Information Extraction with Regular Expression

Extrating interesting patterns from unstructured texts

  • Ngrams
  • Collocations
  • Chunks
  • Relations
  • Named entity

Ngram

In [39]:
import nltk, re, pprint

text1 ="""Fostering innovation has become a mantra among corporate leaders and government \
officials alike in Taiwan this year because the island’s huge consumer electronics industry 
has run into serious trouble. Worldwide sales of PCs, for which Taiwanese companies control \
over 90 percent of the final design and manufacturing, are declining steadily. Sales of smartphones, for which Taiwanese companies control less than a fifth of the market, are rising briskly. Tablets based on the Android operating system, which most Taiwanese companies, with the exception of Asus, have been slow to embrace, are also on the same upward trajectory."""

# split the texts into tokens
tokens = nltk.word_tokenize(text1)
tokens = [token.lower() for token in tokens if len(token) > 1] #same as unigrams
In [40]:
# Creating bigrams and trigrams
bi_tokens = nltk.bigrams(tokens)
tri_tokens = nltk.trigrams(tokens)

# print trigrams with count
print [(item, tri_tokens.count(item)) for item in sorted(set(tri_tokens))]
[(('90', 'percent', 'of'), 1), (('alike', 'in', 'taiwan'), 1), (('also', 'on', 'the'), 1), (('among', 'corporate', 'leaders'), 1), (('and', 'government', 'officials'), 1), (('and', 'manufacturing', 'are'), 1), (('android', 'operating', 'system'), 1), (('are', 'also', 'on'), 1), (('are', 'declining', 'steadily.'), 1), (('are', 'rising', 'briskly.'), 1), (('asus', 'have', 'been'), 1), (('based', 'on', 'the'), 1), (('because', 'the', 'island\xe2\x80\x99s'), 1), (('become', 'mantra', 'among'), 1), (('been', 'slow', 'to'), 1), (('briskly.', 'tablets', 'based'), 1), (('companies', 'control', 'less'), 1), (('companies', 'control', 'over'), 1), (('companies', 'with', 'the'), 1), (('consumer', 'electronics', 'industry'), 1), (('control', 'less', 'than'), 1), (('control', 'over', '90'), 1), (('corporate', 'leaders', 'and'), 1), (('declining', 'steadily.', 'sales'), 1), (('design', 'and', 'manufacturing'), 1), (('electronics', 'industry', 'has'), 1), (('embrace', 'are', 'also'), 1), (('exception', 'of', 'asus'), 1), (('fifth', 'of', 'the'), 1), (('final', 'design', 'and'), 1), (('for', 'which', 'taiwanese'), 2), (('fostering', 'innovation', 'has'), 1), (('government', 'officials', 'alike'), 1), (('has', 'become', 'mantra'), 1), (('has', 'run', 'into'), 1), (('have', 'been', 'slow'), 1), (('huge', 'consumer', 'electronics'), 1), (('in', 'taiwan', 'this'), 1), (('industry', 'has', 'run'), 1), (('innovation', 'has', 'become'), 1), (('into', 'serious', 'trouble.'), 1), (('island\xe2\x80\x99s', 'huge', 'consumer'), 1), (('leaders', 'and', 'government'), 1), (('less', 'than', 'fifth'), 1), (('mantra', 'among', 'corporate'), 1), (('manufacturing', 'are', 'declining'), 1), (('market', 'are', 'rising'), 1), (('most', 'taiwanese', 'companies'), 1), (('of', 'asus', 'have'), 1), (('of', 'pcs', 'for'), 1), (('of', 'smartphones', 'for'), 1), (('of', 'the', 'final'), 1), (('of', 'the', 'market'), 1), (('officials', 'alike', 'in'), 1), (('on', 'the', 'android'), 1), (('on', 'the', 'same'), 1), (('operating', 'system', 'which'), 1), (('over', '90', 'percent'), 1), (('pcs', 'for', 'which'), 1), (('percent', 'of', 'the'), 1), (('rising', 'briskly.', 'tablets'), 1), (('run', 'into', 'serious'), 1), (('sales', 'of', 'pcs'), 1), (('sales', 'of', 'smartphones'), 1), (('same', 'upward', 'trajectory'), 1), (('serious', 'trouble.', 'worldwide'), 1), (('slow', 'to', 'embrace'), 1), (('smartphones', 'for', 'which'), 1), (('steadily.', 'sales', 'of'), 1), (('system', 'which', 'most'), 1), (('tablets', 'based', 'on'), 1), (('taiwan', 'this', 'year'), 1), (('taiwanese', 'companies', 'control'), 2), (('taiwanese', 'companies', 'with'), 1), (('than', 'fifth', 'of'), 1), (('the', 'android', 'operating'), 1), (('the', 'exception', 'of'), 1), (('the', 'final', 'design'), 1), (('the', 'island\xe2\x80\x99s', 'huge'), 1), (('the', 'market', 'are'), 1), (('the', 'same', 'upward'), 1), (('this', 'year', 'because'), 1), (('to', 'embrace', 'are'), 1), (('trouble.', 'worldwide', 'sales'), 1), (('which', 'most', 'taiwanese'), 1), (('which', 'taiwanese', 'companies'), 2), (('with', 'the', 'exception'), 1), (('worldwide', 'sales', 'of'), 1), (('year', 'because', 'the'), 1)]
In [48]:
# Alternatives for arbitrary n
# nltk.util.ngrams(tokens, n)
five_gram = nltk.util.ngrams(tokens, 5)
print [(item, five_gram.count(item)) for item in sorted(set(five_gram))]
[(('90', 'percent', 'of', 'the', 'final'), 1), (('alike', 'in', 'taiwan', 'this', 'year'), 1), (('also', 'on', 'the', 'same', 'upward'), 1), (('among', 'corporate', 'leaders', 'and', 'government'), 1), (('and', 'government', 'officials', 'alike', 'in'), 1), (('and', 'manufacturing', 'are', 'declining', 'steadily.'), 1), (('android', 'operating', 'system', 'which', 'most'), 1), (('are', 'also', 'on', 'the', 'same'), 1), (('are', 'declining', 'steadily.', 'sales', 'of'), 1), (('are', 'rising', 'briskly.', 'tablets', 'based'), 1), (('asus', 'have', 'been', 'slow', 'to'), 1), (('based', 'on', 'the', 'android', 'operating'), 1), (('because', 'the', 'island\xe2\x80\x99s', 'huge', 'consumer'), 1), (('become', 'mantra', 'among', 'corporate', 'leaders'), 1), (('been', 'slow', 'to', 'embrace', 'are'), 1), (('briskly.', 'tablets', 'based', 'on', 'the'), 1), (('companies', 'control', 'less', 'than', 'fifth'), 1), (('companies', 'control', 'over', '90', 'percent'), 1), (('companies', 'with', 'the', 'exception', 'of'), 1), (('consumer', 'electronics', 'industry', 'has', 'run'), 1), (('control', 'less', 'than', 'fifth', 'of'), 1), (('control', 'over', '90', 'percent', 'of'), 1), (('corporate', 'leaders', 'and', 'government', 'officials'), 1), (('declining', 'steadily.', 'sales', 'of', 'smartphones'), 1), (('design', 'and', 'manufacturing', 'are', 'declining'), 1), (('electronics', 'industry', 'has', 'run', 'into'), 1), (('embrace', 'are', 'also', 'on', 'the'), 1), (('exception', 'of', 'asus', 'have', 'been'), 1), (('fifth', 'of', 'the', 'market', 'are'), 1), (('final', 'design', 'and', 'manufacturing', 'are'), 1), (('for', 'which', 'taiwanese', 'companies', 'control'), 2), (('fostering', 'innovation', 'has', 'become', 'mantra'), 1), (('government', 'officials', 'alike', 'in', 'taiwan'), 1), (('has', 'become', 'mantra', 'among', 'corporate'), 1), (('has', 'run', 'into', 'serious', 'trouble.'), 1), (('have', 'been', 'slow', 'to', 'embrace'), 1), (('huge', 'consumer', 'electronics', 'industry', 'has'), 1), (('in', 'taiwan', 'this', 'year', 'because'), 1), (('industry', 'has', 'run', 'into', 'serious'), 1), (('innovation', 'has', 'become', 'mantra', 'among'), 1), (('into', 'serious', 'trouble.', 'worldwide', 'sales'), 1), (('island\xe2\x80\x99s', 'huge', 'consumer', 'electronics', 'industry'), 1), (('leaders', 'and', 'government', 'officials', 'alike'), 1), (('less', 'than', 'fifth', 'of', 'the'), 1), (('mantra', 'among', 'corporate', 'leaders', 'and'), 1), (('manufacturing', 'are', 'declining', 'steadily.', 'sales'), 1), (('market', 'are', 'rising', 'briskly.', 'tablets'), 1), (('most', 'taiwanese', 'companies', 'with', 'the'), 1), (('of', 'asus', 'have', 'been', 'slow'), 1), (('of', 'pcs', 'for', 'which', 'taiwanese'), 1), (('of', 'smartphones', 'for', 'which', 'taiwanese'), 1), (('of', 'the', 'final', 'design', 'and'), 1), (('of', 'the', 'market', 'are', 'rising'), 1), (('officials', 'alike', 'in', 'taiwan', 'this'), 1), (('on', 'the', 'android', 'operating', 'system'), 1), (('on', 'the', 'same', 'upward', 'trajectory'), 1), (('operating', 'system', 'which', 'most', 'taiwanese'), 1), (('over', '90', 'percent', 'of', 'the'), 1), (('pcs', 'for', 'which', 'taiwanese', 'companies'), 1), (('percent', 'of', 'the', 'final', 'design'), 1), (('rising', 'briskly.', 'tablets', 'based', 'on'), 1), (('run', 'into', 'serious', 'trouble.', 'worldwide'), 1), (('sales', 'of', 'pcs', 'for', 'which'), 1), (('sales', 'of', 'smartphones', 'for', 'which'), 1), (('serious', 'trouble.', 'worldwide', 'sales', 'of'), 1), (('slow', 'to', 'embrace', 'are', 'also'), 1), (('smartphones', 'for', 'which', 'taiwanese', 'companies'), 1), (('steadily.', 'sales', 'of', 'smartphones', 'for'), 1), (('system', 'which', 'most', 'taiwanese', 'companies'), 1), (('tablets', 'based', 'on', 'the', 'android'), 1), (('taiwan', 'this', 'year', 'because', 'the'), 1), (('taiwanese', 'companies', 'control', 'less', 'than'), 1), (('taiwanese', 'companies', 'control', 'over', '90'), 1), (('taiwanese', 'companies', 'with', 'the', 'exception'), 1), (('than', 'fifth', 'of', 'the', 'market'), 1), (('the', 'android', 'operating', 'system', 'which'), 1), (('the', 'exception', 'of', 'asus', 'have'), 1), (('the', 'final', 'design', 'and', 'manufacturing'), 1), (('the', 'island\xe2\x80\x99s', 'huge', 'consumer', 'electronics'), 1), (('the', 'market', 'are', 'rising', 'briskly.'), 1), (('this', 'year', 'because', 'the', 'island\xe2\x80\x99s'), 1), (('to', 'embrace', 'are', 'also', 'on'), 1), (('trouble.', 'worldwide', 'sales', 'of', 'pcs'), 1), (('which', 'most', 'taiwanese', 'companies', 'with'), 1), (('which', 'taiwanese', 'companies', 'control', 'less'), 1), (('which', 'taiwanese', 'companies', 'control', 'over'), 1), (('with', 'the', 'exception', 'of', 'asus'), 1), (('worldwide', 'sales', 'of', 'pcs', 'for'), 1), (('year', 'because', 'the', 'island\xe2\x80\x99s', 'huge'), 1)]
In [42]:
nltk.util.ngrams(tokens, 5)
Out[42]:
[('fostering', 'innovation', 'has', 'become', 'mantra'),
 ('innovation', 'has', 'become', 'mantra', 'among'),
 ('has', 'become', 'mantra', 'among', 'corporate'),
 ('become', 'mantra', 'among', 'corporate', 'leaders'),
 ('mantra', 'among', 'corporate', 'leaders', 'and'),
 ('among', 'corporate', 'leaders', 'and', 'government'),
 ('corporate', 'leaders', 'and', 'government', 'officials'),
 ('leaders', 'and', 'government', 'officials', 'alike'),
 ('and', 'government', 'officials', 'alike', 'in'),
 ('government', 'officials', 'alike', 'in', 'taiwan'),
 ('officials', 'alike', 'in', 'taiwan', 'this'),
 ('alike', 'in', 'taiwan', 'this', 'year'),
 ('in', 'taiwan', 'this', 'year', 'because'),
 ('taiwan', 'this', 'year', 'because', 'the'),
 ('this', 'year', 'because', 'the', 'island\xe2\x80\x99s'),
 ('year', 'because', 'the', 'island\xe2\x80\x99s', 'huge'),
 ('because', 'the', 'island\xe2\x80\x99s', 'huge', 'consumer'),
 ('the', 'island\xe2\x80\x99s', 'huge', 'consumer', 'electronics'),
 ('island\xe2\x80\x99s', 'huge', 'consumer', 'electronics', 'industry'),
 ('huge', 'consumer', 'electronics', 'industry', 'has'),
 ('consumer', 'electronics', 'industry', 'has', 'run'),
 ('electronics', 'industry', 'has', 'run', 'into'),
 ('industry', 'has', 'run', 'into', 'serious'),
 ('has', 'run', 'into', 'serious', 'trouble.'),
 ('run', 'into', 'serious', 'trouble.', 'worldwide'),
 ('into', 'serious', 'trouble.', 'worldwide', 'sales'),
 ('serious', 'trouble.', 'worldwide', 'sales', 'of'),
 ('trouble.', 'worldwide', 'sales', 'of', 'pcs'),
 ('worldwide', 'sales', 'of', 'pcs', 'for'),
 ('sales', 'of', 'pcs', 'for', 'which'),
 ('of', 'pcs', 'for', 'which', 'taiwanese'),
 ('pcs', 'for', 'which', 'taiwanese', 'companies'),
 ('for', 'which', 'taiwanese', 'companies', 'control'),
 ('which', 'taiwanese', 'companies', 'control', 'over'),
 ('taiwanese', 'companies', 'control', 'over', '90'),
 ('companies', 'control', 'over', '90', 'percent'),
 ('control', 'over', '90', 'percent', 'of'),
 ('over', '90', 'percent', 'of', 'the'),
 ('90', 'percent', 'of', 'the', 'final'),
 ('percent', 'of', 'the', 'final', 'design'),
 ('of', 'the', 'final', 'design', 'and'),
 ('the', 'final', 'design', 'and', 'manufacturing'),
 ('final', 'design', 'and', 'manufacturing', 'are'),
 ('design', 'and', 'manufacturing', 'are', 'declining'),
 ('and', 'manufacturing', 'are', 'declining', 'steadily.'),
 ('manufacturing', 'are', 'declining', 'steadily.', 'sales'),
 ('are', 'declining', 'steadily.', 'sales', 'of'),
 ('declining', 'steadily.', 'sales', 'of', 'smartphones'),
 ('steadily.', 'sales', 'of', 'smartphones', 'for'),
 ('sales', 'of', 'smartphones', 'for', 'which'),
 ('of', 'smartphones', 'for', 'which', 'taiwanese'),
 ('smartphones', 'for', 'which', 'taiwanese', 'companies'),
 ('for', 'which', 'taiwanese', 'companies', 'control'),
 ('which', 'taiwanese', 'companies', 'control', 'less'),
 ('taiwanese', 'companies', 'control', 'less', 'than'),
 ('companies', 'control', 'less', 'than', 'fifth'),
 ('control', 'less', 'than', 'fifth', 'of'),
 ('less', 'than', 'fifth', 'of', 'the'),
 ('than', 'fifth', 'of', 'the', 'market'),
 ('fifth', 'of', 'the', 'market', 'are'),
 ('of', 'the', 'market', 'are', 'rising'),
 ('the', 'market', 'are', 'rising', 'briskly.'),
 ('market', 'are', 'rising', 'briskly.', 'tablets'),
 ('are', 'rising', 'briskly.', 'tablets', 'based'),
 ('rising', 'briskly.', 'tablets', 'based', 'on'),
 ('briskly.', 'tablets', 'based', 'on', 'the'),
 ('tablets', 'based', 'on', 'the', 'android'),
 ('based', 'on', 'the', 'android', 'operating'),
 ('on', 'the', 'android', 'operating', 'system'),
 ('the', 'android', 'operating', 'system', 'which'),
 ('android', 'operating', 'system', 'which', 'most'),
 ('operating', 'system', 'which', 'most', 'taiwanese'),
 ('system', 'which', 'most', 'taiwanese', 'companies'),
 ('which', 'most', 'taiwanese', 'companies', 'with'),
 ('most', 'taiwanese', 'companies', 'with', 'the'),
 ('taiwanese', 'companies', 'with', 'the', 'exception'),
 ('companies', 'with', 'the', 'exception', 'of'),
 ('with', 'the', 'exception', 'of', 'asus'),
 ('the', 'exception', 'of', 'asus', 'have'),
 ('exception', 'of', 'asus', 'have', 'been'),
 ('of', 'asus', 'have', 'been', 'slow'),
 ('asus', 'have', 'been', 'slow', 'to'),
 ('have', 'been', 'slow', 'to', 'embrace'),
 ('been', 'slow', 'to', 'embrace', 'are'),
 ('slow', 'to', 'embrace', 'are', 'also'),
 ('to', 'embrace', 'are', 'also', 'on'),
 ('embrace', 'are', 'also', 'on', 'the'),
 ('are', 'also', 'on', 'the', 'same'),
 ('also', 'on', 'the', 'same', 'upward'),
 ('on', 'the', 'same', 'upward', 'trajectory')]

Collocations

  • Collocations are expressions of multiple words which co-occur more often than by chance.
  • Some measures for the collocation strength. For example, the top ten bigram collocations in Washington's inaugural address (1987) are listed below, as measured using Pointwise Mutual Information. Check nltk-collocations-howto
In [52]:
from nltk.collocations import *
In [53]:
bigram_measures = nltk.collocations.BigramAssocMeasures()
trigram_measures = nltk.collocations.TrigramAssocMeasures() # so that we can use different methods

finder = BigramCollocationFinder.from_words(
    nltk.corpus.inaugural.words('1789-Washington.txt'))                                       
     
finder.nbest(bigram_measures.pmi, 10) 
Out[53]:
[('(', 'inheriting'),
 ('-', 'Citizens'),
 ('."', 'The'),
 (':', 'Among'),
 ('Almighty', 'Being'),
 ('Every', 'step'),
 ('Fellow', '-'),
 ('Great', 'Author'),
 ('Having', 'thus'),
 ('Human', 'Race')]
  • You can also apply filters, such as ignoring all bigrams which occur less than five times in the corpus.
In [54]:
finder.apply_freq_filter(5)
finder.nbest(bigram_measures.pmi, 10)
Out[54]:
[('have', 'been'),
 ('me', ','),
 ('which', 'I'),
 (',', 'and'),
 (',', 'I'),
 ('for', 'the'),
 (',', 'in'),
 ('of', 'my'),
 ('in', 'the'),
 ('by', 'the')]
  • We may similarly find collocations among tagged words
In [56]:
finder = BigramCollocationFinder.from_words(
    nltk.corpus.brown.tagged_words('ca01', simplify_tags = True))

finder.nbest(bigram_measures.pmi, 10)  
Out[56]:
[(('1,119', 'NUM'), ('votes', 'N')),
 (('1962', 'NUM'), ("governor's", 'N')),
 (('637', 'NUM'), ('E.', 'NP')),
 (('Alpharetta', 'NP'), ('prison', 'N')),
 (('Bar', 'N'), ('Association', 'N')),
 (("Caldwell's", 'NP'), ('resignation', 'N')),
 (('Chairman', 'N'), ('James', 'NP')),
 (("Commissioner's", 'N'), ('Office', 'N')),
 (('Congress', 'NP'), ('does', 'V')),
 (("Department's", 'N'), ('handling', 'N'))]
In [57]:
# or tags alone
finder = BigramCollocationFinder.from_words(t for w, t in
    nltk.corpus.brown.tagged_words('ca01', simplify_tags=True))

finder.nbest(bigram_measures.pmi, 10)  
Out[57]:
[(':', '('),
 ('(', 'NUM'),
 ('NUM', ')'),
 (':', 'NUM'),
 ('', 'WH'),
 (')', 'NUM'),
 ('VN', ':'),
 ('``', 'EX'),
 ('EX', 'MOD'),
 ('WH', 'VBZ')]
In [61]:
# Or spanning intervening words:
finder = BigramCollocationFinder.from_words(
    nltk.corpus.inaugural.words('1789-Washington.txt'),
    window_size = 20)

finder.apply_freq_filter(2)


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

# finder.apply_word_filter(lambda w: w in ('I', 'me')) # remove 1st person pronoun.
finder.apply_word_filter(lambda w: len(w) < 3 or w.lower() in ignored_words) 
# what's lambda?

finder.nbest(bigram_measures.likelihood_ratio, 10) 
Out[61]:
[('public', 'good'),
 ('House', 'Representatives'),
 ('United', 'States'),
 ('executive', 'department'),
 ('hand', 'voice'),
 ('without', 'humble'),
 ('good', 'assure'),
 ('good', 'sentiments'),
 ('union', 'happiness'),
 ('American', 'people')]

lambda expression: Python provides us with one more way to define functions as arguments to other functions, just like other objects. It is called lambda expressions. In the case that if there is no need to use that function in multiple places, then there is no need to give it a name.

In [75]:
sent = ['Fostering', 'innovation', 'has', 'become', 'a', 'mantra', 'among', 'corporate', 
        'leaders', 'and', 'government','officials', 'alike', 'in', 'Taiwan', 'this', 'year','.']

def extract_property(prop):
    return [prop(word) for word in sent]
In [76]:
# pass the built-in function len() as agrument to another function
extract_property(len)
Out[76]:
[9, 10, 3, 6, 1, 6, 5, 9, 7, 3, 10, 9, 5, 2, 6, 4, 4, 1]
In [77]:
def first_letter(word):
    return word[0]

# pass a user-defined function as argument to another function
extract_property(first_letter)
Out[77]:
['F',
 'i',
 'h',
 'b',
 'a',
 'm',
 'a',
 'c',
 'l',
 'a',
 'g',
 'o',
 'a',
 'i',
 'T',
 't',
 'y',
 '.']
In [78]:
# suppose that there is no need to use the `first_letter()` function in other places, we can
# equivalently write the following

extract_property(lambda w:w[0])
Out[78]:
['F',
 'i',
 'h',
 'b',
 'a',
 'm',
 'a',
 'c',
 'l',
 'a',
 'g',
 'o',
 'a',
 'i',
 'T',
 't',
 'y',
 '.']

Collocation strength (association strength)

  • A number of measures are available to score collocations or other associations. The arguments to measure functions are marginals of a contingency table, in the bigram case (n_ii, (n_ix, n_xi), n_xx):
       w1    ~w1
     ------ ------
 w2 | n_ii | n_oi | = n_xi
     ------ ------
~w2 | n_io | n_oo |
     ------ ------
     = n_ix        TOTAL = n_xx
In [69]:
print '%0.4f' % bigram_measures.student_t(8, (15828, 4675), 14307668)
0.9999
In [63]:
print '%0.2f' % bigram_measures.chi_sq(8, (15828, 4675), 14307668)
1.55
In [65]:
print '%0.2f' % bigram_measures.likelihood_ratio(8, (15828, 4675), 14307668)
2.65
In [66]:
print '%0.2f' % bigram_measures.pmi(8, (15828, 4675), 14307668)
0.63

Ranking and correlation

  • It is useful to have rankings output using different association measures so that they can be compared using the Spearman correlation coefficient.

  • Ranks can be assigned to a sorted list of results trivially by assigning strictly increasing ranks to each result:

In [73]:
from nltk.metrics.spearman import *
results_list = ['item1', 'item2', 'item3', 'item4', 'item5']
list(ranks_from_sequence(results_list))
Out[73]:
[('item1', 0), ('item2', 1), ('item3', 2), ('item4', 3), ('item5', 4)]
  • If scores are available for each result, we may allow sufficiently similar results (differing by no more than rank_gap) to be assigned the same rank:
In [72]:
results_scored = [('item1', 50.0), ('item2', 40.0), ('item3', 38.0),
                  ('item4', 35.0), ('item5', 14.0)]

list(ranks_from_scores(results_scored, rank_gap=5))
Out[72]:
[('item1', 0), ('item2', 1), ('item3', 1), ('item4', 1), ('item5', 4)]
  • The Spearman correlation coefficient gives a number from -1.0 to 1.0 comparing two rankings. A coefficient of 1.0 indicates identical rankings; -1.0 indicates exact opposite rankings.
In [74]:
print '%0.2f' % spearman_correlation(
    ranks_from_sequence(results_list),
    ranks_from_sequence(results_list))

print '%0.2f' % spearman_correlation(
    ranks_from_sequence(reversed(results_list)),
    ranks_from_sequence(results_list))



results_list2 = ['item2', 'item3', 'item1', 'item5', 'item4']
print '%0.2f' % spearman_correlation(
    ranks_from_sequence(results_list),
    ranks_from_sequence(results_list2))

print '%0.2f' % spearman_correlation(
    ranks_from_sequence(reversed(results_list)),
    ranks_from_sequence(results_list2))
1.00
-1.00
0.60
-0.60

Chunking

In [46]:
# Preprocessing for IE
def ie_preprocess(text):
    sentences = nltk.sent_tokenize(text)
    sentences = [nltk.word_tokenize(sent) for sent in sentences]
    sentences = [nltk.pos_tag(sent) for sent in sentences]
# then we define and search for patterns between pairs of entities    
  • Chunking (a.k.a. partial parsing) is the process of extracting non-recursive phrases from the pos-tagged texts. It is different from parsing where the full syntactically parsed trees are attained.
In [31]:
import nltk
from nltk.chunk import *
from nltk.chunk.util import *
from nltk.chunk.regexp import *
from nltk import Tree
#tagged_text = "[ The/DT cat/NN ] sat/VBD on/IN [ the/DT mat/NN ] [ the/DT dog/NN ] chewed/VBD ./."
#tagged_text_1 = [('the', 'DT'), ('paper', 'NN'), ('has', 'VBZ'), ('many', 'JJ'), ('pages', 'NNS')]

NP chunking: Four steps

  • Define a chunk grammar (with similar regular expression rules that indicate how sentences should be chunked).
  • Create a chunker based on the grammar.
  • Test it on example sentence.
  • The resulting chunks can be either printed or displayed as a tree.
In [26]:
sentence = [("the", "DT"), ("little", "JJ"), ("yellow", "JJ"),("dog", "NN"), ("barked", "VBD"), ("at", "IN"), ("the", "DT"), ("cat", "NN")]
In [87]:
grammar1 = "NP: {<DT>?<JJ>*<NN>}"
In [88]:
# Create a chunker based on the grammar
cp = nltk.RegexpParser(grammar1)
In [89]:
result = cp.parse(sentence)
In [90]:
# The result is a tree, can either print or draw it.
print result
(S
  Rapunzel/NNP
  let/VBD
  down/RP
  her/PP$
  (NP long/JJ golden/JJ hair/NN))
  • The tagged sentence is parsed into a Tree (in nltk.tree module), which can be drawn calling draw() method.
In [36]:
#result.draw()
  • The chunk grammar uses tag patterns to describe sequences of tagged words, which is a sequence of part-of-speech tags delimited using angle brackets, e.g., NP: <DT>?<JJ>*<NN>, saying that an NP chunk should be formed whenever the chunker finds an optional Determiner (DT) followed by any number of Adjective (JJ) and then a Noun (NN).

  • The tag patterns are special regular expression patterns that delimit the chunks.

In [91]:
tag_pattern2re_pattern('<DT>?<NN.*>+')
Out[91]:
'(<(DT)>)?(<(NN[^\\{\\}<>]*)>)+'
In [98]:
# Grammar with two rules
# chunk 1: DT/Possessive, adjectives and nouns
# chunk 1: sequences of proper nouns

grammar2 = """
    NP: {<DT|PP\$>?<JJ>*<NN>} 
        {<NNP>+}
"""
In [99]:
cp = nltk.RegexpParser(grammar2)
sentence = [("Rapunzel", "NNP"), ("let", "VBD"), ("down", "RP"),
            ("her", "PP$"), ("long", "JJ"), ("golden", "JJ"), ("hair", "NN")]
print cp.parse(sentence)
(S
  (NP Rapunzel/NNP)
  let/VBD
  down/RP
  (NP her/PP$ long/JJ golden/JJ hair/NN))
  • This is more flexible when exploring tagged corpus
In [94]:
grammar3 = "CHUNK: {<V.*> <TO> <V.*>}"
cp = nltk.RegexpParser(grammar3)
# or this if you are lazy
#cp = nltk.RegexpParser('CHUNK: {<V.*> <TO> <V.*>}')

brown = nltk.corpus.brown
for sent in brown.tagged_sents():
    tree = cp.parse(sent)
    for subtree in tree.subtrees():
        if subtree.node == 'CHUNK': print subtree
(CHUNK combined/VBN to/TO achieve/VB)
(CHUNK continue/VB to/TO place/VB)
(CHUNK serve/VB to/TO protect/VB)
(CHUNK wanted/VBD to/TO wait/VB)
(CHUNK allowed/VBN to/TO place/VB)
(CHUNK expected/VBN to/TO become/VB)
(CHUNK expected/VBN to/TO approve/VB)
(CHUNK expected/VBN to/TO make/VB)
(CHUNK intends/VBZ to/TO make/VB)
(CHUNK seek/VB to/TO set/VB)
(CHUNK like/VB to/TO see/VB)
(CHUNK designed/VBN to/TO provide/VB)
(CHUNK get/VB to/TO hear/VB)
(CHUNK expects/VBZ to/TO tell/VB)
(CHUNK expected/VBN to/TO give/VB)
(CHUNK prefer/VB to/TO pay/VB)
(CHUNK required/VBN to/TO obtain/VB)
(CHUNK permitted/VBN to/TO teach/VB)
(CHUNK designed/VBN to/TO reduce/VB)
(CHUNK Asked/VBN to/TO elaborate/VB)
(CHUNK got/VBN to/TO go/VB)
(CHUNK raised/VBN to/TO pay/VB)
(CHUNK scheduled/VBN to/TO go/VB)
(CHUNK cut/VBN to/TO meet/VB)
(CHUNK needed/VBN to/TO meet/VB)
(CHUNK hastened/VBD to/TO add/VB)
(CHUNK found/VBN to/TO prevent/VB)
(CHUNK continue/VB to/TO insist/VB)
(CHUNK compelled/VBN to/TO make/VB)
(CHUNK made/VBN to/TO remove/VB)
(CHUNK revamped/VBN to/TO give/VB)
(CHUNK want/VB to/TO risk/VB)
(CHUNK appear/VB to/TO spark/VB)
(CHUNK fails/VBZ to/TO consider/VB)
(CHUNK plans/VBZ to/TO call/VB)
(CHUNK going/VBG to/TO examine/VB)
(CHUNK plans/VBZ to/TO name/VB)
(CHUNK come/VBN to/TO pass/VB)
(CHUNK voted/VBD to/TO accept/VB)
(CHUNK happens/VBZ to/TO hold/VB)
(CHUNK authorized/VBN to/TO adopt/VB)
(CHUNK hesitated/VBN to/TO prosecute/VB)
(CHUNK try/VB to/TO make/VB)
(CHUNK decided/VBN to/TO spend/VB)
(CHUNK taken/VBN to/TO preserve/VB)
(CHUNK left/VBN to/TO preserve/VB)
(CHUNK stand/VB to/TO bring/VB)
(CHUNK decided/VBN to/TO seek/VB)
(CHUNK trying/VBG to/TO induce/VB)
(CHUNK proposing/VBG to/TO make/VB)
(CHUNK decided/VBN to/TO run/VB)
(CHUNK directed/VBN to/TO investigate/VB)
(CHUNK expected/VBN to/TO pass/VB)
(CHUNK expected/VBN to/TO make/VB)
(CHUNK expected/VBN to/TO encounter/VB)
(CHUNK hopes/VBZ to/TO pass/VB)
(CHUNK came/VBD to/TO pay/VB)
(CHUNK expected/VBN to/TO receive/VB)
(CHUNK understood/VBN to/TO follow/VB)
(CHUNK wanted/VBD to/TO vote/VB)
(CHUNK decide/VB to/TO call/VB)
(CHUNK begin/VB to/TO flow/VB)
(CHUNK appears/VBZ to/TO face/VB)
(CHUNK fails/VBZ to/TO pass/VB)
(CHUNK care/VB to/TO acknowledge/VB)
(CHUNK like/VB to/TO convey/VB)
(CHUNK continued/VBD to/TO wage/VB)
(CHUNK try/VB to/TO avoid/VB)
(CHUNK done/VBN to/TO arouse/VB)
(CHUNK tried/VBN to/TO economize/VB)
(CHUNK agreed/VBN to/TO cooperate/VB)
(CHUNK want/VB to/TO find/VB)
(CHUNK expected/VBN to/TO raise/VB)
(CHUNK agreed/VBD to/TO form/VB)
(CHUNK threatened/VBD to/TO form/VB)
(CHUNK failed/VBD to/TO sign/VB)
(CHUNK trying/VBG to/TO build/VB)
(CHUNK plan/VB to/TO absorb/VB)
(CHUNK working/VBG to/TO establish/VB)
(CHUNK expects/VBZ to/TO evacuate/VB)
(CHUNK need/VB to/TO hear/VB)
(CHUNK scheduled/VBN to/TO hold/VB)
(CHUNK decided/VBD to/TO ask/VB)
(CHUNK scheduled/VBN to/TO fill/VB)
(CHUNK going/VBG to/TO determine/VB)
(CHUNK urged/VBN to/TO move/VB)
(CHUNK conpired/VBN to/TO use/VB)
(CHUNK used/VBN to/TO carry/VB)
(CHUNK needed/VBD to/TO face/VB)
(CHUNK failed/VBD to/TO tally/VB)
(CHUNK failed/VBD to/TO produce/VB)
(CHUNK tried/VBD to/TO stretch/VB)
(CHUNK hopes/VBZ to/TO melt/VB)
(CHUNK slated/VBN to/TO oppose/VB)
(CHUNK scheduled/VBN to/TO share/VB)
(CHUNK plans/VBZ to/TO bring/VB)
(CHUNK seek/VB to/TO trim/VB)
(CHUNK seems/VBZ to/TO improve/VB)
(CHUNK appeared/VBD to/TO win/VB)
(CHUNK gets/VBZ to/TO play/VB)
(CHUNK hopes/VBZ to/TO start/VB)
(CHUNK tried/VBN to/TO teach/VB)
(CHUNK seem/VB to/TO get/VB)
(CHUNK started/VBD to/TO form/VB)
(CHUNK like/VB to/TO keep/VB)
(CHUNK want/VB to/TO talk/VB)
(CHUNK continue/VB to/TO abide/VB)
(CHUNK refused/VBN to/TO reconsider/VB)
(CHUNK expected/VBN to/TO put/VB)
(CHUNK resigned/VBD to/TO take/VB)
(CHUNK sought/VBD to/TO convince/VB)
(CHUNK tried/VBD to/TO blast/VB)
(CHUNK tried/VBD to/TO keep/VB)
(CHUNK happened/VBD to/TO think/VB)
(CHUNK expected/VBN to/TO continue/VB)
(CHUNK plans/VBZ to/TO open/VB)
(CHUNK recovering/VBG to/TO make/VB)
(CHUNK supposed/VBN to/TO deliver/VB)
(CHUNK get/VB to/TO like/VB)
(CHUNK want/VB to/TO thank/VB)
(CHUNK set/VBN to/TO play/VB)
(CHUNK going/VBG to/TO pass/VB)
(CHUNK paid/VBN to/TO play/VB)
(CHUNK wanted/VBD to/TO pop/VB)
(CHUNK expect/VB to/TO establish/VB)
(CHUNK going/VBG to/TO try/VB)
(CHUNK signed/VBD to/TO play/VB)
(CHUNK fly/VB to/TO collect/VB)
(CHUNK helps/VBZ to/TO bridge/VB)
(CHUNK wants/VBZ to/TO pick/VB)
(CHUNK relearns/VBZ to/TO mingle/VB)
(CHUNK watching/VBG to/TO see/VB)
(CHUNK learn/VB to/TO readjust/VB)
(CHUNK promises/VBZ to/TO follow/VB)
(CHUNK expect/VB to/TO offer/VB)
(CHUNK like/VB to/TO come/VB)
(CHUNK like/VB to/TO bring/VB)
(CHUNK combined/VBD to/TO form/VB)
(CHUNK chosen/VBN to/TO rule/VB)
(CHUNK attempted/VBD to/TO stop/VB)
(CHUNK required/VBN to/TO use/VB)
(CHUNK prepared/VBN to/TO grant/VB)
(CHUNK refused/VBD to/TO return/VB)
(CHUNK demanded/VBD to/TO know/VB)
(CHUNK decided/VBD to/TO end/VB)
(CHUNK offered/VBD to/TO supply/VB)
(CHUNK designed/VBN to/TO seek/VB)
(CHUNK get/VB to/TO know/VB)
(CHUNK get/VB to/TO know/VB)
(CHUNK going/VBG to/TO call/VB)
(CHUNK attempted/VBD to/TO end/VB)
(CHUNK forbidden/VBN to/TO drive/VB)
(CHUNK failed/VBD to/TO reach/VB)
(CHUNK wish/VB to/TO appear/VB)
(CHUNK hopes/VBZ to/TO rebuild/VB)
(CHUNK used/VBN to/TO provide/VB)
(CHUNK wanted/VBD to/TO make/VB)
(CHUNK trying/VBG to/TO land/VB)
(CHUNK prepared/VBN to/TO accept/VB)
(CHUNK continue/VB to/TO operate/VB)
(CHUNK taken/VBN to/TO overcome/VB)
(CHUNK intend/VB to/TO make/VB)
(CHUNK desiring/VBG to/TO study/VB)
(CHUNK designed/VBN to/TO assure/VB)
(CHUNK intend/VB to/TO attend/VB)
(CHUNK failed/VBD to/TO cooperate/VB)
(CHUNK agree/VB to/TO attend/VB)
(CHUNK decided/VBD to/TO attend/VB)
(CHUNK scheduled/VBN to/TO begin/VB)
(CHUNK agreed/VBN to/TO meet/VB)
(CHUNK failed/VBN to/TO show/VB)
(CHUNK declined/VBD to/TO name/VB)
(CHUNK tried/VBD to/TO subdue/VB)
(CHUNK planning/VBG to/TO expand/VB)
(CHUNK thought/VBN to/TO infest/VB)
(CHUNK voted/VBD to/TO decertify/VB)
(CHUNK designed/VBN to/TO give/VB)
(CHUNK continued/VBD to/TO run/VB)
(CHUNK failed/VBD to/TO place/VB)
(CHUNK started/VBN to/TO turn/VB)
(CHUNK bought/VBN to/TO provide/VB)
(CHUNK asked/VBN to/TO set/VB)
(CHUNK vote/VB to/TO appeal/VB)
(CHUNK failed/VBD to/TO reach/VB)
(CHUNK failed/VBD to/TO destroy/VB)
(CHUNK encouraged/VBN to/TO try/VB)
(CHUNK managed/VBD to/TO maneuver/VB)
(CHUNK obligated/VBN to/TO make/VB)
(CHUNK promised/VBD to/TO get/VB)
(CHUNK attempting/VBG to/TO connect/VB)
(CHUNK prepared/VBN to/TO answer/VB)
(CHUNK failed/VBD to/TO report/VB)
(CHUNK attempted/VBD to/TO cash/VB)
(CHUNK wanting/VBG to/TO get/VB)
(CHUNK combined/VBD to/TO make/VB)
(CHUNK continue/VB to/TO grab/VB)
(CHUNK designed/VBN to/TO provide/VB)
(CHUNK appear/VB to/TO favor/VB)
(CHUNK declined/VBD to/TO suggest/VB)
(CHUNK expected/VBN to/TO advance/VB)
(CHUNK required/VBN to/TO reach/VB)
(CHUNK fail/VB to/TO give/VB)
(CHUNK began/VBD to/TO come/VB)
(CHUNK undertake/VB to/TO reply/VB)
(CHUNK found/VBN to/TO deal/VB)
(CHUNK forced/VBN to/TO buy/VB)
(CHUNK starting/VBG to/TO get/VB)
(CHUNK inclined/VBN to/TO explain/VB)
(CHUNK supposed/VBN to/TO look/VB)
(CHUNK chose/VBD to/TO take/VB)
(CHUNK used/VBN to/TO emphasize/VB)
(CHUNK seem/VB to/TO realize/VB)
(CHUNK happen/VB to/TO grow/VB)
(CHUNK tried/VBN to/TO compromise/VB)
(CHUNK scheduled/VBN to/TO arrive/VB)
(CHUNK prefer/VB to/TO see/VB)
(CHUNK set/VBN to/TO open/VB)
(CHUNK expected/VBN to/TO prove/VB)
(CHUNK try/VB to/TO influence/VB)
(CHUNK strive/VB to/TO set/VB)
(CHUNK decided/VBD to/TO try/VB)
(CHUNK asked/VBN to/TO read/VB)
(CHUNK prepared/VBN to/TO demonstrate/VB)
(CHUNK led/VBN to/TO believe/VB)
(CHUNK went/VBD to/TO see/VB)
(CHUNK begun/VBN to/TO pall/VB)
(CHUNK going/VBG to/TO get/VB)
(CHUNK painted/VBN to/TO match/VB)
(CHUNK appointed/VBN to/TO serve/VB)
(CHUNK expected/VBN to/TO register/VB)
(CHUNK failed/VBD to/TO materialize/VB)
(CHUNK wanted/VBD to/TO buy/VB)
(CHUNK begin/VB to/TO implement/VB)
(CHUNK tended/VBD to/TO confirm/VB)
(CHUNK want/VB to/TO appear/VB)
(CHUNK try/VB to/TO probe/VB)
(CHUNK determined/VBN to/TO apply/VB)
(CHUNK come/VBN to/TO warn/VB)
(CHUNK known/VBN to/TO rely/VB)
(CHUNK try/VB to/TO exploit/VB)
(CHUNK tended/VBD to/TO cancel/VB)
(CHUNK cease/VB to/TO marvel/VB)
(CHUNK seem/VB to/TO represent/VB)
(CHUNK seems/VBZ to/TO show/VB)
(CHUNK declines/VBZ to/TO gamble/VB)
(CHUNK needs/VBZ to/TO feel/VB)
(CHUNK advanced/VBN to/TO argue/VB)
(CHUNK undertakes/VBZ to/TO fight/VB)
(CHUNK decided/VBD to/TO keep/VB)
(CHUNK advertising/VBG to/TO attract/VB)
(CHUNK wants/VBZ to/TO operate/VB)
(CHUNK varied/VBN to/TO provide/VB)
(CHUNK designed/VBN to/TO reduce/VB)
(CHUNK use/VB to/TO deny/VB)
(CHUNK combining/VBG to/TO lower/VB)
(CHUNK combining/VBG to/TO raise/VB)
(CHUNK intended/VBN to/TO effect/VB)
(CHUNK tend/VB to/TO convert/VB)
(CHUNK exist/VB to/TO raise/VB)
(CHUNK wish/VB to/TO prevent/VB)
(CHUNK wish/VB to/TO preserve/VB)
(CHUNK attempting/VBG to/TO extend/VB)
(CHUNK made/VBN to/TO take/VB)
(CHUNK continue/VB to/TO set/VB)
(CHUNK trying/VBG to/TO persuade/VB)
(CHUNK attempted/VBD to/TO take/VB)
(CHUNK decided/VBD to/TO break/VB)
(CHUNK braced/VBN to/TO move/VB)
(CHUNK needed/VBN to/TO keep/VB)
(CHUNK used/VBN to/TO carry/VB)
(CHUNK decided/VBD to/TO go/VB)
(CHUNK happens/VBZ to/TO benefit/VB)
(CHUNK attempted/VBD to/TO work/VB)
(CHUNK decided/VBD to/TO join/VB)
(CHUNK said/VBN to/TO regard/VB)
(CHUNK sought/VBD to/TO bring/VB)
(CHUNK want/VB to/TO give/VB)
(CHUNK voting/VBG to/TO cut/VB)
(CHUNK prepared/VBD to/TO choke/VB)
(CHUNK used/VBD to/TO approach/VB)
(CHUNK trying/VBG to/TO hit/VB)
(CHUNK refused/VBD to/TO let/VB)
(CHUNK began/VBD to/TO acquire/VB)
(CHUNK proceeded/VBD to/TO sink/VB)
(CHUNK proceeded/VBD to/TO follow/VB)
(CHUNK hoping/VBG to/TO slice/VB)
(CHUNK chose/VBD to/TO hit/VB)
(CHUNK like/VB to/TO hit/VB)
(CHUNK tries/VBZ to/TO answer/VB)
(CHUNK want/VB to/TO talk/VB)
(CHUNK got/VBN to/TO get/VB)
(CHUNK used/VBD to/TO follow/VB)
(CHUNK try/VB to/TO play/VB)
(CHUNK conspired/VBN to/TO lose/VB)
(CHUNK needed/VBN to/TO revive/VB)
(CHUNK chosen/VBN to/TO run/VB)
(CHUNK hopes/VBZ to/TO visit/VB)
(CHUNK got/VBD to/TO see/VB)
(CHUNK arranged/VBD to/TO sell/VB)
(CHUNK delighted/VBN to/TO get/VB)
(CHUNK want/VB to/TO enjoy/VB)
(CHUNK tried/VBN to/TO get/VB)
(CHUNK try/VB to/TO close/VB)
(CHUNK required/VBN to/TO furnish/VB)
(CHUNK obliged/VBN to/TO dole/VB)
(CHUNK wished/VBD to/TO wait/VB)
(CHUNK decided/VBD to/TO act/VB)
(CHUNK hoped/VBN to/TO attend/VB)
(CHUNK like/VB to/TO woo/VB)
(CHUNK prepared/VBN to/TO discuss/VB)
(CHUNK wanted/VBD to/TO go/VB)
(CHUNK allowed/VBN to/TO file/VB)
(CHUNK tried/VBD to/TO persuade/VB)
(CHUNK began/VBD to/TO tell/VB)
(CHUNK hoped/VBD to/TO peddle/VB)
(CHUNK intended/VBN to/TO insure/VB)
(CHUNK decided/VBD to/TO provide/VB)
(CHUNK expected/VBN to/TO go/VB)
(CHUNK expected/VBN to/TO sign/VB)
(CHUNK like/VB to/TO eat/VB)
(CHUNK like/VB to/TO talk/VB)
(CHUNK ceased/VBN to/TO grumble/VB)
(CHUNK tending/VBG to/TO bid/VB)
(CHUNK start/VB to/TO pay/VB)
(CHUNK failed/VBN to/TO measure/VB)
(CHUNK going/VBG to/TO take/VB)
(CHUNK needed/VBN to/TO push/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK try/VB to/TO get/VB)
(CHUNK want/VB to/TO increase/VB)
(CHUNK wants/VBZ to/TO bring/VB)
(CHUNK threaten/VB to/TO strike/VB)
(CHUNK begun/VBN to/TO grow/VB)
(CHUNK combine/VB to/TO serve/VB)
(CHUNK helping/VBG to/TO strengthen/VB)
(CHUNK designed/VBN to/TO promote/VB)
(CHUNK threatening/VBG to/TO expand/VB)
(CHUNK seeks/VBZ to/TO get/VB)
(CHUNK begin/VB to/TO see/VB)
(CHUNK continue/VB to/TO expand/VB)
(CHUNK failing/VBG to/TO render/VB)
(CHUNK decided/VBD to/TO tackle/VB)
(CHUNK expects/VBZ to/TO sign/VB)
(CHUNK tends/VBZ to/TO become/VB)
(CHUNK came/VBD to/TO understand/VB)
(CHUNK deserve/VB to/TO breathe/VB)
(CHUNK advised/VBN to/TO seek/VB)
(CHUNK attempting/VBG to/TO make/VB)
(CHUNK try/VB to/TO gun/VB)
(CHUNK began/VBD to/TO fill/VB)
(CHUNK proposes/VBZ to/TO preserve/VB)
(CHUNK asked/VBN to/TO approve/VB)
(CHUNK seeking/VBG to/TO break/VB)
(CHUNK tends/VBZ to/TO spread/VB)
(CHUNK want/VB to/TO amend/VB)
(CHUNK rejected/VBN to/TO seek/VB)
(CHUNK continued/VBN to/TO speak/VB)
(CHUNK trying/VBG to/TO make/VB)
(CHUNK expected/VBN to/TO head/VB)
(CHUNK tempted/VBN to/TO let/VB)
(CHUNK appear/VB to/TO cost/VB)
(CHUNK attempt/VB to/TO shore/VB)
(CHUNK seeking/VBG to/TO achieve/VB)
(CHUNK expected/VBN to/TO report/VB)
(CHUNK born/VBN to/TO play/VB)
(CHUNK promising/VBG to/TO build/VB)
(CHUNK minded/VBN to/TO read/VB)
(CHUNK hope/VB to/TO win/VB)
(CHUNK threatened/VBD to/TO ignite/VB)
(CHUNK beginning/VBG to/TO take/VB)
(CHUNK flew/VBD to/TO exert/VB)
(CHUNK proceed/VB to/TO validate/VB)
(CHUNK continues/VBZ to/TO feel/VB)
(CHUNK want/VB to/TO make/VB)
(CHUNK going/VBG to/TO get/VB)
(CHUNK attempt/VB to/TO rewrite/VB)
(CHUNK purport/VB to/TO advocate/VB)
(CHUNK seeking/VBG to/TO capitalize/VB)
(CHUNK exist/VB to/TO aid/VB)
(CHUNK learn/VB to/TO put/VB)
(CHUNK tends/VBZ to/TO create/VB)
(CHUNK promised/VBD to/TO eat/VB)
(CHUNK hopes/VBZ to/TO include/VB)
(CHUNK moving/VBG to/TO create/VB)
(CHUNK prepared/VBN to/TO undertake/VB)
(CHUNK conspired/VBD to/TO overthrow/VB)
(CHUNK seem/VB to/TO feel/VB)
(CHUNK decided/VBN to/TO keep/VB)
(CHUNK applied/VBN to/TO serve/VB)
(CHUNK try/VB to/TO seize/VB)
(CHUNK lead/VB to/TO involving/VBG)
(CHUNK cut/VBN to/TO allow/VB)
(CHUNK hope/VB to/TO enjoy/VB)
(CHUNK likes/VBZ to/TO receive/VB)
(CHUNK delighted/VBN to/TO learn/VB)
(CHUNK going/VBG to/TO expand/VB)
(CHUNK authorized/VBN to/TO deliver/VB)
(CHUNK going/VBG to/TO can/VB)
(CHUNK going/VBG to/TO close/VB)
(CHUNK supposed/VBN to/TO make/VB)
(CHUNK try/VB to/TO raise/VB)
(CHUNK tried/VBD to/TO settle/VB)
(CHUNK pass/VB to/TO enter/VB)
(CHUNK came/VBD to/TO tell/VB)
(CHUNK wanted/VBD to/TO grab/VB)
(CHUNK stops/VBZ to/TO think/VB)
(CHUNK expect/VB to/TO get/VB)
(CHUNK chosen/VBN to/TO answer/VB)
(CHUNK motivated/VBN to/TO seek/VB)
(CHUNK disposed/VBD to/TO covet/VB)
(CHUNK like/VB to/TO lie/VB)
(CHUNK going/VBG to/TO tell/VB)
(CHUNK prepared/VBN to/TO accept/VB)
(CHUNK try/VB to/TO stop/VB)
(CHUNK try/VB to/TO stop/VB)
(CHUNK sought/VBD to/TO break/VB)
(CHUNK inclined/VBN to/TO look/VB)
(CHUNK begun/VBN to/TO act/VB)
(CHUNK elect/VB to/TO slow/VB)
(CHUNK like/VB to/TO challenge/VB)
(CHUNK going/VBG to/TO move/VB)
(CHUNK asked/VBN to/TO carry/VB)
(CHUNK expect/VB to/TO stop/VB)
(CHUNK expect/VB to/TO reduce/VB)
(CHUNK expected/VBN to/TO supply/VB)
(CHUNK supposed/VBN to/TO win/VB)
(CHUNK seems/VBZ to/TO lack/VB)
(CHUNK tends/VBZ to/TO treat/VB)
(CHUNK like/VB to/TO share/VB)
(CHUNK try/VB to/TO treat/VB)
(CHUNK try/VB to/TO bring/VB)
(CHUNK try/VB to/TO give/VB)
(CHUNK continue/VB to/TO lack/VB)
(CHUNK learn/VB to/TO color/VB)
(CHUNK slated/VBN to/TO replace/VB)
(CHUNK strive/VB to/TO put/VB)
(CHUNK intends/VBZ to/TO provide/VB)
(CHUNK try/VB to/TO solve/VB)
(CHUNK decided/VBD to/TO use/VB)
(CHUNK try/VB to/TO end/VB)
(CHUNK going/VBG to/TO take/VB)
(CHUNK trying/VBG to/TO organize/VB)
(CHUNK permitted/VBN to/TO repair/VB)
(CHUNK trying/VBG to/TO find/VB)
(CHUNK planned/VBN to/TO rival/VB)
(CHUNK seems/VBZ to/TO speak/VB)
(CHUNK tried/VBD to/TO dissuade/VB)
(CHUNK tends/VBZ to/TO shimmy/VB)
(CHUNK designed/VBN to/TO teach/VB)
(CHUNK prepared/VBN to/TO teach/VB)
(CHUNK wanted/VBD to/TO sign/VB)
(CHUNK made/VBN to/TO act/VB)
(CHUNK continue/VB to/TO influence/VB)
(CHUNK begins/VBZ to/TO notice/VB)
(CHUNK expected/VBN to/TO win/VB)
(CHUNK seek/VB to/TO find/VB)
(CHUNK join/VB to/TO defeat/VB)
(CHUNK meant/VBN to/TO repeat/VB)
(CHUNK trying/VBG to/TO downgrade/VB)
(CHUNK tried/VBD to/TO guard/VB)
(CHUNK want/VB to/TO separate/VB)
(CHUNK seem/VB to/TO indicate/VB)
(CHUNK afford/VB to/TO buy/VB)
(CHUNK try/VB to/TO develop/VB)
(CHUNK attempting/VBG to/TO attract/VB)
(CHUNK compelled/VBN to/TO write/VB)
(CHUNK failed/VBN to/TO set/VB)
(CHUNK continue/VB to/TO shape/VB)
(CHUNK wants/VBZ to/TO study/VB)
(CHUNK wants/VBZ to/TO study/VB)
(CHUNK equipped/VBN to/TO care/VB)
(CHUNK expected/VBN to/TO survive/VB)
(CHUNK shocked/VBN to/TO see/VB)
(CHUNK going/VBG to/TO play/VB)
(CHUNK voted/VBN to/TO aid/VB)
(CHUNK died/VBD to/TO uphold/VB)
(CHUNK urged/VBN to/TO reduce/VB)
(CHUNK wish/VB to/TO state/VB)
(CHUNK expected/VBN to/TO give/VB)
(CHUNK trying/VBG to/TO maintain/VB)
(CHUNK attempt/VB to/TO seek/VB)
(CHUNK wishes/VBZ to/TO commend/VB)
(CHUNK qualified/VBN to/TO teach/VB)
(CHUNK want/VB to/TO let/VB)
(CHUNK informed/VBN to/TO report/VB)
(CHUNK planning/VBG to/TO shelter/VB)
(CHUNK plans/VBZ to/TO sit/VB)
(CHUNK continue/VB to/TO inquire/VB)
(CHUNK began/VBD to/TO realize/VB)
(CHUNK refuse/VB to/TO acknowledge/VB)
(CHUNK required/VBN to/TO certify/VB)
(CHUNK desire/VB to/TO participate/VB)
(CHUNK hasten/VB to/TO join/VB)
(CHUNK like/VB to/TO question/VB)
(CHUNK needed/VBN to/TO help/VB)
(CHUNK prepared/VBN to/TO care/VB)
(CHUNK like/VB to/TO suggest/VB)
(CHUNK fear/VB to/TO negotiate/VB)
(CHUNK tried/VBD to/TO prevent/VB)
(CHUNK refusing/VBG to/TO pay/VB)
(CHUNK like/VB to/TO quote/VB)
(CHUNK transfer/VB to/TO ride/VB)
(CHUNK managed/VBN to/TO automate/VB)
(CHUNK expected/VBN to/TO pay/VB)
(CHUNK collected/VBN to/TO buy/VB)
(CHUNK continue/VB to/TO provide/VB)
(CHUNK wish/VB to/TO congratulate/VB)
(CHUNK help/VB to/TO turn/VB)
(CHUNK try/VB to/TO keep/VB)
(CHUNK try/VB to/TO frighten/VB)
(CHUNK wish/VB to/TO advocate/VB)
(CHUNK expect/VB to/TO see/VB)
(CHUNK refuse/VB to/TO aid/VB)
(CHUNK needs/VBZ to/TO stand/VB)
(CHUNK strives/VBZ to/TO emulate/VB)
(CHUNK refusing/VBG to/TO show/VB)
(CHUNK seems/VBZ to/TO match/VB)
(CHUNK decided/VBD to/TO rake/VB)
(CHUNK entitled/VBN to/TO stay/VB)
(CHUNK bringing/VBG to/TO bear/VB)
(CHUNK beginning/VBG to/TO get/VB)
(CHUNK threaten/VB to/TO use/VB)
(CHUNK begin/VB to/TO play/VB)
(CHUNK begin/VB to/TO hunt/VB)
(CHUNK induced/VBN to/TO see/VB)
(CHUNK going/VBG to/TO hang/VB)
(CHUNK continue/VB to/TO test/VB)
(CHUNK choose/VB to/TO agree/VB)
(CHUNK chosen/VBN to/TO find/VB)
(CHUNK compelled/VBN to/TO conduct/VB)
(CHUNK need/VB to/TO realize/VB)
(CHUNK used/VBN to/TO justify/VB)
(CHUNK fail/VB to/TO respond/VB)
(CHUNK intends/VBZ to/TO economize/VB)
(CHUNK bound/VBN to/TO say/VB)
(CHUNK trying/VBG to/TO mollify/VB)
(CHUNK used/VBD to/TO say/VB)
(CHUNK came/VBD to/TO reassert/VB)
(CHUNK choose/VB to/TO call/VB)
(CHUNK intend/VB to/TO re-enter/VB)
(CHUNK conscripted/VBN to/TO enact/VB)
(CHUNK continues/VBZ to/TO feed/VB)
(CHUNK tried/VBD to/TO integrate/VB)
(CHUNK poised/VBN to/TO strike/VB)
(CHUNK try/VB to/TO force/VB)
(CHUNK attempting/VBG to/TO reach/VB)
(CHUNK afford/VB to/TO take/VB)
(CHUNK forbidden/VBN to/TO sit/VB)
(CHUNK plans/VBZ to/TO import/VB)
(CHUNK likes/VBZ to/TO imagine/VB)
(CHUNK used/VBD to/TO get/VB)
(CHUNK trying/VBG to/TO make/VB)
(CHUNK ceased/VBD to/TO suggest/VB)
(CHUNK going/VBG to/TO work/VB)
(CHUNK wanting/VBG to/TO cut/VB)
(CHUNK choose/VB to/TO persuade/VB)
(CHUNK trying/VBG to/TO keep/VB)
(CHUNK like/VB to/TO embark/VB)
(CHUNK suited/VBN to/TO defeat/VB)
(CHUNK hastened/VBD to/TO put/VB)
(CHUNK like/VB to/TO add/VB)
(CHUNK want/VB to/TO preserve/VB)
(CHUNK required/VBN to/TO participate/VB)
(CHUNK happened/VBN to/TO save/VB)
(CHUNK doing/VBG to/TO promote/VB)
(CHUNK tempted/VBN to/TO quote/VB)
(CHUNK continuing/VBG to/TO capture/VB)
(CHUNK need/VB to/TO communicate/VB)
(CHUNK like/VB to/TO see/VB)
(CHUNK interested/VBN to/TO know/VB)
(CHUNK allowed/VBN to/TO rust/VB)
(CHUNK chose/VBD to/TO devote/VB)
(CHUNK left/VBN to/TO choose/VB)
(CHUNK want/VB to/TO own/VB)
(CHUNK plan/VB to/TO become/VB)
(CHUNK persuaded/VBN to/TO restock/VB)
(CHUNK seems/VBZ to/TO improve/VB)
(CHUNK arranged/VBN to/TO permit/VB)
(CHUNK seem/VB to/TO lend/VB)
(CHUNK allowed/VBN to/TO mix/VB)
(CHUNK starts/VBZ to/TO swing/VB)
(CHUNK seems/VBZ to/TO stop/VB)
(CHUNK ordered/VBN to/TO hold/VB)
(CHUNK fitted/VBN to/TO endure/VB)
(CHUNK trying/VBG to/TO follow/VB)
(CHUNK threatening/VBG to/TO explode/VB)
(CHUNK rides/VBZ to/TO break/VB)
(CHUNK managed/VBD to/TO make/VB)
(CHUNK dancing/VBG to/TO display/VB)
(CHUNK hasten/VB to/TO report/VB)
(CHUNK seems/VBZ to/TO come/VB)
(CHUNK reassuring/VBG to/TO see/VB)
(CHUNK profess/VB to/TO know/VB)
(CHUNK help/VB to/TO explain/VB)
(CHUNK forced/VBN to/TO rely/VB)
(CHUNK attempt/VB to/TO homogenize/VB)
(CHUNK like/VB to/TO put/VB)
(CHUNK continue/VB to/TO try/VB)
(CHUNK seem/VB to/TO deal/VB)
(CHUNK decide/VB to/TO let/VB)
(CHUNK tries/VBZ to/TO take/VB)
(CHUNK trying/VBG to/TO forget/VB)
(CHUNK trying/VBG to/TO acquire/VB)
(CHUNK threatens/VBZ to/TO linger/VB)
(CHUNK decided/VBN to/TO forego/VB)
(CHUNK managed/VBN to/TO hold/VB)
(CHUNK intended/VBN to/TO illustrate/VB)
(CHUNK tried/VBN to/TO get/VB)
(CHUNK learn/VB to/TO live/VB)
(CHUNK helping/VBG to/TO move/VB)
(CHUNK striving/VBG to/TO hold/VB)
(CHUNK choose/VB to/TO work/VB)
(CHUNK tried/VBD to/TO see/VB)
(CHUNK trying/VBG to/TO create/VB)
(CHUNK made/VBN to/TO appear/VB)
(CHUNK failed/VBD to/TO make/VB)
(CHUNK seemed/VBD to/TO deserve/VB)
(CHUNK managed/VBN to/TO mix/VB)
(CHUNK want/VB to/TO hurt/VB)
(CHUNK liked/VBD to/TO nip/VB)
(CHUNK manages/VBZ to/TO acquire/VB)
(CHUNK widened/VBN to/TO enchant/VB)
(CHUNK serve/VB to/TO contradict/VB)
(CHUNK dare/VB to/TO experiment/VB)
(CHUNK tried/VBD to/TO humanize/VB)
(CHUNK tries/VBZ to/TO preserve/VB)
(CHUNK helps/VBZ to/TO rebut/VB)
(CHUNK seems/VBZ to/TO make/VB)
(CHUNK began/VBD to/TO play/VB)
(CHUNK cares/VBZ to/TO remember/VB)
(CHUNK serve/VB to/TO show/VB)
(CHUNK want/VB to/TO collect/VB)
(CHUNK designed/VBN to/TO invite/VB)
(CHUNK attempt/VB to/TO make/VB)
(CHUNK designed/VBN to/TO belong/VB)
(CHUNK seem/VB to/TO come/VB)
(CHUNK wanted/VBD to/TO identify/VB)
(CHUNK neglect/VB to/TO cultivate/VB)
(CHUNK chooses/VBZ to/TO lead/VB)
(CHUNK chosen/VBN to/TO sing/VB)
(CHUNK expected/VBN to/TO follow/VB)
(CHUNK formed/VBN to/TO spur/VB)
(CHUNK tends/VBZ to/TO shy/VB)
(CHUNK seeking/VBG to/TO become/VB)
(CHUNK tries/VBZ to/TO make/VB)
(CHUNK began/VBD to/TO change/VB)
(CHUNK try/VB to/TO solve/VB)
(CHUNK formed/VBN to/TO fill/VB)
(CHUNK determined/VBN to/TO avoid/VB)
(CHUNK seems/VBZ to/TO work/VB)
(CHUNK began/VBD to/TO fall/VB)
(CHUNK began/VBD to/TO depart/VB)
(CHUNK refused/VBD to/TO give/VB)
(CHUNK like/VB to/TO sniff/VB)
(CHUNK continue/VB to/TO demonstrate/VB)
(CHUNK begins/VBZ to/TO wilt/VB)
(CHUNK going/VBG to/TO murder/VB)
(CHUNK trying/VBG to/TO puzzle/VB)
(CHUNK expects/VBZ to/TO profit/VB)
(CHUNK chooses/VBZ to/TO die/VB)
(CHUNK wishes/VBZ to/TO pay/VB)
(CHUNK conditioned/VBN to/TO expect/VB)
(CHUNK hoped/VBD to/TO tell/VB)
(CHUNK refusing/VBG to/TO make/VB)
(CHUNK intended/VBD to/TO stop/VB)
(CHUNK failed/VBD to/TO lead/VB)
(CHUNK need/VB to/TO discipline/VB)
(CHUNK attempts/VBZ to/TO trace/VB)
(CHUNK conspire/VB to/TO defy/VB)
(CHUNK learning/VBG to/TO think/VB)
(CHUNK wants/VBZ to/TO know/VB)
(CHUNK wants/VBZ to/TO supply/VB)
(CHUNK begin/VB to/TO look/VB)
(CHUNK start/VB to/TO think/VB)
(CHUNK attempt/VB to/TO say/VB)
(CHUNK come/VBN to/TO feel/VB)
(CHUNK supposed/VBN to/TO put/VB)
(CHUNK called/VBN to/TO work/VB)
(CHUNK continue/VB to/TO exist/VB)
(CHUNK observed/VBN to/TO characterize/VB)
(CHUNK continue/VB to/TO alienate/VB)
(CHUNK continue/VB to/TO preach/VB)
(CHUNK means/VBZ to/TO say/VB)
(CHUNK fit/VBN to/TO place/VB)
(CHUNK concerned/VBN to/TO stand/VB)
(CHUNK strive/VB to/TO formulate/VB)
(CHUNK proceeded/VBD to/TO give/VB)
(CHUNK offer/VB to/TO remind/VB)
(CHUNK offered/VBN to/TO allow/VB)
(CHUNK requested/VBN to/TO teach/VB)
(CHUNK said/VBN to/TO repeat/VB)
(CHUNK mean/VB to/TO say/VB)
(CHUNK inclined/VBN to/TO extenuate/VB)
(CHUNK came/VBD to/TO rescue/VB)
(CHUNK venture/VB to/TO assert/VB)
(CHUNK come/VB to/TO destroy/VB)
(CHUNK compelled/VBN to/TO ask/VB)
(CHUNK begins/VBZ to/TO look/VB)
(CHUNK refuse/VB to/TO accept/VB)
(CHUNK entitled/VBN to/TO excoriate/VB)
(CHUNK come/VB to/TO occupy/VB)
(CHUNK prepared/VBN to/TO resort/VB)
(CHUNK obliged/VBN to/TO become/VB)
(CHUNK disposed/VBN to/TO allow/VB)
(CHUNK prepared/VBN to/TO give/VB)
(CHUNK trying/VBG to/TO continue/VB)
(CHUNK attempting/VBG to/TO bridge/VB)
(CHUNK destined/VBN to/TO live/VB)
(CHUNK daring/VBG to/TO trust/VB)
(CHUNK called/VBN to/TO stand/VB)
(CHUNK die/VB to/TO save/VB)
(CHUNK told/VBN to/TO express/VB)
(CHUNK supposed/VBN to/TO perform/VB)
(CHUNK designed/VBN to/TO give/VB)
(CHUNK fear/VB to/TO negotiate/VB)
(CHUNK threatening/VBG to/TO devour/VB)
(CHUNK try/VB to/TO escape/VB)
(CHUNK tried/VBD to/TO swim/VB)
(CHUNK learn/VB to/TO say/VB)
(CHUNK threatening/VBG to/TO eat/VB)
(CHUNK remains/VBZ to/TO show/VB)
(CHUNK attempted/VBN to/TO analyze/VB)
(CHUNK tried/VBN to/TO consider/VB)
(CHUNK begin/VB to/TO talk/VB)
(CHUNK tended/VBD to/TO stifle/VB)
(CHUNK begin/VB to/TO understand/VB)
(CHUNK fail/VB to/TO achieve/VB)
(CHUNK made/VBN to/TO keep/VB)
(CHUNK desiring/VBG to/TO unite/VB)
(CHUNK invited/VBN to/TO speak/VB)
(CHUNK hesitate/VB to/TO ask/VB)
(CHUNK trying/VBG to/TO make/VB)
(CHUNK help/VB to/TO determine/VB)
(CHUNK combine/VB to/TO provide/VB)
(CHUNK attempt/VB to/TO compensate/VB)
(CHUNK learn/VB to/TO recognize/VB)
(CHUNK serve/VB to/TO promote/VB)
(CHUNK claim/VB to/TO incarnate/VB)
(CHUNK led/VBN to/TO emphasize/VB)
(CHUNK tend/VB to/TO consider/VB)
(CHUNK expected/VBN to/TO seek/VB)
(CHUNK disposed/VBN to/TO compromise/VB)
(CHUNK served/VBD to/TO provide/VB)
(CHUNK mean/VB to/TO imply/VB)
(CHUNK mean/VB to/TO imply/VB)
(CHUNK attempts/VBZ to/TO face/VB)
(CHUNK need/VB to/TO submit/VB)
(CHUNK prepared/VBN to/TO run/VB)
(CHUNK asked/VBN to/TO choose/VB)
(CHUNK continuing/VBG to/TO incur/VB)
(CHUNK seems/VBZ to/TO think/VB)
(CHUNK begin/VB to/TO amass/VB)
(CHUNK sought/VBN to/TO limit/VB)
(CHUNK bring/VB to/TO bear/VB)
(CHUNK invited/VBN to/TO participate/VB)
(CHUNK sought/VBD to/TO bring/VB)
(CHUNK attempting/VBG to/TO explore/VB)
(CHUNK seen/VBN to/TO consist/VB)
(CHUNK committed/VBN to/TO avoid/VB)
(CHUNK claim/VB to/TO serve/VB)
(CHUNK determined/VBN to/TO avoid/VB)
(CHUNK trying/VBG to/TO converse/VB)
(CHUNK started/VBN to/TO adjust/VB)
(CHUNK trying/VBG to/TO make/VB)
(CHUNK decided/VBD to/TO take/VB)
(CHUNK forced/VBN to/TO conclude/VB)
(CHUNK beginning/VBG to/TO make/VB)
(CHUNK helped/VBD to/TO make/VB)
(CHUNK made/VBN to/TO give/VB)
(CHUNK determined/VBD to/TO exclude/VB)
(CHUNK sought/VBD to/TO win/VB)
(CHUNK sought/VBD to/TO avoid/VB)
(CHUNK meant/VBD to/TO incur/VB)
(CHUNK supposed/VBN to/TO result/VB)
(CHUNK cited/VBN to/TO show/VB)
(CHUNK supposed/VBD to/TO possess/VB)
(CHUNK burned/VBN to/TO make/VB)
(CHUNK wanted/VBD to/TO find/VB)
(CHUNK helps/VBZ to/TO meet/VB)
(CHUNK rejoiced/VBD to/TO see/VB)
(CHUNK began/VBD to/TO suspect/VB)
(CHUNK began/VBD to/TO review/VB)
(CHUNK called/VBD to/TO sit/VB)
(CHUNK began/VBD to/TO write/VB)
(CHUNK decided/VBD to/TO try/VB)
(CHUNK takes/VBZ to/TO tell/VB)
(CHUNK seemed/VBD to/TO widen/VB)
(CHUNK proceeded/VBD to/TO teach/VB)
(CHUNK helps/VBZ to/TO make/VB)
(CHUNK remember/VB to/TO make/VB)
(CHUNK supposed/VBN to/TO like/VB)
(CHUNK working/VBG to/TO improve/VB)
(CHUNK like/VB to/TO make/VB)
(CHUNK added/VBN to/TO encourage/VB)
(CHUNK like/VB to/TO shear/VB)
(CHUNK needs/VBZ to/TO tell/VB)
(CHUNK like/VB to/TO grow/VB)
(CHUNK allowed/VBN to/TO mature/VB)
(CHUNK used/VBN to/TO attack/VB)
(CHUNK continued/VBD to/TO threaten/VB)
(CHUNK decide/VB to/TO build/VB)
(CHUNK used/VBN to/TO destroy/VB)
(CHUNK going/VBG to/TO develop/VB)
(CHUNK put/VBN to/TO see/VB)
(CHUNK fail/VB to/TO develop/VB)
(CHUNK seem/VB to/TO fall/VB)
(CHUNK serve/VB to/TO emphasize/VB)
(CHUNK tend/VB to/TO stamp/VB)
(CHUNK fail/VB to/TO enter/VB)
(CHUNK rehearing/VBG to/TO acquire/VB)
(CHUNK fail/VB to/TO convey/VB)
(CHUNK needed/VBN to/TO attain/VB)
(CHUNK seem/VB to/TO reduce/VB)
(CHUNK continue/VB to/TO show/VB)
(CHUNK sponsored/VBD to/TO win/VB)
(CHUNK invited/VBN to/TO judge/VB)
(CHUNK asked/VBN to/TO pick/VB)
(CHUNK qualified/VBN to/TO judge/VB)
(CHUNK helping/VBG to/TO create/VB)
(CHUNK qualified/VBN to/TO win/VB)
(CHUNK continuing/VBG to/TO donate/VB)
(CHUNK found/VBN to/TO take/VB)
(CHUNK built/VBN to/TO accommodate/VB)
(CHUNK bothered/VBD to/TO make/VB)
(CHUNK wanted/VBD to/TO purchase/VB)
(CHUNK managing/VBG to/TO get/VB)
(CHUNK formed/VBN to/TO develop/VB)
(CHUNK used/VBN to/TO indicate/VB)
(CHUNK meant/VBN to/TO pertain/VB)
(CHUNK designed/VBN to/TO cater/VB)
(CHUNK equipped/VBN to/TO handle/VB)
(CHUNK pulled/VBN to/TO clear/VB)
(CHUNK Tend/VB to/TO make/VB)
(CHUNK progresses/VBZ to/TO insure/VB)
(CHUNK Endeavor/VB to/TO get/VB)
(CHUNK used/VBN to/TO separate/VB)
(CHUNK used/VBN to/TO separate/VB)
(CHUNK seems/VBZ to/TO know/VB)
(CHUNK wanted/VBD to/TO trot/VB)
(CHUNK likes/VBZ to/TO trot/VB)
(CHUNK wants/VBZ to/TO trot/VB)
(CHUNK started/VBD to/TO pace/VB)
(CHUNK starting/VBG to/TO go/VB)
(CHUNK expected/VBN to/TO race/VB)
(CHUNK designed/VBN to/TO push/VB)
(CHUNK looks/VBZ to/TO run/VB)
(CHUNK began/VBD to/TO motor/VB)
(CHUNK trained/VBN to/TO drag/VB)
(CHUNK fled/VBD to/TO make/VB)
(CHUNK seemed/VBD to/TO know/VB)
(CHUNK used/VBD to/TO say/VB)
(CHUNK preferred/VBD to/TO get/VB)
(CHUNK hope/VB to/TO cover/VB)
(CHUNK want/VB to/TO miss/VB)
(CHUNK scheduled/VBN to/TO vanish/VB)
(CHUNK continued/VBD to/TO live/VB)
(CHUNK seem/VB to/TO cascade/VB)
(CHUNK forget/VB to/TO buy/VB)
(CHUNK fail/VB to/TO shorten/VB)
(CHUNK intend/VB to/TO cook/VB)
(CHUNK sized/VBN to/TO fit/VB)
(CHUNK continue/VB to/TO release/VB)
(CHUNK wish/VB to/TO create/VB)
(CHUNK trim/VB to/TO fit/VB)
(CHUNK cut/VBN to/TO fit/VB)
(CHUNK help/VB to/TO prevent/VB)
(CHUNK designed/VBN to/TO take/VB)
(CHUNK used/VBN to/TO transport/VB)
(CHUNK want/VB to/TO buy/VB)
(CHUNK used/VBN to/TO fasten/VB)
(CHUNK help/VB to/TO keep/VB)
(CHUNK needed/VBN to/TO build/VB)
(CHUNK designed/VBN to/TO accommodate/VB)
(CHUNK adjusted/VBN to/TO suit/VB)
(CHUNK used/VBN to/TO cut/VB)
(CHUNK want/VB to/TO avoid/VB)
(CHUNK agreed/VBN to/TO take/VB)
(CHUNK planned/VBD to/TO destroy/VB)
(CHUNK allowed/VBN to/TO issue/VB)
(CHUNK managed/VBD to/TO coerce/VB)
(CHUNK want/VB to/TO know/VB)
(CHUNK planning/VBG to/TO bring/VB)
(CHUNK urged/VBN to/TO keep/VB)
(CHUNK come/VB to/TO swim/VB)
(CHUNK enjoined/VBN to/TO look/VB)
(CHUNK prepared/VBN to/TO cope/VB)
(CHUNK want/VB to/TO make/VB)
(CHUNK allowed/VBN to/TO dry/VB)
(CHUNK pays/VBZ to/TO buy/VB)
(CHUNK want/VB to/TO play/VB)
(CHUNK expected/VBN to/TO last/VB)
(CHUNK plan/VB to/TO add/VB)
(CHUNK want/VB to/TO start/VB)
(CHUNK plan/VB to/TO buy/VB)
(CHUNK going/VBG to/TO need/VB)
(CHUNK continue/VB to/TO reduce/VB)
(CHUNK needed/VBN to/TO arrive/VB)
(CHUNK done/VBN to/TO correct/VB)
(CHUNK cost/VB to/TO make/VB)
(CHUNK settled/VBD to/TO find/VB)
(CHUNK grew/VBD to/TO fulfill/VB)
(CHUNK attempted/VBN to/TO restrict/VB)
(CHUNK conceived/VBN to/TO affirm/VB)
(CHUNK prefer/VB to/TO believe/VB)
(CHUNK tried/VBD to/TO refashion/VB)
(CHUNK begin/VB to/TO fear/VB)
(CHUNK linger/VB to/TO haunt/VB)
(CHUNK disciplined/VBN to/TO serve/VB)
(CHUNK trained/VBN to/TO fulfill/VB)
(CHUNK organized/VBN to/TO furnish/VB)
(CHUNK continued/VBD to/TO paint/VB)
(CHUNK made/VBN to/TO weave/VB)
(CHUNK try/VB to/TO place/VB)
(CHUNK hesitate/VB to/TO add/VB)
(CHUNK seemed/VBN to/TO emphasize/VB)
(CHUNK mean/VB to/TO project/VB)
(CHUNK wishes/VBZ to/TO convey/VB)
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(CHUNK promises/VBZ to/TO open/VB)
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(CHUNK called/VBN to/TO determine/VB)
(CHUNK cooperate/VB to/TO launch/VB)
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(CHUNK forced/VBN to/TO fly/VB)
(CHUNK hope/VB to/TO break/VB)
(CHUNK came/VBD to/TO recognize/VB)
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(CHUNK seems/VBZ to/TO smell/VB)
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(CHUNK wish/VB to/TO locate/VB)
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(CHUNK wanted/VBD to/TO clarify/VB)
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(CHUNK com/VB to/TO sea/VB)
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(CHUNK want/VB to/TO tap/VB)
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(CHUNK hand/VB to/TO show/VB)
(CHUNK begun/VBN to/TO spit/VB)
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(CHUNK obliged/VBN to/TO publish/VB)
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(CHUNK used/VBN to/TO make/VB)
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(CHUNK attempting/VBG to/TO lasso/VB)
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(CHUNK began/VBD to/TO draw/VB)
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(CHUNK begins/VBZ to/TO see/VB)
(CHUNK Desiring/VBG to/TO fill/VB)
(CHUNK tends/VBZ to/TO look/VB)
(CHUNK try/VB to/TO match/VB)
(CHUNK played/VBN to/TO win/VB)
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(CHUNK undertook/VBD to/TO set/VB)
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(CHUNK happened/VBD to/TO sit/VB)
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(CHUNK begin/VB to/TO store/VB)
(CHUNK continue/VB to/TO sanction/VB)
(CHUNK intended/VBN to/TO demonstrate/VB)
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(CHUNK agree/VB to/TO let/VB)
(CHUNK seeking/VBG to/TO reform/VB)
(CHUNK used/VBD to/TO crowd/VB)
(CHUNK Ask/VB to/TO see/VB)
(CHUNK interested/VBN to/TO learn/VB)
(CHUNK pass/VB to/TO add/VB)
(CHUNK demanding/VBG to/TO know/VB)
(CHUNK seems/VBZ to/TO threaten/VB)
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(CHUNK tried/VBD to/TO explain/VB)
(CHUNK seem/VB to/TO feel/VB)
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(CHUNK begins/VBZ to/TO fade/VB)
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(CHUNK means/VBZ to/TO choose/VB)
(CHUNK struggle/VB to/TO insulate/VB)
(CHUNK serves/VBZ to/TO crystallize/VB)
(CHUNK doomed/VBN to/TO become/VB)
(CHUNK serves/VBZ to/TO illuminate/VB)
(CHUNK failed/VBD to/TO furnish/VB)
(CHUNK encouraged/VBN to/TO trade/VB)
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(CHUNK promised/VBD to/TO send/VB)
(CHUNK attempted/VBD to/TO understand/VB)
(CHUNK decided/VBD to/TO send/VB)
(CHUNK assigned/VBN to/TO arrest/VB)
(CHUNK planned/VBD to/TO build/VB)
(CHUNK offered/VBD to/TO surrender/VB)
(CHUNK gone/VBN to/TO live/VB)
(CHUNK returned/VBD to/TO succeed/VB)
(CHUNK expected/VBN to/TO arrange/VB)
(CHUNK expected/VBN to/TO supply/VB)
(CHUNK expected/VBN to/TO entertain/VB)
(CHUNK tried/VBN to/TO bring/VB)
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(CHUNK needed/VBN to/TO outwit/VB)
(CHUNK purporting/VBG to/TO inform/VB)
(CHUNK inspired/VBN to/TO remind/VB)
(CHUNK mean/VB to/TO tell/VB)
(CHUNK trying/VBG to/TO demonstrate/VB)
(CHUNK went/VBD to/TO visit/VB)
(CHUNK continued/VBD to/TO teach/VB)
(CHUNK beginning/VBG to/TO devise/VB)
(CHUNK learn/VB to/TO like/VB)
(CHUNK stood/VBD to/TO watch/VB)
(CHUNK planned/VBN to/TO go/VB)
(CHUNK trying/VBG to/TO plan/VB)
(CHUNK continues/VBZ to/TO grow/VB)
(CHUNK learn/VB to/TO keep/VB)
(CHUNK learned/VBD to/TO polish/VB)
(CHUNK left/VBD to/TO meet/VB)
(CHUNK fails/VBZ to/TO make/VB)
(CHUNK resolved/VBN to/TO maintain/VB)
(CHUNK register/VB to/TO vote/VB)
(CHUNK needs/VBZ to/TO make/VB)
(CHUNK going/VBG to/TO march/VB)
(CHUNK proposed/VBN to/TO defeat/VB)
(CHUNK proposed/VBN to/TO enter/VB)
(CHUNK seems/VBZ to/TO require/VB)
(CHUNK seem/VB to/TO violate/VB)
(CHUNK tended/VBN to/TO obscure/VB)
(CHUNK continue/VB to/TO view/VB)
(CHUNK try/VB to/TO coerce/VB)
(CHUNK likes/VBZ to/TO believe/VB)
(CHUNK continue/VB to/TO affect/VB)
(CHUNK served/VBD to/TO overcome/VB)
(CHUNK tends/VBZ to/TO further/VB)
(CHUNK help/VB to/TO reveal/VB)
(CHUNK struggle/VB to/TO assert/VB)
(CHUNK said/VBN to/TO exist/VB)
(CHUNK taken/VBN to/TO guard/VB)
(CHUNK done/VBN to/TO increase/VB)
(CHUNK ready/VB to/TO tick/VB)
(CHUNK forced/VBN to/TO hypothesize/VB)
(CHUNK used/VBN to/TO challenge/VB)
(CHUNK permitted/VBN to/TO authorize/VB)
(CHUNK decides/VBZ to/TO break/VB)
(CHUNK required/VBN to/TO pass/VB)
(CHUNK decide/VB to/TO clobber/VB)
(CHUNK decided/VBD to/TO reverse/VB)
(CHUNK tried/VBD to/TO start/VB)
(CHUNK forbidden/VBN to/TO fly/VB)
(CHUNK required/VBN to/TO copy/VB)
(CHUNK began/VBD to/TO move/VB)
(CHUNK run/VB to/TO live/VB)
(CHUNK started/VBD to/TO glance/VB)
(CHUNK try/VB to/TO memorize/VB)
(CHUNK turned/VBD to/TO look/VB)
(CHUNK trying/VBG to/TO talk/VB)
(CHUNK started/VBD to/TO decline/VB)
(CHUNK continues/VBZ to/TO take/VB)
(CHUNK continues/VBZ to/TO center/VB)
(CHUNK come/VBN to/TO see/VB)
(CHUNK come/VB to/TO walk/VB)
(CHUNK beginning/VBG to/TO complain/VB)
(CHUNK gather/VB to/TO sing/VB)
(CHUNK began/VBD to/TO converse/VB)
(CHUNK began/VBD to/TO relax/VB)
(CHUNK hoped/VBN to/TO become/VB)
(CHUNK forced/VBN to/TO restrict/VB)
(CHUNK began/VBD to/TO give/VB)
(CHUNK asked/VBN to/TO become/VB)
(CHUNK trying/VBG to/TO sell/VB)
(CHUNK serves/VBZ to/TO stimulate/VB)
(CHUNK seemed/VBD to/TO lack/VB)
(CHUNK offered/VBD to/TO make/VB)
(CHUNK assembled/VBN to/TO warrant/VB)
(CHUNK returned/VBD to/TO preside/VB)
(CHUNK sought/VBD to/TO prevent/VB)
(CHUNK expect/VB to/TO stand/VB)
(CHUNK compelled/VBN to/TO face/VB)
(CHUNK continue/VB to/TO live/VB)
(CHUNK refused/VBN to/TO move/VB)
(CHUNK refused/VBN to/TO obey/VB)
(CHUNK doomed/VBN to/TO become/VB)
(CHUNK tended/VBD to/TO romanticize/VB)
(CHUNK supposed/VBN to/TO keep/VB)
(CHUNK left/VBN to/TO rest/VB)
(CHUNK wants/VBZ to/TO see/VB)
(CHUNK tended/VBN to/TO dress/VB)
(CHUNK designed/VBN to/TO become/VB)
(CHUNK begins/VBZ to/TO feel/VB)
(CHUNK tends/VBZ to/TO depict/VB)
(CHUNK transferred/VBN to/TO become/VB)
(CHUNK impelled/VBN to/TO make/VB)
(CHUNK seeks/VBZ to/TO make/VB)
(CHUNK made/VBN to/TO look/VB)
(CHUNK happen/VB to/TO meet/VB)
(CHUNK told/VBN to/TO lie/VB)
(CHUNK wanted/VBN to/TO write/VB)
(CHUNK tempted/VBN to/TO say/VB)
(CHUNK omitting/VBG to/TO assert/VB)
(CHUNK continue/VB to/TO live/VB)
(CHUNK refused/VBD to/TO permit/VB)
(CHUNK served/VBD to/TO maintain/VB)
(CHUNK seem/VB to/TO make/VB)
(CHUNK help/VB to/TO dispel/VB)
(CHUNK trained/VBN to/TO describe/VB)
(CHUNK daring/VBG to/TO abandon/VB)
(CHUNK seem/VB to/TO resemble/VB)
(CHUNK appears/VBZ to/TO lie/VB)
(CHUNK tend/VB to/TO persist/VB)
(CHUNK tried/VBN to/TO describe/VB)
(CHUNK like/VB to/TO call/VB)
(CHUNK began/VBD to/TO speak/VB)
(CHUNK try/VB to/TO say/VB)
(CHUNK attempting/VBG to/TO make/VB)
(CHUNK attempt/VB to/TO answer/VB)
(CHUNK wanted/VBD to/TO know/VB)
(CHUNK designed/VBN to/TO enhance/VB)
(CHUNK intended/VBN to/TO provide/VB)
(CHUNK continue/VB to/TO suffer/VB)
(CHUNK serves/VBZ to/TO make/VB)
(CHUNK fails/VBZ to/TO reach/VB)
(CHUNK beginning/VBG to/TO crack/VB)
(CHUNK drawn/VBN to/TO join/VB)
(CHUNK made/VBN to/TO bite/VB)
(CHUNK forbidden/VBN to/TO swing/VB)
(CHUNK seemed/VBD to/TO hear/VB)
(CHUNK hired/VBN to/TO drive/VB)
(CHUNK try/VB to/TO work/VB)
(CHUNK forbidden/VBN to/TO love/VB)
(CHUNK made/VBN to/TO represent/VB)
(CHUNK starts/VBZ to/TO ride/VB)
(CHUNK tries/VBZ to/TO stop/VB)
(CHUNK begins/VBZ to/TO gather/VB)
(CHUNK brought/VBD to/TO pass/VB)
(CHUNK tends/VBZ to/TO reflect/VB)
(CHUNK tended/VBD to/TO stratify/VB)
(CHUNK chosen/VBN to/TO use/VB)
(CHUNK used/VBN to/TO mean/VB)
(CHUNK forced/VBN to/TO respond/VB)
(CHUNK tends/VBZ to/TO lose/VB)
(CHUNK tends/VBZ to/TO express/VB)
(CHUNK made/VBN to/TO integrate/VB)
(CHUNK try/VB to/TO get/VB)
(CHUNK attempted/VBN to/TO restrain/VB)
(CHUNK wished/VBD to/TO continue/VB)
(CHUNK failed/VBD to/TO flourish/VB)
(CHUNK propose/VB to/TO go/VB)
(CHUNK wished/VBD to/TO segregate/VB)
(CHUNK liked/VBD to/TO fancy/VB)
(CHUNK Deciding/VBG to/TO become/VB)
(CHUNK strove/VBD to/TO see/VB)
(CHUNK used/VBD to/TO play/VB)
(CHUNK returned/VBD to/TO live/VB)
(CHUNK proceeded/VBD to/TO find/VB)
(CHUNK likes/VBZ to/TO catch/VB)
(CHUNK seems/VBZ to/TO care/VB)
(CHUNK intends/VBZ to/TO save/VB)
(CHUNK compelled/VBN to/TO find/VB)
(CHUNK wishes/VBZ to/TO continue/VB)
(CHUNK ceasing/VBG to/TO write/VB)
(CHUNK stops/VBZ to/TO ask/VB)
(CHUNK expected/VBN to/TO fulfill/VB)
(CHUNK tailored/VBN to/TO meet/VB)
(CHUNK want/VB to/TO say/VB)
(CHUNK want/VB to/TO quote/VB)
(CHUNK seems/VBZ to/TO realize/VB)
(CHUNK primed/VBN to/TO catch/VB)
(CHUNK try/VB to/TO diagnose/VB)
(CHUNK want/VB to/TO point/VB)
(CHUNK used/VBD to/TO regard/VB)
(CHUNK seems/VBZ to/TO represent/VB)
(CHUNK trying/VBG to/TO draw/VB)
(CHUNK wish/VB to/TO see/VB)
(CHUNK used/VBN to/TO include/VB)
(CHUNK allowed/VBN to/TO operate/VB)
(CHUNK urged/VBN to/TO produce/VB)
(CHUNK afford/VB to/TO present/VB)
(CHUNK decides/VBZ to/TO drop/VB)
(CHUNK expect/VB to/TO abolish/VB)
(CHUNK needed/VBN to/TO pit/VB)
(CHUNK tempted/VBN to/TO blame/VB)
(CHUNK hope/VB to/TO serve/VB)
(CHUNK tried/VBD to/TO remedy/VB)
(CHUNK tends/VBZ to/TO express/VB)
(CHUNK seem/VB to/TO believe/VB)
(CHUNK permitted/VBN to/TO return/VB)
(CHUNK attempted/VBN to/TO make/VB)
(CHUNK prepared/VBN to/TO demonstrate/VB)
(CHUNK calculated/VBN to/TO suggest/VB)
(CHUNK seemed/VBD to/TO disconcert/VB)
(CHUNK known/VBN to/TO make/VB)
(CHUNK going/VBG to/TO talk/VB)
(CHUNK learns/VBZ to/TO focus/VB)
(CHUNK chooses/VBZ to/TO subordinate/VB)
(CHUNK wish/VB to/TO preserve/VB)
(CHUNK cease/VB to/TO exist/VB)
(CHUNK seem/VB to/TO constitute/VB)
(CHUNK destined/VBN to/TO fail/VB)
(CHUNK wants/VBZ to/TO get/VB)
(CHUNK began/VBD to/TO understand/VB)
(CHUNK wanted/VBD to/TO capture/VB)
(CHUNK liked/VBD to/TO tell/VB)
(CHUNK decided/VBD to/TO migrate/VB)
(CHUNK continued/VBD to/TO trouble/VB)
(CHUNK labored/VBD to/TO finish/VB)
(CHUNK decided/VBD to/TO return/VB)
(CHUNK waiting/VBG to/TO go/VB)
(CHUNK chosen/VBN to/TO serve/VB)
(CHUNK came/VBD to/TO know/VB)
(CHUNK helped/VBN to/TO escape/VB)
(CHUNK opened/VBN to/TO admit/VB)
(CHUNK happened/VBD to/TO see/VB)
(CHUNK brought/VBN to/TO bear/VB)
(CHUNK inclined/VBN to/TO argue/VB)
(CHUNK seeming/VBG to/TO say/VB)
(CHUNK prompted/VBN to/TO write/VB)
(CHUNK come/VBN to/TO dominate/VB)
(CHUNK used/VBN to/TO illustrate/VB)
(CHUNK prepared/VBN to/TO find/VB)
(CHUNK wish/VB to/TO argue/VB)
(CHUNK begin/VB to/TO read/VB)
(CHUNK plan/VB to/TO discuss/VB)
(CHUNK come/VBN to/TO call/VB)
(CHUNK expect/VB to/TO find/VB)
(CHUNK come/VBN to/TO believe/VB)
(CHUNK continue/VB to/TO pay/VB)
(CHUNK tend/VB to/TO thump/VB)
(CHUNK determined/VBN to/TO prove/VB)
(CHUNK learn/VB to/TO control/VB)
(CHUNK used/VBN to/TO frustrate/VB)
(CHUNK trying/VBG to/TO assert/VB)
(CHUNK trying/VBG to/TO expose/VB)
(CHUNK comes/VBZ to/TO regard/VB)
(CHUNK felt/VBN to/TO indicate/VB)
(CHUNK came/VBD to/TO speak/VB)
(CHUNK needed/VBN to/TO explain/VB)
(CHUNK required/VBN to/TO make/VB)
(CHUNK sought/VBD to/TO make/VB)
(CHUNK accustomed/VBN to/TO think/VB)
(CHUNK come/VBN to/TO look/VB)
(CHUNK undertook/VBD to/TO give/VB)
(CHUNK came/VBD to/TO study/VB)
(CHUNK bound/VBN to/TO go/VB)
(CHUNK tried/VBD to/TO dazzle/VB)
(CHUNK got/VBN to/TO know/VB)
(CHUNK presumed/VBD to/TO address/VB)
(CHUNK obliged/VBN to/TO defend/VB)
(CHUNK coming/VBG to/TO spend/VB)
(CHUNK learned/VBD to/TO write/VB)
(CHUNK obliged/VBN to/TO send/VB)
(CHUNK began/VBD to/TO trail/VB)
(CHUNK began/VBD to/TO fly/VB)
(CHUNK tried/VBD to/TO calm/VB)
(CHUNK inspired/VBN to/TO complete/VB)
(CHUNK began/VBD to/TO talk/VB)
(CHUNK compelled/VBN to/TO spend/VB)
(CHUNK expected/VBN to/TO carry/VB)
(CHUNK tend/VB to/TO make/VB)
(CHUNK liked/VBN to/TO think/VB)
(CHUNK trying/VBG to/TO emulate/VB)
(CHUNK wanted/VBN to/TO know/VB)
(CHUNK seemed/VBD to/TO remember/VB)
(CHUNK asked/VBN to/TO yield/VB)
(CHUNK made/VBN to/TO look/VB)
(CHUNK begun/VBN to/TO lose/VB)
(CHUNK failed/VBD to/TO learn/VB)
(CHUNK wanted/VBD to/TO take/VB)
(CHUNK writing/VBG to/TO devote/VB)
(CHUNK vowed/VBD to/TO kneel/VB)
(CHUNK hoping/VBG to/TO lift/VB)
(CHUNK forced/VBN to/TO seek/VB)
(CHUNK continue/VB to/TO urge/VB)
(CHUNK prepared/VBN to/TO assist/VB)
(CHUNK hope/VB to/TO make/VB)
(CHUNK continue/VB to/TO maintain/VB)
(CHUNK scheduled/VBN to/TO go/VB)
(CHUNK taken/VBN to/TO program/VB)
(CHUNK begun/VBN to/TO probe/VB)
(CHUNK attempting/VBG to/TO present/VB)
(CHUNK instructed/VBN to/TO burn/VB)
(CHUNK attempted/VBD to/TO conclude/VB)
(CHUNK equipped/VBN to/TO handle/VB)
(CHUNK trying/VBG to/TO check/VB)
(CHUNK mean/VB to/TO write/VB)
(CHUNK wished/VBD to/TO pursue/VB)
(CHUNK refused/VBD to/TO attend/VB)
(CHUNK decided/VBD to/TO dance/VB)
(CHUNK failed/VBN to/TO amaze/VB)
(CHUNK continued/VBD to/TO search/VB)
(CHUNK threatening/VBG to/TO swallow/VB)
(CHUNK pleased/VBN to/TO see/VB)
(CHUNK tried/VBD to/TO discover/VB)
(CHUNK disturbed/VBN to/TO find/VB)
(CHUNK failed/VBN to/TO realize/VB)
(CHUNK manage/VB to/TO get/VB)
(CHUNK wanted/VBD to/TO buy/VB)
(CHUNK decided/VBD to/TO bypass/VB)
(CHUNK allowed/VBN to/TO preach/VB)
(CHUNK allowed/VBN to/TO pass/VB)
(CHUNK dared/VBN to/TO drop/VB)
(CHUNK expected/VBN to/TO move/VB)
(CHUNK means/VBZ to/TO ridicule/VB)
(CHUNK hesitate/VB to/TO sacrifice/VB)
(CHUNK forced/VBN to/TO move/VB)
(CHUNK taken/VBN to/TO effect/VB)
(CHUNK hoped/VBD to/TO imprint/VB)
(CHUNK tailored/VBN to/TO fit/VB)
(CHUNK obliged/VBN to/TO describe/VB)
(CHUNK tried/VBD to/TO block/VB)
(CHUNK chosen/VBN to/TO edit/VB)
(CHUNK plotted/VBD to/TO take/VB)
(CHUNK tried/VBD to/TO halt/VB)
(CHUNK wanted/VBD to/TO die/VB)
(CHUNK returned/VBD to/TO make/VB)
(CHUNK like/VB to/TO believe/VB)
(CHUNK bother/VB to/TO look/VB)
(CHUNK used/VBD to/TO go/VB)
(CHUNK seemed/VBD to/TO thaw/VB)
(CHUNK came/VBD to/TO give/VB)
(CHUNK wanted/VBD to/TO see/VB)
(CHUNK used/VBD to/TO look/VB)
(CHUNK meant/VBN to/TO help/VB)
(CHUNK like/VB to/TO straighten/VB)
(CHUNK hope/VB to/TO give/VB)
(CHUNK bark/VB to/TO let/VB)
(CHUNK dash/VB to/TO get/VB)
(CHUNK tried/VBD to/TO talk/VB)
(CHUNK decided/VBD to/TO leave/VB)
(CHUNK used/VBD to/TO tell/VB)
(CHUNK continue/VB to/TO reflect/VB)
(CHUNK appear/VB to/TO preach/VB)
(CHUNK intend/VB to/TO let/VB)
(CHUNK need/VB to/TO test/VB)
(CHUNK learned/VBD to/TO meet/VB)
(CHUNK said/VBN to/TO give/VB)
(CHUNK serves/VBZ to/TO reduce/VB)
(CHUNK thought/VBN to/TO provide/VB)
(CHUNK tends/VBZ to/TO give/VB)
(CHUNK wish/VB to/TO deny/VB)
(CHUNK expect/VB to/TO find/VB)
(CHUNK seek/VB to/TO capture/VB)
(CHUNK allowed/VBN to/TO claim/VB)
(CHUNK seeks/VBZ to/TO recapture/VB)
(CHUNK determined/VBN to/TO bulldoze/VB)
(CHUNK sought/VBD to/TO run/VB)
(CHUNK needed/VBD to/TO make/VB)
(CHUNK hurry/VB to/TO catch/VB)
(CHUNK planned/VBD to/TO bolt/VB)
(CHUNK fit/VBN to/TO nominate/VB)
(CHUNK intend/VB to/TO support/VB)
(CHUNK refusing/VBG to/TO abandon/VB)
(CHUNK begun/VBN to/TO parallel/VB)
(CHUNK help/VB to/TO give/VB)
(CHUNK fail/VB to/TO convey/VB)
(CHUNK tends/VBZ to/TO lose/VB)
(CHUNK aimed/VBD to/TO write/VB)
(CHUNK granted/VBN to/TO serve/VB)
(CHUNK tends/VBZ to/TO underestimate/VB)
(CHUNK permitted/VBN to/TO cross/VB)
(CHUNK demanding/VBG to/TO know/VB)
(CHUNK obliged/VBN to/TO remain/VB)
(CHUNK delighted/VBN to/TO make/VB)
(CHUNK seem/VB to/TO shake/VB)
(CHUNK assigned/VBN to/TO check/VB)
(CHUNK volunteered/VBN to/TO advance/VB)
(CHUNK went/VBD to/TO hurry/VB)
(CHUNK refused/VBD to/TO notice/VB)
(CHUNK began/VBD to/TO select/VB)
(CHUNK began/VBD to/TO specify/VB)
(CHUNK failed/VBD to/TO work/VB)
(CHUNK care/VB to/TO come/VB)
(CHUNK helped/VBD to/TO deepen/VB)
(CHUNK come/VB to/TO say/VB)
(CHUNK fitted/VBN to/TO live/VB)
(CHUNK stoop/VB to/TO argue/VB)
(CHUNK obliged/VBN to/TO insist/VB)
(CHUNK managed/VBN to/TO annex/VB)
(CHUNK going/VBG to/TO prove/VB)
(CHUNK preparing/VBG to/TO test/VB)
(CHUNK came/VBD to/TO know/VB)
(CHUNK got/VBD to/TO know/VB)
(CHUNK persuaded/VBN to/TO lend/VB)
(CHUNK expected/VBN to/TO report/VB)
(CHUNK began/VBD to/TO experience/VB)
(CHUNK attempted/VBD to/TO get/VB)
(CHUNK happened/VBD to/TO catch/VB)
(CHUNK chanced/VBD to/TO soil/VB)
(CHUNK begins/VBZ to/TO besiege/VB)
(CHUNK beginning/VBG to/TO attract/VB)
(CHUNK come/VBN to/TO learn/VB)
(CHUNK serve/VB to/TO lead/VB)
(CHUNK try/VB to/TO get/VB)
(CHUNK longing/VBG to/TO see/VB)
(CHUNK long/VB to/TO see/VB)
(CHUNK trying/VBG to/TO promote/VB)
(CHUNK beginning/VBG to/TO fill/VB)
(CHUNK wants/VBZ to/TO linger/VB)
(CHUNK chiseled/VBN to/TO match/VB)
(CHUNK trying/VBG to/TO track/VB)
(CHUNK determined/VBD to/TO get/VB)
(CHUNK began/VBD to/TO develop/VB)
(CHUNK continued/VBD to/TO grow/VB)
(CHUNK decided/VBD to/TO capitalize/VB)
(CHUNK came/VBD to/TO favor/VB)
(CHUNK used/VBD to/TO describe/VB)
(CHUNK began/VBD to/TO play/VB)
(CHUNK gathered/VBD to/TO hear/VB)
(CHUNK guaranteed/VBN to/TO excite/VB)
(CHUNK invited/VBN to/TO deliver/VB)
(CHUNK sent/VBD to/TO knoe/VB)
(CHUNK preparing/VBG to/TO deport/VB)
(CHUNK told/VBN to/TO leave/VB)
(CHUNK constrained/VBN to/TO move/VB)
(CHUNK refused/VBD to/TO let/VB)
(CHUNK managed/VBD to/TO get/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK tending/VBG to/TO arouse/VB)
(CHUNK sent/VBN to/TO get/VB)
(CHUNK tried/VBD to/TO arbitrate/VB)
(CHUNK tried/VBD to/TO arbitrate/VB)
(CHUNK ordered/VBN to/TO knock/VB)
(CHUNK refused/VBD to/TO attend/VB)
(CHUNK determined/VBN to/TO compel/VB)
(CHUNK refused/VBD to/TO sanction/VB)
(CHUNK going/VBG to/TO let/VB)
(CHUNK attempt/VB to/TO prorate/VB)
(CHUNK leaving/VBG to/TO come/VB)
(CHUNK please/VB to/TO write/VB)
(CHUNK want/VB to/TO go/VB)
(CHUNK want/VB to/TO teach/VB)
(CHUNK wanted/VBD to/TO go/VB)
(CHUNK tried/VBD to/TO picture/VB)
(CHUNK waiting/VBG to/TO hear/VB)
(CHUNK came/VBD to/TO live/VB)
(CHUNK began/VBD to/TO show/VB)
(CHUNK tends/VBZ to/TO weaken/VB)
(CHUNK seems/VBZ to/TO rise/VB)
(CHUNK permitted/VBN to/TO see/VB)
(CHUNK continues/VBZ to/TO discuss/VB)
(CHUNK serve/VB to/TO sublimate/VB)
(CHUNK wanted/VBD to/TO close/VB)
(CHUNK wished/VBD to/TO keep/VB)
(CHUNK want/VB to/TO describe/VB)
(CHUNK began/VBD to/TO denounce/VB)
(CHUNK afford/VB to/TO place/VB)
(CHUNK try/VB to/TO fit/VB)
(CHUNK decides/VBZ to/TO enter/VB)
(CHUNK expected/VBN to/TO prefer/VB)
(CHUNK tend/VB to/TO bring/VB)
(CHUNK tend/VB to/TO become/VB)
(CHUNK tend/VB to/TO assimilate/VB)
(CHUNK tend/VB to/TO converge/VB)
(CHUNK disposed/VBN to/TO question/VB)
(CHUNK forced/VBN to/TO realize/VB)
(CHUNK assembled/VBN to/TO bear/VB)
(CHUNK beginning/VBG to/TO tell/VB)
(CHUNK hastened/VBD to/TO dispatch/VB)
(CHUNK ordered/VBN to/TO attack/VB)
(CHUNK going/VBG to/TO trouble/VB)
(CHUNK wanted/VBD to/TO borrow/VB)
(CHUNK trying/VBG to/TO pick/VB)
(CHUNK helping/VBG to/TO prevent/VB)
(CHUNK preferred/VBD to/TO sell/VB)
(CHUNK think/VB to/TO take/VB)
(CHUNK ordered/VBN to/TO approach/VB)
(CHUNK prepared/VBN to/TO move/VB)
(CHUNK come/VB to/TO pay/VB)
(CHUNK refused/VBD to/TO grant/VB)
(CHUNK want/VB to/TO offend/VB)
(CHUNK seeming/VBG to/TO invalidate/VB)
(CHUNK want/VB to/TO drive/VB)
(CHUNK left/VBN to/TO resist/VB)
(CHUNK tempted/VBN to/TO consider/VB)
(CHUNK empowered/VBN to/TO swear/VB)
(CHUNK allowed/VBN to/TO appoint/VB)
(CHUNK wanted/VBN to/TO invest/VB)
(CHUNK decided/VBD to/TO stay/VB)
(CHUNK live/VB to/TO see/VB)
(CHUNK began/VBD to/TO put/VB)
(CHUNK decided/VBN to/TO leave/VB)
(CHUNK wanted/VBD to/TO leave/VB)
(CHUNK want/VB to/TO see/VB)
(CHUNK come/VBN to/TO say/VB)
(CHUNK began/VBD to/TO move/VB)
(CHUNK went/VBD to/TO visit/VB)
(CHUNK got/VBD to/TO drink/VB)
(CHUNK seem/VB to/TO know/VB)
(CHUNK wanted/VBD to/TO help/VB)
(CHUNK seem/VB to/TO fall/VB)
(CHUNK tends/VBZ to/TO obscure/VB)
(CHUNK beginning/VBG to/TO point/VB)
(CHUNK trying/VBG to/TO prove/VB)
(CHUNK trying/VBG to/TO sort/VB)
(CHUNK Start/VB to/TO prepare/VB)
(CHUNK obliged/VBN to/TO go/VB)
(CHUNK declined/VBD to/TO introduce/VB)
(CHUNK enter/VB to/TO ask/VB)
(CHUNK seems/VBZ to/TO lie/VB)
(CHUNK continued/VBD to/TO shape/VB)
(CHUNK seem/VB to/TO pass/VB)
(CHUNK prepared/VBN to/TO accept/VB)
(CHUNK done/VBN to/TO obtaine/VB)
(CHUNK expected/VBN to/TO reach/VB)
(CHUNK seems/VBZ to/TO refer/VB)
(CHUNK tried/VBD to/TO consult/VB)
(CHUNK came/VBD to/TO put/VB)
(CHUNK seemed/VBN to/TO promise/VB)
(CHUNK needed/VBD to/TO possess/VB)
(CHUNK seem/VB to/TO indicate/VB)
(CHUNK purports/VBZ to/TO examine/VB)
(CHUNK attempts/VBZ to/TO understand/VB)
(CHUNK tend/VB to/TO disprove/VB)
(CHUNK forced/VBN to/TO admit/VB)
(CHUNK attempt/VB to/TO ascertain/VB)
(CHUNK forced/VBN to/TO demonstrate/VB)
(CHUNK sought/VBD to/TO maintain/VB)
(CHUNK determined/VBN to/TO resist/VB)
(CHUNK compelled/VBN to/TO make/VB)
(CHUNK threatening/VBG to/TO murder/VB)
(CHUNK agreed/VBD to/TO see/VB)
(CHUNK learned/VBN to/TO know/VB)
(CHUNK written/VBN to/TO say/VB)
(CHUNK came/VBD to/TO see/VB)
(CHUNK liked/VBD to/TO think/VB)
(CHUNK chosen/VBN to/TO follow/VB)
(CHUNK went/VBD to/TO see/VB)
(CHUNK forced/VBN to/TO depict/VB)
(CHUNK expect/VB to/TO find/VB)
(CHUNK hoped/VBD to/TO persuade/VB)
(CHUNK decided/VBD to/TO go/VB)
(CHUNK compelled/VBN to/TO spend/VB)
(CHUNK indisposed/VBN to/TO appear/VB)
(CHUNK try/VB to/TO keep/VB)
(CHUNK arrived/VBD to/TO see/VB)
(CHUNK try/VB to/TO keep/VB)
(CHUNK made/VBN to/TO write/VB)
(CHUNK training/VBG to/TO keep/VB)
(CHUNK decided/VBD to/TO give/VB)
(CHUNK wanted/VBD to/TO apologize/VB)
(CHUNK began/VBD to/TO cry/VB)
(CHUNK going/VBG to/TO make/VB)
(CHUNK forced/VBN to/TO learn/VB)
(CHUNK required/VBN to/TO absorb/VB)
(CHUNK learned/VBN to/TO write/VB)
(CHUNK learned/VBN to/TO dispute/VB)
(CHUNK learned/VBN to/TO dispute/VB)
(CHUNK ceased/VBN to/TO exist/VB)
(CHUNK inclined/VBN to/TO inquire/VB)
(CHUNK like/VB to/TO say/VB)
(CHUNK permitted/VBN to/TO write/VB)
(CHUNK wait/VB to/TO see/VB)
(CHUNK choose/VB to/TO fill/VB)
(CHUNK served/VBN to/TO confirm/VB)
(CHUNK like/VB to/TO suggest/VB)
(CHUNK wanted/VBD to/TO know/VB)
(CHUNK expected/VBN to/TO happen/VB)
(CHUNK asked/VBN to/TO join/VB)
(CHUNK seem/VB to/TO regard/VB)
(CHUNK inclined/VBN to/TO say/VB)
(CHUNK cease/VB to/TO haunt/VB)
(CHUNK wishes/VBZ to/TO express/VB)
(CHUNK continue/VB to/TO bridge/VB)
(CHUNK struggle/VB to/TO keep/VB)
(CHUNK begin/VB to/TO look/VB)
(CHUNK began/VBD to/TO feel/VB)
(CHUNK begins/VBZ to/TO doubt/VB)
(CHUNK seemed/VBD to/TO survive/VB)
(CHUNK begins/VBZ to/TO dream/VB)
(CHUNK refuses/VBZ to/TO surrender/VB)
(CHUNK began/VBD to/TO discover/VB)
(CHUNK decided/VBN to/TO seek/VB)
(CHUNK seek/VB to/TO eliminate/VB)
(CHUNK organized/VBN to/TO deal/VB)
(CHUNK expected/VBN to/TO consist/VB)
(CHUNK beginning/VBG to/TO use/VB)
(CHUNK tried/VBN to/TO enter/VB)
(CHUNK forced/VBN to/TO play/VB)
(CHUNK want/VB to/TO quibble/VB)
(CHUNK used/VBD to/TO make/VB)
(CHUNK love/VB to/TO suffer/VB)
(CHUNK love/VB to/TO suffer/VB)
(CHUNK came/VBD to/TO believe/VB)
(CHUNK trying/VBG to/TO outdo/VB)
(CHUNK used/VBD to/TO say/VB)
(CHUNK castigates/VBZ to/TO liberate/VB)
(CHUNK helped/VBD to/TO educate/VB)
(CHUNK expect/VB to/TO find/VB)
(CHUNK supposed/VBN to/TO supplant/VB)
(CHUNK wanted/VBD to/TO write/VB)
(CHUNK asked/VBN to/TO see/VB)
(CHUNK planned/VBN to/TO lay/VB)
(CHUNK wanted/VBD to/TO put/VB)
(CHUNK decide/VB to/TO disown/VB)
(CHUNK wanted/VBD to/TO pay/VB)
(CHUNK known/VBN to/TO make/VB)
(CHUNK trying/VBG to/TO prove/VB)
(CHUNK required/VBN to/TO meet/VB)
(CHUNK designed/VBN to/TO improve/VB)
(CHUNK designed/VBN to/TO assist/VB)
(CHUNK wish/VB to/TO buy/VB)
(CHUNK made/VBN to/TO establish/VB)
(CHUNK required/VBN to/TO carry/VB)
(CHUNK established/VBN to/TO provide/VB)
(CHUNK desire/VB to/TO explore/VB)
(CHUNK required/VBN to/TO own/VB)
(CHUNK required/VBN to/TO attain/VB)
(CHUNK decide/VB to/TO support/VB)
(CHUNK prepared/VBN to/TO depart/VB)
(CHUNK designed/VBN to/TO provide/VB)
(CHUNK designed/VBN to/TO raise/VB)
(CHUNK designed/VBN to/TO prevent/VB)
(CHUNK aimed/VBN to/TO attract/VB)
(CHUNK like/VB to/TO press/VB)
(CHUNK take/VB to/TO show/VB)
(CHUNK designed/VBN to/TO prevent/VB)
(CHUNK persuaded/VBN to/TO take/VB)
(CHUNK induced/VBN to/TO establish/VB)
(CHUNK persuaded/VBN to/TO adopt/VB)
(CHUNK persuaded/VBN to/TO adopt/VB)
(CHUNK prepared/VBN to/TO give/VB)
(CHUNK prepared/VBN to/TO enter/VB)
(CHUNK dedicated/VBN to/TO secure/VB)
(CHUNK like/VB to/TO think/VB)
(CHUNK like/VB to/TO think/VB)
(CHUNK afford/VB to/TO lose/VB)
(CHUNK continues/VBZ to/TO add/VB)
(CHUNK helping/VBG to/TO pilot/VB)
(CHUNK prefer/VB to/TO speak/VB)
(CHUNK go/VB to/TO discuss/VB)
(CHUNK made/VBN to/TO replace/VB)
(CHUNK continuing/VBG to/TO seek/VB)
(CHUNK seem/VB to/TO add/VB)
(CHUNK seem/VB to/TO fix/VB)
(CHUNK known/VBN to/TO tax/VB)
(CHUNK like/VB to/TO see/VB)
(CHUNK continued/VBD to/TO run/VB)
(CHUNK voted/VBD to/TO continue/VB)
(CHUNK entitled/VBN to/TO benefit/VB)
(CHUNK needed/VBN to/TO establish/VB)
(CHUNK designed/VBN to/TO give/VB)
(CHUNK remain/VB to/TO preserve/VB)
(CHUNK gathered/VBD to/TO thank/VB)
(CHUNK continue/VB to/TO protect/VB)
(CHUNK amended/VBN to/TO read/VB)
(CHUNK construed/VBN to/TO alter/VB)
(CHUNK required/VBN to/TO correlate/VB)
(CHUNK amended/VBN to/TO read/VB)
(CHUNK directed/VBN to/TO make/VB)
(CHUNK directed/VBN to/TO establish/VB)
(CHUNK continued/VBD to/TO display/VB)
(CHUNK required/VBN to/TO move/VB)
(CHUNK planned/VBD to/TO furnish/VB)
(CHUNK agreed/VBD to/TO submit/VB)
(CHUNK initiated/VBN to/TO resolve/VB)
(CHUNK found/VBN to/TO exist/VB)
(CHUNK taken/VBN to/TO isolate/VB)
(CHUNK modified/VBN to/TO reduce/VB)
(CHUNK tending/VBG to/TO separate/VB)
(CHUNK established/VBN to/TO gather/VB)
(CHUNK used/VBN to/TO study/VB)
(CHUNK used/VBN to/TO measure/VB)
(CHUNK used/VBN to/TO calculate/VB)
(CHUNK directed/VBN to/TO mail/VB)
(CHUNK offers/VBZ to/TO pay/VB)
(CHUNK promises/VBZ to/TO pay/VB)
(CHUNK construed/VBN to/TO limit/VB)
(CHUNK directed/VBN to/TO pay/VB)
(CHUNK directed/VBN to/TO cover/VB)
(CHUNK failed/VBN to/TO offer/VB)
(CHUNK intends/VBZ to/TO pursue/VB)
(CHUNK helping/VBG to/TO create/VB)
(CHUNK wish/VB to/TO merge/VB)
(CHUNK pleased/VBN to/TO note/VB)
(CHUNK continue/VB to/TO serve/VB)
(CHUNK pleased/VBN to/TO note/VB)
(CHUNK inclined/VBN to/TO drag/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK made/VBN to/TO enlist/VB)
(CHUNK try/VB to/TO run/VB)
(CHUNK designed/VBN to/TO help/VB)
(CHUNK designed/VBN to/TO reflect/VB)
(CHUNK designed/VBN to/TO avoid/VB)
(CHUNK designed/VBN to/TO reflect/VB)
(CHUNK required/VBN to/TO help/VB)
(CHUNK working/VBG to/TO develop/VB)
(CHUNK installed/VBN to/TO increase/VB)
(CHUNK prepared/VBN to/TO stay/VB)
(CHUNK used/VBN to/TO keep/VB)
(CHUNK came/VBD to/TO receive/VB)
(CHUNK tend/VB to/TO create/VB)
(CHUNK attempting/VBG to/TO bring/VB)
(CHUNK designed/VBN to/TO arrest/VB)
(CHUNK attempt/VB to/TO monopolize/VB)
(CHUNK held/VBN to/TO appoint/VB)
(CHUNK prepared/VBN to/TO submit/VB)
(CHUNK allowed/VBN to/TO petition/VB)
(CHUNK ordered/VBN to/TO terminate/VB)
(CHUNK required/VBN to/TO pass/VB)
(CHUNK required/VBN to/TO pass/VB)
(CHUNK permitted/VBN to/TO endanger/VB)
(CHUNK compelled/VBN to/TO testify/VB)
(CHUNK permitted/VBN to/TO rebut/VB)
(CHUNK failed/VBD to/TO show/VB)
(CHUNK permitted/VBN to/TO rebut/VB)
(CHUNK refused/VBD to/TO require/VB)
(CHUNK ordered/VBN to/TO report/VB)
(CHUNK ordered/VBN to/TO report/VB)
(CHUNK fail/VB to/TO see/VB)
(CHUNK sought/VBD to/TO secure/VB)
(CHUNK failed/VBN to/TO show/VB)
(CHUNK entitled/VBN to/TO inspect/VB)
(CHUNK hopes/VBZ to/TO find/VB)
(CHUNK like/VB to/TO make/VB)
(CHUNK found/VBN to/TO enable/VB)
(CHUNK need/VB to/TO concern/VB)
(CHUNK fail/VB to/TO bring/VB)
(CHUNK fail/VB to/TO act/VB)
(CHUNK want/VB to/TO stimulate/VB)
(CHUNK want/VB to/TO make/VB)
(CHUNK tended/VBN to/TO ignore/VB)
(CHUNK expected/VBN to/TO take/VB)
(CHUNK expected/VBN to/TO know/VB)
(CHUNK expected/VBN to/TO supervise/VB)
(CHUNK begins/VBZ to/TO go/VB)
(CHUNK moved/VBN to/TO think/VB)
(CHUNK beginning/VBG to/TO box/VB)
(CHUNK surprised/VBN to/TO find/VB)
(CHUNK hope/VB to/TO win/VB)
(CHUNK began/VBD to/TO talk/VB)
(CHUNK begins/VBZ to/TO take/VB)
(CHUNK decided/VBN to/TO make/VB)
(CHUNK asked/VBN to/TO give/VB)
(CHUNK formed/VBN to/TO give/VB)
(CHUNK taken/VBN to/TO link/VB)
(CHUNK put/VBN to/TO use/VB)
(CHUNK going/VBG to/TO work/VB)
(CHUNK combine/VB to/TO provide/VB)
(CHUNK wish/VB to/TO serve/VB)
(CHUNK expected/VBN to/TO increase/VB)
(CHUNK needed/VBN to/TO maintain/VB)
(CHUNK needed/VBN to/TO obtain/VB)
(CHUNK planned/VBN to/TO maintain/VB)
(CHUNK needed/VBN to/TO meet/VB)
(CHUNK proposed/VBN to/TO authorize/VB)
(CHUNK decided/VBN to/TO stop/VB)
(CHUNK scheduled/VBN to/TO become/VB)
(CHUNK seek/VB to/TO assure/VB)
(CHUNK agrees/VBZ to/TO furnish/VB)
(CHUNK prepared/VBN to/TO consider/VB)
(CHUNK prepared/VBN to/TO act/VB)
(CHUNK prepared/VBN to/TO act/VB)
(CHUNK required/VBN to/TO cease/VB)
(CHUNK required/VBN to/TO operate/VB)
(CHUNK designed/VBN to/TO operate/VB)
(CHUNK permitted/VBN to/TO operate/VB)
(CHUNK taken/VBN to/TO minimize/VB)
(CHUNK permitted/VBN to/TO operate/VB)
(CHUNK permitted/VBN to/TO operate/VB)
(CHUNK permitted/VBN to/TO operate/VB)
(CHUNK required/VBN to/TO operate/VB)
(CHUNK required/VBN to/TO afford/VB)
(CHUNK elect/VB to/TO use/VB)
(CHUNK required/VBN to/TO file/VB)
(CHUNK required/VBN to/TO file/VB)
(CHUNK elect/VB to/TO use/VB)
(CHUNK required/VBN to/TO file/VB)
(CHUNK obligated/VBN to/TO furnish/VB)
(CHUNK trained/VBN to/TO read/VB)
(CHUNK made/VBN to/TO assure/VB)
(CHUNK tend/VB to/TO create/VB)
(CHUNK rejoicing/VBG to/TO remember/VB)
(CHUNK permitted/VBN to/TO run/VB)
(CHUNK came/VBD to/TO work/VB)
(CHUNK decided/VBD to/TO bring/VB)
(CHUNK found/VBN to/TO permit/VB)
(CHUNK helping/VBG to/TO strengthen/VB)
(CHUNK began/VBD to/TO ship/VB)
(CHUNK believed/VBN to/TO provide/VB)
(CHUNK designed/VBN to/TO provide/VB)
(CHUNK expect/VB to/TO make/VB)
(CHUNK developed/VBN to/TO facilitate/VB)
(CHUNK set/VBN to/TO hold/VB)
(CHUNK continuing/VBG to/TO carry/VB)
(CHUNK designed/VBN to/TO increase/VB)
(CHUNK improved/VBN to/TO obtain/VB)
(CHUNK purchased/VBN to/TO permit/VB)
(CHUNK extended/VBN to/TO provide/VB)
(CHUNK sought/VBN to/TO meet/VB)
(CHUNK designed/VBN to/TO handle/VB)
(CHUNK invited/VBN to/TO participate/VB)
(CHUNK planned/VBN to/TO provide/VB)
(CHUNK inclined/VBN to/TO advance/VB)
(CHUNK aims/VBZ to/TO give/VB)
(CHUNK wish/VB to/TO pursue/VB)
(CHUNK expected/VBN to/TO increase/VB)
(CHUNK expected/VBN to/TO exceed/VB)
(CHUNK begun/VBN to/TO make/VB)
(CHUNK continues/VBZ to/TO expand/VB)
(CHUNK began/VBD to/TO make/VB)
(CHUNK need/VB to/TO learn/VB)
(CHUNK working/VBG to/TO attain/VB)
(CHUNK begun/VBN to/TO translate/VB)
(CHUNK besieged/VBN to/TO serve/VB)
(CHUNK help/VB to/TO create/VB)
(CHUNK assumed/VBN to/TO originate/VB)
(CHUNK used/VBN to/TO describe/VB)
(CHUNK expected/VBN to/TO cause/VB)
(CHUNK taken/VBN to/TO study/VB)
(CHUNK required/VBN to/TO ensure/VB)
(CHUNK used/VBN to/TO measure/VB)
(CHUNK used/VBN to/TO start/VB)
(CHUNK started/VBD to/TO strike/VB)
(CHUNK allowed/VBN to/TO pull/VB)
(CHUNK used/VBN to/TO measure/VB)
(CHUNK generalized/VBN to/TO include/VB)
(CHUNK eliminated/VBN to/TO obtain/VB)
(CHUNK extended/VBN to/TO include/VB)
(CHUNK used/VBN to/TO derive/VB)
(CHUNK adjusted/VBN to/TO minimize/VB)
(CHUNK required/VBN to/TO make/VB)
(CHUNK taken/VBN to/TO prevent/VB)
(CHUNK attempts/VBZ to/TO present/VB)
(CHUNK evaporate/VB to/TO leave/VB)
(CHUNK tend/VB to/TO stick/VB)
(CHUNK helps/VBZ to/TO float/VB)
(CHUNK acts/VBZ to/TO remove/VB)
(CHUNK tend/VB to/TO accelerate/VB)
(CHUNK appear/VB to/TO offer/VB)
(CHUNK allowed/VBN to/TO take/VB)
(CHUNK allowed/VBN to/TO distil/VB)
(CHUNK undertaken/VBN to/TO see/VB)
(CHUNK allowed/VBN to/TO stand/VB)
(CHUNK thought/VBN to/TO contribute/VB)
(CHUNK made/VBN to/TO characterize/VB)
(CHUNK expect/VB to/TO find/VB)
(CHUNK known/VBN to/TO cause/VB)
(CHUNK allowed/VBN to/TO stand/VB)
(CHUNK allowed/VBN to/TO stand/VB)
(CHUNK used/VBN to/TO test/VB)
(CHUNK allowed/VBN to/TO clot/VB)
(CHUNK need/VB to/TO make/VB)
(CHUNK try/VB to/TO key/VB)
(CHUNK manage/VB to/TO keep/VB)
(CHUNK seem/VB to/TO prefer/VB)
(CHUNK continues/VBZ to/TO add/VB)
(CHUNK begin/VB to/TO play/VB)
(CHUNK begin/VB to/TO appear/VB)
(CHUNK begin/VB to/TO dig/VB)
(CHUNK cease/VB to/TO lay/VB)
(CHUNK manages/VBZ to/TO slip/VB)
(CHUNK seem/VB to/TO recognize/VB)
(CHUNK like/VB to/TO burrow/VB)
(CHUNK like/VB to/TO think/VB)
(CHUNK estimated/VBN to/TO contain/VB)
(CHUNK love/VB to/TO visit/VB)
(CHUNK fail/VB to/TO show/VB)
(CHUNK attempts/VBZ to/TO weigh/VB)
(CHUNK given/VBN to/TO complete/VB)
(CHUNK required/VBN to/TO reach/VB)
(CHUNK prove/VB to/TO belong/VB)
(CHUNK varied/VBN to/TO allow/VB)
(CHUNK noted/VBN to/TO draw/VB)
(CHUNK noted/VBN to/TO occur/VB)
(CHUNK permitted/VBN to/TO speculate/VB)
(CHUNK designed/VBN to/TO stop/VB)
(CHUNK failing/VBG to/TO demonstrate/VB)
(CHUNK failed/VBD to/TO demonstrate/VB)
(CHUNK applied/VBN to/TO man/VB)
(CHUNK begin/VB to/TO ossify/VB)
(CHUNK seen/VBN to/TO begin/VB)
(CHUNK constructed/VBN to/TO serve/VB)
(CHUNK wishes/VBZ to/TO study/VB)
(CHUNK attempted/VBN to/TO simplify/VB)
(CHUNK coupled/VBN to/TO form/VB)
(CHUNK appear/VB to/TO affect/VB)
(CHUNK appear/VB to/TO act/VB)
(CHUNK presumed/VBN to/TO occur/VB)
(CHUNK found/VBN to/TO contain/VB)
(CHUNK appears/VBZ to/TO result/VB)
(CHUNK used/VBN to/TO obtain/VB)
(CHUNK like/VB to/TO re-emphasise/VB)
(CHUNK adopted/VBN to/TO make/VB)
(CHUNK failed/VBD to/TO change/VB)
(CHUNK failed/VBD to/TO show/VB)
(CHUNK thought/VBN to/TO represent/VB)
(CHUNK failed/VBD to/TO show/VB)
(CHUNK attempting/VBG to/TO improve/VB)
(CHUNK allowed/VBN to/TO react/VB)
(CHUNK used/VBN to/TO filter/VB)
(CHUNK photographed/VBN to/TO show/VB)
(CHUNK thought/VBN to/TO represent/VB)
(CHUNK seems/VBZ to/TO follow/VB)
(CHUNK known/VBN to/TO contribute/VB)
(CHUNK fail/VB to/TO elicit/VB)
(CHUNK failed/VBD to/TO evoke/VB)
(CHUNK fail/VB to/TO eat/VB)
(CHUNK trying/VBG to/TO study/VB)
(CHUNK try/VB to/TO study/VB)
(CHUNK wish/VB to/TO show/VB)
(CHUNK need/VB to/TO find/VB)
(CHUNK like/VB to/TO give/VB)
(CHUNK chosen/VBN to/TO give/VB)
(CHUNK need/VB to/TO know/VB)
(CHUNK plans/VBZ to/TO go/VB)
(CHUNK tossed/VBN to/TO decide/VB)
(CHUNK want/VB to/TO know/VB)
(CHUNK want/VB to/TO study/VB)
(CHUNK expect/VB to/TO face/VB)
(CHUNK choose/VB to/TO derive/VB)
(CHUNK seeking/VBG to/TO become/VB)
(CHUNK mobilized/VBN to/TO achieve/VB)
(CHUNK required/VBN to/TO make/VB)
(CHUNK work/VB to/TO realize/VB)
(CHUNK seek/VB to/TO encourage/VB)
(CHUNK prefer/VB to/TO live/VB)
(CHUNK afford/VB to/TO wait/VB)
(CHUNK begin/VB to/TO see/VB)
(CHUNK committed/VBN to/TO move/VB)
(CHUNK continue/VB to/TO satisfy/VB)
(CHUNK begun/VBN to/TO develop/VB)
(CHUNK programming/VBG to/TO go/VB)
(CHUNK fail/VB to/TO push/VB)
(CHUNK attempt/VB to/TO communicate/VB)
(CHUNK fitted/VBN to/TO perform/VB)
(CHUNK seeks/VBZ to/TO satisfy/VB)
(CHUNK tends/VBZ to/TO integrate/VB)
(CHUNK tends/VBZ to/TO support/VB)
(CHUNK threatened/VBD to/TO burst/VB)
(CHUNK helped/VBN to/TO understand/VB)
(CHUNK combined/VBD to/TO prevent/VB)
(CHUNK needed/VBN to/TO bolster/VB)
(CHUNK helping/VBG to/TO further/VB)
(CHUNK seem/VB to/TO vary/VB)
(CHUNK seem/VB to/TO act/VB)
(CHUNK obliged/VBN to/TO organize/VB)
(CHUNK expected/VBN to/TO show/VB)
(CHUNK used/VBN to/TO adjust/VB)
(CHUNK tended/VBD to/TO break/VB)
(CHUNK delegated/VBN to/TO cooperate/VB)
(CHUNK expect/VB to/TO obtain/VB)
(CHUNK planned/VBN to/TO double/VB)
(CHUNK began/VBD to/TO plan/VB)
(CHUNK attempted/VBD to/TO design/VB)
(CHUNK hastened/VBD to/TO add/VB)
(CHUNK seem/VB to/TO indicate/VB)
(CHUNK decided/VBD to/TO hold/VB)
(CHUNK appear/VB to/TO drop/VB)
(CHUNK get/VB to/TO take/VB)
(CHUNK began/VBD to/TO get/VB)
(CHUNK began/VBD to/TO meet/VB)
(CHUNK increased/VBD to/TO include/VB)
(CHUNK chose/VBD to/TO report/VB)
(CHUNK expected/VBN to/TO read/VB)
(CHUNK expected/VBN to/TO confront/VB)
(CHUNK appeared/VBD to/TO reach/VB)
(CHUNK continued/VBD to/TO give/VB)
(CHUNK invoked/VBN to/TO explain/VB)
(CHUNK wanted/VBD to/TO go/VB)
(CHUNK mean/VB to/TO imply/VB)
(CHUNK supposed/VBN to/TO happen/VB)
(CHUNK learning/VBG to/TO read/VB)
(CHUNK asked/VBN to/TO describe/VB)
(CHUNK learning/VBG to/TO read/VB)
(CHUNK expected/VBN to/TO earn/VB)
(CHUNK expected/VBN to/TO earn/VB)
(CHUNK surprised/VBN to/TO find/VB)
(CHUNK struggle/VB to/TO induce/VB)
(CHUNK asked/VBN to/TO learn/VB)
(CHUNK prefer/VB to/TO test/VB)
(CHUNK told/VBN to/TO purchase/VB)
(CHUNK seemed/VBD to/TO antagonize/VB)
(CHUNK designed/VBN to/TO develop/VB)
(CHUNK refused/VBD to/TO change/VB)
(CHUNK refused/VBD to/TO change/VB)
(CHUNK refused/VBD to/TO accept/VB)
(CHUNK supposed/VBN to/TO know/VB)
(CHUNK working/VBG to/TO become/VB)
(CHUNK led/VBN to/TO see/VB)
(CHUNK asked/VBN to/TO vote/VB)
(CHUNK duplicated/VBN to/TO form/VB)
(CHUNK learn/VB to/TO play/VB)
(CHUNK want/VB to/TO change/VB)
(CHUNK learns/VBZ to/TO become/VB)
(CHUNK began/VBD to/TO emerge/VB)
(CHUNK used/VBD to/TO annoy/VB)
(CHUNK stooping/VBG to/TO dispense/VB)
(CHUNK come/VBN to/TO see/VB)
(CHUNK preferred/VBD to/TO keep/VB)
(CHUNK used/VBD to/TO give/VB)
(CHUNK came/VBD to/TO feel/VB)
(CHUNK used/VBN to/TO accomplish/VB)
(CHUNK found/VBN to/TO match/VB)
(CHUNK required/VBN to/TO store/VB)
(CHUNK saved/VBN to/TO represent/VB)
(CHUNK saved/VBN to/TO represent/VB)
(CHUNK created/VBN to/TO accommodate/VB)
(CHUNK inspected/VBN to/TO determine/VB)
(CHUNK used/VBN to/TO look/VB)
(CHUNK serve/VB to/TO illustrate/VB)
(CHUNK intended/VBN to/TO decrease/VB)
(CHUNK required/VBN to/TO improve/VB)
(CHUNK italicized/VBN to/TO guide/VB)
(CHUNK seems/VBZ to/TO center/VB)
(CHUNK operate/VB to/TO center/VB)
(CHUNK serves/VBZ to/TO focus/VB)
(CHUNK purport/VB to/TO represent/VB)
(CHUNK hesitates/VBZ to/TO suggest/VB)
(CHUNK mentioned/VBN to/TO make/VB)
(CHUNK trying/VBG to/TO develop/VB)
(CHUNK compelled/VBN to/TO omit/VB)
(CHUNK continue/VB to/TO show/VB)
(CHUNK planning/VBG to/TO use/VB)
(CHUNK expecting/VBG to/TO recover/VB)
(CHUNK meant/VBD to/TO move/VB)
(CHUNK preferred/VBD to/TO continue/VB)
(CHUNK trying/VBG to/TO find/VB)
(CHUNK planned/VBN to/TO exterminate/VB)
(CHUNK trying/VBG to/TO marry/VB)
(CHUNK pledged/VBN to/TO hold/VB)
(CHUNK determined/VBN to/TO create/VB)
(CHUNK seemed/VBD to/TO assure/VB)
(CHUNK attempted/VBD to/TO marry/VB)
(CHUNK obliged/VBN to/TO concede/VB)
(CHUNK expected/VBD to/TO democratize/VB)
(CHUNK Failing/VBG to/TO heed/VB)
(CHUNK determined/VBN to/TO keep/VB)
(CHUNK tend/VB to/TO procrastinate/VB)
(CHUNK even/VB to/TO repudiate/VB)
(CHUNK served/VBD to/TO minimize/VB)
(CHUNK encouraged/VBN to/TO state/VB)
(CHUNK trying/VBG to/TO unearth/VB)
(CHUNK decided/VBD to/TO remove/VB)
(CHUNK decide/VB to/TO encourage/VB)
(CHUNK prefer/VB to/TO hire/VB)
(CHUNK go/VB to/TO work/VB)
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(CHUNK continues/VBZ to/TO stress/VB)
(CHUNK encouraged/VBN to/TO adopt/VB)
(CHUNK motivated/VBN to/TO take/VB)
(CHUNK expected/VBN to/TO respond/VB)
(CHUNK training/VBG to/TO meet/VB)
(CHUNK used/VBN to/TO pay/VB)
(CHUNK taken/VBN to/TO indicate/VB)
(CHUNK afford/VB to/TO trade/VB)
(CHUNK afford/VB to/TO lose/VB)
(CHUNK taken/VBN to/TO exemplify/VB)
(CHUNK Try/VB to/TO imagine/VB)
(CHUNK trying/VBG to/TO outfox/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK invited/VBN to/TO try/VB)
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(CHUNK begin/VB to/TO edge/VB)
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(CHUNK trying/VBG to/TO win/VB)
(CHUNK bound/VBN to/TO mean/VB)
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(CHUNK continue/VB to/TO rise/VB)
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(CHUNK presumed/VBN to/TO realize/VB)
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(CHUNK prepared/VBN to/TO read/VB)
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(CHUNK chooses/VBZ to/TO enforce/VB)
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(CHUNK entitled/VBN to/TO sue/VB)
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(CHUNK entitled/VBN to/TO sue/VB)
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(CHUNK intended/VBN to/TO ease/VB)
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(CHUNK exists/VBZ to/TO show/VB)
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(CHUNK trying/VBG to/TO learn/VB)
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(CHUNK expected/VBN to/TO administer/VB)
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(CHUNK permitted/VBN to/TO see/VB)
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(CHUNK mean/VB to/TO assert/VB)
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(CHUNK meant/VBD to/TO say/VB)
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(CHUNK seem/VB to/TO present/VB)
(CHUNK allowed/VBN to/TO move/VB)
(CHUNK tended/VBD to/TO reflect/VB)
(CHUNK beginning/VBG to/TO appreciate/VB)
(CHUNK begun/VBN to/TO disturb/VB)
(CHUNK venture/VB to/TO assign/VB)
(CHUNK crystallized/VBN to/TO find/VB)
(CHUNK begin/VB to/TO show/VB)
(CHUNK beginning/VBG to/TO expand/VB)
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(CHUNK serve/VB to/TO quiet/VB)
(CHUNK decided/VBD to/TO ride/VB)
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(CHUNK allowed/VBN to/TO see/VB)
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(CHUNK compelled/VBN to/TO kill/VB)
(CHUNK desiring/VBG to/TO leave/VB)
(CHUNK wanted/VBD to/TO clean/VB)
(CHUNK needed/VBD to/TO hire/VB)
(CHUNK continued/VBD to/TO spring/VB)
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(CHUNK continued/VBD to/TO accuse/VB)
(CHUNK dare/VB to/TO instigate/VB)
(CHUNK acting/VBG to/TO deliver/VB)
(CHUNK seeking/VBG to/TO free/VB)
(CHUNK endeavoring/VBG to/TO deliver/VB)
(CHUNK doomed/VBN to/TO suffer/VB)
(CHUNK adopted/VBD to/TO accomplish/VB)
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(CHUNK began/VBD to/TO mix/VB)
(CHUNK began/VBD to/TO paint/VB)
(CHUNK trying/VBG to/TO simulate/VB)
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(CHUNK seem/VB to/TO thrust/VB)
(CHUNK seems/VBZ to/TO thrust/VB)
(CHUNK shaded/VBN to/TO pry/VB)
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(CHUNK taxed/VBN to/TO pay/VB)
(CHUNK come/VBN to/TO pass/VB)
(CHUNK seem/VB to/TO believe/VB)
(CHUNK continues/VBZ to/TO rise/VB)
(CHUNK continue/VB to/TO charge/VB)
(CHUNK beginning/VBG to/TO discover/VB)
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(CHUNK liked/VBD to/TO work/VB)
(CHUNK tend/VB to/TO vote/VB)
(CHUNK going/VBG to/TO cure/VB)
(CHUNK tended/VBD to/TO overlook/VB)
(CHUNK made/VBN to/TO replace/VB)
(CHUNK decided/VBN to/TO strip/VB)
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(CHUNK arranged/VBN to/TO fit/VB)
(CHUNK needed/VBN to/TO take/VB)
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(CHUNK led/VBN to/TO speculate/VB)
(CHUNK intended/VBD to/TO fill/VB)
(CHUNK restored/VBN to/TO go/VB)
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(CHUNK began/VBD to/TO wash/VB)
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(CHUNK try/VB to/TO build/VB)
(CHUNK tend/VB to/TO become/VB)
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(CHUNK attempting/VBG to/TO acquaint/VB)
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(CHUNK seemed/VBD to/TO open/VB)
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(CHUNK trying/VBG to/TO get/VB)
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(CHUNK kneels/VBZ to/TO kiss/VB)
(CHUNK serve/VB to/TO travesty/VB)
(CHUNK used/VBN to/TO equate/VB)
(CHUNK altered/VBN to/TO show/VB)
(CHUNK altered/VBN to/TO show/VB)
(CHUNK taken/VBN to/TO branch/VB)
(CHUNK attempt/VB to/TO execute/VB)
(CHUNK used/VBN to/TO name/VB)
(CHUNK used/VBN to/TO name/VB)
(CHUNK used/VBN to/TO generate/VB)
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(CHUNK used/VBN to/TO select/VB)
(CHUNK used/VBN to/TO specify/VB)
(CHUNK used/VBN to/TO specify/VB)
(CHUNK expected/VBN to/TO serve/VB)
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(CHUNK began/VBD to/TO decrease/VB)
(CHUNK began/VBD to/TO build/VB)
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(CHUNK channeled/VBN to/TO produce/VB)
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(CHUNK needed/VBN to/TO translate/VB)
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(CHUNK used/VBN to/TO deny/VB)
(CHUNK required/VBN to/TO localize/VB)
(CHUNK found/VBN to/TO protect/VB)
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(CHUNK shown/VBN to/TO undergo/VB)
(CHUNK extended/VBN to/TO include/VB)
(CHUNK shown/VBN to/TO undergo/VB)
(CHUNK allowed/VBN to/TO go/VB)
(CHUNK used/VBN to/TO classify/VB)
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(CHUNK serves/VBZ to/TO inactivate/VB)
(CHUNK needed/VBN to/TO inactivate/VB)
(CHUNK thought/VBN to/TO offer/VB)
(CHUNK serves/VBZ to/TO extend/VB)
(CHUNK served/VBN to/TO extend/VB)
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(CHUNK found/VBN to/TO compare/VB)
(CHUNK required/VBN to/TO remove/VB)
(CHUNK required/VBN to/TO cut/VB)
(CHUNK tends/VBZ to/TO push/VB)
(CHUNK required/VBN to/TO cut/VB)
(CHUNK seen/VBN to/TO correlate/VB)
(CHUNK beginning/VBG to/TO advance/VB)
(CHUNK managed/VBN to/TO grow/VB)
(CHUNK started/VBN to/TO open/VB)
(CHUNK seem/VB to/TO justify/VB)
(CHUNK claimed/VBN to/TO give/VB)
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(CHUNK required/VBN to/TO cause/VB)
(CHUNK combined/VBN to/TO attain/VB)
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(CHUNK hope/VB to/TO compete/VB)
(CHUNK helped/VBD to/TO alleviate/VB)
(CHUNK calculated/VBN to/TO expand/VB)
(CHUNK lowered/VBN to/TO permit/VB)
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(CHUNK established/VBN to/TO cover/VB)
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(CHUNK varied/VBN to/TO conform/VB)
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(CHUNK allowed/VBN to/TO reach/VB)
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(CHUNK investigated/VBN to/TO allow/VB)
(CHUNK enlarged/VBN to/TO require/VB)
(CHUNK employed/VBN to/TO reduce/VB)
(CHUNK wait/VB to/TO see/VB)
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(CHUNK utilized/VBN to/TO direct/VB)
(CHUNK tried/VBD to/TO make/VB)
(CHUNK jumping/VBG to/TO anticipate/VB)
(CHUNK tried/VBD to/TO tempt/VB)
(CHUNK Try/VB to/TO get/VB)
(CHUNK bothered/VBN to/TO phone/VB)
(CHUNK allowed/VBN to/TO make/VB)
(CHUNK go/VB to/TO school/VB)
(CHUNK wants/VBZ to/TO pay/VB)
(CHUNK seemed/VBD to/TO speak/VB)
(CHUNK wired/VBN to/TO set/VB)
(CHUNK tried/VBD to/TO shake/VB)
(CHUNK going/VBG to/TO follow/VB)
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(CHUNK seemed/VBD to/TO crouch/VB)
(CHUNK seemed/VBD to/TO advance/VB)
(CHUNK seemed/VBD to/TO resist/VB)
(CHUNK began/VBD to/TO write/VB)
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(CHUNK needed/VBD to/TO eat/VB)
(CHUNK wanting/VBG to/TO know/VB)
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(CHUNK dared/VBN to/TO defy/VB)
(CHUNK hoping/VBG to/TO store/VB)
(CHUNK going/VBG to/TO get/VB)
(CHUNK want/VB to/TO get/VB)
(CHUNK trying/VBG to/TO talk/VB)
(CHUNK determined/VBD to/TO go/VB)
(CHUNK proposed/VBN to/TO rebuild/VB)
(CHUNK going/VBG to/TO stay/VB)
(CHUNK plan/VB to/TO repair/VB)
(CHUNK Hope/VB to/TO see/VB)
(CHUNK used/VBD to/TO take/VB)
(CHUNK want/VB to/TO kill/VB)
(CHUNK intend/VB to/TO go/VB)
(CHUNK wanted/VBN to/TO hurt/VB)
(CHUNK bother/VB to/TO think/VB)
(CHUNK delighted/VBN to/TO see/VB)
(CHUNK began/VBD to/TO weep/VB)
(CHUNK began/VBD to/TO move/VB)
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(CHUNK tried/VBD to/TO rescue/VB)
(CHUNK seemed/VBD to/TO hold/VB)
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(CHUNK strove/VBD to/TO think/VB)
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(CHUNK fail/VB to/TO hear/VB)
(CHUNK dared/VBD to/TO wait/VB)
(CHUNK dared/VBD to/TO pat/VB)
(CHUNK trying/VBG to/TO push/VB)
(CHUNK began/VBD to/TO whirl/VB)
(CHUNK started/VBD to/TO worry/VB)
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(CHUNK wanted/VBD to/TO get/VB)
(CHUNK tryin/VBG to/TO fuck/VB)
(CHUNK tried/VBD to/TO stifle/VB)
(CHUNK seeking/VBG to/TO kill/VB)
(CHUNK failed/VBD to/TO check/VB)
(CHUNK tried/VBD to/TO shut/VB)
(CHUNK refuses/VBZ to/TO believe/VB)
(CHUNK begun/VBN to/TO study/VB)
(CHUNK amazed/VBN to/TO discover/VB)
(CHUNK appear/VB to/TO reject/VB)
(CHUNK trying/VBG to/TO write/VB)
(CHUNK want/VB to/TO weep/VB)
(CHUNK love/VB to/TO know/VB)
(CHUNK like/VB to/TO know/VB)
(CHUNK seem/VB to/TO think/VB)
(CHUNK striving/VBG to/TO appear/VB)
(CHUNK begin/VB to/TO get/VB)
(CHUNK called/VBD to/TO take/VB)
(CHUNK bother/VB to/TO shave/VB)
(CHUNK tried/VBD to/TO stop/VB)
(CHUNK going/VBG to/TO stop/VB)
(CHUNK like/VB to/TO hear/VB)
(CHUNK itch/VB to/TO relieve/VB)
(CHUNK prefer/VB to/TO eat/VB)
(CHUNK wanted/VBD to/TO wipe/VB)
(CHUNK survive/VB to/TO talk/VB)
(CHUNK fit/VBN to/TO kill/VB)
(CHUNK began/VBD to/TO whip/VB)
(CHUNK seems/VBZ to/TO hover/VB)
(CHUNK waiting/VBG to/TO know/VB)
(CHUNK want/VB to/TO go/VB)
(CHUNK decided/VBD to/TO remain/VB)
(CHUNK appeared/VBD to/TO provide/VB)
(CHUNK tried/VBD to/TO outface/VB)
(CHUNK turned/VBD to/TO smirk/VB)
(CHUNK used/VBN to/TO tell/VB)
(CHUNK began/VBD to/TO speak/VB)
(CHUNK tried/VBN to/TO force/VB)
(CHUNK knelt/VBN to/TO tell/VB)
(CHUNK tried/VBD to/TO live/VB)
(CHUNK seemed/VBD to/TO grow/VB)
(CHUNK continued/VBD to/TO find/VB)
(CHUNK going/VBG to/TO allow/VB)
(CHUNK continued/VBD to/TO proclaim/VB)
(CHUNK came/VBD to/TO warn/VB)
(CHUNK refused/VBD to/TO believe/VB)
(CHUNK refused/VBN to/TO agree/VB)
(CHUNK wanted/VBD to/TO run/VB)
(CHUNK going/VBG to/TO comply/VB)
(CHUNK started/VBD to/TO run/VB)
(CHUNK crouch/VB to/TO get/VB)
(CHUNK seem/VB to/TO help/VB)
(CHUNK close/VB to/TO emit/VB)
(CHUNK twitching/VBG to/TO dislodge/VB)
(CHUNK descended/VBN to/TO blot/VB)
(CHUNK strained/VBD to/TO hear/VB)
(CHUNK going/VBG to/TO let/VB)
(CHUNK begun/VBN to/TO walk/VB)
(CHUNK wanted/VBD to/TO take/VB)
(CHUNK wanted/VBD to/TO talk/VB)
(CHUNK want/VB to/TO bring/VB)
(CHUNK consented/VBD to/TO postpone/VB)
(CHUNK meant/VBD to/TO keep/VB)
(CHUNK want/VB to/TO call/VB)
(CHUNK expecting/VBG to/TO find/VB)
(CHUNK designed/VBN to/TO serve/VB)
(CHUNK made/VBN to/TO flow/VB)
(CHUNK wanting/VBG to/TO draw/VB)
(CHUNK persuaded/VBN to/TO come/VB)
(CHUNK told/VBN to/TO ask/VB)
(CHUNK wish/VB to/TO make/VB)
(CHUNK promised/VBD to/TO speak/VB)
(CHUNK moved/VBN to/TO distort/VB)
(CHUNK wanted/VBD to/TO emphasize/VB)
(CHUNK liking/VBG to/TO work/VB)
(CHUNK tries/VBZ to/TO unteach/VB)
(CHUNK began/VBD to/TO worry/VB)
(CHUNK tried/VBD to/TO insist/VB)
(CHUNK moving/VBG to/TO take/VB)
(CHUNK tried/VBD to/TO contain/VB)
(CHUNK takes/VBZ to/TO drink/VB)
(CHUNK aim/VB to/TO keep/VB)
(CHUNK tried/VBD to/TO find/VB)
(CHUNK stopped/VBD to/TO say/VB)
(CHUNK trying/VBG to/TO contain/VB)
(CHUNK needed/VBD to/TO say/VB)
(CHUNK forgot/VBN to/TO order/VB)
(CHUNK began/VBD to/TO dance/VB)
(CHUNK planned/VBN to/TO use/VB)
(CHUNK began/VBD to/TO shave/VB)
(CHUNK began/VBD to/TO pack/VB)
(CHUNK seemed/VBD to/TO care/VB)
(CHUNK rose/VBD to/TO speak/VB)
(CHUNK continue/VB to/TO plague/VB)
(CHUNK live/VB to/TO see/VB)
(CHUNK poised/VBN to/TO pour/VB)
(CHUNK Remember/VB to/TO call/VB)
(CHUNK trying/VBG to/TO reach/VB)
(CHUNK tried/VBD to/TO reach/VB)
(CHUNK used/VBD to/TO love/VB)
(CHUNK wants/VBZ to/TO go/VB)
(CHUNK wanted/VBD to/TO wring/VB)
(CHUNK got/VBD to/TO dancing/VBG)
(CHUNK trying/VBG to/TO pick/VB)
(CHUNK began/VBD to/TO laugh/VB)
(CHUNK trying/VBG to/TO find/VB)
(CHUNK going/VBG to/TO get/VB)
(CHUNK want/VB to/TO fight/VB)
(CHUNK wanting/VBG to/TO sock/VB)
(CHUNK trying/VBG to/TO take/VB)
(CHUNK want/VB to/TO hear/VB)
(CHUNK seemed/VBD to/TO feel/VB)
(CHUNK trying/VBG to/TO help/VB)
(CHUNK wait/VB to/TO get/VB)
(CHUNK expect/VB to/TO escape/VB)
(CHUNK try/VB to/TO fathom/VB)
(CHUNK allowed/VBN to/TO spend/VB)
(CHUNK try/VB to/TO make/VB)
(CHUNK wanted/VBD to/TO know/VB)
(CHUNK tried/VBD to/TO get/VB)
(CHUNK tempted/VBN to/TO ask/VB)
(CHUNK decided/VBD to/TO tell/VB)
(CHUNK surprised/VBN to/TO find/VB)
(CHUNK wished/VBD to/TO show/VB)
(CHUNK like/VB to/TO bring/VB)
(CHUNK beg/VB to/TO inquire/VB)
(CHUNK wanted/VBD to/TO visit/VB)
(CHUNK like/VB to/TO enact/VB)
(CHUNK wished/VBD to/TO create/VB)
(CHUNK wish/VB to/TO deceive/VB)
(CHUNK want/VB to/TO create/VB)
(CHUNK going/VBG to/TO take/VB)
(CHUNK going/VBG to/TO lose/VB)
(CHUNK consented/VBD to/TO meet/VB)
(CHUNK rose/VBD to/TO go/VB)
(CHUNK chosen/VBN to/TO read/VB)
(CHUNK started/VBN to/TO cross/VB)
(CHUNK seemed/VBD to/TO think/VB)
(CHUNK started/VBD to/TO undo/VB)
(CHUNK longed/VBD to/TO tell/VB)
(CHUNK chose/VBD to/TO read/VB)
(CHUNK served/VBN to/TO increase/VB)
(CHUNK refused/VBD to/TO bring/VB)
(CHUNK got/VBN to/TO stop/VB)
(CHUNK want/VB to/TO take/VB)
(CHUNK tried/VBD to/TO order/VB)
(CHUNK seeking/VBG to/TO create/VB)
(CHUNK hope/VB to/TO accomplish/VB)
(CHUNK attempt/VB to/TO rise/VB)
(CHUNK tried/VBD to/TO rise/VB)
(CHUNK began/VBD to/TO crawl/VB)
(CHUNK failed/VBD to/TO reach/VB)
(CHUNK began/VBD to/TO creep/VB)
(CHUNK began/VBD to/TO crawl/VB)
(CHUNK promised/VBD to/TO take/VB)
(CHUNK meant/VBN to/TO shout/VB)
(CHUNK longed/VBN to/TO increase/VB)
(CHUNK want/VB to/TO begin/VB)
(CHUNK seemed/VBD to/TO imply/VB)
(CHUNK stopped/VBD to/TO admire/VB)
(CHUNK stayed/VBD to/TO visit/VB)
(CHUNK want/VB to/TO get/VB)
(CHUNK tried/VBD to/TO remember/VB)
(CHUNK began/VBD to/TO riffle/VB)
(CHUNK promise/VB to/TO make/VB)
(CHUNK like/VB to/TO travel/VB)
(CHUNK tried/VBN to/TO repair/VB)
(CHUNK used/VBD to/TO play/VB)
(CHUNK beginning/VBG to/TO thin/VB)
(CHUNK fail/VB to/TO let/VB)
(CHUNK lean/VB to/TO reach/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK want/VB to/TO see/VB)
(CHUNK beginning/VBG to/TO see/VB)
(CHUNK bother/VB to/TO wipe/VB)
(CHUNK fit/VBN to/TO shake/VB)
(CHUNK going/VBG to/TO wake/VB)
(CHUNK care/VB to/TO get/VB)
(CHUNK tried/VBN to/TO stop/VB)
(CHUNK expected/VBD to/TO hear/VB)
(CHUNK got/VBD to/TO expect/VB)
(CHUNK going/VBG to/TO put/VB)
(CHUNK got/VBN to/TO thaw/VB)
(CHUNK want/VB to/TO touch/VB)
(CHUNK made/VBN to/TO fall/VB)
(CHUNK come/VB to/TO rest/VB)
(CHUNK trying/VBG to/TO attain/VB)
(CHUNK stopped/VBD to/TO gaze/VB)
(CHUNK begun/VBN to/TO turn/VB)
(CHUNK beginning/VBG to/TO cook/VB)
(CHUNK began/VBD to/TO develop/VB)
(CHUNK begun/VBN to/TO buy/VB)
(CHUNK want/VB to/TO thin/VB)
(CHUNK planned/VBD to/TO graduate/VB)
(CHUNK going/VBG to/TO tell/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK want/VB to/TO roast/VB)
(CHUNK preferred/VBD to/TO sit/VB)
(CHUNK liked/VBD to/TO sit/VB)
(CHUNK seemed/VBN to/TO come/VB)
(CHUNK plan/VB to/TO conduct/VB)
(CHUNK required/VBN to/TO detect/VB)
(CHUNK obliged/VBN to/TO prepare/VB)
(CHUNK began/VBD to/TO rise/VB)
(CHUNK attempting/VBG to/TO hide/VB)
(CHUNK begun/VBN to/TO protest/VB)
(CHUNK come/VB to/TO clean/VB)
(CHUNK rose/VBD to/TO put/VB)
(CHUNK managed/VBD to/TO persuade/VB)
(CHUNK offered/VBD to/TO prevail/VB)
(CHUNK want/VB to/TO hear/VB)
(CHUNK fumbling/VBG to/TO untie/VB)
(CHUNK want/VB to/TO leave/VB)
(CHUNK going/VBG to/TO work/VB)
(CHUNK want/VB to/TO keep/VB)
(CHUNK like/VB to/TO think/VB)
(CHUNK began/VBD to/TO wrap/VB)
(CHUNK going/VBG to/TO put/VB)
(CHUNK agreed/VBN to/TO correspond/VB)
(CHUNK lived/VBD to/TO see/VB)
(CHUNK longing/VBG to/TO fall/VB)
(CHUNK ask/VB to/TO see/VB)
(CHUNK seemed/VBD to/TO stride/VB)
(CHUNK agreed/VBD to/TO think/VB)
(CHUNK wished/VBD to/TO spend/VB)
(CHUNK dared/VBN to/TO ask/VB)
(CHUNK supposed/VBD to/TO buy/VB)
(CHUNK planning/VBG to/TO greet/VB)
(CHUNK began/VBD to/TO wonder/VB)
(CHUNK refused/VBN to/TO let/VB)
(CHUNK wanted/VBD to/TO kill/VB)
(CHUNK wanted/VBD to/TO go/VB)
(CHUNK seem/VB to/TO know/VB)
(CHUNK going/VBG to/TO become/VB)
(CHUNK going/VBG to/TO kill/VB)
(CHUNK like/VB to/TO tell/VB)
(CHUNK want/VB to/TO see/VB)
(CHUNK get/VB to/TO come/VB)
(CHUNK like/VB to/TO dance/VB)
(CHUNK like/VB to/TO dance/VB)
(CHUNK wanted/VBD to/TO believe/VB)
(CHUNK trying/VBG to/TO put/VB)
(CHUNK started/VBD to/TO say/VB)
(CHUNK Forgot/VBD to/TO get/VB)
(CHUNK started/VBD to/TO say/VB)
(CHUNK trying/VBG to/TO make/VB)
(CHUNK want/VB to/TO sit/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK want/VB to/TO lease/VB)
(CHUNK wanted/VBD to/TO shadow/VB)
(CHUNK trying/VBG to/TO make/VB)
(CHUNK tried/VBN to/TO shadow/VB)
(CHUNK going/VBG to/TO join/VB)
(CHUNK try/VB to/TO keep/VB)
(CHUNK like/VB to/TO run/VB)
(CHUNK wanted/VBD to/TO case/VB)
(CHUNK going/VBG to/TO join/VB)
(CHUNK wanted/VBD to/TO hang/VB)
(CHUNK go/VB to/TO pick/VB)
(CHUNK began/VBD to/TO back/VB)
(CHUNK paused/VBD to/TO feel/VB)
(CHUNK decided/VBD to/TO risk/VB)
(CHUNK turned/VBD to/TO face/VB)
(CHUNK began/VBD to/TO feel/VB)
(CHUNK started/VBD to/TO sweep/VB)
(CHUNK startled/VBN to/TO find/VB)
(CHUNK meant/VBN to/TO convey/VB)
(CHUNK going/VBG to/TO leave/VB)
(CHUNK returning/VBG to/TO seek/VB)
(CHUNK bother/VB to/TO look/VB)
(CHUNK try/VB to/TO run/VB)
(CHUNK going/VBG to/TO make/VB)
(CHUNK began/VBD to/TO wave/VB)
(CHUNK gone/VBN to/TO get/VB)
(CHUNK Want/VB to/TO try/VB)
(CHUNK going/VBG to/TO call/VB)
(CHUNK want/VB to/TO find/VB)
(CHUNK want/VB to/TO see/VB)
(CHUNK designed/VBN to/TO put/VB)
(CHUNK turned/VBD to/TO see/VB)
(CHUNK forced/VBN to/TO use/VB)
(CHUNK trying/VBG to/TO drag/VB)
(CHUNK start/VB to/TO angle/VB)
(CHUNK tried/VBD to/TO flatten/VB)
(CHUNK managed/VBD to/TO hunch/VB)
(CHUNK brought/VBN to/TO make/VB)
(CHUNK surprised/VBN to/TO find/VB)
(CHUNK started/VBN to/TO back/VB)
(CHUNK want/VB to/TO try/VB)
(CHUNK trying/VBG to/TO catch/VB)
(CHUNK used/VBD to/TO keep/VB)
(CHUNK forget/VB to/TO turn/VB)
(CHUNK promised/VBD to/TO observe/VB)
(CHUNK started/VBD to/TO plod/VB)
(CHUNK tried/VBD to/TO turn/VB)
(CHUNK beginning/VBG to/TO feel/VB)
(CHUNK decided/VBD to/TO indulge/VB)
(CHUNK forgotten/VBN to/TO turn/VB)
(CHUNK meant/VBN to/TO shut/VB)
(CHUNK want/VB to/TO leave/VB)
(CHUNK want/VB to/TO go/VB)
(CHUNK got/VBD to/TO remember/VB)
(CHUNK got/VBD to/TO put/VB)
(CHUNK threaten/VB to/TO call/VB)
(CHUNK need/VB to/TO take/VB)
(CHUNK going/VBG to/TO get/VB)
(CHUNK get/VB to/TO know/VB)
(CHUNK paused/VBD to/TO look/VB)
(CHUNK seemed/VBD to/TO remember/VB)
(CHUNK Happened/VBN to/TO hear/VB)
(CHUNK got/VBN to/TO get/VB)
(CHUNK begun/VBN to/TO tell/VB)
(CHUNK begun/VBN to/TO question/VB)
(CHUNK began/VBD to/TO doubt/VB)
(CHUNK wished/VBD to/TO frighten/VB)
(CHUNK need/VB to/TO break/VB)
(CHUNK wished/VBN to/TO make/VB)
(CHUNK tried/VBN to/TO give/VB)
(CHUNK got/VBN to/TO eat/VB)
(CHUNK attempt/VB to/TO frighten/VB)
(CHUNK trying/VBG to/TO find/VB)
(CHUNK want/VB to/TO talk/VB)
(CHUNK refusing/VBG to/TO bear/VB)
(CHUNK Try/VB to/TO find/VB)
(CHUNK want/VB to/TO go/VB)
(CHUNK like/VB to/TO make/VB)
(CHUNK going/VBG to/TO go/VB)
(CHUNK Remember/VB to/TO tell/VB)
(CHUNK wanted/VBD to/TO know/VB)
(CHUNK tried/VBD to/TO think/VB)
(CHUNK tried/VBN to/TO make/VB)
(CHUNK began/VBD to/TO nod/VB)
(CHUNK began/VBD to/TO sink/VB)
(CHUNK tried/VBD to/TO think/VB)
(CHUNK tried/VBD to/TO explain/VB)
(CHUNK going/VBG to/TO die/VB)
(CHUNK going/VBG to/TO die/VB)
(CHUNK managed/VBD to/TO cover/VB)
(CHUNK going/VBG to/TO believe/VB)
(CHUNK expected/VBN to/TO stand/VB)
(CHUNK made/VBN to/TO include/VB)
(CHUNK bothering/VBG to/TO whisper/VB)
(CHUNK waiting/VBG to/TO see/VB)
(CHUNK agreed/VBN to/TO fill/VB)
(CHUNK waiting/VBG to/TO report/VB)
(CHUNK going/VBG to/TO like/VB)
(CHUNK going/VBG to/TO louse/VB)
(CHUNK installed/VBN to/TO film/VB)
(CHUNK going/VBG to/TO see/VB)
(CHUNK expect/VB to/TO get/VB)
(CHUNK going/VBG to/TO stand/VB)
(CHUNK try/VB to/TO stop/VB)
(CHUNK going/VBG to/TO ask/VB)
(CHUNK hoping/VBG to/TO hear/VB)
(CHUNK constrained/VBN to/TO add/VB)
(CHUNK wants/VBZ to/TO pass/VB)
(CHUNK try/VB to/TO phone/VB)
(CHUNK like/VB to/TO sing/VB)
(CHUNK forced/VBN to/TO undergo/VB)
(CHUNK supposed/VBN to/TO make/VB)
(CHUNK wants/VBZ to/TO ask/VB)
(CHUNK decided/VBD to/TO let/VB)
(CHUNK got/VBN to/TO go/VB)
(CHUNK tried/VBD to/TO ignore/VB)
(CHUNK going/VBG to/TO keep/VB)
(CHUNK startled/VBN to/TO meet/VB)
(CHUNK came/VBD to/TO examine/VB)
(CHUNK tried/VBD to/TO bring/VB)
(CHUNK reaching/VBG to/TO release/VB)
(CHUNK waiting/VBG to/TO report/VB)
(CHUNK used/VBD to/TO paint/VB)
(CHUNK Begin/VB to/TO look/VB)
(CHUNK wanted/VBD to/TO see/VB)
(CHUNK Failing/VBG to/TO find/VB)
(CHUNK Try/VB to/TO forget/VB)
(CHUNK seen/VBN to/TO leave/VB)
(CHUNK forced/VBN to/TO give/VB)
(CHUNK inclined/VBN to/TO admit/VB)
(CHUNK began/VBD to/TO make/VB)
(CHUNK professed/VBD to/TO know/VB)
(CHUNK asked/VBD to/TO use/VB)
(CHUNK leaving/VBG to/TO keep/VB)
(CHUNK fit/VBN to/TO consult/VB)
(CHUNK asked/VBD to/TO see/VB)
(CHUNK wanted/VBD to/TO make/VB)
(CHUNK continued/VBD to/TO discharge/VB)
(CHUNK seem/VB to/TO belong/VB)
(CHUNK began/VBD to/TO flicker/VB)
(CHUNK trying/VBG to/TO wreck/VB)
(CHUNK fit/VBN to/TO touch/VB)
(CHUNK going/VBG to/TO take/VB)
(CHUNK trying/VBG to/TO clear/VB)
(CHUNK want/VB to/TO spend/VB)
(CHUNK paused/VBD to/TO look/VB)
(CHUNK going/VBG to/TO allow/VB)
(CHUNK like/VB to/TO talk/VB)
(CHUNK planning/VBG to/TO set/VB)
(CHUNK bent/VBD to/TO examine/VB)
(CHUNK turned/VBD to/TO jump/VB)
(CHUNK started/VBD to/TO retch/VB)
(CHUNK going/VBG to/TO get/VB)
(CHUNK come/VBN to/TO recognize/VB)
(CHUNK expected/VBN to/TO report/VB)
(CHUNK failed/VBD to/TO see/VB)
(CHUNK failed/VBD to/TO notify/VB)
(CHUNK failed/VBD to/TO co-operate/VB)
(CHUNK stopping/VBG to/TO hear/VB)
(CHUNK want/VB to/TO talk/VB)
(CHUNK going/VBG to/TO cost/VB)
(CHUNK wanted/VBD to/TO ask/VB)
(CHUNK going/VBG to/TO get/VB)
(CHUNK going/VBG to/TO swear/VB)
(CHUNK tried/VBD to/TO keep/VB)
(CHUNK think/VB to/TO look/VB)
(CHUNK tried/VBD to/TO find/VB)
(CHUNK bear/VB to/TO hold/VB)
(CHUNK began/VBD to/TO pace/VB)
(CHUNK tried/VBD to/TO tell/VB)
(CHUNK intended/VBD to/TO scare/VB)
(CHUNK began/VBD to/TO think/VB)
(CHUNK hired/VBN to/TO take/VB)
(CHUNK going/VBG to/TO send/VB)
(CHUNK helped/VBN to/TO create/VB)
(CHUNK wanted/VBD to/TO give/VB)
(CHUNK led/VBN to/TO believe/VB)
(CHUNK trying/VBG to/TO escape/VB)
(CHUNK began/VBD to/TO thrash/VB)
(CHUNK get/VB to/TO work/VB)
(CHUNK come/VBN to/TO work/VB)
(CHUNK want/VB to/TO see/VB)
(CHUNK wanted/VBD to/TO get/VB)
(CHUNK want/VB to/TO go/VB)
(CHUNK managed/VBD to/TO swallow/VB)
(CHUNK threatened/VBD to/TO fire/VB)
(CHUNK happen/VB to/TO see/VB)
(CHUNK going/VBG to/TO eat/VB)
(CHUNK began/VBD to/TO weep/VB)
(CHUNK happens/VBZ to/TO ask/VB)
(CHUNK want/VB to/TO rent/VB)
(CHUNK Try/VB to/TO imagine/VB)
(CHUNK promised/VBN to/TO pay/VB)
(CHUNK planning/VBG to/TO remarry/VB)
(CHUNK determined/VBN to/TO get/VB)
(CHUNK seemed/VBD to/TO swell/VB)
(CHUNK surprised/VBN to/TO meet/VB)
(CHUNK trying/VBG to/TO tell/VB)
(CHUNK known/VBN to/TO run/VB)
(CHUNK seem/VB to/TO preserve/VB)
(CHUNK got/VBD to/TO understand/VB)
(CHUNK got/VBN to/TO know/VB)
(CHUNK came/VBD to/TO ask/VB)
(CHUNK asked/VBD to/TO see/VB)
(CHUNK began/VBD to/TO abuse/VB)
(CHUNK hurry/VB to/TO hang/VB)
(CHUNK seemed/VBD to/TO mind/VB)
(CHUNK started/VBD to/TO cross/VB)
(CHUNK started/VBD to/TO curse/VB)
(CHUNK offering/VBG to/TO buy/VB)
(CHUNK began/VBD to/TO feel/VB)
(CHUNK seem/VB to/TO wink/VB)
(CHUNK continued/VBD to/TO stare/VB)
(CHUNK beginning/VBG to/TO feel/VB)
(CHUNK like/VB to/TO listen/VB)
(CHUNK want/VB to/TO study/VB)
(CHUNK relieved/VBN to/TO see/VB)
(CHUNK seemed/VBD to/TO notice/VB)
(CHUNK decided/VBD to/TO stay/VB)
(CHUNK startled/VBN to/TO see/VB)
(CHUNK began/VBD to/TO feel/VB)
(CHUNK bothered/VBD to/TO ask/VB)
(CHUNK beginning/VBG to/TO take/VB)
(CHUNK began/VBD to/TO wish/VB)
(CHUNK want/VB to/TO encourage/VB)
(CHUNK began/VBD to/TO talk/VB)
(CHUNK paused/VBD to/TO moisten/VB)
(CHUNK went/VBD to/TO join/VB)
(CHUNK got/VBD to/TO go/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK want/VB to/TO know/VB)
(CHUNK want/VB to/TO take/VB)
(CHUNK want/VB to/TO leave/VB)
(CHUNK got/VBN to/TO assume/VB)
(CHUNK got/VBN to/TO keep/VB)
(CHUNK burning/VBG to/TO light/VB)
(CHUNK decided/VBD to/TO leave/VB)
(CHUNK set/VBN to/TO stay/VB)
(CHUNK going/VBG to/TO kill/VB)
(CHUNK go/VB to/TO bat/VB)
(CHUNK stopped/VBD to/TO cherish/VB)
(CHUNK struggling/VBG to/TO bridge/VB)
(CHUNK learning/VBG to/TO think/VB)
(CHUNK delighted/VBN to/TO encounter/VB)
(CHUNK wanted/VBD to/TO explain/VB)
(CHUNK taught/VBN to/TO grow/VB)
(CHUNK Taught/VBN to/TO grow/VB)
(CHUNK opened/VBD to/TO sell/VB)
(CHUNK required/VBN to/TO assume/VB)
(CHUNK want/VB to/TO make/VB)
(CHUNK got/VBN to/TO hold/VB)
(CHUNK want/VB to/TO inquire/VB)
(CHUNK seemed/VBD to/TO spend/VB)
(CHUNK preoccupied/VBN to/TO cook/VB)
(CHUNK asked/VBN to/TO speak/VB)
(CHUNK pacing/VBG to/TO stare/VB)
(CHUNK wished/VBD to/TO make/VB)
(CHUNK began/VBD to/TO build/VB)
(CHUNK needed/VBN to/TO carry/VB)
(CHUNK meaning/VBG to/TO live/VB)
(CHUNK agreed/VBD to/TO help/VB)
(CHUNK agreed/VBD to/TO take/VB)
(CHUNK contract/VB to/TO let/VB)
(CHUNK refused/VBD to/TO believe/VB)
(CHUNK meant/VBD to/TO invade/VB)
(CHUNK going/VBG to/TO turn/VB)
(CHUNK got/VBN to/TO intercept/VB)
(CHUNK permitted/VBN to/TO go/VB)
(CHUNK failed/VBN to/TO anticipate/VB)
(CHUNK needed/VBD to/TO make/VB)
(CHUNK use/VB to/TO make/VB)
(CHUNK help/VB to/TO repel/VB)
(CHUNK seems/VBZ to/TO shield/VB)
(CHUNK pretending/VBG to/TO sleep/VB)
(CHUNK threatening/VBG to/TO report/VB)
(CHUNK seem/VB to/TO concentrate/VB)
(CHUNK want/VB to/TO give/VB)
(CHUNK trying/VBG to/TO pull/VB)
(CHUNK adjusted/VBN to/TO operate/VB)
(CHUNK like/VB to/TO see/VB)
(CHUNK bent/VBD to/TO observe/VB)
(CHUNK forced/VBN to/TO accompany/VB)
(CHUNK fear/VB to/TO tread/VB)
(CHUNK programed/VBN to/TO compute/VB)
(CHUNK remember/VB to/TO program/VB)
(CHUNK directed/VBN to/TO develop/VB)
(CHUNK schooled/VBN to/TO examine/VB)
(CHUNK appeared/VBD to/TO require/VB)
(CHUNK encouraged/VBN to/TO develop/VB)
(CHUNK remembered/VBN to/TO introduce/VB)
(CHUNK guided/VBN to/TO make/VB)
(CHUNK tried/VBD to/TO run/VB)
(CHUNK tried/VBD to/TO tell/VB)
(CHUNK tried/VBD to/TO ask/VB)
(CHUNK want/VB to/TO ask/VB)
(CHUNK going/VBG to/TO come/VB)
(CHUNK going/VBG to/TO happen/VB)
(CHUNK going/VBG to/TO happen/VB)
(CHUNK going/VBG to/TO take/VB)
(CHUNK inclined/VBN to/TO think/VB)
(CHUNK manage/VB to/TO follow/VB)
(CHUNK wanting/VBG to/TO tell/VB)
(CHUNK tried/VBN to/TO write/VB)
(CHUNK exhausted/VBN to/TO stay/VB)
(CHUNK afford/VB to/TO lose/VB)
(CHUNK afford/VB to/TO pay/VB)
(CHUNK used/VBD to/TO work/VB)
(CHUNK going/VBG to/TO give/VB)
(CHUNK began/VBD to/TO rock/VB)
(CHUNK tried/VBD to/TO call/VB)
(CHUNK stoop/VB to/TO catch/VB)
(CHUNK began/VBD to/TO paw/VB)
(CHUNK began/VBD to/TO nod/VB)
(CHUNK hate/VB to/TO leave/VB)
(CHUNK want/VB to/TO leave/VB)
(CHUNK groped/VBD to/TO reassemble/VB)
(CHUNK begun/VBN to/TO blow/VB)
(CHUNK began/VBD to/TO dissolve/VB)
(CHUNK meant/VBD to/TO help/VB)
(CHUNK began/VBD to/TO tire/VB)
(CHUNK riding/VBG to/TO kill/VB)
(CHUNK got/VBN to/TO get/VB)
(CHUNK trying/VBG to/TO decide/VB)
(CHUNK try/VB to/TO cut/VB)
(CHUNK began/VBD to/TO weep/VB)
(CHUNK going/VBG to/TO walk/VB)
(CHUNK tried/VBD to/TO veer/VB)
(CHUNK managed/VBD to/TO bat/VB)
(CHUNK Try/VB to/TO find/VB)
(CHUNK began/VBD to/TO explode/VB)
(CHUNK racing/VBG to/TO join/VB)
(CHUNK began/VBD to/TO snap/VB)
(CHUNK began/VBD to/TO buckle/VB)
(CHUNK want/VB to/TO go/VB)
(CHUNK seem/VB to/TO think/VB)
(CHUNK goin'/VBG to/TO move/VB)
(CHUNK goin'/VBG to/TO go/VB)
(CHUNK goin'/VBG to/TO help/VB)
(CHUNK employed/VBD to/TO live/VB)
(CHUNK trying/VBG to/TO keep/VB)
(CHUNK try/VB to/TO cut/VB)
(CHUNK going/VBG to/TO wait/VB)
(CHUNK started/VBD to/TO slump/VB)
(CHUNK started/VBD to/TO run/VB)
(CHUNK goin'/VBG to/TO kill/VB)
(CHUNK fighting/VBG to/TO hold/VB)
(CHUNK started/VBD to/TO slump/VB)
(CHUNK forgot/VBD to/TO aim/VB)
(CHUNK started/VBD to/TO raise/VB)
(CHUNK seem/VB to/TO tell/VB)
(CHUNK want/VB to/TO see/VB)
(CHUNK meant/VBN to/TO insult/VB)
(CHUNK meant/VBD to/TO say/VB)
(CHUNK tried/VBD to/TO step/VB)
(CHUNK tried/VBD to/TO break/VB)
(CHUNK seemed/VBD to/TO pull/VB)
(CHUNK seemed/VBD to/TO change/VB)
(CHUNK want/VB to/TO know/VB)
(CHUNK start/VB to/TO work/VB)
(CHUNK straining/VBG to/TO stay/VB)
(CHUNK Go/VB to/TO sleep/VB)
(CHUNK stop/VB to/TO graze/VB)
(CHUNK bothered/VBD to/TO speak/VB)
(CHUNK attempted/VBD to/TO salvage/VB)
(CHUNK seemed/VBD to/TO indicate/VB)
(CHUNK attempted/VBD to/TO form/VB)
(CHUNK tried/VBD to/TO pick/VB)
(CHUNK appeared/VBD to/TO disapprove/VB)
(CHUNK expected/VBN to/TO find/VB)
(CHUNK decided/VBD to/TO see/VB)
(CHUNK go/VB to/TO look/VB)
(CHUNK wished/VBD to/TO prepare/VB)
(CHUNK hoping/VBG to/TO see/VB)
(CHUNK cease/VB to/TO feel/VB)
(CHUNK forced/VBN to/TO admit/VB)
(CHUNK expect/VB to/TO see/VB)
(CHUNK liked/VBN to/TO liberate/VB)
(CHUNK relieved/VBN to/TO see/VB)
(CHUNK try/VB to/TO thank/VB)
(CHUNK like/VB to/TO starve/VB)
(CHUNK hoped/VBD to/TO succeed/VB)
(CHUNK hated/VBD to/TO answer/VB)
(CHUNK got/VBN to/TO get/VB)
(CHUNK swung/VBD to/TO see/VB)
(CHUNK offered/VBN to/TO walk/VB)
(CHUNK wanted/VBD to/TO avoid/VB)
(CHUNK dared/VBN to/TO enter/VB)
(CHUNK failing/VBG to/TO understand/VB)
(CHUNK pause/VB to/TO consider/VB)
(CHUNK chose/VBD to/TO ignore/VB)
(CHUNK dare/VB to/TO face/VB)
(CHUNK continued/VBD to/TO move/VB)
(CHUNK started/VBD to/TO brush/VB)
(CHUNK trying/VBG to/TO focus/VB)
(CHUNK tried/VBD to/TO fling/VB)
(CHUNK want/VB to/TO tell/VB)
(CHUNK attempted/VBD to/TO kiss/VB)
(CHUNK going/VBG to/TO listen/VB)
(CHUNK going/VBG to/TO listen/VB)
(CHUNK want/VB to/TO miss/VB)
(CHUNK goin'/VBG to/TO say/VB)
(CHUNK going/VBG to/TO take/VB)
(CHUNK supposed/VBD to/TO walk/VB)
(CHUNK waiting/VBG to/TO catch/VB)
(CHUNK like/VB to/TO bother/VB)
(CHUNK attempted/VBD to/TO push/VB)
(CHUNK going/VBG to/TO kill/VB)
(CHUNK going/VBG to/TO kill/VB)
(CHUNK trying/VBG to/TO keep/VB)
(CHUNK seeming/VBG to/TO like/VB)
(CHUNK got/VBN to/TO take/VB)
(CHUNK going/VBG to/TO need/VB)
(CHUNK want/VB to/TO put/VB)
(CHUNK hoped/VBN to/TO catch/VB)
(CHUNK went/VBD to/TO look/VB)
(CHUNK wanting/VBG to/TO unlock/VB)
(CHUNK amazed/VBN to/TO see/VB)
(CHUNK refused/VBD to/TO give/VB)
(CHUNK tried/VBD to/TO lift/VB)
(CHUNK forced/VBN to/TO agree/VB)
(CHUNK fails/VBZ to/TO substantiate/VB)
(CHUNK wants/VBZ to/TO see/VB)
(CHUNK beginning/VBG to/TO get/VB)
(CHUNK continued/VBD to/TO smile/VB)
(CHUNK turned/VBD to/TO add/VB)
(CHUNK wanted/VBD to/TO get/VB)
(CHUNK continued/VBD to/TO snort/VB)
(CHUNK started/VBD to/TO reach/VB)
(CHUNK beginning/VBG to/TO recover/VB)
(CHUNK going/VBG to/TO talk/VB)
(CHUNK like/VB to/TO kill/VB)
(CHUNK going/VBG to/TO hear/VB)
(CHUNK wanted/VBD to/TO hear/VB)
(CHUNK came/VBD to/TO investigate/VB)
(CHUNK managed/VBD to/TO duck/VB)
(CHUNK began/VBD to/TO focus/VB)
(CHUNK trying/VBG to/TO yank/VB)
(CHUNK began/VBD to/TO snort/VB)
(CHUNK wanted/VBD to/TO show/VB)
(CHUNK tried/VBD to/TO start/VB)
(CHUNK going/VBG to/TO let/VB)
(CHUNK going/VBG to/TO fight/VB)
(CHUNK attempting/VBG to/TO speak/VB)
(CHUNK longing/VBG to/TO catch/VB)
(CHUNK rejoicing/VBG to/TO think/VB)
(CHUNK like/VB to/TO get/VB)
(CHUNK tried/VBD to/TO go/VB)
(CHUNK seemed/VBD to/TO make/VB)
(CHUNK aim/VB to/TO give/VB)
(CHUNK want/VB to/TO trade/VB)
(CHUNK beginning/VBG to/TO turn/VB)
(CHUNK forced/VBN to/TO maintain/VB)
(CHUNK hope/VB to/TO locate/VB)
(CHUNK paused/VBD to/TO gather/VB)
(CHUNK bothering/VBG to/TO note/VB)
(CHUNK turned/VBD to/TO survey/VB)
(CHUNK started/VBD to/TO struggle/VB)
(CHUNK started/VBD to/TO return/VB)
(CHUNK pretended/VBN to/TO give/VB)
(CHUNK served/VBD to/TO increase/VB)
(CHUNK determined/VBN to/TO drive/VB)
(CHUNK try/VB to/TO go/VB)
(CHUNK began/VBD to/TO run/VB)
(CHUNK continued/VBD to/TO come/VB)
(CHUNK continued/VBN to/TO camouflage/VB)
(CHUNK Forced/VBN to/TO realize/VB)
(CHUNK trying/VBG to/TO grab/VB)
(CHUNK trying/VBG to/TO read/VB)
(CHUNK began/VBD to/TO drink/VB)
(CHUNK started/VBD to/TO slide/VB)
(CHUNK mean/VB to/TO pry/VB)
(CHUNK going/VBG to/TO sell/VB)
(CHUNK pleased/VBN to/TO hear/VB)
(CHUNK starting/VBG to/TO itch/VB)
(CHUNK like/VB to/TO think/VB)
(CHUNK supposed/VBN to/TO meet/VB)
(CHUNK wait/VB to/TO get/VB)
(CHUNK seem/VB to/TO dwell/VB)
(CHUNK feared/VBD to/TO dwell/VB)
(CHUNK tried/VBD to/TO date/VB)
(CHUNK trying/VBG to/TO cut/VB)
(CHUNK beginning/VBG to/TO collect/VB)
(CHUNK determined/VBN to/TO find/VB)
(CHUNK put/VB to/TO use/VB)
(CHUNK determined/VBN to/TO spend/VB)
(CHUNK hoping/VBG to/TO escape/VB)
(CHUNK pleased/VBN to/TO note/VB)
(CHUNK calculated/VBN to/TO glamorize/VB)
(CHUNK began/VBD to/TO explain/VB)
(CHUNK want/VB to/TO see/VB)
(CHUNK wanted/VBD to/TO turn/VB)
(CHUNK began/VBD to/TO whip/VB)
(CHUNK failed/VBD to/TO find/VB)
(CHUNK meant/VBN to/TO save/VB)
(CHUNK wanted/VBD to/TO waste/VB)
(CHUNK want/VB to/TO get/VB)
(CHUNK going/VBG to/TO explode/VB)
(CHUNK seemed/VBD to/TO disintegrate/VB)
(CHUNK intended/VBN to/TO propitiate/VB)
(CHUNK embarrassing/VBG to/TO see/VB)
(CHUNK going/VBG to/TO keel/VB)
(CHUNK seemed/VBD to/TO enjoy/VB)
(CHUNK like/VB to/TO know/VB)
(CHUNK deserve/VB to/TO lie/VB)
(CHUNK want/VB to/TO see/VB)
(CHUNK pretending/VBG to/TO joke/VB)
(CHUNK used/VBD to/TO try/VB)
(CHUNK trying/VBG to/TO look/VB)
(CHUNK began/VBD to/TO watch/VB)
(CHUNK want/VB to/TO go/VB)
(CHUNK seemed/VBD to/TO sink/VB)
(CHUNK began/VBD to/TO ooze/VB)
(CHUNK began/VBD to/TO move/VB)
(CHUNK seemed/VBD to/TO know/VB)
(CHUNK trying/VBG to/TO talk/VB)
(CHUNK continued/VBD to/TO lash/VB)
(CHUNK turned/VBD to/TO look/VB)
(CHUNK struggled/VBD to/TO control/VB)
(CHUNK deserved/VBD to/TO live/VB)
(CHUNK like/VB to/TO hunt/VB)
(CHUNK left/VBN to/TO say/VB)
(CHUNK like/VB to/TO recognize/VB)
(CHUNK wanting/VBG to/TO fly/VB)
(CHUNK dispatched/VBN to/TO harry/VB)
(CHUNK started/VBD to/TO buckle/VB)
(CHUNK began/VBD to/TO crawl/VB)
(CHUNK wanted/VBD to/TO lose/VB)
(CHUNK going/VBG to/TO show/VB)
(CHUNK going/VBG to/TO give/VB)
(CHUNK trying/VBG to/TO size/VB)
(CHUNK seemed/VBD to/TO promise/VB)
(CHUNK hate/VB to/TO run/VB)
(CHUNK turned/VBD to/TO face/VB)
(CHUNK wish/VB to/TO enter/VB)
(CHUNK intend/VB to/TO speak/VB)
(CHUNK determined/VBN to/TO make/VB)
(CHUNK want/VB to/TO upset/VB)
(CHUNK resolved/VBD to/TO make/VB)
(CHUNK left/VBN to/TO distract/VB)
(CHUNK vied/VBN to/TO knock/VB)
(CHUNK equipped/VBN to/TO die/VB)
(CHUNK tried/VBD to/TO roll/VB)
(CHUNK commenced/VBD to/TO weep/VB)
(CHUNK began/VBD to/TO uncap/VB)
(CHUNK going/VBG to/TO get/VB)
(CHUNK expected/VBN to/TO risk/VB)
(CHUNK decided/VBD to/TO set/VB)
(CHUNK seem/VB to/TO locate/VB)
(CHUNK allowed/VBN to/TO come/VB)
(CHUNK allowed/VBN to/TO leave/VB)
(CHUNK sent/VBN to/TO clean/VB)
(CHUNK proceeded/VBD to/TO disturb/VB)
(CHUNK came/VBD to/TO teach/VB)
(CHUNK wait/VB to/TO get/VB)
(CHUNK beginning/VBG to/TO stir/VB)
(CHUNK got/VBN to/TO get/VB)
(CHUNK seemed/VBD to/TO think/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK struggling/VBG to/TO get/VB)
(CHUNK mean/VB to/TO pull/VB)
(CHUNK got/VBN to/TO take/VB)
(CHUNK trying/VBG to/TO think/VB)
(CHUNK seeming/VBG to/TO scream/VB)
(CHUNK sought/VBD to/TO make/VB)
(CHUNK proceeded/VBD to/TO give/VB)
(CHUNK advised/VBN to/TO flee/VB)
(CHUNK like/VB to/TO hurt/VB)
(CHUNK want/VB to/TO go/VB)
(CHUNK chanced/VBD to/TO glance/VB)
(CHUNK vowed/VBD to/TO take/VB)
(CHUNK started/VBD to/TO move/VB)
(CHUNK began/VBD to/TO sizzle/VB)
(CHUNK cared/VBD to/TO see/VB)
(CHUNK time/VB to/TO pay/VB)
(CHUNK determined/VBN to/TO hold/VB)
(CHUNK beginning/VBG to/TO fold/VB)
(CHUNK wanted/VBD to/TO smoke/VB)
(CHUNK seem/VB to/TO get/VB)
(CHUNK trying/VBG to/TO find/VB)
(CHUNK like/VB to/TO keep/VB)
(CHUNK seem/VB to/TO snap/VB)
(CHUNK like/VB to/TO think/VB)
(CHUNK beginning/VBG to/TO find/VB)
(CHUNK beginning/VBG to/TO look/VB)
(CHUNK going/VBG to/TO last/VB)
(CHUNK going/VBG to/TO prove/VB)
(CHUNK hoped/VBD to/TO die/VB)
(CHUNK gone/VBN to/TO live/VB)
(CHUNK stayed/VBD to/TO get/VB)
(CHUNK turned/VBD to/TO go/VB)
(CHUNK going/VBG to/TO see/VB)
(CHUNK going/VBG to/TO laugh/VB)
(CHUNK tried/VBD to/TO bite/VB)
(CHUNK seem/VB to/TO rise/VB)
(CHUNK come/VBN to/TO see/VB)
(CHUNK got/VBN to/TO know/VB)
(CHUNK seem/VB to/TO take/VB)
(CHUNK beginning/VBG to/TO creep/VB)
(CHUNK seemed/VBN to/TO rain/VB)
(CHUNK like/VB to/TO hear/VB)
(CHUNK come/VBN to/TO make/VB)
(CHUNK started/VBD to/TO move/VB)
(CHUNK bent/VBD to/TO pick/VB)
(CHUNK permitted/VBN to/TO operate/VB)
(CHUNK beginning/VBG to/TO get/VB)
(CHUNK seemed/VBD to/TO think/VB)
(CHUNK tried/VBD to/TO make/VB)
(CHUNK wanted/VBD to/TO present/VB)
(CHUNK expected/VBN to/TO stay/VB)
(CHUNK wish/VB to/TO start/VB)
(CHUNK got/VBN to/TO run/VB)
(CHUNK like/VB to/TO talk/VB)
(CHUNK disappointed/VBN to/TO find/VB)
(CHUNK tried/VBN to/TO reason/VB)
(CHUNK trying/VBG to/TO close/VB)
(CHUNK want/VB to/TO help/VB)
(CHUNK surprised/VBN to/TO see/VB)
(CHUNK trying/VBG to/TO find/VB)
(CHUNK neglected/VBD to/TO play/VB)
(CHUNK wanted/VBD to/TO call/VB)
(CHUNK like/VB to/TO offer/VB)
(CHUNK want/VB to/TO say/VB)
(CHUNK wished/VBD to/TO see/VB)
(CHUNK overheard/VBN to/TO say/VB)
(CHUNK like/VB to/TO get/VB)
(CHUNK expected/VBN to/TO perform/VB)
(CHUNK going/VBG to/TO bring/VB)
(CHUNK seek/VB to/TO storm/VB)
(CHUNK used/VBN to/TO defend/VB)
(CHUNK shocked/VBN to/TO find/VB)
(CHUNK hesitate/VB to/TO speak/VB)
(CHUNK beginning/VBG to/TO study/VB)
(CHUNK grow/VB to/TO devote/VB)
(CHUNK wish/VB to/TO turn/VB)
(CHUNK going/VBG to/TO fail/VB)
(CHUNK wished/VBD to/TO change/VB)
(CHUNK wanted/VBD to/TO take/VB)
(CHUNK wanted/VBD to/TO bring/VB)
(CHUNK like/VB to/TO know/VB)
(CHUNK intend/VB to/TO marry/VB)
(CHUNK began/VBD to/TO talk/VB)
(CHUNK used/VBD to/TO play/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK happen/VB to/TO drive/VB)
(CHUNK hating/VBG to/TO get/VB)
(CHUNK try/VB to/TO walk/VB)
(CHUNK left/VBN to/TO believe/VB)
(CHUNK tried/VBD to/TO rest/VB)
(CHUNK dying/VBG to/TO defend/VB)
(CHUNK used/VBD to/TO kid/VB)
(CHUNK wanted/VBD to/TO paint/VB)
(CHUNK going/VBG to/TO organize/VB)
(CHUNK try/VB to/TO paint/VB)
(CHUNK used/VBD to/TO hang/VB)
(CHUNK prepared/VBN to/TO worship/VB)
(CHUNK want/VB to/TO stir/VB)
(CHUNK beginning/VBG to/TO gather/VB)
(CHUNK tried/VBD to/TO believe/VB)
(CHUNK used/VBD to/TO say/VB)
(CHUNK began/VBD to/TO shudder/VB)
(CHUNK come/VBN to/TO understand/VB)
(CHUNK come/VBN to/TO see/VB)
(CHUNK called/VBD to/TO say/VB)
(CHUNK decided/VBN to/TO cremate/VB)
(CHUNK want/VB to/TO meet/VB)
(CHUNK impelled/VBN to/TO kneel/VB)
(CHUNK trying/VBG to/TO touch/VB)
(CHUNK trying/VBG to/TO flatter/VB)
(CHUNK trying/VBG to/TO worry/VB)
(CHUNK trying/VBG to/TO worry/VB)
(CHUNK want/VB to/TO go/VB)
(CHUNK like/VB to/TO take/VB)
(CHUNK wanted/VBD to/TO know/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK gone/VBN to/TO purify/VB)
(CHUNK waiting/VBG to/TO see/VB)
(CHUNK come/VBN to/TO skirt/VB)
(CHUNK trying/VBG to/TO make/VB)
(CHUNK go/VB to/TO sleep/VB)
(CHUNK tried/VBD to/TO emulate/VB)
(CHUNK began/VBD to/TO pulse/VB)
(CHUNK amazed/VBN to/TO find/VB)
(CHUNK kneeling/VBG to/TO tie/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK trying/VBG to/TO smile/VB)
(CHUNK seemed/VBD to/TO float/VB)
(CHUNK tried/VBD to/TO see/VB)
(CHUNK stop/VB to/TO analyze/VB)
(CHUNK supposed/VBN to/TO joke/VB)
(CHUNK supposed/VBN to/TO handle/VB)
(CHUNK want/VB to/TO ask/VB)
(CHUNK got/VBN to/TO admit/VB)
(CHUNK tried/VBD to/TO leave/VB)
(CHUNK began/VBD to/TO walk/VB)
(CHUNK supposed/VBD to/TO stay/VB)
(CHUNK going/VBG to/TO tell/VB)
(CHUNK going/VBG to/TO get/VB)
(CHUNK intended/VBN to/TO make/VB)
(CHUNK began/VBD to/TO zip/VB)
(CHUNK obliged/VBN to/TO roll/VB)
(CHUNK want/VB to/TO stop/VB)
(CHUNK going/VBG to/TO marry/VB)
(CHUNK liked/VBD to/TO hear/VB)
(CHUNK tempted/VBN to/TO tell/VB)
(CHUNK seemed/VBD to/TO mark/VB)
(CHUNK tried/VBD to/TO explain/VB)
(CHUNK managed/VBD to/TO look/VB)
(CHUNK needed/VBD to/TO get/VB)
(CHUNK answered/VBD to/TO find/VB)
(CHUNK afford/VB to/TO get/VB)
(CHUNK started/VBD to/TO look/VB)
(CHUNK takes/VBZ to/TO get/VB)
(CHUNK going/VBG to/TO get/VB)
(CHUNK tried/VBD to/TO quiet/VB)
(CHUNK trying/VBG to/TO sound/VB)
(CHUNK came/VBD to/TO meet/VB)
(CHUNK seemed/VBD to/TO focus/VB)
(CHUNK want/VB to/TO talk/VB)
(CHUNK want/VB to/TO see/VB)
(CHUNK wants/VBZ to/TO get/VB)
(CHUNK went/VBD to/TO turn/VB)
(CHUNK surprised/VBN to/TO find/VB)
(CHUNK want/VB to/TO stay/VB)
(CHUNK going/VBG to/TO make/VB)
(CHUNK hoped/VBD to/TO dig/VB)
(CHUNK trying/VBG to/TO make/VB)
(CHUNK going/VBG to/TO lug/VB)
(CHUNK surprised/VBN to/TO see/VB)
(CHUNK stop/VB to/TO read/VB)
(CHUNK intended/VBD to/TO move/VB)
(CHUNK rising/VBG to/TO sting/VB)
(CHUNK arranged/VBN to/TO live/VB)
(CHUNK managed/VBN to/TO find/VB)
(CHUNK inclined/VBN to/TO wobble/VB)
(CHUNK supposed/VBN to/TO care/VB)
(CHUNK shuddered/VBD to/TO think/VB)
(CHUNK seemed/VBN to/TO understand/VB)
(CHUNK aroused/VBN to/TO go/VB)
(CHUNK hate/VB to/TO call/VB)
(CHUNK wish/VB to/TO leave/VB)
(CHUNK seemed/VBD to/TO follow/VB)
(CHUNK supposed/VBN to/TO matter/VB)
(CHUNK bothered/VBN to/TO tell/VB)
(CHUNK hesitate/VB to/TO use/VB)
(CHUNK used/VBD to/TO say/VB)
(CHUNK try/VB to/TO persuade/VB)
(CHUNK wanted/VBD to/TO keep/VB)
(CHUNK trying/VBG to/TO keep/VB)
(CHUNK blushed/VBD to/TO admit/VB)
(CHUNK want/VB to/TO continue/VB)
(CHUNK chosen/VBN to/TO represent/VB)
(CHUNK want/VB to/TO leave/VB)
(CHUNK wanted/VBD to/TO work/VB)
(CHUNK seemed/VBD to/TO regard/VB)
(CHUNK forbore/VBD to/TO mention/VB)
(CHUNK managed/VBN to/TO open/VB)
(CHUNK want/VB to/TO encourage/VB)
(CHUNK want/VB to/TO watch/VB)
(CHUNK remember/VB to/TO warn/VB)
(CHUNK used/VBD to/TO take/VB)
(CHUNK want/VB to/TO use/VB)
(CHUNK started/VBD to/TO throw/VB)
(CHUNK began/VBD to/TO swing/VB)
(CHUNK started/VBD to/TO carry/VB)
(CHUNK began/VBD to/TO look/VB)
(CHUNK going/VBG to/TO happen/VB)
(CHUNK began/VBD to/TO walk/VB)
(CHUNK trying/VBG to/TO say/VB)
(CHUNK trying/VBG to/TO say/VB)
(CHUNK started/VBD to/TO say/VB)
(CHUNK wants/VBZ to/TO take/VB)
(CHUNK started/VBD to/TO take/VB)
(CHUNK began/VBD to/TO fascinate/VB)
(CHUNK left/VBD to/TO spend/VB)
(CHUNK seemed/VBD to/TO work/VB)
(CHUNK trying/VBG to/TO talk/VB)
(CHUNK lied/VBD to/TO shorten/VB)
(CHUNK trying/VBG to/TO make/VB)
(CHUNK wanted/VBD to/TO force/VB)
(CHUNK refused/VBN to/TO take/VB)
(CHUNK seemed/VBD to/TO please/VB)
(CHUNK grew/VBD to/TO depend/VB)
(CHUNK meant/VBD to/TO tell/VB)
(CHUNK trying/VBG to/TO pull/VB)
(CHUNK seemed/VBD to/TO shiver/VB)
(CHUNK trying/VBG to/TO remember/VB)
(CHUNK worked/VBD to/TO recall/VB)
(CHUNK wished/VBD to/TO call/VB)
(CHUNK seemed/VBD to/TO stare/VB)
(CHUNK began/VBD to/TO tremble/VB)
(CHUNK refusing/VBG to/TO think/VB)
(CHUNK refusing/VBG to/TO think/VB)
(CHUNK hoping/VBG to/TO frighten/VB)
(CHUNK wanted/VBD to/TO run/VB)
(CHUNK began/VBD to/TO ache/VB)
(CHUNK began/VBD to/TO bother/VB)
(CHUNK tried/VBD to/TO take/VB)
(CHUNK wanted/VBD to/TO kill/VB)
(CHUNK stopped/VBD to/TO see/VB)
(CHUNK going/VBG to/TO tell/VB)
(CHUNK going/VBG to/TO push/VB)
(CHUNK wanted/VBD to/TO slap/VB)
(CHUNK started/VBD to/TO type/VB)
(CHUNK helped/VBN to/TO build/VB)
(CHUNK refused/VBN to/TO drive/VB)
(CHUNK wanted/VBD to/TO go/VB)
(CHUNK likes/VBZ to/TO play/VB)
(CHUNK like/VB to/TO rise/VB)
(CHUNK tried/VBN to/TO push/VB)
(CHUNK trying/VBG to/TO run/VB)
(CHUNK tried/VBD to/TO make/VB)
(CHUNK used/VBD to/TO say/VB)
(CHUNK come/VBN to/TO exist/VB)
(CHUNK fit/VBN to/TO put/VB)
(CHUNK stoop/VB to/TO lift/VB)
(CHUNK wanted/VBD to/TO draw/VB)
(CHUNK going/VBG to/TO pick/VB)
(CHUNK intended/VBD to/TO wait/VB)
(CHUNK determined/VBD to/TO foil/VB)
(CHUNK strode/VBD to/TO answer/VB)
(CHUNK trusted/VBN to/TO carry/VB)
(CHUNK seemed/VBD to/TO help/VB)
(CHUNK chose/VBD to/TO come/VB)
(CHUNK tried/VBD to/TO ignore/VB)
(CHUNK liked/VBN to/TO break/VB)
(CHUNK began/VBD to/TO aid/VB)
(CHUNK going/VBG to/TO tear/VB)
(CHUNK like/VB to/TO exhibit/VB)
(CHUNK forced/VBN to/TO make/VB)
(CHUNK hate/VB to/TO admit/VB)
(CHUNK got/VBN to/TO decide/VB)
(CHUNK tried/VBD to/TO sell/VB)
(CHUNK try/VB to/TO swing/VB)
(CHUNK expect/VB to/TO call/VB)
(CHUNK paused/VBN to/TO get/VB)
(CHUNK proceeded/VBD to/TO search/VB)
(CHUNK began/VBD to/TO suspect/VB)
(CHUNK endeavoring/VBG to/TO cut/VB)
(CHUNK wanted/VBD to/TO know/VB)
(CHUNK daring/VBG to/TO commit/VB)
(CHUNK given/VBN to/TO dig/VB)
(CHUNK urged/VBN to/TO attend/VB)
(CHUNK refused/VBD to/TO receive/VB)
(CHUNK beckoned/VBN to/TO cross/VB)
(CHUNK taken/VBN to/TO keep/VB)
(CHUNK trying/VBG to/TO hold/VB)
(CHUNK managing/VBG to/TO get/VB)
(CHUNK promised/VBD to/TO illustrate/VB)
(CHUNK pretending/VBG to/TO black/VB)
(CHUNK wanted/VBN to/TO remind/VB)
(CHUNK Resolving/VBG to/TO get/VB)
(CHUNK started/VBD to/TO start/VB)
(CHUNK starting/VBG to/TO woolgather/VB)
(CHUNK bound/VBN to/TO get/VB)
(CHUNK wanted/VBD to/TO keep/VB)
(CHUNK looked/VBN to/TO see/VB)
(CHUNK chosen/VBN to/TO complement/VB)
(CHUNK live/VB to/TO hear/VB)
(CHUNK leaping/VBG to/TO light/VB)
(CHUNK trying/VBG to/TO prove/VB)
(CHUNK trying/VBG to/TO determine/VB)
(CHUNK supposed/VBN to/TO put/VB)
(CHUNK proceeded/VBD to/TO neglect/VB)
(CHUNK care/VB to/TO count/VB)
(CHUNK shuddered/VBD to/TO think/VB)
(CHUNK telephoned/VBD to/TO announce/VB)
(CHUNK neglected/VBN to/TO consider/VB)
(CHUNK trouble/VB to/TO memorize/VB)
(CHUNK deigned/VBD to/TO appear/VB)
(CHUNK seemed/VBD to/TO understand/VB)
(CHUNK try/VB to/TO revive/VB)
(CHUNK seemed/VBD to/TO produce/VB)
(CHUNK returning/VBG to/TO jump/VB)
(CHUNK tried/VBD to/TO farm/VB)
(CHUNK going/VBG to/TO set/VB)
(CHUNK turned/VBD to/TO stare/VB)
(CHUNK seem/VB to/TO think/VB)
(CHUNK liked/VBD to/TO hire/VB)
(CHUNK remember/VB to/TO telephone/VB)
(CHUNK like/VB to/TO work/VB)
(CHUNK like/VB to/TO disclose/VB)
(CHUNK got/VBD to/TO put/VB)
(CHUNK got/VBN to/TO run/VB)
(CHUNK waiting/VBG to/TO get/VB)
(CHUNK need/VB to/TO worry/VB)
(CHUNK seems/VBZ to/TO think/VB)
(CHUNK tries/VBZ to/TO baffle/VB)
(CHUNK mean/VB to/TO reconsider/VB)
(CHUNK refused/VBD to/TO make/VB)
(CHUNK seems/VBZ to/TO make/VB)
(CHUNK seems/VBZ to/TO refer/VB)
(CHUNK seems/VBZ to/TO say/VB)
(CHUNK delighted/VBN to/TO meet/VB)
(CHUNK like/VB to/TO know/VB)
(CHUNK regret/VB to/TO say/VB)
(CHUNK seems/VBZ to/TO refer/VB)
(CHUNK come/VBN to/TO talk/VB)
(CHUNK seem/VB to/TO remember/VB)
(CHUNK want/VB to/TO hear/VB)
(CHUNK trying/VBG to/TO get/VB)
(CHUNK forgot/VBD to/TO say/VB)
(CHUNK seemed/VBD to/TO believe/VB)
(CHUNK wanted/VBN to/TO get/VB)
(CHUNK wanted/VBD to/TO see/VB)
(CHUNK wanted/VBD to/TO touch/VB)
(CHUNK got/VBN to/TO entertain/VB)
(CHUNK tried/VBD to/TO keep/VB)
(CHUNK going/VBG to/TO tell/VB)
(CHUNK thought/VBN to/TO mix/VB)
(CHUNK going/VBG to/TO jump/VB)
(CHUNK beginning/VBG to/TO catch/VB)
(CHUNK try/VB to/TO see/VB)
(CHUNK phoned/VBD to/TO say/VB)
(CHUNK bothering/VBG to/TO look/VB)
(CHUNK forced/VBN to/TO wipe/VB)
(CHUNK used/VBD to/TO pretend/VB)
(CHUNK refused/VBD to/TO approach/VB)
(CHUNK used/VBN to/TO express/VB)
(CHUNK proceeds/VBZ to/TO lash/VB)
(CHUNK used/VBD to/TO hang/VB)
(CHUNK seeks/VBZ to/TO expunge/VB)
(CHUNK trying/VBG to/TO redeem/VB)
(CHUNK seemed/VBD to/TO take/VB)
(CHUNK tried/VBD to/TO conceal/VB)
(CHUNK came/VBD to/TO know/VB)
(CHUNK refuses/VBZ to/TO continue/VB)
(CHUNK given/VBN to/TO understand/VB)
(CHUNK propose/VB to/TO vent/VB)
(CHUNK proceeded/VBD to/TO mask/VB)
(CHUNK withhold/VB to/TO keep/VB)
(CHUNK begin/VB to/TO wither/VB)
(CHUNK help/VB to/TO intensify/VB)
(CHUNK seems/VBZ to/TO overtake/VB)
(CHUNK want/VB to/TO buy/VB)
In [102]:
# chunk rule with 'context'
# the grammar only chunks nouns that follow a determiner, ignoring 
# those that follow an adjective
grammar4 = "NP: <DT>{<NN.*>}"

cp = nltk.RegexpParser(grammar4)

brown = nltk.corpus.brown
for sent in brown.tagged_sents():
    tree = cp.parse(sent)
    for subtree in tree.subtrees():
        if subtree.node == 'NP': print subtree
(NP city/NN)
(NP problem/NN)
(NP money/NN)
(NP program/NN)
(NP county/NN)
(NP increase/NN)
(NP county/NN)
(NP question/NN)
(NP return/NN)
(NP case/NN)
(NP procedure/NN)
(NP court/NN)
(NP court/NN)
(NP week/NN)
(NP worker/NN)
(NP date/NN)
(NP illness/NN)
(NP $1,500/NNS)
(NP atmosphere/NN)
(NP setback/NN)
(NP increase/NN)
(NP ally/NN)
(NP correspondent/NN)
(NP score/NN)
(NP direction/NN)
(NP group/NN)
(NP problem/NN)
(NP field/NN)
(NP matter/NN)
(NP year/NN)
(NP amount/NN)
(NP neighborhood/NN)
(NP post/NN)
(NP campaign/NN)
(NP state/NN)
(NP time/NN)
(NP campaign/NN)
(NP description/NN)
(NP year/NN)
(NP year/NN)
(NP attempt/NN)
(NP year's/NN$)
(NP week/NN)
(NP week/NN)
(NP development/NN)
(NP week/NN)
(NP member/NN)
(NP member/NN)
(NP day/NN)
(NP thoroughfare/NN)
(NP right/NN)
(NP avenue/NN)
(NP country's/NN$)
(NP $28/NNS)
(NP spring/NN)
(NP stab/NN)
(NP might/NN)
(NP joint/NN)
(NP occupancy/NN)
(NP time/NN)
(NP district/NN)
(NP challenge/NN)
(NP light/NN)
(NP hour/NN)
(NP afternoon/NN)
(NP week/NN)
(NP start/NN)
(NP month/NN)
(NP season/NN)
(NP year/NN)
(NP year/NN)
(NP week/NN)
(NP year/NN)
(NP practice/NN)
(NP season/NN)
(NP week/NN)
(NP season/NN)
(NP week/NN)
(NP week/NN)
(NP quarterback/NN)
(NP way/NN)
(NP play/NN)
(NP baseball/NN)
(NP day/NN)
(NP rule/NN)
(NP year/NN)
(NP dissatisfaction/NN)
(NP time/NN)
(NP city/NN)
(NP pro/NN)
(NP Open/NN-TL)
(NP knowledge/NN)
(NP stroke/NN)
(NP club/NN)
(NP season/NN)
(NP year/NN)
(NP season/NN)
(NP week/NN)
(NP milestone/NN)
(NP sort/NN)
(NP team/NN)
(NP day/NN)
(NP team/NN)
(NP month/NN)
(NP matter/NN)
(NP year/NN)
(NP month/NN)
(NP group/NN)
(NP country/NN)
(NP pair/NN)
(NP scoop/NN)
(NP column/NN)
(NP season/NN)
(NP point/NN)
(NP way/NN)
(NP year's/NN$)
(NP night/NN)
(NP phase/NN)
(NP phase/NN)
(NP year/NN)
(NP year/NN)
(NP debutante/NN)
(NP class/NN)
(NP area/NN)
(NP attack/NN)
(NP week's/NN$)
(NP time/NN)
(NP span/NN)
(NP month/NN)
(NP dot/NN)
(NP evidence/NN)
(NP conspiracy/NN)
(NP neighbor/NN)
(NP dance/NN)
(NP year/NN)
(NP year/NN)
(NP account/NN)
(NP week/NN)
(NP death/NN)
(NP month/NN)
(NP month/NN)
(NP contract/NN)
(NP program/NN)
(NP week/NN)
(NP time/NN)
(NP month/NN)
(NP year/NN)
(NP year/NN)
(NP year/NN)
(NP state/NN)
(NP danger/NN)
(NP hoodlum/NN)
(NP year/NN)
(NP date/NN)
(NP $100/NNS)
(NP week/NN)
(NP year/NN)
(NP area/NN)
(NP machinery/NN)
(NP year/NN)
(NP year/NN)
(NP optimism/NN)
(NP autumn/NN)
(NP speaker/NN)
(NP pessimism/NN)
(NP recovery/NN)
(NP recovery/NN)
(NP recovery/NN)
(NP country/NN)
(NP hemisphere/NN)
(NP goal/NN)
(NP kind/NN)
(NP bank/NN)
(NP column/NN)
(NP time/NN)
(NP year/NN)
(NP farm/NN)
(NP morning/NN)
(NP year/NN)
(NP year/NN)
(NP $1/NN)
(NP year/NN)
(NP bill/NN)
(NP view/NN)
(NP case/NN)
(NP cadet/NN)
(NP sort/NN)
(NP event/NN)
(NP area/NN)
(NP year/NN)
(NP month/NN)
(NP season/NN)
(NP go-go-go/NN)
(NP guest/NN)
(NP breast/NN)
(NP breast/NN)
(NP month/NN)
(NP end/NN)
(NP city/NN)
(NP marriage/NN)
(NP way/NN)
(NP noise/NN)
(NP afternoon/NN)
(NP shop/NN)
(NP week/NN)
(NP month/NN)
(NP season/NN)
(NP time/NN)
(NP service/NN)
(NP work/NN)
(NP country/NN)
(NP enchantment/NN)
(NP company's/NN$)
(NP convention/NN)
(NP season/NN)
(NP year/NN)
(NP child/NN)
(NP year's/NN$)
(NP respect/NN)
(NP fall/NN)
(NP master/NN)
(NP acquisition/NN)
(NP fall/NN)
(NP rarity/NN)
(NP section/NN)
(NP country/NN)
(NP field/NN)
(NP school/NN)
(NP group/NN)
(NP Nation's/NN$-TL)
(NP community/NN)
(NP area/NN)
(NP objective/NN)
(NP meeting/NN)
(NP balance/NN)
(NP possibility/NN)
(NP danger/NN)
(NP insistence/NN)
(NP meeting/NN)
(NP reason/NN)
(NP fact/NN)
(NP time/NN)
(NP miracle/NN)
(NP achievement/NN)
(NP spirit/NN)
(NP aspect/NN)
(NP aspect/NN)
(NP country/NN)
(NP kind/NN)
(NP demand/NN)
(NP security/NN)
(NP kind/NN)
(NP identification/NN)
(NP form/NN)
(NP law/NN)
(NP problem/NN)
(NP manner/NN)
(NP escape/NN)
(NP function/NN)
(NP statement/NN)
(NP limit/NN)
(NP resolution/NN)
(NP time/NN)
(NP year/NN)
(NP member/NN)
(NP Judge/NN-TL)
(NP number/NN)
(NP possibility/NN)
(NP week/NN)
(NP golf/NN)
(NP tournament/NN)
(NP birdie/NN)
(NP way/NN)
(NP day/NN)
(NP day/NN)
(NP hole/NN)
(NP year/NN)
(NP matter/NN)
(NP kid/NN)
(NP hero/NN)
(NP year/NN)
(NP league/NN)
(NP year/NN)
(NP summer/NN)
(NP might/NN)
(NP ritual/NN)
(NP week/NN)
(NP matter/NN)
(NP administration/NN)
(NP university/NN)
(NP resolution/NN)
(NP issue/NN)
(NP message/NN)
(NP effect/NN)
(NP result/NN)
(NP trend/NN)
(NP page/NN)
(NP road/NN)
(NP highway/NN)
(NP improvement/NN)
(NP road/NN)
(NP road/NN)
(NP time/NN)
(NP purpose/NN)
(NP book/NN)
(NP reply/NN)
(NP situation/NN)
(NP law/NN)
(NP member/NN)
(NP system/NN)
(NP person/NN)
(NP system/NN)
(NP collection/NN)
(NP subject/NN)
(NP kind/NN)
(NP process/NN)
(NP library/NN)
(NP catalogue/NN)
(NP book/NN)
(NP year/NN)
(NP condition/NN)
(NP country/NN)
(NP service/NN)
(NP session/NN)
(NP theory/NN)
(NP country/NN)
(NP strategy/NN)
(NP year/NN)
(NP question/NN)
(NP figure/NN)
(NP profession/NN)
(NP country's/NN$)
(NP reason/NN)
(NP city/NN)
(NP outline/NN)
(NP purpose/NN)
(NP semi-city/NN)
(NP picture/NN)
(NP kind/NN)
(NP policy/NN)
(NP year/NN)
(NP faction/NN)
(NP choice/NN)
(NP case/NN)
(NP approach/NN)
(NP SEATO/NN)
(NP nation's/NN$)
(NP country/NN)
(NP year/NN)
(NP year's/NN$)
(NP state/NN)
(NP persuasion/NN)
(NP jungle/NN)
(NP UN/NN)
(NP notion/NN)
(NP evidence/NN)
(NP candle/NN)
(NP month/NN)
(NP period/NN)
(NP field/NN)
(NP state/NN)
(NP group/NN)
(NP instance/NN)
(NP protection/NN)
(NP state/NN)
(NP state/NN)
(NP year/NN)
(NP objective/NN)
(NP breach/NN)
(NP squabbling/NN)
(NP country/NN)
(NP month/NN)
(NP point/NN)
(NP year/NN)
(NP point/NN)
(NP gain/NN)
(NP area/NN)
(NP heritage/NN)
(NP piece/NN)
(NP point/NN)
(NP role/NN)
(NP statement/NN)
(NP vein/NN)
(NP year/NN)
(NP time/NN)
(NP will/NN)
(NP week/NN)
(NP meeting/NN)
(NP morning/NN)
(NP meeting/NN)
(NP optimism/NN)
(NP theme/NN)
(NP desk/NN)
(NP service/NN)
(NP Representative/NN-TL)
(NP citizen/NN)
(NP summer/NN)
(NP forgiveness/NN)
(NP dispute/NN)
(NP church/NN)
(NP minister/NN)
(NP cruelty/NN)
(NP emergency/NN)
(NP summer/NN)
(NP year/NN)
(NP day/NN)
(NP school/NN)
(NP city/NN)
(NP case/NN)
(NP city/NN)
(NP year/NN)
(NP grade/NN)
(NP attempt/NN)
(NP year/NN)
(NP program/NN)
(NP change/NN)
(NP co-operation/NN)
(NP negative/NN)
(NP year/NN)
(NP spring/NN)
(NP way/NN)
(NP angle/NN)
(NP year/NN)
(NP spring/NN)
(NP club/NN)
(NP improvement/NN)
(NP time/NN)
(NP spring/NN)
(NP time/NN)
(NP point/NN)
(NP way/NN)
(NP mother/NN)
(NP year/NN)
(NP look/NN)
(NP fall/NN)
(NP country/NN)
(NP set/NN)
(NP aspect/NN)
(NP trend/NN)
(NP weekend/NN)
(NP session/NN)
(NP day's/NN$)
(NP morning/NN)
(NP speech/NN)
(NP paper/NN)
(NP remembering/NN)
(NP bevy/NN)
(NP report/NN)
(NP way/NN)
(NP moment/NN)
(NP version/NN)
(NP jet/NN)
(NP year/NN)
(NP manifestation/NN)
(NP record/NN)
(NP record/NN)
(NP love/NN)
(NP play/NN)
(NP error/NN)
(NP case/NN)
(NP barrier/NN)
(NP decade/NN)
(NP error/NN)
(NP business/NN)
(NP land/NN)
(NP matter/NN)
(NP property/NN)
(NP will/NN)
(NP community/NN)
(NP tax/NN)
(NP prospect/NN)
(NP problem/NN)
(NP problem/NN)
(NP situation/NN)
(NP desire/NN)
(NP time/NN)
(NP matter/NN)
(NP length/NN)
(NP veteran's/NN$)
(NP country's/NN$)
(NP sum/NN)
(NP attire/NN)
(NP part/NN)
(NP age/NN)
(NP letter/NN)
(NP page/NN)
(NP letter/NN)
(NP letter/NN)
(NP proportion/NN)
(NP proportion/NN)
(NP directive/NN)
(NP day/NN)
(NP extent/NN)
(NP home's/NN$)
(NP document/NN)
(NP board/NN)
(NP city/NN)
(NP city/NN)
(NP phase/NN)
(NP exhibit/NN)
(NP site/NN)
(NP lack/NN)
(NP country/NN)
(NP country's/NN$)
(NP destiny/NN)
(NP end/NN)
(NP time/NN)
(NP mechanization/NN)
(NP form/NN)
(NP highway/NN)
(NP country/NN)
(NP label/NN)
(NP way/NN)
(NP square/NN)
(NP tentacle/NN)
(NP deed/NN)
(NP capacity/NN)
(NP week/NN)
(NP piece/NN)
(NP week/NN)
(NP problem/NN)
(NP writing/NN)
(NP qualification/NN)
(NP plane/NN)
(NP country/NN)
(NP year/NN)
(NP end/NN)
(NP ornament/NN)
(NP country/NN)
(NP way/NN)
(NP country/NN)
(NP estimate/NN)
(NP attitude/NN)
(NP issue/NN)
(NP day/NN)
(NP dilemma/NN)
(NP time/NN)
(NP concern/NN)
(NP procedure/NN)
(NP question/NN)
(NP group/NN)
(NP time/NN)
(NP return/NN)
(NP question/NN)
(NP pressure/NN)
(NP month/NN)
(NP system/NN)
(NP belief/NN)
(NP orientation/NN)
(NP season/NN)
(NP explanation/NN)
(NP exchange/NN)
(NP dancer/NN)
(NP state/NN)
(NP blueprint/NN)
(NP matter/NN)
(NP non-stop/NN)
(NP concept/NN)
(NP contretemps/NN)
(NP country/NN)
(NP proposition/NN)
(NP power/NN)
(NP loss/NN)
(NP kind/NN)
(NP union/NN)
(NP market/NN)
(NP authority/NN)
(NP direction/NN)
(NP dilemma/NN)
(NP matter/NN)
(NP time/NN)
(NP possibility/NN)
(NP analogy/NN)
(NP table/NN)
(NP sufferer/NN)
(NP will/NN)
(NP preacher/NN)
(NP will/NN)
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Exercise

Encapsulate the example inside a function called find_chunk() that takes a chunk string as an argument. Use it to search the Brown corpus for patterns with three or more nouns in a row.


  • We can define patterns that exclude certain words in a chunk. These unchunked words are thus called chinks. E.g, based on our previous grammar, barked/VBD at/IN in [ the/DT little/JJ yellow/JJ dog/NN ] barked/VBD at/IN [ the/DT cat/NN ] is a chink. (see nltk-book Table 7-2)

  • Chinking is thus the process of removing a sequence of tokens from a chunk.

  • A ChunkRule specifies what to include in a chunk; while a ChinkRule specifies what to exclude from a chunk. (NB.: with different notations!!)
In [97]:
# chunk rule: chunk everything
# chink rule: chink sequences of VBD and IN
grammar5 = """
    NP:
    {<.*>+} 
    }<VBD|IN>+{ 
"""
sentence = [("the", "DT"), ("little", "JJ"), ("yellow", "JJ"),
            ("dog", "NN"), ("barked", "VBD"), ("at", "IN"), ("the", "DT"), ("cat", "NN")]
cp = nltk.RegexpParser(grammar4)
print cp.parse(sentence)
(S
  (NP the/DT little/JJ yellow/JJ dog/NN)
  barked/VBD
  at/IN
  (NP the/DT cat/NN))

Spliting and Merging

  • A MergeRule can merge two chunks together based on the end of the first chunk and the beginning of the second chunk.

    • It is specified by flipping the curly braces, and will join chunks where the end of the first chunk matches the left pattern, and the beginning of the next chunk matches the right pattern.
  • A SplitRule can split a chunk into two based on the specified split pattern.

    • It is specified with two opposing curly braces surrounded by a pattern on either side.
  • NB.: the order matters! (re-ordering can affect the results)

In [104]:
# 1 chunk rule: 
# 2-3 split rule:
# 4 merge rule
grammar6 = """
    NP:
    {<DT><.*>*<NN.*>}
    <NN.*>}{<.*>
    <.*>}{<DT>
    <NN.*>{}<NN.*> 
"""
sent = [("the", "DT"), ("sushi", "NN"), ("roll", "NN"),
            ("was", "VBD"), ("filled", "VBN"), ("with", "IN"), ("the", "DT"), ("fish", "NN")]

cp = nltk.RegexpParser(grammar6)
print cp.parse(sent)
(S
  (NP the/DT sushi/NN roll/NN)
  (NP was/VBD filled/VBN with/IN)
  (NP the/DT fish/NN))
In [106]:
#t2 = cp.parse(sent)
#t2.draw()

Exercise

Try nltk.app.chunkparser() to practice with writing chunk grammars.

In [38]:
# nltk.app.chunkparser()

How to evaluate your chunker?

In [23]:
from nltk.corpus import conll2000
In [24]:
score = chunker.evaluate(conll2000.chunked_sents())
score.accuracy()
Out[24]:
0.056838180807706556

Word Cloud

sudo pip install -U pytagcloud

install pygame. [For Mac user] You could try the binary package for Lion, available on the [pygame website].(http://pygame.org/download.shtml)

In [6]:
from pytagcloud import create_tag_image, make_tags
from pytagcloud.lang.counter import get_tag_counts
In [39]:
YOUR_TEXT = "A tag cloud is a visual representation for text data, typically\
used to depict keyword metadata on websites, or to visualize free form text."

tags = make_tags(get_tag_counts(YOUR_TEXT), maxsize=120)

create_tag_image(tags, 'cloud_large.png', size=(900, 600), fontname='Lobster')
In [40]:
img = plt.imread('cloud_large.png')
imshow(img)
Out[40]:
<matplotlib.image.AxesImage at 0x11016fdd0>
In [ ]: