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@ipha
Created March 19, 2016 00:58
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#!/usr/bin/env python3
from nltk.corpus import brown
PUNCTUATION = "!\"#$%'()*+,-./:;<=>?@[\\]^_`{|}~"
MIN_OCCURANCES = 20
# Hold a count of words
countdict = {}
# Results in form (count, leading word, following word)
results = list()
prev = ""
# Itterate through every word
# Previous word is stored in 'prev'
for word in brown.words():
wl = word.lower()
if wl in countdict:
if prev in countdict[wl]:
countdict[wl][prev] = countdict[wl][prev] + 1
else:
countdict[wl][prev] = 1
else:
countdict[wl] = {}
prev = wl
# Itterate through results filtering out punctuation and counts smaller than MIN_OCCURANCES
for word in countdict:
for prev in countdict[word]:
if countdict[word][prev] > MIN_OCCURANCES:
if (word not in PUNCTUATION) and (prev not in PUNCTUATION):
results.append((countdict[word][prev], prev, word))
# Print results sorted by number of occurances
for result in sorted(results, key=lambda result: result[0]):
print(result)
(21, 'the', 'dictionary')
(21, 'be', 'one')
(21, '--', 'one')
(21, 'my', 'life')
(21, 'a', 'central')
(21, 'as', 'any')
(21, 'but', 'their')
(21, 'an', 'increase')
(21, 'the', 'increase')
(21, 'had', 'found')
(21, 'the', 'start')
(21, 'his', 'death')
(21, 'did', 'i')
(21, 'he', "wouldn't")
(21, 'a', 'cold')
(21, 'some', 'people')
(21, 'three', 'days')
(21, 'of', 'nuclear')
(21, 'ever', 'seen')
(21, 'federal', 'government')
(21, 'no', 'time')
(21, 'at', 'present')
(21, 'his', 'arms')
(21, 'the', 'election')
(21, 'had', 'only')
(21, 'his', 'brother')
(21, '``', 'on')
(21, 'depend', 'on')
(21, 'be', 'obtained')
(21, 'to', 'measure')
(21, 'an', 'average')
(21, 'was', 'over')
(21, 'at', 'them')
(21, 'the', 'higher')
(21, 'and', 'must')
(21, 'given', 'him')
(21, 'the', 'freedom')
(21, 'on', 'both')
(21, 'something', 'else')
(21, 'the', 'formula')
(21, 'this', 'type')
(21, 'to', 'recognize')
(21, 'we', 'did')
(21, 'why', 'did')
(21, 'her', 'first')
(21, 'then', 'she')
(21, 'available', 'in')
(21, 'described', 'in')
(21, 'faith', 'in')
(21, 'had', 'in')
(21, 'hand', 'in')
(21, 'house', 'in')
(21, 'children', 'in')
(21, 'people', 'were')
(21, '``', 'who')
(21, 'in', 'relation')
(21, 'the', 'atmosphere')
(21, 'in', 'march')
(21, 'nothing', 'more')
(21, 'one', 'more')
(21, 'same', 'thing')
(21, 'front', 'door')
(21, 'on', 'all')
(21, 'it', 'became')
(21, 'mrs.', 'coolidge')
(21, 'to', 'date')
(21, 'what', 'about')
(21, 'the', 'defense')
(21, 'i', 'might')
(21, 'is', 'concerned')
(21, 'to', 'discover')
(21, 'of', 'local')
(21, 'and', 'local')
(21, 'the', 'forest')
(21, 'me', 'as')
(21, 'he', 'moved')
(21, 'a', 'serious')
(21, 'the', 'important')
(21, 'of', 'land')
(21, 'not', 'see')
(21, 'a', 'moral')
(21, 'the', 'heavy')
(21, 'index', 'word')
(21, 'the', 'existence')
(21, 'but', 'still')
(21, 'and', 'left')
(21, 'about', 'half')
(21, 'been', 'given')
(21, 'to', 'deal')
(21, 'the', 'virgin')
(21, 'creation', 'of')
(21, 'distance', 'of')
(21, 'efforts', 'of')
(21, 'percent', 'of')
(21, 'moment', 'of')
(21, 'right', 'of')
(21, 'hands', 'of')
(21, 'signs', 'of')
(21, 'standards', 'of')
(21, 'plane', 'of')
(21, 'hope', 'of')
