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自然语言分析包NLTK安装及入门_rare_nltk

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       自然语言处理是计算机科学领域与人工智能领域中的一个重要方向。它研究能实现人与计算机之间用自然语言进行有效通信的各种理论和方法。《Python自然语言处理》主要介绍如何用Python进行自然语言处理,专栏中代码的运行环境为Python3。Python3与Python2在一些细节上会有所不同,希望广大读者注意。本博客以代码为主,代码中会有详细的注释。相关文章将会发布在我的个人博客专栏《Python自然语言处理》,欢迎大家关注。

 

        NLTK包是Python中用于自然语言处理(Natural Language Processing,简称NLP)的第三方库。NLTK为澳洲学者Steven Bird, Ewan Klein, Edward Loper以Python为基础开发的模块,目前已发展超过十年,拥有超过十万行的代码。本文主要介绍NLTK安装及入门。

 一、安装

首先下载相关语料库:

  1. import nltk
  2. nltk.download()

通过运行以上代码,进入下载界面:

可以选中all之后点击下载,此处小编已经下载完毕。下载完成之后输入以下代码进行测试:

  1. from nltk.book import * # 导入相关的包,自动加载语料库
  2. *** Introductory Examples for the NLTK Book ***
  3. Loading text1, ..., text9 and sent1, ..., sent9
  4. Type the name of the text or sentence to view it.
  5. Type: 'texts()' or 'sents()' to list the materials.
  6. text1: Moby Dick by Herman Melville 1851
  7. text2: Sense and Sensibility by Jane Austen 1811
  8. text3: The Book of Genesis
  9. text4: Inaugural Address Corpus
  10. text5: Chat Corpus
  11. text6: Monty Python and the Holy Grail
  12. text7: Wall Street Journal
  13. text8: Personals Corpus
  14. text9: The Man Who Was Thursday by G . K . Chesterton 1908

至此,说明安装已经成功。

 

二、简单使用

1、搜索单词

  1. # 搜索单词
  2. text2.concordance("affection") # 从text2中搜索单词affection
  3. Displaying 25 of 79 matches:
  4. , however , and , as a mark of his affection for the three girls , he left them
  5. t . It was very well known that no affection was ever supposed to exist between
  6. deration of politeness or maternal affection on the side of the former , the tw
  7. d the suspicion -- the hope of his affection for me may warrant , without impru
  8. hich forbade the indulgence of his affection . She knew that his mother neither
  9. rd she gave one with still greater affection . Though her late conversation wit
  10. can never hope to feel or inspire affection again , and if her home be uncomfo

2、搜索相似词

  1. text1.similar("monstrous")
  2. true contemptible christian abundant few part mean careful puzzled
  3. mystifying passing curious loving wise doleful gamesome singular
  4. delightfully perilous fearless

3、搜索共同上下文

  1. text2.common_contexts(["monstrous", "very"])
  2. a_pretty am_glad a_lucky is_pretty be_glad

4、获取词汇分布图

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

 

5、词汇计数

  1. len(text3) # text3的词汇数
  2. sorted(set(text3)) # text3去重后排序输出
  3. len(set(text3)) #text3不重复的词汇数

得到的结果为:

6、统计某个词出现的次数

  1. text3.count("smote")
  2. Out[7]: 5

7、频率分布

  1. # 频率分布
  2. fdist1 = FreqDist(text1) # 得到每个单词出现的频数
  3. fdist1
  4. Out[8]:
  5. FreqDist({'[': 3,
  6. 'Moby': 84,
  7. 'Dick': 84,
  8. 'by': 1137,
  9. 'Herman': 1,
  10. 'Melville': 1,
  11. '1851': 3,
  12. ']': 1,
  13. 'ETYMOLOGY': 1,
  14. '.': 6862,
  15. '(': 210,
  16. 'Supplied': 2,
  17. 'a': 4569,
  18. 'Late': 1,
  19. 'Consumptive': 1,
  20. 'Usher': 2,
  21. 'to': 4542,
  22. 'Grammar': 2,
  23. 'School': 1,
  24. ')': 78,
  25. 'The': 612,
  26. 'pale': 18,
  27. '--': 1070,
  28. 'threadbare': 1,

 

