In [1]:

    

import nltk


    

In [2]:

    

sent_tokenizer = nltk.data.load('tokenizers/punkt/english.pickle')


    

In [3]:

    

paragraph = "The first time I heard that song was in Hawaii on radio. I was just a kid, and loved it very much! What a fantastic song!" 

sentences = sent_tokenizer.tokenize(paragraph)

sentences


    

    
Out[3]:





['The first time I heard that song was in Hawaii on radio.',
 'I was just a kid, and loved it very much!',
 'What a fantastic song!']

In [4]:

    

from nltk.tokenize import WordPunctTokenizer 

sentence = "Are you old enough to remember Michael Jackson attending the Grammys \
            with Brooke Shields and Webster sat on his lap during the show?" 

words = WordPunctTokenizer().tokenize(sentence)  

words


    

    
Out[4]:





['Are',
 'you',
 'old',
 'enough',
 'to',
 'remember',
 'Michael',
 'Jackson',
 'attending',
 'the',
 'Grammys',
 'with',
 'Brooke',
 'Shields',
 'and',
 'Webster',
 'sat',
 'on',
 'his',
 'lap',
 'during',
 'the',
 'show',
 '?']

In [5]:

    

text = 'That U.S.A. poster-print costs $12.40...' 

pattern = r"""(?x)                   # set flag to allow verbose regexps 
              (?:[A-Z]\.)+           # abbreviations, e.g. U.S.A. 
              |\d+(?:\.\d+)?%?       # numbers, incl. currency and percentages 
              |\w+(?:[-']\w+)*       # words w/ optional internal hyphens/apostrophe 
              |\.\.\.                # ellipsis 
              |(?:[.,;"'?():-_`])    # special characters with meanings 
            """  

nltk.regexp_tokenize(text, pattern)


    

    
Out[5]:





['That', 'U.S.A.', 'poster-print', 'costs', '12.40', '...']

In [6]:

    

sentence = """At eight o'clock on Thursday morning
... Arthur didn't feel very good."""

tokens = nltk.word_tokenize(sentence)

tokens


    

    
Out[6]:





['At',
 'eight',
 "o'clock",
 'on',
 'Thursday',
 'morning',
 'Arthur',
 'did',
 "n't",
 'feel',
 'very',
 'good',
 '.']

In [7]:

    

tagged = nltk.pos_tag(tokens)
tagged


    

    
Out[7]:





[('At', 'IN'),
 ('eight', 'CD'),
 ("o'clock", 'NN'),
 ('on', 'IN'),
 ('Thursday', 'NNP'),
 ('morning', 'NN'),
 ('Arthur', 'NNP'),
 ('did', 'VBD'),
 ("n't", 'RB'),
 ('feel', 'VB'),
 ('very', 'RB'),
 ('good', 'JJ'),
 ('.', '.')]

In [8]:

    

entities = nltk.chunk.ne_chunk(tagged)
entities


    

    




---------------------------------------------------------------------------
LookupError                               Traceback (most recent call last)
C:\ProgramData\Anaconda3\lib\site-packages\IPython\core\formatters.py in __call__(self, obj)
    309             method = get_real_method(obj, self.print_method)
    310             if method is not None:
--> 311                 return method()
    312             return None
    313         else:

C:\ProgramData\Anaconda3\lib\site-packages\nltk\tree.py in _repr_png_(self)
    728             _canvas_frame.print_to_file(in_path)
    729             _canvas_frame.destroy_widget(widget)
--> 730             subprocess.call([find_binary('gs', binary_names=['gswin32c.exe', 'gswin64c.exe'], env_vars=['PATH'], verbose=False)] +
    731                             '-q -dEPSCrop -sDEVICE=png16m -r90 -dTextAlphaBits=4 -dGraphicsAlphaBits=4 -dSAFER -dBATCH -dNOPAUSE -sOutputFile={0:} {1:}'
    732                             .format(out_path, in_path).split())

C:\ProgramData\Anaconda3\lib\site-packages\nltk\__init__.py in find_binary(name, path_to_bin, env_vars, searchpath, binary_names, url, verbose)
    602                 binary_names=None, url=None, verbose=False):
    603     return next(find_binary_iter(name, path_to_bin, env_vars, searchpath,
--> 604                                  binary_names, url, verbose))
    605 
    606 def find_jar_iter(name_pattern, path_to_jar=None, env_vars=(),

C:\ProgramData\Anaconda3\lib\site-packages\nltk\__init__.py in find_binary_iter(name, path_to_bin, env_vars, searchpath, binary_names, url, verbose)
    596     """
    597     for file in  find_file_iter(path_to_bin or name, env_vars, searchpath, binary_names,
--> 598                      url, verbose):
    599         yield file
    600 

C:\ProgramData\Anaconda3\lib\site-packages\nltk\__init__.py in find_file_iter(filename, env_vars, searchpath, file_names, url, verbose, finding_dir)
    567                         (filename, url))
    568         div = '='*75
--> 569         raise LookupError('\n\n%s\n%s\n%s' % (div, msg, div))
    570 
    571 

LookupError: 

===========================================================================
NLTK was unable to find the gs file!
Use software specific configuration paramaters or set the PATH environment variable.
===========================================================================





    
Out[8]:





Tree('S', [('At', 'IN'), ('eight', 'CD'), ("o'clock", 'NN'), ('on', 'IN'), ('Thursday', 'NNP'), ('morning', 'NN'), Tree('PERSON', [('Arthur', 'NNP')]), ('did', 'VBD'), ("n't", 'RB'), ('feel', 'VB'), ('very', 'RB'), ('good', 'JJ'), ('.', '.')])

In [9]:

    

from nltk.corpus import treebank

t = treebank.parsed_sents('wsj_0001.mrg')[0]

t.draw()


    

In [10]:

    

from nltk.book import *


    

    




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

In [11]:

    

text1


    

    
Out[11]:





<Text: Moby Dick by Herman Melville 1851>

In [12]:

    

text1.concordance("monstrous")


    

    




Displaying 11 of 11 matches:
ong the former , one was of a most monstrous size . ... This came towards us , 
ON OF THE PSALMS . " Touching that monstrous bulk of the whale or ork we have r
ll over with a heathenish array of monstrous clubs and spears . Some were thick
d as you gazed , and wondered what monstrous cannibal and savage could ever hav
that has survived the flood ; most monstrous and most mountainous ! That Himmal
they might scout at Moby Dick as a monstrous fable , or still worse and more de
th of Radney .'" CHAPTER 55 Of the Monstrous Pictures of Whales . I shall ere l
ing Scenes . In connexion with the monstrous pictures of whales , I am strongly
ere to enter upon those still more monstrous stories of them which are to be fo
ght have been rummaged out of this monstrous cabinet there is no telling . But 
of Whale - Bones ; for Whales of a monstrous size are oftentimes cast up dead u

In [13]:

    

text1.similar("monstrous")


    

    




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

In [14]:

    

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


    

    




a_pretty am_glad a_lucky is_pretty be_glad

In [15]:

    

text3.generate('luck')


    

In [16]:

    

text3.count('smote') / len(text3)


    

    
Out[16]:





0.00011169689929407559

In [17]:

    

len(text3) / len(set(text3))


    

    
Out[17]:





16.050197203298673

In [18]:

    

from pandas import DataFrame
import pandas as pd
d = ['pets insurance','pets insure','pet insurance','pet insur','pet insurance"','pet insu']
df = DataFrame(d)
df.columns = ['Words']
df


    

    
Out[18]:







  

    

      

      
Words
    
  
  

    

      
0
      
pets insurance
    
    

      
1
      
pets insure
    
    

      
2
      
pet insurance
    
    

      
3
      
pet insur
    
    

      
4
      
pet insurance"
    
    

      
5
      
pet insu
    
  

In [19]:

    

# 去除标点符号等特殊字符的正则表达式分词器

from nltk.stem import WordNetLemmatizer
from nltk.tokenize import word_tokenize 
from nltk.stem.porter import *

stemmer = PorterStemmer()

wnl = WordNetLemmatizer()

tokenizer = nltk.RegexpTokenizer(r'w+')

df["Stemming Words"] = ""
df["Count"] = 1

j = 0
while (j <= 5):
    for word in word_tokenize(df["Words"][j]):  # 分词
        df["Stemming Words"][j] = df["Stemming Words"][j] + " " + stemmer.stem(word)  # stemming
    j=j + 1
df


    

    




C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:19: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy






    
Out[19]:







  

    

      

      
Words
      
Stemming Words
      
Count
    
  
  

    

      
0
      
pets insurance
      
pet insur
      
1
    
    

      
1
      
pets insure
      
pet insur
      
1
    
    

      
2
      
pet insurance
      
pet insur
      
1
    
    

      
3
      
pet insur
      
pet insur
      
1
    
    

      
4
      
pet insurance"
      
pet insur ''
      
1
    
    

      
5
      
pet insu
      
pet insu
      
1
    
  

In [20]:

    

wnl.lemmatize('left')


    

    
Out[20]:





'left'

In [21]:

    

tokenizer.tokenize( ' pets insur ')


    

    
Out[21]:





[]

In [22]:

    

uniqueWords = df.groupby(['Stemming Words'], as_index = False).sum()
uniqueWords


    

    
Out[22]:







  

    

      

      
Stemming Words
      
Count
    
  
  

    

      
0
      
pet insu
      
1
    
    

      
1
      
pet insur
      
4
    
    

      
2
      
pet insur ''
      
1
    
  

In [23]:

    

# Levenshtein edit-distance 有很多不同的计算距离的方法

from nltk.metrics import edit_distance
minDistance = 0.8
distance = -1
lastWord = ""
j = 0
while (j < 1):
    lastWord = uniqueWords["Stemming Words"][j]
    distance = edit_distance(uniqueWords["Stemming Words"][j], uniqueWords["Stemming Words"][j + 1])
    if (distance > minDistance):
        uniqueWords["Stemming Words"][j] = uniqueWords["Stemming Words"][j + 1]
    j += 1
uniqueWords


    

    




C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:12: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  if sys.path[0] == '':






    
Out[23]:







  

    

      