(21, 'report', 'of')
(21, 'typical', 'of')
(21, 'composed', 'of')
(21, 'i', 'made')
(21, 'a', 'house')
(21, 'probably', 'the')
(21, 'enter', 'the')
(21, 'join', 'the')
(21, 'considering', 'the')
(21, 'that', 'other')
(21, 'the', 'thyroid')
(21, 'must', 'not')
(21, "you've", 'got')
(21, 'too', 'often')
(21, 'a', 'list')
(21, 'so', 'well')
(21, 'the', 'coming')
(21, 'was', 'much')
(21, 'her', 'mouth')
(21, 'most', 'part')
(21, 'which', 'you')
(21, 'a', 'hard')
(21, 'are', 'at')
(21, 'the', 'poet')
(21, 'to', 'control')
(21, 'to', 'demonstrate')
(21, 'it', 'makes')
(21, 'they', "didn't")
(21, 'during', 'a')
(21, 'makes', 'a')
(21, 'either', 'a')
(21, 'many', 'a')
(21, 'around', 'a')
(21, 'build', 'a')
(21, 'that', 'may')
(21, 'for', 'new')
(21, 'and', 'came')
(21, 'long', 'enough')
(21, 'this', 'title')
(21, 'from', '``')
(21, 'the', 'corporation')
(21, 'the', 'sale')
(21, 'to', 'push')
(21, 'so', 'we')
(21, 'the', 'mountains')
(21, 'and', 'william')
(21, 'with', 'those')
(21, 'whether', 'or')
(21, 'this', 'group')
(21, 'he', 'cannot')
(21, 'having', 'been')
(21, 'is', 'needed')
(21, 'the', 'green')
(21, 'with', 'my')
(21, 'had', 'he')
(21, 'knew', 'he')
(21, 'the', 'elements')
(21, 'of', 'personal')
(21, 'the', 'motor')
(21, 'the', 'conclusion')
(21, 'a', 'low')
(21, 'reason', 'why')
(21, 'announced', 'that')
(21, 'by', 'that')
(21, 'suppose', 'that')
(21, 'obvious', 'that')
(21, 'noted', 'that')
(21, 'feel', 'that')
(21, 'come', 'into')
(21, 'a', 'former')
(21, 'while', 'they')
(21, '--', 'they')
(21, 'how', 'they')
(21, 'the', 'kid')
(21, 'you', 'ever')
(21, 'this', 'morning')
(21, 'on', "''")
(21, 'out', 'from')
(21, 'directly', 'to')
(21, 'thought', 'to')
(21, 'attempted', 'to')
(21, 'begins', 'to')
(21, 'turn', 'to')
(21, 'refer', 'to')
(21, 'best', 'to')
(21, 'apply', 'to')
(21, 'fail', 'to')
(21, 'equal', 'to')
(21, 'that', 'by')
(21, 'wife', 'and')
(21, 'was', 'getting')
(21, 'we', "don't")
(21, 'in', 'item')
(21, 'to', 'many')
(21, 'has', 'come')
(21, 'would', 'come')
(22, 'during', 'this')
(22, 'the', 'blood')
(22, 'very', 'little')
(22, 'a', 'life')
(22, 'several', 'years')
(22, 'as', 'their')
(22, 'have', 'found')
(22, '``', "let's")
(22, 'one', 'has')
(22, 'the', 'product')
(22, 'only', 'two')
(22, 'in', 'business')
(22, 'knew', 'what')
(22, 'in', 'no')
(22, 'american', 'people')
(22, 'the', 'incident')
(22, 'this', 'week')
(22, 'the', 'industrial')
(22, 'on', 'earth')
(22, 'nuclear', 'weapons')
(22, 'later', 'on')
(22, 'are', 'on')
(22, 'were', 'on')
(22, 'a', 'story')
(22, 'him', 'out')
(22, 'to', 'place')
(22, 'make', 'them')
(22, 'there', 'must')
(22, 'see', 'him')
(22, 'to', 'both')
(22, 'why', 'should')
(22, '``', "we'll")
(22, 'and', 'almost')
(22, 'is', 'af')
(22, 'by', 'af')
(22, 'and', 'did')
(22, 'what', 'did')
(22, 'obtained', 'in')
(22, 'confidence', 'in')
(22, 'again', 'in')
(22, 'whether', 'it')
(22, 'in', 'paris')
(22, 'is', 'required')
(22, 'has', 'already')
(22, 'a', 'college')
(22, 'the', 'appeal')
(22, 'give', 'up')
(22, 'and', 'be')
(22, "wouldn't", 'be')
(22, "i'll", 'be')
(22, 'worry', 'about')
(22, 'think', 'about')
(22, '``', 'our')
(22, 'and', 'felt')
(22, 'of', 'four')
(22, 'the', 'shelter')
(22, 'the', 'necessary')
(22, 'the', 'counter')
(22, 'be', 'too')
(22, 'them', 'as')
(22, 'only', 'as')
(22, 'or', 'as')
(22, 'be', 'as')
(22, 'the', 'wife')
(22, 'the', 'secret')
(22, 'but', 'was')
(22, 'he', 'stopped')
(22, 'the', 'communist')
(22, 'of', 'mind')
(22, 'i', 'took')
(22, 'up', 'her')
(22, 'gave', 'her')
(22, 'and', 'forth')
(22, 'will', 'give')
(22, 'would', 'give')
(22, 'levels', 'of')
(22, 'spring', 'of')
(22, 'properties', 'of')
(22, 'church', 'of')
(22, 'fall', 'of')
(22, 'need', 'of')
(22, 'freedom', 'of')
(22, 'months', 'of')
(22, 'court', 'of')
(22, 'consisting', 'of')
(22, 'institute', 'of')
(22, 'risk', 'of')
(22, 'stage', 'of')
(22, 'it', 'made')
(22, 'to', 'improve')
(22, 'even', 'so')
(22, 'in', 'regard')
(22, 'provide', 'the')
(22, 'hold', 'the')
(22, 'fill', 'the')
(22, 'here', 'the')
(22, 'accept', 'the')
(22, 'a', 'nation')
(22, 'in', 'favor')
(22, 'the', 'neighborhood')
(22, 'and', 'often')
(22, 'were', 'at')
(22, 'the', 'truck')
(22, 'an', 'effort')
(22, 'to', 'wait')
(22, 'as', 'such')
(22, 'to', 'escape')
(22, 'table', '1')
(22, 'a', 'full')
(22, 'and', '2')
(22, 'is', 'available')
(22, 'the', 'direct')
(22, 'the', 'gun')
(22, 'of', 'high')
(22, 'was', 'sure')
(22, 'once', 'a')
(22, 'there', 'may')
(22, 'he', 'added')
(22, 'they', 'came')
(22, 'is', 'something')
(22, 'with', '``')
(22, "don't", 'have')
(22, 'are', 'those')
(22, 'but', 'is')
(22, 'time', 'is')
(22, 'and', 'south')
(22, 'to', 'cover')
(22, 'the', 'russian')
(22, 'a', 'relatively')
(22, 'the', 'vast')
(22, '``', 'your')
(22, 'on', 'your')
(22, 'of', 'world')
(22, 'at', 'each')
(22, 'and', 'each')
(22, 'his', 'personal')
(22, 'of', 'st.')
(22, 'an', 'early')
(22, 'program', 'for')
(22, 'to', 'describe')
(22, 'the', 'low')
(22, 'same', 'way')
(22, "''", 'which')
(22, 'note', 'that')
(22, 'such', 'that')
(22, 'belief', 'that')
(22, 'true', 'that')
(22, 'learned', 'that')
(22, 'he', 'wondered')
(22, 'world', "''")
(22, 'home', "''")
(22, 'in', "''")
(22, 'day', "''")
(22, 'the', 'source')
(22, 'removed', 'from')
(22, 'ranging', 'from')
(22, 'hand', 'to')
(22, 'wished', 'to')
(22, 'this', 'to')
(22, 'managed', 'to')
(22, 'rise', 'to')
(22, 'permitted', 'to')
(22, 'assigned', 'to')
(22, 'first', 'to')
(22, 'the', 'sum')
(22, 'in', 'august')
(22, 'which', 'could')
(22, 'years', 'and')
(22, 'boys', 'and')
(22, 'president', 'and')
(22, 'feet', 'and')
(22, 'nature', 'and')
(22, '1', 'and')
(22, 'history', 'and')
(22, 'around', 'and')
(22, 'head', 'and')
(22, 'cities', 'and')
(22, 'is', 'probably')
(22, 'the', 'arc')
(22, 'to', 'watch')
(22, 'been', 'done')
(22, 'is', 'done')
(22, 'the', 'planning')
(22, 'the', 'rules')
(22, 'he', 'reached')
(22, 'a', 'deep')
(22, 'not', 'mean')
(22, 'we', 'now')
(22, 'the', 'shape')
(23, 'when', 'one')
(23, 'to', 'eat')
(23, 'a', 'position')
(23, 'had', 'known')
(23, 'have', 'any')
(23, 'of', 'law')
(23, 'of', 'india')
(23, 'she', 'found')
(23, 'all', 'i')
(23, 'by', 'no')
(23, 'other', 'people')
(23, 'the', 'above')
(23, 'the', 'republican')
(23, 'the', 'chance')
(23, 'the', 'son')
(23, 'the', 'firm')
(23, 'can', 'get')
(23, '``', 'get')
(23, 'i', 'get')
(23, 'the', 'daily')
(23, 'the', 'conditions')
(23, 'the', 'beach')
(23, 'them', 'on')
(23, 'them', 'out')
(23, 'the', 'driver')
(23, 'to', 'mr.')
(23, 'an', 'excellent')
(23, 'in', 'them')
(23, "i'm", 'going')
(23, 'the', 'sort')
(23, 'could', 'hear')
(23, 'of', 'national')
(23, 'this', 'kind')
(23, 'in', 'town')
(23, 'the', 'wide')
(23, 'the', 'russians')
(23, 'and', 'small')
(23, 'there', 'should')
(23, 'we', 'want')
(23, 'the', 'greek')
(23, '``', 'did')
(23, 'of', 'english')
(23, 'to', 'handle')
(23, '--', 'she')
(23, 'resulted', 'in')
(23, 'night', 'in')
(23, 'there', 'in')
(23, 'together', 'in')
(23, 'use', 'in')
(23, 'appeared', 'in')
(23, 'now', 'in')
(23, 'present', 'in')
(23, 'in', 'detail')
(23, 'did', 'it')
(23, 'like', 'it')
(23, 'believe', 'it')
(23, 'then', 'it')
(23, 'of', 'christ')
(23, 'jesus', 'christ')
(23, 'the', 'pain')
(23, 'the', 'methods')
(23, 'to', 'prepare')
(23, 'he', "wasn't")
(23, 'the', "president's")
(23, 'is', 'all')
(23, 'the', 'winter')
(23, 'him', 'up')
(23, 'never', 'be')
(23, 'and', 'about')
(23, 'information', 'about')
(23, 'the', 'appropriate')
(23, 'and', 'our')
(23, '``', "what's")
(23, 'which', 'might')
(23, 'you', 'might')
(23, 'one', 'might')
(23, 'and', 'turned')
(23, 'his', 'shoulder')
(23, 'time', 'was')
(23, 'name', 'was')
(23, 'of', 'rhode')
(23, 'her', 'mind')
(23, 'of', 'england')
(23, 'an', 'idea')
(23, 'performance', 'of')
(23, 'not', 'of')
(23, 'impact', 'of')
(23, 'favor', 'of')
(23, 'expense', 'of')
(23, 'council', 'of')
(23, 'elements', 'of')
(23, 'pieces', 'of')
(23, 'shape', 'of')
(23, 'significance', 'of')
(23, 'status', 'of')
(23, 'defense', 'of')
(23, 'a', 'thousand')
(23, 'and', 'equipment')
(23, 'of', 'various')
(23, 'watching', 'the')
(23, 'beneath', 'the')
(23, 'become', 'the')
(23, 'seen', 'the')
(23, 'increase', 'the')
(23, 'being', 'the')
(23, 'with', 'whom')
(23, 'need', 'not')
(23, 'might', 'not')
(23, 'and', 'because')
(23, 'but', 'because')
(23, 'are', 'often')
(23, 'three', 'times')
(23, 'in', 'part')
(23, '``', 'at')
(23, 'not', 'at')
(23, 'to', 'sit')
(23, 'to', 'remove')
(23, 'the', 'poor')
(23, 'no', 'means')
(23, 'before', 'a')
(23, 'now', 'a')
(23, 'the', 'title')
(23, 'word', '``')
(23, 'in', 'school')
(23, 'the', 'county')
(23, 'can', 'have')
(23, 'never', 'have')
(23, 'then', 'we')
(23, 'the', 'necessity')
(23, 'all', 'those')
(23, 'world', 'is')
(23, 'work', 'is')
(23, 'a', 'look')
(23, "i've", 'been')
(23, 'in', 'charge')
(23, 'i', 'feel')
(23, 'is', 'my')
(23, 'the', 'reaction')
(23, 'the', 'season')
(23, 'that', 'year')
(23, '&', 'sharpe')
(23, 'an', 'additional')
(23, 'a', 'most')
(23, 'to', 'supply')
(23, 'means', 'that')
(23, 'saying', 'that')
(23, 'things', 'that')
(23, 'realized', 'that')
(23, 'though', 'they')
(23, 'us', "''")
(23, 'this', 'same')
(23, 'reduced', 'to')
(23, 'trip', 'to')
(23, 'belong', 'to')
(23, 'years', 'to')
(23, 'visit', 'to')
(23, 'contribution', 'to')
(23, 'tendency', 'to')
(23, 'limited', 'to')
(23, 'caused', 'by')
(23, 'used', 'by')
(23, 'up', 'by')
(23, 'supported', 'by')
(23, 'equipped', 'with')
(23, 'this', 'and')
(23, 'peace', 'and')
(23, 'year', 'and')
(23, 'good', 'and')
(23, 'is', 'there')
(23, 'will', 'never')
(23, 'have', 'never')
(23, 'a', 'mile')
(23, 'in', 'hand')
(23, 'their', 'lives')
(23, 'his', 'chest')
(24, 'she', 'went')
(24, 'as', 'this')
(24, 'of', 'education')
(24, 'the', 'evidence')
(24, 'the', 'armed')
(24, 'the', 'dogs')
(24, 'the', 'expense')
(24, 'the', 'holy')
(24, 'where', 'i')
(24, 'the', 'hell')
(24, 'made', 'no')
(24, 'and', 'perhaps')
(24, 'the', 'days')
(24, 'his', 'body')
(24, 'index', 'words')
(24, 'to', 'time')
(24, 'and', 'very')
(24, 'are', 'very')
(24, 'went', 'back')
(24, 'we', 'get')
(24, 'set', 'out')
(24, '``', 'mr.')
(24, 'from', 'him')
(24, 'the', 'impact')
(24, 'this', 'sort')
(24, 'to', 'protect')
(24, 'the', 'bill')
(24, 'he', 'remembered')
(24, 'wage', 'rate')
(24, 'to', 'study')
(24, 'and', 'without')
(24, 'in', 'love')
(24, 'the', 'director')
(24, 'the', 'decision')
(24, 'living', 'in')
(24, 'you', 'in')
(24, 'for', 'in')
(24, 'have', 'in')
(24, 'held', 'in')
(24, 'get', 'in')
(24, 'the', 'quality')
(24, 'let', 'it')
(24, 'see', 'it')
(24, 'take', 'it')
(24, 'to', 'pick')
(24, 'a', 'minute')
(24, 'and', 'were')
(24, 'of', 'work')
(24, 'the', 'kennedy')
(24, 'and', 'political')
(24, 'out', 'his')
(24, 'made', 'his')
(24, 'put', 'his')
(24, 'upon', 'his')
(24, 'the', 'economic')
(24, 'not', 'more')
(24, 'with', 'more')
(24, 'to', 'preserve')
(24, 'them', 'all')
(24, 'got', 'up')
(24, 'only', 'be')
(24, 'in', 'contrast')
(24, 'she', 'felt')
(24, 'the', 'earlier')
(24, 'the', 'author')
(24, 'the', 'performance')
(24, 'same', 'as')
(24, 'have', 'gone')
(24, 'the', 'communists')
(24, 'would', 'go')
(24, 'she', 'wanted')
(24, 'what', 'do')
(24, 'the', 'wind')
(24, 'to', 'save')
(24, 'extent', 'of')
(24, 'distribution', 'of')
(24, 'law', 'of')
(24, 'change', 'of')
(24, 'operation', 'of')
(24, 'three', 'of')
(24, 'eyes', 'of')
(24, 'friend', 'of')
(24, 'version', 'of')
(24, 'cold', 'war')
(24, 'the', 'base')
(24, 'my', 'father')
(24, 'not', 'make')
(24, 'open', 'the')
(24, 'understand', 'the')
(24, 'of', 'living')
(24, 'very', 'few')
(24, 'state', 'department')
(24, 'a', 'beautiful')
(24, 'at', 'some')
(24, 'the', 'record')
(24, 'thank', 'you')
(24, 'where', 'you')
(24, 'a', 'pair')
(24, 'out', 'at')
(24, 'them', 'at')
(24, 'back', 'at')
(24, 'in', 'several')
(24, 'the', 'means')
(24, 'is', 'based')
(24, 'and', 'another')
(24, 'or', 'another')
(24, 'felt', 'a')
(24, 'taking', 'a')
(24, 'saw', 'a')
(24, 'gave', 'a')
(24, 'the', 'meeting')
(24, 'on', 'may')
(24, 'she', 'came')
(24, 'would', 'say')
(24, 'may', 'also')
(24, 'he', 'called')
(24, 'in', 'good')
(24, 'kansas', 'city')
(24, 'i', 'cannot')
(24, 'a', 'slight')
(24, 'be', 'applied')
(24, 'that', 'my')
(24, 'was', 'my')
(24, 'since', 'he')
(24, 'with', 'your')
(24, 'to', 'add')
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