In [1]:

    

# Simple Movie Reviews Classification using Naive Bayes Algorithm.
# Given two choices and they are labelled/tagged as +ve or -ve we can classify data.

import nltk
import random
from nltk.corpus import movie_reviews

# Words as features; make list of tuples
# Features: document with words marked as +ve and -ve
# Words with tag of +ve and -ve used for classification
documents = [(list(movie_reviews.words(fileid)),category)
             for category in movie_reviews.categories()
             for fileid in movie_reviews.fileids(category)]

random.shuffle(documents)
#print(documents[1])


# Make list of all words available in the movie reviews
# See if the classified words in documents in all_words; classify that text as +ve or -ve based on number of occurences
all_words = []
for w in movie_reviews.words():                 # Returns all Text as words
    all_words.append(w.lower())             # Normalization; convert text to lowercase


# Returns the frequence of occurance of each word
all_words = nltk.FreqDist(all_words)

#print(all_words.most_common(15))
#print(all_words['stupid'])                  # Returns Number of occurences of a word


word_features = list(all_words.keys())[:3000]   # Take first 3000 word occurences


# In a document, check for occurences of words in word_features[first 3000 words]
def find_features(document):
    words = set(document)
    features = {}
    for w in word_features:
        features[w] = (w in words)          # if word present in list of 3000 words, return True else False
    return features
print((find_features(movie_reviews.words('neg/cv000_29416.txt'))))              # Find occurence of words in word_features in negative reviews
print('\n')
featuresets = [(find_features(rev),category) for (rev,category) in documents]


# Using Naive Baye's Classifier for Classification
training_set = featuresets[:1900]
testing_set = featuresets[1900:]

# posterior = prior occurences x likelihood / evidence
clf = nltk.NaiveBayesClassifier.train(training_set)                             # Using Naive Baye's classifier to Train on Data
print('Naive Bayes Accuracy percent: ',(nltk.classify.accuracy(clf,testing_set))*100)    # Making accuracy Predictions on Testing Data

clf.show_most_informative_features(15)                                          # show first 15 most informative features


    

    




