# Notebook from prodicus/TIL
Path: nltk/.ipynb_checkpoints/text_classification-checkpoint.ipynb

import nltk
import random
from nltk.corpus import movie_reviews
import pprint
from nltk.corpus import stopwords
stop_words = stopwords.words("english")
import pickle_____no_output_____

**There are a thousand movie reviews for both**

- positive and
- negetive

**reviews**_____no_output_____

movie_reviews.categories()_____no_output_____

### Now I need to store it as

```python
documents = [
    ('pos', ['good', 'awesome', ....]),
    ('neg', ['ridiculous', 'horrible', ...])
]
```

**OR**

Storing it in a dictionary would also be a better idea, will try out with both

```python
documents = {
    'pos': ['good', 'awesome', ....],
    'neg': ['ridiculous', 'horrible', ...]
}
```_____no_output_____

documents = [(list(movie_reviews.words(fileid)), category)
            for category in movie_reviews.categories()
             for fileid in movie_reviews.fileids(category)
            ]
random.shuffle(documents)_____no_output_____

#### Other way to do it would be the normal way instead of this one liner_____no_output_____

document_dict = {
    'pos': [],
    'neg': []
}
for category in movie_reviews.categories():
    for fileid in movie_reviews.fileids(category):
        # this will store the list of words read from the particular file in fileid
        raw_list = movie_reviews.words(fileid)
        # cleaning the list using stopwords
        word_list = [word for word in raw_list if word not in stop_words]
        if category == 'pos':
            document_dict['pos'].extend(word_list)
        elif category == 'neg':
            document_dict['neg'].extend(word_list)
_____no_output_____

**Cleaning it up using the stopwords**_____no_output_____

print(len(document_dict['pos']))
print(len(document_dict['neg']))506495
457774

**Getting the list of all words to store the most frequently occuring ones**_____no_output_____

all_words = []
for w in movie_reviews.words():
    all_words.append(w.lower())_____no_output_____

**Making a frequency distribution of the words**_____no_output_____

all_words = nltk.FreqDist(all_words)
all_words.most_common(20)_____no_output_____all_words["hate"]  ## counting the occurences of a single word_____no_output_____

**will train only for the first 5000 top words in the list**_____no_output_____

feature_words = list(all_words.keys())[:5000]_____no_output_____

### Finding these feature words in documents, making our function would ease it out!_____no_output_____

def find_features(document):
    words = set(document)
    feature = {}
    for w in feature_words:
        feature[w] = (w in words)
    return feature_____no_output_____

**What the below one does is, before hand we had only words and its category. But not we have the feature set (along with a boolean value of whether it is one of the most frequently used words or not)of the same word and then the category.**_____no_output_____