  1. vocabulary1 = fdist1.keys() # 得到频数的key值
  2. print(vocabulary1)
  3. 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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'unsupplied', 'surtout', 'refrigerators', 'bask', 'Freeze', 'explanation', 'amber', 'warmer', 'Borneo', 'spaciousness', 'dome', 'temperature', 'domed', '69', 'Funeral', 'beheaded', 'flashes', 'splashed', 'insatiate', 'rapacious', 'beaks', 'poniards', 'headless', 'roods', 'cubic', 'unclouded', 'wafted', 'joyous', 'perspectives', 'mourning', 'punctiliously', 'speckled', 'ween', 'peradventure', 'piously', 'pounce', 'vultureism', 'Desecrated', 'survives', 'scare', 'Espied', 'afar', 'obscuring', 'unharming', 'SHOALS', 'ROCKS', 'BREAKERS', 'HEREABOUTS', 'BEWARE', 'vacuum', 'precedents', 'utility', 'survival', 'bottomed', 'orthodoxy', 'believer', 'Cock', 'Lane', 'Doctor', '70', 'Sphynx', 'stripping', 'beheading', 'operate', 'discoloured', 'untoward', 'subterraneous', 'gash', 'skilfully', 'interdicted', 'marvel', 'behead', 'severed', 'barn', 'buoyed', 'steeply', 'Holofernes', 'Judith', 'lotus', 'unfolding', 'noiselessness', 'Decapitation', 'crutch', 'attentively', 'ungarnished', 'mosses', 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'guarantee', 'faithfulness', 'jamming', 'Unappalled', 'massacre', 'freshly', 'keenly', 'carcass', 'rabid', 'swarmed', 'beehive', 'miscellaneously', 'carnivorous', 'ravenous', 'Accordingly', 'wherewith', 'slaughtered', 'disinterested', 'happiness', 'zeal', 'muddled', 'indiscreet', 'amputating', 'slacked', 'gasp', 'consolatory', 'Cognac', 'Ginger', 'suspiciously', 'untasted', 'kindle', 'firewood', 'lucifer', 'matches', 'tinder', 'sneaking', 'Temperance', 'kannakin', 'calomel', 'jalap', 'bitters', 'drug', 'medicine', 'insurances', 'jub', 'gingerly', 'lockers', 'weazel', 'caddy', 'contained', '73', 'patches', 'commissioned', 'rods', 'diving', 'tightened', 'plied', 'contending', 'tremor', 'quivering', 'drippings', 'fagged', 'abated', 'altering', 'performed', 'circuit', 'flanking', 'multitudes', 'swum', 'thirstily', 'Israelites', 'fountains', 'vomit', 'lump', 'lard', 'Wants', 'capsize', 'gamboge', 'snake', 'disguise', 'tucks', 'oakum', 'coil', 'Striking', 'swap', 'bargain', 'Bargain', 'Pooh', 'switching', 'gentlemanlike', 'governor', 'Adventures', 'soladoes', 'Doesn', 'latch', 'admiral', 'porthole', 'oughts', 'anyhow', 'duck', 'orlop', 'sneaks', 'daresn', 'darbies', 'lets', 'kidnapping', 'kidnapped', 'kidnap', 'nape', 'grab', 'docked', 'sneak', 'Sell', 'Mean', 'necessaries', 'counterpoise', 'regained', 'Locke', 'Kant', 'trimming', 'carcases', 'overburdening', 'panniers', 'Parsee', 'lengthen', 'Laplandish', 'bandied', '74', 'Contrasted', 'View', 'folio', 'noteworthy', 'extremes', 'observable', 'mathematical', 'symmetry', 'lacks', 'dissimilar', 'lashless', 'proportion', 'sideway', 'survey', 'dagger', 'stealing', 'fronts', '):', 'imperceptibly', 'effectually', 'valleys', 'nothingness', 'sashes', 'impairing', 'reader', 'puzzling', 'involuntary', 'undiscriminating', 'excluded', 'contemporary', 'demonstrations', 'problems', 'Euclid', 'investigated', 'incongruity', 'idle', 'vacillations', 'beset', 'liability', 'frights', 'perplexity', 'diametrically', 'leaf', 'wondrously', 'evenly', 'membrane', 'imperceptible', 'hare', 'lens', 'Herschel', 'capacious', 'porches', 'cathedrals', 'Subtilize', 'levers', 'Kentucky', 'Mammoth', 'Cave', 'chaste', 'lined', 'satins', 'snuff', 'hinge', 'portcullis', 'proves', 'sulky', 'dispirited', 'hypochondriac', 'supine', 'ungainly', 'reproach', 'imprecate', 'unhinged', 'riding', 'whips', 'dentists', 'ringbolts', 'stumps', 'oaks', 'undecayed', 'sawn', 'joists', '75', 'chariot', 'shoe', 'shoemaker', 'nursery', 'spoutholes', 'bass', 'viol', 'spiracles', 'apertures', 'fix', 'crested', 'comb', 'incrustation', 'Greenlanders', 'bonnet', 'fixing', 'nestle', 'diademed', 'diadem', 'sulk', 'pout', 'measurement', 'unfortunate', 'fissure', 'Probably', 'Peruvian', 'gape', 'roof', 'scimetar', 'slats', 'depending', 'cursorily', 'fringed', 'strains', 'retains', 'openmouthed', 'curves', 'calculate', 'criterion', 'demonstrable', 'savor', 'analogical', ';*', 'hogs', 'bristles', 'CHOP', 'arch', 'whisker', 'moustache', 'tufts', 'stiffening', 'Anne', 'farthingale', 'shower', 'thoughtlessness', 'colonnades', 'Haarlem', 'rug', 'softest', 'Turkey', 'barreler', 'mandible', 'placidity', 'speculative', 'Stoic', 'Spinoza', '76', 'Battering', 'Ram', 'physiologist', 'investigate', 'unexaggerated', 'estimate', 'satisfactorily', 'slopes', 'prominence', 'sloping', 'vestige', 'cranial', 'development', 'boneless', 'contents', 'comprise', 'impregnably', 'toughness', 'inestimable', 'sharpest', 'impotently', 'Indiamen', 'cork', 'toughest', 'bravely', 'illustrates', 'hypothetically', 'bladder', 'distension', 'contraction', 'provision', 'depresses', 'unobstructed', 'elasticity', 'unique', 'celled', 'honeycombs', 'susceptible', 'irresistibleness', 'impalpable', 'destructive', 'Unerringly', 'uninjurable', 'obedient', 'specialities', 'concentrations', 'braining', 'feats', 'renounced', 'abide', 'Isthmus', 'Darien', 'elevate', 'provincial', 'sentimentalist', 'salamander', 'provincials', 'weakling', 'goddess', 'Lais', '77', 'Heidelburgh', 'Tun', 'Baling', 'Case', 'Regarding', 'quoins', 'cranium', 'subdivide', 'quoin', 'tendinous', 'Quoin', 'Euclidean', 'inclination', 'subdivided', 'honeycomb', 'recrossing', 'infiltrated', 'mystically', 'devices', 'adornment', 'tun', 'wines', 'Rhenish', 'prized', 'limpid', 'odoriferous', 'unalloyed', 'crystalline', 'leaks', 'dribbles', 'costly', 'coated', 'coating', 'lining', 'pelisse', 'decapitating', 'operator', 'magazine', 'untimely', 'invade', 'sanctuary', 'wastingly', 'wilderness', 'tapped', '78', 'Cistern', 'Buckets', 'Nimble', 'cat', 'overhanging', 'travelling', 'sheaved', 'Securing', 'vivaciously', 'Muezzin', 'searches', 'alert', 'Inserting', 'guides', 'dairy', 'pail', 'Carefully', 'remounting', 'cistern', 'harder', 'baling', 'heedless', 'cabled', 