{'aalyah': False, 'snowball': False, 'lingering': False, 'array': False, 'signal': False, 'erb': False, 'washer': False, 'enlisted': False, 'autos': False, 'saddest': False, 'optimistically': False, 'savoy': False, 'diabolical': False, 'concurs': False, 'intelligently': False, 'breathlessly': False, 'blindfolded': False, 'praise': False, 'whitworth': False, 'zhang': False, 'diversions': False, 'swoop': False, 'cairo': False, 'percent': False, 'deliveries': False, 'disapproves': False, 'earth': False, 'implicates': False, 'brandis': False, 'koji': False, 'cornfield': False, 'protigi': False, 'sethna': False, 'bloodstream': False, 'toupee': False, 'kwietniowski': False, 'friendship': False, 'exuding': False, 'nihilism': False, 'pompano': False, 'divisible': False, 'warning': False, 'winstone': False, 'yuelin': False, 'sorna': False, 'fleeting': False, 'keanur': False, 'enthusiasm': False, 'chutes': False, 'rapping': False, 'fei': False, 'tightens': False, '27': False, 'tunnel': False, 'fueling': False, 'mallory': False, 'mesh': False, 'ney': False, 'squanders': False, 'palitaliano': False, 'attenuated': False, 'channel': False, 'pastures': False, 'awaited': False, 'drained': False, 'inkpot': False, 'invisibility': False, 'gazarra': False, 'stellar': False, 'liao': False, 'tux': False, 'downside': False, 'prevents': False, 'pyrotechnic': False, 'tirelessly': False, 'butter': False, 'erupting': False, 'deputies': False, 'ele': False, 'conventionalism': False, 'dichotomous': False, 'megabytes': False, 'teaspoons': False, 'bills': False, 'lair': False, 'talke': False, 'curing': False, 'tolerable': False, 'cog': False, 'rider': False, 'glad': False, 'souffle': False, 'tampons': False, 'protagonists': False, 'scaramanga': False, 'maverick': False, 'arabs': False, 'overhears': False, 'inaccurately': False, 'wrong': False, 'resentment': False, 'christiane': False, 'communists': False, 'domino': False, 'rachmaninov': False, 'poems': False, 'proctor': False, 'fort': False, 'pfferpot': False, 'filmore': False, 'unconventionally': False, 'sticks': False, 'cement': False, 'garicia': False, 'anglo': False, 'materialistic': False, 'tote': False, 'personas': False, 'leeway': False, 'punk': False, 'misrepresenting': False, 'soundman': False, 'barth': False, 'concert': False, 'dairies': False, 'geordi': False, 'combined': False, 'adventurous': False, 'pads': False, 'outrageousness': False, 'prologues': False, 'milky': False, '68': False, 'growing': False, 'projectile': False, 'vomit': False, 'dresses': False, 'jonathan': False, 'tagline': False, 'successfuly': False, 'dysfuntion': False, 'rossellinia': False, 'barclay': False, 'outsiders': False, 'badness': False, 'forest': False, 'sickening': False, 'descends': False, 'flounder': False, 'polemic': False, 'lux': False, 'regroup': False, 'defended': False, 'reviewers': False, 'airtime': False, 'guarantees': False, 'r2d2': False, 'pebble': False, 'opposition': False, 'insurance': False, 'coveted': False, 'wesley': False, 'sculptor': False, 'fellinian': False, 'maestro': False, 'parameters': False, 'boudreau': False, 'bludgeoning': False, 'clones': False, 'secure': False, 'conditions': False, 'furious': False, 'shiva': False, 'cloudy': False, 'recklessly': False, 'kingpins': False, 'much_': False, 'translating': False, 'inter': False, 'mongo': False, 'slawomir': False, 'discotheque': False, 'pistols': False, 'chopin': False, 'afterword': False, 'fits': False, 'slobby': False, 'helpless': False, 'waft': False, 'smell': False, 'carp': False, 'passed': False, 'granger': False, 'discouraging': False, 'assembled': False, 'waxing': False, 'ralph': False, 'rhymes': False, 'capping': False, 'nolte': False, 'sweetest': False, 'strap': False, 'come': False, 'dunn': False, 'uninspired': False, 'shipboard': False, 'appearance': False, 'unauthentic': False, 'scraggly': False, 'possibility': False, 'backdraft': False, 'pickering': False, 'goliath': False, 'fluent': False, 'yuji': False, 'morant': False, 'woe': False, 'sweets': False, 'arecibo': False, 'outrunning': False, '1974': False, 'jumbles': False, 'rylance': False, 'engrossment': False, 'holdups': False, 'mu5t': False, 'conglomerate': False, 'satirized': False, 'vance': False, 'canton': False, 'men': False, 'asssss': False, 'receiving': False, 'occurrences': False, 'carnival': False, 'births': False, 'corresponding': False, 'huxley': False, 'brrrrr': False, 'unpleasant': False, 'tammi': False, 'animalities': False, 'clayon': False, 'punctiation': False, 'pandora': False, 'thunderclaps': False, 'furball': False, 'richelieu': False, 'supremacist': False, 'cobbles': False, 'theodore': False, 'donation': False, 'joins': False, 'proclivity': False, 'violator': False, 'diago': False, 'determinedly': False, 'impregnates': False, 'refrigerates': False, 'vosloo': False, 'josephine': False, 'pales': False, 'reprise': False, 'switzerland': False, 'loomis': False, 'franz': False, 'argento': False, 'motionlessly': False, 'accepting': False, 'carradine': False, 'tourists': False, 'bendel': False, 'starbuck': False, 'unmasking': False, 'actuality': False, 'belabored': False, 'vocation': False, 'officious': False, 'knowingly': False, 'sealed': False, 'siege': False, 'electricity': False, 'barmaid': False, 'playmate': False, 'justifiable': False, 'hardcover': False, 'crying': False, 'spacecraft': False, 'unintriguing': False, 'buildings': False, 