BNC-XML#
XML
CHILDES
JSON
BNC XML#
## Read BNC XML
import nltk
from nltk.corpus.reader.bnc import BNCCorpusReader
from nltk.collocations import BigramAssocMeasures, BigramCollocationFinder
# Instantiate the reader like this
bnc_reader = BNCCorpusReader(root="../../../Corpus/BNC-XML/Texts/", fileids=r'[A-K]/\w*/\w*\.xml')
list_of_fileids = ['A/A0/A00.xml', 'A/A0/A01.xml']
bigram_measures = BigramAssocMeasures()
finder = BigramCollocationFinder.from_words(bnc_reader.words(fileids=list_of_fileids))
scored = finder.score_ngrams(bigram_measures.raw_freq)
print(scored)
[(('of', 'the'), 0.004902261167963723), (('in', 'the'), 0.003554139346773699), (('.', 'The'), 0.0034315828175746064), (('Gift', 'Aid'), 0.0019609044671854894), ((',', 'and'), 0.0018996262025859428), (('for', 'the'), 0.0018383479379863962), (('.', '’'), 0.0017157914087873032), (('is', 'a'), 0.0016545131441877566), (('.', 'This'), 0.0015319566149886636), (('to', 'be'), 0.0015319566149886636), (('can', 'be'), 0.001470678350389117), (('.', 'ACET'), 0.0014094000857895704), (('.', 'If'), 0.0014094000857895704), (('to', 'the'), 0.0014094000857895704), (('ACET', "'s"), 0.0013481218211900238), (('.', 'I'), 0.0012868435565904775), (('If', 'you'), 0.0012868435565904775), (('with', 'the'), 0.0012868435565904775), (('.', 'It'), 0.0012255652919909309), (('to', 'give'), 0.0012255652919909309), (('to', 'make'), 0.0012255652919909309), (('.', 'A'), 0.0011642870273913843), (('.', 'You'), 0.0011642870273913843), (('at', 'home'), 0.0011642870273913843), (('with', 'AIDS'), 0.0011642870273913843), (('at', 'the'), 0.0011030087627918377), (('by', 'the'), 0.0011030087627918377), (('has', 'been'), 0.0011030087627918377), (('to', 'ACET'), 0.0011030087627918377), (('Home', 'Care'), 0.0010417304981922913), (('and', 'the'), 0.0010417304981922913), (('number', 'of'), 0.0010417304981922913), (('of', 'ACET'), 0.0010417304981922913), (('on', 'the'), 0.0010417304981922913), (('.', 'In'), 0.0009804522335927447), (('if', 'you'), 0.0009804522335927447), (('of', 'Covenant'), 0.0009804522335927447), ((',', 'the'), 0.0009191739689931981), (('.', 'What'), 0.0009191739689931981), (('Deed', 'of'), 0.0009191739689931981), (('able', 'to'), 0.0009191739689931981), (('home', 'care'), 0.0009191739689931981), (('need', 'to'), 0.0009191739689931981), (('of', 'a'), 0.0009191739689931981), (('you', 'can'), 0.0009191739689931981), ((')', '.'), 0.0008578957043936516), ((',', 'I'), 0.0008578957043936516), (('AIDS', '.'), 0.0008578957043936516), (('in', 'a'), 0.0008578957043936516), (('of', 'your'), 0.0008578957043936516), (('the', 'covenant'), 0.0008578957043936516), (('.', '('), 0.000796617439794105), (('I', 'have'), 0.000796617439794105), (('not', 'be'), 0.000796617439794105), (('to', 'a'), 0.000796617439794105), (('you', 'are'), 0.000796617439794105), (('.', 'We'), 0.0007353391751945585), (('081', '840'), 0.0007353391751945585), (('840', '7879'), 0.0007353391751945585), (('AIDS', ','), 0.0007353391751945585), (('ill', 'with'), 0.0007353391751945585), (('that', 'you'), 0.0007353391751945585), (('the', 'UK'), 0.0007353391751945585), (('wish', 'to'), 0.0007353391751945585), (('would', 'like'), 0.0007353391751945585), (('you', 'have'), 0.0007353391751945585), (('you', 'would'), 0.0007353391751945585), (('‘', 'I'), 0.0007353391751945585), ((',', 'or'), 0.0006740609105950119), ((',', 'with'), 0.0006740609105950119), ((',', '‘'), 0.0006740609105950119), (('.', '‘'), 0.0006740609105950119), (('be', 'able'), 0.0006740609105950119), (('have', 'been'), 0.0006740609105950119), (('it', 'is'), 0.0006740609105950119), (('make', 'a'), 0.0006740609105950119), (('practical', 'care'), 0.0006740609105950119), (('to', 'help'), 0.0006740609105950119), ((',', 'you'), 0.0006127826459954654), (('ACET', 'is'), 0.0006127826459954654), (('amount', 'of'), 0.0006127826459954654), (('as', 'a'), 0.0006127826459954654), (('at', 'least'), 0.0006127826459954654), (('enter', 'into'), 0.0006127826459954654), (('for', 'a'), 0.0006127826459954654), (('have', 'to'), 0.0006127826459954654), (('like', 'to'), 0.0006127826459954654), (('of', 'my'), 0.0006127826459954654), (('of', 'our'), 0.0006127826459954654), (('the', 'Gift'), 0.0006127826459954654), (('the', 'gift'), 0.0006127826459954654), (('they', 'are'), 0.0006127826459954654), (('we', 'have'), 0.0006127826459954654), (('will', 'be'), 0.0006127826459954654), (('with', 'HIV/AIDS'), 0.0006127826459954654), (('you', 'to'), 0.0006127826459954654), (('your', 'spouse'), 0.0006127826459954654), ((',', 'London'), 0.0005515043813959188), ((',', 'a'), 0.0005515043813959188), ((',', 'but'), 0.0005515043813959188), (('.', 'But'), 0.0005515043813959188), (('.', 'How'), 0.0005515043813959188), (('.', 'There'), 0.0005515043813959188), (('.', 'They'), 0.0005515043813959188), (('.', '•'), 0.0005515043813959188), (('ACET', 'can'), 0.0005515043813959188), (('We', 'are'), 0.0005515043813959188), (('You', 'can'), 0.0005515043813959188), (('from', 'a'), 0.0005515043813959188), (('from', 'the'), 0.0005515043813959188), (('if', 'I'), 0.0005515043813959188), (('into', 'a'), 0.0005515043813959188), (('more', 'than'), 0.0005515043813959188), (('must', 'be'), 0.0005515043813959188), (('of', 'AIDS'), 0.0005515043813959188), (('of', 'this'), 0.0005515043813959188), (('people', 'with'), 0.0005515043813959188), (('the', 'number'), 0.0005515043813959188), (('with', 'HIV'), 0.0005515043813959188), (('year', '.'), 0.0005515043813959188), (('’', '.'), 0.0005515043813959188), ((',', 'if'), 0.0004902261167963723), (('.', 'For'), 0.0004902261167963723), (('ACET', ','), 0.0004902261167963723), (('In', 'the'), 0.0004902261167963723), (('a', 'covenant'), 0.0004902261167963723), (('about', 'AIDS'), 0.0004902261167963723), (('an', 'ACET'), 0.0004902261167963723), (('are', 'the'), 0.0004902261167963723), (('by', 'a'), 0.0004902261167963723), (('can', 'help'), 0.0004902261167963723), (('care', 'and'), 0.0004902261167963723), (('care', 'for'), 0.0004902261167963723), (('continue', 'to'), 0.0004902261167963723), (('income', 'tax'), 0.0004902261167963723), (('inheritance', 'tax'), 0.0004902261167963723), (('into', 'the'), 0.0004902261167963723), (('of', 'all'), 0.0004902261167963723), (('of', 'new'), 0.0004902261167963723), (('one', 'of'), 0.0004902261167963723), (('tax', 'relief'), 0.0004902261167963723), (('that', 'the'), 0.0004902261167963723), (('the', 'donor'), 0.0004902261167963723), (('those', 'who'), 0.0004902261167963723), (('to', 'continue'), 0.0004902261167963723), (('to', 'provide'), 0.0004902261167963723), (('under', 'the'), 0.0004902261167963723), (('who', 'are'), 0.0004902261167963723), (('will', 'not'), 0.0004902261167963723), (('with', 'ACET'), 0.0004902261167963723), (('you', "'re"), 0.0004902261167963723), (('you', '.'), 0.0004902261167963723), (('you', 'wish'), 0.0004902261167963723), ((',', 'ACET'), 0.0004289478521968258), (('.', 'He'), 0.0004289478521968258), (('I', 'would'), 0.0004289478521968258), (('It', "'s"), 0.0004289478521968258), (('South', 'East'), 0.0004289478521968258), (('a', 'charity'), 0.0004289478521968258), (('all', 'the'), 0.0004289478521968258), (('and', 'children'), 0.0004289478521968258), (('basic', 'rate'), 0.0004289478521968258), (('care', 'to'), 0.0004289478521968258), (('do', 'not'), 0.0004289478521968258), (('gift', 'to'), 0.0004289478521968258), (('have', 'a'), 0.0004289478521968258), (('help', 'you'), 0.0004289478521968258), (('in', 'London'), 0.0004289478521968258), (('infected', '.'), 0.0004289478521968258), (('is', 'to'), 0.0004289478521968258), (('it', 'was'), 0.0004289478521968258), (('make', 'the'), 0.0004289478521968258), (('men', ','), 0.0004289478521968258), (('of', 'those'), 0.0004289478521968258), (('part', 'of'), 0.0004289478521968258), (('payment', '.'), 0.0004289478521968258), (('response', 'to'), 0.0004289478521968258), (('that', 'ACET'), 0.0004289478521968258), (('the', 'amount'), 0.0004289478521968258), (('the', 'disease'), 0.0004289478521968258), (('the', 'work'), 0.0004289478521968258), (('there', 'is'), 0.0004289478521968258), (('to', 'do'), 0.0004289478521968258), (('under', 'Gift'), 0.0004289478521968258), (('we', 'are'), 0.0004289478521968258), (('with', 'a'), 0.0004289478521968258), (('women', 'and'), 0.0004289478521968258), (('would', 'be'), 0.0004289478521968258), (('you', 'will'), 0.0004289478521968258), (('young', 'people'), 0.0004289478521968258), (('your', 'church'), 0.0004289478521968258), ((',', 'has'), 0.00036766958759727926), ((',', 'it'), 0.00036766958759727926), ((',', 'so'), 0.00036766958759727926), ((',', 'we'), 0.00036766958759727926), ((',', 'women'), 0.00036766958759727926), (('1', 'in'), 0.00036766958759727926), (('ACET', 'and'), 0.00036766958759727926), (('AIDS', 'in'), 0.00036766958759727926), (('Aid', 'scheme'), 0.00036766958759727926), (('GIFT', 'AID'), 0.00036766958759727926), (('Health', 'Authority'), 0.00036766958759727926), (('I', "'ve"), 0.00036766958759727926), (('Inland', 'Revenue'), 0.00036766958759727926), (('It', 'is'), 0.00036766958759727926), (('This', 'is'), 0.00036766958759727926), (('W5', '5TF'), 0.00036766958759727926), (('a', 'Deed'), 0.00036766958759727926), (('and', 'I'), 0.00036766958759727926), (('and', 'other'), 0.00036766958759727926), (('and', 'to'), 0.00036766958759727926), (('and', 'we'), 0.00036766958759727926), (('are', 'ill'), 0.00036766958759727926), (('are', 'not'), 0.00036766958759727926), (('as', 'you'), 0.00036766958759727926), (('ca', "n't"), 0.00036766958759727926), (('can', 'not'), 0.00036766958759727926), (('covenant', '.'), 0.00036766958759727926), (('for', 'help'), 0.00036766958759727926), (('give', 'a'), 0.00036766958759727926), (('have', 'already'), 0.00036766958759727926), (('higher', 'rate'), 0.00036766958759727926), (('home', '.'), 0.00036766958759727926), (('infection', '.'), 0.00036766958759727926), (('it', '.'), 0.00036766958759727926), (('not', 'pay'), 0.00036766958759727926), (('of', 'an'), 0.00036766958759727926), (('of', 'time'), 0.00036766958759727926), (('on', '081'), 0.00036766958759727926), (('on', 'your'), 0.00036766958759727926), (('out', 'of'), 0.00036766958759727926), (('over', 'a'), 0.00036766958759727926), (('practical', 'help'), 0.00036766958759727926), (('some', 'of'), 0.00036766958759727926), (('spouse', 'should'), 0.00036766958759727926), (('support', '.'), 0.00036766958759727926), (('tax', 'at'), 0.00036766958759727926), (('the', 'Deed'), 0.00036766958759727926), (('the', 'charity'), 0.00036766958759727926), (('the', 'community'), 0.00036766958759727926), (('the', 'facts'), 0.00036766958759727926), (('the', 'first'), 0.00036766958759727926), (('the', 'time'), 0.00036766958759727926), (('the', 'virus'), 0.00036766958759727926), (('there', 'are'), 0.00036766958759727926), (('to', 'AIDS'), 0.00036766958759727926), (('to', 'enable'), 0.00036766958759727926), (('to', 'have'), 0.00036766958759727926), (('up', 'to'), 0.00036766958759727926), (('will', 'have'), 0.00036766958759727926), (('would', 'not'), 0.00036766958759727926), ((')', ','), 0.0003063913229977327), ((',', 'in'), 0.0003063913229977327), ((',', 'including'), 0.0003063913229977327), ((',', 'then'), 0.0003063913229977327), (('.', 'As'), 0.0003063913229977327), (('.', 'At'), 0.0003063913229977327), (('.', 'Many'), 0.0003063913229977327), (('.', 'Our'), 0.0003063913229977327), (('.', 'Over'), 0.0003063913229977327), (('.', 'Without'), 0.0003063913229977327), (('?', 'The'), 0.0003063913229977327), (('ACET', 'in'), 0.0003063913229977327), (('ACET', 'volunteers'), 0.0003063913229977327), (('Aid', 'payment'), 0.0003063913229977327), (('Christian', 'response'), 0.0003063913229977327), (('HIV', 'and'), 0.0003063913229977327), (('HIV', 'infection'), 0.0003063913229977327), (('HIV', 'positive'), 0.0003063913229977327), (('HOME', 'CARE'), 0.0003063913229977327), (('I', 'am'), 0.0003063913229977327), (('I', 'do'), 0.0003063913229977327), (('I', 'was'), 0.0003063913229977327), (('Janet', 'Sutton'), 0.0003063913229977327), (('London', ','), 0.0003063913229977327), (('Maurice', 'Adams'), 0.0003063913229977327), (('Patrick', 'Dixon'), 0.0003063913229977327), (('There', 'is'), 0.0003063913229977327), (('a', 'local'), 0.0003063913229977327), (('a', 'new'), 0.0003063913229977327), (('a', 'variety'), 0.0003063913229977327), (('a', '‘'), 0.0003063913229977327), (('an', 'individual'), 0.0003063913229977327), (('and', 'ACET'), 0.0003063913229977327), (('and', 'AIDS'), 0.0003063913229977327), (('and', 'by'), 0.0003063913229977327), (('and', 'friends'), 0.0003063913229977327), (('and', 'in'), 0.0003063913229977327), (('and', 'support'), 0.0003063913229977327), (('and', 'volunteers'), 0.0003063913229977327), (('and', 'you'), 0.0003063913229977327), (('are', 'also'), 0.0003063913229977327), (('are', 'often'), 0.0003063913229977327), (('as', 'well'), 0.0003063913229977327), (('asked', 'to'), 0.0003063913229977327), (('charity', '.'), 0.0003063913229977327), (('do', "n't"), 0.0003063913229977327), (('does', "n't"), 0.0003063913229977327), (('enable', 'people'), 0.0003063913229977327), (('for', 'people'), 0.0003063913229977327), (('has', 'recently'), 0.0003063913229977327), (('help', '.'), 0.0003063913229977327), (('in', 'any'), 0.0003063913229977327), (('in', 'your'), 0.0003063913229977327), (('infected', 'with'), 0.0003063913229977327), (('infections', 'by'), 0.0003063913229977327), (('involved', 'in'), 0.0003063913229977327), (('is', 'not'), 0.0003063913229977327), (('is', 'the'), 0.0003063913229977327), (('life', '.'), 0.0003063913229977327), (('may', 'be'), 0.0003063913229977327), (('need', 'for'), 0.0003063913229977327), (('needs', 'of'), 0.0003063913229977327), (('new', 'HIV'), 0.0003063913229977327), (('of', 'their'), 0.0003063913229977327), (('of', 'these'), 0.0003063913229977327), (('on', 'call'), 0.0003063913229977327), (('or', 'any'), 0.0003063913229977327), (('people', 'ill'), 0.0003063913229977327), (('practical', 'home'), 0.0003063913229977327), (('practical', 'support'), 0.0003063913229977327), (('reduce', 'the'), 0.0003063913229977327), (('said', ','), 0.0003063913229977327), (('should', 'be'), 0.0003063913229977327), (('so', 'that'), 0.0003063913229977327), (('tax', 'on'), 0.0003063913229977327), (('tax', 'year'), 0.0003063913229977327), (('that', 'people'), 0.0003063913229977327), (('that', 'they'), 0.0003063913229977327), (('the', 'basic'), 0.0003063913229977327), (('the', 'home'), 0.0003063913229977327), (('the', 'last'), 0.0003063913229977327), (('the', 'need'), 0.0003063913229977327), (('this', 'is'), 0.0003063913229977327), (('this', 'year'), 0.0003063913229977327), (('to', 'pay'), 0.0003063913229977327), (('to', 'sign'), 0.0003063913229977327), (('to', 'work'), 0.0003063913229977327), (('together', 'with'), 0.0003063913229977327), (('value', 'of'), 0.0003063913229977327), (('variety', 'of'), 0.0003063913229977327), (('volunteers', '.'), 0.0003063913229977327), (('we', 'can'), 0.0003063913229977327), (('write', 'to'), 0.0003063913229977327), (('years', ','), 0.0003063913229977327), (('you', 'do'), 0.0003063913229977327), (('you', 'pay'), 0.0003063913229977327), (('…', '’'), 0.0003063913229977327), (("'s", 'Order'), 0.00024511305839818617), (("'s", 'a'), 0.00024511305839818617), (("'s", 'work'), 0.00024511305839818617), ((',', 'Romania'), 0.00024511305839818617), ((',', 'Sue'), 0.00024511305839818617), ((',', 'is'), 0.00024511305839818617), ((',', 'not'), 0.00024511305839818617), ((',', 'there'), 0.00024511305839818617), ((',', 'to'), 0.00024511305839818617), ((',', 'which'), 0.00024511305839818617), ((',', '’'), 0.00024511305839818617), (('.', 'AIDS'), 0.00024511305839818617), (('.', 'Do'), 0.00024511305839818617), (('.', 'So'), 0.00024511305839818617), (('.', 'Some'), 0.00024511305839818617), (('.', 'These'), 0.00024511305839818617), (('.', 'Thus'), 0.00024511305839818617), (('.', 'To'), 0.00024511305839818617), (('1323', ','), 0.00024511305839818617), (('?', 'It'), 0.00024511305839818617), (('ACET', "'S"), 0.00024511305839818617), (('ACET', '.'), 0.00024511305839818617), (('ACET', '?'), 0.00024511305839818617), (('ACET', 'Home'), 0.00024511305839818617), (('ACET', 'has'), 0.00024511305839818617), (('AIDS', 'CARE'), 0.00024511305839818617), (('Adams', ','), 0.00024511305839818617), (('Aid', 'is'), 0.00024511305839818617), (('Banker', "'s"), 0.00024511305839818617), (('Box', '1323'), 0.00024511305839818617), (('Deposited', 'Covenant'), 0.00024511305839818617), (('Director', ','), 0.00024511305839818617), (('Dixon', ','), 0.00024511305839818617), (('Dr', 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