', 'into', 'foam', 'TOOKE', 'LUCIAN', 'THE', 'TRUE', 'HISTORY', 'visited', 'country', 'also', 'catching', 'horse', 'bones', 'very', 'value', 'their', 'teeth', 'brought', 'some', 'king', 'best', 'were', 'catched', 'forty', 'eight', 'fifty', 'yards', 'six', 'killed', 'sixty', 'OTHER', 'OR', 'OCTHER', 'VERBAL', 'NARRATIVE', 'TAKEN', 'DOWN', 'FROM', 'HIS', 'MOUTH', 'BY', 'KING', 'ALFRED', 'D', '890', 'whereas', 'things', 'whether', 'vessel', 'enter', 'dreadful', 'lost', 'swallowed', 'gudgeon', 'retires', 'security', 'sleeps', 'MONTAIGNE', 'APOLOGY', 'FOR', 'RAIMOND', 'SEBOND', 'Let', 'fly', 'let', 'Old', 'Nick', 'me', 'if', 'described', 'noble', 'prophet', 'Moses', 'life', 'patient', 'Job', 'RABELAIS', 'liver', 'cartloads', 'STOWE', 'ANNALS', 'seas', 'seethe', 'like', 'boiling', 'pan', 'LORD', 'BACON', 'VERSION', 'OF', 'Touching', 'bulk', 'ork', 'received', 'nothing', 'certain', 'They', 'exceeding', 'fat', 'insomuch', 'an', 'incredible', 'quantity', 'oil', 'extracted', 'IBID', 'LIFE', 'AND', 'DEATH', 'sovereignest', 'parmacetti', 'inward', 'bruise', 'HENRY', 'Very', 'HAMLET', 'Which', 'secure', 'skill', 'leach', 'art', 'Mote', 'availle', 'returne', 'againe', 'To', 'wound', 'worker', 'lowly', 'dart', 'Dinting', 'breast', 'bred', 'restless', 'paine', 'Like', 'wounded', 'shore', 'flies', 'thro', 'maine', 'FAERIE', 'QUEEN', 'Immense', 'motion', 'vast', 'bodies', 'can', 'peaceful', 'calm', 'trouble', 'ocean', 'til', 'boil', 'SIR', 'WILLIAM', 'DAVENANT', 'PREFACE', 'TO', 'GONDIBERT', 'What', 'spermacetti', 'men', 'might', 'justly', 'doubt', 'since', 'learned', 'Hosmannus', 'work', 'thirty', 'years', 'saith', 'plainly', 'Nescio', 'quid', 'T', 'BROWNE', 'SPERMA', 'CETI', 'VIDE', 'V', 'E', 'Spencer', 'Talus', 'modern', 'flail', 'threatens', 'ruin', 'ponderous', 'tail', 'Their', 'fixed', 'jav', 'lins', 'side', 'wears', 'back', 'grove', 'pikes', 'WALLER', 'BATTLE', 'SUMMER', 'ISLANDS', 'By', 'Commonwealth', 'State', '--(', 'Latin', 'Civitas', 'artificial', 'man', 'OPENING', 'SENTENCE', 'HOBBES', 'LEVIATHAN', 'Silly', 'Mansoul', 'without', 'chewing', 'sprat', 'PILGRIM', 'PROGRESS', 'That', 'works', 'Created', 'hugest', 'swim', 'stream', 'PARADISE', 'LOST', '---"', 'Hugest', 'living', 'creatures', 'Stretched', 'promontory', 'swims', 'seems', 'moving', 'gills', 'Draws', 'breath', 'spouts', 'mighty', 'water', 'swimming', 'FULLLER', 'PROFANE', 'HOLY', 'STATE', 'close', 'behind', 'lie', 'huge', 'attend', 'prey', 'give', 'chance', 'fry', 'gaping', 'jaws', 'mistake', 'way', 'DRYDEN', 'ANNUS', 'MIRABILIS', 'floating', 'stern', 'ship', 'they', 'cut', 'off', 'head', 'tow', 'near', 'come', 'aground', 'twelve', 'thirteen', 'feet', 'THOMAS', 'EDGE', 'TEN', 'VOYAGES', 'SPITZBERGEN', 'IN', 'PURCHAS', 'saw', 'sporting', 'wantonness', 'fuzzing', 'pipes', 'vents', 'nature', 'placed', 'shoulders', 'HERBERT', 'INTO', 'ASIA', 'AFRICA', 'HARRIS', 'COLL', 'such', 'troops', 'forced', 'proceed', 'deal', 'caution', 'fear', 'should', 'run', 'SCHOUTEN', 'SIXTH', 'CIRCUMNAVIGATION', 'We', 'set', 'sail', 'Elbe', 'wind', 'N', 'Jonas', 'Whale', 'Some', 't', 'fable', 'frequently', 'climb', 'masts', 'first', 'discoverer', 'ducat', 'told', 'taken', 'Shetland', 'above', 'barrel', 'herrings', 'belly', 'harpooneers', 'caught', 'once', 'Spitzbergen', 'white', 'over', 'VOYAGE', 'GREENLAND', '1671', 'Several', 'coast', 'Fife', 'Anno', '1652', 'eighty', 'bone', 'kind', 'informed', '),', 'did', 'afford', '500', 'weight', 'baleen', 'stand', 'gate', 'garden', 'Pitferren', 'SIBBALD', 'FIFE', 'KINROSS', 'Myself', 'agreed', 'try', 'master', 'kill', 'Sperma', 'ceti', 'never', 'hear', 'sort', 'fierceness', 'swiftness', 'RICHARD', 'STRAFFORD', 'LETTER', 'BERMUDAS', 'PHIL', 'TRANS', '1668', 'voice', 'obey', 'PRIMER', 'abundance', 'large', 'being', 'those', 'southern', 'may', 'hundred', 'than', 'northward', 'CAPTAIN', 'COWLEY', 'ROUND', 'GLOBE', '1729', '"...', 'frequendy', 'attended', 'insupportable', 'smell', 'bring', 'disorder', 'ULLOA', 'SOUTH', 'AMERICA', 'chosen', 'sylphs', 'special', 'note', 'trust', 'important', 'charge', 'petticoat', 'Oft', 'fold', 'fence', 'fail', 'Tho', 'stuffed', 'hoops', 'armed', 'ribs', 'RAPE', 'LOCK', 'If', 'compare', 'animals', 'respect', 'magnitude', 'abode', 'appear', 'contemptible', 'comparison', 'doubtless', 'largest', 'creation', 'GOLDSMITH', 'NAT', 'HIST', 'write', 'little', 'make', 'speak', 'wales', 'JOHNSON', 'afternoon', 'supposed', 'rock', 'found', 'dead', 'Asiatics', 'then', 'towing', 'ashore', 'seemed', 'endeavor', 'conceal', 'themselves', 'order', 'avoid', 'COOK', 'larger', 'seldom', 'venture', 'attack', 'dread', 'afraid', 'mention', 'names', 'carry', 'dung', 'lime', 'juniper', 'wood', 'articles', 'same', 'boats', 'terrify', 'prevent', 'approach', 'UNO', 'VON', 'TROIL', 'LETTERS', 'ON', 'BANKS', 'SOLANDER', 'ICELAND', '1772', 'Spermacetti', 'Nantuckois', 'active', 'fierce', 'requires', 'address', 'boldness', 'fishermen', 'JEFFERSON', 'MEMORIAL', 'MINISTER', '1778', 'pray', 'sir', 'equal', '?"', 'EDMUND', 'BURKE', 'REFERENCE', 'PARLIAMENT', 'NANTUCKET', 'FISHERY', 'Spain', 'stranded', 'shores', 'Europe', 'SOMEWHERE', '.)', 'tenth', 'branch', 'ordinary', 'revenue', 'grounded', 'consideration', 'guarding', 'protecting', 'pirates', 'robbers', 'right', 'sturgeon', 'either', 'thrown', 'property', 'BLACKSTONE', 'Soon', 'sport', 'death', 'crews', 'repair', 'Rodmond', 'unerring', 'o', 'er', 'suspends', 'barbed', 'steel', 'turn', 'attends', 'FALCONER', 'SHIPWRECK', 'Bright', 'shone', 'roofs', 'domes', 'spires', 'rockets', 'blew', 'self', 'driven', 'hang', 'momentary', 'fire', 'Around', 'vault', 'heaven', 'serves', 'high', 'Up', 'spouted', 'air', 'express', 'unwieldy', 'joy', 'COWPER', 'VISIT', 'LONDON', 'Ten', 'fifteen', 'gallons', 'blood', 'stroke', 'immense', 'velocity', 'JOHN', 'HUNTER', 'ACCOUNT', 'DISSECTION', 'SMALL', 'SIZED', 'ONE', 'aorta', 'bore', 'main', 'pipe', 'London', 'Bridge', 'roaring', 'its', 'passage', 'inferior', 'impetus', 'gushing', 'PALEY', 'THEOLOGY', 'mammiferous', 'hind', 'BARON', 'CUVIER', '40', 'degrees', 'south', 'till', 'May', 'covered', 'COLNETT', 'PURPOSE', 'EXTENDING', 'SPERMACETI', 'free', 'element', 'beneath', 'swam', 'Floundered', 'dived', 'chace', 'battle', 'Fishes', 'colour', 'form', 'language', 'cannot', 'paint', 'mariner', 'Had', 'insect', 'millions', 'peopling', 'wave', 'Gather', 'd', 'shoals', 'islands', 'Led', 'mysterious', 'instincts', 'waste', 'trackless', 'region', 'though', 'Assaulted', 'voracious', 'enemies', 'sharks', 'arm', 'front', 'jaw', 'With', 'swords', 'saws', 'spiral', 'horns', 'hooked', 'fangs', 'MONTGOMERY', 'WORLD', 'BEFORE', 'FLOOD', 'Io', 'Paean', 'sing', 'finny', 'people', 'Not', 'mightier', 'Atlantic', 'fatter', 'Flounders', 'round', 'Polar', 'CHARLES', 'LAMB', 'TRIUMPH', 'year', '1690', 'persons', 'hill', 'observing', 'spouting', 'each', 'observed', 'pointing', 'green', 'pasture', 'where', 'children', 'grand', 'bread', 'OBED', 'MACY', 'built', 'cottage', 'Susan', 'myself', 'gateway', 'Gothic', 'Arch', 'setting', 'HAWTHORNE', 'TWICE', 'TOLD', 'TALES', 'She', 'bespeak', 'monument', 'her', 'love', 'Pacific', 'less', 'ago', 'No', 'Sir', 'tis', 'Right', ',"', 'answered', 'Tom', 'sprout', 'threw', 'pair', 'pretty', 'rainbows', 'Christian', 'wish', 'look', 'raal', 'butt', 'fellow', '!"', 'COOPER', 'PILOT', 'papers', 'Berlin', 'Gazette', 'introduced', 'stage', 'ECKERMANN', 'CONVERSATIONS', 'WITH', 'GOETHE', 'My', 'Mr', 'Chace', 'matter', 'stove', '--"', 'SHIP', 'ESSEX', 'WHICH', 'WAS', 'ATTACKED', 'FINALLY', 'DESTROYED', 'LARGE', 'SPERM', 'PACIFIC', 'OCEAN', 'OWEN', 'CHACE', 'FIRST', 'MATE', 'SAID', 'VESSEL', 'NEW', 'YORK', '1821', 'sat', 'shrouds', 'night', 'piping', 'bright', 'dimmed', 'moonlight', 'phospher', 'gleamed', 'wake', 'floundered', 'ELIZABETH', 'OAKES', 'SMITH', 'line', 'withdrawn', 'engaged', 'capture', 'amounted', '10', '440', 'nearly', 'English', 'miles', 'Sometimes', 'shakes', 'tremendous', 'cracking', 'whip', 'resounds', 'distance', 'three', 'SCORESBY', 'Mad', 'agonies', 'endures', 'fresh', 'attacks', 'infuriated', 'Sperm', 'rolls', 'rears', 'enormous', 'wide', 'expanded', 'snaps', 'everything', 'around', 'rushes', 'propelled', 'utterly', 'destroyed', 'astonishment', 'habits', 'interesting', 'commercial', 'point', 'entirely', 'neglected', 'excited', 'curiosity', 'numerous', 'competent', 'observers', 'late', 'possessed', 'abundant', 'convenient', 'opportunities', 'witnessing', 'habitudes', 'BEALE', '1839', 'Cachalot', 'only', 'better', 'True', 'Greenland', 'possessing', 'formidable', 'weapon', 'extremity', 'displays', 'disposition', 'employ', 'weapons', 'offensively', 'manner', 'artful', 'bold', 'mischievous', 'lead', 'regarded', 'dangerous', 'species', 'FREDERICK', 'DEBELL', 'BENNETT', 'WHALING', '1840', 'October', '13', 'she', 'blows', 'Where', 'away', 'demanded', 'captain', 'Three', 'points', 'lee', 'bow', 'Raise', 'wheel', 'Steady', 'Mast', 'ahoy', 'Do', 'Ay', 'ay', 'shoal', 'breaches', 'Sing', 'time', 'THAR', 'bowes', 'bo', 'os', 'How', 'far', 'Two', 'half', 'Thunder', 'lightning', 'Call', 'hands', 'J', 'ROSS', 'ETCHINGS', 'CRUIZE', '1846', 'Globe', 'board', 'occurred', 'horrid', 'transactions', 'relate', 'belonged', 'island', 'Nantucket', 'LAY', 'HUSSEY', 'SURVIVORS', '1828', 'Being', 'pursued', 'parried', 'assault', 'lance', 'furious', 'rushed', 'himself', 'comrades', 'preserved', 'leaping', 'onset', 'inevitable', 'MISSIONARY', 'JOURNAL', 'TYERMAN', 'itself', 'Webster', 'striking', 'peculiar', 'portion', 'National', 'interest', 'population', 'nine', 'thousand', 'adding', 'largely', 'wealth', 'boldest', 'persevering', 'industry', 'REPORT', 'DANIEL', 'SPEECH', 'U', 'SENATE', 'APPLICATION', 'ERECTION', 'BREAKWATER', 'AT', 'fell', 'directly', 'probably', 'moment', 'CAPTORS', 'WHALEMAN', 'ADVENTURES', 'BIOGRAPHY', 'GATHERED', 'HOMEWARD', 'CRUISE', 'COMMODORE', 'PREBLE', 'REV', 'CHEEVER', 'damn', 'bit', 'noise', 'replied', 'Samuel', 'send', 'hell', 'SAMUEL', 'COMSTOCK', 'MUTINEER', 'BROTHER', 'ANOTHER', 'voyages', 'Dutch', 'Northern', 'Ocean', 'possible', 'discover', 'India', 'failed', 'object', 'laid', 'haunts', 'MCCULLOCH', 'COMMERCIAL', 'These', 'reciprocal', 'ball', 'rebounds', 'bound', 'forward', 'again', 'laying', 'whalemen', 'seem', 'indirectly', 'hit', 'new', 'clews', 'mystic', 'North', 'West', 'Passage', 'SOMETHING', 'UNPUBLISHED', 'impossible', 'meet', 'struck', 'appearance', 'under', 'short', 'outs', 'heads', 'eagerly', 'scanning', 'expanse', 'totally', 'different', 'regular', 'voyage', 'CURRENTS', 'EX', 'Pedestrians', 'vicinity', 'elsewhere', 'recollect', 'having', 'curved', 'upright', 'arches', 'gateways', 'entrances', 'alcoves', 'perhaps', 'VOYAGER', 'ARCTIC', 'returned', 'pursuit', 'whites', 'bloody', 'possession', 'savages', 'enrolled', 'crew', 'NEWSPAPER', 'TAKING', 'RETAKING', 'HOBOMACK', 'Whaling', 'vessels', 'American', 'few', 'return', 'departed', 'BOAT', 'Suddenly', 'mass', 'emerged', 'shot', 'perpendicularly', 'while', 'MIRIAM', 'COFFIN', 'FISHERMAN', 'harpooned', 'sure', 'bethink', 'manage', 'powerful', 'unbroken', 'colt', 'appliance', 'rope', 'tied', 'root', 'CHAPTER', 'RIBS', 'TRUCKS', 'On', 'occasion', 'male', 'female', 'slowly', 'throw', 'Terra', 'Del', 'Fuego', 'beech', 'tree', 'extended', 'branches', 'DARWIN', 'NATURALIST', '"\'', 'Stern', "!'", 'exclaimed', 'mate', 'turning', 'distended', 'threatening', 'instant', 'destruction', ";--'", 'lives', '!\'"', 'WHARTON', 'KILLER', 'cheery', 'my', 'lads', 'harpooneer', 'SONG', 'Oh', 'rare', 'mid', 'storm', 'gale', 'home', 'giant', 'King', 'boundless', '1', 'Loomings', 'Ishmael', 'mind', 'precisely', 'money', 'purse', 'particular', 'watery', 'part', 'driving', 'spleen', 'regulating', 'circulation', 'Whenever', 'growing', 'grim', 'whenever', 'damp', 'drizzly', 'November', 'soul', 'involuntarily', 'pausing', 'coffin', 'warehouses', 'bringing', 'rear', 'funeral', 'especially', 'hypos', 'get', 'upper', 'moral', 'principle', 'deliberately', 'stepping', 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