feature_sets = [(find_features(rev), category) for (rev, category) in documents]_____no_output_____print(feature_sets[:1])[({'republic': False, 'seat': False, 'cider': False, 'forster': False, 'loitering': False, 'coto': False, 'subconscience': False, 'every': False, 'pricey': False, 'syd': False, 'readers': False, 'housed': False, 'database': False, 'rollickingly': False, 'approximately': False, 'hysteria': False, 'mistic': False, '1942': False, 'greenstreet': False, 'cystic': False, 'breast': False, 'dreyer': False, 'disorientation': False, 'pomp': False, 'greenway': False, 'jurek': False, 'transcends': False, 'pileggi': False, 'spielberg': False, 'gagging': False, 'gripe': False, 'septien': False, 'posters': False, 'malevolence': False, 'fountain': False, 'humbert': False, 'interpersonal': False, 'major': False, 'revealing': False, 'shepherd': False, 'wim': False, 'gushing': False, 'bangers': False, 'extract': False, '_looks_': False, 'vines': False, 'calling': False, 'polymorphously': False, 'isaacman': False, 'communities': False, 'traveller': False, 'lugubrious': False, 'kickboxer': False, 'newton': False, 'bross': False, 'hawke': False, 's_funniest_home_videos_': False, 'bennington': False, 'outlanders': False, 'benning': False, 'those': False, 'compact': False, 'expedition': False, 'inflection': False, 'bianca': False, 'ignored': False, '/': False, 'overextension': False, 'affectionately': False, 'really': False, 'mansions': False, 'chords': False, 'writes': False, '_star': False, 'purchasing': False, 'crow': False, 'entrepreneurship': False, 'titus': False, 'disappearances': False, 'anonymously': False, 'lips': False, '3411': False, 'varied': False, 'schellenberg': False, 'singh': False, 'fatalities': False, 'esmerelda': False, 'echoed': False, 'fondness': False, 'engrossingly': False, 'workaholic': False, 'po': False, 'mccardie': False, 'hjejle': False, 'lust': False, 'breached': False, 'sanchez': False, 'look': False, 'lichman': False, 'madisons': False, 'spaceship': False, 'overruns': False, 'stomping': False, 'godsend': False, 'vinie': False, 'accurately': False, 'prisoners': False, 'soth': False, 'suitors': False, 'sided': False, 'aural': False, 'xfx': False, 'colqhoun': False, 'spews': False, 'tomei': False, 'llamas': False, 'delicate': False, 'follower': False, 'artagnon': False, 'bigshot': False, 'perkily': False, 'beer': False, 'hissing': False, 'crowning': False, 'renown': False, 'hotly': False, 'coloring': False, 'litten': False, 'blessings': False, 'unrated': False, 'twitches': False, 'nightmares': False, 'dawn': False, 'mixed': False, 'arizonians': False, 'chamberlain': False, 'minutely': False, 'heyday': False, 'murch': False, 'agitate': False, 'originals': False, 'minion': False, 'reverses': False, 'claus': False, 'nfl': False, 'automats': False, 'distract': False, 'interruptus': False, 'ellsworth': False, 'tabbed': False, 'hype': False, 'suspeneful': False, 'gereally': False, 'focused': False, 'disbelief': False, 'tieing': False, '1928': False, 'magnuson': False, 'informants': False, 'visualized': False, 'karras': False, 'toothpick': False, 'public': False, 'atypical': False, 'damper': False, 'duckling': False, 'take': False, 'degenerating': False, 'rot': False, 'yagher': False, 'brutish': False, 'shady': False, 'overplays': False, 'distributor': False, 'coyle': False, 'fulfill': False, 'cpl': False, 'deane': False, 'stir': False, 'eisenhower': False, 'canned': False, 'unplayable': False, 'reversed': False, 'bouncy': False, 'violates': False, 'fella': False, 'ethereal': False, 'substituting': False, 'hamburgers': False, 'uneasily': False, 'filleted': False, 'searches': False, 'globel': False, 'eccleston': False, 'striptease': False, 'later': False, 'petrovsky': False, 'tapping': False, 'passions': False, 'hayworth': False, 'squirm': False, 'rest': False, 'ingrid': False, 'fight': False, 'persistent': False, 'staked': False, 'recite': False, 'jamahl': False, 'annabel': False, 'irma': False, 'marc': False, 'needful': False, 'worthless': False, 'cityscape': False, 'sensibilities': False, 'halted': False, 'groans': False, 'deteriorate': False, 'mummies': False, 'genre': False, 'tougher': False, 'destruction': False, 'fiancee': False, 'pepto': False, 'deceptions': False, 'supreme': False, 'clay': False, 'cufflinks': False, 'suckers': False, 'meerson': False, 'bafta': False, 'pieces': False, 'derisive': False, 'disintegrating': False, 'bartkowiak': False, 'mcsorley': False, 'preview': False, 'strongpoint': False, 'memoir': False, 'disagreed': False, '1953': False, 'unsuccessful': False, 'gradient': False, 'fairuza': False, 'guinness': False, 'implausibilites': False, 'unplugging': False, 'approachment': False, 'expert': False, 'yakov': False, 'poetical': False, 'avary': False, 'primordial': False, 'lifelike': False, 'iridescent': False, 'sigourney': False, 'possibilities': False, 'flanery': False, 'cannibals': False, 'equate': False, 'spacious': False, '1980s': False, 'bisexuality': False, 'illeana': False, 'gales': False, 'transform': False, 'delacroix': False, 'rooms': False, 'shoulders': False, 'dependency': False, 'bombarded': False, 'relay': False, 'lest': False, 'nine': False, 'deadening': False, 'includes': False, 'castro': False, 'fatty': False, 'depending': False, 'raccoons': False, 'belcher': False, 'knights': False, 'murkily': False, 'broughton': False, 'extremely': False, 'stills': False, 'hang': False, 'kwietniowski': False, 'mop': False, 'wissner': False, 'authenticity': False, 'porcelain': False, 'outwitted': False, 'pursues': False, 'fex': False, 'deeply': False, 'suggestions': False, 'consultation': False, 'allison': False, 'originator': False, 'glitzy': False, 'cantrell': False, 'finzi': False, 'thinking': False, 'sections': False, 'lit': False, 'frivolous': False, 'colourful': False, 'flunky': False, 'liberated': False, 'proportion': False, 'ager': False, 'eulogy': False, 'stallion': False, 'perceived': False, 'persues': False, 'twisted': False, 'witch': False, 'colorful': False, 'stanton': False, 'exceeded': False, 'albinos': False, 'brushes': False, 'withers': False, 'digestions': False, 'snails': False, 'boulder': False, 'lesbo': False, 'ala': False, 'muddle': False, 'ath': False, 'resident': False, 'dysfunctionality': False, 'posturing': False, 'undulating': False, 'engines': False, 'gorman': False, 'pummeling': False, 'pornos': False, 'ravages': False, 'squares': False, 'overdubbed': False, 'repeating': False, 'rigeur': False, 'mansfield': False, 'picasso': False, 'gaul': False, 'judy': False, 'kyle': False, 'genetically': False, 'deacon': False, 'misses': False, 'aquanet': False, 'ruritanian': False, 'labeling': False, 'fingernails': False, 'corn': False, 'longshank': False, 'measure': False, 'breathed': False, 'maybury': False, 'opposes': False, 'ofa': False, 'vortex': False, 'suzie': False, 'dolores': False, 'marrakech': False, 'coding': False, 'speaker': False, 'busby': False, 'deanna': False, 'dakinah': False, 'portrayals': False, 'secrecy': False, 'safety': False, 'hydra': False, 'expirating': False, 'slain': False, 'repessed': False, 'lieutenants': False, 'wildly': False, 'vegans': False, 'figurines': False, 'lyne': False, 'aggravated': False, 'unfortunately': False, 'gangbanger': False, 'infancy': False, 'doctorate': False, 'sacked': False, 'rydell': False, 'sovereign': False, 'indigestion': False, 'workshop': False, 'bowed': False, 'braiding': False, 'sabor': False, 'captured': False, 'cruelty': False, '90210': False, 'breathless': False, 'suspensefully': False, 'gunga': False, 'authors': False, 'overcooked': False, 'dade': False, 'blitzed': False, 'glamorising': False, 'hadden': False, 'antoine': False, 'sub': False, 'alzhiemer': False, 'rade': False, 'jonas': False, 'zanier': False, 'emerges': False, 'roland': False, 'coroner': False, 'allegedly': False, 'mcjob': False, 'slab': False, 'dogging': False, 'beard': False, 'puzo': False, '_six_days': False, 'psychoanalyze': False, 'lauded': False, 'nauseating': False, 'heartening': False, 'strung': False, 'seriously': False, 'paled': False, 'enlightened': False, 'hairbrush': False, 'again': False, 'placid': False, 'clicking': False, 'rewarding': False, 'garbo': False, 'naughton': False, 'manning': False, 'tsavo': False, 'lazer': False, 'depleted': False, 'sv2': False, 'wrong': False, 'indisputable': False, 'expelled': False, 'pees': False, 'welder': False, 'deemed': False, 'curmudgeonly': False, 'adopter': False, 'schlumpy': False, 'nero': False, 'overwrought': False, '+': False, 'alzheimer': False, 'zi': False, 'abu': False, 'hardship': False, 'educes': False, 'signy': False, 'ehrin': False, 'villainy': False, 'fahdlan': False, 'alevey': False, 'milhoan': False, 'camerawork': False, 'mormon': False, 'hatchette': False, 'impart': False, '12th': False, 'kuwait': False, 'strained': False, 'anyhow': False, 'outinen': False, 'ghallager': False, 'morita': False, 'excited': False, 'collins': False, 'melvon': False, 'bigscreen': False, 'spores': False, 'tilting': False, 'comatose': False, 'feathers': False, 'ridiculity': False, 'fetishized': False, 'presents': False, 'matt': False, 'prepare': False, 'locksley': False, 'mere': False, 'genial': False, 'underplay': False, 'ingenuity': False, 'ridden': False, 'regularity': False, 'specter': False, 'folks': False, 'broadcasted': False, 'civic': False, 'schoolmates': False, 'blackmails': False, 'paperbacks': False, 'johns': False, 'belinda': False, 'warner': False, 'title': False, 'grief': False, 'upheaval': False, 'overworked': False, 'starring': False, 'wristwatch': False, 'assuaged': False, 'neighbors': False, 'cannell': False, 'ligaments': False, 'oozing': False, 'enriching': False, 'bigglesworth': False, 'mush': False, 'posthlewaite': False, 'element': False, 'cameos': False, 'chimera': False, 'equates': False, 'unicorns': False, 'aurally': False, 'plop': False, 'snorks': False, 'realising': False, 'fists': False, 'bog': False, 'cliches': False, 'liberally': False, 'introduced': False, 'contrasted': False, 'mox': False, 'swordsman': False, 'odile': False, 'penchent': False, 'wojciech': False, 'taiwan': False, 'suppose': False, 'medicore': False, 'spotlight': False, 'interval': False, 'meister': False, 'faylen': False, '1993': False, 'ful': False, 'representations': False, 'roped': False, 'penetrate': False, 'knox': False, 'eternity': False, '_rushmore_': False, 'chinlund': False, 'hetero': False, 'yielded': False, 'sox': False, 'kethcum': False, 'raccoon': False, 'kang': False, 'bluesman': False, 'streetwise': False, 'grounding': False, 'nurtures': False, 'dent': False, 'jinnie': False, 'hose': False, 'quirky': False, 'annabella': False, 'key': False, 'sustained': False, 'delmar': False, 'alumni': False, 'ripper': False, 'glares': False, 'diggers': False, 'resistibility': False, 'vineyard': False, 'ignorant': False, 'divine': False, 'forests': False, 'revitalizing': False, 'pessimism': False, 'dynasty': False, 'timekiller': False, 'kesher': False, 'unfulfilling': False, 'ravaged': False, 'polo': False, 'editor': False, 'forays': False, 'alma': False, 'peen': False, 'cartridges': False, 'meaty': False, 'appearance': False, 'ut': False, 'scribes': False, 'creepy': False, 'goddamn': False, 'rope': False, 'significance': False, 'bandit': False, '26th': False, 'mcmurray': False, 'mindlessly': False, 'sketchiness': False, 'elicited': False, 'autonomous': False, 'footprints': False, 'header': False, 'sighting': False, 'redford': False, 'smoothes': False, 'parable': False, 'sizzles': False, 'focusing': False, 'rabbinical': False, 'noodles': False, 'dominating': False, 'extrovert': False, 'wiggy': False, 'appointed': False, 'king': False, '106': False, 'ambiguous': False, 'rothwell': False, 'screenwriting': False, 'gays': False, 'clinging': False, 'implications': False, 'preserving': False, 'stew': False, 'mewes': False, 'laxative': False, 'slew': False, 'fasting': False, 'roomate': False, 'teachers': False, 'squarish': False, 'prima': False, 'snuff': False, 'heroic': False, 'spanner': False, 'sharp': False, 'wheeler': False, 'comers': False, 'inscribed': False, 'familiarize': False, 'tin': False, 'sucessful': False, 'overlight': False, 'dearth': False, 'wrinkles': False, 'appropriately': False, 'employers': False, 'daring': False, 'loophole': False, 'ostensibly': True, 'bouquet': False, 'define': False, '_still_': False, 'dub': False, 'incompleteness': False, 'madison': False, 'regalia': False, 'saget': False, 'lenses': False, 'casseus': False, 'sympathy': False, 'perjuring': False, 'tow': False, 'chose': False, 'reminder': False, 'enslave': False, 'rooftop': False, 'festivities': False, 'jules': False, 'grappling': False, 'phrygia': False, 'maudlin': False, 'keefe': False, '84': False, 'itty': False, 'cliques': False, 'snub': False, 'mutilated': False, 'milo': False, 'luthor': False, 'lookalikes': False, 'portos': False, 'satisfaction': False, 'communications': False, 'kerchak': False, 'disillusioned': False, 'shae': False, 'empirical': False, 'ganz': False, 'spars': False, 'stunted': False, 'zombie': False, 'trying': False, 'liotta': False, 'redemption': False, 'centaur': False, 'foregoing': False, 'vcrs': False, 'labors': False, 'jazzy': False, 'excuse': False, 'itchy': False, 'hyperspeed': False, 'wb': False, 'impertinent': False, 'mosaffa': False, 'tubby': False, 'annoy': False, 'consistency': False, 'leguizamo': False, 'incurring': False, 'pinon': False, 'bungles': False, 'j': False, 'cliffhanger': False, 'aloofness': False, 'conquer': False, 'operas': False, 'protestors': False, 'insanity': False, 'brennan': False, 'mascara': False, 'gheorghe': False, 'misanthropy': False, 'haliwell': False, 'canvas': False, 'associate': False, 'ratchets': False, 'reunion': False, 'matchmaker': False, '108': False, 'reagan': False, 'incited': False, 'tribes': False, 'end': False, 'replicants': False, 'thrillride': False, 'giants': False, 'eldest': False, 'peel': False, 'brave': False, 'counts': False, 'vexatious': False, 'koopa': False, 'xv': False, 'substituted': False, 'laying': False, 'children_': False, 'overpraised': False, 'tyranny': False, 'packing': False, 'briefcase': False, 'embedded': False, 'delaurentiis': False, 'deliver': False, 'obvious': True, 'budweiser': False, 'santo': False, 'multifaceted': False, 'flic': False, 'vampires': False, 'salerno': False, 'ashton': False, 'secondly': False, 'rhea': False, '---': False, 'cowrites': False, 'tequila': False, 'bakker': False, 'lack': False, 'tough': False, 'hippies': False, 'cleave': False, 'peeping': False, 'rambo': False, 'insomniac': False, 'disorienting': False, 'snowbound': False, 'gurian': False, 'snubbed': False, 'differentiated': False, ':': True, '_soldier_': False, 'approaches': False, 'upmore': False, 'dwindle': False, 'aldous': False, 'detractions': False, 'cul': False, 'ernest': False, 'bin': False, 'lotta': False, 'live': False, 'margoyles': False, 'horticulturist': False, 'loony': False, 'grammatical': False, 'theater': True, 'transistion': False, 'breaking': False, 'purchases': False, 'heroines': False, 'sapling': False, 'oranges': False, 'detect': False, 'pentagon': False, 'jukebox': False, 'cosmetics': False, 'inappropriately': False, '1943': False, 'riding': False, 'rigormortis': False, 'deftness': False, 'possible': False, 'frankenheimer': False, 'cheaper': False, 'cuckoo': False, 'lara': False, 'heels': False, 'plantations': False, 'bunyan': False, 'ephrons': False, 'suppressing': False, 'vent': False, 'superpower': False, 'punched': False, 'narcolepsy': False, 'skyrocket': False, 'betraying': False, 'protigi': False, 'whom': False, 'escadapes': False, 'quota': False, 'prolong': False, 'ustinov': False, 'goeth': False, 'wheezy': False, 'drescher': False, 'pubic': False, 'doted': False, 'mcdermott': False, 'eager': False, 'glamed': False, 'attendance': False, 'legend_': False, 'samoan': False, 'gi': False, 'stirrings': False, 'ministry': False, 'alot': False, 'retirement': False, 'convinces': False, 'bottin': False, 'busted': False, 'tafkap': False, 'extinguisher': False, 'maury': False, 'pumpkins': False, 'dern': False, 'bugs': False, 'criticized': False, '_the_fugitive_': False, 'intersperesed': False, 'kinda': False, 'kurtwood': False, 'generalized': False, 'elgin': False, 'swashbuckling': False, 'rendezvous': False, 'glenwood': False, 'novelisation': False, 'incongruities': False, 'aquamarine': False, 'chaz': False, 'excavating': False, 'stiletto': False, 'romane': False, 'preteen': False, 'phoenix': False, 'lawns': False, 'smokey': False, 'aitken': False, 'wobbly': False, 'events': False, 'shortcoming': False, 'coil': False, 'reacquaints': False, 'unerotic': False, 'expressway': False, 'antin': False, 'mosey': False, 'densely': False, 'substandard': False, 'hysterically': False, 'levien': False, 'phoned': False, 'phifer': False, 'skin': False, '_onegin_': False, 'goggles': False, 'endangered': False, 'guenveur': False, 'sirocco': False, 'doos': False, 'stylishly': False, 'fee': False, 'holdover': False, 'ordinary': False, 'reinforce': False, 'consulting': False, 'spawned': False, 'nervous': False, 'nottice': False, 'vignette': False, 'wetsuits': False, 'understudy': False, 'columbus': False, 'ac3': False, 'theoretical': False, 'wahoo': False, 'pounced': False, 'conquistador': False, 'stealing': False, 'udesky': False, 'outperform': False, 'importantly': False, 'adversaries': False, 'ade': False, 'investigator': False, 'triton': False, 'paleontology': False, 'kihlstedt': False, 'gobbles': False, 'kirby': False, 'enthusiast': False, 'influential': False, 'crossover': False, 'reissued': False, 'shocked': False, 'yellowish': False, 'mercaneries': False, 'munchausen': False, 'overbeck': False, 'gals': False, 'prototypical': False, 'deadpan': False, 'totals': False, 'wigs': False, '1956': False, 'orioles': False, 'asserting': False, 'wd': False, 'thursday': False, 'hyde': False, 'norway': False, 'triggered': False, 'critter': False, 'holes': False, 'stabs': False, 'montero': False, 'flamenco': False, 'partygoer': False, 'prom': False, 'reworkings': False, 'slapper': False, 'equalizer': False, 'plusse': False, 'chester': False, 'foghorn': False, 'resonated': False, 'damns': False, 'grandison': False, 'ingnorant': False, 'elitists': False, 'u': False, 'woodman': False, 'implant': False, 'lord': False, 'larter': False, 'roberta': False, 'shana': False, 'bully': False, 'shemp': False, 'insulted': False, 'executioners': False, 'retell': False, 'repertoire': False, 'washed': False, 'contents': False, 'might': True, 'manicured': False, 'brunet': False, 'underachieving': False, 'seductive': False, 'clippings': False, 'paquin': False, 'videocam': False, 'bruckheimer': False, 'arsinee': False, 'recall': False, 'soto': False, 'shrieking': False, 'concentrating': False, 'sagged': False, 'fraidy': False, 'viking': False, 'speeder': False, 'popularly': False, 'stove': False, 'magic': False, 'ideologically': False, 'prayer': False, 'shelves': False, 'crichton': False, 'sunbathing': False, 'sinister': False, 'vicarious': False, 'gap_': False, 'inaccurate': False, 'shoelaces': False, 'hazzard': False, 'vaulerble': False, 'mesa': False, 'hardcore': False, 'acquisition': False, 'diarrhea': False, 'team': False, 'pekurny': False, 'undistinguished': False, 'virgo': False, 'need': False, 'donut': False, 'leaden': False, 'misled': False, 'assemble': False, 'weary': False, 'seats': False, 'rochester': False, 'hyper': False, 'oversimplification': False, 'rejoin': False, 'aggressive': False, 'relatives': False, 'flavour': False, 'clunky': False, 'intercom': False, 'swords': False, 'fascinating': False, 'delegates': False, 'endowment': False, 'mannered': False, 'prudential': False, 'longstanding': False, 'bitchiest': False, 'renowned': False, 'meet': False, 'seng': False, 'vince': False, 'acting': False, 'spiteful': False, 'psychically': False, 'tattoo': False, 'becomes': False, 'diverting': False, 'headphones': False, 'believed': False, 'inaudacious': False, 'ap2': False, 'chased': False, 'comparatively': False, 'smoker': False, 'nightly': False, 'condon': False, 'laurentiis': False, 'ghastly': False, 'geoff': False, 'baron': False, 'glitteratti': False, 'shirley': False, 'contacts': False, 'guide': False, 'satirist': False, 'homes': False, 'churchman': False, 'broke': False, 'understate': False, 'uberhack': False, 'stumble': False, 'trolls': False, 'libido': False, 'brutally': False, 'whooping': False, '1600s': False, 'prefers': False, 'isabel': False, 'newfound': False, 'immolates': False, 'controls': False, 'hooked': False, 'circumstances': False, 'persona': False, 'dramatically': False, 'bondsmen': False, 'quebec': False, 'unncessary': False, 'redolent': False, 'responsibly': False, 'cells': False, 'whodunit': False, 'pressed': False, 'confuse': False, 'cheeked': False, 'several': False, 'technique': False, 'stepmother': False, 'wily': 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'maunau': False, 'china': False, 'lampooning': False, 'stuffy': False, 'ruling': False, 'waller': False, 'emergence': False, 'blindly': False, 'thunderously': False, 'aires': False, 'paperthin': False, 'arm': False, 'region': False, 'shave': False, 'beleivable': False, 'obstacles': False, 'stucker': False, 'mcallister': False, 'credibility': False, 'britisher': False, 'angstdom': False, 'sup': False, 'sherriff': False, 'spans': False, 'squad': False, 'pet': False, 'trusty': False, 'discovered': False, 'viperous': False, 'scrooged': False, 'darkness': False, 'comanche': False, 'cryin': False, 'footing': False, 'boorem': False, 'semi': False, 'repair': False, 'purely': False, 'samuel': False, 'simulating': False, 'continuation': False, 'molds': False, 'atheism': False, 'friendliness': False, 'thrillingly': False, 'ugliest': False, 'astonishingly': False, 'payer': False, 'assuredness': False, 'brashly': False, 'snorkle': False, 'luridly': False, 'sophisticated': False, 'racial': False, 'disasters': False, 'ooh': False, 'bloom': False, 'families': False, 'kaleidoscope': False, 'hatami': False, 'souk': False, 'avika': False, 'expel': False, 'root': False, 'ker': False, 'calder': False, 'apes': False, 'vain': False, 'disingenuous': False, 'jobs': False, 'hargrove': False, 'obdurate': False, 'man': False, 'squalid': False, 'moralizing': False, 'reviewed': False, 'narcotics': False, 'medicated': False, 'facto': False, 'sporty': False, 'tied': False, 'sufi': False, 'deedee': False, 'bankole': False, 'crushes': False, 'standpoint': False, 'greece': False, 'dangers': False, 'sacred': False, 'abreast': False, 'depicting': False, 'sciorra': False, 'phonograph': False, 'quibble': False, 'murky': False, 'development': False, 'nincompoops': False, 'rolex': False, 'incidents': False, 'honda': False, 'workman': False, 'proning': False, 'fluke': False, 'cg': False, 'specially': False, 'tawdry': False, 'twentieth': False, 'roughest': False, 'insultingly': False, 'harasses': False, 'beside': False, 'mcfly': False, 'insidious': False, 'korman': False, 'eyelashes': False, 'annie': False, 'scaffold': False, 'vinnie': False, 'critiques': False, 'analytical': False, 'meld': False, 'economy': False, 'smartass': False, 'moscow': False, 'allegorical': False, 'incorporating': False, 'hub': False, 'they': True, 'curtin': False, 'negligent': False, 'guiler': False, 'jingle': False, 'twirling': False, 'respected': False, 'advising': False, 'edited': False, 'valdez': False, 'seize': False, 'kersey': False, 'travesty': False, 'sabotage': False, 'humanoid': False, 'contributing': False, 'stooped': False, 'masters': False, 'adam': False, 'rosanna': False, 'recognizeable': False, 'interviewees': False, 'graziella': False, 'mtcts2': False, 'invigorating': False, 'pickles': False, 'craftsmen': False, 'athena': False, 'barenboim': False, 'gravesite': False, 'flowing': False, 'rowe': False, 'softball': False, 'lowry': False, 'shitheads': False, 'crassness': False, 'laguna': False, 'supervision': False, 'ambitionless': True, 'awww': False, 'triangles': False, 'pseudonym': False, 'insubordinate': False, 'pandora': False, 'subculture': False, 'layoffs': False, 'scorese': False, 'hugh': False, 'thrill': False, 'gallo': False, 'wincer': False, 'guessed': False, 'golfballs': False, 'shoudln': False, 'karen': False, 'lei': False, 'suggest': False, 'gregorian': False, 'financial': False, 'mixon': False, 'miscue': False, 'feurerstein': False, 'aris': False, 'scouts': False, 'highways': False, 'strasberg': False, 'xerox': False, 'opportunistic': False, 'striding': False, 'infect': False, 'esquire': False, 'hy': False, 'strings': False, 'whitman': False, 'truism': False, 'thompsons': False, 'banshee': False, 'learned': False, 'flickering': False, 'pessimistic': False, 'blackness': False, 'rancher': False, 'hesitate': False, 'streaking': False, 'vote': False, 'responses': False, 'fay': False, 'desi': False, 'exploded': False, 'rorschach': False, 'wordplay': False, 'weller': False, 'yamazaki': False, 'confronts': False, 'descent': False, 'espionnage': False, 'displeased': False, 'chaos': False, 'mimi': False, 'misadvertised': False, 'seed': False, 'firefighter': False, 'weendigo': False, 'indian': False, 'defendant': False, 'viewers': False, 'kerrigan': False, 'sitations': False, 'refining': False, 'understandingly': False, 'honour': False, 'cecilia': False, 'unconditionally': False, 'levinson': False, 'lifestyle': False, 'slender': False, 'vendor': False, 'helen': False, 'impassioned': False, 'felicity': False, 'accidental': False, 'synonymous': False, 'ejection': False, 'tumor': False, 'bounds': False, 'drinks': False, 'amen': False, 'lear': False, 'aleck': False, 'slob': False, 'relaxes': False, 'daena': False, 'collette': False, 'obtain': False, 'biziou': False, 'pillage': False, 'coordinated': False, 'jacobi': False, 'landlady': False, 'charcoal': False, 'certifiably': False, 'scooping': False, 'former': False, 'sleeps': False, 'overseas': False, '39': False, 'knowin': False, 'octopus': False, 'unintelligent': False, 'pines': False, 'capture': False, '1990': False, 'bestial': False, 'wga': False, 'towne': False, 'quincey': False, 'limitless': False, 'similar': False, 'penetration': False, 'clare': False, 'italians': False, 'repress': False, 'grouchy': False, 'relishes': False, 'widowed': False, 'eating': False, 'reporters': False, 'jenna': False, 'reynold': False, 'fabricates': False, 'fugly': False, 'sickening': False, 'combating': False, 'ply': False, 'h': False, 'cortino': False, 'att': False, 'fetch': False, 'playwright': False, 'equals': False, 'relies': False, 'oddball': False, 'favours': False, 'dippe': False, 'epsode': False, 'fauna': False, 'interchangable': False, 'whobilation': False, 'facetious': False, 'pokes': True, 'claude': False, 'majors': False, 'farren': False, 'delicately': False, 'gwtw': False, 'departs': False, 'sentient': False, 'mechoso': False, 'celled': False, 'provincial': False, 'vegetative': False, 'tolling': False, 'propose': False, 'bears': False, 'stringy': False, 'aboslutely': False, 'goat': False, 'farquaad': False, 'glass': False, 'cinematographers': False, 'eyepopping': False, 'lackadaisical': False, 'sarner': False, 'circuits': False, 'pow': False, 'brainers': False, 'jagged': False, 'absence': False, 'books': False, 'placards': False, 'lewis': False, 'allman': False, 'racer': False, 'zippel': False, 'preys': False, 'apple': False, 'syncing': False, 'ryanson': False, 'lopping': False, 'compassionate': False, 'sourpuss': False, 'billionare': False, 'genevieve': False, 'terrestrials': False, 'cruises': False, 'hopeless': False, 'deceased': False, 'vota': False, 'daft': False, 'heartless': False, 'banquet': False, 'pfcs': False, 'cirque': False, 'startling': False, 'dignam': False, 'donal': False, 'splashing': False, 'overstay': False, 'draggy': False, 'heads': False, 'gigabytes': False, 'chad': False, 'alabama': False, 'promotes': False, 'reminiscence': False, 'diaries': False, 'satirically': False, 'jerri': False, 'dotting': False, 'tubercular': False, 'geneticist': False, '70ies': False, 'superhero': False, 'floors': False, 'aims': False, 'hoist': False, 'lambs': False, 'roach': False, 'stones': False, 'crab': False, 'logs': False, 'demeaning': False, 'whoopi': False, 'locks': False, 'smuggle': False, 'primaries': False, 'playacting': False, 'cardboard': True, 'ohlmyer': False, 'cabinet': False, 'relieves': False, 'demolishes': False, 'cia': False, 'leading': False, 'loren': False, 'runny': False, 'rehabilitated': False, 'spontaneously': False, '2020': False, 'schlictman': False, 'waddle': False, 'bouncing': False, 'sw': False, 'lavatorial': False, 'consensus': False, 'gamesmanship': False, 'cattle': False, 'auction': False, 'tiger': False, 'nicknamed': False, 'imprint': False, 'buchenwald': False, 'dancing': False, 'quaternary': False, 'headdresses': False, 'grain': False, 'overrun': False, 'it92s': False, 'imperial': False, 'converging': False, '1991': False, 'packer': False, 'involuntarily': False, 'missed': False, 'tectonic': False, 'till': False, 'mancuso': False, 'skeletor': False, 'pizazz': False, 'hiroyuki': False, 'texan': False, 'recluse': False, 'snigger': False, 'salted': False, 'stash': False, 'hammiest': False, 'july': False, 'module': False, 'spies': False, 'precariously': False, 'heard': False, 'schizopolis': False, 'animus': False, 'metamorphoses': False, 'journals': False, 'suri': False, 'alex': False, 'griebe': False, 'superstitions': False, 'fellows': False, 'pnly': False, 'legally': False, 'dissolved': False, 'saturated': False, 'industrial': False, 'videocasette': False, 'radical': False, 'disinterest': False, 'maximes': False, 'afraid': False, 'flattened': False, 'scrutinized': False, 'vitti': False, 'osgood': False, 'starlet': False, 'applauded': False, 'sacramento': False, 'seperate': False, 'tswsm': False, 'pleasance': False, 'streeming': False, 'marts': False, 'paige': False, 'squints': False, 'goddess': False, 'colleges': False, 'bodyguard': False, 'lowly': False, 'norwood': False, 'dearest': False, 'tendency': False, 'meteor': False, 'cancerogenic': False, '172': False, 'motorcyclists': False, 'filmplace': False, 'stump': False, 'users': False, 'alter': False, 'blairwitch': False, 'interrupting': False, 'stop': False, 'outdo': False, 'ace': False, 'genieveve': False, 'lamaze': False, 'retention': False, 'scribe': False, 'entailing': False, 'trapper': False, 'enlistee': False, 'papers': False, 'tenderness': False, 'winslett': False, 'inform': False, 'everywhere': False, 'commands': False, 'spent': False, 'childbirth': False, 'frustrations': False, 'boomer': False, 'uneasiness': False, 'hitting': False, 'condense': False, 'pbs': False, 'electronic': False, 'campaigner': False, 'misspelling': False, 'defines': False, 'dreamworks': False, 'hades': False, 'truthful': False, 'teaming': False, 'duking': False, 'cords': False, 'unfit': False, 'mikey': False, 'garland': False, 'dalmatians': False, 'ritter': False, 'boothe': False, 'entering': False, 'stork': False, 'goldfinger': False, 'goon': False, 'excessively': False, 'charred': False, 'expression': False, 'copycat': False, 'raft': False, 'baadasssss': False, 'succeeding': False, 'undeniable': False}, 'neg')]

### Training the classifier_____no_output_____

training_set = feature_sets[:1900]
testing_set = feature_sets[1900:]_____no_output_____

We won't be telling the machine the category i.e. whether the document is a postive one or a negative one. We ask it to tell that to us. Then we compare it to the known category that we have and calculate how accurate it is.

## Naive bayes algorithm

It states that_____no_output_____\begin{equation*}
posterior = \frac{PriorOccurences \times likelihood}{CurrentEvidence}
\end{equation*}

Here posterior is likelihood of occurence_____no_output_____

## TO-DO: To build own naive bais algorithm
classifier = nltk.NaiveBayesClassifier.train(training_set)_____no_output_____## Testing it's accuracy
print("Naive bayes classifier accuracy percentage : ", (nltk.classify.accuracy(classifier, testing_set))*100)Naive bayes classifier accuracy percentage :  65.0
classifier.show_most_informative_features(20)Most Informative Features
                  hatred = True              pos : neg    =      9.7 : 1.0
                reminder = True              pos : neg    =      9.0 : 1.0
                fairness = True              neg : pos    =      9.0 : 1.0
              weaknesses = True              pos : neg    =      8.4 : 1.0
                 wasting = True              neg : pos    =      8.3 : 1.0
                    deft = True              pos : neg    =      7.7 : 1.0
                 symbols = True              pos : neg    =      7.7 : 1.0
              compensate = True              neg : pos    =      7.0 : 1.0
             overwrought = True              neg : pos    =      7.0 : 1.0
                  crappy = True              neg : pos    =      7.0 : 1.0
                    mena = True              neg : pos    =      7.0 : 1.0
                  suvari = True              neg : pos    =      7.0 : 1.0
                 supreme = True              pos : neg    =      6.3 : 1.0
                   jules = True              pos : neg    =      6.3 : 1.0
                republic = True              pos : neg    =      6.3 : 1.0
                imperial = True              pos : neg    =      6.3 : 1.0
                     bio = True              neg : pos    =      6.3 : 1.0
                 abysmal = True              neg : pos    =      6.3 : 1.0
             bruckheimer = True              neg : pos    =      6.3 : 1.0
            manipulation = True              pos : neg    =      6.2 : 1.0

What the above feature set means is lets take **abysmal**,

> **neg : pos    =      6.3 : 1.0**

means that it appears **6.3** times more in **neg** reviews than in **pos** reviews

## Saving the trained algorithm using **Pickle**

We will be saving python objects so that we can quickly load them again.

_Importing pickle at the top______no_output_____

save_classifier = open("naivebayes.pickle", "wb") ## 'wb' tells to write it using bytes
pickle.dump(classifier, save_classifier)
save_classifier.close()_____no_output_____

**We will now use this classifier in the next file to classify documents**_____no_output_____