'millennium': False, 'relish': False, 'gadfly': False, 'loafer': False, 'transmits': False, 'grammar': False, 'retain': False, 'shark': False, 'pleads': False, 'monica': False, 'dynamic': False, 'discordant': False, 'transmissions': False, 'iv': False, 'barren': False, 'riot': False, 'novikov': False, 'chcaracters': False, 'undoubtedly': False, 'oppressors': False, 'ace': False, 'lattitude': False, 'acne': False, 'salkinds': False, 'dissertations': False, 'electronically': False, 'stronghold': False, 'celebrations': False, 'darabont': False, 'darlanne': False, 'cobra': False, 'prudent': False, 'viciousness': False, 'judgment': False, 'pego': False, 'renounce': False, 'vivica': False, 'crackling': False, 'betcha': False, 'society': False, 'illnesses': False, 'weak': False, 'someway': False, 'coitus': False, 'hoodoo': False, 'warmed': False, 'rina': False, 'banderes': False, 'wood': False, 'exuberant': False, 'feet': False, 'kurosawa': False, 'bows': False, 'gentleman': False, 'messenger': False, 'disinterested': False, 'yea': False, 'hendel': False, '1985': False, 'unreasonable': False, 'scampering': False, 'enhancement': False, 'conventionality': False, 'judgmental': False, 'knocks': False, 'spader': False, 'swim': False, 'athletes': False, 'retort': False, 'lapd': False, 'tan': False, 'libel': False, 'regions': False, 'lorna': False, 'strangelove': False, 'celled': False, 'takehiro': False, 'soulful': False, 'maxime': False, 'smiled': False, 'sucess': False, 'shelve': False, 'fluttered': False, 'bogs': False, 'elegy': False, 'yoshio': False, 'changwei': False, 'atmosphere': False, 'grittiest': False, 'futurama': False, 'vegetables': False, 'marketing': False, 'amboy': False, 'twofold': False, 'seep': False, 'overstays': False, 'empire': False, 'inaugurate': False, 'opulence': False, 'maxi': False, 'insolent': False, 'storyboards': False, 'ex': False, 'katie': False, 'grabbag': False, 'janitorial': False, 'humanoids': False, 'nary': False, 'biotech': False, 'scare': False, 'cruel': False, 'flu': False, 'melodic': False, 'belays': False, 'hannon': False, 'firecrackers': False, 'luketic': False, 'modesty': False, 'quicksand': False, 'pillage': False, 'dimensionally': False, 'predates': False, 'retained': False, 'wesson': False, 'favorably': False, 'mconaughy': False, 'baseball': False, 'tilly': False, 'embarrassment': False, '_dead_': False, 'bodies': False, 'disorientation': False, 'slinks': False, 'overdose': False, 'grovel': False, 'lookout': False, 'rooker': False, 'renting': False, 'mathematical': False, 'duet': False, 'balderdash': False, 'damme': False, 'prepubescent': False, 'emancipation': False, 'womanizer': False, 'stockwell': False, '_so': False, 'aped': False, 'scalper': False, 'forlorn': False, 'fairman': False, 'torment': False, 'washout': False, 'prepare': False, 'bridget': False, 'cured': False, 'bloodless': False, 'tidy': False, '50000': False, 'poacher': False, 'peacemaker': False, 'arlo': False, 'gaghan': False, 'accompanies': False, 'successors': False, 'companionship': False, 'singer_': False, 'flatulating': False, 'henn': False, 'hans': False, 'checkers': False, 'gunpowder': False, 'stylistics': False, 'unconvincing': False, 'beret': False, 'headhunter': False, 'midknight': False, 'dubarry': False, 'atrocities': False, '100m': False, 'manouvering': False, 'waylon': False, 'huggable': False, 'nicoletta': False, 'bailed': False, 'abyss': False, 'eschews': False, 'patting': False, 'restaurant': False, 'turmoil': False, 'cage': False, 'example': False, 'okay': True, 'khanh': False, 'innovations': False, 'strode': False, 'intergalactic': False, 'sensing': False, 'upstate': False, 'mound': False, 'ruining': False, 'jutting': False, 'donor': False, 'haystack': False, 'complaining': False, 'vaulerbility': False, 'gekko': False, 'overruns': False, 'serpent': False, 'magherini': False, '_eve': False, 'humiliated': False, 'protectively': False, 'bank': False, 'notable': False, 'issuing': False, 'auxiliary': False, 'prostitues': False, 'innumerable': False, 'sensei': False, 'admirer': False, 'perturbed': False, 'squirrels': False, 'cheapens': False, 'tingling': False, '61': False, 'roberta': False, 'admit': False, 'irritated': False, 'schmaltzy': False, 'formulated': False, 'yours': False, 'hurrah': False, 'carriages': False, 'jessica': False, 'kel': False, 'barkeeps': False, 'standing': False, 'piousness': False, 'harshest': False, 'pilgrimage': False, 'inherently': False, 'sordid': False, 'poll': False, 'laboring': False, 'beattie': False, 'honed': False, 'sharif': False, 'storylines': False, 'wittily': False, 'piss': False, 'ranking': False, 'enforcing': False, 'umbrellas': False, 'watchers': False, 'conflicted': False, 'tribe': False, 'improbably': False, 'chain': False, 'ceiling': False, 'bonafide': False, 'guadalcanal': False, 'thankfully': False, 'embracing': False, 'driver': False, 'pseudo': False, 'dear': False, 'handsomely': False, 'brs': False, 'grounding': False, 'awk': False, 'innocents': False, 'wisdom': False, 'workweek': False, 'swiss': False, 'amenities': False, 'vivid': False, 'ghidrah': False, 'immersed': False, 'tasked': False, 'ohh': False, 'throwback': False, 'prig': False, 'retooling': False, 'resourceful': False, 'balasko': False, 'leopard': False, 'sweeney': False, 'meteoric': False, 'tart': False, 'pureed': False, 'else': False, 'blender': False, 'bundled': False, 'japan': False, 'dinosaur': False, 'acquisition': False, 'egypt': False, 'sirocco': False, 'airborne': False, 'scrooooooo': False, 'himalayas': False, 'straps': False, 'wallow': False, 'macomber': False, 'fields': False, 'irascible': False, 'sooooo': False, 'portraits': False, 'outcome': False, 'thrust': False, 'vampires_': False, 'tantrums': False, 'cocktails': False, 'samantha': False, 'elmaloglou': False, 'appeared': False, 'preschool': False, 'fiend': False, 'tatyana': False, 'gaffer': False, 'regurgitating': False, 'skyscraper': False, 'resuscitate': False, 'cottage': False, 'discount': False, 'coarse': False, 'freaking': False, 'butch': False, 'midpoint': False, 'robyn': False, 'posta': False, 'psychologist': False, 'delude': False, 'douriff': False, 'alexander': False, 'caricature': False, 'seventh': False, 'bombastically': False, 'silverman': False, 'approached': False, 'appealed': False, 'antithesis': False, 'props': False, 'elusive': False, 'hawk': False, 'fumble': False, 'widow': False, 'superstardom': False, '39': False, 'digits': False, 'supports': False, 'jordans': False, 'pile': False, 'labute': False, 'slow': False, 'curmudgeon': False, 'snoozing': False, 'address': False, 'artificially': False, 'ez': False, 'moods': False, 'yanks': False, 'perpetrators': False, 'congenial': False, 'sexist': False, 'cohen': False, 'faster': False, 'domestically': False, 'gotten': False, 'seeming': False, 'suvari': False, 'adrenalin': False, 'consider': False, '109': False, 'vanguard': False, 'rediculous': False, 'betrayals': False, 'acquitted': False, 'parole': False, 'noteworthy': False, 'parka': False, 'stepping': False, 'cart': False, 'serpentine': False, 'patches': False, 'harbinger': False, 'corks': False, 'trembling': False, 'rejoice': False, 'hound': False, 'brim': False, 'row': False, 'anarchist': False, 'preexisting': False, 'unfolds': False, 'schmucks': False, 'jaynes': False, 'un': False, 'prescription': False, 'simplying': False, 'sabbatical': False, 'waitress': False, 'marathon': False, 'maeda': False, 'booker': False, 'detritus': False, 'regeneration': False, 'advance': False, 'toughs': False, 'reeve': False, 'passionate': False, 'celebration': False, 'magua': False, 'pratically': False, 'devotees': False, 'immin': False, 'spaniard': False, 'hohh': False, 'ouija': False, 'converge': False, 'delro': False, 'narration': False, 'lodger': False, 'disciples': False, 'splish': False, 'gifted': False, 'coyote': False, 'endowing': False, 'baird': False, 'heche': False, 'angelo': False, 'vacuumed': False, 'absinthe': False, 'examinations': False, 'cheering': False, 'pears': False, 'stamping': False, 'sexier': False, 'strychnine': False, 'tour': False, 'rocking': False, 'distractedness': False, 'outtake': False, 'wrecked': False, 'manga': False, 'fixed': False, 'shut': False, 'greenstreet': False, 'tireless': False, 'untranslated': False, 'deploy': False, 'orbit': False, 'restores': False, 'pamela': False, 'iowa': False, 'par': False, 'unequivocally': False, 'legally': False, 'brained': False, 'slickster': False, 'sigmund': False, 'mckenney': False, 'vortex': False, 'santoro': False, 'remarkable': False, 'lingered': False, 'guinea': False, 'outinen': False, 'malfunction': False, 'solar': False, 'hiroshi': False, 'protesters': False, 'butt': False, 'presumedly': False, '1960': False, 'lightweight': False, 'autocrat': False, 'yerzy': False, 'dissapointing': False, 'subtlty': False, 'encompassed': False, 'marco': False, 'aids': False, 'laptops': False, 'masses': False, 'curtly': False, 'nauseum': False, 'traders': False, 'grosses': False, 'helfgott': False, 'henricksen': False, 'tyrell': False, 'skateboard': False, 'haggardly': False, 'continue': False, 'annoy': False, 'keogh': False, 'countered': False, 'peachy': False, 'healing': False, 'disingenuous': False, 'juliani': False, 'polarizes': False, 'bending': False, 'debts': False, 'reincarnated': False, 'may': False, 'bankrupt': False, 'stickler': False, 'britton': False, 'lovin': False, 'espionnage': False, 'crumbling': False, 'teenth': False, 'allegory': False, 'justify': False, 'publishes': False, 'ransom': False, 'caraciture': False, 'learn': False, 'mongolian': False, 'totter': False, 'cellars': False, 'solmenly': False, 'garret': False, 'elodie': False, 'tanks': False, 'klingman': False, 'digress': False, 'tugboat': False, 'envisions': False, 'overabundant': False, 'vague': False, 'acerbic': False, '===': False, 'veering': False, 'ecl': False, 'stressful': False, 'cathartic': False, 'lotsa': False, 'keely': False, 'reverence': False, 'hereafter': False, 'harped': False, 'faculty': False, 'dishwasher': False, 'chun': False, 'falstaff': False, 'mimi': False, 'eco': False, 'ease': False, 'skirt': False, 'tenure': False, 'redundantly': False, 'spoilers': False, 'offensively': False, 'beckons': False, 'mistress': False, 'guys': True, 'uplifting': False, 'variety': False, 'steinfeld': False, 'iconography': False, 'chortling': False, 'relaxed': False, 'nihgt': False, 'sandwiched': False, 'westerners': False, 'online': False, 'blockbuster': False, 'assness': False, 'unapologetically': False, 'santanico': False, 'crowd': False, 'scripted': False, 'emmett': False, 'mandell': False, 'purple': False, 'tanker': False, 'joachin': False, 'dissimilar': False, 'frixos': False, 'sanxay': False, 'lived': False, 'scrutinizing': False, 'cliffhanger': False, 'interrogate': False, 'revitalize': False, 'costars': False, 'guano': False, 'blake': False, 'artifically': False, 'rub': False, 'churned': False, 'humanitarian': False, 'rewarded': False, 'ratttz': False, 'confirms': False, 'sextette': False, 'deathcamps': False, 'depicted': False, 'rolfe': False, 'joiner': False, 'irritable': False, 'pierces': False, 'putting': False, 'cases': False, 'homogeneity': False, 'arm': False, 'consistent': False, 'chore': False, 'storefront': False, 'madly': False, 'he': True, 'mournful': False, 'crosby': False, 'eszterhaz': False, 'cloke': False, 'banishes': False, 'abeyance': False, 'parlor': False, 'jug': False, 'stupor': False, 'fail': False, 'renews': False, 'surrendered': False, 'zappa': False, 'rollicking': False, 'cpw': False, 'devlish': False, 'embittered': False, 'woods': False, 'although': True, 'comprehendible': False, 'spooked': False, 'ikwydls': False, 'handling': False, 'mailing': False, 'torpedo': False, 'degrees': False, 'moniker': False, 'sheng': False, 'mina': False, 'hobo': False, 'splat': False, 'beleive': False, 'singlehandedly': False, '1971': False, 'diaper': False, 'edu': False, 'capital': False, 'eyeballs': False, 'indignity': False, '82': False, 'whiner': False, 'misfires': False, 'enough': False, 'nosedives': False, 'scatological': False, 'aday': False, 'concerto': False, 'corvette': False, 'darrell': False, 'grossest': False, 'herding': False, 'awakening': False, 'decadenet': False, 'comedy': False, 'evilo': False, 'downbeat': False, '_fifty_': False, 'fujioka': False, 'unsparing': False, 'impersonations': False, 'rulebook': False, 'kewpie': False, 'gadgets': False, 'albarn': False, 'regretted': False, 'dinsmoor': False, 'fistfight': False, 'banality': False, 'hatches': False, 'shouted': False, 'orphanage': False, 'scornful': False, 'overblown': False, 'swashing': False, 'brogue': False, 'dollhouse': False, 'wonderully': False, 'nypd': False, 'caper': False, 'hewson': False, 'beat': False, 'amphibians': False, 'lavatory': False, 'project': False, 'corpse': False, 'rippin': False, 'giamatti': False, 'kerry': False, 'salma': False, 'conti': False, 'blares': False, '1930': False, 'captured': False, 'resistibility': False, 'peasant': False, 'donatelli': False, 'innocuous': False, 'khan': False, 'relling': False, 'witless': False, 'til': False, 'magali': False, 'incorporate': False, 'shakily': False, 'rant': False, 'superficially': False, 'schoolmates': False, 'doves': False, 'thunk': False, 'blandest': False, 'stott': False, 'aphrodite': False, 'trial': False, 'baluyev': False, 'thinks': False, 'lively': False, 'liners': False, 'leather': False, '25': False, 'fueled': False, 'plusse': False, 'worf': False, 'nolstalgic': False, 'balletic': False, 'ratted': False, 'succinctly': False, 'rubber': False, 'resurgence': False, 'yorkers': False, 'lower': False, 'meng': False, 'snuggly': False, 'coding': False, 'perlman': False, 'article': False, 'harrold': False, 'su': False, 'remade': False, 'handlers': False, 'moses': False, 'imperiously': False, 'opponents': False, 'bouyant': False, 'pericles': False, 'leukemia': False, 'horks': False, 'lunch': False, 'greats': False, 'mawkish': False, 'trippy': False, 'alien': False, 'inordinate': False, 'wardrobe': False, 'dashing': False, 'docket': False, 'especially': False, 'blunderheaded': False, 'envelope': False, 'borrowings': False, 'wrongdoing': False, 'spewing': False, 'snakes': False, 'trashcan': False, 'forecast': False, 'beer': False, 'respectfully': False, 'unions': False, 'flashdancer': False, 'untamed': False, 'pratfalling': False, 'averting': False, 'unplugging': False, 'bushel': False, 'equalizer': False, 'specter': False, 'value': False, 'ostrich': False, 'umpteen': False, 'yamamoto': False, 'hadley': False, 'noel': False, 'hyped': False, 'pledging': False, 'leguizimo': False, 'gift': False, 'residuals': False, 'merteuil': False, 'gbatokai': False, 'links': False, 'heigl': False, 'depak': False, 'oily': False, 'grappling': False, 'greek': False, 'dreams': True, 'willis': False, 'preoccupation': False, 'courtoom': False, 'spits': False, 'compromising': False, 'relegated': False, 'sassiness': False, 'dudley': False, 'presides': False, 'abortionist': False, 'se': False, 'statistics': False, 'mistrustful': False, 'anguished': False, 'railway': False, 'numbered': False, 'grumbles': False, 'spiritualistic': False, 'debated': False, 'exam': False, 'rms': False, 'stakeout': False, 'zinnia': False, 'rearranged': False, 'villages': False, 'taylor': False, 'explore': False, 'drummond': False, 'stein': False, 'ilona': False, 'penner': False, 'miscommunicated': False, 'answers': False, 'fetched': False, 'brag': False, 'grapple': False, 'mentality': False, 'amateurish': False, 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False, 'pacifier': False, 'seperation': False, 'delineated': False, 'otherworldliness': False, 'flatulent': False, 'sensitive': False, 'lear': False, 'tent': False, 'silvers': False, 'neverending': False, 'examined': False, 'oxford': False, 'backpacks': False, 'downfall': False, 'vinicius': False, '1940': False, 'vest': False, 'sommerset': False, 'determination': False, 'housekeeper': False, 'scriptwriter': False, 'snot': False, 'gargantuan': False, 'snag': True, 'spadowski': False, 'insuring': False, 'yemeni': False, 'ji': False, 'distract': False, 'soviet': False, 'amtrak': False, 'lifeboats': False, 'iris': False, 'weanies': False, 'replayed': False, 'pipes': False, 'vultures': False, 'billionaire': False, 'waited': False, 'marcie': False, 'magruder': False, 'omnipresence': False, 'sexualized': False, 'faint': False, 'mekhi': False, 'spiritedly': False, 'rancher': False, 'correlated': False, 'searching': False, 'ache': False, 'infomercial': False, 'chute': False, 'admitting': False, 'fated': False, 'reaper': False, 'burgeoning': False, '@#$^%': False, 'reinvents': False, 'steerage': False, 'papaya': False, 'spanking': False, 'grilling': False, 'tastefully': False, 'birth': False, 'curse': False, 'wookie': False, 'blankety': False, 'overwrought': False, 'transitioning': False, 'overlong': False, 'rehabilitating': False, 'thenardiers': False, 'unbelievably': False, 'cub': False, 'attributed': False, 'backstory': False, 'based': False, 'inner': False, 'enigmatic': False, 'naivety': False, 'tags': False, 'loving': False, 'drink': True, 'bandages': False, 'prophesied': False, 'awakes': False, 'hacking': False, 'creates': False, 'slender': False, 'hairline': False, 'hick': False, 'heaped': False, 'impoverished': False, 'dorm': False, 'tickling': False, 'misadventures': False, 'screwy': False, 'unjustifiable': False, 'navigate': False, 'elle': False, 'edie': False, 'laws': False, 'gagging': False, 'throats': False, 'janice': False, 'centerpoint': False, 'dethroned': False, 'gradeschooler': False, 'locally': False, 'entertaining': True, 'reconciles': False, 'discombobulated': False, 'disturbance': False, 'flashy': False, 'figaro': False, 'escapade': False, 'lament': False, 'wastes': False, 'visceral': False, 'hagerty': False, 'spazio': False, 'wich': False, 'mc': False, 'churchman': False, 'visionaries': False, 'engravings': False, 'bookstore': False, 'clashing': False, 'upstage': False, 'catalysts': False, 'attending': False, 'prakazrel': False, 'courting': False, 'locating': False, 'pairs': False, 'springy': False, 'macaulay': False, 'mecca': False, 'jinx': False, 'eliott': False, 'hebrews': False, 'fabricated': False, 'policies': False, 'stonily': False, 'counsels': False, 'burley': False, 'resemblances': False, 'antenna': False, 'procedures': False, 'overdrawn': False, 'unsentimental': False, 'vibrant': False, 'moff': False, 'canada': False, 'tragedy': False, 'aspire': False, 'elisabeth': False, 'jewess': False, 'dissipated': False, 'simm': False, 'sob': False, 'dove': False, 'phreak': False, 'auditor': False, 'bangy': False, 'hasan': False, 'randomly': False, 'slot': False, 'sorts': False, 'uninterrupted': False, 'relaxation': False, 'swell': False, 'central_': False, 'eminently': False, 'courageously': False, 'furter': False, 'mortal': False, 'lance': False, 'han': False, 'mosey': False, 'libero': False, 'inexpensive': False, 'tranquilizers': False, 'niceness': False, 'hitter': False, 'carlyle': False, 'slashing': False, 'forcefully': False, 'snapped': False, 'firefighter': False, 'single': False, 'tilt': False, 'fugees': False, 'montgomery': False, 'blinding': False, 'wondrously': False, 'try': False, 'proclivities': False, 'mercer': False, 'mathilda': False, 'picturing': False, 'jima': False, 'partly': False, 'gridlock': False, 'kilner': False, 'angers': False, 'measurement': False, 'gayness': False, 'leer': False, 'unemployment': False, 'bram': False, 'guitar': False, 'adjustments': False, 'mileage': False, 'intellectualized': False, 'succeeds': False, 'cannery': False, 'oversaturated': False, 'harbors': False, 'tracked': False, 'stake': False, 'gripe': False, 'headache': False, 'gramercy': False, 'suffers': False, 'deepak': False, 'recluse': False, 'manifested': False, 'actresses': False, 'noticably': False, 'travolta': False, 'orbiting': False, 'multiplex': False, 'hawaii': False, 'curtail': False, 'accommodates': False, 'brandon': False, 'entertain': True, 'canaan': False, 'omnipresent': False, 'perceptiveness': False, 'spastic': False, 'sioux': False, 'extorts': False, 'traumnovelle': False, 'sinbad': False, 'mcguire': False, 'brimstone': False, 'lestat': False, 'clerk': False, 'announces': False, 'blacker': False, 'demise': False, 'etch': False, 'attached': False, 'lopped': False, 'nighttime': False, 'jee': False, 'noho': False, 'thirteeth': False, 'titular': False, 'mindful': False, '_highly_': False, 'meets': False, 'ingenuous': False, 'connotations': False, 'serpents': False, 'squeaker': False, 'avenues': False, 'licked': False, 'delpech': False, 'blades': False, 'mangalores': False, 'constantine': False, 'feces': False, 'moe': False, 'proceeded': False, 'fairer': False, 'voyeuristically': False, 'rodman': False, 'deapens': False, 'crazy': False, 'foo': False, 'graham': False, 'hurtling': False, 'lebrock': False, 'bruin': False, 'treasure': False, 'percentages': False, 'cleveland': False, 'extravaganza': False, 'snide': False, 'crunchable': False, 'remark': False, 'unanticipated': False, 'fulfilment': False, 'brainless': False, 'rival': False, 'penal': False, 'fiftieth': False, 'affectations': False, 'fulfill': False, '_holy_man_': False, 'mercutio': False, 'whitechapel': False, 'altmanesque': False, 'bladders': False, 'binges': False, 'outfitted': False, 'jedda': False, 'sterling': False, 'bigotry': False, 'conjunction': False, 'stranding': False, 'spills': False, 'residue': False, "/'": False, 'chelcie': False, 'stargher': False, 'honeys': False, 'relatibility': False, 'swarms': False, 'equinox': False, 'coolidge': False, 'overextension': False, 'fleas': False, 'korshunov': False, 'krumholtz': False, 'fergus': False, 'agreeably': False, '52': False, 'horseflies': False, 'delicately': False, 'unabashedly': False, 'secretaries': False, 'suong': False, 'lolita': False, 'consolidate': False, 'snoozer': False, 'stupendous': False, 'idiosyncracy': False, 'gaetan': False, 'snail': False, 'styrofoam': False, 'termites': False, 'davis': False, 'coppola': False, 'didya': False, 'taymor': False, 'developed': False, 'bah': False, 'incriminating': False, 'deadly': False, 'suicidal': False, 'underseen': False, 'guess': True, 'jimmi': False, 'fembots': False, 'wheezing': False, 'statistical': False, 'requested': False, 'gators': False, 'gorton': False, 'puppy': False, 'fishermen': False, 'enlargement': False, 'sanjay': False, 'aniston': False, 'pratfalls': False, 'hanger': False, 'yourself': False, 'recycle': False, 'differentiation': False, 'skeleton': False, 'beleaguered': False, 'unskilled': False, 'interpreting': False, 'announce': False, 'haphazard': False, 'indefinitely': False, 'reconciliation': False, 'everytime': False, 'kasi': False, 'lynch': False, 'bumper': False, 'crab': False, 'substories': False, 'subjectivity': False, 'foreman': False, 'mppa': False, 'shucks': False, 'payday': False, 'arrrghhh': False, 'market': False, 'astounded': False, 'commanders': False, 'lefty': False, 'nouvelle': False, 'salome': False, 'incurring': False, 'ect': False, 'duets': False, 'verdell': False, 'restoring': False, 'business': False, 'removed': False, 'relinquishes': False, '1898': False, 'inventing': False, 'harrigan': False, 'colleen': False, 'skims': False, 'captions': False, 'shifts': False, 'vehicle': False, 'amusement': False, 'environmentalist': False, 'americanization': False, 'scrapped': False, 'processions': False, 'tucker': False, 'webpages': False, 'scholl': False, 'racoon': False, 'statements': False, 'fiorentino': False, 'courtesan': False, 'georgia': False, '_scream_': False, 'branson': False, 'porches': False, 'sims': False, 'dahl': False, 'recognizably': False, 'rubs': False, 'subliminal': False, 'saskatoon': False, 'marcelo': False, 'harum': False, 'investigates': False, 'exaggerates': False, 'turtles': False, 'feed': False, 'reinvigorate': False, 'masturbates': False, 'pisses': False, 'mutes': False, 'iran': False, 'sidekick': False, 'repackaging': False, 'runners': False, 'beetle': False, 'piquant': False, 'unacceptable': False, 'meditative': False, 'carlito': False, 'paup': False, 'kressler': False, 'now': True, 'cartoonishly': False, 'hydrophobia': False, 'seldon': False, 'snub': False, '_polish_wedding_': False, 'florence': False, 'loaned': False, 'debilitating': False, 'forbidding': False, 'greyer': False, 'sow': False, 'revitalizing': False, 'beeing': False, 'nobodies': False, 'graciela': False, 'macleod': False, 'larded': False, 'bardem': False, 'litz': False, 'centre': False, 'horrifies': False, 'resnais': False, 'frappacino': False, 'cahiers': False, 'afa': False, 'funnel': False, 'solemn': False, 'nother': False, 'espouses': False, 'banged': False, 'dreck': False, 'mistletoe': False, 'posits': False, 'disdains': False, 'shamelessly': False, 'genevi': False, 'cucumber': False, 'proselytize': False, 'mehrjui': False, 'receptive': False, 'bismol': False, 'committal': False, 'pitied': False, 'wellness': False, 'overworking': False, 'cretin': False, 'blockbusters': False, 'mingle': False, 'puffy': False, 'libs': False, 'emerged': False, 'prague': False, 'chopsticks': False, 'haircuts': False, 'heat': False, 'vines': False, 'lifestyle': False, 'prompt': False, 'reprogramming': False, 'nervousness': False, '2hr': False, 'doubly': False, 'unbiased': False, 'kelogg': False, 'decidely': False, 'steal': False, 'kutcher': False, 'shifty': False, 'refrigerator': False, 'tassel': False, 'repessed': False, 'dollar': False, 'certifiably': False, 'identifiers': False, 'excursions': False, 'sprees': False, 'museum': False, 'feingold': False, 'qe2': False, 'nonsense': False, 'reworkings': False, 'jokingly': False, 'craze': False, 'benefited': False, 'establishments': False, 'edging': False, 'pakistan': False, 'mighty': False, 'nap': False, 'staggeringly': False, 'deconstruction': False, 'probably': False, 'garlic': False, 'percy': False, 'des': False, 'locking': False, 'contradictory': False, 'keels': False, 'painstaking': False, 'installed': False, 'hairnets': False, 'gielgud': False, 'overshadow': False, 'shiro': False, 'strand': False, 'reprint': False, 'murkily': False, 'rifling': False, 'nuns': False, 'pornography': False, 'delighting': False, 'nicolette': False, 'recovers': False, 'auteurs': False, 'vermin': False, 'matchsticks': False, 'beatng': False, 'maneuvers': False, '1982': False, 'disservice': False, 'rafts': False, 'definate': False, 'presenter': False, 'briefed': False, 'dogmatism': False, 'tai': False, 'discerned': False, 'tormenting': False, 'boulevard': False, 'splittingly': False, 'hospitalizes': False, 'flinch': False, 'adelaide': False, 'victoire': False, 'dong': False, 'abused': False, 'stephanopolus': False, 'fierce': False, 'intuitively': False, 'braves': False, 'occuring': False, 'dante': False, 'afficianados': False, 'hogget': False, 'daly': False, '_the_lion_king': False, 'macfadyen': False, 'assumes': False, 'timers': False, 'anton': False, 'ticks': False, 'aleck': False, 'college': False, 'texts': False, 'thorugh': False, 'witchcraft': False, 'legwork': False, 'weigh': False, 'scale': False, 'subtlety': False, 'pects': False, '2013': False, 'welshman': False, 'ashlee': False, 'maples': False, 'hygiene': False, 'maps': False, 'delinquents': False, 'brandan': False, 'fang': False, 'improbabilities': False, 'cancellation': False, 'scout': False, '21st': False, 'causes': False, 'shavenness': False, 'unwise': False, 'oskar': False, 'division': False, 'protestations': False, 'whereby': False, 'saracastic': False, 'seduction': False, 'private': False, 'bogus': False, 'relayed': False, 'coop': False, 'richard': False, 'dissembles': False, 'wrapping': False, 'deepened': False, 'kirsebom': False, 'straightforward': False, 'chinese': False, 'kirkeby': False, 'lessen': False, 'visnjic': False, 'paternalistic': False, 'slither': False, 'vastly': False, 'alerted': False, 'gast': False, 'sip': False, 'es': False, 'wafer': False, 'choppily': False, 'obligated': False, 'linoleum': False, 'dennehy': False, 'fetale': False, 'retro': False, 'infidelitous': False, 'speakers': False, 'blurb': False, 'elliot': False, '_hard_ware': False, 'malka': False, 'conscript': False, 'hundred': False, 'zipped': False, 'shakes': False, 'zulu': False, 'cu': False, 'dilorenzo': False, 'permeating': False, 'transvestites': False, 'connects': False, 'boathouse': False, 'filmed': False, 'confidante': False, 'newport': False, 'ceti': False, 'pinky': False, 'orr': False, 'resign': False, 'quincey': False, 'brigante': False, 'focused': False, 'structuring': False, 'rappers': False, 'homicide': False, '426': False, 'hypnotist': False, 'crank': False, 'center': False, 'overcasts': False, '7th': False, 'londoner': False, 'hab': False, 'guzzling': False, 'covers': False, 'stendhal': False, 'familiarize': False, 'groaning': False, 'roshomon': False, 'norms': False, 'breathnach': False, 'amphibious': False, 'replaceable': False, 'understood': False, 'planted': False, 'infallible': False, 'bopping': False, 'jess': False, 'flanagan': False, 'ingenious': False, 'mccamus': False, 'lether': False, 'purred': False, 'jarrett': False, 'sammy': False, 'beah': False, 'symbolizing': False, 'kaminski': False, 'blacksmith': False, 'deliver': False, 'kurtzman': False, 'tuckers': False, 'freddy': False, 'coherently': False, 'lugubriously': False, 'steig': False, 'ia': False, '_people_': False, 'afro': False, 'deals': False, 'cinema': False, 'discouragingly': False, 'eared': False, 'chagrin': False, 'bothering': False, 'leguiziamo': False, 'ibanez': False, 'mating': False, 'franka': False, 'calibrated': False, 'suburbia': False, 'harmonizing': False, 'guernica': False, 'bygone': False, 'taxpayer': False, 'uncles': False, 'clandestinely': False, 'magazines': False, 'vulgar': False, 'invoked': False, 'interogation': False, 'panavision': False, 'technologically': False, 'multiracial': False, 'squandered': False, 'kenner': False, '_dead_man_on_campus_': False, 'surpassing': False, 'paralleling': False, 'headdresses': False, 'courtyards': False, 'suzie': False, 'mononoke': False, 'loup': False, 'intercepted': False, 'violins': False, 'benton': False, 'complacent': False, 'tearjerkers': False, 'boolie': False, 'arbuthnot': False, 'impactful': False, 'manhatten': False, 'fizzle': False, 'kamikazes': False, 'negotiating': False, 'korsmo': False, 'equivalent': False, 'countermanded': False, 'hesitates': False, 'wang': False, 'famished': False, 'jocelyn': False, 'trinca': False, 'insulatory': False, 'tinkertoy': False, 'mains': False, 'supererogatory': False, 'ceilings': False, 'aix': False, 'implicit': False, 'chareau': False, 'brett': False, 'snugly': False, 'bandits': False, 'keyboardist': False, 'lamarr': False, 'mcsorley': False, 'preservation': False, 'duke': False, 'childs': False, 'franciosa': False, 'negligent': False, 'royalist': False, 'steaks': False, 'zurg': False, 'lookin': False, 'transparently': False, 'counterpoint': False, '1934': False, 'cuz': False, 'terrain': False, 'asleep': False, 'inhereit': False, 'manderley': False, 'revise': False, 'revolutionaries': False, 'simplistically': False, 'barntill': False, 'endora': False}


Naive Bayes Accuracy percent:  69.0
Most Informative Features
                   dread = True              pos : neg    =      9.7 : 1.0
                 offbeat = True              pos : neg    =      7.4 : 1.0
                supports = True              pos : neg    =      7.0 : 1.0
                  coyote = True              neg : pos    =      7.0 : 1.0
                  denial = True              pos : neg    =      7.0 : 1.0
                  suvari = True              neg : pos    =      7.0 : 1.0
             overwrought = True              neg : pos    =      7.0 : 1.0
                 insipid = True              neg : pos    =      6.6 : 1.0
                headache = True              neg : pos    =      6.2 : 1.0
                  elliot = True              pos : neg    =      6.2 : 1.0
               uplifting = True              pos : neg    =      5.9 : 1.0
                   flock = True              pos : neg    =      5.7 : 1.0
                  guinea = True              neg : pos    =      5.7 : 1.0
               underwood = True              neg : pos    =      5.7 : 1.0
                   dreck = True              neg : pos    =      5.7 : 1.0

In [ ]: