

In [293]:



In [294]:

    
import nltk
# next line makes graphics appear in the browser rather than separate window
%matplotlib inline

Let's build a corpus.

Here we will work with this file: http://www.gutenberg.org/cache/epub/11/pg11.txt

First, let's download it



In [209]:

    
import urllib2
url = 'http://www.gutenberg.org/cache/epub/11/pg11.txt'

# get text
t = urllib2.urlopen(url).read().decode('utf8')
assert(t)
len(t)









    Out[209]:





167516

Next, let's remove the header and footer



In [210]:

    
text_starts= t.index('CHAPTER I') # find where chapter starts
text_ends = t.index('THE END')
t = t[text_starts:text_ends]
len(t)









    Out[210]:





147664

Let's split the text into different chapters



In [211]:

    
import re # imports regular expression module (which allows fancy text searching)
chapters = re.findall('CHAPTER .+?(?=CHAPTER|$)',t,re.DOTALL) # This is a regular expression that splits out chapters



In [212]:

    
# Here is a sample of chapter 2 (or chapter[1])
chapters[1][0:500]









    Out[212]:





u"CHAPTER II. The Pool of Tears\r\n\r\n'Curiouser and curiouser!' cried Alice (she was so much surprised, that\r\nfor the moment she quite forgot how to speak good English); 'now I'm\r\nopening out like the largest telescope that ever was! Good-bye, feet!'\r\n(for when she looked down at her feet, they seemed to be almost out of\r\nsight, they were getting so far off). 'Oh, my poor little feet, I wonder\r\nwho will put on your shoes and stockings for you now, dears? I'm sure\r\n_I_ shan't be able! I shall be a gr"

Now let's write the chapters to separate text files



In [171]:

    
for chapter_number, chapter_text in enumerate(chapters):
    file_name = 'data/alice/chapter-'+str(chapter_number+1)+'.txt'
    with open(file_name,'w') as f: 
        f.write(chapter_text)

Now using NTLK, let's create a corpus from those files



In [295]:

    
from nltk.corpus.reader.plaintext import PlaintextCorpusReader


corpusdir = 'data/alice/' # Directory of corpus.
corpus0 = PlaintextCorpusReader(corpusdir, '.*')
corpus  = nltk.Text(corpus0.words())

Analyzing text

How many words are there?



In [296]:

    
len(corpus)









    Out[296]:





34100

How many unique words are there?



In [297]:

    
len(set(corpus))









    Out[297]:





3012

How do we access particular words?



In [298]:

    
corpus[0:10]









    Out[298]:





[u'CHAPTER',
 u'I',
 u'.',
 u'Down',
 u'the',
 u'Rabbit',
 u'-',
 u'Hole',
 u'Alice',
 u'was']

How do we find words in contexts?



In [299]:

    
corpus.concordance('Alice')  # you can also try corpus.concordance('Alice',lines=all) or lines = 100, etc.









    



Displaying 25 of 397 matches:
                                     Alice was beginning to get very tired of s
what is the use of a book ,' thought Alice ' without pictures or conversations 
so VERY remarkable in that ; nor did Alice think it so VERY much out of the way
looked at it , and then hurried on , Alice started to her feet , for it flashed
 hedge . In another moment down went Alice after it , never once considering ho
ped suddenly down , so suddenly that Alice had not a moment to think about stop
she fell past it . ' Well !' thought Alice to herself , ' after such a fall as 
down , I think --' ( for , you see , Alice had learnt several things of this so
tude or Longitude I ' ve got to ?' ( Alice had no idea what Latitude was , or L
 . There was nothing else to do , so Alice soon began talking again . ' Dinah '
cats eat bats , I wonder ?' And here Alice began to get rather sleepy , and wen
dry leaves , and the fall was over . Alice was not a bit hurt , and she jumped 
 not a moment to be lost : away went Alice like the wind , and was just in time
 but they were all locked ; and when Alice had been all the way down one side a
on it except a tiny golden key , and Alice ' s first thought was that it might 
and to her great delight it fitted ! Alice opened the door and found that it le
ead would go through ,' thought poor Alice , ' it would be of very little use w
ay things had happened lately , that Alice had begun to think that very few thi
ertainly was not here before ,' said Alice ,) and round the neck of the bottle 
ay ' Drink me ,' but the wise little Alice was not going to do THAT in a hurry 
bottle was NOT marked ' poison ,' so Alice ventured to taste it , and finding i
* * ' What a curious feeling !' said Alice ; ' I must be shutting up like a tel
 for it might end , you know ,' said Alice to herself , ' in my going out altog
garden at once ; but , alas for poor Alice ! when she got to the door , she fou
s no use in crying like that !' said Alice to herself , rather sharply ; ' I ad

How to find words in similar contexts (in a sentence)?



In [300]:

    
corpus.similar('caterpillar')









    



hatter queen duchess dormouse rabbit king gryphon cat well cook air
question way baby mouse other footman month ground garden

How to find the common contexts (within a sentence)?



In [301]:

    
corpus.common_contexts(['hatter','queen'])









    



the_but the_you the_added the_said the_was the_i the_who the_and
the_it the_s

Now let's build a frequency distribution



In [302]:

    
fd = nltk.FreqDist(corpus)

How many times does a word occur?



In [303]:

    
fd['Alice']









    Out[303]:





395

What are all the words?



In [304]:

    
fd.keys()









    Out[304]:





[u'secondly',
 u'pardon',
 u'Tut',
 u'saves',
 u'knelt',
 u'four',
 u'Does',
 u'sleep',
 u'hanging',
 u'ringlets',
 u'onions',
 u'oldest',
 u'hate',
 u'assembled',
 u'consider',
 u'treading',
 u'swam',
 u'blacking',
 u'presents',
 u'under',
 u'inwards',
 u'sorry',
 u'worth',
 u'barley',
 u'Mystery',
 u'mournful',
 u'music',
 u'rise',
 u'every',
 u'bringing',
 u'school',
 u'prize',
 u'wooden',
 u'pinch',
 u'persisted',
 u'muttered',
 u'Go',
 u'favoured',
 u'leaders',
 u'tired',
 u'feathers',
 u'BEG',
 u'BEE',
 u'elegant',
 u'likely',
 u'louder',
 u'air',
 u'machines',
 u'shining',
 u'even',
 u'meekly',
 u'hide',
 u'forgetting',
 u'solemn',
 u'thunder',
 u'exactly',
 u'weren',
 u'poison',
 u'Game',
 u'above',
 u'conduct',
 u'new',
 u'ever',
 u'told',
 u'whose',
 u'never',
 u'wrapping',
 u'here',
 u'met',
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 u'hers',
 u'cardboard',
 u'shriek',
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 u'daughter',
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 u'Queen',
 u'Hush',
 u'barrowful',
 u'smoke',
 u'NOT',
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 u'ventured',
 u'cheerfully',
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 u'besides',
 u'grumbled',
 u'explained',
 u'angrily',
 u'feelings',
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 u'patience',
 u'moral',
 u'guests',
 u'drowned',
 u'punching',
 u'spoke',
 u'would',
 u'arms',
 u'insult',
 u'overhead',
 u'leant',
 u'keeping',
 u'tell',
 u'breathe',
 u'peeping',
 u'Rule',
 u'hurt',
 u'glass',
 u'excellent',
 u'adjourn',
 u'hole',
 u'hold',
 u'must',
 u'me',
 u'locked',
 u'room',
 u'work',
 u'worm',
 u'roof',
 u'obstacle',
 u'elbow',
 u'EVER',
 u'shook',
 u'rosetree',
 u'quiver',
 u'serpent',
 u'give',
 u'Visit',
 u'flung',
 u'caused',
 u'want',
 u'extraordinary',
 u'times',
 u'returned',
 u'Tillie',
 u'end',
 u'thing',
 u'complaining',
 u'agony',
 u'LL',
 u'puzzled',
 u'ONE',
 u'how',
 u'hot',
 u'Jack',
 u'answer',
 u'III',
 u'Zealand',
 u'poker',
 u'flustered',
 u'WOULD',
 u'lad',
 u'ladder',
 u'after',
 u'Will',
 u'wrong',
 u'jumping',
 u'lay',
 u'curiosity',
 u'law',
 u'lap',
 u'All',
 u'attempt',
 u'childhood',
 u'wink',
 u'wriggling',
 u'haste',
 u'Mabel',
 u'aloud',
 u'Speak',
 u'order',
 u'wind',
 u'wine',
 u'Even',
 u'executed',
 u'Talking',
 u'dreamed',
 u'over',
 u'exclamation',
 u'executes',
 u'crumbs',
 u'TRUE',
 u'before',
 u'His',
 u'chatte',
 u'fit',
 u'somewhere',
 u'fireplace',
 u'fix',
 u',',
 u'Here',
 u'writing',
 u'better',
 u'fig',
 u'glanced',
 u'croquet',
 u'weeks',
 u'Him',
 u'overcome',
 u'then',
 u'them',
 u'slate',
 u'safe',
 u'ALICE',
 u'Longitude',
 u'HIGH',
 u'caterpillar',
 u'Antipathies',
 u'they',
 u'interrupt',
 u'yourself',
 u'bank',
 u'pegs',
 u'MYSELF',
 u'meat',
 u'Indeed',
 u'alternately',
 u'leading',
 u'eleventh',
 u'reasonable',
 u'each',
 u'break',
 u'went',
 u'Mouse',
 u'side',
 u'bone',
 u'mean',
 u'calmly',
 u'telescope',
 u'series',
 u'Wow',
 u'SOME',
 u'dodged',
 u'vote',
 u'taught',
 u'Canary',
 u'forgot',
 u'Latitude',
 u'flock',
 u'ring',
 u'VE',
 u'reminding',
 u'velvet',
 u'tales',
 u'sighing',
 u'NEAR',
 u'fellows',
 u'William',
 u're',
 u'encourage',
 u'branch',
 u'Rabbit',
 u'Maybe',
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 u'Hole',
 u'Hold',
 u'splashed',
 u'stamping',
 u'turning',
 u'love',
 u'Dodo',
 u'given',
 u'free',
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 u'whereupon',
 u'W',
 u'mallets',
 u'returning',
 u'wanted',
 u'telescopes',
 u'Gryphon',
 u'enormous',
 u'ate',
 u'shelves',
 u'cackled',
 u'messages',
 u'moment',
 u'pence',
 u'isn',
 u'cucumber',
 u'loud',
 u'bite',
 u'EVERYBODY',
 u'enjoy',
 u'already',
 u'dunce',
 u'curiouser',
 u'Please',
 u'encouraging',
 u'hearing',
 u'wash',
 u'another',
 u'wasn',
 u'thoughtfully',
 u'thick',
 u'YOU',
 u'awfully',
 u'top',
 u'girls',
 u'airs',
 u'master',
 u'too',
 u'wildly',
 u'legs',
 u'YOURS',
 u'Collar',
 u'listen',
 u'consented',
 u'ceiling',
 u'solemnly',
 u'took',
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 u'Beautiful',
 u'distance',
 u'Consider',
 u'coward',
 u'tree',
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 u'seated',
 u'shower',
 u'matter',
 u'See',
 u'exclaimed',
 u'flame',
 u'speaking',
 u'feeling',
 u'chrysalis',
 u'fashion',
 u'ran',
 u'shyly',
 u'modern',
 u'mind',
 u'mine',
 u'sorrow',
 u'talking',
 u'rat',
 u'manner',
 u'Crab',
 u'seen',
 u'seem',
 u'Mercia',
 u'tells',
 u'alive',
 u'eels',
 u'strength',
 u'thoroughly',
 u'NEVER',
 u'-',
 u'eagerly',
 u'subjects',
 u'doors',
 u'laughed',
 u'gravy',
 u'Stolen',
 u'though',
 u'MILE',
 u'mouth',
 u'plenty',
 u'hearts',
 u'grave',
 u'stupid',
 u'don',
 u'Fainting',
 u'alarm',
 u'm',
 u'dog',
 u'Are',
 u'alas',
 u'sun',
 u'SLUGGARD',
 u'notion',
 u'came',
 u'decidedly',
 u'saying',
 u'currants',
 u'pardoned',
 u'pope',
 u'stool',
 u'retire',
 u'sage',
 u'ending',
 u'attempts',
 u'queer',
 u'earth',
 u'toast',
 u'busy',
 u'spite',
 u'explain',
 u'sentence',
 u'folded',
 u'sugar',
 u'deepest',
 u'rich',
 u'do',
 u'cartwheels',
 u'mouths',
 u'squeaking',
 u'watch',
 u'coast',
 u'frowning',
 u'shutting',
 u'cushion',
 u'altogether',
 u'Quick',
 u'X',
 u'nasty',
 u'QUEEN',
 u'learned',
 u'bat',
 u'nicely',
 u'anxiously',
 u'rumbling',
 u'licking',
 u'bag',
 u'eyelids',
 u'softly',
 u'explanations',
 u'steam',
 u'ears',
 u'blew',
 u'questions',
 u'fair',
 u'doze',
 u'depends',
 u'decided',
 u'submitted',
 u'cattle',
 u'miserable',
 u'Hardly',
 u'mournfully',
 u'best',
 u'subject',
 u'pebbles',
 u'said',
 u'Run',
 u'away',
 u'Fifteenth',
 u'THAN',
 u'unable',
 u'finger',
 u'sorts',
 u'claws',
 u'we',
 u'men',
 u'LOVE',
 u'adding',
 u'confusion',
 u'weak',
 u'however',
 u'Edgar',
 u'camomile',
 u'twinkling',
 u'drew',
 u'picking',
 u'kitchen',
 u'pity',
 u'received',
 u'accident',
 u'country',
 u'ill',
 u'cup',
 u'jelly',
 u'against',
 u'Bring',
 u'games',
 u'faces',
 u'argue',
 u'asked',
 u'tone',
 u'appeared',
 u'character',
 u'wags',
 u'lullaby',
 u'height',
 u'wider',
 u'beheaded',
 u'truthful',
 u'speak',
 u'shouting',
 u'FENDER',
 u'tarts',
 u'three',
 u'been',
 u'quickly',
 u'chimneys',
 u'much',
 u'interest',
 u'schoolroom',
 u'expected',
 u'lovely',
 u'threw',
 u'natured',
 u'life',
 u'easy',
 u'mushroom',
 u'Pinch',
 u'grunt',
 u'uncommon',
 u'child',
 u'catch',
 u'doth',
 u'teapot',
 u'save',
 u'WAISTCOAT',
 u'sounded',
 u'lessen',
 u'tastes',
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 u'ugly',
 u'near',
 u'suppose',
 u'stopping',
 u'voice',
 u'mistake',
 u'remembering',
 u'seven',
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 u'WASHING',
 u'played',
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 u'Write',
 u'gloomily',
 u'clinging',
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 u'Tell',
 u'if',
 u'grown',
 u'growl',
 u'severity',
 u'things',
 u'make',
 u'Stop',
 u'linked',
 u'forehead',
 u'unfortunate',
 u'vegetable',
 u'plates',
 u'several',
 u'couple',
 u'bells',
 u'fairly',
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 u'RETURNED',
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 u'tops',
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 u'Wonderland',
 u'dozing',
 u'opportunity',
 u'thoughts',
 u'kid',
 u'butter',
 u'hearth',
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 u'impertinent',
 u'Table',
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 u'left',
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 u'cherry',
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 u'night',
 u'hung',
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 u'somehow',
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 u'altered',
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 u'creep',
 u'confusing',
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 u'purple',
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 u'permitted',
 u'jurors',
 u'wept',
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 u'newspapers',
 u'choke',
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 u'Evidence',
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 u'cauldron',
 u'interrupting',
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 u'birthday',
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 u'remember',
 u'succeeded',
 u'Fury',
 u'maybe',
 u'daisies',
 u'tale',
 u'suet',
 u'so',
 u'crept',
 u'offend',
 u'pulled',
 u'talk',
 u'recognised',
 u'comfort',
 u'shoes',
 u'seeing',
 u'indeed',
 u'pointed',
 u'years',
 u'course',
 u'quarrelled',
 u'shake',
 u'argued',
 u'White',
 u'still',
 u'birds',
 u'limbs',
 u'yawning',
 u'thank',
 u'curly',
 u'interesting',
 u'curls',
 u'civil',
 u'window',
 u'dreadfully',
 u'thump',
 u'conquest',
 u'happened',
 u'roses',
 ...]

Which words occur only once? (hapax legomenon)



In [305]:

    
fd.hapaxes()









    Out[305]:





[u'Tut',
 u'saves',
 u'knelt',
 u'onions',
 u'oldest',
 u'consider',
 u'blacking',
 u'inwards',
 u'sorry',
 u'barley',
 u'mournful',
 u'rise',
 u'prize',
 u'wooden',
 u'pinch',
 u'favoured',
 u'leaders',
 u'feathers',
 u'BEG',
 u'BEE',
 u'elegant',
 u'louder',
 u'machines',
 u'shining',
 u'hide',
 u'thunder',
 u'weren',
 u'Game',
 u'conduct',
 u'wrapping',
 u'protection',
 u'cardboard',
 u'daughter',
 u'smoke',
 u'cheerfully',
 u'grumbled',
 u'explained',
 u'sorrows',
 u'patience',
 u'drowned',
 u'punching',
 u'insult',
 u'overhead',
 u'leant',
 u'peeping',
 u'Rule',
 u'adjourn',
 u'locked',
 u'worm',
 u'obstacle',
 u'EVER',
 u'rosetree',
 u'quiver',
 u'Visit',
 u'flung',
 u'returned',
 u'Tillie',
 u'complaining',
 u'agony',
 u'LL',
 u'Jack',
 u'III',
 u'Zealand',
 u'poker',
 u'flustered',
 u'lad',
 u'ladder',
 u'attempt',
 u'childhood',
 u'wriggling',
 u'haste',
 u'Even',
 u'Talking',
 u'dreamed',
 u'exclamation',
 u'executes',
 u'TRUE',
 u'His',
 u'chatte',
 u'fit',
 u'fireplace',
 u'fix',
 u'fig',
 u'glanced',
 u'weeks',
 u'Him',
 u'overcome',
 u'HIGH',
 u'caterpillar',
 u'Antipathies',
 u'interrupt',
 u'pegs',
 u'MYSELF',
 u'meat',
 u'Indeed',
 u'alternately',
 u'leading',
 u'eleventh',
 u'reasonable',
 u'bone',
 u'calmly',
 u'series',
 u'SOME',
 u'dodged',
 u'vote',
 u'Canary',
 u'flock',
 u'VE',
 u'reminding',
 u'velvet',
 u'tales',
 u'NEAR',
 u'fellows',
 u'encourage',
 u'branch',
 u'Maybe',
 u'Hole',
 u'splashed',
 u'given',
 u'ancient',
 u'whereupon',
 u'W',
 u'mallets',
 u'returning',
 u'telescopes',
 u'enormous',
 u'ate',
 u'cackled',
 u'pence',
 u'EVERYBODY',
 u'enjoy',
 u'dunce',
 u'curiouser',
 u'thick',
 u'awfully',
 u'airs',
 u'YOURS',
 u'Collar',
 u'consented',
 u'ceiling',
 u'positively',
 u'coward',
 u'seated',
 u'See',
 u'flame',
 u'chrysalis',
 u'shyly',
 u'modern',
 u'rat',
 u'eels',
 u'strength',
 u'subjects',
 u'gravy',
 u'Stolen',
 u'MILE',
 u'plenty',
 u'hearts',
 u'Fainting',
 u'SLUGGARD',
 u'currants',
 u'pardoned',
 u'pope',
 u'stool',
 u'retire',
 u'sage',
 u'attempts',
 u'toast',
 u'busy',
 u'spite',
 u'deepest',
 u'rich',
 u'cartwheels',
 u'coast',
 u'Quick',
 u'X',
 u'nasty',
 u'QUEEN',
 u'learned',
 u'rumbling',
 u'licking',
 u'bag',
 u'eyelids',
 u'softly',
 u'explanations',
 u'steam',
 u'fair',
 u'doze',
 u'depends',
 u'submitted',
 u'cattle',
 u'Hardly',
 u'mournfully',
 u'Run',
 u'Fifteenth',
 u'THAN',
 u'unable',
 u'men',
 u'LOVE',
 u'adding',
 u'Edgar',
 u'camomile',
 u'received',
 u'country',
 u'jelly',
 u'Bring',
 u'games',
 u'argue',
 u'character',
 u'wags',
 u'lullaby',
 u'wider',
 u'truthful',
 u'FENDER',
 u'chimneys',
 u'interest',
 u'schoolroom',
 u'expected',
 u'natured',
 u'Pinch',
 u'grunt',
 u'uncommon',
 u'teapot',
 u'save',
 u'WAISTCOAT',
 u'lessen',
 u'tastes',
 u'CURTSEYING',
 u'stopping',
 u'remembering',
 u'seven',
 u'WASHING',
 u'played',
 u'HATED',
 u'Write',
 u'gloomily',
 u'clinging',
 u'Nay',
 u'severity',
 u'Stop',
 u'linked',
 u'vegetable',
 u'couple',
 u'bells',
 u'fairly',
 u'"\'',
 u'RETURNED',
 u'VI',
 u'tops',
 u'dozing',
 u'hearth',
 u'askance',
 u'humble',
 u'Mine',
 u'impertinent',
 u'Table',
 u'farther',
 u'yes',
 u"!')",
 u'cherry',
 u'wings',
 u'beloved',
 u'prison',
 u'hat',
 u'mayn',
 u'dreamy',
 u'afore',
 u'burnt',
 u'appearing',
 u'uncivil',
 u'seaside',
 u'officer',
 u'hung',
 u'Stole',
 u'Idiot',
 u'somehow',
 u'clubs',
 u'Between',
 u'altered',
 u'bore',
 u'creep',
 u'denies',
 u'purple',
 u'shifting',
 u'losing',
 u'bowing',
 u'permitted',
 u'wept',
 u'theirs',
 u'newspapers',
 u'choke',
 u'Evidence',
 u'despair',
 u'Still',
 u'Birds',
 u'sob',
 u'puzzle',
 u'bound',
 u'respectable',
 u'PLENTY',
 u'balanced',
 u'wag',
 u'Hand',
 u'happy',
 u'fork',
 u'waistcoat',
 u'form',
 u'attempted',
 u'becoming',
 u'failure',
 u'):--',
 u'heap',
 u'flavour',
 u'rippling',
 u'inside',
 u'Whoever',
 u'unusually',
 u'Sir',
 u'sticks',
 u'Sit',
 u'chanced',
 u'muscular',
 u'accounting',
 u"')",
 u'Begin',
 u'reality',
 u'beheading',
 u'setting',
 u'tie',
 u'EAT',
 u'saucepans',
 u'picture',
 u'ESQ',
 u'pronounced',
 u'ointment',
 u'Drive',
 u'HOW',
 u'journey',
 u'ridges',
 u'inkstand',
 u'unlocking',
 u'died',
 u'spades',
 u'push',
 u'chain',
 u'untwist',
 u'WE',
 u'invent',
 u'crocodile',
 u'mile',
 u'chair',
 u"?',",
 u'bitter',
 u'terror',
 u'circumstances',
 u'jogged',
 u'SOMEWHERE',
 u'Hm',
 u'hatter',
 u'Twenty',
 u'lark',
 u'stays',
 u'presented',
 u'dig',
 u'accidentally',
 u'Atheling',
 u'settle',
 u'quick',
 u'rabbits',
 u'prevent',
 u'brave',
 u'stupidly',
 u'tougher',
 u'sign',
 u'cost',
 u'dried',
 u'eating',
 u'helpless',
 u'irritated',
 u'axes',
 u'lazily',
 u'Imagine',
 u'growls',
 u'partners',
 u'twentieth',
 u'yards',
 u'wait',
 u'lazy',
 u'teaching',
 u'roared',
 u'jaw',
 u'lamps',
 u'quarrel',
 u'Elsie',
 u'SWIM',
 u'morals',
 u'extra',
 u'hopeful',
 u'inquisitively',
 u'puffed',
 u'Therefore',
 u'swallowed',
 u'Australia',
 u'prove',
 u'teeth',
 u'ORANGE',
 u'today',
 u'loving',
 u'dismay',
 u'son',
 u'sharing',
 u'Sh',
 u'teases',
 u'ignorant',
 u'deserved',
 u'pretend',
 u'PLEASE',
 u'sour',
 u'laughter',
 u'slightest',
 u'Ground',
 u'crazy',
 u'paused',
 u'counting',
 u'stole',
 u'pink',
 u'winter',
 u'fortunately',
 u'buttered',
 u'pine',
 u'fourth',
 u'axis',
 u'neat',
 u'dive',
 u'annoyed',
 u'spot',
 u'crashed',
 u'birthday',
 u'tipped',
 u'?)',
 u'scrambling',
 u'maybe',
 u'daisies',
 u'suet',
 u'crept',
 u'offend',
 u'pulled',
 u'recognised',
 u'comfort',
 u'seeing',
 u'pointed',
 u'years',
 u'quarrelled',
 u'shake',
 u'argued',
 u'limbs',
 u'thank',
 u'curly',
 u'curls',
 u'conquest',
 u'underneath',
 u'EVEN',
 u'execute',
 u'Their',
 u'drop',
 u'rock',
 u'scolded',
 u'Improve',
 u'eh',
 u'bursting',
 u'SOMEBODY',
 u'worried',
 u'irons',
 u'canvas',
 u'Suppress',
 u'abide',
 u'seriously',
 u'housemaid',
 u'attended',
 u'state',
 u'cart',
 u'screaming',
 u'wits',
 u'Stand',
 u'Shy',
 u".')",
 u'honest',
 u'warning',
 u'sprawling',
 u'flying',
 u'beauti',
 u'spoken',
 u'merrily',
 u'signifies',
 u'carry',
 u'tomorrow',
 u'sheep',
 u'Repeat',
 u'arch',
 u'waist',
 u'trampled',
 u'shiver',
 u'Such',
 u'ridiculous',
 u'eyed',
 u'straightening',
 u'whom',
 u'addressing',
 u'patted',
 u'snorting',
 u'tulip',
 u'downwards',
 u'rudeness',
 u'emphasis',
 u'Half',
 u'Writhing',
 u'encouraged',
 u'butterfly',
 u'Ahem',
 u'opposite',
 u'clearer',
 u'zigzag',
 u'POCKET',
 u'printed',
 u'cleared',
 u'pencils',
 u'fairy',
 u'fills',
 u'egg',
 u'Certainly',
 u'steady',
 u'managing',
 u'pattern',
 u'stockings',
 u'cheap',
 u'fifth',
 u'BUSY',
 u'nodded',
 u'histories',
 u'toffee',
 u'HEARTHRUG',
 u'XII',
 u'hiss',
 u'HAD',
 u'whiles',
 u'cannot',
 u'Right',
 u'resource',
 u'Sends',
 u'seldom',
 u'finishing',
 u'YET',
 u'declared',
 u'burst',
 u'fanned',
 u'ways',
 u'tut',
 u'fanning',
 u'killing',
 u'croqueted',
 u'blame',
 u'dates',
 u'C',
 u'stupidest',
 u'disappointment',
 u'expression',
 u'riddle',
 u'loveliest',
 u'THESE',
 u'pot',
 u'Each',
 u'pop',
 u'accusation',
 u'FOOT',
 u'turkey',
 u'uglify',
 u'fury',
 u'Luckily',
 u'punished',
 u'toss',
 u'engine',
 u'Involved',
 u'Behead',
 u".--'",
 u'PERSONS',
 u'proves',
 u'slippery',
 u'promising',
 u'squeezed',
 u'shrieks',
 u'promised',
 u'educations',
 u'engaged',
 u'couples',
 u'heels',
 u'Grammar',
 u'worry',
 u'pan',
 u'IX',
 u'IV',
 u'II',
 u'IN',
 u'passing',
 u'complained',
 u'SHOES',
 u'Curiouser',
 u'charges',
 u'breeze',
 u'fidgeted',
 u'growled',
 u'kill',
 u'touch',
 u'speed',
 u'Arithmetic',
 u'death',
 u'Advice',
 u'Multiplication',
 u'Change',
 u'kills',
 u'desperately',
 u'lowing',
 u'vague',
 u'tremulous',
 u'Shark',
 u'pounds',
 u'draggled',
 u'shrink',
 u'sternly',
 u'London',
 u'downward',
 u'reduced',
 u'Before',
 u'laugh',
 u'Seaography',
 u'shillings',
 u'respect',
 u'New',
 u'moon',
 u'Magpie',
 u'expressing',
 u'moderate',
 u'welcome',
 u'roast',
 u'sobbed',
 u'subdued',
 u'violence',
 u'shrimp',
 u'chop',
 u'boldly',
 u'act',
 u'Laughing',
 u'imitated',
 u'Heads',
 u'appealed',
 u'burning',
 u'trot',
 u'spreading',
 u'lifted',
 u'PROVES',
 u'rising',
 u'dreaming',
 u'happening',
 u'Though',
 u'attends',
 u'mischief',
 u'jug',
 u'judging',
 u'THERE',
 u'Canterbury',
 u'feather',
 u'arranged',
 u'bawled',
 u'horse',
 u'tremble',
 u'Swim',
 u'rubbed',
 u'Read',
 u'field',
 u'oneself',
 u'inquired',
 u'uncorked',
 u'twinkled',
 u'whistling',
 u'brass',
 u'applause',
 u'wife',
 u'tricks',
 u'strings',
 u'growling',
 u'snout',
 u'SIT',
 u'VOICE',
 u'conger',
 u'ravens',
 u'laughing',
 u'fat',
 u'minded',
 u'hatching',
 u'BOOTS',
 u'sand',
 u'familiarly',
 u'Lacie',
 u'quicker',
 u'rats',
 u'Number',
 u'pass',
 u'grinning',
 u'Latin',
 u'darkness',
 u'crust',
 u'ma',
 u'loose',
 u'answers',
 u'Herald',
 u'affectionately',
 u'search',
 u'stretching',
 u')--',
 u'soldier',
 u'murdering',
 u'family',
 u'clapping',
 u'usurpation',
 u'Tears',
 u'Too',
 u'RABBIT',
 u'toys',
 u'thatched',
 u'RED',
 u'readily',
 u'injure',
 u'faint',
 u'splash',
 u'Coming',
 u'possible',
 u'OUT',
 u'company',
 u'known',
 u'producing',
 u'cunning',
 u'pleasing',
 u'Tarts',
 u'remain',
 u'Nor',
 u'knocked',
 u'furrows',
 u'feebly',
 u'rustled',
 u'share',
 u'station',
 u'condemn',
 u'needs',
 u'Anything',
 u'pressing',
 u'maps',
 u'occasionally',
 u'THROUGH',
 u'skurried',
 u'advice',
 u'denial',
 u'eats',
 u'shade',
 u'banks',
 u'incessantly',
 u'Same',
 u'existence',
 u'cheated',
 u'queerest',
 u'forwards',
 u'exact',
 u'buttercup',
 u'actually',
 u'absence',
 u'parts',
 u'arguments',
 u'V',
 u'ye',
 u'noticing',
 u'fluttered',
 u'someone',
 u'die',
 u'pleasanter',
 u'harm',
 u'begged',
 u'upstairs',
 u'brother',
 u'kneel',
 u'Waiting',
 u'scratching',
 u'wondered',
 u'rearing',
 u'pigeon',
 u'trusts',
 u'Nonsense',
 u'snappishly',
 u'nest',
 u'pun',
 u'crouched',
 u'pleasant',
 u'houses',
 u'imagine',
 u'rises',
 u'thrown',
 u'pairs',
 u'curtsey',
 u'terribly',
 u'daisy',
 u'COURT',
 u'dinn',
 u'shilling',
 u'Croquet',
 u'miss',
 u'paint',
 u'hundred',
 u'XI',
 u'relieved',
 u'uncommonly',
 u'immediate',
 u'luckily',
 u'Long',
 u'traps',
 u'king',
 u'grew',
 u'double',
 u'grey',
 u'spirited',
 u'stalk',
 u'treated',
 u'Shakespeare',
 u'Coils',
 u'Leave',
 u'dainties',
 u'murder',
 u'fading',
 u'commotion',
 u'lit',
 u'swallowing',
 u'frontispiece',
 u'beautify',
 u'hopeless',
 u'eaten',
 u'oyster',
 u'FROM',
 u'mineral',
 u'WATCH',
 u'clean',
 u'daresay',
 u'languid',
 u'memorandum',
 u'idiotic',
 u'Has',
 u'rocket',
 u'grazed',
 u'justice',
 u'unwillingly',
 u'pretty',
 u'circle',
 u'Pool',
 u'meanwhile',
 u'Ambition',
 u'fancying',
 u'whistle',
 u'hid',
 u'pretending',
 u'shared',
 u'doubled',
 u'common',
 u'engraved',
 u'signify',
 u'France',
 u'hoarsely',
 u'clasped',
 u'content',
 u'feared',
 u'splendidly',
 u'SOUP',
 u'various',
 u'guilt',
 u'Hadn',
 u'arrum',
 u'pictured',
 u'meal',
 u'vanishing',
 u'fitted',
 u'finds',
 u'tittered',
 u'sentenced',
 u'):',
 u'sweet',
 u'manners',
 u'hollow',
 u'supple',
 u'Was',
 u'belt',
 u'acceptance',
 u'rattle',
 u'secret',
 u'dropping',
 u'Soles',
 u'meeting',
 u'empty',
 u'gay',
 u'boxed',
 u'!"?\'',
 u'Fetch',
 u'furrow',
 u'raw',
 u'solid',
 u'Dinn',
 u'bill',
 u'Boots',
 u'rope',
 u'pace',
 u'leaving',
 u'righthand',
 u'choking',
 u'grant',
 u'belong',
 u'advise',
 u'desks',
 u'Chorus',
 u'Dear',
 u'flurry',
 u'flown',
 u'arrived',
 u'purpose',
 u'Tale',
 u'lower',
 u'Stigand',
 u'grins',
 u'morsel',
 u'shape',
 u'DON',
 u'Sounds',
 u'Sixteenth',
 u'cur',
 u'Brandy',
 u'remaining',
 u'Distraction',
 u'Last',
 u'Stretching',
 u'Or',
 u'BEFORE',
 u'knock',
 u'DOES',
 u'provoking',
 u'OURS',
 u'foolish',
 u'walrus',
 u'KNOW',
 u'Little',
 u'lodging',
 u'Normans',
 u'understood',
 u'lips',
 u'towards',
 u'ourselves',
 u'saucer',
 u'scale',
 u'pet',
 u'stingy',
 u'scaly',
 u'Look',
 u'refused',
 u'ache',
 u'passionate',
 u'bristling',
 u'wore',
 u'driest',
 u'straightened',
 u'naturedly',
 u'shiny',
 u'bleeds',
 u'undoing',
 u'piteous',
 u'frames',
 u'Shan',
 u'arrow',
 u'consultation',
 u'prettier',
 u'memory',
 u'hoped',
 u'.]',
 u'upright',
 u'raising',
 u'hush',
 u'Soon',
 u'accustomed',
 u'Those',
 u'yelled',
 u'entrance',
 u'To',
 u'skimming',
 u'graceful',
 u'denying',
 u'corners',
 u'backs',
 u'occasional',
 u'Mad',
 u'tart',
 u'brushing',
 ...]

How do you plot the most frequency words?



In [306]:

    
fd.plot(20,cumulative=False)

How to normalize text?



In [307]:

    
new_corpus = [w for w in corpus if w.isalpha()] # keep only alphabetic words



In [308]:

    
stopwords = nltk.corpus.stopwords.words('english')
print stopwords









    



[u'i', u'me', u'my', u'myself', u'we', u'our', u'ours', u'ourselves', u'you', u'your', u'yours', u'yourself', u'yourselves', u'he', u'him', u'his', u'himself', u'she', u'her', u'hers', u'herself', u'it', u'its', u'itself', u'they', u'them', u'their', u'theirs', u'themselves', u'what', u'which', u'who', u'whom', u'this', u'that', u'these', u'those', u'am', u'is', u'are', u'was', u'were', u'be', u'been', u'being', u'have', u'has', u'had', u'having', u'do', u'does', u'did', u'doing', u'a', u'an', u'the', u'and', u'but', u'if', u'or', u'because', u'as', u'until', u'while', u'of', u'at', u'by', u'for', u'with', u'about', u'against', u'between', u'into', u'through', u'during', u'before', u'after', u'above', u'below', u'to', u'from', u'up', u'down', u'in', u'out', u'on', u'off', u'over', u'under', u'again', u'further', u'then', u'once', u'here', u'there', u'when', u'where', u'why', u'how', u'all', u'any', u'both', u'each', u'few', u'more', u'most', u'other', u'some', u'such', u'no', u'nor', u'not', u'only', u'own', u'same', u'so', u'than', u'too', u'very', u's', u't', u'can', u'will', u'just', u'don', u'should', u'now']



In [309]:

    
new_corpus = [w.lower() for w in corpus if w.isalpha()]
new_corpus = [w for w in new_corpus if not w in stopwords]
corpus = nltk.Text(new_corpus)



In [310]:

    
fd2 = nltk.FreqDist(corpus)



In [313]:

    
fd2.plot(30,cumulative=False)

How do you search for words?



In [314]:

    
corpus.dispersion_plot(['alice','rabbit','queen'])

How do you find collocations (words that occur together)?



In [316]:

    
corpus.collocations(num=1000)









    



mock turtle; march hare; said alice; white rabbit; join dance; soo
oop; minute two; said king; beg pardon; beautiful soup; thought alice;
bread butter; golden key; said caterpillar; set work; said hatter; kid
gloves; beau ootiful; mary ann; yer honour; good deal; evening
beautiful; twinkle twinkle; three gardeners; play croquet; please
majesty; lobster quadrille; ootiful soo; said mock; might well; white
kid; guinea pigs; wow wow; great hurry; hookah mouth; father william;
old fellow; said gryphon; trembling voice; cheshire cat; pack cards;
young lady; poor little; change subject; caucus race; marked poison;
won won; next witness; consider verdict; said duchess; inches high;
feet high; said cat; offended tone; right size; doesn matter; boots
shoes; footman livery; fast asleep; rose tree; wish hadn; poor alice;
rabbit hole; hold tongue; cool fountains; earls mercia; edwin morcar;
latitude longitude; mercia northumbria; morcar earls; plates dishes;
finish story; half hoping; jury box; won join; little golden; another
moment; four times; dead silence; put spectacles; one side; broken
glass; eat bats; officers court; blasts trumpet; cross examine; later
editions; list singers; merely remarking; personal remarks; dance won;
croquet ground; knave hearts; one finger; beat sneezes; catching mice;
digging apples; pictures conversations; shrinking rapidly; give
evidence; came upon; quite forgetting; asking riddles; salt water;
shook head; stood near; music washing; took hookah; old father; little
thing; fan gloves; learning draw; stole tarts; waistcoat pocket; poor
man; eat drink; queen hearts; atom meaning; opportunity showing;
william conqueror; whole party; boy beat; french music; immediately
suppressed; tails mouths; believe atom; editions continued; royal
children; shouted queen; looked anxiously; note book; waited
patiently; advance twice; tis love; great curiosity; close behind;
suppressed officers; crowded round; pennyworth beautiful; could see;
alice replied; alice ventured; glass table; doth little; little girls;
little pattering; low voice; arms folded; sentence execution; sleep
breathe; ought ashamed; bottom well; raving mad; snatch air; come
back; lefthand bit; lovely garden; mile high; sighed deeply; good
opportunity; head impatiently; tell history; dare say; bright eager;
twenty four; happen next; cats eat; green leaves; jurors writing;
sounds broken; little door; delighted find; call tortoise; continued
follows; added explanation; half hour; turning alice; alice thought;
easily offended; indeed said; oop beau; wasn civil; blew three; three
blasts; three legged; opened eyes; silent looked; four hours; live
bottom; closed eyes; day month; fine day; could hear; could remember;
ever saw; found advisable; long ago; looking uneasily; cats dogs;
frightened sudden; important unimportant; last remark; cried alice;
animals birds; didn know; gardeners instantly; great relief; make
grow; little girl; checked hastily; sorrowful tone; cat sitting; eye
fell; fetch executioner; well could; old crab; pattering feet; nothing
else; dodo solemnly; fan pair; draw treacle; oop soo; said march;
shouting head; rabbit blew; spread hand; went school; pair gloves;
dreadfully puzzled; subject conversation; quite forgot; jury wrote;
bowed low; said queen; looking anxiously; half past; never heard;
great deal; let see; man majesty; turned corner; turned pale; bottle
marked; alice felt; tucked away; whole pack; well say; without
attending; first witness; guinea pig; nearly forgotten; pleaded poor;
soup beau; tone great; sudden change; wish could; master old;
cautiously replied; lessons learn; new idea; often seen; sorts things;
passed garden; close ear; feeling glad; hard could; free last; take
care; tell something; nothing whatever; caterpillar well; baby
sneezing; school sea; somebody else; afraid sir; among trees; deal
frightened; would happen; soup evening; alice looked; low trembling;
turn nose; nine feet; looked round; grow larger; walked together;
brought back; one eye; king white; said dormouse; solemn tone; sulky
tone; one catching; seemed chance; change lobsters; talk nonsense;
mouse mouse; thought poor; certain must; must cross; getting walking;
always ready; door led; next verse; best butter; thought might; gloves
fan; thinking children; timid voice; fish footman; dear shall; replied
rather; little scream; little sisters; little startled; tossing head;
pardon cried; went without; sat silent; would like; impossible say;
first figure; say doth; soon made; bright idea; upon faces; almost
wish; pool tears; read book; slates doesn; proper way; staring hatter;
soon found; cat vanished; curious dream; tried fancy; began cry; said
mouse; pair white; began low; silent minute; surprised find; words
drink; makes grow; thing eat; cried mouse; alice could; said pigeon;
looking eggs; king queen; like look; children knew; end tail; looked
sides; hurry change; hardly room; three inches; game queen; leave
court; one foot; beautiful beautiful; room room; could possibly;
wanted much; stupid things; back finish; great surprise; procession
came; said dodo; alice indignantly; courage went; listening went;
gryphon answered; quite natural; little timidly; took watch; window
sure; make one; like candle; like telescope; shaped like; well
perhaps; tea party; natural way; like cats; shall sit; done thought;
cried gryphon; got morning; well enough; would change; two three; put
shoes; beautiful garden; anxiously face; verdict king; sleepy voice;
tis voice; rather timidly; sat still; certainly said; melancholy tone;
see miss; replied eagerly; nothing happened; one cakes; past one;
hands feet; without waiting; glad find; waited till; took fan;
beginning end; moment appeared; felt quite; shriek gryphon; king said;
yes please; went back; thought must; turtle sighed; let try; turning
jury; call next; near house; hare interrupted; wish wouldn; three
soldiers; considered little; get door; sentence first; help said;
replied offended; know true; remember ever; opened door; shall try;
soon finished; slowly back; queen never; let hear; seemed quite; gave
one; eyes nearly; speak minute; deep voice; good many; duchess moral;
last word; queen shrill; heard little; much frightened; much
surprised; must changed; could swim; interrupted great; capital one;
one officers; came different; dormouse shook; game going; going begin;
get dry; get ready; last minutes; quite pleased; quite silent; quite
tired; won talk; would become; top voice; asked another; turtle
replied; began repeat; know means; top head; directed said; could
think; dormouse sitting; two creatures; course said; come join; things
used; gave good; think nothing; treacle well; little creature; making
quite; knew might; keep back; way wood; remember things; felt curious;
began running; exclaimed alice; puzzled much; serpent say; hand hand;
long silence; get hold; near door; wonder shall; one knee; silence
last; side make; great many; hastily replied; another minute; gryphon
went; different mock; matter way; let jury; mean say; without even;
back game; see meaning; two people; dinah cat; one hand; lessons
gryphon; heard something; seemed sort; majesty said; said politely;
said youth; rabbit read; little nervous; little shriek; felt sure;
little house; last sat; sat large; write one; queen play; thing get;
anxiously round; alice beginning; house found; got behind; dear cried;
get used; table large; gave two; idea came; two gave; dear wish; till
eyes; house march; table nothing; began thinking; went eagerly; would
feel; whole thing; yet yet; ever heard; hand made; look like; eyes
getting; yes said; croquet queen; used say; away without; best way;
could help; great question; however last; made another; never left;
eyes half; one trees; caterpillar took; alice rather; majesty began;
nothing sort; nice little; sharp little; back table; certainly much;
would tell; would join; never knew; never seen; nonsense said; said
lory; treacle said; round court; alice much; alice hastily; two feet;
bill got; quite much; come end; lying one; footman began; either like;
thought would; said nothing; little chin; alice went; alice
cautiously; alice guessed; alice loudly; talking head; first question;
would could; went growing; anything looked; however got; never even;
together alice; added dormouse; said five; exactly said; alice quite;
curious thing; gryphon sat; put one; next moment; yet said; feel
little; beheaded said; figure said; fun said; said gravely; said
hoarse; large eyes; door found; must getting; better time; began
talking; cats could; soon came; thing said; duchess took; come let;
hardly know; say anything; thing ever; found long; dance would; went
may; turtle soup; people like; alice began; little sister; know cats;
called queen; cried mock; sort way; high time; said knave; say added;
find way; queen turned; shall never; next came; little bottle; little
glass; walked little; looked good; alice shoulder; vanished alice;
added gryphon; alice waited; mad know; think could; looking round; use
thought; last came; see anything; tea time; explain said; ever see;
must right; saw one; seemed think; think good; heard voice; began
rather; could even; breath said; said duck; next thing; would use;
house like; something like; one gave; hare said; heard rabbit; next
first; would quite; know something; hatter went; gryphon replied; two
two; curious know; even know; tell first; alice whispered; large
rabbit; turtle went; wish would; one end; hare hatter; way things; got
back; duchess duchess; long way; right way; said turning; time
without; silence alice; cat head; gave little; let know; eyes see; see
dear; sure would; little bit; see would; rabbit came; little bill; one
way; caterpillar alice; never come; never get; heard queen; course
know; little use; long time; time found; said footman; got much; get
head; dormouse began; two began; like might; like three; chimney said;
grin said; pardon said; said executioner; said father; said
melancholy; school said; youth said; rabbit voice; could tell; found
could; could would; alice asked; door went; alice grown; first thing;
head head; hare went; rabbit say; back see; went found; well must; bit
said; going one; much way; little way; evidence said; isn said; said
hair; sir said; alice noticed; felt little; time round; talking said;
heard one; said white; upon little; alice timidly; conversation alice;
asleep said; meaning said; whiting said; could get; three little; old
said; queen voice; tell said; alice remarked; name alice; like mouse;
first thought; said last; mouse know; reason said; much could; know
come; alice glad; hurried alice; hand said; head would; hatter queen;
thing know; alice soon; mean said; mine said; witness said; much like;
much said; like said; said jury; know first; know say; cat said; went
mock; think said; gryphon know; child said; mind said; alice good;
know mock; alice always; back little; looked alice; came little; alice
come; afraid said; first one; one rabbit; time queen; better alice;
certainly alice; saw alice; alice heard; one quite; alice called;
alice idea; idea alice; dance said; said cook; duchess said; turtle
said; time went; alice looking; garden alice; said didn; suppose said;
talk said; rabbit little; day said; alice perhaps; alice spoke; said
low; went would; wonder alice; hastily said; went know; alice even;
alice tried; right said; know said; little said; perhaps said; alice
great; alice wish; minute alice; time said; said curious; went one;
sort said; queen said; alice must; alice got; alice shall; alice
course; course alice; upon alice; alice going; seemed alice; well
said; made alice; said without; get said; alice moment; alice put;
hare alice; moment alice; things alice; gryphon alice; dear said;
alice nothing; first said; said rabbit; one alice; alice like; said
right; alice well; said went; alice said; nothing said; hatter said;
alice tone; little alice; said could; mouse alice; time alice; one
said; said one; said came; alice would; alice never; thing alice; see
said; alice head; alice say; must said; said looked; alice think;
queen alice; went alice; never said; voice said; thought said; alice
time; alice one; know alice; began alice; say said; said think; alice
little; gryphon said

How to find bi-grams, tri-grams, and n-grams?



In [320]:

    
[x for x in nltk.bigrams(corpus)]









    Out[320]:





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 (u'rabbit', u'hole'),
 (u'hole', u'alice'),
 (u'alice', u'beginning'),
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 (u'tired', u'sitting'),
 (u'sitting', u'sister'),
 (u'sister', u'bank'),
 (u'bank', u'nothing'),
 (u'nothing', u'twice'),
 (u'twice', u'peeped'),
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 (u'book', u'sister'),
 (u'sister', u'reading'),
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 (u'conversations', u'use'),
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 (u'back', u'one'),
 (u'one', u'flapper'),
 (u'flapper', u'across'),
 ...]



In [321]:

    
[x for x in nltk.trigrams(corpus)]









    Out[321]:





[(u'chapter', u'rabbit', u'hole'),
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 (u'alice', u'without', u'pictures'),
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 (u'pictures', u'conversations', u'considering'),
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In [322]:

    
[x for x in nltk.ngrams(corpus,7)]









    Out[322]:





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 (u'garden', u'care', u'happens', u'ate', u'little', u'bit', u'said'),
 (u'care', u'happens', u'ate', u'little', u'bit', u'said', u'anxiously'),
 (u'happens', u'ate', u'little', u'bit', u'said', u'anxiously', u'way'),
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 (u'way', u'holding', u'hand', u'top', u'head', u'feel', u'way'),
 (u'holding', u'hand', u'top', u'head', u'feel', u'way', u'growing'),
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 (u'top', u'head', u'feel', u'way', u'growing', u'quite', u'surprised'),
 (u'head', u'feel', u'way', u'growing', u'quite', u'surprised', u'find'),
 (u'feel', u'way', u'growing', u'quite', u'surprised', u'find', u'remained'),
 (u'way', u'growing', u'quite', u'surprised', u'find', u'remained', u'size'),
 (u'growing', u'quite', u'surprised', u'find', u'remained', u'size', u'sure'),
 (u'quite',
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 (u'surprised',
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  u'happens'),
 (u'find', u'remained', u'size', u'sure', u'generally', u'happens', u'one'),
 (u'remained', u'size', u'sure', u'generally', u'happens', u'one', u'eats'),
 (u'size', u'sure', u'generally', u'happens', u'one', u'eats', u'cake'),
 (u'sure', u'generally', u'happens', u'one', u'eats', u'cake', u'alice'),
 (u'generally', u'happens', u'one', u'eats', u'cake', u'alice', u'got'),
 (u'happens', u'one', u'eats', u'cake', u'alice', u'got', u'much'),
 (u'one', u'eats', u'cake', u'alice', u'got', u'much', u'way'),
 (u'eats', u'cake', u'alice', u'got', u'much', u'way', u'expecting'),
 (u'cake', u'alice', u'got', u'much', u'way', u'expecting', u'nothing'),
 (u'alice', u'got', u'much', u'way', u'expecting', u'nothing', u'way'),
 (u'got', u'much', u'way', u'expecting', u'nothing', u'way', u'things'),
 (u'much', u'way', u'expecting', u'nothing', u'way', u'things', u'happen'),
 (u'way', u'expecting', u'nothing', u'way', u'things', u'happen', u'seemed'),
 (u'expecting', u'nothing', u'way', u'things', u'happen', u'seemed', u'quite'),
 (u'nothing', u'way', u'things', u'happen', u'seemed', u'quite', u'dull'),
 (u'way', u'things', u'happen', u'seemed', u'quite', u'dull', u'stupid'),
 (u'things', u'happen', u'seemed', u'quite', u'dull', u'stupid', u'life'),
 (u'happen', u'seemed', u'quite', u'dull', u'stupid', u'life', u'go'),
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 (u'quite', u'dull', u'stupid', u'life', u'go', u'common', u'way'),
 (u'dull', u'stupid', u'life', u'go', u'common', u'way', u'set'),
 (u'stupid', u'life', u'go', u'common', u'way', u'set', u'work'),
 (u'life', u'go', u'common', u'way', u'set', u'work', u'soon'),
 (u'go', u'common', u'way', u'set', u'work', u'soon', u'finished'),
 (u'common', u'way', u'set', u'work', u'soon', u'finished', u'cake'),
 (u'way', u'set', u'work', u'soon', u'finished', u'cake', u'chapter'),
 (u'set', u'work', u'soon', u'finished', u'cake', u'chapter', u'x'),
 (u'work', u'soon', u'finished', u'cake', u'chapter', u'x', u'lobster'),
 (u'soon', u'finished', u'cake', u'chapter', u'x', u'lobster', u'quadrille'),
 (u'finished', u'cake', u'chapter', u'x', u'lobster', u'quadrille', u'mock'),
 (u'cake', u'chapter', u'x', u'lobster', u'quadrille', u'mock', u'turtle'),
 (u'chapter', u'x', u'lobster', u'quadrille', u'mock', u'turtle', u'sighed'),
 (u'x', u'lobster', u'quadrille', u'mock', u'turtle', u'sighed', u'deeply'),
 (u'lobster', u'quadrille', u'mock', u'turtle', u'sighed', u'deeply', u'drew'),
 (u'quadrille', u'mock', u'turtle', u'sighed', u'deeply', u'drew', u'back'),
 (u'mock', u'turtle', u'sighed', u'deeply', u'drew', u'back', u'one'),
 (u'turtle', u'sighed', u'deeply', u'drew', u'back', u'one', u'flapper'),
 (u'sighed', u'deeply', u'drew', u'back', u'one', u'flapper', u'across'),
 (u'deeply', u'drew', u'back', u'one', u'flapper', u'across', u'eyes'),
 (u'drew', u'back', u'one', u'flapper', u'across', u'eyes', u'looked'),
 (u'back', u'one', u'flapper', u'across', u'eyes', u'looked', u'alice'),
 (u'one', u'flapper', u'across', u'eyes', u'looked', u'alice', u'tried'),
 (u'flapper', u'across', u'eyes', u'looked', u'alice', u'tried', u'speak'),
 ...]



In [323]:

    
nltk.pos_tag(corpus[0:1000])









    Out[323]:





[(u'chapter', 'NN'),
 (u'rabbit', 'VBD'),
 (u'hole', 'NN'),
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 (u'one', 'CD'),
 (u'flapper', 'NN')]

The End!



In [ ]: