算法 贝叶斯 Python数据分析与机器学习27-拼写纠正实例

文章目录

一. 拼写纠正项目概述1.1 拼写错误概述1.2 贝叶斯方法计算1.3 模型比较理论

二. 项目实战2.1 数据源介绍2.2 一些概念2.3 代码

一. 拼写纠正项目概述

1.1 拼写错误概述

问题: 我们看到用户输入了一个不在字典中的单词，我们需要去猜测：“这个家伙到底真正想输入的单词是什么呢？

P(我们猜测他想输入的单词| 他实际输入的单词)

用户实际输入的单词记为D （D 代表Data ，即观测数据）

猜测1：P(h1 | D)，猜测2：P(h2 | D)，猜测3：P(h1 | D) 。。。 统一为：P(h | D) P(h | D) = P(h) * P(D | h) / P(D) 对于不同的具体猜测h1 h2 h3 … ，P(D) 都是一样的，所以在比较P(h1 | D) 和P(h2 | D) 的时候我们可以忽略这个常数 P(h | D) ∝ P(h) * P(D | h) 对于给定观测数据，一个猜测是好是坏，取决于“这个猜测本身独立的可能性大小（先验概率，Prior ）”和“这个猜测生成我们观测到的数据的可能性大小。

1.2 贝叶斯方法计算

P(h) * P(D | h)，P(h) 是特定猜测的先验概率

比如用户输入tlp，那到底是top 还是tip ？这个时候，当最大似然不能作出决定性的判断时，先验概率就可以插手进来给出指示——“既然你无法决定，那么我告诉你，一般来说top 出现的程度要高许多，所以更可能他想打的是top ”

1.3 模型比较理论

最大似然：最符合观测数据的（即P(D | h) 最大的）最有优势

奥卡姆剃刀：P(h) 较大的模型有较大的优势

掷一个硬币，观察到的是“正”，根据最大似然估计的精神，我们应该猜测这枚硬币掷出“正”的概率是1，因为这个才是能最大化P(D | h) 的那个猜测

如果平面上有N 个点，近似构成一条直线，但绝不精确地位于一条直线上。这时我们既可以用直线来拟合（模型1），也可以用二阶多项式（模型2）拟合，也可以用三阶多项式（模型3），特别地，用N-1 阶多项式便能够保证肯定能完美通过

奥卡姆剃刀：越是高阶的多项式越是不常见

二. 项目实战

2.1 数据源介绍

一个12万行数据的英文文档，里面包含常用的英文单词。

2.2 一些概念

编辑距离: 两个词之间的编辑距离定义为使用了几次插入(在词中插入一个单字母), 删除(删除一个单字母), 交换(交换相邻两个字母), 替换(把一个字母换成另一个)的操作从一个词变到另一个词.

正常来说把一个元音拼成另一个的概率要大于辅音 (因为人常常把 hello 打成 hallo 这样); 把单词的第一个字母拼错的概率会相对小, 等等.但是为了简单起见, 选择了一个简单的方法: 编辑距离为1的正确单词比编辑距离为2的优先级高, 而编辑距离为0的正确单词优先级比编辑距离为1的高.

2.3 代码

代码:

import re, collections

# 把语料中的单词全部抽取出来, 转成小写, 并且去除单词中间的特殊符号

def words(text): return re.findall('[a-z]+', text.lower())

# 要是遇到我们从来没有过见过的新词怎么办.

# 假如说一个词拼写完全正确, 但是语料库中没有包含这个词, 从而这个词也永远不会出现在训练集中.

# 于是, 我们就要返回出现这个词的概率是0. 这个情况不太妙,

# 因为概率为0这个代表了这个事件绝对不可能发生, 而在我们的概率模型中, 我们期望用一个很小的概率来代表这种情况. lambda: 1

def train(features):

model = collections.defaultdict(lambda: 1)

for f in features:

model[f] += 1

return model

NWORDS = train(words(open('E:/file/big.txt').read()))

alphabet = 'abcdefghijklmnopqrstuvwxyz'

# 编辑距离:

# 两个词之间的编辑距离定义为使用了几次插入(在词中插入一个单字母), 删除(删除一个单字母),

# 交换(交换相邻两个字母), 替换(把一个字母换成另一个)的操作从一个词变到另一个词.

#返回所有与单词 w 编辑距离为 1 的集合

def edits1(word):

n = len(word)

return set([word[0:i]+word[i+1:] for i in range(n)] + # deletion

[word[0:i]+word[i+1]+word[i]+word[i+2:] for i in range(n-1)] + # transposition

[word[0:i]+c+word[i+1:] for i in range(n) for c in alphabet] + # alteration

[word[0:i]+c+word[i:] for i in range(n+1) for c in alphabet]) # insertion

#与 something 编辑距离为2的单词居然达到了 114,324 个

#优化:在这些编辑距离小于2的词中间, 只把那些正确的词作为候选词,只能返回 3 个单词: ‘smoothing’, ‘something’ 和 ‘soothing’

#返回所有与单词 w 编辑距离为 2 的集合

#在这些编辑距离小于2的词中间, 只把那些正确的词作为候选词

def known_edits2(word):

return set(e2 for e1 in edits1(word) for e2 in edits1(e1) if e2 in NWORDS)

# 判断单词是否在词频中,并返回字母

# 例如输入'knon' 返回 {'k', 'n', 'o'}

def known(words): return set(w for w in words if w in NWORDS)

# 编辑距离为1的正确单词比编辑距离为2的优先级高, 而编辑距离为0的正确单词优先级比编辑距离为1的高.

def correct(word):

candidates = known([word]) or known(edits1(word)) or known_edits2(word) or [word]

return max(candidates, key=lambda w: NWORDS[w])

# 输出词频

print(NWORDS)

print("####################################")

#返回所有与单词 knon 编辑距离为 1 的集合

print(edits1('knon'))

print("####################################")

# 判断单词是否在词频中

print(known('knon'))

print("####################################")

#返回所有与单词 knon 编辑距离为 2 的集合

print(known_edits2('knon'))

print("####################################")

# 输出knon的拼写检查

print(correct('knon'))

测试记录:

defaultdict(. at 0x00000000038652F0>, {'the': 80031, 'project': 289, 'gutenberg': 264, 'ebook': 88, 'of': 40026, 'adventures': 18, 'sherlock': 102, 'holmes': 468, 'by': 6739, 'sir': 178, 'arthur': 35, 'conan': 5, 'doyle': 6, 'in': 22048, 'our': 1067, 'series': 129, 'copyright': 70, 'laws': 234, 'are': 3631, 'changing': 45, 'all': 4145, 'over': 1283, 'world': 363, 'be': 6156, 'sure': 124, 'to': 28767, 'check': 39, 'for': 6940, 'your': 1280, 'country': 424, 'before': 1364, 'downloading': 6, 'or': 5353, 'redistributing': 8, 'this': 4064, 'any': 1205, 'other': 1503, 'header': 8, 'should': 1298, 'first': 1178, 'thing': 304, 'seen': 445, 'when': 2924, 'viewing': 8, 'file': 22, 'please': 173, 'do': 1504, 'not': 6626, 'remove': 54, 'it': 10682, 'change': 151, 'edit': 5, 'without': 1016, 'written': 118, 'permission': 53, 'read': 219, 'legal': 53, 'small': 528, 'print': 48, 'and': 38313, 'information': 74, 'about': 1498, 'at': 6792, 'bottom': 43, 'included': 44, 'is': 9775, 'important': 286, 'specific': 38, 'rights': 169, 'restrictions': 24, 'how': 1316, 'may': 2552, 'used': 277, 'you': 5623, 'can': 1096, 'also': 779, 'find': 295, 'out': 1988, 'make': 505, 'a': 21156, 'donation': 11, 'get': 469, 'involved': 108, 'welcome': 19, 'free': 422, 'plain': 109, 'vanilla': 7, 'electronic': 59, 'texts': 8, 'ebooks': 55, 'readable': 14, 'both': 530, 'humans': 3, 'computers': 8, 'since': 261, 'these': 1232, 'were': 4290, 'prepared': 139, 'thousands': 94, 'volunteers': 23, 'title': 40, 'author': 30, 'release': 29, 'date': 49, 'march': 136, 'most': 909, 'recently': 31, 'updated': 5, 'november': 42, 'edition': 22, 'language': 62, 'english': 212, 'character': 175, 'set': 325, 'encoding': 6, 'ascii': 12, 'start': 68, 'additional': 31, 'editing': 7, 'jose': 2, 'menendez': 2, 'contents': 51, 'i': 7683, 'scandal': 20, 'bohemia': 16, 'ii': 78, 'red': 289, 'headed': 38, 'league': 54, 'iii': 92, 'case': 439, 'identity': 12, 'iv': 56, 'boscombe': 17, 'valley': 79, 'mystery': 40, 'v': 52, 'five': 280, 'orange': 24, 'pips': 13, 'vi': 38, 'man': 1653, 'with': 9741, 'twisted': 22, 'lip': 57, 'vii': 35, 'adventure': 35, 'blue': 144, 'carbuncle': 18, 'viii': 40, 'speckled': 6, 'band': 55, 'ix': 29, 'engineer': 13, 's': 5632, 'thumb': 52, 'x': 137, 'noble': 49, 'bachelor': 19, 'xi': 29, 'beryl': 5, 'coronet': 30, 'xii': 29, 'copper': 27, 'beeches': 13, 'she': 3947, 'always': 609, 'woman': 326, 'have': 3494, 'seldom': 77, 'heard': 637, 'him': 5231, 'mention': 47, 'her': 5285, 'under': 964, 'name': 263, 'his': 10035, 'eyes': 940, 'eclipses': 3, 'predominates': 4, 'whole': 745, 'sex': 12, 'was': 11411, 'that': 12513, 'he': 12402, 'felt': 698, 'emotion': 37, 'akin': 15, 'love': 485, 'irene': 19, 'adler': 17, 'emotions': 11, 'one': 3372, 'particularly': 175, 'abhorrent': 2, 'cold': 258, 'precise': 14, 'but': 5654, 'admirably': 8, 'balanced': 7, 'mind': 342, 'take': 617, 'perfect': 40, 'reasoning': 42, 'observing': 22, 'machine': 40, 'has': 1604, 'as': 8065, 'lover': 27, 'would': 1954, 'placed': 183, 'himself': 1159, 'false': 65, 'position': 433, 'never': 594, 'spoke': 219, 'softer': 11, 'passions': 30, 'save': 111, 'gibe': 3, 'sneer': 7, 'they': 3939, 'admirable': 15, 'things': 322, 'observer': 14, 'excellent': 63, 'drawing': 241, 'veil': 17, 'from': 5710, 'men': 1146, 'motives': 15, 'actions': 78, 'trained': 24, 'reasoner': 7, 'admit': 66, 'such': 1437, 'intrusions': 2, 'into': 2125, 'own': 786, 'delicate': 55, 'finely': 12, 'adjusted': 17, 'temperament': 6, 'introduce': 24, 'distracting': 2, 'factor': 42, 'which': 4843, 'might': 537, 'throw': 49, 'doubt': 153, 'upon': 1112, 'mental': 38, 'results': 230, 'grit': 2, 'sensitive': 36, 'instrument': 36, 'crack': 21, 'high': 291, 'power': 549, 'lenses': 2, 'more': 1998, 'disturbing': 10, 'than': 1207, 'strong': 169, 'nature': 171, 'yet': 489, 'there': 2973, 'late': 166, 'dubious': 2, 'questionable': 4, 'memory': 56, 'had': 7384, 'little': 1002, 'lately': 23, 'my': 2250, 'marriage': 97, 'drifted': 6, 'us': 685, 'away': 839, 'each': 412, 'complete': 146, 'happiness': 144, 'home': 296, 'centred': 3, 'interests': 119, 'rise': 241, 'up': 2285, 'around': 272, 'who': 3051, 'finds': 24, 'master': 142, 'establishment': 41, 'sufficient': 76, 'absorb': 5, 'attention': 192, 'while': 769, 'loathed': 2, 'every': 651, 'form': 508, 'society': 170, 'bohemian': 9, 'soul': 169, 'remained': 232, 'lodgings': 12, 'baker': 50, 'street': 181, 'buried': 22, 'among': 452, 'old': 1181, 'books': 60, 'alternating': 3, 'week': 96, 'between': 655, 'cocaine': 5, 'ambition': 14, 'drowsiness': 5, 'drug': 22, 'fierce': 13, 'energy': 46, 'keen': 33, 'still': 923, 'ever': 275, 'deeply': 78, 'attracted': 37, 'study': 145, 'crime': 62, 'occupied': 117, 'immense': 78, 'faculties': 9, 'extraordinary': 75, 'powers': 150, 'observation': 40, 'following': 209, 'those': 1202, 'clues': 4, 'clearing': 30, 'mysteries': 10, 'been': 2600, 'abandoned': 73, 'hopeless': 18, 'official': 92, 'police': 95, 'time': 1530, 'some': 1537, 'vague': 40, 'account': 178, 'doings': 12, 'summons': 12, 'odessa': 4, 'trepoff': 2, 'murder': 31, 'singular': 37, 'tragedy': 10, 'atkinson': 2, 'brothers': 51, 'trincomalee': 2, 'finally': 157, 'mission': 35, 'accomplished': 40, 'so': 3018, 'delicately': 4, 'successfully': 26, 'reigning': 4, 'family': 211, 'holland': 13, 'beyond': 226, 'signs': 99, 'activity': 132, 'however': 431, 'merely': 190, 'shared': 26, 'readers': 12, 'daily': 45, 'press': 82, 'knew': 497, 'former': 178, 'friend': 284, 'companion': 82, 'night': 386, 'on': 6644, 'twentieth': 20, 'returning': 69, 'journey': 70, 'patient': 384, 'now': 1698, 'returned': 195, 'civil': 178, 'practice': 96, 'way': 860, 'led': 197, 'me': 1921, 'through': 816, 'passed': 368, 'well': 1199, 'remembered': 121, 'door': 499, 'must': 956, 'associated': 197, 'wooing': 3, 'dark': 182, 'incidents': 15, 'scarlet': 23, 'seized': 115, 'desire': 97, 'see': 1102, 'again': 867, 'know': 1049, 'employing': 8, 'rooms': 87, 'brilliantly': 6, 'lit': 75, 'even': 947, 'looked': 761, 'saw': 600, 'tall': 75, 'spare': 28, 'figure': 104, 'pass': 155, 'twice': 85, 'silhouette': 2, 'against': 661, 'blind': 24, 'pacing': 27, 'room': 961, 'swiftly': 39, 'eagerly': 40, 'head': 726, 'sunk': 28, 'chest': 82, 'hands': 456, 'clasped': 12, 'behind': 402, 'mood': 52, 'habit': 56, 'attitude': 73, 'manner': 136, 'told': 491, 'their': 2956, 'story': 134, 'work': 383, 'risen': 31, 'created': 63, 'dreams': 17, 'hot': 120, 'scent': 18, 'new': 1212, 'problem': 77, 'rang': 30, 'bell': 66, 'shown': 114, 'chamber': 36, 'formerly': 78, 'part': 705, 'effusive': 3, 'glad': 151, 'think': 558, 'hardly': 174, 'word': 299, 'spoken': 93, 'kindly': 87, 'eye': 111, 'waved': 30, 'an': 3424, 'armchair': 50, 'threw': 97, 'across': 223, 'cigars': 8, 'indicated': 89, 'spirit': 168, 'gasogene': 2, 'corner': 129, 'then': 1559, 'stood': 384, 'fire': 275, 'introspective': 4, 'fashion': 50, 'wedlock': 2, 'suits': 9, 'remarked': 170, 'watson': 84, 'put': 436, 'seven': 133, 'half': 319, 'pounds': 27, 'answered': 227, 'indeed': 140, 'thought': 903, 'just': 768, 'trifle': 12, 'fancy': 51, 'observe': 38, 'did': 1876, 'tell': 493, 'intended': 59, 'go': 906, 'harness': 28, 'deduce': 15, 'getting': 93, 'yourself': 163, 'very': 1341, 'wet': 61, 'clumsy': 9, 'careless': 15, 'servant': 47, 'girl': 167, 'dear': 450, 'said': 3465, 'too': 549, 'much': 672, 'certainly': 120, 'burned': 78, 'lived': 114, 'few': 459, 'centuries': 13, 'ago': 109, 'true': 206, 'walk': 76, 'thursday': 8, 'came': 980, 'dreadful': 69, 'mess': 11, 'changed': 135, 'clothes': 63, 't': 1319, 'imagine': 97, 'mary': 706, 'jane': 3, 'incorrigible': 3, 'wife': 368, 'given': 365, 'notice': 99, 'fail': 41, 'chuckled': 8, 'rubbed': 33, 'long': 992, 'nervous': 55, 'together': 261, 'simplicity': 31, 'itself': 274, 'inside': 44, 'left': 835, 'shoe': 12, 'where': 978, 'firelight': 3, 'strikes': 20, 'leather': 36, 'scored': 5, 'six': 177, 'almost': 326, 'parallel': 18, 'cuts': 6, 'obviously': 39, 'caused': 103, 'someone': 161, 'carelessly': 15, 'scraped': 22, 'round': 557, 'edges': 71, 'sole': 71, 'order': 405, 'crusted': 3, 'mud': 37, 'hence': 33, 'double': 50, 'deduction': 13, 'vile': 17, 'weather': 43, 'malignant': 89, 'boot': 23, 'slitting': 3, 'specimen': 15, 'london': 77, 'slavey': 2, 'if': 2373, 'gentleman': 100, 'walks': 11, 'smelling': 6, 'iodoform': 44, 'black': 236, 'mark': 39, 'nitrate': 8, 'silver': 129, 'right': 711, 'forefinger': 8, 'bulge': 3, 'side': 512, 'top': 43, 'hat': 106, 'show': 214, 'secreted': 3, 'stethoscope': 3, 'dull': 75, 'pronounce': 10, 'active': 97, 'member': 51, 'medical': 23, 'profession': 23, 'could': 1701, 'help': 231, 'laughing': 116, 'ease': 45, 'explained': 61, 'process': 220, 'hear': 184, 'give': 524, 'reasons': 65, 'appears': 109, 'ridiculously': 2, 'simple': 140, 'easily': 115, 'myself': 228, 'though': 651, 'successive': 18, 'instance': 51, 'am': 747, 'baffled': 9, 'until': 326, 'explain': 124, 'believe': 184, 'good': 745, 'yours': 47, 'quite': 503, 'lighting': 17, 'cigarette': 7, 'throwing': 47, 'down': 1129, 'distinction': 20, 'clear': 234, 'example': 287, 'frequently': 219, 'steps': 189, 'lead': 138, 'hall': 84, 'often': 444, 'hundreds': 49, 'times': 237, 'many': 610, 'don': 582, 'observed': 132, 'point': 224, 'seventeen': 11, 'because': 631, 'interested': 66, 'problems': 79, 'enough': 176, 'chronicle': 8, 'two': 1139, 'trifling': 13, 'experiences': 12, 'sheet': 30, 'thick': 78, 'pink': 28, 'tinted': 10, 'notepaper': 3, 'lying': 119, 'open': 326, 'table': 297, 'last': 566, 'post': 118, 'aloud': 29, 'note': 116, 'undated': 2, 'either': 294, 'signature': 10, 'address': 77, 'will': 1578, 'call': 198, 'quarter': 47, 'eight': 129, 'o': 258, 'clock': 121, 'desires': 23, 'consult': 20, 'matter': 366, 'deepest': 16, 'moment': 488, 'recent': 55, 'services': 39, 'royal': 112, 'houses': 118, 'europe': 154, 'safely': 12, 'trusted': 17, 'matters': 137, 'importance': 118, 'exaggerated': 29, 'we': 1907, 'quarters': 73, 'received': 281, 'hour': 158, 'amiss': 7, 'visitor': 75, 'wear': 31, 'mask': 13, 'what': 3012, 'means': 254, 'no': 2349, 'data': 18, 'capital': 145, 'mistake': 40, 'theorise': 2, 'insensibly': 3, 'begins': 48, 'twist': 15, 'facts': 73, 'suit': 26, 'theories': 22, 'instead': 138, 'carefully': 73, 'examined': 50, 'writing': 70, 'paper': 178, 'wrote': 150, 'presumably': 9, 'endeavouring': 9, 'imitate': 8, 'processes': 36, 'bought': 56, 'crown': 62, 'packet': 12, 'peculiarly': 15, 'stiff': 21, 'peculiar': 85, 'hold': 115, 'light': 279, 'large': 484, 'e': 137, 'g': 56, 'p': 67, 'woven': 6, 'texture': 7, 'asked': 778, 'maker': 5, 'monogram': 5, 'rather': 220, 'stands': 20, 'gesellschaft': 2, 'german': 197, 'company': 193, 'customary': 20, 'contraction': 62, 'like': 1081, 'co': 31, 'course': 390, 'papier': 2, 'eg': 2, 'let': 507, 'glance': 92, 'continental': 47, 'gazetteer': 2, 'took': 574, 'heavy': 140, 'brown': 72, 'volume': 31, 'shelves': 4, 'eglow': 2, 'eglonitz': 2, 'here': 692, 'egria': 2, 'speaking': 186, 'far': 409, 'carlsbad': 2, 'remarkable': 78, 'being': 919, 'scene': 50, 'death': 331, 'wallenstein': 2, 'its': 1636, 'numerous': 51, 'glass': 117, 'factories': 30, 'mills': 40, 'ha': 76, 'boy': 170, 'sparkled': 6, 'sent': 320, 'great': 793, 'triumphant': 17, 'cloud': 31, 'made': 1008, 'precisely': 25, 'construction': 26, 'sentence': 27, 'frenchman': 103, 'russian': 462, 'uncourteous': 2, 'verbs': 2, 'only': 1874, 'remains': 74, 'therefore': 187, 'discover': 29, 'wanted': 214, 'writes': 21, 'prefers': 3, 'wearing': 88, 'showing': 105, 'face': 1126, 'comes': 92, 'mistaken': 60, 'resolve': 15, 'doubts': 40, 'sharp': 84, 'sound': 220, 'horses': 263, 'hoofs': 25, 'grating': 11, 'wheels': 48, 'curb': 5, 'followed': 330, 'pull': 24, 'whistled': 14, 'pair': 41, 'yes': 689, 'continued': 292, 'glancing': 99, 'window': 187, 'nice': 54, 'brougham': 5, 'beauties': 3, 'hundred': 230, 'fifty': 95, 'guineas': 4, 'apiece': 8, 'money': 327, 'nothing': 647, 'else': 202, 'better': 267, 'bit': 64, 'doctor': 184, 'stay': 75, 'lost': 225, 'boswell': 2, 'promises': 16, 'interesting': 72, 'pity': 76, 'miss': 113, 'client': 34, 'want': 324, 'sit': 90, 'best': 269, 'slow': 66, 'step': 140, 'stairs': 32, 'passage': 111, 'paused': 80, 'immediately': 183, 'outside': 111, 'loud': 65, 'authoritative': 3, 'tap': 11, 'come': 935, 'entered': 283, 'less': 368, 'feet': 180, 'inches': 17, 'height': 37, 'limbs': 68, 'hercules': 5, 'dress': 139, 'rich': 93, 'richness': 3, 'england': 312, 'bad': 156, 'taste': 24, 'bands': 28, 'astrakhan': 2, 'slashed': 4, 'sleeves': 31, 'fronts': 2, 'breasted': 2, 'coat': 173, 'deep': 216, 'cloak': 63, 'thrown': 93, 'shoulders': 126, 'lined': 33, 'flame': 16, 'coloured': 22, 'silk': 51, 'secured': 49, 'neck': 204, 'brooch': 2, 'consisted': 39, 'single': 174, 'flaming': 9, 'boots': 92, 'extended': 76, 'halfway': 20, 'calves': 4, 'trimmed': 9, 'tops': 4, 'fur': 39, 'completed': 26, 'impression': 68, 'barbaric': 3, 'opulence': 4, 'suggested': 70, 'appearance': 136, 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'prices': 46, 'investments': 7, 'total': 36, 'girls': 72, 'pittance': 2, 'wasted': 21, 'dawdling': 5, 'eley': 2, 'pokers': 2, 'tooth': 28, 'brush': 19, 'catching': 19, 'hired': 8, 'lanes': 3, 'fleecy': 4, 'wayside': 3, 'hedges': 3, 'shoots': 8, 'tapped': 11, 'timbered': 2, 'slope': 22, 'thickening': 28, 'grove': 4, 'jutted': 2, 'gables': 2, 'mansion': 6, 'cluster': 6, 'shorter': 12, 'stile': 3, 'shading': 7, 'climbed': 14, 'architects': 3, 'gossip': 26, 'joy': 90, 'splendidly': 12, 'sketched': 4, 'blotched': 2, 'portion': 123, 'curving': 11, 'wings': 11, 'crab': 3, 'boards': 16, 'partly': 57, 'caved': 2, 'repair': 79, 'comparatively': 61, 'modern': 50, 'scaffolding': 7, 'erected': 15, 'workmen': 18, 'outsides': 2, 'pending': 8, 'alterations': 18, 'unapproachable': 3, 'slit': 7, 'tested': 17, 'firmly': 74, 'masonry': 5, 'scratching': 9, 'perplexity': 30, 'bolted': 4, 'counterpaned': 2, 'wicker': 2, 'wilton': 2, 'panelling': 2, 'worm': 10, 'original': 94, 'rope': 16, 'tassel': 2, 'newer': 4, 'crawled': 5, 'panelled': 2, 'brisk': 11, 'tug': 5, 'dummy': 5, 'attached': 54, 'ventilator': 15, 'fool': 53, 'builder': 4, 'changes': 169, 'ropes': 11, 'ventilators': 2, 'ventilate': 2, 'researches': 6, 'technical': 13, 'cat': 11, 'saucer': 6, 'milk': 30, 'satisfying': 7, 'squatted': 6, 'hullo': 8, 'lash': 9, 'liking': 10, 'roused': 25, 'reverie': 8, 'compliance': 18, 'pretence': 4, 'headache': 17, 'undo': 6, 'hasp': 2, 'occupy': 25, 'investigate': 5, 'noise': 39, 'clearer': 12, 'fright': 19, 'tangible': 6, 'threaten': 11, 'looming': 3, 'undoing': 4, 'gates': 35, 'hoarse': 23, 'fury': 20, 'clinched': 2, 'scruples': 5, 'element': 28, 'coincidence': 13, 'dies': 18, 'clamped': 5, 'hinting': 3, 'palmer': 4, 'pritchard': 2, 'horrors': 13, 'cheerful': 53, 'extinguished': 6, 'exchanged': 29, 'blowing': 16, 'twinkling': 5, 'unrepaired': 2, 'breaches': 3, 'gaped': 4, 'clump': 5, 'darted': 10, 'distorted': 21, 'pets': 2, 'affected': 204, 'shoes': 39, 'noiselessly': 12, 'cast': 55, 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'conscience': 26, 'intimacy': 18, 'warburton': 2, 'madness': 6, 'afforded': 22, 'finer': 7, 'inception': 3, 'worthy': 48, 'fewer': 17, 'openings': 12, 'deductive': 2, 'achieved': 10, 'en': 26, 'bloc': 2, 'evolve': 4, 'clears': 3, 'furnishes': 8, 'lapse': 9, 'weaken': 8, 'summarise': 3, 'forgo': 4, 'steadily': 42, 'officials': 34, 'cured': 9, 'lingering': 4, 'virtues': 15, 'hastened': 30, 'ally': 11, 'jerking': 4, 'caged': 2, 'couldn': 12, 'dooties': 2, 'heather': 3, 'soft': 186, 'mottled': 2, 'masculine': 10, 'suffering': 113, 'inquiring': 22, 'victor': 9, 'hydraulic': 11, 'abode': 3, 'regret': 25, 'caraffe': 2, 'outbursts': 4, 'crisis': 34, 'bloodless': 10, 'unwound': 3, 'shudder': 11, 'spongy': 23, 'surface': 280, 'hacked': 2, 'bled': 6, 'braced': 6, 'twig': 2, 'hydraulics': 2, 'province': 49, 'cleaver': 3, 'murderous': 6, 'attack': 158, 'horrify': 3, 'sponged': 7, 'cleaned': 7, 'cotton': 81, 'wadding': 3, 'carbolised': 2, 'bandages': 15, 'wincing': 6, 'bandage': 50, 'convincing': 15, 'believed': 90, 'justice': 86, 'agony': 11, 'composed': 92, 'plugs': 2, 'dottles': 2, 'collected': 41, 'genial': 8, 'rashers': 2, 'eggs': 9, 'tired': 41, 'stimulant': 3, 'bandaged': 22, 'cure': 72, 'lidded': 2, 'detailed': 13, 'orphan': 5, 'residing': 4, 'apprenticed': 2, 'venner': 2, 'matheson': 2, 'greenwich': 2, 'dreary': 6, 'exceptionally': 8, 'consultations': 6, 'clerk': 26, 'lysander': 8, 'stark': 11, 'engraved': 6, 'exceeding': 10, 'thinness': 3, 'sharpened': 5, 'tense': 24, 'bones': 263, 'emaciation': 5, 'due': 250, 'nearer': 85, 'proficient': 2, 'discreet': 5, 'preserving': 3, 'qualifications': 23, 'bosom': 22, 'darting': 4, 'lightning': 14, 'thoughtful': 21, 'repulsion': 8, 'antics': 2, 'restrain': 40, 'stamping': 4, 'gear': 5, 'munificent': 2, 'eyford': 10, 'oxfordshire': 2, 'convenient': 26, 'judged': 11, 'recompense': 8, 'inconvenience': 22, 'fee': 30, 'accommodate': 5, 'commit': 18, 'eavesdroppers': 2, 'thus': 213, 'fuller': 13, 'product': 19, 'deposit': 26, 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4, 'joins': 4, 'loops': 11, 'spaces': 38, 'fibroblasts': 13, 'fibrous': 104, 'nucleated': 3, 'proliferation': 13, 'lymphocytes': 9, 'mononuclear': 3, 'multi': 3, 'resistant': 5, 'ligatures': 11, 'phagocytes': 14, 'polymorpho': 6, 'nuclear': 7, 'amoeboid': 3, 'phagocytic': 3, 'fluids': 17, 'elongated': 9, 'spindle': 11, 'fibrillated': 3, 'replaces': 7, 'grouped': 6, 'constituting': 14, 'obliterates': 4, 'cicatrix': 17, 'undergoes': 19, 'epidermis': 50, 'rete': 5, 'malpighii': 5, 'sprout': 2, 'granulations': 61, 'pellicle': 3, 'epithelium': 56, 'bluish': 22, 'hue': 13, 'cornified': 3, 'clinical': 161, 'temperature': 104, 'circulatory': 4, 'gastro': 7, 'intestinal': 17, 'approximated': 7, 'excising': 11, 'gauze': 71, 'coagulated': 5, 'ingrowth': 4, 'clinically': 28, 'plug': 3, 'cavity': 97, 'papillary': 5, 'proliferated': 4, 'serous': 47, 'sero': 7, 'purulent': 36, 'coincidently': 5, 'covers': 11, 'thickens': 3, 'obliterate': 5, 'granulating': 12, 'apposition': 11, 'exudate': 23, 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2, 'striped': 10, 'stitches': 18, 'nuclei': 5, 'proximity': 16, 'proliferate': 6, 'gaps': 2, 'paralysed': 20, 'secretory': 4, 'glandular': 17, 'periphery': 10, 'kidney': 22, 'tubules': 3, 'decapsulation': 2, 'capsule': 34, 'permeate': 3, 'obliterated': 18, 'renal': 7, 'insufficiency': 2, 'stomach': 44, 'intestine': 25, 'peritoneal': 16, 'apposed': 5, 'glued': 5, 'viscera': 15, 'oesophagus': 6, 'urinary': 10, 'bladder': 16, 'peritoneum': 11, 'trustworthy': 3, 'spinal': 41, 'peripheral': 41, 'observations': 14, 'scalp': 26, 'sacrum': 10, 'vascularity': 7, 'graft': 19, 'transplant': 2, 'nourishment': 14, 'mobile': 4, 'acquires': 2, 'bleeds': 3, 'survival': 5, 'specialised': 3, 'differentiate': 12, 'autoplastic': 3, 'homoplastic': 4, 'heteroplastic': 2, 'prospects': 4, 'theatre': 5, 'unsuited': 4, 'lends': 4, 'transfusion': 8, 'biochemical': 2, 'haemolysis': 2, 'disintegration': 13, 'unsuccessful': 9, 'op': 9, 'surg': 8, 'burns': 59, 'scrape': 7, 'dental': 5, 'afresh': 12, 'cutis': 7, 'thiersch': 5, 'leipsic': 2, 'practised': 10, 'transplanting': 4, 'strips': 14, 'shaved': 12, 'razor': 4, 'papillae': 7, 'ooze': 5, 'thigh': 40, 'rinsed': 5, 'alcohol': 39, 'saline': 26, 'exerting': 5, 'traction': 9, 'ensure': 15, 'sawing': 2, 'anaesthetic': 27, 'anaesthesia': 24, 'novocain': 4, 'disinfection': 11, 'wrinkle': 8, 'overlapping': 5, 'postage': 2, 'affixed': 2, 'liquid': 11, 'ambrine': 4, 'detaching': 3, 'picric': 7, 'splint': 18, 'dispensed': 3, 'vaccination': 3, 'resemble': 33, 'healed': 17, 'drying': 12, 'cracking': 6, 'lanoline': 3, 'vaseline': 8, 'insensitive': 14, 'onwards': 7, 'renders': 7, 'pliant': 2, 'movable': 18, 'reverdin': 3, 'wolff': 3, 'oval': 12, 'approximation': 6, 'gillies': 3, 'favours': 11, 'stitch': 12, 'slough': 31, 'septic': 50, 'technique': 4, 'asepsis': 8, 'detachment': 38, 'cheek': 44, 'pedicle': 6, 'temporal': 9, 'artery': 169, 'piers': 3, 'dorsum': 21, 'securely': 7, 'interval': 33, 'undermining': 6, 'boxing': 4, 'flex': 7, 'gratifying': 3, 'anterior': 29, 'transferring': 4, 'remedying': 4, 'gunshot': 7, 'petrol': 3, 'rectangular': 2, 'eyelid': 8, 'eyelids': 11, 'conjunctiva': 6, 'adipose': 4, 'obtainable': 7, 'omentum': 4, 'cavities': 30, 'sounder': 3, 'pari': 2, 'passu': 2, 'absorption': 44, 'lata': 5, 'dura': 4, 'mater': 3, 'hydrocele': 6, 'hernial': 6, 'sacs': 4, 'functionate': 4, 'thyreoid': 22, 'cellular': 71, 'tuffier': 2, 'vascularised': 2, 'bacteriology': 8, 'pathogenic': 18, 'bacteria': 116, 'classification': 15, 'immunity': 13, 'antitoxic': 7, 'sera': 10, 'pyogenic': 113, 'physiological': 16, 'therapeutic': 10, 'hilton': 9, 'classical': 7, 'splints': 22, 'appliances': 10, 'anus': 10, 'caecum': 3, 'unsuitable': 9, 'lotions': 9, 'lacerated': 20, 'venous': 58, 'occurs': 154, 'scurvy': 14, 'alcoholism': 6, 'impedes': 3, 'causation': 16, 'sepsis': 11, 'putrefaction': 6, 'denote': 8, 'putrefactive': 7, 'antiseptic': 29, 'counteracting': 4, 'bacterium': 4, 'enclosed': 11, 'gelatinous': 9, 'motile': 6, 'flagella': 3, 'contractility': 2, 'fission': 5, 'spores': 16, 'spore': 4, 'tough': 9, 'tenacity': 4, 'germicides': 3, 'classified': 7, 'globular': 8, 'cocci': 11, 'spiral': 8, 'wavy': 6, 'spirilla': 5, 'micrococci': 3, 'averaging': 3, 'diameter': 9, 'diplococci': 4, 'gonorrhoea': 14, 'irregularly': 16, 'bunches': 4, 'staphylococci': 10, 'commonest': 28, 'axis': 38, 'streptococcus': 14, 'inflammatory': 49, 'suppurative': 32, 'sporulation': 3, 'screw': 12, 'flagellae': 3, 'proteins': 4, 'carbohydrates': 2, 'salts': 15, 'calcium': 6, 'potassium': 15, 'alkaline': 6, 'oxygen': 18, 'aerobic': 3, 'aerobes': 3, 'anaerobes': 6, 'facultative': 2, 'paralyses': 5, 'autoclave': 2, 'atmospheres': 3, 'destroys': 6, 'rontgen': 14, 'rays': 88, 'radium': 52, 'emanations': 4, 'properties': 8, 'sets': 12, 'saphrophytes': 2, 'nourish': 8, 'parasites': 5, 'parasitic': 8, 'organism': 40, 'virulence': 20, 'lowering': 20, 'susceptible': 8, 'diphtheria': 23, 'bodily': 7, 'fatigue': 12, 'localities': 2, 'environment': 7, 'ascendancy': 2, 'poisons': 7, 'devitalise': 3, 'diminish': 20, 'antagonise': 3, 'lupus': 39, 'lastly': 14, 'wasting': 17, 'debility': 5, 'precedes': 6, 'mortem': 6, 'localised': 44, 'inoculation': 23, 'lungs': 24, 'cultures': 6, 'pneumococcal': 8, 'typhoid': 22, 'compounds': 2, 'colloidal': 3, 'toxins': 52, 'respiratory': 7, 'derangements': 3, 'toxaemia': 19, 'intoxication': 14, 'convulsions': 6, 'toxic': 20, 'carbolic'

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