'oozy', 'Evil', 'eightieth', 'suckingly', 'senses', 'Swing', 'hoisters', 'struggles', 'ramming', 'cartridge', 'rocket', 'Rock', 'pendulous', 'splash', 'rescue', 'ripple', 'sinker', 'Drawn', 'lunges', 'averred', 'obstetrics', 'impediments', 'Midwifery', 'taught', 'fencing', 'boxing', 'slipperiness', 'curb', 'sagaciously', 'tissued', 'lightest', 'corky', 'makest', 'sinks', 'counteracted', 'undetached', 'agile', 'smothered', 'whitest', 'daintiest', 'coffined', 'hearsed', 'tombed', 'sanctum', 'sanctorum', 'sweeter', 'delicious', 'honey', 'Plato', '79', 'Prairie', 'scan', 'bumps', 'Physiognomist', 'Phrenologist', 'undertaken', 'hopeful', 'Lavater', 'scrutinized', 'Gall', 'manipulated', 'Dome', 'Pantheon', 'studies', 'dwells', 'modifications', 'disciple', 'Spurzheim', 'phrenological', 'sciences', 'achieve', 'Physiognomically', 'anomalous', 'modifies', 'combined', 'appendage', 'gardening', 'spire', 'cupola', 'physiognomically', 'belfry', 'Dash', 'Phidias', 'remainder', 'proportions', 'sculptured', 'physiognomical', 'conceptions', 'insist', 'obtruding', 'beadle', 'curled', 'Pushing', 'defiles', 'affixed', 'decrees', 'alpine', 'foreheads', 'Shakespeare', 'Melancthon', 'tideless', 'antlered', 'immensely', 'amplified', 'firmament', 'pleated', 'dumbly', 'domineer', 'genius', 'Genius', 'Orient', 'World', 'magian', 'crocodile', 'tongueless', 'protrusion', 'cultured', 'lure', 'livingly', 'enthrone', 'egotistical', 'unhaunted', 'Champollion', 'deciphered', 'granite', 'decipher', 'Physiognomy', 'William', 'languages', 'simplest', 'unlettered', 'Chaldee', 'Read', '80', 'Nut', 'Sphinx', 'phrenologist', 'geometrical', 'Unhinge', 'angularly', 'squared', 'superincumbent', 'crater', 'cavity', 'reposes', 'outworks', 'citadel', 'fortifications', 'secreted', 'Lying', 'convolutions', 'unload', 'spermy', 'reversed', 'scaled', 'confound', 'remarking', 'veneration', 'negations', 'affirmative', 'truest', 'exhilarating', 'deem', 'vertebrae', 'dwarfed', 'rudimental', 'undeveloped', 'inlaying', 'basso', 'relievo', 'phrenologists', 'cerebellum', 'spinal', 'joist', 'upheld', 'rejoice', 'Apply', 'phrenology', 'fibrous', 'communicates', 'emerging', 'undecreasing', 'smallness', 'compensated', 'convex', 'relative', 'indomitable', '81', 'Meets', 'Jungfrau', 'Derick', 'Deer', 'Bremen', 'wavingly', 'feeder', 'Yarman', 'tin', 'borrowing', 'invertedly', 'contradict', 'Newcastle', 'indubitably', 'heeding', 'CLEAN', 'deserving', 'slewed', 'feeders', 'average', 'pod', 'Aware', 'spans', 'harness', 'unrolling', 'parchment', 'humped', 'incrustations', 'overgrowing', 'afflicted', 'jaundice', 'infirmity', 'questionable', 'retarded', 'muzzle', 'commotions', 'upbubble', 'paregoric', 'ache', 'acre', 'Adverse', 'yaw', 'overladen', 'Indiaman', 'Hindostan', 'load', 'buries', 'wallows', 'cumbrous', 'sling', 'neared', 'rivals', 'deriding', 'gesture', 'ungracious', 'mocks', 'dares', 'greyhounds', 'villainous', 'brandy', 'Halloo', 'budding', 'spit', 'suds', 'jacks', 'quahogs', 'muffins', 'barreller', 'DON', 'duff', 'sog', 'sogger', 'bank', 'retarding', 'economically', 'unmannerly', 'dogger', 'loads', 'Fiercely', 'incited', 'taunts', 'momentarily', 'chivalrous', 'slides', 'gallantry', 'crab', 'midship', 'capsizing', 'diagonically', 'foaming', 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'corroded', 'healed', 'denote', 'ulceration', 'rummaged', 'cabinet', 'discoveries', 'unprecedentedly', 'ordering', 'resolutely', 'locking', 'gabled', 'gasped', 'inlayings', 'cabins', 'dislocation', 'crows', 'adrift', 'timberheads', 'ponderosity', 'sparks', 'Usually', 'pads', 'aspirations', 'flush', 'incumbrance', 'lapse', 'Gases', 'generated', 'balloon', 'Bays', 'buoys', 'uncapturable', 'unskilful', 'Backs', 'Dericks', '82', 'Honour', 'Glory', 'enterprises', 'disorderliness', 'honourableness', 'demi', 'transported', 'subordinately', 'emblazoned', 'fraternity', 'sordid', 'knightly', 'daughter', 'intrepidly', 'exploit', 'Arkite', 'legends', 'Italy', 'triumph', 'suggestively', 'Akin', 'Dragon', 'chronicles', 'dragons', 'jumbled', 'Ezekiel', 'versions', 'subtract', 'reptile', 'mislead', 'griffin', 'horseback', 'artists', 'crawled', 'ridden', 'ancientest', 'strict', 'Philistines', 'Dagon', 'Israel', 'tutelary', 'guardian', 'patron', 'frocks', 'decoration', 'Crockett', 'Kit', 'Carson', 'doer', 'rejoicing', 'mooted', 'clan', 'vice', 'versa', 'saints', 'demigods', 'rehearsed', 'Shaster', 'Vishnoo', 'godhead', 'Hindoos', 'incarnations', 'sanctified', 'recreate', 'dissolutions', 'preside', 'Vedas', 'perusal', 'rescued', 'horseman', '83', 'Historically', 'Regarded', 'distrust', 'orthodox', 'Arion', 'unscientific', 'choke', 'Jebb', 'anticipative', 'whist', 'Possibly', 'ensconced', 'toothless', 'incarcerated', 'gastric', 'juices', 'falls', 'exegetist', 'supposes', 'DEAD', 'campaign', 'divined', 'continental', 'commentators', 'christened', 'Gull', 'Eagle', 'exegetists', 'opined', 'preserver', 'inflated', 'journey', 'Tigris', 'site', 'shallow', 'weathering', 'headland', 'Bartholomew', 'Diaz', 'reputed', 'liar', 'reprehensible', 'clergy', 'via', 'magnification', 'Turks', 'devoutly', 'Mosque', '84', 'Pitchpoling', 'axles', 'grease', 'unctuousness', 'crop', 'barges', 'Actium', 'exertion', 'fleetness', 'unintermitted', 'extract', 'imperative', 'dexterities', 'sleights', 'subtleties', 'manoeuvre', 'pitchpoling', 'exercises', 'boasts', 'inveterate', 'accurately', 'Steel', 'pitchpoled', 'drawbacks', 'coolness', 'equanimity', 'emergencies', 'excel', 'fleecy', 'Handling', 'whistlingly', 'waistband', 'juggler', 'impulse', 'Instead', 'spigot', 'today', 'Orleans', 'whiskey', 'Monongahela', 'canakin', 'brew', 'quaff', 'greyhound', 'skilful', 'leash', 'pitchpoler', '85', 'Fountain', 'sprinkling', 'mistifying', 'sprinklings', 'spoutings', 'P', 'M', 'sixteenth', 'contingent', 'inhaling', 'windpipe', 'function', 'withdraws', 'vivifying', 'err', 'Assume', 'aerated', 'Anomalous', 'vermicelli', 'quits', 'oxygenated', 'surplus', 'camel', 'waterless', 'stomachs', 'indisputable', 'obstinacy', 'HAVING', 'SPOUTINGS', 'unmolested', 'risings', 'respires', 'breaths', 'fetches', 'allowance', 'Remark', 'individuals', 'rates', 'replenish', 'reservoir', 'hazards', 'victory', 'serving', 'pulsations', 'truthfully', 'obliterated', 'clogged', 'Sure', 'olfactories', 'violets', 'retention', 'exclusion', 'rumbles', 'talks', 'Seldom', 'stammer', 'listener', 'conveyance', 'gas', 'returns', 'exhaled', 'discharged', 'discharging', 'rhyme', 'periods', 'pester', 'knottiest', 'undecided', 'cascading', 'superficially', 'countersunk', 'basin', 'pitcher', 'feverishly', 'smart', 'acridness', 'evade', 'investigator', 'hypothesize', 'undisputed', 'Pyrrho', 'Dante', 'treatise', 'reflected', 'worming', 'undulation', 'shingled', 'attic', 'overhung', 'canopy', 'engendered', 'contemplations', 'glorified', 'irradiate', 'enkindling', 'denials', 'Doubts', 'combination', 'regards', '86', 'Tail', 'warbled', 'praises', 'antelope', 'alights', 'expands', 'shoaling', 'overlap', 'recede', 'exquisitely', 'webbed', 'strata', 'compose', 'triune', 'student', 'undoubtedly', 'masonry', 'knit', 'muscular', 'filaments', 'loins', 'Could', 'cripple', 'flexion', 'infantileness', 'Titanism', 'Real', 'impairs', 'harmony', 'bestows', 'imposingly', 'Eckerman', 'Goethe', 'Angelo', 'hermaphroditical', 'embodied', 'brawniness', 'feminine', 'submission', 'endurance', 'conceded', 'teachings', 'wielded', 'flexions', 'Therein', 'transcend', 'Five', 'progression', 'mace', 'lobtailing', 'Fifth', 'peaking', 'wriggles', 'propulsion', 'Scroll', 'conflicts', 'contemptuously', 'eluding', 'materials', 'stitch', 'demonstrate', 'daintiness', 'maidenly', 'gentleness', 'slowness', 'tenderness', 'prehensile', 'Darmonodes', 'flower', 'nosegays', 'damsels', 'caressed', 'Stealing', 'unawares', 'unbent', 'kitten', 'plays', 'smiting', 'thunderous', 'concussion', 'wreath', 'Excepting', 'BREACH', 'grandest', 'Hell', 'Dantean', 'Isaiah', 'archangels', 'crimsoned', 'Persia', 'Ptolemy', 'Philopater', 'testified', 'Juba', 'terrier', 'lily', 'tosses', 'deplore', 'inability', 'akin', 'Free', 'Mason', 'symbols', 'methods', 'intelligently', 'assailant', 'Dissect', '87', 'Armada', 'peninsula', 'Malacca', 'territories', 'Birmah', 'Bally', 'rampart', 'studded', 'convenience', 'Sunda', 'buttressed', 'inexhaustible', 'silks', 'jewels', 'ineffectual', 'guarded', 'fortresses', 'Unlike', 'Danes', 'Orientals', 'obsequious', 'cargoes', 'waive', 'ceremonial', 'renounce', 'tribute', 'proas', 'shaded', 'coves', 'islets', 'chastisements', 'audacity', 'corsairs', 'repressed', 'remorselessly', 'pillaged', 'northwards', 'Philippine', 'haunting', 'zoned', 'circus', 'raced', 'sustenance', 'utilities', 'unusable', 'kentledge', 'brackish', 'rafted', 'grain', 'roundabout', 'admonished', 'delighted', 'cinnamon', 'renouncing', 'magnificence', 'saluted', 'premised', 'unwearied', 'embracing', 'assistance', 'aggregation', 'caravans', 'greeted', 'semicircle', 'cleft', 'willow', 'bush', 'individually', 'bluish', 'chimneys', 'metropolis', 'balmy', 'autumnal', 'unfriendly', 'defile', 'Crowding', 'deploy', 'Corresponding', 'crescent', 'hovered', 'Levelling', 'rascally', 'philanthropists', 'speeding', 'rowels', 'atheistical', 'infernally', 'gnawing', 'Cockatoo', 'grieve', 'victoriously', 'notified', 'rallied', 'battalions', 'bayonets', 'redoubled', 'Stripped', 'shirts', 'animating', 'irresolution', 'gallied', 'rout', 'Porus', 'expanding', 'aimlessly', 'distraction', 'paralysed', 'logged', 'flock', 'excessive', 'characteristic', 'herding', 'banding', 'buffaloes', 'herded', 'theatre', 'outlets', 'dashing', 'folly', 'outdone', 'outskirts', 'anticipated', 'circumspect', 'throb', 'menaced', 'mobbed', 'daunted', 'manfully', 'sheering', 'edging', 'wonted', 'dispensed', 'swamp', 'cooling', 'druggs', 'looped', 'drugg', 'requisition', 'staggeringly', 'fettered', 'malefactors', 'seats', 'drugged', 'disorders', 'vanished', 'parting', 'momentum', 'sleek', 'tumults', 'pods', 'Titanic', 'Owing', 'embayed', 'breach', 'hemmed', 'Keeping', 'cows', 'routed', 'inclusive', 'prevented', 'inexperienced', 'becharmed', 'snuffling', 'domesticated', 'patted', 'scratched', 'vaults', 'suckling', 'nourishment', 'spiritually', 'feasting', 'Gulfweed', 'measured', 'fourteen', 'frisky', 'irksome', 'lately', 'reticule', 'unborn', 'crumpled', 'ails', 'buoyantly', 'spiralling', 'umbilical', 'Madame', 'cub', 'tethered', 'entangled', 'subtlest', 'indifferently', 'gestation', 'Esau', 'Jacob', 'contingency', 'teats', 'situated', 'anus', 'breasts', 'extend', 'rivallingly', 'discolour', 'strawberries', 'salute', 'HOMINUM', 'consternations', 'indulge', 'concernments', 'serenely', 'revelled', 'dalliance', 'tornadoed', 'centrally', 'disport', 'bathe', 'entranced', 'drugging', 'frontier', 'hamstring', 'sundering', 'maiming', 'tendon', 'Arnold', 'flailing', 'wounding', 'submarine', 'nurseries', 'orbits', 'thickening', 'clusters', 'departing', 'Oars', 'gripe', 'Shove', 'bulks', 'outlet', 'escapes', 'cheaply', 'Riotous', 'clumped', 'renewed', 'onward', 'augmented', 'waifed', 'pennoned', 'illustrative', '88', 'Schools', 'Schoolmasters', 'inducing', 'aggregations', 'schools', 'females', 'mustering', 'males', 'cavalier', 'evinces', 'Ottoman', 'surroundingly', 'solaces', 'endearments', 'harem', 'concubines', 'dozen', 'EMBONPOINT', 'ramblings', 'fashionables', 'Equatorial', 'lounged', 'promenade', 'Equator', 'anticipation', 'journeys', 'wary', 'unwarrantably', 'pert', 'confidentially', 'Bashaw', 'assails', 'chases', 'unprincipled', 'rakes', 'Lothario', 'duels', 'admirers', 'elks', 'warringly', 'interweave', 'antlers', 'scars', 'furrowed', 'scolloped', 'dislocated', 'supposing', 'invader', 'diverting', 'Gently', 'insinuates', 'revels', 'lavish', 'omnivorous', 'roving', 'bower', 'exotic', 'dumps', 'increase', 'lends', 'lassitude', 'overtakes', 'sated', 'supplants', 'maidens', 'impotent', 'repentant', 'admonitory', 'forswears', 'disbands', 'exemplary', 'parallels', 'amorous', 'satirical', 'memoirs', 'Vidocq', 'Frenchman', 'younger', 'occult', 'lessons', 'inculcated', 'pupils', 'secludedness', 'betakes', 'moss', 'Daniel', 'Boone', 'characteristically', 'proverbially', 'penal', 'gout', 'Forty', 'collegians', 'wickedness', 'underwriter', 'turbulence', 'settlements', 'harems', 'sexes', '89', 'Fast', 'Loose', 'regulations', 'comprised', 'minor', 'contingencies', 'retaken', 'vexatious', 'disputes', 'applicable', 'formal', 'code', 'authorized', 'legislative', 'enactment', 'Holland', 'decreed', '1695', 'legislators', 'lawyers', 'terse', 'Pandects', 'Meddling', 'Business', 'engraven', 'forthing', 'barb', 'soonest', 'masterly', 'brevity', 'commentaries', 'expound', 'Alive', 'controllable', 'occupant', 'occupants', 'telegraph', 'cobweb', 'waifing', 'ability', 'knocks', 'Coke', 'Littleton', 'fist', 'allowances', 'scrupulous', 'trover', 'litigated', 'plaintiffs', 'forsake', 'Ultimately', 'defendants', 'appropriated', 'remonstrated', 'doxology', 'seizure', 'sued', 'Erskine', 'Ellenborough', 'defence', 'witty', 'illustrate', 'recent', 'crim', 'con', 'viciousness', 'instituted', 'stress', 'contended', 'reciprocally', 'pleadings', 'awarded', 'controverted', 'acquired', 'aforesaid', 'ploughed', 'fundamentals', 'jurisprudence', 'tracery', 'Temple', 'Law', 'props', 'Possession', 'regardless', 'serfs', 'Republican', 'slaves', 'mite', 'undetected', 'villain', 'ruinous', 'discount', 'Mordecai', 'broker', 'Woebegone', 'loan', 'Archbishop', 'Savesoul', 'L100', 'scant', 'Duke', 'Dunder', 'hamlets', 'redoubted', 'Bull', 'Ireland', 'lancer', 'Brother', 'Jonathan', 'doctrine', 'internationally', '1492', 'mistress', 'Greece', 'United', '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', 'intermediate', 'anomaly', 'courteous', 'prompts', 'railways', 'car', 'accommodation', 'Dover', 'Cinque', 'Ports', 'beaching', 'jurisdiction', 'policeman', 'Warden', 'emoluments', 'Port', 'assignment', 'writers', 'sinecure', 'busily', 'fobbing', 'eely', 'L150', 'fantasy', 'sipping', 'Blackstone', 'respectful', 'scratching', 'soften', 'Please', 'duke', 'blisters', 'Won', 'Wellington', 'clergyman', 'meddling', 'militant', 'kingdoms', 'coercing', 'delegated', 'Sovereign', 'Plowdon', 'soundest', 'Gold', 'pinmoney', 'Bench', 'Prynne', 'discourseth', 'bodices', 'mermaid', 'allegorical', 'limitations', 'symbolically', 'congeniality', '91', 'Rose', 'Bud', 'Ambergriese', 'fetor', 'recounted', 'discoverers', 'pairs', 'bet', 'furled', 'circled', 'unappropriated', 'odor', 'exhale', 'Assyrian', 'moor', 'attar', 'nosegay', 'problematical', 'indigestion', 'defunct', 'banteringly', 'Crappoes', 'Frenchmen', 'snuffers', 'wick', 'Crappo', 'leavings', 'cell', 'ambergris', 'entrapped', 'breezing', 'Issuing', 'Drawing', 'fanciful', 'bulb', 'boards', 'Bouton', 'bud', 'aromatic', 'BOUTON', 'inscription', 'ROSE', 'bulbous', 'communication', 'bawled', 'Roses', 'Guernsey', 'WHITE', 'Blanche', 'moulded', 'slung', 'YOURS', 'gardenny', 'posies', 'Guernseyman', 'joking', 'gill', 'manufacturer', 'dirty', 'upwardly', 'projected', 'booms', 'stems', 'outcries', 'anathemas', 'ajar', 'remonstrating', 'betaken', 'CABINET', 'pest', 'entreaties', 'indignations', 'Marking', 'detestation', 'conceited', 'ignoramus', 'unprofitable', 'Sounding', 'frank', 'circumventing', 'satirizing', 'interpreter', 'uppermost', 'victim', 'velvet', 'interpreting', 'babyish', 'Monsieur', 'Jago', 'baboon', 'vows', 'conjures', 'confining', 'diddled', 'inviting', 'Bordeaux', 'Thank', 'drift', 'benevolently', 'slacking', 'feigned', 'intentions', 'reap', 'fruit', 'unrighteous', 'Seizing', 'excavation', 'digging', 'pottery', 'loam', 'perfume', 'mottled', 'dent', 'guinea', 'druggist', 'unavoidably', 'impatient', '92', 'Ambergris', '1791', 'House', 'Commons', 'compound', 'soils', 'odorless', 'beads', 'ornaments', 'waxy', 'spicy', 'perfumery', 'pastiles', 'powders', 'pomatum', 'Mecca', 'frankincense', 'merchants', 'grains', 'claret', 'regale', 'inglorious', 'administering', 'Brandreth', 'blasting', 'incorruption', 'Corinthians', 'corruption', 'sown', 'Paracelsus', 'manufacturing', 'appeal', 'repel', 'biased', 'slanderous', 'aspersion', 'disproved', 'slatternly', 'untidy', 'rebut', 'odious', 'stigma', 'originate', 'traceable', 'bung', 'shortness', 'Icy', 'unloading', 'cemeteries', 'dock', 'excavating', 'Hospital', 'Schmerenburgh', 'Smeerenberg', 'Fogo', 'Von', 'Slack', 'Smells', 'imports', 'smeer', 'berg', 'furnaces', 'sheds', 'casked', 'scentless', 'detect', 'Jew', 'enjoys', 'dispenses', 'scented', 'rustles', 'liken', 'fragrance', 'Must', 'redolent', 'myrrh', '93', 'Castaway', 'lamentable', 'sequel', 'timorous', 'keeper', 'Pippin', 'nick', 'abbreviation', 'pony', 'developments', 'eccentric', 'span', 'torpid', 'intellects', 'brightness', 'holidays', 'festivities', 'finer', 'calendar', 'Julys', 'Year', 'brilliancy', 'lustrous', 'cabinets', 'unaccountably', 'luridly', 'illumined', 'fictitiously', 'Tolland', 'County', 'Connecticut', 'enlivened', 'fiddler', 'frolic', 'melodious', 'belled', 'veined', 'watered', 'diamond', 'healthful', 'jeweller', 'gases', 'effulgences', 'divinest', 'stolen', 'sprain', 'nervousness', 'discreditably', 'exhort', 'courageousness', 'needful', 'rap', 'slack', 'breasted', 'plumping', 'poltroon', 'Snatching', 'interrogatively', 'assailed', 'execrations', 'Tranquilly', 'cursings', 'evaporate', 'officially', 'unofficially', 'STICK', 'motto', 'LEAP', 'undiluted', 'Stick', 'Hereby', 'interferes', 'benevolence', 'performance', 'bounteous', 'flatly', 'beater', 'Bobbing', 'ebon', 'cloves', 'brightest', 'lonesomeness', 'concentration', 'immensity', 'hug', 'jeopardized', 'ruthless', 'spying', 'merest', 'jeeringly', 'finite', 'unwarped', 'passive', 'miser', 'Wisdom', 'hoarded', 'juvenile', 'eternities', 'omnipresent', 'insects', 'orbs', 'treadle', 'weal', 'uncompromised', '94', 'Squeeze', 'crystallized', 'Constantine', 'bath', 'concreted', 'lumps', 'squeeze', 'clearer', 'sweetener', 'softener', 'molifier', 'eels', 'serpentine', 'spiralise', 'globules', 'tissues', 'richly', 'opulence', 'uncontaminated', 'aroma', 'Paracelsan', 'allaying', 'bathing', 'divinely', 'petulance', 'squeezed', 'squeezing', 'co', 'sentimentally', 'acerbities', 'envy', 'shift', 'attainable', 'felicity', 'saddle', 'visions', 'paradise', 'discoursing', 'behooves', 'thicker', 'muscle', 'portable', 'oblongs', 'mincer', 'Berkshire', 'Plum', 'fragmentary', 'participating', 'refreshing', 'tint', 'bestreaked', 'plums', 'rubies', 'citron', 'cutlet', 'le', 'Gros', 'venison', 'vintage', 'vineyards', 'Champagne', 'slobgollion', 'ineffably', 'stringy', 'decanting', 'ruptured', 'membranes', 'coalescing', 'Gurry', 'designates', 'glutinous', 'scraped', 'Nippers', 'indigenous', 'vocabulary', 'nipper', 'hoe', 'Edgewise', 'operates', 'squilgee', 'allures', 'impurities', 'recondite', 'receptacle', 'arrives', 'tyros', 'workmen', 'gaffman', 'gaff', 'lurches', 'hone', 'spademan', 'shoeless', 'irresistibly', 'assistants', 'Toes', '95', 'Cassock', 'mortemizing', 'strolled', 'scanned', 'scuppers', 'cone', 'Kentuckian', 'Maachah', 'Judea', 'Asa', 'depose', 'abomination', 'Kedron', 'grandissimus', 'Extending', 'cylindrically', 'pelt', 'boa', 'pantaloon', 'slits', 'canonicals', 'Immemorial', 'endwise', 'minced', 'rapt', 'orator', 'Arrayed', 'occupying', 'bible', 'archbishopric', '!*', 'enjoins', 'accelerated', 'improving', '96', 'Works', 'outwardly', 'joining', 'constituting', 'kiln', 'roomy', 'battened', 'Removing', 'remarkably', 'soapstone', 'cynical', 'polishing', 'circling', 'geometry', 'cycloid', 'tunnel', 'evaporates', 'oversee', 'ignition', 'shrivelled', 'properties', 'plethoric', 'martyr', 'misanthrope', 'supplies', 'funereal', 'pyres', 'freshening', 'licked', 'flues', 'sulphur', 'Hydriote', 'Canaris', 'frigates', 'conflagrations', 'Tartarean', 'stokers', 'pronged', 'Opposite', 'begrimed', 'matted', 'emblazonings', 'laughter', 'gesticulated', 'dippers', 'scornfully', 'champed', 'Wrapped', 'ghastliness', 'drowsiness', 'fatally', 'lids', 'illuminating', 'Uppermost', 'havens', 'bewildered', 'Convulsively', 'Lo', 'fronting', 'hallucination', 'accept', 'hitching', 'forking', 'morn', 'gentler', 'liars', 'Dismal', 'Swamp', 'Campagna', 'Sahara', 'griefs', 'Sorrows', 'Ecclesiastes', 'unchristian', 'dodges', 'hospitals', 'jails', 'graveyards', 'operas', 'Cowper', 'Pascal', 'Rousseau', 'swears', 'Rabelais', 'wandereth', 'invert', 'deaden', 'Catskill', 'blackest', 'soar', 'swoop', '97', 'Lamp', 'canonized', 'counsellors', 'pallet', 'Aladdin', 'pitchiest', 'illumination', 'cooler', 'replenishes', 'mugs', 'vat', 'solar', 'lunar', 'astral', 'hunts', 'freshness', 'genuineness', '98', 'Stowing', 'Clearing', 'moors', 'garments', 'executioner', 'Shadrach', 'Meshach', 'Abednego', 'unscathed', 'scoot', 'OFFICIO', 'unsealed', 'replaced', 'hermetically', 'incidents', 'freshets', 'brewery', 'besooted', 'suffused', 'deafening', 'scrupulously', 'possesses', 'cleansing', 'lye', 'adhesiveness', 'exterminates', 'restore', 'tidiness', 'brushed', 'cleansed', 'scrubbed', 'hiding', 'simultaneous', 'aglow', 'bridegrooms', 'discourse', 'parlors', 'carpets', 'cambrics', 'musked', 'allude', 'slash', 'sweatings', 'cleanse', 'toilings', 'tabernacles', 'BLOWS', 'routine', 'metempsychosis', 'Pythagoras', '99', 'Doubloon', 'halted', 'hopefulness', 'doubloon', 'interpret', 'cipher', 'cartload', 'morass', 'Milky', 'Way', 'raked', 'gorgeous', 'Pactolus', 'amidst', 'rustiness', 'verdigris', 'untouchable', 'foulness', 'amongst', 'livelong', 'pilfering', 'wanton', 'revered', 'talisman', 'medals', 'alpacas', 'volcanoes', 'disks', 'ecliptics', 'banners', 'luxuriant', 'profusion', 'preciousness', 'enhancing', 'mints', 'Spanishly', 'REPUBLICA', 'DEL', 'ECUADOR', 'QUITO', 'clime', 'autumn', 'Zoned', 'summits', 'crowing', 'arching', 'partitioned', 'zodiac', 'cabalistics', 'keystone', 'equinoctial', 'Libra', 'tops', 'Lucifer', 'volcano', 'undaunted', 'victorious', 'rounder', 'magician', 'mirrors', 'gains', 'solve', 'coined', 'equinox', 'Aries', 'claws', 'writing', 'inspectingly', 'Trinity', 'vale', 'girds', 'Righteousness', 'shines', 'beacon', 'fixture', 'wisely', 'falsely', 'twigging', 'Negro', 'Hill', 'Corlaer', 'Popayan', 'moidores', 'pistoles', 'joes', 'Golconda', 'Epitome', 'almanac', 'ditto', 'Daboll', 'arithmetic', 'curvicues', 'Signs', 'Hem', 'Taurus', 'Jimimi', 'Gemini', 'Twins', 'navigator', 'Pity', 'hist', 'hark', 'Almanack', 'lecherous', 'begets', 'Vice', 'Cancer', 'Crab', 'Leo', 'Lion', 'bites', 'surly', 'dabs', 'Virgo', 'marry', 'pop', 'Scales', 'Scorpio', 'Scorpion', 'stings', 'curing', 'Sagittarius', 'Archer', 'amusing', 'shafts', 'Capricornus', 'Goat', 'tilt', 'Aquarius', 'deluge', 'drowns', 'Pisces', 'writ', 'Jollily', 'alow', 'cigar', 'cigars', 'wiseish', 'luffs', 'halloa', 'Prick', 'witch', 'Copenhagen', 'Dodge', 'Cannibal', 'Astronomy', 'interpreters', 'Murray', 'Improving', 'bats', 'Caw', 'caw', 'poked', 'complimentary', 'wits', 'navel', 'unscrew', 'county', 'darkey', 'hoard', 'Hish', 'hish', 'blackberrying', 'Jenny', 'hey', '100', 'Leg', 'Arm', 'Enderby', 'Trumpet', 'tanned', 'thereabouts', 'festoons', 'broidered', 'hussar', 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'1775', '1726', 'Maceys', 'Amelia', 'Enderbys', 'auspices', 'government', 'Rattler', 'Commanded', '1819', 'tasting', 'Syren', 'experimental', 'Enderbies', 'sailer', 'flip', 'trumps', 'Saxon', 'Flip', 'flipped', 'squally', 'reefed', 'tars', 'scrambled', 'diluted', 'pickled', 'symmetrically', 'risked', 'anti', 'scorbutic', 'Hollanders', 'Zealanders', 'scrimps', 'normal', 'incidental', 'stumbled', 'musty', 'Coopman', 'reinforced', 'production', 'Fitz', 'Swackhammer', 'Snodhead', 'Low', 'college', 'Claus', 'Pott', 'translation', 'spied', 'Cooper', 'Smeer', 'larders', 'cellars', '180', 'translated', 'transcribe', '400', 'lbs', '150', '550', '800', 'firkins', 'Texel', '144', 'ankers', 'Geneva', 'beer', 'statistical', 'parchingly', 'flooded', 'quarts', 'devoted', 'studious', 'suggested', 'transcendental', 'Platonic', 'compiled', 'natures', 'rendered', 'bumpers', 'polar', 'prosecuted', 'climate', 'exclusive', 'fuddled', 'improbable', 'agrees', 'boozy', 'grievous', 'empties', 'decanter', '102', 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'Perish', 'Inasmuch', 'Eternities', 'inquired', 'degenerated', 'investigation', 'fossil', 'exhumed', 'tape', 'Assuredly', 'Aldrovandus', 'Walks', 'Tunnels', 'Solander', 'Cooke', 'Academy', 'Sciences', 'reydan', 'siskur', 'Wrinkled', 'Bellies', 'metres', 'ancestors', 'coffins', 'stall', 'Smithfield', 'fattest', 'kine', 'omniscient', 'whaleships', 'penetrating', 'exterminated', 'Comparing', 'overspread', 'manes', 'scowled', 'sites', 'extinction', 'extermination', 'forbids', 'Canadian', 'moccasined', 'statistically', 'gradual', 'remunerative', 'influenced', 'yokes', 'fallacious', 'haunt', 'declining', 'cape', 'unfamiliar', 'invasion', 'Swiss', 'savannas', 'citadels', 'barriers', 'floes', 'defiance', 'cachalot', 'annually', 'populousness', 'Harto', 'Goa', 'droves', 'Semiramis', 'Hannibal', 'survive', 'outlast', 'Americas', 'Isles', 'longevity', 'imagining', 'perishable', 'continents', 'Kremlin', 'despised', 'Netherlands', 'rats', 'crest', 'frothed', '106', 'precipitating', 'thwart', 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'immaterial', 'imponderable', 'suck', 'philosophies', 'conduits', '128', 'Rachel', 'clustering', 'boastful', 'bladders', 'Throttling', 'negatively', 'pulls', 'swiftest', 'gleam', 'conjure', 'icily', 'petition', 'charter', 'roundly', 'Manx', 'adopting', 'iciness', 'unmisgiving', 'hardihood', 'paternal', 'initiate', 'unenervated', 'display', 'partiality', 'undue', 'boon', 'nestling', 'relent', 'prolongingly', 'Gardiner', 'forgive', 'Hurriedly', 'transfixed', 'rejection', 'enchantment', 'tack', 'cherry', 'cherrying', 'wept', '129', 'MOVING', 'CATCHES', 'Lad', 'cures', 'bigot', 'fadeless', 'grows', 'Weep', 'Met', 'GOES', 'STEPS', 'STEP', 'fours', 'lieutenants', 'epaulets', 'monsieurs', 'Monsieurs', 'Jumped', 'Put', 'bulge', '130', 'Hat', 'contrastingly', 'concurred', 'sinning', 'sinned', 'unsetting', 'sustains', 'domineered', 'check', 'Alike', 'powdered', 'clamped', 'machines', 'despot', 'awed', 'wan', 'watchmen', 'limits', 'slouching', 'sunshine', 'gnarled', 'unearthed', 'intermission', 'unmomentous', 'asunder', 'verbal', 'forethrown', 'commandingly', 'subordinates', 'tyrant', 'siding', 'glimmering', 'slided', 'reeved', 'attaching', 'shunning', 'relying', 'arranging', 'foothold', 'relations', 'discerned', 'fastenings', 'watchman', 'carelessness', 'swooping', 'ventured', 'select', 'billed', 'incommodiously', 'untrackably', 'spiralized', 'Sicilian', 'scream', 'hawk', 'Tarquin', 'replace', 'Tanaquil', 'disappearance', '131', 'misnamed', 'shears', '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', 'mockery', 'Wife', 'sisterly', 'blighted', 'cindered', 'lovings', 'longings', 'Albicore', 'Sleep', 'blanched', 'Mate', 'motionlessly', '133', 'Chase', 'inspecting', 'vane', 'ascertaining', 'shortened', 'acute', 'vindicated', 'bordering', 'metallic', 'rip', 'Thundering', 'flattening', 'stunsails', 'Fired', 'jetting', 'moonlit', 'methodic', 'attuned', 'prolongings', 'Helm', 'luff', 'Shiver', 'Boats', 'gnawed', 'nautilus', 'unsuspecting', 'rugged', 'playfully', 'interchangeably', 'feathering', 'alternate', 'skimming', 'streaming', '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', 'expectant', 'keener', 'weasel', 'undiscoverable', 'scrolled', 'doored', 'stratagem', 'sidelingly', 'thrilled', 'unastonished', 'dallied', 'frenzied', 'frail', 'crafty', 'upraising', 'loosed', 'tilting', 'Ripplingly', 'spindled', 'vindictively', 'Channel', 'overleap', 'designation', 'poise', 'comprehensively', 'madden', 'mulberries', 'Antiochus', 'Maccabees', 'insolent', 'incuriously', 'revolvingly', 'planetarily', '!--"', 'Dragged', 'caking', 'trodden', 'ravines', 'prostration', 'abbreviate', 'pang', 'feebler', 'decree', 'intensities', 'pointless', 'centres', 'circumferences', 'draggingly', 'Help', 'banked', 'treble', 'vicissitude', 'overtaking', 'stacking', 'outstretching', 'jointed', 'allotted', '.--"', 'Whose', 'clouded', 'intending', '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', 'suspense', 'enslaved', 'maple', 'individualities', 'guiltiness', 'oneness', 'outspreadingly', 'Clinging', 'wavings', 'shading', 'blueness', 'Sway', 'belayed', 'orchestra', 'vibrate', 'discharges', 'rifles', 'halloo', 'breaching', 'bravadoes', 'salmon', 'bluer', 'glittered', 'glacier', 'fading', 'mistiness', 'Unmindful', 'ladders', 'dartingly', 'excludes', 'annihilating', 'manoeuvred', 'trained', 'chargers', 'slogan', 'untraceable', 'evolutions', 'recrossed', 'foreshortened', 'hoping', 'disencumber', 'snarls', 'Caught', 'corkscrewed', 'fagot', 'tangles', 'husks', 'grated', 'nutmeg', 'aslope', 'bobbed', 'twitching', 'lustily', 'unstricken', 'struggled', 'modifying', 'crumb', 'intertangled', 'contusions', 'inextricable', 'splinter', 'leaner', 'Dead', 'muster', 'gores', 'Accursed', 'Gone', 'knell', "!--'", 'collect', 'unmeasured', 'Jesus', 'mobbing', 'Impiety', 'lipless', 'unfeatured', 'immutably', 'billion', 'Fool', 'lieutenant', 'underling', 'obeyest', 'propped', 'centipede', 'omens', 'encore', 'tomorrow', 'baffle', 'judges', 'LL', 'dusk', 'hid', 'heliotrope', '135', 'dawned', 'goest', 'fairer', 'clefts', 'lava', 'corridors', 'ventilated', 'fleeces', 'tainted', 'slink', 'braver', 'exasperate', 'bodiless', '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', 'overspreading', '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', 'Cherries', 'coppers', 'inactive', 'predestinating', 'Retribution', 'buttress', 'dislodged', 'flume', 'Diving', 'unsurrendered', 'uncracked', 'bullied', 'foregone', 'comber', 'destroying', 'unconquering', 'grapple', 'THUS', 'voicelessly', 'mutes', 'bowstring', 'bewildering', 'mediums', 'gaseous', 'Fata', 'Morgana', 'infatuation', 'lookouts', 'animate', 'inanimate', 'vortex', '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'])

 

  1. fdist1['whom'] # 得到某个单词出现的频数
  2. Out[10]: 43

 

fdist1.plot(50, cumulative=True)  # 画出前50个词出现的频数图

结果为:

  1. fdist1.hapaxes() # 获取文本中出现一次的词(低频词)
  2. Out[12]:
  3. ['Herman',
  4. 'Melville',
  5. ']',
  6. 'ETYMOLOGY',
  7. 'Late',
  8. 'Consumptive',
  9. 'School',
  10. 'threadbare',
  11. 'lexicons',
  12. 'mockingly',
  13. 'flags',
  14. 'mortality',
  15. 'signification',
  16. 'HACKLUYT',
  17. 'Sw',
  18. 'HVAL',
  19. 'roundness',
  20. 'Dut',
  21. 'Ger',

 

8、细粒度的选择词

  1. # 细粒度的选择词
  2. data = set(text4) # 获取text4中不重复的词
  3. words = [w for w in data if len(w) > 15] # 获取单词长度大于15个字母的词语
  4. sorted(words) # 顺序输出这些单词
  5. Out[13]:
  6. ['RESPONSIBILITIES',
  7. 'antiphilosophists',
  8. 'constitutionally',
  9. 'contradistinction',
  10. 'discountenancing',
  11. 'disqualification',
  12. 'enthusiastically',
  13. 'instrumentalities',
  14. 'internationality',
  15. 'irresponsibility',
  16. 'misappropriation',
  17. 'misrepresentation',
  18. 'misunderstanding',
  19. 'responsibilities',
  20. 'sentimentalizing',
  21. 'transcontinental',
  22. 'uncharitableness',
  23. 'unconstitutional']

 

  1. fdist5 = FreqDist(text5) # 获取text5的词频分布
  2. sorted([w for w in set(text5) if len(w) > 7 and fdist5[w] > 7]) # 顺序输出单词长度大于7且出现次数大于7的单词
  3. Out[14]:
  4. ['#14-19teens',
  5. '#talkcity_adults',
  6. '((((((((((',
  7. '........',
  8. 'Question',
  9. 'actually',
  10. 'anything',
  11. 'computer',
  12. 'cute.-ass',
  13. 'everyone',
  14. 'football',
  15. 'innocent',
  16. 'listening',
  17. 'remember',
  18. 'seriously',
  19. 'something',
  20. 'together',
  21. 'tomorrow',
  22. 'watching']

 

  1. from nltk.util import bigrams # 使用bigrams获取句子中双联词的搭配
  2. list(bigrams(['more', 'is', 'said', 'than', 'done']))
  3. Out[15]: [('more', 'is'), ('is', 'said'), ('said', 'than'), ('than', 'done')]

 

  1. text5.collocations() # 使用collocations()函数找出常用的双联词
  2. wanna chat; PART JOIN; MODE #14-19teens; JOIN PART; PART PART;
  3. cute.-ass MP3; MP3 player; JOIN JOIN; times .. .; ACTION watches; guys
  4. wanna; song lasts; last night; ACTION sits; -...)...- S.M.R.; Lime
  5. Player; Player 12%; dont know; lez gurls; long time

 

  1. fdist = FreqDist([len(w) for w in text1]) # 计算不同长度的单词出现的频率分布
  2. fdist
  3. Out[17]:
  4. FreqDist({1: 47933,
  5. 2: 38513,
  6. 3: 50223,
  7. 4: 42345,
  8. 5: 26597,
  9. 6: 17111,
  10. 7: 14399,
  11. 8: 9966,
  12. 9: 6428,
  13. 10: 3528,
  14. 11: 1873,
  15. 12: 1053,
  16. 13: 567,
  17. 14: 177,
  18. 15: 70,
  19. 16: 22,
  20. 17: 12,
  21. 18: 1,
  22. 20: 1})

 

 其他常用的方法示例:

 常用的方法:

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