      
Stemming Words
      
Count
    
  
  

    

      
0
      
pet insur
      
1
    
    

      
1
      
pet insur
      
4
    
    

      
2
      
pet insur ''
      
1
    
  

In [24]:

    

uniqueWords = uniqueWords.groupby(['Stemming Words'], as_index = False).sum()
uniqueWords


    

    
Out[24]:







  

    

      

      
Stemming Words
      
Count
    
  
  

    

      
0
      
pet insur
      
5
    
    

      
1
      
pet insur ''
      
1
    
  

In [25]:

    

from nltk.corpus import stopwords

stoplist = stopwords.words('english')
text = "This is just a test"
cleanwordlist = [word for word in text.split() if word not in stoplist]
print(cleanwordlist)


    

    




['This', 'test']

In [26]:

    

from nltk.metrics import edit_distance
print(edit_distance("rain", "rainbow"))


    

    




3

In [27]:

    

# 4.4 不同的解析器类型
# 4.4.1 递归下降解析器
# 4.4.2 移位-规约解析器
# 4.4.3 图表解析器
# 4.4.4 正则表达式解析器
import nltk
from nltk.chunk.regexp import *
chunk_rules = ChunkRule("<.*>+", "chunk everything")
reg_parser = RegexpParser('''
NP: {<DT>? <JJ>* <NN>*} # NP
P: {<IN>}               # Preposition
V: {<V.*>}              # Verb
PP: {<P> <NP>}          # PP -> P NP
VP: {<V> <NP|PP>*}      # VP -> V (NP|PP)*
''')
test_sent = "Mr. Obama played a big role in the Health insurance bill"
test_sent_pos = nltk.pos_tag(nltk.word_tokenize(test_sent))
paresed_out = reg_parser.parse(test_sent_pos)
print(paresed_out)


    

    




(S
  Mr./NNP
  Obama/NNP
  (VP
    (V played/VBD)
    (NP a/DT big/JJ role/NN)
    (PP (P in/IN) (NP the/DT)))
  Health/NNP
  (NP insurance/NN bill/NN))

In [28]:

    

# 4.5 依存性文本解析(dependency parsing, DP)
# 基于概率的投射依存性解析器(probabilistic, projective dependency parser)
from nltk.parse.stanford import StanfordParser
# https://nlp.stanford.edu/software/stanford-parser-full-2017-06-09.zip
english_parser = StanfordParser()
english_parser.raw_parse_sents(("this is the english parser test"))


    

    




---------------------------------------------------------------------------
LookupError                               Traceback (most recent call last)
<ipython-input-28-a8c25797f1ee> in <module>()
      3 from nltk.parse.stanford import StanfordParser
      4 # https://nlp.stanford.edu/software/stanford-parser-full-2017-06-09.zip
----> 5 english_parser = StanfordParser()
      6 english_parser.raw_parse_sents(("this is the english parser test"))

C:\ProgramData\Anaconda3\lib\site-packages\nltk\parse\stanford.py in __init__(self, path_to_jar, path_to_models_jar, model_path, encoding, verbose, java_options, corenlp_options)
     50                 verbose=verbose, is_regex=True
     51             ),
---> 52             key=lambda model_path: os.path.dirname(model_path)
     53         )
     54 

C:\ProgramData\Anaconda3\lib\site-packages\nltk\__init__.py in find_jar_iter(name_pattern, path_to_jar, env_vars, searchpath, url, verbose, is_regex)
    714                     (name_pattern, url))
    715         div = '='*75
--> 716         raise LookupError('\n\n%s\n%s\n%s' % (div, msg, div))
    717 
    718 def find_jar(name_pattern, path_to_jar=None, env_vars=(),

LookupError: 

===========================================================================
  NLTK was unable to find stanford-parser\.jar! Set the CLASSPATH
  environment variable.

  For more information, on stanford-parser\.jar, see:
    <https://nlp.stanford.edu/software/lex-parser.shtml>
===========================================================================

In [29]:

    

%pwd


    

    
Out[29]:





'C:\\zhang\\projects\\small\\tensor__cpu\\NLTK'

In [30]:

    

from nltk.corpus import stopwords
from nltk.stem import WordNetLemmatizer
import csv
def preprocessing(text):
    #text = text.decode("utf8")
    # tokenize into words
    tokens = [word for sent in nltk.sent_tokenize(text) for word in nltk.word_tokenize(sent)]
    # remove stopwords
    stop = stopwords.words('english')
    tokens = [token for token in tokens if token not in stop]
    # remove words less than three letters
    tokens = [word for word in tokens if len(word) >= 3]
    # lower capitalization
    tokens = [word.lower() for word in tokens]
    # lemmatize
    lmtzr = WordNetLemmatizer()
    tokens = [lmtzr.lemmatize(word) for word in tokens]
    preprocessed_text = ' '.join(tokens)
    return preprocessed_text


    

In [31]:

    

sms = open('./Machine-Learning-with-R-datasets-master/SMSSpamCollection.txt', encoding='utf8') # check the structure of this file!
sms_data = []
sms_labels = []
csv_reader = csv.reader(sms, delimiter = '\t')
for line in csv_reader:
    # adding the sms_id
    sms_labels.append(line[0])
    # adding the cleaned text We are calling preprocessing method
    sms_data.append(preprocessing(line[1]))
sms.close()


    

In [32]:

    

# 6.3 采样操作
import sklearn
import numpy as np
trainset_size = int(round(len(sms_data)*0.70))
# i chose this threshold for 70:30 train and test split.
print('The training set size for this classifier is ' + str(trainset_size) + '\n')
x_train = np.array([''.join(el) for el in sms_data[0: trainset_size]])
y_train = np.array([el for el in sms_labels[0: trainset_size]])
x_test = np.array([''.join(el) for el in sms_data[trainset_size+1:len(sms_data)]])
y_test = np.array([el for el in sms_labels[trainset_size+1:len(sms_labels)]])
         #or el in sms_labels[trainset_size+1:len(sms_labels)]

print(x_train)
print(y_train)

from sklearn.feature_extraction.text import CountVectorizer
sms_exp = []
for line in sms_data:
    sms_exp.append(preprocessing(line))
vectorizer = CountVectorizer(min_df = 1, encoding='utf-8')
X_exp = vectorizer.fit_transform(sms_exp)
print("||".join(vectorizer.get_feature_names()))
print(X_exp.toarray())

from sklearn.feature_extraction.text import TfidfVectorizer
vectorizer = TfidfVectorizer(min_df = 2, ngram_range=(1, 2),
                             stop_words = 'english', strip_accents = 'unicode', norm = 'l2')
X_train = vectorizer.fit_transform(x_train)
X_test = vectorizer.transform(x_test)


    

    




The training set size for this classifier is 3900

[ 'jurong point crazy.. available bugis great world buffet ... cine got amore wat ...'
 'lar ... joking wif oni ...'
 'free entry wkly comp win cup final tkts 21st may 2005 text 87121 receive entry question std txt rate apply 08452810075over18'
 ...,
 'tell call 09066358152 claim £5000 prize enter mobile personal detail prompt careful'
 "thank you 've wonderful" 'otherwise part time job na-tuition..']
['ham' 'ham' 'spam' ..., 'spam' 'ham' 'ham']
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ds||town||toxic||toyota||track||trackmarque||trade||tradition||traffic||train||trained||training||trainners||tram||tranquility||transaction||transcribing||transfer||transfered||transferred||transfr||transfred||transport||trash||trauma||trav||travel||traveling||travelled||travelling||treacle||treadmill||treasure||treat||treated||treatin||treble||tree||trek||trend||trial||tried||trip||triple||trishul||triumphed||trivia||tron||trouble||troubleshooting||trouser||truble||truck||true||true18||truffle||truly||truro||trust||trusting||truth||try||tryin||trying||tsandcs||tscs||tscs08714740323||tscs087147403231winawk||tsunami||ttyl||tue||tues||tuesday||tui||tuition||tul||tulip||tunde||tune||tunji||turkey||turn||turned||turning||tuth||tv||twat||twelve||twenty||twice||twiggs||twilight||twin||twinks||twittering||two||txt||txt250||txt43||txt82228||txtauction||txtin||txting||txtno||txts||txtstar||txtstop||txttowin||txtx||tyler||type||typical||tyrone||u2moro||uawake||ubandu||ubi||ugadi||ugh||ugo||uhhhhrmm||uin||ujhhhhhhh||uk||ukp||ultimate||ultimately||ultimatum||umma||ummifying||ummma||ummmmmaah||un||unable||unbelievable||unbreakable||unclaimed||uncle||uncomfortable||unconditionally||unconscious||unconsciously||unconvinced||uncountable||uncut||underdtand||understand||understanding||understood||underwear||undrstnd||undrstndng||unemployed||uneventful||unfolds||unfortunately||unfortuntly||unhappiness||unhappy||uni||unicef||uniform||unintentional||unintentionally||unique||unit||united||univ||university||unjalur||unkempt||unknown||unless||unlike||unlimited||unmits||unnecessarily||unni||unrecognized||unredeemed||unsecured||unsold||unspoken||unsub||unsubscribe||unsubscribed||untamed||unusual||up||up4||upcharge||upd8||updat||update||update_now||upgrade||upgrading||upgrdcentre||upload||uploaded||upon||upping||ups||upset||upstairs||upto||uptown||urawinner||ure||urfeeling||urgent||urgently||urgh||urgnt||urgoin||urgran||urination||url||urmom||urn||urself||us||usa||usb||usc||use||used||useful||useless||user||usf||usher||using||usmle||usps||usual||usually||uterus||utter||uttered||uup||uve||uwana||uwant||uworld||vaazhthukkal||vague||vaguely||vale||valentine||valid||valid12hrs||valuable||value||valued||valuing||varaya||vargu||various||varma||varunnathu||vary||vasai||vat||vatian||vava||vco||vday||ve||vega||vegetable||veggie||vehicle||velachery||velly||velusamy||venaam||venugopal||verified||verify||verifying||version||versus||very||vettam||vewy||via||vibrant||vibrate||vibrator||vic||victor||victoria||vid||video||videochat||videophones||videosound||videosounds||view||vijay||vijaykanth||vikky||vilikkam||vill||villa||village||vinobanagar||violated||violence||violet||vip||vipclub4u||virgil||virgin||virtual||visa||visionsms||visit||visiting||visitor||vital||vitamin||viva||vivek||vivekanand||vl||voda||vodafone||vodka||voice||voicemail||voila||volcano||vomit||vomitin||vomiting||vote||voted||vouch4me||voucher||vouchers||vpod||vry||vs||vth||w1||w111wx||w14rg||w1a||w1j||w1j6hl||w1jhl||w1t1jy||w45wq||w8in||wa14||waaaat||wad||wadebridge||wah||wahala||wahay||waheed||waheeda||wahleykkum||waht||wait||waited||waitin||waiting||wake||waking||wale||waliking||walk||walkabout||walked||walkin||walking||wall||wallet||wallpaper||walmart||walsall||wamma||wan||wan2||wana||wannatell||want||want2come||wanted||wanting||wap||waqt||warm||warming||warned||warner||warning||warranty||warwick||washob||wasn||wasnt||waste||wasted||wasting||wat||watch||watched||watchin||watching||watchng||water||watever||watevr||wating||watr||wats||watt||wave||wavering||way||way2sms||waz||wc1n||wc1n3xx||we||weak||weakness||weapon||wear||wearing||weasel||weaseling||weather||web||web2mobile||webadres||webeburnin||webpage||website||wed||weddin||wedding||weddingfriend||wedlunch||wednesday||wee||weed||week||weekday||weekend||weekly||weigh||weighed||weight||weightloss||weird||weirdest||weirdo||weirdy||weiyi||welcome||well||wellda||welp||wen||wendy||wenever||went||wenwecan||wer||were||werebored||werethe||wesley||west||western||westlife||westonzoyland||westshore||wet||wetherspoons||wewa||whassup||what||whatever||whats||whatsup||wheat||wheel||wheellock||when||whenever||whenevr||whens||where||whereare||wherever||wherevr||wherre||whether||whilltake||whispers||white||whn||whoever||whole||whore||whose||whr||why||wicked||wicket||wicklow||wid||widelive||wif||wife||wifi||wihtuot||wikipedia||wil||wild||wildest||wildlife||will||willing||willpower||win||win150ppmx3age16||wind||window||windy||wine||wined||wing||wining||winner||winnersclub||winning||winterstone||wipe||wipro||wire3||wisdom||wise||wish||wisheds||wishin||wishing||wishlist||wiskey||wit||with||withdraw||wither||within||without||witin||witot||witout||wiv||wizzle||wk||wkend||wkent||wkg||wkly||wknd||wks||wlcome||wld||wml||wnevr||wnt||woah||wocay||woke||woken||woman||womdarfull||wondar||wondarfull||wonder||wonderful||wondering||wont||woo||wood||woodland||woohoo||woot||woould||woozles||worc||word||words||work||workage||workand||workin||working||workout||worl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[[0 0 0 ..., 0 0 0]
 [0 0 0 ..., 0 0 0]
 [0 0 0 ..., 0 0 0]
 ..., 
 [0 0 0 ..., 0 0 0]
 [0 0 0 ..., 0 0 0]
 [0 0 0 ..., 0 0 0]]

In [33]:

    

# 6.3.1 朴素贝叶斯法

from sklearn.naive_bayes import MultinomialNB
from sklearn.metrics import confusion_matrix
from sklearn.metrics import classification_report

clf = MultinomialNB().fit(X_train, y_train)
y_nb_predicted = clf.predict(X_test)
print(y_nb_predicted)
print('\n confusion_matrix \n')
#cm = confusion_matrix(y_test, y_pred)
cm = confusion_matrix(y_test, y_nb_predicted)
print(cm)
print('\n Here is the classification report:')
print(classification_report(y_test, y_nb_predicted))

feature_names = vectorizer.get_feature_names()
coefs = clf.coef_
intercept = clf.intercept_
coefs_with_fns = sorted(zip(clf.coef_[0], feature_names))
n = 10
top = zip(coefs_with_fns[:n], coefs_with_fns[:-(n + 1):-1])
for (coef_1, fn_1), (coef_2, fn_2) in top:
    print('\t%.4f\t%-15s\t\t%.4f\t%-15s' %(coef_1, fn_1, coef_2, fn_2))


    

    




['ham' 'ham' 'ham' ..., 'ham' 'ham' 'ham']

 confusion_matrix 

[[1443    0]
 [  52  176]]

 Here is the classification report:
             precision    recall  f1-score   support

        ham       0.97      1.00      0.98      1443
       spam       1.00      0.77      0.87       228

avg / total       0.97      0.97      0.97      1671

	-9.0054	15             		-5.9355	free           
	-9.0054	1hr            		-6.1671	txt            
	-9.0054	1st lovely     		-6.2624	text           
	-9.0054	2go            		-6.3697	claim          
	-9.0054	2morrow        		-6.4459	stop           
	-9.0054	2mrw           		-6.4544	mobile         
	-9.0054	2nd inning     		-6.5163	reply          
	-9.0054	2nd sm         		-6.5269	prize          
	-9.0054	30             		-6.5440	service        
	-9.0054	30 want        		-6.5837	tone           

In [34]:

    

# 6.3.2 决策树
from sklearn import tree
clf = tree.DecisionTreeClassifier().fit(X_train.toarray(), y_train)
y_tree_predicted = clf.predict(X_test.toarray())
print(y_tree_predicted)
print('\n Here is the classification report:')
print(classification_report(y_test, y_tree_predicted))


    

    




['ham' 'ham' 'ham' ..., 'ham' 'spam' 'ham']

 Here is the classification report:
             precision    recall  f1-score   support

        ham       0.97      0.98      0.97      1443
       spam       0.87      0.80      0.83       228

avg / total       0.95      0.96      0.95      1671

In [35]:

    

# 6.3.3 随机梯度下降法
from sklearn.linear_model import SGDClassifier
from sklearn.metrics import confusion_matrix
clf = SGDClassifier(alpha = 0.0001, n_iter=50).fit(X_train, y_train)
y_pred = clf.predict(X_test)
print('\n Here is the classification report:')
print(classification_report(y_test, y_pred))
print(' \n confusion_matrix \n')
cm = confusion_matrix(y_test, y_pred)
print(cm)


    

    




 Here is the classification report:
             precision    recall  f1-score   support

        ham       0.99      1.00      0.99      1443
       spam       0.97      0.91      0.94       228

avg / total       0.98      0.98      0.98      1671

 
 confusion_matrix 

[[1436    7]
 [  20  208]]

In [36]:

    

# 6.3.4 逻辑回归
# 6.3.5 支持向量机
from sklearn.svm import LinearSVC
svm_classifier = LinearSVC().fit(X_train, y_train)
y_svm_predicted = svm_classifier.predict(X_test)
print('\n Here is the classification report:')
print(classification_report(y_test, y_svm_predicted))
cm = confusion_matrix(y_test, y_pred)
print(cm)


    

    




 Here is the classification report:
             precision    recall  f1-score   support

        ham       0.98      1.00      0.99      1443
       spam       0.97      0.89      0.93       228

avg / total       0.98      0.98      0.98      1671

[[1436    7]
 [  20  208]]

In [37]:

    

# 6.4 随机森林
from sklearn.ensemble import RandomForestClassifier
RF_clf = RandomForestClassifier(n_estimators=10).fit(X_train, y_train)
predicted = RF_clf.predict(X_test)
print('\n Here is the classification report:')
print(classification_report(y_test, predicted))
cm = confusion_matrix(y_test, y_pred)
print(cm)


    

    




 Here is the classification report:
             precision    recall  f1-score   support

        ham       0.97      1.00      0.98      1443
       spam       0.98      0.80      0.88       228

avg / total       0.97      0.97      0.97      1671

[[1436    7]
 [  20  208]]

In [38]:

    

# 6.5 文本聚类
# K 均值法
from sklearn.cluster import KMeans, MiniBatchKMeans
from collections import defaultdict
true_k = 5
km = KMeans(n_clusters = true_k, init='k-means++', max_iter=100, n_init= 1)
kmini = MiniBatchKMeans(n_clusters=true_k, init='k-means++', n_init=1, init_size=1000, batch_size=1000, verbose=2)
km_model = km.fit(X_train)
kmini_model = kmini.fit(X_train)
print("For K-mean clustering ")
clustering = defaultdict(list)
for idx, label in enumerate(km_model.labels_):
    clustering[label].append(idx)
print("For K-mean Mini batch clustering ")
clustering = defaultdict(list)
for idx, label in enumerate(kmini_model.labels_):
    clustering[label].append(idx)


    

    




Init 1/1 with method: k-means++
Inertia for init 1/1: 963.147701
Minibatch iteration 1/400: mean batch inertia: 0.971154, ewa inertia: 0.971154 
Minibatch iteration 2/400: mean batch inertia: 0.962776, ewa inertia: 0.966859 
Minibatch iteration 3/400: mean batch inertia: 0.966800, ewa inertia: 0.966829 
Minibatch iteration 4/400: mean batch inertia: 0.974211, ewa inertia: 0.970614 
Minibatch iteration 5/400: mean batch inertia: 0.966033, ewa inertia: 0.968265 
Minibatch iteration 6/400: mean batch inertia: 0.962023, ewa inertia: 0.965065 
Minibatch iteration 7/400: mean batch inertia: 0.964243, ewa inertia: 0.964644 
Minibatch iteration 8/400: mean batch inertia: 0.968117, ewa inertia: 0.966424 
Minibatch iteration 9/400: mean batch inertia: 0.964304, ewa inertia: 0.965337 
Minibatch iteration 10/400: mean batch inertia: 0.969753, ewa inertia: 0.967601 
Minibatch iteration 11/400: mean batch inertia: 0.959598, ewa inertia: 0.963498 
Minibatch iteration 12/400: mean batch inertia: 0.960694, ewa inertia: 0.962061 
Minibatch iteration 13/400: mean batch inertia: 0.960136, ewa inertia: 0.961074 
Minibatch iteration 14/400: mean batch inertia: 0.964073, ewa inertia: 0.962612 
Minibatch iteration 15/400: mean batch inertia: 0.967537, ewa inertia: 0.965137 
Minibatch iteration 16/400: mean batch inertia: 0.966070, ewa inertia: 0.965615 
Minibatch iteration 17/400: mean batch inertia: 0.966307, ewa inertia: 0.965970 
Minibatch iteration 18/400: mean batch inertia: 0.958798, ewa inertia: 0.962293 
Minibatch iteration 19/400: mean batch inertia: 0.974503, ewa inertia: 0.968553 
Minibatch iteration 20/400: mean batch inertia: 0.963739, ewa inertia: 0.966085 
Minibatch iteration 21/400: mean batch inertia: 0.955223, ewa inertia: 0.960516 
Minibatch iteration 22/400: mean batch inertia: 0.964030, ewa inertia: 0.962318 
Minibatch iteration 23/400: mean batch inertia: 0.966534, ewa inertia: 0.964479 
Minibatch iteration 24/400: mean batch inertia: 0.960414, ewa inertia: 0.962395 
Minibatch iteration 25/400: mean batch inertia: 0.959469, ewa inertia: 0.960895 
Minibatch iteration 26/400: mean batch inertia: 0.963376, ewa inertia: 0.962167 
Minibatch iteration 27/400: mean batch inertia: 0.961767, ewa inertia: 0.961962 
Minibatch iteration 28/400: mean batch inertia: 0.956419, ewa inertia: 0.959120 
Minibatch iteration 29/400: mean batch inertia: 0.957664, ewa inertia: 0.958373 
Minibatch iteration 30/400: mean batch inertia: 0.963108, ewa inertia: 0.960801 
Minibatch iteration 31/400: mean batch inertia: 0.954683, ewa inertia: 0.957665 
Minibatch iteration 32/400: mean batch inertia: 0.967910, ewa inertia: 0.962917 
Minibatch iteration 33/400: mean batch inertia: 0.967625, ewa inertia: 0.965331 
Minibatch iteration 34/400: mean batch inertia: 0.973508, ewa inertia: 0.969523 
Minibatch iteration 35/400: mean batch inertia: 0.968579, ewa inertia: 0.969039 
Minibatch iteration 36/400: mean batch inertia: 0.964108, ewa inertia: 0.966511 
Minibatch iteration 37/400: mean batch inertia: 0.961170, ewa inertia: 0.963773 
Minibatch iteration 38/400: mean batch inertia: 0.969913, ewa inertia: 0.966921 
Minibatch iteration 39/400: mean batch inertia: 0.955693, ewa inertia: 0.961165 
Minibatch iteration 40/400: mean batch inertia: 0.964737, ewa inertia: 0.962996 
Minibatch iteration 41/400: mean batch inertia: 0.956047, ewa inertia: 0.959433 
Converged (lack of improvement in inertia) at iteration 41/400
Computing label assignment and total inertia
For K-mean clustering 
For K-mean Mini batch clustering 

In [40]:

    

# 6.6 文本中的主题建模
# https://pypi.python.org/pypi/gensim#downloads
import gensim
from gensim import corpora, models, similarities
from itertools import chain
import nltk
from nltk.corpus import stopwords
from operator import itemgetter
import re
documents = [document for document in sms_data]
stoplist = stopwords.words('english')
texts = [[word for word in document.lower().split() if word not in stoplist] for document in documents]
print(texts)


dictionary = corpora.Dictionary(texts)
corpus = [dictionary.doc2bow(text) for text in texts]
tfidf = models.TfidfModel(corpus)
corpus_tfidf = tfidf[corpus]
lsi = models.LsiModel(corpus_tfidf, id2word = dictionary, num_topics = 100)
# print(lsi.print_topics(20))
n_topics = 5
lda = models.LdaModel(corpus_tfidf, id2word = dictionary, num_topics = n_topics)
for i in range(0, n_topics):
    temp = lda.show_topic(i, 10)
    terms = []
    for term in temp:
        terms.append(str(term[0]))
    print("Top 10 terms for topic #" + str(i) + ": " + ",".join(terms))


    

    




[['jurong', 'point', 'crazy..', 'available', 'bugis', 'great', 'world', 'buffet', '...', 'cine', 'got', 'amore', 'wat', '...'], ['lar', '...', 'joking', 'wif', 'oni', '...'], ['free', 'entry', 'wkly', 'comp', 'win', 'cup', 'final', 'tkts', '21st', 'may', '2005', 'text', '87121', 'receive', 'entry', 'question', 'std', 'txt', 'rate', 'apply', '08452810075over18'], ['dun', 'say', 'early', 'hor', '...', 'already', 'say', '...'], ['nah', "n't", 'think', 'go', 'usf', 'life', 'around', 'though'], ['freemsg', 'hey', 'darling', 'week', 'word', 'back', 'like', 'fun', 'still', 'xxx', 'std', 'chgs', 'send', '£1.50', 'rcv'], ['even', 'brother', 'like', 'speak', 'treat', 'like', 'aid', 'patent'], ['per', 'request', "'melle", 'melle', 'oru', 'minnaminunginte', 'nurungu', 'vettam', 'set', 'callertune', 'caller', 'press', 'copy', 'friend', 'callertune'], ['winner', 'valued', 'network', 'customer', 'selected', 'receivea', '£900', 'prize', 'reward', 'claim', 'call', '09061701461', 'claim', 'code', 'kl341', 'valid', 'hour'], ['mobile', 'month', 'entitled', 'update', 'latest', 'colour', 'mobile', 'camera', 'free', 'call', 'mobile', 'update', 'free', '08002986030'], ['gon', 'home', 'soon', "n't", 'want', 'talk', 'stuff', 'anymore', 'tonight', "'ve", 'cried', 'enough', 'today'], ['six', 'chance', 'win', 'cash', '100', '20,000', 'pound', 'txt', 'csh11', 'send', '87575', 'cost', '150p/day', '6days', '16+', 'tsandcs', 'apply', 'reply', 'info'], ['urgent', 'week', 'free', 'membership', '£100,000', 'prize', 'jackpot', 'txt', 'word', 'claim', '81010', 'www.dbuk.net', 'lccltd', 'pobox', '4403ldnw1a7rw18'], ["'ve", 'searching', 'right', 'word', 'thank', 'breather', 'promise', 'wont', 'take', 'help', 'granted', 'fulfil', 'promise', 'wonderful', 'blessing', 'time'], ['date', 'sunday'], ['xxxmobilemovieclub', 'use', 'credit', 'click', 'wap', 'link', 'next', 'txt', 'message', 'click', 'http', '//wap', 'xxxmobilemovieclub.com', 'n=qjkgighjjgcbl'], ['...', 'watching'], ['remember', 'spell', 'name', '...', 'yes', 'naughty', 'make', 'wet'], ['fine', 'that\x92s', 'way', 'feel', 'that\x92s', 'way', 'gota'], ['england', 'macedonia', 'dont', 'miss', 'goals/team', 'news', 'txt', 'national', 'team', '87077', 'england', '87077', 'try', 'wale', 'scotland', '4txt/ú1.20', 'poboxox36504w45wq', '16+'], ['seriously', 'spell', 'name'], ['going', 'try', 'month', 'joking'], ['pay', 'first', 'lar', '...', 'stock', 'comin', '...'], ['aft', 'finish', 'lunch', 'str', 'lor', 'ard', 'smth', 'lor', 'finish', 'lunch', 'already'], ['ffffffffff', 'alright', 'way', 'meet', 'sooner'], ['forced', 'eat', 'slice', 'really', 'hungry', 'tho', 'suck', 'mark', 'getting', 'worried', 'know', 'sick', 'turn', 'pizza', 'lol'], ['lol', 'always', 'convincing'], ['catch', 'bus', 'frying', 'egg', 'make', 'tea', 'eating', 'mom', 'left', 'dinner', 'feel', 'love'], ['back', 'amp', "'re", 'packing', 'car', "'ll", 'let', 'know', 'room'], ['ahhh', 'work', 'vaguely', 'remember', 'feel', 'like', 'lol'], ['wait', 'still', 'clear', 'sure', 'sarcastic', "n't", 'want', 'live'], ['yeah', 'got', 'apologetic', 'fallen', 'actin', 'like', 'spoilt', 'child', 'got', 'caught', 'till', "n't", 'badly', 'cheer'], ['tell', 'anything'], ['fear', 'fainting', 'housework', 'quick', 'cuppa'], ['thanks', 'subscription', 'ringtone', 'mobile', 'charged', '£5/month', 'please', 'confirm', 'replying', 'yes', 'reply', 'charged'], ['yup', '...', 'home', 'look', 'timing', 'msg', '...', 'xuhui', 'going', 'learn', '2nd', 'may', 'lesson', '8am'], ['oops', "'ll", 'let', 'know', 'roommate', 'done'], ['see', 'letter', 'car'], ['anything', 'lor', '...', 'decide', '...'], ['hello', 'saturday', 'texting', 'see', 'decided', 'anything', 'tomo', 'trying', 'invite', 'anything'], ['pls', 'ahead', 'watt', 'wanted', 'sure', 'great', 'weekend', 'abiola'], ['forget', 'tell', 'want', 'need', 'crave', '...', '...', 'love', 'sweet', 'arabian', 'steed', '...', 'mmmmmm', '...', 'yummy'], ['07732584351', 'rodger', 'burn', 'msg', 'tried', 'call', 'reply', 'sm', 'free', 'nokia', 'mobile', 'free', 'camcorder', 'please', 'call', '08000930705', 'delivery', 'tomorrow'], ['seeing'], ['great', 'hope', 'like', 'man', 'well', 'endowed', 'inch', '...'], ['calls..messages..missed', 'call'], ["n't", 'get', 'hep', 'immunisation', 'nigeria'], ['fair', 'enough', 'anything', 'going'], ['yeah', 'hopefully', 'tyler', "n't", 'could', 'maybe', 'ask', 'around', 'bit'], ["n't", 'know', 'stubborn', "n't", 'even', 'want', 'hospital', 'kept', 'telling', 'mark', 'weak', 'sucker', 'hospital', 'weak', 'sucker'], ['thinked', 'first', 'time', 'saw', 'class'], ['gram', 'usually', 'run', 'like', 'half', 'eighth', 'smarter', 'though', 'get', 'almost', 'whole', 'second', 'gram'], ['fyi', 'ride', 'early', 'tomorrow', 'morning', 'crashing', 'place', 'tonight'], ['wow', 'never', 'realized', 'embarassed', 'accomodations', 'thought', 'liked', 'since', 'best', 'could', 'always', 'seemed', 'happy', 'cave', 'sorry', "n't", "n't", 'give', 'sorry', 'offered', 'sorry', 'room', 'embarassing'], ['sm', 'sptv', 'new', 'jersey', 'devil', 'detroit', 'red', 'wing', 'play', 'ice', 'hockey', 'correct', 'incorrect', 'end', 'reply', 'end', 'sptv'], ['know', 'mallika', 'sherawat', 'yesterday', 'find', 'url'], ['congrats', 'year', 'special', 'cinema', 'pas', 'call', '09061209465', 'suprman', 'matrix3', 'starwars3', 'etc', 'free', 'bx420-ip4-5we', '150pm', 'dont', 'miss'], ['sorry', "'ll", 'call', 'later', 'meeting'], ['tell', 'reached'], ['yes..gauti', 'sehwag', 'odi', 'series'], ['gon', 'pick', 'burger', 'way', 'home', "n't", 'even', 'move', 'pain', 'killing'], ['good', 'joke', 'girl', 'situation', 'seeker'], ['part', 'checking'], ['sorry', 'roommate', 'took', 'forever', 'come'], ['lar', 'double', 'check', 'wif', 'hair', 'dresser', 'already', 'said', 'wun', 'cut', 'short', 'said', 'cut', 'look', 'nice'], ['valued', 'customer', 'pleased', 'advise', 'following', 'recent', 'review', 'mob', 'awarded', '£1500', 'bonus', 'prize', 'call', '09066364589'], ['today', 'song', 'dedicated', 'day..', 'song', 'dedicate', 'send', 'valuable', 'frnds', 'first', 'rply', '...'], ['urgent', 'awarded', 'complimentary', 'trip', 'eurodisinc', 'trav', 'aco', 'entry41', '£1000', 'claim', 'txt', 'dis', '87121', '18+6*£1.50', 'morefrmmob', 'shracomorsglsuplt', 'ls1', '3aj'], ['hear', 'new', 'divorce', 'barbie', 'come', 'ken', 'stuff'], ['plane', 'give', 'month', 'end'], ['wah', 'lucky', 'man', '...', 'save', 'money', '...', 'hee', '...'], ['finished', 'class'], ['babe', 'home', 'wan', 'something'], ['k..k', 'performed'], ['call', '...'], ['waiting', 'machan', 'call', 'free'], ['thats', 'cool', 'gentleman', 'treat', 'dignity', 'respect'], ['like', 'people', 'much', 'shy'], ['doe', 'operate'], ['still', 'looking', 'job', 'much', 'earn'], ['sorry', "'ll", 'call', 'later'], ['call'], ['way', 'home'], ['place', 'man'], ['yup', 'next', 'stop'], ['call', 'later', "n't", 'network', 'urgnt', 'sm'], ['real', 'getting', 'need', 'ticket', 'one', 'jacket', 'done', 'already', 'used', 'multis'], ['yes', 'started', 'send', 'request', 'make', 'pain', 'came', 'back', 'back', 'bed', 'double', 'coin', 'factory', 'got', 'cash', 'nitros'], ['really', 'still', 'tonight', 'babe'], ['ela', 'kano.', 'download', 'come', 'wen', 'free..'], ['yeah', 'stand', 'close', 'tho-', 'catch', 'something'], ['sorry', 'pain', 'meet', 'another', 'night', 'spent', 'late', 'afternoon', 'casualty', 'mean', "n't", 'done', 'stuff42moro', 'includes', 'time', 'sheet', 'sorry'], ['smile', 'pleasure', 'smile', 'pain', 'smile', 'trouble', 'pours', 'like', 'rain', 'smile', 'sum1', 'hurt', 'smile', 'becoz', 'someone', 'still', 'love', 'see', 'smiling'], ['please', 'call', 'customer', 'service', 'representative', '0800', '169', '6031', '10am-9pm', 'guaranteed', '£1000', 'cash', '£5000', 'prize'], ['havent', 'planning', 'buy', 'later', 'check', 'already', 'lido', 'got', '530', 'show', 'afternoon', 'finish', 'work', 'already'], ['free', 'ringtone', 'waiting', 'collected', 'simply', 'text', 'password', 'mix', '85069', 'verify', 'get', 'usher', 'britney', 'fml', 'box', '5249', 'mk17', '92h', '450ppw'], ['watching', 'telugu', 'movie..wat', 'abt'], ['see', 'finish', 'load', 'loan', 'pay'], ['hols', 'yes', 'bit', 'run', 'forgot', 'hairdresser', 'appointment', 'four', 'need', 'get', 'home', 'shower', 'beforehand', 'doe', 'cause', 'prob'], ['see', 'cup', 'coffee', 'animation'], ['please', "n't", 'text', 'anymore', 'nothing', 'else', 'say'], ['okay', 'name', 'price', 'long', 'legal', 'wen', 'pick', 'ave'], ['still', 'looking', 'car', 'buy', 'gone', '4the', 'driving', 'test', 'yet'], ['per', 'request', "'melle", 'melle', 'oru', 'minnaminunginte', 'nurungu', 'vettam', 'set', 'callertune', 'caller', 'press', 'copy', 'friend', 'callertune'], ['wow', "'re", 'right', "n't", 'mean', 'guess', 'gave', 'boston', 'men', 'changed', 'search', 'location', 'nyc', 'something', 'changed', 'cuz', 'signin', 'page', 'still', 'say', 'boston'], ['umma', 'life', 'vava', 'umma', 'love', 'lot', 'dear'], ['thanks', 'lot', 'wish', 'birthday', 'thanks', 'making', 'birthday', 'truly', 'memorable'], ['aight', "'ll", 'hit', 'get', 'cash'], ['would', 'address', 'test', 'considering', 'computer', "n't", 'minecraft', 'server'], ['know', 'grumpy', 'old', 'people', 'mom', 'like', 'better', 'lying', 'always', 'one', 'play', 'joke', '...'], ['dont', 'worry', 'guess', 'busy'], ['plural', 'noun', 'research'], ['going', 'dinner.msg'], ['wif', 'co', 'like', 'try', 'new', 'thing', 'scared', 'dun', 'like', 'mah', 'co', 'said', 'loud'], ['gent', 'trying', 'contact', 'last', 'weekend', 'draw', 'show', '£1000', 'prize', 'guaranteed', 'call', '09064012160', 'claim', 'code', 'k52', 'valid', '12hrs', '150ppm'], ['openin', 'sentence', 'formal', '...', 'anyway', 'fine', 'juz', 'eatin', 'much', 'puttin', 'weight', '...', 'haha', '...', 'anythin', 'special', 'happened'], ['entered', 'cabin', 'said', 'happy', "b'day", 'bos', 'felt', 'special', 'askd', 'lunch', 'lunch', 'invited', 'apartment', 'went'], ['winner', 'specially', 'selected', 'receive', '£1000', 'holiday', 'flight', 'inc', 'speak', 'live', 'operator', 'claim', '0871277810910p/min', '18+'], ['goodo', 'yes', 'must', 'speak', 'friday', 'egg-potato', 'ratio', 'tortilla', 'needed'], ['hmm', '...', 'uncle', 'informed', 'paying', 'school', 'directly', 'pls', 'buy', 'food'], ['private', '2004', 'account', 'statement', '07742676969', 'show', '786', 'unredeemed', 'bonus', 'point', 'claim', 'call', '08719180248', 'identifier', 'code', '45239', 'expires'], ['urgent', 'mobile', 'awarded', '£2000', 'bonus', 'caller', 'prize', '5/9/03', 'final', 'try', 'contact', 'call', 'landline', '09064019788', 'box42wr29c', '150ppm'], ['new', 'address', '-apples', 'pair', 'malarky'], ['today', 'voda', 'number', 'ending', '7548', 'selected', 'receive', '350', 'award', 'match', 'please', 'call', '08712300220', 'quoting', 'claim', 'code', '4041', 'standard', 'rate', 'app'], ['going', 'sao', 'today', 'done'], ['predict', 'wat', 'time', "'ll", 'finish', 'buying'], ['good', 'stuff'], ['know', 'yetunde', "n't", 'sent', 'money', 'yet', 'sent', 'text', 'bother', 'sending', 'dont', 'involve', 'anything', "n't", 'imposed', 'anything', 'first', 'place', 'apologise'], ['room'], ['hey', 'girl', 'hope', 'well', 'del', 'bak', 'long', 'time', 'give', 'call', 'sum', 'time', 'lucyxx'], ['k..k', 'much', 'cost'], ['home'], ['dear', 'call', 'tmorrow.pls', 'accomodate'], ['first', 'answer', 'question'], ['sunshine', 'quiz', 'wkly', 'win', 'top', 'sony', 'dvd', 'player', 'know', 'country', 'algarve', 'txt', 'ansr', '82277', '£1.50', 'tyrone'], ['want', 'get', 'laid', 'tonight', 'want', 'real', 'dogging', 'location', 'sent', 'direct', 'mob', 'join', 'largest', 'dogging', 'network', 'txting', 'gravel', '69888', 'ec2a', '31p.msg', '150p'], ['haf', 'msn', 'yijue', 'hotmail.com'], ['call', 'meet'], ['check', 'room', 'befor', 'activity'], ["'ll", 'rcv', 'msg', 'chat', 'svc', 'free', 'hardcore', 'service', 'text', '69988', 'get', 'nothing', 'must', 'age', 'verify', 'network', 'try'], ['got', '...', 'lazy', 'type', '...', 'forgot', 'lect', '...', 'saw', 'pouch', 'like', 'nice', '...'], ['text', "'re", 'way'], ['sir', 'waiting', 'mail'], ['swt', 'thought', 'nver', 'get', 'tired', 'little', 'thing', 'lovable', 'persons..', 'coz..somtimes', 'little', 'thing', 'occupy', 'biggest', 'part', 'hearts..', 'gud', 'ni8'], ['know', 'pls', 'open', 'back'], ['yes', 'see', 'dot'], ['whats', 'staff', 'name', 'taking', 'class'], ['freemsg', "n't", 'replied', 'text', 'randy', 'sexy', 'female', 'live', 'local', 'luv', 'hear', 'netcollex', 'ltd', '08700621170150p', 'per', 'msg', 'reply', 'stop', 'end'], ['ummma.will', 'call', 'check', 'in.our', 'life', 'begin', 'qatar', 'pls', 'pray', 'hard'], ['k..i', 'deleted', 'contact'], ['sindu', 'got', 'job', 'birla', 'soft'], ['wine', 'flowing', 'nevering..'], ['yup', 'thk', 'cine', 'better', 'co', 'need', 'plaza', 'mah'], ['...', 'typical', 'reply', '...'], ['per', 'request', "'melle", 'melle', 'oru', 'minnaminunginte', 'nurungu', 'vettam', 'set', 'callertune', 'caller', 'press', 'copy', 'friend', 'callertune'], ['everywhere', 'dirt', 'floor', 'window', 'even', 'shirt', 'sometimes', 'open', 'mouth', 'come', 'flowing', 'dream', 'world', 'without', 'half', 'chore', 'time', 'joy', 'lot', 'show', 'i.ll', 'see', 'guess', 'like', 'thing', 'must', 'exist', 'like', 'rain', 'hail', 'mist', 'time', 'done', 'become', 'one'], ['aaooooright', 'work'], ['leaving', 'house', '...'], ['hello', 'love', 'get', 'interview', 'today', 'happy', 'good', 'boy', 'think', 'missing'], ['customer', 'service', 'annoncement', 'new', 'year', 'delivery', 'waiting', 'please', 'call', '07046744435', 'arrange', 'delivery'], ['winner', 'specially', 'selected', 'receive', '£1000', 'cash', 'holiday', 'flight', 'inc', 'speak', 'live', 'operator', 'claim', '0871277810810'], ['keep', 'safe', 'need', 'miss', 'already', 'envy', 'everyone', 'see', 'real', 'life'], ['new', 'car', 'house', 'parent', 'new', 'job', 'hand'], ['love', 'excited', 'day', 'spend', 'make', 'happy'], ['-pls', 'stop', 'bootydelious', '32/f', 'inviting', 'friend', 'reply', 'yes-434', 'no-434', 'see', 'www.sms.ac/u/bootydelious', 'stop', 'send', 'stop', 'frnd', '62468'], ['bangbabes', 'order', 'way', 'receive', 'service', 'msg', 'download', 'content', 'goto', 'wap', 'bangb', 'mobile', 'internet/service', 'menu'], ['place', 'point', 'culture', 'module', 'already'], ['urgent', 'trying', 'contact', 'last', 'weekend', 'draw', 'show', '£900', 'prize', 'guaranteed', 'call', '09061701939', 'claim', 'code', 's89', 'valid', '12hrs'], ['frnd', 'best', 'way', 'avoid', 'missunderstding', 'wit', 'beloved', 'one'], ['great', 'escape', 'fancy', 'bridge', 'need', 'lager', 'see', 'tomo'], ['yes', 'completely', 'form', 'clark', 'also', 'utter', 'waste'], ['sir', 'need', 'axis', 'bank', 'account', 'bank', 'address'], ['hmmm..', 'thk', 'sure', 'got', 'time', 'hop', 'ard', '...', 'free', 'abt', '...', 'muz', 'call', 'discus', 'liao', '...'], ['time', 'coming', 'later'], ['bloody', 'hell', 'cant', 'believe', 'forgot', 'surname', 'ill', 'give', 'clue', 'spanish', 'begin', '...'], ['well', 'gon', 'finish', 'bath', 'good', '...', 'fine', 'night'], ['let', 'know', "'ve", 'got', 'money', 'carlos', 'make', 'call'], ['still', 'going', 'mall'], ['turn', 'friend', 'staying', 'whole', 'show', "n't", 'back', 'til', 'feel', 'free', 'ahead', 'smoke', 'worth'], ['text', 'doesnt', 'reply', 'let', 'know', 'log'], ['spoke', 'maneesha', 'like', 'know', 'satisfied', 'experience', 'reply', 'toll', 'free', 'yes'], ['lifted', 'hope', 'offer', 'money', 'need', 'especially', 'end', 'month', 'approach', 'hurt', 'studying', 'anyways', 'gr8', 'weekend'], ['lol', 'trust'], ['gentleman', 'treat', 'dignity', 'respect'], ['guy', 'close'], ['going', 'nothing', 'great.bye'], ['hello', 'handsome', 'finding', 'job', 'lazy', 'working', 'towards', 'getting', 'back', 'net', 'mummy', 'boytoy', 'doe', 'miss'], ['haha', 'awesome', 'minute'], ['please', 'call', 'customer', 'service', 'representative', 'freephone', '0808', '145', '4742', '9am-11pm', 'guaranteed', '£1000', 'cash', '£5000', 'prize'], ['got', 'xmas', 'radio', 'time', 'get'], ['jus', 'reached', 'home', 'bathe', 'first', 'si', 'using', 'net', 'tell', 'finish', '...'], ['unique', 'enough', 'find', '30th', 'august', 'www.areyouunique.co.uk'], ['sorry', "'ve", 'joined', 'league', 'people', 'dont', 'keep', 'touch', 'mean', 'great', 'deal', 'friend', 'time', 'even', 'great', 'personal', 'cost', 'great', 'week.|'], ['finally', 'completed', 'course'], ['stop', 'however', 'suggest', 'stay', 'someone', 'able', 'give', 'every', 'stool'], ['hope', "'ve", 'settled', 'new', 'school', 'year', 'wishin', 'gr8', 'day'], ['gud', 'mrng', 'dear', 'hav', 'nice', 'day'], ['got', 'person', 'story'], ['hamster', 'dead', 'hey', 'tmr', 'meet', '1pm', 'orchard', 'mrt'], ['kate', 'evening', 'hope', 'see', 'tomorrow', 'bit', 'bloody', 'babyjontet', 'txt', 'back', 'xxx'], ['found', 'enc'], ['sent', 'buck'], ['hello', 'darlin', 'ive', 'finished', 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'upto', 'tonight'], ['friend', 'help', 'problem', 'give', 'stupid', 'suggestion', 'land', 'another', 'problem', 'help', 'forgt', 'previous', 'problem'], ['work', 'please', 'call'], ['gentle', 'baby', 'soon', 'taking', 'inch', 'deep', 'inside', 'tight', 'pussy', '...'], ['much', 'fight', 'wa', 'good', 'nite'], ['ok.ok', 'ok..then..whats', 'today', 'plan'], ['joking', 'seriously', 'told'], ['watching', 'ajith', 'film'], ['ooooooh', 'forgot', 'tell', 'get', 'yoville', 'phone'], ['done', 'handed', "n't", 'know', 'mega', 'shop', 'asda', 'count', 'celebration', 'thats'], ['dont', 'know', 'exactly', 'could', 'ask', 'chechi'], ['dunno', 'lei', 'shd', 'driving', 'lor', 'co', 'sch', 'oni'], ['want', 'custom', 'officer', 'discount'], ['necessarily', 'respectful'], ['hope', 'good', 'day', 'better', 'night'], ['apparently', 'bffs', 'carly', 'quick'], ['hard', 'true', 'much', 'show', 'amp', 'express', 'love', 'someone', '...', '.that', 'much', 'hurt', 'leave', 'get', 'seperated', '...', '〨ud', 'evening', '...'], ['babe', 'think', 'got', 'brolly', 'left', 'english', 'wil', 'bring', '2mrw', 'luv', 'franxx'], ['babe', 'thanks', 'coming', 'even', 'though', 'didnt', 'well', 'wanted', 'bed', 'hope', 'see', 'soon', 'love', 'kiss', 'xxx'], ['got', 'free', 'ice', 'cream', '...', 'oso', 'wan', '...'], ['pls', 'give', 'prometazine', 'syrup', '5mls', 'min', 'later', 'feed'], ['many', 'day', 'since'], ['dear', 'angry', 'busy', 'dear'], ['yup', 'msg', 'tat', 'yijue', 'tot', 'group', 'mate', 'co', 'meeting', 'today', 'mah', '...', 'askin', 'leaving', 'earlier', 'wat', 'mah', 'co', 'mayb', 'haf', 'walk', 'far', '...'], ['...', 'pub'], ['first', 'time', 'everything'], ['daddy', 'shu', 'shu', 'looking', '...', 'wan', 'tell', "'re", 'singapore', 'wat'], ['ask', 'meeting', 'tmr', 'nite', '...'], ['gr8', 'handle', 'victoria', 'island', 'traffic', 'plus', 'album', 'due'], ['nite', 'nite', 'pocay', 'wocay', 'luv', 'thing', '4eva', 'promise', 'ring', '2morrowxxxx'], ['east', 'coast'], ['get', 'chicken', 'broth', 'want', 'ramen', 'unless', "n't", 'know'], ['slave', 'want', 'take', 'picture', 'today', 'bright', 'light', 'cell', 'phone', 'bright', 'light'], ['nope', 'forgot', 'show', 'next', 'week'], ['really', 'master'], ['bruce', 'amp', 'fowler', 'mom', 'car', "n't", 'park', 'long', 'story'], ['dont', 'know', 'hopefully', 'month'], ['elaine', 'today', 'meeting', 'confirmed'], ['k..sry', 'knw', 'siva..tats', 'askd..'], ['sorry', "'ll", 'call', 'later'], ['horrible', 'gal', '...', 'knew', 'dat', 'going', 'wif', 'yest', 'still', 'come', 'ask', '...'], ['otherwise', 'part', 'time', 'job', 'na-tuition..'], ['yeah', 'diet', 'flew', 'window'], ['santa', 'calling', 'would', 'little', 'one', 'like', 'call', 'santa', 'xmas', 'eve', 'call', '09058094583', 'book', 'time'], ['didnt', 'complete', 'gist'], ['yeah', '15:26', 'sorry', 'tell', 'pub/cafe', 'sit', 'come', 'wen'], ['make', 'time', 'tonight', 'whenever', 'cool', 'text', 'whenever', "'re", 'around'], ["n't", 'paying', 'attention'], ['thanx', 'lot', 'help'], ["'re", 'gon', 'way', 'specific'], ['jesus', 'armand', 'really', 'trying', 'tell', 'everybody', 'find'], ['wif', 'buying', 'tix', 'lar', '...'], ['mode', 'men', 'left'], ['slow', 'using', 'biola', 'fne'], ['youdoing', 'later', 'sar', 'xxx'], ['hey', "'ve", 'booked', 'lesson', 'sun', 'liao', '...'], ['thank', 'generally', 'date', 'brothas'], ['way', 'make', 'sure', 'get', 'train', 'worc', 'foregate', 'street', 'shrub', 'hill', 'fun', 'night'], ['thought', 'get', 'watch', 'co', 'thats', 'kind', 'thing', 'get4an18th', 'love', 'much'], ['guaranteed', '32000', 'award', 'maybe', 'even', '£1000', 'cash', 'claim', 'award', 'call', 'free', '0800', '...', '18+', 'legitimat', 'efreefone', 'number', 'wat', 'think'], ['good', 'morning', 'repair', 'shop', 'reason', 'hour'], ['fine', 'got', 'enough', 'bud', 'last', 'night', 'least'], ['back', 'good', 'journey', 'let', 'know', 'need', 'receipt', 'shall', 'tell', 'like', 'pendent'], ['take', 'away', 'money', 'worry'], ['aight', 'pick', 'open', 'tonight'], ['latest', 'news', 'police', 'station', 'toilet', 'stolen', 'cop', 'nothing'], ['sac', 'need', 'carry'], ['sing', 'think', 'also', 'important', 'find', 'someone', 'female', 'know', 'place', 'well', 'preferably', 'citizen', 'also', 'smart', 'help', 'navigate', 'even', 'thing', 'like', 'choosing', 'phone', 'plan', 'require', 'guidance', 'doubt', 'ask', 'especially', 'girl'], ['hello', 'wats', 'talk', 'email', 'address'], ['except', 'chick', 'huge', 'boob'], ['wondering', 'right'], ['wishing', 'beautiful', 'day', 'moment', 'revealing', 'even', 'thing', 'keep', 'smiling', 'enjoy'], ['sparkling', 'shopping', 'break', 'per', 'person', 'call', '0121', '2025050', 'visit', 'www.shortbreaks.org.uk'], ['arun', 'transfr', 'amt'], ['sorry', "'ll", 'call', 'later'], ['hear', 'loud', 'scream', 'minute', 'cause', 'gyno', 'shoving', 'thing', "n't", 'belong'], ['december', 'mobile', '11mths+', 'entitled', 'update', 'latest', 'colour', 'camera', 'mobile', 'free', 'call', 'mobile', 'update', 'free', '08002986906'], ['thk', 'got', 'wan', 'come', 'wat'], ['txt', 'call', '86888', 'claim', 'reward', 'hour', 'talk', 'time', 'use', 'phone', 'subscribe6gbp/mnth', 'inc', '3hrs', 'stop', 'txtstop', 'www.gamb.tv'], ['goin', '2nite'], ['treasure', 'every', 'moment', 'spend', 'together', '...'], ['shall', 'bring', 'bottle', 'wine', 'keep', 'amused', 'joking', 'bring', 'one', 'anyway'], ['http//tms', 'widelive.com/index', 'wml', 'id=820554ad0a1705572711', 'first=true¡c', 'ringtone¡'], ['get', 'garden', 'ready', 'summer', 'free', 'selection', 'summer', 'bulb', 'seed', 'worth', '£33:50', 'scotsman', 'saturday', 'stop', 'go2', 'notxt.co.uk'], ['urgent', 'last', 'weekend', 'draw', 'show', '£1000', 'cash', 'spanish', 'holiday', 'call', '09050000332', 'claim', 'rstm', 'sw7', '3', '150ppm'], ['lor'], ['thought', 'slide', 'enough'], ['yup'], ['well', 'obviously', 'people', 'cool', 'college', 'life', 'went', 'home'], ['lor', 'reaching', 'message'], ['mummy', 'boy', 'good', 'bad', 'positive', 'negative', 'mummy', 'made', 'wait', 'hmmmm'], ['dhoni', 'luck', 'win', 'big', 'title.so', 'win'], ['yes', 'princess', 'want', 'please', 'every', 'night', 'wish', 'command', '...'], ['today-sunday..sunday', 'holiday..so', 'work..'], ['probably'], ['really', 'hope', 'work', 'doesnt', 'get', 'stressful', 'gr8', 'day'], ['seen', 'back', 'holby'], ['shall', 'call', 'dear', 'food'], ['urgent', 'trying', 'contact', 'last', 'weekend', 'draw', 'show', '£1000', 'prize', 'guaranteed', 'call', '09064017295', 'claim', 'code', 'k52', 'valid', '12hrs', '150p'], ['hai', '...', 'bored', 'lecturer', 'repeating', 'last', 'week', 'stuff', 'waste', 'time', '...'], ['picking', 'various', 'point', 'going', 'yeovil', 'motor', 'project', 'hour', 'take', 'home', '5.30', 'max', 'easy'], ['also', 'fuck', 'family', 'going', 'rhode', 'island', 'wherever', 'fuck', 'leaving', 'alone', 'week', 'new', 'bong'], ['ofcourse', 'also', 'upload', 'song'], ['per', 'min', 'call', 'germany', '08448350055', 'line', 'per', 'min', 'check', 'planettalkinstant.com', 'info', 'text', 'stop', 'opt'], ['sent'], ['thanks', 'lot..i', 'already', 'bought', 'egg'], ['sent'], ['studying', 'sch', 'going', 'home', 'anyway', "'ll", 'going', 'sch', 'later'], ['marvel', 'mobile', 'play', 'official', 'ultimate', 'spider-man', 'game', '£4.50', 'mobile', 'right', 'text', 'spider', '83338', 'game', 'send', 'free', '8ball', 'wallpaper'], ['think', 'rule', 'tamilnadu..then', 'tough', 'people'], ['cool', 'shall', 'see', 'tip', 'anyway', 'home', 'got', 'something', 'drop', 'later', 'let', 'town', 'tonight', 'maybe', 'mum', 'take'], ['good', 'afternoon', 'love', '...', 'go', 'day', 'sleep', 'hope', 'well', 'boytoy', '...', 'think', '...'], ['yes', '...', 'trust', 'buy', 'new', 'stuff', 'asap', 'try'], ['sm', 'service', 'inclusive', 'text', 'credit', 'pls', 'goto', 'www.comuk.net', 'login=', '3qxj9', 'unsubscribe', 'stop', 'extra', 'charge', 'help', '08702840625.comuk', '220-cm2', '9ae'], ['wake'], ['get', 'step', 'outta', 'way', 'congrats'], ['love', 'one', 'law', 'make', 'happy', 'person', 'love', 'way', 'friendship', 'one', 'law', 'never', 'make', 'friend', 'feel', 'alone', 'alive', '...', 'gud', 'night'], ['private', '2003', 'account', 'statement', '07808247860', 'show', '800', 'un-redeemed', 'point', 'call', '08719899229', 'identifier', 'code', '40411', 'expires', '06/11/04'], ['apo', 'mokka', 'player'], ['perhaps', 'much', 'easy', 'give', 'account', 'identification', 'tomorrow', 'uni'], ['wait', 'msg', 'min'], ['told', 'tell', 'stupid', 'hear', 'wont', 'tell', 'anything', 'dad', 'called', 'brother', 'spoken'], ['god', 'love', 'limit', 'god', 'grace', 'measure', 'god', 'power', 'boundary', 'may', 'god', 'endless', 'blessing', 'always', 'life', '...', 'gud', 'ni8'], ['want', 'inside', 'every', 'night', '...'], ['machan', 'gym', 'tomorrow', 'wil', 'come', 'late', 'goodnight'], ['lol', 'mad', 'first', 'woke', 'gave'], ['went', 'project', 'centre'], ['reassuring', 'crazy', 'world'], ['making', 'dinner'], ['yes', 'please', 'leave', 'leave'], ['...', 'okie', 'lor', '...', 'sat', '...'], ['great', 'role', 'model', 'giving', 'much', 'really', 'wish', 'day', 'miracle', 'god', 'reason', 'everything', 'must', 'say', 'wish', 'knew', 'dont', "'ve", 'looked', 'since', 'young', 'still', 'great', 'day'], ['referin', 'mei', 'wat', '...', 'waitin', 'treat', 'somebody', 'shld', 'rich', 'liao', '...', 'den', 'dun', 'work', 'frm', 'tmr', 'onwards', '...'], ['mile', 'smile', 'made', 'frm', 'letter', 'know', 'difference..', 'smile', 'face', 'keep', 'happy', 'even', 'though', 'mile', 'away', 'u..', 'keep', 'smiling..', 'good', 'nyt'], ['way', "'ve", 'put', 'skip', 'right', 'outside', 'front', 'house', 'see', 'house', 'pull'], ['pls', 'send', 'company', 'name', 'saibaba', 'colany'], ['dont', 'want', 'hear', 'anything'], ['big', 'chic', 'common', 'declare'], ['thats', 'cool', 'want', 'please', '...'], ['going', 'join', 'tomorrow'], ['awarded', 'sipix', 'digital', 'camera', 'call', '09061221061', 'landline', 'delivery', 'within', '28days', 'box177', 'm221bp', '2yr', 'warranty', '150ppm', 'p£3.99'], ['want', 'tell', 'bad', 'feel', 'basically', 'time', 'text', 'lately', 'need', 'drug'], ['private', '2003', 'account', 'statement', 'show', '800', 'un-redeemed', 's.i.m', 'point', 'call', '08718738001', 'identifier', 'code', '49557', 'expires', '26/11/04'], ['total', 'disappointment', 'texted', 'craziest', 'shit', 'got'], ['effect', 'irritation', 'ignore'], ['one'], ['think', 'tantrum', 'finished', 'yeah', "'ll", 'point'], ['compliment', 'wa', 'away', 'system', 'side'], ['happened', 'adventuring'], ['hey', 'chief', 'give', 'bell', 'get', 'need', 'talk', 'royal', 'visit', '1st', 'june'], ['another', 'number'], ['know', 'thinkin', 'malaria', 'relax', 'child', 'cant', 'handle', 'malaria', 'would', 'worse', 'gastroenteritis', 'take', 'enough', 'replace', 'loss', 'temp', 'reduce', 'give', 'malaria', 'med', 'vomit', 'self', 'limiting', 'illness', 'mean', 'day', 'completely', 'stop'], ['aiyah', 'wat', 'long', 'got', 'improve', 'already', 'wat', '...'], ['want', 'explicit', 'sex', 'sec', 'ring', '02073162414', 'cost', '20p/min', 'gsex', 'pobox', '2667', 'wc1n', '3xx'], ["n't", 'believe', 'attached', 'seeing', 'every', 'day', 'know', 'best', 'get', 'babe', 'teach', 'class', 'midnight'], ['sleeping..and', 'surfing'], ['asked', '3mobile', '0870', 'chatlines', 'inclu', 'free', 'min', 'india', 'cust', 'servs', 'sed', 'yes', 'l8er', 'got', 'mega', 'bill', 'dont', 'giv', 'shit', 'bailiff', 'due', 'day', '£250', 'want', '£800'], ['yeah', 'jus', 'rite', '...'], ['armand', 'say', 'get', 'epsilon'], ['still', 'havent', 'got', 'urself', 'jacket'], ['taking', 'derek', 'amp', 'taylor', 'walmart', 'back', 'time', "'re", 'done', 'leave', 'mouse', 'desk', "'ll", 'text', 'priscilla', 'ready'], ['durban', 'still', 'number'], ['lotta', 'childporn', 'car'], ['contract', 'mobile', 'mnths', 'latest', 'motorola', 'nokia', 'etc', 'free', 'double', 'min', 'text', 'orange', 'tariff', 'text', 'yes', 'callback', 'remove', 'record'], ['trying', 'weekend'], ['know', 'wot', 'people', 'wear', 'shirt', 'jumper', 'hat', 'belt', 'know', 'cribbs'], ['cool', 'time', 'think', 'get'], ['wen', 'get', 'spiritual', 'deep', 'great'], ['safe', 'trip', 'nigeria', 'wish', 'happiness', 'soon', 'company', 'share', 'moment'], ['hahaha..use', 'brain', 'dear'], ['well', 'keep', 'mind', "'ve", 'got', 'enough', 'gas', 'one', 'round', 'trip', 'barring', 'sudden', 'influx', 'cash'], ['yeh', 'indian', 'nice', 'tho', 'kane', 'bit', 'shud', 'drink', 'sometime', 'soon', 'mite', 'hav', 'work', 'laugh', 'soon', 'love', 'pete'], ['yes', 'texted', 'pshew', '...', 'missing', 'much'], ['meant', 'calculation', 'unit', 'school', 'really', 'expensive', 'started', 'practicing', 'accent', 'important', 'decided', '4years', 'dental', 'school', "'ll", 'nmde', 'exam'], ['sorry', "'ll", 'call', 'later'], ["n't", 'next', 'hour', 'imma', 'flip', 'shit'], ['anything', 'lor', 'juz', 'lor'], ['get', 'dump', 'heap', 'mom', 'decided', 'come', 'lowes', 'boring'], ['lor', '...', 'sony', 'ericsson', 'salesman', '...', 'ask', 'shuhui', 'say', 'quite', 'use', 'considering', '...'], ['ard', 'like', 'dat', 'lor'], ["n't", 'wait', "'til", 'least', 'wednesday', 'see', 'get'], ['huh', 'lei', '...'], ['reminder', 'get', '2.50', 'pound', 'free', 'call', 'credit', 'detail', 'great', 'offer', 'pls', 'reply', 'text', 'valid', 'name', 'house', 'postcode'], ['2nd', 'time', 'tried', 'contact', '£750', 'pound', 'prize', 'claim', 'easy', 'call', '087187272008', 'now1', '10p', 'per', 'minute', 'bt-national-rate'], ['going', 'esplanade', 'home'], ['pity', 'mood', '...', 'suggestion'], ['guy', 'bitching', 'acted', 'like', 'interested', 'buying', 'something', 'else', 'next', 'week', 'gave', 'free'], ['rofl', 'true', 'name']]
Top 10 terms for topic #0: call,...,prize,time,claim,free,get,dinner,okie,let
Top 10 terms for topic #1: coming,...,plan,home,know,day,today,yup,call,wat
Top 10 terms for topic #2: call,later,sorry,'ll,...,home,meeting,free,got,get
Top 10 terms for topic #3: ...,come,get,wat,need,yeah,got,going,lor,home
Top 10 terms for topic #4: ...,n't,lor,come,see,get,make,want,number,stop

In [41]:

    

raw_corpus = ["Human machine interface for lab abc computer applications",
             "A survey of user opinion of computer system response time",
             "The EPS user interface management system",
             "System and human system engineering testing of EPS",              
             "Relation of user perceived response time to error measurement",
             "The generation of random binary unordered trees",
             "The intersection graph of paths in trees",
             "Graph minors IV Widths of trees and well quasi ordering",
             "Graph minors A survey"]

# Create a set of frequent words
stoplist = set('for a of the and to in'.split(' '))
# Lowercase each document, split it by white space and filter out stopwords
texts = [[word for word in document.lower().split() if word not in stoplist]
         for document in raw_corpus]
texts


    

    
Out[41]:





[['human', 'machine', 'interface', 'lab', 'abc', 'computer', 'applications'],
 ['survey', 'user', 'opinion', 'computer', 'system', 'response', 'time'],
 ['eps', 'user', 'interface', 'management', 'system'],
 ['system', 'human', 'system', 'engineering', 'testing', 'eps'],
 ['relation', 'user', 'perceived', 'response', 'time', 'error', 'measurement'],
 ['generation', 'random', 'binary', 'unordered', 'trees'],
 ['intersection', 'graph', 'paths', 'trees'],
 ['graph', 'minors', 'iv', 'widths', 'trees', 'well', 'quasi', 'ordering'],
 ['graph', 'minors', 'survey']]

In [44]:

    

# Count word frequencies
from collections import defaultdict
frequency = defaultdict(int)
# print(frequency['ddddd'])  # 0 default
for text in texts:
    for token in text:
        frequency[token] += 1

frequency


    

    
Out[44]:





defaultdict(int,
            {'abc': 1,
             'applications': 1,
             'binary': 1,
             'computer': 2,
             'engineering': 1,
             'eps': 2,
             'error': 1,
             'generation': 1,
             'graph': 3,
             'human': 2,
             'interface': 2,
             'intersection': 1,
             'iv': 1,
             'lab': 1,
             'machine': 1,
             'management': 1,
             'measurement': 1,
             'minors': 2,
             'opinion': 1,
             'ordering': 1,
             'paths': 1,
             'perceived': 1,
             'quasi': 1,
             'random': 1,
             'relation': 1,
             'response': 2,
             'survey': 2,
             'system': 4,
             'testing': 1,
             'time': 2,
             'trees': 3,
             'unordered': 1,
             'user': 3,
             'well': 1,
             'widths': 1})

In [45]:

    

# Only keep words that appear more than once
processed_corpus = [[token for token in text if frequency[token] > 1] for text in texts]
processed_corpus


    

    
Out[45]:





[['human', 'interface', 'computer'],
 ['survey', 'user', 'computer', 'system', 'response', 'time'],
 ['eps', 'user', 'interface', 'system'],
 ['system', 'human', 'system', 'eps'],
 ['user', 'response', 'time'],
 ['trees'],
 ['graph', 'trees'],
 ['graph', 'minors', 'trees'],
 ['graph', 'minors', 'survey']]

In [48]:

    

'''
Before proceeding, we want to associate each word in the corpus with a unique integer ID.
We can do this using the gensim.corpora.Dictionary class. This dictionary defines the vocabulary of all words that our processing knows about.
'''
from gensim import corpora

dictionary = corpora.Dictionary(processed_corpus)
print(dictionary)


    

    




Dictionary(12 unique tokens: ['human', 'interface', 'computer', 'survey', 'user']...)

In [49]:

    

print(dictionary.token2id)


    

    




{'human': 0, 'interface': 1, 'computer': 2, 'survey': 3, 'user': 4, 'system': 5, 'response': 6, 'time': 7, 'eps': 8, 'trees': 9, 'graph': 10, 'minors': 11}

In [50]:

    

new_doc = "Human computer interaction"
new_vec = dictionary.doc2bow(new_doc.lower().split())
new_vec


    

    
Out[50]:





[(0, 1), (2, 1)]

In [51]:

    

bow_corpus = [dictionary.doc2bow(text) for text in processed_corpus]
bow_corpus


    

    
Out[51]:





[[(0, 1), (1, 1), (2, 1)],
 [(2, 1), (3, 1), (4, 1), (5, 1), (6, 1), (7, 1)],
 [(1, 1), (4, 1), (5, 1), (8, 1)],
 [(0, 1), (5, 2), (8, 1)],
 [(4, 1), (6, 1), (7, 1)],
 [(9, 1)],
 [(9, 1), (10, 1)],
 [(9, 1), (10, 1), (11, 1)],
 [(3, 1), (10, 1), (11, 1)]]

In [52]:

    

from gensim import models
# train the model
tfidf = models.TfidfModel(bow_corpus)
# transform the "system minors" string
tfidf[dictionary.doc2bow("system minors".lower().split())]


    

    
Out[52]:





[(5, 0.5898341626740045), (11, 0.8075244024440723)]

In [ ]: