In [13]:
import pandas as pd
from bs4 import BeautifulSoup
import re
import nltk
from nltk.corpus import stopwords
import numpy as np
from sklearn.ensemble import RandomForestClassifier
In [4]:
# the training data
train = pd.read_csv("labeledTrainData.tsv", header=0, \
delimiter="\t", quoting=3)
def review_to_words( raw_review ):
# Function to convert a raw review to a string of words
# The input is a single string (a raw movie review), and
# the output is a single string (a preprocessed movie review)
#
# 1. Remove HTML
review_text = BeautifulSoup(raw_review).get_text()
#
# 2. Remove non-letters
letters_only = re.sub("[^a-zA-Z]", " ", review_text)
#
# 3. Convert to lower case, split into individual words
words = letters_only.lower().split()
#
# 4. In Python, searching a set is much faster than searching
# a list, so convert the stop words to a set
stops = set(stopwords.words("english"))
#
# 5. Remove stop words
meaningful_words = [w for w in words if not w in stops]
#
# 6. Join the words back into one string separated by space,
# and return the result.
return( " ".join( meaningful_words ))
In [7]:
# Get the number of reviews based on the dataframe column size
num_reviews = train["review"].size
# Initialize an empty list to hold the clean reviews
clean_train_reviews = []
# Loop over each review; create an index i that goes from 0 to the length
# of the movie review list
print "Cleaning and parsing the training set movie reviews...\n"
for i in xrange( 0, num_reviews ):
# If the index is evenly divisible by 1000, print a message
if( (i+1)%1000 == 0 ):
print "Review %d of %d\n" % ( i+1, num_reviews )
clean_train_reviews.append( review_to_words( train["review"][i] ))
Cleaning and parsing the training set movie reviews...
Review 1000 of 25000
Review 2000 of 25000
Review 3000 of 25000
Review 4000 of 25000
Review 5000 of 25000
Review 6000 of 25000
Review 7000 of 25000
Review 8000 of 25000
Review 9000 of 25000
Review 10000 of 25000
Review 11000 of 25000
Review 12000 of 25000
Review 13000 of 25000
Review 14000 of 25000
Review 15000 of 25000
Review 16000 of 25000
Review 17000 of 25000
Review 18000 of 25000
Review 19000 of 25000
Review 20000 of 25000
Review 21000 of 25000
Review 22000 of 25000
Review 23000 of 25000
Review 24000 of 25000
Review 25000 of 25000
In [8]:
print "Creating the bag of words...\n"
from sklearn.feature_extraction.text import CountVectorizer
# Initialize the "CountVectorizer" object, which is scikit-learn's
# bag of words tool.
vectorizer = CountVectorizer(analyzer = "word", \
tokenizer = None, \
preprocessor = None, \
stop_words = None, \
max_features = 5000)
# fit_transform() does two functions: First, it fits the model
# and learns the vocabulary; second, it transforms our training data
# into feature vectors. The input to fit_transform should be a list of
# strings.
train_data_features = vectorizer.fit_transform(clean_train_reviews)
# Numpy arrays are easy to work with, so convert the result to an
# array
train_data_features = train_data_features.toarray()
Creating the bag of words...
In [9]:
vocab = vectorizer.get_feature_names()
print vocab
[u'abandoned', u'abc', u'abilities', u'ability', u'able', u'abraham', u'absence', u'absent', u'absolute', u'absolutely', u'absurd', u'abuse', u'abusive', u'abysmal', u'academy', u'accent', u'accents', u'accept', u'acceptable', u'accepted', u'access', u'accident', u'accidentally', u'accompanied', u'accomplished', u'according', u'account', u'accuracy', u'accurate', u'accused', u'achieve', u'achieved', u'achievement', u'acid', u'across', u'act', u'acted', u'acting', u'action', u'actions', u'activities', u'actor', u'actors', u'actress', u'actresses', u'acts', u'actual', u'actually', u'ad', u'adam', u'adams', u'adaptation', u'adaptations', u'adapted', u'add', u'added', u'adding', u'addition', u'adds', u'adequate', u'admire', u'admit', u'admittedly', u'adorable', u'adult', u'adults', u'advance', u'advanced', u'advantage', u'adventure', u'adventures', u'advertising', u'advice', u'advise', u'affair', u'affect', u'affected', u'afford', u'aforementioned', u'afraid', u'africa', u'african', u'afternoon', u'afterwards', u'age', u'aged', u'agent', u'agents', u'ages', u'aging', u'ago', u'agree', u'agreed', u'agrees', u'ah', u'ahead', u'aid', u'aids', u'aim', u'aimed', u'ain', u'air', u'aired', u'airplane', u'airport', u'aka', u'akshay', u'al', u'alan', u'alas', u'albeit', u'albert', u'album', u'alcohol', u'alcoholic', u'alec', u'alert', u'alex', u'alexander', u'alfred', u'alice', u'alicia', u'alien', u'aliens', u'alike', u'alison', u'alive', u'allen', u'allow', u'allowed', u'allowing', u'allows', u'almost', u'alone', u'along', u'alongside', u'already', u'alright', u'also', u'alternate', u'although', u'altman', u'altogether', u'always', u'amanda', u'amateur', u'amateurish', u'amazed', u'amazing', u'amazingly', u'ambiguous', u'ambitious', u'america', u'american', u'americans', u'amitabh', u'among', u'amongst', u'amount', u'amounts', u'amusing', u'amy', u'analysis', u'ancient', u'anderson', u'andre', u'andrew', u'andrews', u'andy', u'angel', u'angela', u'angeles', u'angels', u'anger', u'angle', u'angles', u'angry', u'animal', u'animals', u'animated', u'animation', u'anime', u'ann', u'anna', u'anne', u'annie', u'annoyed', u'annoying', u'another', u'answer', u'answers', u'anthony', u'anti', u'antics', u'antonioni', u'antwone', u'anybody', u'anymore', u'anyone', u'anything', u'anyway', u'anyways', u'anywhere', u'apart', u'apartment', u'ape', u'apes', u'appalling', u'apparent', u'apparently', u'appeal', u'appealing', u'appear', u'appearance', u'appearances', u'appeared', u'appearing', u'appears', u'appreciate', u'appreciated', u'appreciation', u'approach', u'appropriate', u'april', u'area', u'areas', u'aren', u'arguably', u'argue', u'argument', u'arm', u'armed', u'arms', u'army', u'arnold', u'around', u'arrested', u'arrival', u'arrive', u'arrived', u'arrives', u'arrogant', u'art', u'arthur', u'artificial', u'artist', u'artistic', u'artists', u'arts', u'ashamed', u'ashley', u'asian', u'aside', u'ask', u'asked', u'asking', u'asks', u'asleep', u'aspect', u'aspects', u'ass', u'assassin', u'assault', u'assigned', u'assistant', u'associated', u'assume', u'assumed', u'astaire', u'astonishing', u'atlantis', u'atmosphere', u'atmospheric', u'atrocious', u'attached', u'attack', u'attacked', u'attacks', u'attempt', u'attempted', u'attempting', u'attempts', u'attend', u'attention', u'attitude', u'attitudes', u'attorney', u'attracted', u'attraction', u'attractive', u'audience', u'audiences', u'audio', u'aunt', u'austen', u'austin', u'australia', u'australian', u'authentic', u'author', u'authority', u'available', u'average', u'avoid', u'avoided', u'awake', u'award', u'awards', u'aware', u'away', u'awe', u'awesome', u'awful', u'awfully', u'awkward', u'babe', u'baby', u'bacall', u'back', u'backdrop', u'background', u'backgrounds', u'bad', u'badly', u'bag', u'baker', u'bakshi', u'balance', u'baldwin', u'ball', u'ballet', u'balls', u'band', u'bands', u'bang', u'bank', u'banned', u'bar', u'barbara', u'bare', u'barely', u'bargain', u'barry', u'barrymore', u'base', u'baseball', u'based', u'basement', u'basic', u'basically', u'basis', u'basketball', u'bat', u'bath', u'bathroom', u'batman', u'battle', u'battles', u'bay', u'bbc', u'beach', u'bear', u'bears', u'beast', u'beat', u'beaten', u'beating', u'beats', u'beatty', u'beautiful', u'beautifully', u'beauty', u'became', u'become', u'becomes', u'becoming', u'bed', u'bedroom', u'beer', u'began', u'begin', u'beginning', u'begins', u'behave', u'behavior', u'behind', u'beings', u'bela', u'belief', u'beliefs', u'believable', u'believe', u'believed', u'believes', u'believing', u'bell', u'belong', u'belongs', u'beloved', u'belushi', u'ben', u'beneath', u'benefit', u'bergman', u'berlin', u'besides', u'best', u'bet', u'bette', u'better', u'bettie', u'betty', u'beyond', u'bible', u'big', u'bigger', u'biggest', u'biko', u'bill', u'billed', u'billy', u'bin', u'biography', u'bird', u'birds', u'birth', u'birthday', u'bit', u'bite', u'bits', u'bitter', u'bizarre', u'black', u'blade', u'blah', u'blair', u'blake', u'blame', u'bland', u'blank', u'blast', u'blatant', u'bleak', u'blend', u'blew', u'blind', u'blob', u'block', u'blockbuster', u'blond', u'blonde', u'blood', u'bloody', u'blow', u'blowing', u'blown', u'blows', u'blue', u'blues', u'blunt', u'bo', u'board', u'boat', u'bob', u'bobby', u'bodies', u'body', u'bold', u'boll', u'bollywood', u'bomb', u'bond', u'bone', u'bonus', u'book', u'books', u'boom', u'boot', u'border', u'bore', u'bored', u'boredom', u'boring', u'born', u'borrowed', u'boss', u'bother', u'bothered', u'bottle', u'bottom', u'bought', u'bound', u'bourne', u'box', u'boxing', u'boy', u'boyfriend', u'boyle', u'boys', u'brad', u'brady', u'brain', u'brains', u'branagh', u'brand', u'brando', u'brave', u'brazil', u'break', u'breaking', u'breaks', u'breasts', u'breath', u'breathtaking', u'brenda', u'brian', u'bride', u'bridge', u'brief', u'briefly', u'bright', u'brilliance', u'brilliant', u'brilliantly', u'bring', u'bringing', u'brings', u'britain', u'british', u'broad', u'broadcast', u'broadway', u'broke', u'broken', u'brooklyn', u'brooks', u'brosnan', u'brother', u'brothers', u'brought', u'brown', u'bruce', u'brutal', u'brutality', u'brutally', u'buck', u'bucks', u'bud', u'buddies', u'buddy', u'budget', u'buff', u'buffalo', u'buffs', u'bug', u'bugs', u'build', u'building', u'buildings', u'builds', u'built', u'bull', u'bullet', u'bullets', u'bumbling', u'bunch', u'buried', u'burn', u'burned', u'burning', u'burns', u'burt', u'burton', u'bus', u'bush', u'business', u'businessman', u'buster', u'busy', u'butler', u'butt', u'button', u'buy', u'buying', u'cabin', u'cable', u'cage', u'cagney', u'caine', u'cake', u'caliber', u'california', u'call', u'called', u'calling', u'calls', u'calm', u'came', u'cameo', u'cameos', u'camera', u'cameras', u'cameron', u'camp', u'campbell', u'campy', u'canada', u'canadian', u'candy', u'cannibal', u'cannot', u'cant', u'capable', u'capital', u'captain', u'captivating', u'capture', u'captured', u'captures', u'capturing', u'car', u'card', u'cardboard', u'cards', u'care', u'cared', u'career', u'careers', u'careful', u'carefully', u'carell', u'cares', u'caring', u'carl', u'carla', u'carol', u'carpenter', u'carradine', u'carrey', u'carrie', u'carried', u'carries', u'carry', u'carrying', u'cars', u'carter', u'cartoon', u'cartoons', u'cary', u'case', u'cases', u'cash', u'cassidy', u'cast', u'casting', u'castle', u'cat', u'catch', u'catches', u'catching', u'catchy', u'category', u'catherine', u'catholic', u'cats', u'caught', u'cause', u'caused', u'causes', u'causing', u'cave', u'cd', u'celebrity', u'cell', u'celluloid', u'center', u'centered', u'centers', u'central', u'century', u'certain', u'certainly', u'cg', u'cgi', u'chain', u'chair', u'challenge', u'challenging', u'championship', u'chan', u'chance', u'chances', u'change', u'changed', u'changes', u'changing', u'channel', u'channels', u'chaos', u'chaplin', u'chapter', u'character', u'characterization', u'characters', u'charge', u'charisma', u'charismatic', u'charles', u'charlie', u'charlotte', u'charm', u'charming', u'chase', u'chased', u'chases', u'chasing', u'che', u'cheap', u'cheated', u'cheating', u'check', u'checked', u'checking', u'cheek', u'cheese', u'cheesy', u'chemistry', u'chess', u'chest', u'chicago', u'chick', u'chicken', u'chicks', u'chief', u'child', u'childhood', u'childish', u'children', u'chilling', u'china', u'chinese', u'choice', u'choices', u'choose', u'chooses', u'choreographed', u'choreography', u'chorus', u'chose', u'chosen', u'chris', u'christ', u'christian', u'christianity', u'christians', u'christmas', u'christopher', u'christy', u'chuck', u'church', u'cia', u'cinderella', u'cinema', u'cinematic', u'cinematographer', u'cinematography', u'circle', u'circumstances', u'cities', u'citizen', u'city', u'civil', u'civilization', u'claim', u'claimed', u'claims', u'claire', u'clark', u'class', u'classes', u'classic', u'classical', u'classics', u'claus', u'clean', u'clear', u'clearly', u'clever', u'cleverly', u'clich', u'cliche', u'cliff', u'climactic', u'climax', u'clint', u'clip', u'clips', u'clock', u'close', u'closed', u'closely', u'closer', u'closest', u'closet', u'closing', u'clothes', u'clothing', u'clown', u'club', u'clue', u'clues', u'clumsy', u'co', u'coach', u'coast', u'code', u'coffee', u'coherent', u'cold', u'cole', u'collection', u'college', u'colonel', u'color', u'colorful', u'colors', u'colour', u'columbo', u'com', u'combat', u'combination', u'combine', u'combined', u'come', u'comedian', u'comedic', u'comedies', u'comedy', u'comes', u'comfort', u'comfortable', u'comic', u'comical', u'comics', u'coming', u'command', u'comment', u'commentary', u'commented', u'comments', u'commercial', u'commercials', u'commit', u'committed', u'common', u'communist', u'community', u'companies', u'companion', u'company', u'compare', u'compared', u'comparing', u'comparison', u'compassion', u'compelled', u'compelling', u'competent', u'competition', u'complain', u'complaint', u'complete', u'completely', u'complex', u'complexity', u'complicated', u'composed', u'composer', u'computer', u'con', u'conceived', u'concept', u'concern', u'concerned', u'concerning', u'concerns', u'concert', u'conclusion', u'condition', u'conditions', u'confess', u'confidence', u'conflict', u'conflicts', u'confrontation', u'confused', u'confusing', u'confusion', u'connect', u'connected', u'connection', u'connery', u'consequences', u'conservative', u'consider', u'considerable', u'considered', u'considering', u'consistent', u'consistently', u'consists', u'conspiracy', u'constant', u'constantly', u'constructed', u'construction', u'contact', u'contain', u'contained', u'contains', u'contemporary', u'content', u'contest', u'context', u'continue', u'continued', u'continues', u'continuity', u'contract', u'contrary', u'contrast', u'contrived', u'control', u'controversial', u'conventional', u'conversation', u'conversations', u'convey', u'convince', u'convinced', u'convincing', u'convincingly', u'convoluted', u'cook', u'cool', u'cooper', u'cop', u'copies', u'cops', u'copy', u'core', u'corner', u'corny', u'corporate', u'corpse', u'correct', u'correctly', u'corrupt', u'corruption', u'cost', u'costs', u'costume', u'costumes', u'could', u'couldn', u'count', u'counter', u'countless', u'countries', u'country', u'countryside', u'couple', u'couples', u'courage', u'course', u'court', u'cousin', u'cover', u'covered', u'covers', u'cowboy', u'cox', u'crack', u'cracking', u'craft', u'crafted', u'craig', u'crap', u'crappy', u'crash', u'craven', u'crawford', u'crazed', u'crazy', u'create', u'created', u'creates', u'creating', u'creation', u'creative', u'creativity', u'creator', u'creators', u'creature', u'creatures', u'credibility', u'credible', u'credit', u'credits', u'creep', u'creepy', u'crew', u'cried', u'crime', u'crimes', u'criminal', u'criminals', u'cringe', u'crisis', u'critic', u'critical', u'criticism', u'critics', u'crocodile', u'cross', u'crowd', u'crucial', u'crude', u'cruel', u'cruise', u'crush', u'cry', u'crying', u'crystal', u'cuba', u'cube', u'cult', u'cultural', u'culture', u'cup', u'cure', u'curiosity', u'curious', u'current', u'currently', u'curse', u'curtis', u'cusack', u'cut', u'cute', u'cuts', u'cutting', u'cynical', u'da', u'dad', u'daddy', u'daily', u'dalton', u'damage', u'damme', u'damn', u'damon', u'dan', u'dana', u'dance', u'dancer', u'dancers', u'dances', u'dancing', u'danes', u'danger', u'dangerous', u'daniel', u'danny', u'dare', u'daring', u'dark', u'darker', u'darkness', u'darren', u'date', u'dated', u'dating', u'daughter', u'daughters', u'dave', u'david', u'davies', u'davis', u'dawn', u'dawson', u'day', u'days', u'de', u'dead', u'deadly', u'deaf', u'deal', u'dealing', u'deals', u'dealt', u'dean', u'dear', u'death', u'deaths', u'debut', u'decade', u'decades', u'deceased', u'decent', u'decide', u'decided', u'decides', u'decision', u'decisions', u'dedicated', u'dee', u'deep', u'deeper', u'deeply', u'defeat', u'defend', u'defense', u'defined', u'definite', u'definitely', u'definition', u'degree', u'del', u'deliberately', u'delight', u'delightful', u'deliver', u'delivered', u'delivering', u'delivers', u'delivery', u'demand', u'demands', u'demented', u'demise', u'demon', u'demons', u'deniro', u'dennis', u'dentist', u'denzel', u'department', u'depicted', u'depicting', u'depiction', u'depicts', u'depressed', u'depressing', u'depression', u'depth', u'der', u'derek', u'descent', u'describe', u'described', u'describes', u'description', u'desert', u'deserve', u'deserved', u'deserves', u'design', u'designed', u'designs', u'desire', u'desired', u'despair', u'desperate', u'desperately', u'desperation', u'despite', u'destiny', u'destroy', u'destroyed', u'destroying', u'destruction', u'detail', u'detailed', u'details', u'detective', u'determined', u'develop', u'developed', u'developing', u'development', u'develops', u'device', u'devil', u'devoid', u'devoted', u'dialog', u'dialogs', u'dialogue', u'dialogues', u'diamond', u'diana', u'diane', u'dick', u'dickens', u'didn', u'die', u'died', u'dies', u'difference', u'differences', u'different', u'difficult', u'dig', u'digital', u'dignity', u'dimension', u'dimensional', u'din', u'dinner', u'dinosaur', u'dinosaurs', u'dire', u'direct', u'directed', u'directing', u'direction', u'directions', u'directly', u'director', u'directorial', u'directors', u'directs', u'dirty', u'disagree', u'disappear', u'disappeared', u'disappoint', u'disappointed', u'disappointing', u'disappointment', u'disaster', u'disbelief', u'disc', u'discover', u'discovered', u'discovers', u'discovery', u'discuss', u'discussion', u'disease', u'disgusting', u'disjointed', u'dislike', u'disliked', u'disney', u'display', u'displayed', u'displays', u'distance', u'distant', u'distinct', u'distracting', u'distribution', u'disturbed', u'disturbing', u'divorce', u'dixon', u'doc', u'doctor', u'documentaries', u'documentary', u'doesn', u'dog', u'dogs', u'doll', u'dollar', u'dollars', u'dolls', u'dolph', u'domestic', u'domino', u'donald', u'done', u'donna', u'doo', u'doom', u'doomed', u'door', u'doors', u'dorothy', u'double', u'doubt', u'doubts', u'douglas', u'downey', u'downhill', u'downright', u'dozen', u'dozens', u'dr', u'dracula', u'drag', u'dragged', u'dragon', u'drags', u'drake', u'drama', u'dramas', u'dramatic', u'draw', u'drawing', u'drawn', u'draws', u'dreadful', u'dream', u'dreams', u'dreary', u'dreck', u'dress', u'dressed', u'dressing', u'drew', u'drink', u'drinking', u'drive', u'drivel', u'driven', u'driver', u'drives', u'driving', u'drop', u'dropped', u'dropping', u'drops', u'drug', u'drugs', u'drunk', u'drunken', u'dry', u'dub', u'dubbed', u'dubbing', u'dud', u'dude', u'due', u'duke', u'dull', u'dumb', u'duo', u'dust', u'dutch', u'duty', u'dvd', u'dying', u'dynamic', u'eager', u'ear', u'earl', u'earlier', u'early', u'earned', u'ears', u'earth', u'ease', u'easier', u'easily', u'east', u'eastern', u'eastwood', u'easy', u'eat', u'eaten', u'eating', u'eccentric', u'ed', u'eddie', u'edgar', u'edge', u'edgy', u'edie', u'edited', u'editing', u'edition', u'editor', u'education', u'educational', u'edward', u'eerie', u'effect', u'effective', u'effectively', u'effects', u'effort', u'efforts', u'ego', u'eight', u'eighties', u'either', u'elaborate', u'elderly', u'elegant', u'element', u'elements', u'elephant', u'elizabeth', u'ellen', u'elm', u'else', u'elsewhere', u'elvira', u'elvis', u'em', u'embarrassed', u'embarrassing', u'embarrassment', u'emily', u'emma', u'emotion', u'emotional', u'emotionally', u'emotions', u'empathy', u'emperor', u'emphasis', u'empire', u'empty', u'en', u'encounter', u'encounters', u'end', u'endearing', u'ended', u'ending', u'endings', u'endless', u'ends', u'endure', u'enemies', u'enemy', u'energy', u'engage', u'engaged', u'engaging', u'england', u'english', u'enjoy', u'enjoyable', u'enjoyed', u'enjoying', u'enjoyment', u'enjoys', u'enormous', u'enough', u'ensemble', u'ensues', u'enter', u'enterprise', u'enters', u'entertain', u'entertained', u'entertaining', u'entertainment', u'enthusiasm', u'entire', u'entirely', u'entry', u'environment', u'epic', u'episode', u'episodes', u'equal', u'equally', u'equipment', u'equivalent', u'er', u'era', u'eric', u'erotic', u'errors', u'escape', u'escaped', u'escapes', u'especially', u'essence', u'essential', u'essentially', u'established', u'estate', u'et', u'etc', u'ethan', u'eugene', u'europe', u'european', u'eva', u'eve', u'even', u'evening', u'event', u'events', u'eventually', u'ever', u'every', u'everybody', u'everyday', u'everyone', u'everything', u'everywhere', u'evidence', u'evident', u'evil', u'ex', u'exact', u'exactly', u'exaggerated', u'examination', u'example', u'examples', u'excellent', u'except', u'exception', u'exceptional', u'exceptionally', u'excessive', u'exchange', u'excited', u'excitement', u'exciting', u'excuse', u'executed', u'execution', u'executive', u'exercise', u'exist', u'existed', u'existence', u'existent', u'exists', u'exotic', u'expect', u'expectations', u'expected', u'expecting', u'expedition', u'expensive', u'experience', u'experienced', u'experiences', u'experiment', u'experimental', u'experiments', u'expert', u'explain', u'explained', u'explaining', u'explains', u'explanation', u'explicit', u'exploitation', u'exploration', u'explore', u'explored', u'explosion', u'explosions', u'exposed', u'exposure', u'express', u'expressed', u'expression', u'expressions', u'extended', u'extent', u'extra', u'extraordinary', u'extras', u'extreme', u'extremely', u'eye', u'eyed', u'eyes', u'eyre', u'fabulous', u'face', u'faced', u'faces', u'facial', u'facing', u'fact', u'factor', u'factory', u'facts', u'fail', u'failed', u'failing', u'fails', u'failure', u'fair', u'fairly', u'fairy', u'faith', u'faithful', u'fake', u'falk', u'fall', u'fallen', u'falling', u'falls', u'false', u'fame', u'familiar', u'families', u'family', u'famous', u'fan', u'fancy', u'fans', u'fantastic', u'fantasy', u'far', u'farce', u'fare', u'farm', u'farrell', u'fascinated', u'fascinating', u'fashion', u'fashioned', u'fast', u'faster', u'fat', u'fatal', u'fate', u'father', u'fault', u'faults', u'favor', u'favorite', u'favorites', u'favourite', u'fay', u'fbi', u'fear', u'fears', u'feature', u'featured', u'features', u'featuring', u'fed', u'feed', u'feel', u'feeling', u'feelings', u'feels', u'feet', u'felix', u'fell', u'fellow', u'felt', u'female', u'feminist', u'femme', u'fest', u'festival', u'fetched', u'fever', u'fi', u'fianc', u'fiction', u'fictional', u'fido', u'field', u'fields', u'fifteen', u'fight', u'fighter', u'fighting', u'fights', u'figure', u'figured', u'figures', u'files', u'fill', u'filled', u'film', u'filmed', u'filming', u'filmmaker', u'filmmakers', u'films', u'final', u'finale', u'finally', u'financial', u'find', u'finding', u'finds', u'fine', u'finest', u'finger', u'finish', u'finished', u'fire', u'fired', u'firm', u'first', u'firstly', u'fish', u'fisher', u'fit', u'fits', u'fitting', u'five', u'fix', u'flash', u'flashback', u'flashbacks', u'flat', u'flaw', u'flawed', u'flawless', u'flaws', u'flesh', u'flick', u'flicks', u'flies', u'flight', u'floating', u'floor', u'flop', u'florida', u'flow', u'fly', u'flying', u'flynn', u'focus', u'focused', u'focuses', u'focusing', u'folk', u'folks', u'follow', u'followed', u'following', u'follows', u'fond', u'fonda', u'food', u'fool', u'fooled', u'foot', u'footage', u'football', u'forbidden', u'force', u'forced', u'forces', u'ford', u'foreign', u'forest', u'forever', u'forget', u'forgettable', u'forgive', u'forgot', u'forgotten', u'form', u'format', u'former', u'forms', u'formula', u'formulaic', u'forth', u'fortunately', u'fortune', u'forty', u'forward', u'foster', u'fought', u'foul', u'found', u'four', u'fourth', u'fox', u'frame', u'france', u'franchise', u'francis', u'francisco', u'franco', u'frank', u'frankenstein', u'frankie', u'frankly', u'freak', u'fred', u'freddy', u'free', u'freedom', u'freeman', u'french', u'frequent', u'frequently', u'fresh', u'friday', u'friend', u'friendly', u'friends', u'friendship', u'frightening', u'front', u'frustrated', u'frustrating', u'frustration', u'fu', u'fulci', u'full', u'fuller', u'fully', u'fun', u'funeral', u'funnier', u'funniest', u'funny', u'furious', u'furthermore', u'fury', u'future', u'futuristic', u'fx', u'gabriel', u'gadget', u'gag', u'gags', u'gain', u'game', u'games', u'gandhi', u'gang', u'gangster', u'gangsters', u'garbage', u'garbo', u'garden', u'gary', u'gas', u'gave', u'gay', u'gem', u'gender', u'gene', u'general', u'generally', u'generated', u'generation', u'generations', u'generic', u'generous', u'genius', u'genre', u'genres', u'gentle', u'gentleman', u'genuine', u'genuinely', u'george', u'gerard', u'german', u'germans', u'germany', u'get', u'gets', u'getting', u'ghost', u'ghosts', u'giallo', u'giant', u'gift', u'gifted', u'ginger', u'girl', u'girlfriend', u'girls', u'give', u'given', u'gives', u'giving', u'glad', u'glass', u'glasses', u'glenn', u'glimpse', u'global', u'glorious', u'glory', u'glover', u'go', u'goal', u'god', u'godfather', u'godzilla', u'goes', u'going', u'gold', u'goldberg', u'golden', u'gone', u'gonna', u'good', u'goodness', u'goofy', u'gordon', u'gore', u'gorgeous', u'gory', u'got', u'gothic', u'gotta', u'gotten', u'government', u'grab', u'grabs', u'grace', u'grade', u'gradually', u'graham', u'grand', u'grandfather', u'grandmother', u'grant', u'granted', u'graphic', u'graphics', u'grasp', u'gratuitous', u'grave', u'gray', u'grayson', u'great', u'greater', u'greatest', u'greatly', u'greatness', u'greed', u'greedy', u'greek', u'green', u'greg', u'gregory', u'grew', u'grey', u'grief', u'griffith', u'grim', u'grinch', u'gripping', u'gritty', u'gross', u'ground', u'group', u'groups', u'grow', u'growing', u'grown', u'grows', u'gruesome', u'guarantee', u'guard', u'guess', u'guessed', u'guessing', u'guest', u'guide', u'guilt', u'guilty', u'gun', u'gundam', u'guns', u'guts', u'guy', u'guys', u'ha', u'hadn', u'hair', u'hal', u'half', u'halfway', u'hall', u'halloween', u'ham', u'hamilton', u'hamlet', u'hammer', u'hand', u'handed', u'handful', u'handle', u'handled', u'hands', u'handsome', u'hang', u'hanging', u'hank', u'hanks', u'happen', u'happened', u'happening', u'happens', u'happily', u'happiness', u'happy', u'hard', u'hardcore', u'harder', u'hardly', u'hardy', u'harm', u'harris', u'harry', u'harsh', u'hart', u'hartley', u'harvey', u'hasn', u'hat', u'hate', u'hated', u'hates', u'hatred', u'haunted', u'haunting', u'haven', u'hawke', u'hbo', u'head', u'headed', u'heads', u'health', u'hear', u'heard', u'hearing', u'heart', u'hearted', u'hearts', u'heat', u'heaven', u'heavily', u'heavy', u'heck', u'heights', u'held', u'helen', u'helicopter', u'hell', u'hello', u'help', u'helped', u'helping', u'helps', u'hence', u'henry', u'hero', u'heroes', u'heroic', u'heroine', u'heston', u'hey', u'hidden', u'hide', u'hideous', u'hiding', u'high', u'higher', u'highest', u'highlight', u'highlights', u'highly', u'hilarious', u'hilariously', u'hill', u'hills', u'hint', u'hints', u'hip', u'hippie', u'hire', u'hired', u'historical', u'historically', u'history', u'hit', u'hitchcock', u'hitler', u'hits', u'hitting', u'ho', u'hoffman', u'hold', u'holding', u'holds', u'hole', u'holes', u'holiday', u'hollow', u'holly', u'hollywood', u'holmes', u'holy', u'homage', u'home', u'homeless', u'homer', u'homosexual', u'honest', u'honestly', u'honesty', u'hong', u'honor', u'hood', u'hook', u'hooked', u'hop', u'hope', u'hoped', u'hopefully', u'hopeless', u'hopes', u'hoping', u'hopper', u'horrendous', u'horrible', u'horribly', u'horrid', u'horrific', u'horrifying', u'horror', u'horrors', u'horse', u'horses', u'hospital', u'host', u'hot', u'hotel', u'hour', u'hours', u'house', u'household', u'houses', u'howard', u'however', u'hudson', u'huge', u'hugh', u'huh', u'human', u'humanity', u'humans', u'humble', u'humor', u'humorous', u'humour', u'hundred', u'hundreds', u'hung', u'hunt', u'hunter', u'hunters', u'hunting', u'hurt', u'hurts', u'husband', u'husbands', u'hyde', u'hype', u'hysterical', u'ian', u'ice', u'icon', u'idea', u'ideal', u'ideas', u'identify', u'identity', u'idiot', u'idiotic', u'idiots', u'ignorant', u'ignore', u'ignored', u'ii', u'iii', u'ill', u'illegal', u'illness', u'illogical', u'im', u'image', u'imagery', u'images', u'imagination', u'imaginative', u'imagine', u'imagined', u'imdb', u'imitation', u'immediate', u'immediately', u'immensely', u'impact', u'implausible', u'importance', u'important', u'importantly', u'impossible', u'impress', u'impressed', u'impression', u'impressive', u'improve', u'improved', u'improvement', u'inability', u'inane', u'inappropriate', u'incident', u'include', u'included', u'includes', u'including', u'incoherent', u'incompetent', u'incomprehensible', u'increasingly', u'incredible', u'incredibly', u'indeed', u'independent', u'india', u'indian', u'indians', u'indie', u'individual', u'individuals', u'inducing', u'indulgent', u'industry', u'inept', u'inevitable', u'inevitably', u'infamous', u'inferior', u'influence', u'influenced', u'information', u'ingredients', u'initial', u'initially', u'inner', u'innocence', u'innocent', u'innovative', u'insane', u'inside', u'insight', u'inspector', u'inspiration', u'inspired', u'inspiring', u'installment', u'instance', u'instant', u'instantly', u'instead', u'instinct', u'insult', u'insulting', u'integrity', u'intellectual', u'intelligence', u'intelligent', u'intended', u'intense', u'intensity', u'intent', u'intention', u'intentionally', u'intentions', u'interaction', u'interest', u'interested', u'interesting', u'interests', u'international', u'internet', u'interpretation', u'interview', u'interviews', u'intimate', u'intrigue', u'intrigued', u'intriguing', u'introduce', u'introduced', u'introduces', u'introduction', u'invasion', u'invented', u'inventive', u'investigate', u'investigation', u'invisible', u'involve', u'involved', u'involvement', u'involves', u'involving', u'iran', u'iraq', u'ireland', u'irish', u'iron', u'ironic', u'ironically', u'irony', u'irrelevant', u'irritating', u'island', u'isn', u'isolated', u'israel', u'issue', u'issues', u'italian', u'italy', u'jack', u'jackie', u'jackson', u'jail', u'jake', u'james', u'jamie', u'jane', u'japan', u'japanese', u'jason', u'jaw', u'jaws', u'jay', u'jazz', u'jealous', u'jean', u'jeff', u'jeffrey', u'jennifer', u'jenny', u'jeremy', u'jerk', u'jerry', u'jesse', u'jessica', u'jesus', u'jet', u'jewish', u'jim', u'jimmy', u'joan', u'job', u'jobs', u'joe', u'joel', u'joey', u'john', u'johnny', u'johnson', u'join', u'joined', u'joke', u'jokes', u'jon', u'jonathan', u'jones', u'joseph', u'josh', u'journalist', u'journey', u'joy', u'jr', u'judge', u'judging', u'judy', u'julia', u'julian', u'julie', u'jump', u'jumped', u'jumping', u'jumps', u'june', u'jungle', u'junior', u'junk', u'justice', u'justify', u'justin', u'juvenile', u'kane', u'kansas', u'kapoor', u'karen', u'karloff', u'kate', u'kay', u'keaton', u'keep', u'keeping', u'keeps', u'keith', u'kelly', u'ken', u'kennedy', u'kenneth', u'kept', u'kevin', u'key', u'khan', u'kick', u'kicked', u'kicking', u'kicks', u'kid', u'kidding', u'kidnapped', u'kids', u'kill', u'killed', u'killer', u'killers', u'killing', u'killings', u'kills', u'kim', u'kind', u'kinda', u'kinds', u'king', u'kingdom', u'kirk', u'kiss', u'kissing', u'kitchen', u'knew', u'knife', u'knock', u'know', u'knowing', u'knowledge', u'known', u'knows', u'kong', u'korean', u'kubrick', u'kudos', u'kumar', u'kung', u'kurosawa', u'kurt', u'kyle', u'la', u'lab', u'lack', u'lacked', u'lacking', u'lackluster', u'lacks', u'ladies', u'lady', u'laid', u'lake', u'lame', u'land', u'landing', u'landscape', u'landscapes', u'lane', u'language', u'large', u'largely', u'larger', u'larry', u'last', u'lasted', u'late', u'lately', u'later', u'latest', u'latin', u'latter', u'laugh', u'laughable', u'laughably', u'laughed', u'laughing', u'laughs', u'laughter', u'laura', u'laurel', u'law', u'lawrence', u'laws', u'lawyer', u'lay', u'lazy', u'le', u'lead', u'leader', u'leading', u'leads', u'league', u'learn', u'learned', u'learning', u'learns', u'least', u'leave', u'leaves', u'leaving', u'led', u'lee', u'left', u'leg', u'legacy', u'legal', u'legend', u'legendary', u'legs', u'lemmon', u'lena', u'length', u'lengthy', u'leo', u'leon', u'leonard', u'les', u'lesbian', u'leslie', u'less', u'lesser', u'lesson', u'lessons', u'let', u'lets', u'letter', u'letters', u'letting', u'level', u'levels', u'lewis', u'li', u'liberal', u'library', u'lie', u'lies', u'life', u'lifestyle', u'lifetime', u'light', u'lighting', u'lights', u'likable', u'like', u'liked', u'likely', u'likes', u'likewise', u'liking', u'lily', u'limited', u'limits', u'lincoln', u'linda', u'line', u'liners', u'lines', u'link', u'lion', u'lips', u'lisa', u'list', u'listed', u'listen', u'listening', u'lit', u'literally', u'literature', u'little', u'live', u'lived', u'lively', u'lives', u'living', u'll', u'lloyd', u'load', u'loaded', u'loads', u'local', u'location', u'locations', u'locked', u'logan', u'logic', u'logical', u'lol', u'london', u'lone', u'lonely', u'long', u'longer', u'look', u'looked', u'looking', u'looks', u'loose', u'loosely', u'lord', u'los', u'lose', u'loser', u'losers', u'loses', u'losing', u'loss', u'lost', u'lot', u'lots', u'lou', u'loud', u'louis', u'louise', u'lousy', u'lovable', u'love', u'loved', u'lovely', u'lover', u'lovers', u'loves', u'loving', u'low', u'lower', u'lowest', u'loyal', u'loyalty', u'lucas', u'luck', u'luckily', u'lucky', u'lucy', u'ludicrous', u'lugosi', u'luke', u'lumet', u'lundgren', u'lust', u'lying', u'lynch', u'lyrics', u'macarthur', u'machine', u'machines', u'macy', u'mad', u'made', u'madness', u'madonna', u'mafia', u'magazine', u'maggie', u'magic', u'magical', u'magnificent', u'maid', u'mail', u'main', u'mainly', u'mainstream', u'maintain', u'major', u'majority', u'make', u'maker', u'makers', u'makes', u'makeup', u'making', u'male', u'mall', u'malone', u'man', u'manage', u'managed', u'manager', u'manages', u'manhattan', u'maniac', u'manipulative', u'mankind', u'mann', u'manner', u'mansion', u'many', u'map', u'march', u'margaret', u'maria', u'marie', u'mario', u'marion', u'mark', u'market', u'marketing', u'marks', u'marriage', u'married', u'marry', u'mars', u'marshall', u'martial', u'martin', u'marty', u'marvelous', u'mary', u'mask', u'masks', u'mass', u'massacre', u'masses', u'massive', u'master', u'masterful', u'masterpiece', u'masterpieces', u'masters', u'match', u'matched', u'matches', u'mate', u'material', u'matrix', u'matt', u'matter', u'matters', u'matthau', u'matthew', u'mature', u'max', u'may', u'maybe', u'mayor', u'mclaglen', u'mean', u'meaning', u'meaningful', u'meaningless', u'means', u'meant', u'meanwhile', u'measure', u'meat', u'mechanical', u'media', u'medical', u'mediocre', u'medium', u'meet', u'meeting', u'meets', u'mel', u'melodrama', u'melodramatic', u'melting', u'member', u'members', u'memorable', u'memories', u'memory', u'men', u'menace', u'menacing', u'mental', u'mentally', u'mention', u'mentioned', u'mentioning', u'mentions', u'mere', u'merely', u'merit', u'merits', u'meryl', u'mess', u'message', u'messages', u'messed', u'met', u'metal', u'metaphor', u'method', u'methods', u'mexican', u'mexico', u'mgm', u'michael', u'michelle', u'mickey', u'mid', u'middle', u'midnight', u'might', u'mighty', u'miike', u'mike', u'mild', u'mildly', u'mildred', u'mile', u'miles', u'military', u'milk', u'mill', u'miller', u'million', u'millionaire', u'millions', u'min', u'mind', u'minded', u'mindless', u'minds', u'mine', u'mini', u'minimal', u'minimum', u'minor', u'minute', u'minutes', u'miracle', u'mirror', u'miscast', u'miserable', u'miserably', u'misery', u'miss', u'missed', u'misses', u'missing', u'mission', u'mistake', u'mistaken', u'mistakes', u'mistress', u'mitchell', u'mix', u'mixed', u'mixture', u'miyazaki', u'mm', u'mob', u'model', u'models', u'modern', u'modesty', u'molly', u'mom', u'moment', u'moments', u'mon', u'money', u'monk', u'monkey', u'monkeys', u'monster', u'monsters', u'montage', u'montana', u'month', u'months', u'mood', u'moody', u'moon', u'moore', u'moral', u'morality', u'morgan', u'morning', u'moronic', u'morris', u'mostly', u'mother', u'motion', u'motivation', u'motivations', u'motives', u'mountain', u'mountains', u'mouse', u'mouth', u'move', u'moved', u'movement', u'movements', u'moves', u'movie', u'movies', u'moving', u'mr', u'mrs', u'ms', u'mst', u'mtv', u'much', u'multi', u'multiple', u'mummy', u'mundane', u'murder', u'murdered', u'murderer', u'murderous', u'murders', u'murphy', u'murray', u'museum', u'music', u'musical', u'musicals', u'muslim', u'must', u'myers', u'mysteries', u'mysterious', u'mystery', u'nail', u'naive', u'naked', u'name', u'named', u'namely', u'names', u'nancy', u'narration', u'narrative', u'narrator', u'nasty', u'nathan', u'nation', u'national', u'native', u'natural', u'naturally', u'nature', u'navy', u'nazi', u'nazis', u'nd', u'near', u'nearby', u'nearly', u'neat', u'necessarily', u'necessary', u'neck', u'ned', u'need', u'needed', u'needless', u'needs', u'negative', u'neighbor', u'neighborhood', u'neighbors', u'neil', u'neither', u'nelson', u'neo', u'nephew', u'nerd', u'nervous', u'network', u'never', u'nevertheless', u'new', u'newly', u'newman', u'news', u'newspaper', u'next', u'nice', u'nicely', u'nicholas', u'nicholson', u'nick', u'nicole', u'night', u'nightmare', u'nightmares', u'nights', u'nine', u'ninja', u'niro', u'noble', u'nobody', u'noir', u'noise', u'nominated', u'nomination', u'non', u'none', u'nonetheless', u'nonsense', u'nonsensical', u'normal', u'normally', u'norman', u'north', u'nose', u'nostalgia', u'nostalgic', u'notable', u'notably', u'notch', u'note', u'noted', u'notes', u'nothing', u'notice', u'noticed', u'notion', u'notorious', u'novak', u'novel', u'novels', u'nowadays', u'nowhere', u'nuclear', u'nude', u'nudity', u'number', u'numbers', u'numerous', u'nurse', u'nuts', u'nyc', u'object', u'objective', u'obnoxious', u'obscure', u'obsessed', u'obsession', u'obvious', u'obviously', u'occasion', u'occasional', u'occasionally', u'occur', u'occurred', u'occurs', u'ocean', u'odd', u'oddly', u'odds', u'offended', u'offensive', u'offer', u'offered', u'offering', u'offers', u'office', u'officer', u'officers', u'official', u'often', u'oh', u'oil', u'ok', u'okay', u'old', u'older', u'oliver', u'olivier', u'ollie', u'omen', u'one', u'ones', u'online', u'onto', u'open', u'opened', u'opening', u'opens', u'opera', u'operation', u'opinion', u'opinions', u'opportunities', u'opportunity', u'opposed', u'opposite', u'orange', u'order', u'ordered', u'orders', u'ordinary', u'original', u'originality', u'originally', u'orleans', u'orson', u'oscar', u'oscars', u'othello', u'others', u'otherwise', u'ought', u'outcome', u'outer', u'outfit', u'outrageous', u'outside', u'outstanding', u'overacting', u'overall', u'overcome', u'overdone', u'overlook', u'overlooked', u'overly', u'overrated', u'overwhelming', u'owen', u'owner', u'oz', u'pace', u'paced', u'pacing', u'pacino', u'pack', u'package', u'packed', u'page', u'paid', u'pain', u'painful', u'painfully', u'paint', u'painted', u'painting', u'pair', u'pal', u'palace', u'palance', u'palma', u'paltrow', u'pamela', u'pan', u'panic', u'pants', u'paper', u'par', u'parallel', u'paranoia', u'parent', u'parents', u'paris', u'park', u'parker', u'parody', u'part', u'particular', u'particularly', u'parties', u'partly', u'partner', u'parts', u'party', u'pass', u'passable', u'passed', u'passes', u'passing', u'passion', u'passionate', u'past', u'pat', u'path', u'pathetic', u'patience', u'patient', u'patients', u'patrick', u'paul', u'paulie', u'pay', u'paying', u'pays', u'peace', u'peak', u'pearl', u'people', u'peoples', u'per', u'perfect', u'perfection', u'perfectly', u'perform', u'performance', u'performances', u'performed', u'performer', u'performers', u'performing', u'performs', u'perhaps', u'period', u'perry', u'person', u'persona', u'personal', u'personalities', u'personality', u'personally', u'persons', u'perspective', u'pet', u'pete', u'peter', u'peters', u'petty', u'pg', u'phantom', u'phil', u'philip', u'philosophical', u'philosophy', u'phone', u'phony', u'photo', u'photographed', u'photographer', u'photography', u'photos', u'physical', u'physically', u'piano', u'pick', u'picked', u'picking', u'picks', u'picture', u'pictures', u'pie', u'piece', u'pieces', u'pierce', u'pig', u'pile', u'pilot', u'pin', u'pink', u'pit', u'pitch', u'pitt', u'pity', u'place', u'placed', u'places', u'plague', u'plain', u'plan', u'plane', u'planet', u'planned', u'planning', u'plans', u'plant', u'plastic', u'plausible', u'play', u'played', u'player', u'players', u'playing', u'plays', u'pleasant', u'pleasantly', u'please', u'pleased', u'pleasure', u'plenty', u'plight', u'plot', u'plots', u'plus', u'poem', u'poetic', u'poetry', u'poignant', u'point', u'pointed', u'pointless', u'points', u'pokemon', u'polanski', u'police', u'polished', u'political', u'politically', u'politics', u'pool', u'poor', u'poorly', u'pop', u'popcorn', u'pops', u'popular', u'popularity', u'population', u'porn', u'porno', u'portion', u'portrait', u'portray', u'portrayal', u'portrayed', u'portraying', u'portrays', u'position', u'positive', u'possessed', u'possibilities', u'possibility', u'possible', u'possibly', u'post', u'poster', u'pot', u'potential', u'potentially', u'poverty', u'powell', u'power', u'powerful', u'powers', u'practically', u'practice', u'praise', u'pre', u'precious', u'predictable', u'prefer', u'pregnant', u'premise', u'prepared', u'prequel', u'presence', u'present', u'presentation', u'presented', u'presents', u'president', u'press', u'pressure', u'preston', u'presumably', u'pretend', u'pretending', u'pretentious', u'pretty', u'prevent', u'preview', u'previous', u'previously', u'prey', u'price', u'priceless', u'pride', u'priest', u'primarily', u'primary', u'prime', u'prince', u'princess', u'principal', u'print', u'prior', u'prison', u'prisoner', u'prisoners', u'private', u'prize', u'pro', u'probably', u'problem', u'problems', u'proceedings', u'proceeds', u'process', u'produce', u'produced', u'producer', u'producers', u'producing', u'product', u'production', u'productions', u'professional', u'professor', u'profound', u'program', u'progress', u'progresses', u'project', u'projects', u'prom', u'promise', u'promised', u'promises', u'promising', u'proof', u'propaganda', u'proper', u'properly', u'property', u'props', u'prostitute', u'protagonist', u'protagonists', u'protect', u'proud', u'prove', u'proved', u'proves', u'provide', u'provided', u'provides', u'providing', u'provoking', u'pseudo', u'psychiatrist', u'psychic', u'psycho', u'psychological', u'psychotic', u'public', u'pull', u'pulled', u'pulling', u'pulls', u'pulp', u'punch', u'punishment', u'punk', u'puppet', u'purchase', u'purchased', u'pure', u'purely', u'purple', u'purpose', u'purposes', u'pursuit', u'push', u'pushed', u'pushing', u'put', u'puts', u'putting', u'qualities', u'quality', u'queen', u'quest', u'question', u'questionable', u'questions', u'quick', u'quickly', u'quiet', u'quinn', u'quirky', u'quit', u'quite', u'quote', u'quotes', u'rabbit', u'race', u'rachel', u'racial', u'racism', u'racist', u'radio', u'rage', u'rain', u'raines', u'raise', u'raised', u'raising', u'ralph', u'rambo', u'ramones', u'ran', u'random', u'randomly', u'randy', u'range', u'rangers', u'rank', u'ranks', u'rap', u'rape', u'raped', u'rare', u'rarely', u'rat', u'rate', u'rated', u'rather', u'rating', u'ratings', u'rats', u'rave', u'raw', u'ray', u'raymond', u'rd', u're', u'reach', u'reached', u'reaches', u'reaching', u'react', u'reaction', u'reactions', u'read', u'reader', u'reading', u'reads', u'ready', u'real', u'realise', u'realism', u'realistic', u'reality', u'realize', u'realized', u'realizes', u'realizing', u'really', u'reason', u'reasonable', u'reasonably', u'reasons', u'rebel', u'recall', u'receive', u'received', u'receives', u'recent', u'recently', u'recognition', u'recognize', u'recognized', u'recommend', u'recommended', u'record', u'recorded', u'recording', u'red', u'redeeming', u'redemption', u'reduced', u'reed', u'reel', u'reference', u'references', u'reflect', u'reflection', u'refreshing', u'refuses', u'regard', u'regarding', u'regardless', u'regret', u'regular', u'reid', u'relate', u'related', u'relation', u'relations', u'relationship', u'relationships', u'relative', u'relatively', u'relatives', u'release', u'released', u'relevant', u'relief', u'relies', u'religion', u'religious', u'remain', u'remaining', u'remains', u'remake', u'remarkable', u'remarkably', u'remarks', u'remember', u'remembered', u'remind', u'reminded', u'reminds', u'reminiscent', u'remote', u'remotely', u'removed', u'rendition', u'rent', u'rental', u'rented', u'renting', u'repeat', u'repeated', u'repeatedly', u'repetitive', u'replaced', u'report', u'reporter', u'represent', u'represented', u'represents', u'reputation', u'required', u'requires', u'rescue', u'research', u'resemblance', u'resemble', u'resembles', u'resident', u'resist', u'resolution', u'resort', u'resources', u'respect', u'respected', u'respectively', u'response', u'responsibility', u'responsible', u'rest', u'restaurant', u'restored', u'result', u'resulting', u'results', u'retarded', u'retired', u'return', u'returned', u'returning', u'returns', u'reunion', u'reveal', u'revealed', u'revealing', u'reveals', u'revelation', u'revenge', u'review', u'reviewer', u'reviewers', u'reviews', u'revolution', u'revolutionary', u'revolves', u'rex', u'reynolds', u'rich', u'richard', u'richards', u'richardson', u'rick', u'rid', u'ridden', u'ride', u'ridiculous', u'ridiculously', u'riding', u'right', u'rights', u'ring', u'rings', u'rip', u'ripped', u'rise', u'rises', u'rising', u'risk', u'rita', u'ritter', u'rival', u'river', u'riveting', u'road', u'rob', u'robbery', u'robbins', u'robert', u'roberts', u'robin', u'robinson', u'robot', u'robots', u'rochester', u'rock', u'rocket', u'rocks', u'rocky', u'roger', u'rogers', u'role', u'roles', u'roll', u'rolled', u'rolling', u'roman', u'romance', u'romantic', u'romero', u'romp', u'ron', u'room', u'rooms', u'rooney', u'root', u'roots', u'rose', u'ross', u'roth', u'rotten', u'rough', u'round', u'routine', u'row', u'roy', u'royal', u'rubber', u'rubbish', u'ruby', u'ruin', u'ruined', u'ruins', u'rukh', u'rule', u'rules', u'run', u'running', u'runs', u'rural', u'rush', u'rushed', u'russell', u'russia', u'russian', u'ruth', u'ruthless', u'ryan', u'sabrina', u'sacrifice', u'sad', u'sadistic', u'sadly', u'sadness', u'safe', u'safety', u'saga', u'said', u'sake', u'sally', u'sam', u'samurai', u'san', u'sandler', u'sandra', u'santa', u'sappy', u'sarah', u'sat', u'satan', u'satire', u'satisfied', u'satisfy', u'satisfying', u'saturday', u'savage', u'save', u'saved', u'saves', u'saving', u'saw', u'say', u'saying', u'says', u'scale', u'scare', u'scarecrow', u'scared', u'scares', u'scary', u'scenario', u'scene', u'scenery', u'scenes', u'scheme', u'school', u'sci', u'science', u'scientific', u'scientist', u'scientists', u'scooby', u'scope', u'score', u'scores', u'scotland', u'scott', u'scottish', u'scream', u'screaming', u'screams', u'screen', u'screening', u'screenplay', u'screenwriter', u'script', u'scripted', u'scripts', u'scrooge', u'sea', u'seagal', u'sean', u'search', u'searching', u'season', u'seasons', u'seat', u'second', u'secondly', u'seconds', u'secret', u'secretary', u'secretly', u'secrets', u'section', u'security', u'see', u'seed', u'seeing', u'seek', u'seeking', u'seeks', u'seem', u'seemed', u'seemingly', u'seems', u'seen', u'sees', u'segment', u'segments', u'seldom', u'self', u'selfish', u'sell', u'sellers', u'selling', u'semi', u'send', u'sends', u'sense', u'senseless', u'sensitive', u'sent', u'sentence', u'sentimental', u'separate', u'september', u'sequel', u'sequels', u'sequence', u'sequences', u'serial', u'series', u'serious', u'seriously', u'serve', u'served', u'serves', u'service', u'serving', u'set', u'sets', u'setting', u'settings', u'settle', u'seven', u'seventies', u'several', u'severe', u'sex', u'sexual', u'sexuality', u'sexually', u'sexy', u'sh', u'shadow', u'shadows', u'shake', u'shakespeare', u'shaky', u'shall', u'shallow', u'shame', u'shanghai', u'shape', u'share', u'shark', u'sharp', u'shaw', u'shed', u'sheer', u'shelf', u'shelley', u'sheriff', u'shine', u'shines', u'shining', u'ship', u'ships', u'shirley', u'shirt', u'shock', u'shocked', u'shocking', u'shoes', u'shoot', u'shooting', u'shoots', u'shop', u'short', u'shortly', u'shorts', u'shot', u'shots', u'shouldn', u'show', u'showcase', u'showdown', u'showed', u'shower', u'showing', u'shown', u'shows', u'shut', u'shy', u'sick', u'sid', u'side', u'sidekick', u'sides', u'sidney', u'sight', u'sign', u'signed', u'significance', u'significant', u'signs', u'silence', u'silent', u'silly', u'silver', u'similar', u'similarities', u'similarly', u'simmons', u'simon', u'simple', u'simplicity', u'simplistic', u'simply', u'simpson', u'sin', u'sinatra', u'since', u'sincere', u'sing', u'singer', u'singers', u'singing', u'single', u'sings', u'sinister', u'sink', u'sir', u'sirk', u'sissy', u'sister', u'sisters', u'sit', u'sitcom', u'site', u'sits', u'sitting', u'situation', u'situations', u'six', u'sixties', u'size', u'skill', u'skills', u'skin', u'skip', u'sky', u'slap', u'slapstick', u'slasher', u'slaughter', u'slave', u'sleazy', u'sleep', u'sleeping', u'slice', u'slick', u'slight', u'slightest', u'slightly', u'sloppy', u'slow', u'slowly', u'small', u'smaller', u'smart', u'smile', u'smiling', u'smith', u'smoke', u'smoking', u'smooth', u'snake', u'sneak', u'snl', u'snow', u'soap', u'soccer', u'social', u'society', u'soderbergh', u'soft', u'sold', u'soldier', u'soldiers', u'sole', u'solely', u'solid', u'solo', u'solution', u'solve', u'somebody', u'somehow', u'someone', u'something', u'sometimes', u'somewhat', u'somewhere', u'son', u'song', u'songs', u'sons', u'soon', u'sophisticated', u'sorry', u'sort', u'sorts', u'soul', u'souls', u'sound', u'sounded', u'sounding', u'sounds', u'soundtrack', u'source', u'south', u'southern', u'soviet', u'space', u'spacey', u'spain', u'spanish', u'spare', u'spark', u'speak', u'speaking', u'speaks', u'special', u'specially', u'species', u'specific', u'specifically', u'spectacular', u'speech', u'speed', u'spell', u'spend', u'spending', u'spends', u'spent', u'spider', u'spielberg', u'spike', u'spin', u'spirit', u'spirited', u'spirits', u'spiritual', u'spite', u'splatter', u'splendid', u'split', u'spock', u'spoil', u'spoiled', u'spoiler', u'spoilers', u'spoke', u'spoken', u'spoof', u'spooky', u'sport', u'sports', u'spot', u'spots', u'spread', u'spring', u'spy', u'square', u'st', u'stack', u'staff', u'stage', u'staged', u'stale', u'stallone', u'stan', u'stand', u'standard', u'standards', u'standing', u'stands', u'stanley', u'stanwyck', u'star', u'stargate', u'staring', u'starred', u'starring', u'stars', u'start', u'started', u'starting', u'starts', u'state', u'stated', u'statement', u'states', u'station', u'status', u'stay', u'stayed', u'staying', u'stays', u'steal', u'stealing', u'steals', u'steel', u'stellar', u'step', u'stephen', u'steps', u'stereotype', u'stereotypes', u'stereotypical', u'steve', u'steven', u'stevens', u'stewart', u'stick', u'sticks', u'stiff', u'still', u'stiller', u'stilted', u'stinker', u'stinks', u'stock', u'stole', u'stolen', u'stomach', u'stone', u'stood', u'stooges', u'stop', u'stopped', u'stops', u'store', u'stories', u'storm', u'story', u'storyline', u'storytelling', u'straight', u'strange', u'strangely', u'stranger', u'strangers', u'streep', u'street', u'streets', u'streisand', u'strength', u'stress', u'stretch', u'stretched', u'strictly', u'strike', u'strikes', u'striking', u'string', u'strip', u'strong', u'stronger', u'strongly', u'struck', u'structure', u'struggle', u'struggles', u'struggling', u'stuart', u'stuck', u'student', u'students', u'studio', u'studios', u'study', u'stuff', u'stunned', u'stunning', u'stunt', u'stunts', u'stupid', u'stupidity', u'style', u'styles', u'stylish', u'sub', u'subject', u'subjected', u'subjects', u'subplot', u'subplots', u'subsequent', u'substance', u'subtitles', u'subtle', u'subtlety', u'succeed', u'succeeded', u'succeeds', u'success', u'successful', u'successfully', u'suck', u'sucked', u'sucks', u'sudden', u'suddenly', u'sue', u'suffer', u'suffered', u'suffering', u'suffers', u'suffice', u'suggest', u'suggested', u'suggests', u'suicide', u'suit', u'suitable', u'suited', u'suits', u'sullivan', u'sum', u'summary', u'summer', u'sun', u'sunday', u'sunshine', u'super', u'superb', u'superbly', u'superficial', u'superhero', u'superior', u'superman', u'supernatural', u'support', u'supported', u'supporting', u'suppose', u'supposed', u'supposedly', u'sure', u'surely', u'surface', u'surfing', u'surprise', u'surprised', u'surprises', u'surprising', u'surprisingly', u'surreal', u'surrounded', u'surrounding', u'survival', u'survive', u'survived', u'surviving', u'survivor', u'survivors', u'susan', u'suspect', u'suspects', u'suspend', u'suspense', u'suspenseful', u'suspicious', u'sutherland', u'swear', u'swedish', u'sweet', u'swim', u'swimming', u'switch', u'sword', u'symbolism', u'sympathetic', u'sympathy', u'synopsis', u'system', u'table', u'tacky', u'tad', u'tag', u'take', u'taken', u'takes', u'taking', u'tale', u'talent', u'talented', u'talents', u'tales', u'talk', u'talked', u'talking', u'talks', u'tall', u'tame', u'tank', u'tap', u'tape', u'tarantino', u'target', u'tarzan', u'task', u'taste', u'taught', u'taxi', u'taylor', u'tea', u'teach', u'teacher', u'teaching', u'team', u'tear', u'tears', u'tech', u'technical', u'technically', u'technicolor', u'technique', u'techniques', u'technology', u'ted', u'tedious', u'teen', u'teenage', u'teenager', u'teenagers', u'teens', u'teeth', u'television', u'tell', u'telling', u'tells', u'temple', u'ten', u'tend', u'tender', u'tends', u'tense', u'tension', u'term', u'terms', u'terrible', u'terribly', u'terrific', u'terrifying', u'territory', u'terror', u'terrorist', u'terrorists', u'terry', u'test', u'testament', u'texas', u'text', u'th', u'thank', u'thankfully', u'thanks', u'thats', u'theater', u'theaters', u'theatre', u'theatrical', u'theme', u'themes', u'theory', u'therefore', u'thick', u'thief', u'thin', u'thing', u'things', u'think', u'thinking', u'thinks', u'third', u'thirty', u'thomas', u'thompson', u'thoroughly', u'though', u'thought', u'thoughtful', u'thoughts', u'thousand', u'thousands', u'threat', u'threatening', u'three', u'threw', u'thrill', u'thriller', u'thrillers', u'thrilling', u'thrills', u'throat', u'throughout', u'throw', u'throwing', u'thrown', u'throws', u'thru', u'thugs', u'thumbs', u'thus', u'ticket', u'tie', u'tied', u'ties', u'tiger', u'tight', u'till', u'tim', u'time', u'timeless', u'times', u'timing', u'timon', u'timothy', u'tiny', u'tired', u'tiresome', u'titanic', u'title', u'titled', u'titles', u'today', u'todd', u'together', u'toilet', u'told', u'tom', u'tomatoes', u'tommy', u'tone', u'tongue', u'tonight', u'tons', u'tony', u'took', u'tooth', u'top', u'topic', u'topless', u'torn', u'torture', u'tortured', u'total', u'totally', u'touch', u'touched', u'touches', u'touching', u'tough', u'tour', u'toward', u'towards', u'town', u'toy', u'toys', u'track', u'tracks', u'tracy', u'trade', u'trademark', u'tradition', u'traditional', u'tragedy', u'tragic', u'trail', u'trailer', u'trailers', u'train', u'trained', u'training', u'transfer', u'transformation', u'transition', u'translation', u'trap', u'trapped', u'trash', u'trashy', u'travel', u'traveling', u'travels', u'travesty', u'treasure', u'treat', u'treated', u'treatment', u'treats', u'tree', u'trees', u'trek', u'tremendous', u'trial', u'tribe', u'tribute', u'trick', u'tricks', u'tried', u'tries', u'trilogy', u'trio', u'trip', u'trite', u'triumph', u'troops', u'trouble', u'troubled', u'troubles', u'truck', u'true', u'truly', u'trust', u'truth', u'try', u'trying', u'tube', u'tune', u'tunes', u'turkey', u'turn', u'turned', u'turner', u'turning', u'turns', u'tv', u'twelve', u'twenty', u'twice', u'twilight', u'twin', u'twins', u'twist', u'twisted', u'twists', u'two', u'type', u'types', u'typical', u'typically', u'ugly', u'uk', u'ultimate', u'ultimately', u'ultra', u'un', u'unable', u'unaware', u'unbearable', u'unbelievable', u'unbelievably', u'uncle', u'uncomfortable', u'unconvincing', u'underground', u'underlying', u'underrated', u'understand', u'understandable', u'understanding', u'understated', u'understood', u'undoubtedly', u'uneven', u'unexpected', u'unexpectedly', u'unfair', u'unfolds', u'unforgettable', u'unfortunate', u'unfortunately', u'unfunny', u'unhappy', u'uninspired', u'unintentional', u'unintentionally', u'uninteresting', u'union', u'unique', u'unit', u'united', u'universal', u'universe', u'university', u'unknown', u'unless', u'unlike', u'unlikely', u'unnecessary', u'unoriginal', u'unpleasant', u'unpredictable', u'unreal', u'unrealistic', u'unseen', u'unsettling', u'unusual', u'unwatchable', u'uplifting', u'upon', u'upper', u'ups', u'upset', u'urban', u'urge', u'us', u'usa', u'use', u'used', u'useful', u'useless', u'user', u'uses', u'using', u'ustinov', u'usual', u'usually', u'utter', u'utterly', u'uwe', u'vacation', u'vague', u'vaguely', u'valentine', u'valley', u'valuable', u'value', u'values', u'vampire', u'vampires', u'van', u'vance', u'variety', u'various', u'vast', u've', u'vegas', u'vehicle', u'vengeance', u'verhoeven', u'version', u'versions', u'versus', u'veteran', u'vhs', u'via', u'vice', u'vicious', u'victim', u'victims', u'victor', u'victoria', u'victory', u'video', u'videos', u'vietnam', u'view', u'viewed', u'viewer', u'viewers', u'viewing', u'viewings', u'views', u'village', u'villain', u'villains', u'vincent', u'violence', u'violent', u'virgin', u'virginia', u'virtually', u'virus', u'visible', u'vision', u'visit', u'visits', u'visual', u'visually', u'visuals', u'vivid', u'voice', u'voiced', u'voices', u'voight', u'von', u'vote', u'vs', u'vulnerable', u'wacky', u'wait', u'waited', u'waiting', u'waitress', u'wake', u'walk', u'walked', u'walken', u'walker', u'walking', u'walks', u'wall', u'wallace', u'walls', u'walsh', u'walter', u'wandering', u'wang', u'wanna', u'wannabe', u'want', u'wanted', u'wanting', u'wants', u'war', u'ward', u'warm', u'warming', u'warmth', u'warn', u'warned', u'warner', u'warning', u'warren', u'warrior', u'warriors', u'wars', u'washington', u'wasn', u'waste', u'wasted', u'wasting', u'watch', u'watchable', u'watched', u'watches', u'watching', u'water', u'waters', u'watson', u'wave', u'waves', u'way', u'wayne', u'ways', u'weak', u'weakest', u'wealth', u'wealthy', u'weapon', u'weapons', u'wear', u'wearing', u'wears', u'web', u'website', u'wedding', u'week', u'weekend', u'weeks', u'weight', u'weird', u'welcome', u'well', u'welles', u'wells', u'wendy', u'went', u'weren', u'werewolf', u'wes', u'west', u'western', u'westerns', u'wet', u'whale', u'whatever', u'whats', u'whatsoever', u'whenever', u'whereas', u'whether', u'whilst', u'white', u'whoever', u'whole', u'wholly', u'whoopi', u'whose', u'wicked', u'wide', u'widely', u'widmark', u'widow', u'wife', u'wild', u'wilderness', u'william', u'williams', u'willie', u'willing', u'willis', u'wilson', u'win', u'wind', u'window', u'winds', u'wing', u'winner', u'winning', u'wins', u'winter', u'winters', u'wisdom', u'wise', u'wish', u'wished', u'wishes', u'wishing', u'wit', u'witch', u'witches', u'within', u'without', u'witness', u'witnessed', u'witnesses', u'witty', u'wives', u'wizard', u'wolf', u'woman', u'women', u'won', u'wonder', u'wondered', u'wonderful', u'wonderfully', u'wondering', u'wonders', u'wont', u'woo', u'wood', u'wooden', u'woods', u'woody', u'word', u'words', u'wore', u'work', u'worked', u'worker', u'workers', u'working', u'works', u'world', u'worlds', u'worn', u'worried', u'worry', u'worse', u'worst', u'worth', u'worthless', u'worthwhile', u'worthy', u'would', u'wouldn', u'wound', u'wounded', u'wow', u'wrap', u'wrapped', u'wreck', u'wrestling', u'wretched', u'write', u'writer', u'writers', u'writes', u'writing', u'written', u'wrong', u'wrote', u'ww', u'wwii', u'ya', u'yard', u'yeah', u'year', u'years', u'yelling', u'yellow', u'yes', u'yesterday', u'yet', u'york', u'young', u'younger', u'youth', u'zero', u'zizek', u'zombie', u'zombies', u'zone']
In [11]:
# Sum up the counts of each vocabulary word
dist = np.sum(train_data_features, axis=0)
# For each, print the vocabulary word and the number of times it
# appears in the training set
for tag, count in zip(vocab, dist):
print count, tag
187 abandoned
125 abc
108 abilities
454 ability
1259 able
85 abraham
116 absence
83 absent
352 absolute
1485 absolutely
306 absurd
192 abuse
91 abusive
98 abysmal
297 academy
485 accent
203 accents
300 accept
130 acceptable
144 accepted
92 access
318 accident
200 accidentally
88 accompanied
124 accomplished
296 according
186 account
81 accuracy
284 accurate
123 accused
179 achieve
139 achieved
124 achievement
90 acid
971 across
1251 act
658 acted
6490 acting
3354 action
311 actions
83 activities
2389 actor
4486 actors
1219 actress
369 actresses
394 acts
793 actual
4237 actually
148 ad
302 adam
98 adams
453 adaptation
80 adaptations
154 adapted
810 add
439 added
166 adding
347 addition
337 adds
113 adequate
124 admire
621 admit
134 admittedly
101 adorable
510 adult
376 adults
100 advance
90 advanced
153 advantage
510 adventure
204 adventures
91 advertising
259 advice
90 advise
346 affair
93 affect
113 affected
104 afford
126 aforementioned
343 afraid
212 africa
255 african
187 afternoon
128 afterwards
1121 age
233 aged
361 agent
94 agents
249 ages
111 aging
1033 ago
572 agree
88 agreed
95 agrees
119 ah
396 ahead
106 aid
96 aids
81 aim
120 aimed
176 ain
639 air
146 aired
92 airplane
93 airport
194 aka
100 akshay
376 al
351 alan
163 alas
157 albeit
265 albert
84 album
84 alcohol
93 alcoholic
81 alec
94 alert
231 alex
121 alexander
85 alfred
199 alice
79 alicia
373 alien
199 aliens
152 alike
86 alison
463 alive
407 allen
308 allow
325 allowed
128 allowing
252 allows
3138 almost
1061 alone
1776 along
90 alongside
1381 already
185 alright
9155 also
88 alternate
2537 although
114 altman
112 altogether
3239 always
101 amanda
215 amateur
216 amateurish
183 amazed
1320 amazing
174 amazingly
80 ambiguous
126 ambitious
728 america
2228 american
365 americans
92 amitabh
783 among
160 amongst
495 amount
90 amounts
509 amusing
104 amy
88 analysis
233 ancient
223 anderson
79 andre
147 andrew
151 andrews
318 andy
230 angel
85 angela
101 angeles
161 angels
191 anger
185 angle
206 angles
336 angry
342 animal
410 animals
516 animated
826 animation
240 anime
288 ann
251 anna
254 anne
117 annie
143 annoyed
998 annoying
4325 another
361 answer
176 answers
263 anthony
480 anti
113 antics
82 antonioni
88 antwone
310 anybody
333 anymore
2630 anyone
2949 anything
1117 anyway
113 anyways
304 anywhere
623 apart
339 apartment
105 ape
113 apes
125 appalling
309 apparent
917 apparently
448 appeal
225 appealing
619 appear
451 appearance
139 appearances
371 appeared
141 appearing
841 appears
507 appreciate
196 appreciated
88 appreciation
372 approach
221 appropriate
101 april
337 area
116 areas
886 aren
90 arguably
111 argue
118 argument
152 arm
95 armed
175 arms
454 army
148 arnold
3616 around
126 arrested
87 arrival
114 arrive
93 arrived
162 arrives
99 arrogant
1293 art
373 arthur
94 artificial
331 artist
339 artistic
182 artists
310 arts
158 ashamed
89 ashley
237 asian
473 aside
648 ask
295 asked
228 asking
329 asks
213 asleep
454 aspect
398 aspects
267 ass
85 assassin
88 assault
83 assigned
148 assistant
131 associated
229 assume
82 assumed
132 astaire
79 astonishing
111 atlantis
735 atmosphere
148 atmospheric
197 atrocious
132 attached
449 attack
158 attacked
158 attacks
1050 attempt
136 attempted
163 attempting
583 attempts
83 attend
906 attention
237 attitude
90 attitudes
89 attorney
123 attracted
143 attraction
352 attractive
2199 audience
476 audiences
113 audio
173 aunt
91 austen
82 austin
126 australia
206 australian
166 authentic
275 author
101 authority
388 available
720 average
775 avoid
102 avoided
106 awake
419 award
245 awards
277 aware
2775 away
101 awe
485 awesome
1724 awful
84 awfully
248 awkward
100 babe
693 baby
90 bacall
4972 back
105 backdrop
619 background
101 backgrounds
9301 bad
662 badly
150 bag
155 baker
130 bakshi
161 balance
80 baldwin
290 ball
94 ballet
93 balls
529 band
93 bands
108 bang
265 bank
108 banned
387 bar
243 barbara
114 bare
483 barely
86 bargain
134 barry
88 barrymore
173 base
215 baseball
1430 based
143 basement
519 basic
906 basically
169 basis
88 basketball
168 bat
93 bath
114 bathroom
432 batman
614 battle
136 battles
89 bay
189 bbc
191 beach
251 bear
140 bears
187 beast
354 beat
124 beaten
138 beating
111 beats
113 beatty
2177 beautiful
436 beautifully
655 beauty
697 became
1544 become
1380 becomes
348 becoming
384 bed
107 bedroom
123 beer
318 began
678 begin
1401 beginning
795 begins
94 behave
261 behavior
1280 behind
128 beings
94 bela
188 belief
92 beliefs
711 believable
2505 believe
208 believed
228 believes
137 believing
112 bell
85 belong
142 belongs
178 beloved
87 belushi
616 ben
104 beneath
102 benefit
96 bergman
99 berlin
410 besides
6414 best
244 bet
155 bette
5737 better
163 bettie
89 betty
866 beyond
134 bible
3477 big
268 bigger
515 biggest
89 biko
633 bill
79 billed
375 billy
110 bin
82 biography
113 bird
116 birds
196 birth
137 birthday
3054 bit
114 bite
295 bits
164 bitter
499 bizarre
2033 black
95 blade
195 blah
167 blair
110 blake
290 blame
273 bland
122 blank
79 blast
104 blatant
119 bleak
113 blend
101 blew
262 blind
122 blob
113 block
187 blockbuster
97 blond
270 blonde
1185 blood
302 bloody
202 blow
108 blowing
184 blown
122 blows
431 blue
100 blues
94 blunt
156 bo
250 board
254 boat
266 bob
138 bobby
217 bodies
972 body
102 bold
143 boll
169 bollywood
235 bomb
340 bond
114 bone
97 bonus
2421 book
505 books
93 boom
95 boot
124 border
181 bore
529 bored
141 boredom
1809 boring
385 born
84 borrowed
415 boss
395 bother
187 bothered
91 bottle
421 bottom
458 bought
179 bound
190 bourne
637 box
126 boxing
1560 boy
399 boyfriend
79 boyle
618 boys
175 brad
109 brady
474 brain
109 brains
186 branagh
135 brand
158 brando
202 brave
116 brazil
611 break
231 breaking
259 breaks
128 breasts
177 breath
168 breathtaking
84 brenda
352 brian
136 bride
157 bridge
395 brief
135 briefly
273 bright
129 brilliance
1195 brilliant
248 brilliantly
869 bring
216 bringing
630 brings
149 britain
898 british
115 broad
114 broadcast
242 broadway
151 broke
278 broken
105 brooklyn
169 brooks
128 brosnan
1107 brother
557 brothers
737 brought
271 brown
393 bruce
303 brutal
81 brutality
90 brutally
175 buck
124 bucks
83 bud
109 buddies
258 buddy
1836 budget
102 buff
82 buffalo
98 buffs
119 bug
152 bugs
318 build
395 building
94 buildings
114 builds
236 built
102 bull
109 bullet
124 bullets
85 bumbling
813 bunch
126 buried
127 burn
114 burned
144 burning
183 burns
167 burt
152 burton
186 bus
136 bush
624 business
83 businessman
81 buster
162 busy
86 butler
123 butt
96 button
763 buy
184 buying
175 cabin
279 cable
296 cage
124 cagney
204 caine
98 cake
84 caliber
189 california
923 call
1433 called
176 calling
260 calls
86 calm
1673 came
259 cameo
146 cameos
1778 camera
110 cameras
123 cameron
463 camp
97 campbell
179 campy
139 canada
226 canadian
289 candy
84 cannibal
1096 cannot
202 cant
228 capable
89 capital
326 captain
119 captivating
287 capture
261 captured
216 captures
88 capturing
1224 car
150 card
131 cardboard
99 cards
1385 care
121 cared
1007 career
107 careers
90 careful
134 carefully
88 carell
228 cares
166 caring
109 carl
85 carla
138 carol
161 carpenter
94 carradine
131 carrey
117 carrie
163 carried
163 carries
326 carry
165 carrying
279 cars
151 carter
545 cartoon
205 cartoons
108 cary
1533 case
163 cases
236 cash
85 cassidy
3827 cast
621 casting
339 castle
547 cat
447 catch
106 catches
92 catching
91 catchy
211 category
142 catherine
152 catholic
110 cats
555 caught
534 cause
237 caused
166 causes
107 causing
98 cave
97 cd
102 celebrity
176 cell
107 celluloid
232 center
109 centered
91 centers
411 central
528 century
764 certain
1462 certainly
96 cg
325 cgi
122 chain
157 chair
165 challenge
88 challenging
81 championship
207 chan
1067 chance
133 chances
959 change
484 changed
386 changes
194 changing
442 channel
86 channels
105 chaos
150 chaplin
88 chapter
7022 character
123 characterization
7154 characters
168 charge
138 charisma
135 charismatic
408 charles
439 charlie
98 charlotte
407 charm
471 charming
438 chase
98 chased
143 chases
145 chasing
217 che
892 cheap
92 cheated
103 cheating
762 check
80 checked
139 checking
114 cheek
158 cheese
634 cheesy
490 chemistry
96 chess
93 chest
92 chicago
233 chick
80 chicken
89 chicks
229 chief
1320 child
356 childhood
117 childish
1510 children
169 chilling
188 china
337 chinese
528 choice
171 choices
226 choose
85 chooses
99 choreographed
115 choreography
99 chorus
202 chose
232 chosen
421 chris
183 christ
373 christian
79 christianity
92 christians
623 christmas
415 christopher
97 christy
142 chuck
406 church
123 cia
233 cinderella
1491 cinema
412 cinematic
101 cinematographer
983 cinematography
103 circle
218 circumstances
88 cities
125 citizen
1195 city
140 civil
93 civilization
222 claim
100 claimed
205 claims
173 claire
204 clark
893 class
106 classes
1828 classic
88 classical
233 classics
80 claus
243 clean
786 clear
899 clearly
533 clever
94 cleverly
840 clich
96 cliche
112 cliff
93 climactic
422 climax
110 clint
83 clip
162 clips
96 clock
1296 close
92 closed
140 closely
206 closer
94 closest
103 closet
177 closing
328 clothes
110 clothing
107 clown
434 club
224 clue
123 clues
105 clumsy
603 co
102 coach
80 coast
241 code
106 coffee
109 coherent
571 cold
132 cole
343 collection
496 college
106 colonel
402 color
144 colorful
199 colors
138 colour
206 columbo
218 com
109 combat
231 combination
94 combine
198 combined
3189 come
159 comedian
315 comedic
439 comedies
3243 comedy
2483 comes
80 comfort
110 comfortable
901 comic
171 comical
133 comics
1062 coming
99 command
653 comment
318 commentary
100 commented
779 comments
239 commercial
116 commercials
127 commit
195 committed
509 common
103 communist
290 community
80 companies
104 companion
515 company
325 compare
538 compared
96 comparing
251 comparison
81 compassion
87 compelled
385 compelling
140 competent
127 competition
115 complain
139 complaint
1035 complete
1889 completely
427 complex
90 complexity
178 complicated
111 composed
82 composer
468 computer
180 con
120 conceived
520 concept
97 concern
269 concerned
115 concerning
140 concerns
143 concert
490 conclusion
143 condition
80 conditions
81 confess
95 confidence
273 conflict
93 conflicts
79 confrontation
377 confused
368 confusing
163 confusion
117 connect
147 connected
258 connection
94 connery
123 consequences
95 conservative
513 consider
97 considerable
483 considered
545 considering
96 consistent
104 consistently
144 consists
126 conspiracy
291 constant
416 constantly
95 constructed
91 construction
151 contact
156 contain
113 contained
411 contains
211 contemporary
366 content
83 contest
260 context
307 continue
128 continued
261 continues
212 continuity
130 contract
116 contrary
224 contrast
227 contrived
510 control
152 controversial
109 conventional
188 conversation
110 conversations
171 convey
197 convince
216 convinced
538 convincing
93 convincingly
121 convoluted
159 cook
971 cool
166 cooper
620 cop
90 copies
301 cops
575 copy
259 core
153 corner
258 corny
96 corporate
127 corpse
223 correct
82 correctly
133 corrupt
100 corruption
220 cost
233 costs
223 costume
418 costumes
7921 could
1499 couldn
352 count
87 counter
136 countless
151 countries
935 country
103 countryside
1719 couple
93 couples
148 courage
2506 course
193 court
147 cousin
525 cover
212 covered
135 covers
212 cowboy
132 cox
106 crack
79 cracking
113 craft
167 crafted
122 craig
1039 crap
242 crappy
201 crash
118 craven
82 crawford
79 crazed
657 crazy
612 create
542 created
245 creates
284 creating
129 creation
361 creative
85 creativity
91 creator
127 creators
340 creature
214 creatures
153 credibility
153 credible
530 credit
674 credits
91 creep
638 creepy
569 crew
117 cried
757 crime
139 crimes
325 criminal
174 criminals
107 cringe
152 crisis
124 critic
175 critical
173 criticism
398 critics
94 crocodile
325 cross
226 crowd
86 crucial
187 crude
181 cruel
128 cruise
102 crush
399 cry
191 crying
83 crystal
109 cuba
147 cube
483 cult
184 cultural
495 culture
124 cup
101 cure
124 curiosity
262 curious
257 current
113 currently
147 curse
142 curtis
137 cusack
1035 cut
581 cute
274 cuts
211 cutting
154 cynical
80 da
491 dad
107 daddy
163 daily
97 dalton
108 damage
84 damme
356 damn
89 damon
264 dan
83 dana
744 dance
149 dancer
116 dancers
103 dances
529 dancing
116 danes
215 danger
291 dangerous
237 daniel
330 danny
138 dare
114 daring
1380 dark
117 darker
193 darkness
83 darren
435 date
267 dated
107 dating
1138 daughter
174 daughters
117 dave
1024 david
129 davies
354 davis
136 dawn
130 dawson
2746 day
1268 days
730 de
1881 dead
201 deadly
82 deaf
717 deal
267 dealing
258 deals
137 dealt
188 dean
146 dear
1908 death
205 deaths
260 debut
255 decade
177 decades
82 deceased
1157 decent
482 decide
705 decided
546 decides
240 decision
105 decisions
99 dedicated
82 dee
653 deep
177 deeper
320 deeply
107 defeat
95 defend
86 defense
87 defined
117 definite
1580 definitely
83 definition
204 degree
97 del
108 deliberately
157 delight
274 delightful
328 deliver
243 delivered
94 delivering
356 delivers
184 delivery
90 demand
113 demands
89 demented
79 demise
183 demon
192 demons
82 deniro
176 dennis
152 dentist
141 denzel
194 department
210 depicted
82 depicting
172 depiction
90 depicts
99 depressed
226 depressing
129 depression
511 depth
86 der
151 derek
89 descent
330 describe
233 described
102 describes
175 description
250 desert
287 deserve
291 deserved
591 deserves
342 design
206 designed
91 designs
304 desire
91 desired
86 despair
323 desperate
179 desperately
104 desperation
1364 despite
104 destiny
219 destroy
178 destroyed
94 destroying
142 destruction
345 detail
108 detailed
410 details
460 detective
164 determined
252 develop
404 developed
102 developing
641 development
144 develops
181 device
314 devil
104 devoid
109 devoted
769 dialog
142 dialogs
1542 dialogue
110 dialogues
125 diamond
101 diana
103 diane
295 dick
94 dickens
4337 didn
794 die
512 died
386 dies
376 difference
115 differences
2385 different
695 difficult
142 dig
126 digital
118 dignity
83 dimension
255 dimensional
82 din
154 dinner
99 dinosaur
111 dinosaurs
122 dire
366 direct
1204 directed
644 directing
1372 direction
80 directions
193 directly
4444 director
121 directorial
675 directors
103 directs
334 dirty
131 disagree
101 disappear
99 disappeared
98 disappoint
917 disappointed
420 disappointing
404 disappointment
320 disaster
175 disbelief
119 disc
266 discover
267 discovered
240 discovers
116 discovery
106 discuss
118 discussion
128 disease
221 disgusting
102 disjointed
150 dislike
79 disliked
754 disney
205 display
99 displayed
114 displays
118 distance
124 distant
84 distinct
107 distracting
82 distribution
107 disturbed
484 disturbing
102 divorce
94 dixon
137 doc
625 doctor
121 documentaries
953 documentary
4551 doesn
688 dog
199 dogs
104 doll
169 dollar
200 dollars
96 dolls
85 dolph
86 domestic
98 domino
191 donald
3094 done
115 donna
123 doo
90 doom
104 doomed
432 door
125 doors
142 dorothy
399 double
756 doubt
82 doubts
315 douglas
79 downey
96 downhill
188 downright
196 dozen
103 dozens
702 dr
121 dracula
211 drag
138 dragged
186 dragon
130 drags
89 drake
1411 drama
141 dramas
667 dramatic
198 draw
114 drawing
428 drawn
118 draws
240 dreadful
663 dream
436 dreams
87 dreary
81 dreck
181 dress
293 dressed
86 dressing
245 drew
148 drink
175 drinking
448 drive
125 drivel
239 driven
195 driver
155 drives
269 driving
205 drop
131 dropped
85 dropping
102 drops
403 drug
325 drugs
292 drunk
119 drunken
230 dry
96 dub
224 dubbed
153 dubbing
83 dud
182 dude
909 due
132 duke
816 dull
609 dumb
121 duo
91 dust
104 dutch
106 duty
2344 dvd
314 dying
112 dynamic
94 eager
86 ear
87 earl
662 earlier
1605 early
100 earned
99 ears
928 earth
110 ease
132 easier
892 easily
170 east
83 eastern
138 eastwood
802 easy
275 eat
90 eaten
278 eating
109 eccentric
341 ed
310 eddie
95 edgar
441 edge
82 edgy
107 edie
262 edited
774 editing
89 edition
119 editor
97 education
83 educational
204 edward
141 eerie
633 effect
512 effective
187 effectively
2204 effects
792 effort
254 efforts
128 ego
221 eight
101 eighties
1866 either
118 elaborate
119 elderly
93 elegant
392 element
783 elements
99 elephant
175 elizabeth
122 ellen
84 elm
1998 else
139 elsewhere
153 elvira
154 elvis
158 em
163 embarrassed
226 embarrassing
96 embarrassment
122 emily
202 emma
396 emotion
657 emotional
241 emotionally
389 emotions
84 empathy
97 emperor
101 emphasis
124 empire
274 empty
90 en
175 encounter
140 encounters
5648 end
139 endearing
556 ended
2358 ending
104 endings
235 endless
984 ends
99 endure
104 enemies
203 enemy
317 energy
93 engage
110 engaged
312 engaging
305 england
986 english
1811 enjoy
842 enjoyable
1245 enjoyed
162 enjoying
150 enjoyment
112 enjoys
103 enormous
3452 enough
149 ensemble
88 ensues
196 enter
104 enterprise
131 enters
172 entertain
237 entertained
1442 entertaining
878 entertainment
86 enthusiasm
1460 entire
532 entirely
145 entry
175 environment
318 epic
1659 episode
938 episodes
143 equal
432 equally
84 equipment
87 equivalent
79 er
614 era
265 eric
201 erotic
108 errors
538 escape
110 escaped
163 escapes
2534 especially
138 essence
162 essential
257 essentially
164 established
128 estate
103 et
1212 etc
92 ethan
83 eugene
216 europe
284 european
140 eva
117 eve
12646 even
246 evening
373 event
910 events
720 eventually
5995 ever
3977 every
411 everybody
167 everyday
2222 everyone
2321 everything
190 everywhere
223 evidence
127 evident
1446 evil
468 ex
189 exact
995 exactly
120 exaggerated
79 examination
1373 example
181 examples
2069 excellent
1129 except
401 exception
148 exceptional
86 exceptionally
87 excessive
80 exchange
230 excited
221 excitement
515 exciting
419 excuse
241 executed
189 execution
132 executive
130 exercise
300 exist
114 existed
259 existence
161 existent
161 exists
104 exotic
1176 expect
404 expectations
704 expected
588 expecting
81 expedition
140 expensive
1059 experience
192 experienced
200 experiences
170 experiment
79 experimental
90 experiments
176 expert
451 explain
285 explained
107 explaining
193 explains
290 explanation
119 explicit
233 exploitation
92 exploration
118 explore
106 explored
112 explosion
109 explosions
117 exposed
82 exposure
189 express
83 expressed
169 expression
155 expressions
115 extended
171 extent
315 extra
173 extraordinary
228 extras
350 extreme
1069 extremely
849 eye
133 eyed
1216 eyes
115 eyre
178 fabulous
1645 face
204 faced
345 faces
177 facial
96 facing
3523 fact
218 factor
142 factory
224 facts
285 fail
483 failed
119 failing
606 fails
247 failure
455 fair
587 fairly
214 fairy
297 faith
178 faithful
473 fake
122 falk
770 fall
165 fallen
383 falling
851 falls
193 false
230 fame
538 familiar
239 families
3200 family
771 famous
1911 fan
119 fancy
1421 fans
798 fantastic
649 fantasy
2977 far
122 farce
210 fare
115 farm
89 farrell
88 fascinated
391 fascinating
341 fashion
138 fashioned
897 fast
100 faster
275 fat
124 fatal
271 fate
2123 father
240 fault
97 faults
250 favor
1232 favorite
187 favorites
329 favourite
121 fay
153 fbi
538 fear
126 fears
791 feature
192 featured
643 features
277 featuring
82 fed
87 feed
2950 feel
1145 feeling
395 feelings
810 feels
236 feet
121 felix
346 fell
372 fellow
1528 felt
944 female
84 feminist
80 femme
137 fest
399 festival
103 fetched
116 fever
661 fi
133 fianc
476 fiction
188 fictional
84 fido
290 field
79 fields
127 fifteen
1148 fight
111 fighter
607 fighting
285 fights
758 figure
187 figured
191 figures
80 files
231 fill
551 filled
40146 film
763 filmed
393 filming
334 filmmaker
566 filmmakers
6887 films
1329 final
267 finale
1536 finally
105 financial
4130 find
358 finding
948 finds
1324 fine
278 finest
97 finger
410 finish
302 finished
632 fire
133 fired
81 firm
9061 first
90 firstly
157 fish
129 fisher
489 fit
215 fits
137 fitting
933 five
100 fix
149 flash
176 flashback
240 flashbacks
577 flat
140 flaw
156 flawed
125 flawless
362 flaws
247 flesh
1258 flick
357 flicks
105 flies
177 flight
89 floating
281 floor
108 flop
107 florida
161 flow
232 fly
357 flying
147 flynn
509 focus
203 focused
182 focuses
106 focusing
116 folk
346 folks
785 follow
373 followed
564 following
499 follows
102 fond
111 fonda
332 food
219 fool
95 fooled
259 foot
651 footage
221 football
120 forbidden
514 force
660 forced
272 forces
304 ford
237 foreign
191 forest
392 forever
716 forget
205 forgettable
131 forgive
178 forgot
353 forgotten
765 form
179 format
509 former
100 forms
252 formula
98 formulaic
190 forth
159 fortunately
144 fortune
103 forty
651 forward
185 foster
81 fought
111 foul
2572 found
912 four
176 fourth
336 fox
246 frame
234 france
154 franchise
91 francis
123 francisco
98 franco
457 frank
92 frankenstein
90 frankie
256 frankly
117 freak
303 fred
287 freddy
697 free
242 freedom
188 freeman
789 french
87 frequent
157 frequently
376 fresh
198 friday
1442 friend
193 friendly
1788 friends
283 friendship
195 frightening
595 front
125 frustrated
79 frustrating
103 frustration
284 fu
114 fulci
1779 full
83 fuller
426 fully
2694 fun
106 funeral
173 funnier
358 funniest
4288 funny
83 furious
106 furthermore
83 fury
900 future
120 futuristic
121 fx
90 gabriel
110 gadget
140 gag
262 gags
143 gain
1281 game
340 games
121 gandhi
421 gang
259 gangster
94 gangsters
459 garbage
103 garbo
109 garden
272 gary
195 gas
1216 gave
609 gay
361 gem
90 gender
277 gene
765 general
468 generally
85 generated
235 generation
80 generations
105 generic
124 generous
452 genius
1254 genre
113 genres
116 gentle
84 gentleman
256 genuine
251 genuinely
862 george
91 gerard
516 german
91 germans
227 germany
9310 get
3204 gets
1627 getting
484 ghost
181 ghosts
118 giallo
379 giant
131 gift
84 gifted
107 ginger
2853 girl
636 girlfriend
1211 girls
3376 give
1846 given
1576 gives
839 giving
450 glad
157 glass
80 glasses
118 glenn
149 glimpse
94 global
104 glorious
147 glory
142 glover
5156 go
137 goal
1207 god
134 godfather
105 godzilla
2441 goes
4101 going
295 gold
123 goldberg
259 golden
754 gone
241 gonna
15140 good
106 goodness
161 goofy
245 gordon
1038 gore
368 gorgeous
234 gory
3583 got
136 gothic
129 gotta
286 gotten
424 government
109 grab
80 grabs
328 grace
462 grade
118 gradually
86 graham
307 grand
98 grandfather
127 grandmother
262 grant
201 granted
239 graphic
169 graphics
97 grasp
237 gratuitous
189 grave
121 gray
89 grayson
9058 great
174 greater
745 greatest
154 greatly
82 greatness
86 greed
91 greedy
113 greek
404 green
83 greg
79 gregory
250 grew
158 grey
79 grief
102 griffith
188 grim
103 grinch
150 gripping
196 gritty
179 gross
353 ground
1034 group
108 groups
224 grow
297 growing
252 grown
134 grows
163 gruesome
91 guarantee
165 guard
1310 guess
99 guessed
151 guessing
133 guest
125 guide
142 guilt
198 guilty
563 gun
94 gundam
283 guns
143 guts
3035 guy
1304 guys
184 ha
281 hadn
505 hair
105 hal
2094 half
173 halfway
221 hall
244 halloween
84 ham
113 hamilton
145 hamlet
111 hammer
1257 hand
181 handed
127 handful
167 handle
208 handled
632 hands
228 handsome
143 hang
215 hanging
105 hank
140 hanks
1043 happen
1076 happened
383 happening
1080 happens
152 happily
186 happiness
965 happy
2668 hard
102 hardcore
112 harder
613 hardly
177 hardy
81 harm
256 harris
461 harry
200 harsh
106 hart
101 hartley
107 harvey
376 hasn
212 hat
789 hate
296 hated
104 hates
121 hatred
217 haunted
229 haunting
813 haven
79 hawke
108 hbo
1541 head
169 headed
291 heads
137 health
733 hear
1111 heard
231 hearing
1328 heart
225 hearted
135 hearts
128 heat
320 heaven
180 heavily
492 heavy
222 heck
85 heights
391 held
152 helen
97 helicopter
1025 hell
90 hello
1895 help
324 helped
176 helping
360 helps
155 hence
407 henry
1056 hero
318 heroes
115 heroic
291 heroine
136 heston
409 hey
342 hidden
210 hide
103 hideous
144 hiding
2161 high
289 higher
106 highest
202 highlight
125 highlights
1147 highly
973 hilarious
86 hilariously
243 hill
152 hills
147 hint
103 hints
181 hip
84 hippie
130 hire
188 hired
407 historical
86 historically
1332 history
1088 hit
209 hitchcock
305 hitler
272 hits
137 hitting
126 ho
188 hoffman
545 hold
209 holding
300 holds
167 hole
367 holes
148 holiday
113 hollow
107 holly
1907 hollywood
163 holmes
113 holy
133 homage
1877 home
140 homeless
103 homer
90 homosexual
481 honest
453 honestly
99 honesty
191 hong
173 honor
162 hood
99 hook
139 hooked
95 hop
1446 hope
144 hoped
214 hopefully
82 hopeless
273 hopes
407 hoping
98 hopper
134 horrendous
1201 horrible
214 horribly
116 horrid
159 horrific
95 horrifying
3591 horror
124 horrors
298 horse
145 horses
356 hospital
146 host
688 hot
396 hotel
1188 hour
983 hours
2184 house
84 household
105 houses
260 howard
3537 however
141 hudson
944 huge
111 hugh
138 huh
1596 human
282 humanity
319 humans
94 humble
1311 humor
263 humorous
441 humour
149 hundred
151 hundreds
98 hung
222 hunt
239 hunter
90 hunters
143 hunting
382 hurt
99 hurts
1026 husband
79 husbands
96 hyde
134 hype
117 hysterical
132 ian
282 ice
85 icon
2043 idea
103 ideal
595 ideas
130 identify
256 identity
185 idiot
145 idiotic
118 idiots
96 ignorant
177 ignore
120 ignored
366 ii
135 iii
290 ill
90 illegal
89 illness
98 illogical
92 im
379 image
186 imagery
472 images
356 imagination
140 imaginative
737 imagine
116 imagined
702 imdb
85 imitation
80 immediate
462 immediately
102 immensely
374 impact
108 implausible
134 importance
931 important
127 importantly
496 impossible
104 impress
352 impressed
405 impression
500 impressive
97 improve
115 improved
85 improvement
79 inability
95 inane
90 inappropriate
115 incident
375 include
272 included
321 includes
1052 including
138 incoherent
87 incompetent
89 incomprehensible
131 increasingly
563 incredible
626 incredibly
722 indeed
314 independent
179 india
405 indian
122 indians
181 indie
237 individual
126 individuals
83 inducing
80 indulgent
345 industry
175 inept
131 inevitable
82 inevitably
148 infamous
94 inferior
211 influence
107 influenced
335 information
107 ingredients
209 initial
178 initially
210 inner
154 innocence
416 innocent
110 innovative
241 insane
600 inside
187 insight
162 inspector
169 inspiration
348 inspired
135 inspiring
121 installment
289 instance
104 instant
128 instantly
2190 instead
86 instinct
213 insult
128 insulting
82 integrity
176 intellectual
327 intelligence
534 intelligent
388 intended
344 intense
158 intensity
117 intent
132 intention
90 intentionally
161 intentions
99 interaction
1033 interest
649 interested
3128 interesting
82 interests
266 international
155 internet
162 interpretation
180 interview
158 interviews
88 intimate
109 intrigue
120 intrigued
301 intriguing
84 introduce
313 introduced
99 introduces
168 introduction
91 invasion
80 invented
97 inventive
112 investigate
128 investigation
200 invisible
99 involve
1076 involved
114 involvement
224 involves
465 involving
93 iran
85 iraq
115 ireland
195 irish
94 iron
162 ironic
123 ironically
148 irony
85 irrelevant
231 irritating
535 island
3186 isn
98 isolated
85 israel
287 issue
418 issues
527 italian
153 italy
925 jack
232 jackie
340 jackson
172 jail
160 jake
1068 james
128 jamie
657 jane
292 japan
714 japanese
330 jason
90 jaw
87 jaws
157 jay
109 jazz
121 jealous
353 jean
300 jeff
107 jeffrey
259 jennifer
94 jenny
138 jeremy
134 jerk
380 jerry
130 jesse
171 jessica
289 jesus
128 jet
164 jewish
488 jim
274 jimmy
302 joan
2274 job
185 jobs
690 joe
81 joel
128 joey
2208 john
312 johnny
191 johnson
167 join
90 joined
623 joke
977 jokes
187 jon
99 jonathan
406 jones
232 joseph
83 josh
112 journalist
439 journey
293 joy
302 jr
278 judge
102 judging
100 judy
188 julia
86 julian
174 julie
300 jump
92 jumped
125 jumping
160 jumps
90 june
188 jungle
91 junior
190 junk
418 justice
98 justify
89 justin
110 juvenile
135 kane
79 kansas
114 kapoor
115 karen
148 karloff
300 kate
91 kay
308 keaton
1601 keep
276 keeping
642 keeps
88 keith
429 kelly
123 ken
108 kennedy
116 kenneth
750 kept
289 kevin
425 key
99 khan
264 kick
98 kicked
92 kicking
133 kicks
1199 kid
109 kidding
128 kidnapped
1844 kids
1234 kill
1111 killed
1455 killer
245 killers
694 killing
132 killings
530 kills
209 kim
2783 kind
275 kinda
191 kinds
999 king
95 kingdom
114 kirk
171 kiss
83 kissing
118 kitchen
897 knew
147 knife
139 knock
6166 know
447 knowing
283 knowledge
1080 known
901 knows
270 kong
131 korean
130 kubrick
128 kudos
80 kumar
243 kung
83 kurosawa
149 kurt
96 kyle
552 la
131 lab
1058 lack
121 lacked
277 lacking
79 lackluster
365 lacks
295 ladies
848 lady
160 laid
250 lake
742 lame
362 land
81 landing
115 landscape
86 landscapes
170 lane
529 language
556 large
227 largely
143 larger
183 larry
2933 last
99 lasted
1211 late
96 lately
2200 later
201 latest
94 latin
361 latter
1374 laugh
422 laughable
82 laughably
366 laughed
528 laughing
658 laughs
244 laughter
166 laura
121 laurel
510 law
111 lawrence
96 laws
210 lawyer
93 lay
168 lazy
143 le
1310 lead
248 leader
622 leading
750 leads
176 league
720 learn
254 learned
175 learning
226 learns
3112 least
1107 leave
683 leaves
482 leaving
330 led
814 lee
2125 left
112 leg
80 legacy
87 legal
301 legend
192 legendary
160 legs
109 lemmon
99 lena
336 length
89 lengthy
96 leo
81 leon
111 leonard
84 les
205 lesbian
173 leslie
2002 less
165 lesser
256 lesson
151 lessons
2341 let
334 lets
139 letter
95 letters
146 letting
963 level
235 levels
276 lewis
114 li
121 liberal
140 library
171 lie
290 lies
6628 life
104 lifestyle
187 lifetime
976 light
361 lighting
181 lights
382 likable
20274 like
1516 liked
422 likely
466 likes
89 likewise
108 liking
132 lily
303 limited
99 limits
176 lincoln
105 linda
1870 line
206 liners
1552 lines
100 link
166 lion
109 lips
186 lisa
585 list
125 listed
331 listen
187 listening
109 lit
468 literally
91 literature
6435 little
1552 live
382 lived
88 lively
1392 lives
1063 living
2901 ll
139 lloyd
116 load
85 loaded
100 loads
877 local
336 location
263 locations
167 locked
79 logan
250 logic
122 logical
106 lol
460 london
87 lone
188 lonely
3449 long
477 longer
4145 look
1010 looked
2483 looking
2413 looks
278 loose
118 loosely
348 lord
123 los
345 lose
140 loser
88 losers
263 loses
220 losing
271 loss
1554 lost
3979 lot
799 lots
124 lou
436 loud
225 louis
90 louise
220 lousy
144 lovable
6453 love
1428 loved
424 lovely
397 lover
291 lovers
404 loves
316 loving
1799 low
214 lower
92 lowest
100 loyal
80 loyalty
143 lucas
262 luck
130 luckily
258 lucky
160 lucy
176 ludicrous
195 lugosi
258 luke
100 lumet
92 lundgren
108 lust
146 lying
278 lynch
104 lyrics
98 macarthur
324 machine
113 machines
102 macy
499 mad
8362 made
162 madness
111 madonna
131 mafia
136 magazine
105 maggie
468 magic
194 magical
261 magnificent
84 maid
90 mail
2264 main
393 mainly
202 mainstream
93 maintain
927 major
238 majority
8021 make
167 maker
490 makers
4202 makes
206 makeup
2961 making
666 male
93 mall
80 malone
5982 man
272 manage
425 managed
159 manager
583 manages
121 manhattan
83 maniac
88 manipulative
89 mankind
124 mann
410 manner
161 mansion
6675 many
84 map
103 march
114 margaret
175 maria
253 marie
99 mario
86 marion
645 mark
218 market
84 marketing
120 marks
417 marriage
590 married
226 marry
93 mars
80 marshall
328 martial
367 martin
90 marty
160 marvelous
567 mary
221 mask
79 masks
161 mass
145 massacre
83 masses
192 massive
453 master
87 masterful
612 masterpiece
85 masterpieces
107 masters
587 match
89 matched
101 matches
122 mate
760 material
197 matrix
226 matt
1127 matter
224 matters
156 matthau
115 matthew
182 mature
215 max
3386 may
2340 maybe
96 mayor
83 mclaglen
1683 mean
473 meaning
144 meaningful
108 meaningless
761 means
614 meant
249 meanwhile
104 measure
127 meat
85 mechanical
305 media
152 medical
365 mediocre
132 medium
668 meet
237 meeting
677 meets
119 mel
188 melodrama
122 melodramatic
101 melting
327 member
552 members
666 memorable
279 memories
306 memory
1909 men
100 menace
126 menacing
309 mental
160 mentally
811 mention
564 mentioned
85 mentioning
85 mentions
181 mere
359 merely
112 merit
81 merits
83 meryl
641 mess
829 message
131 messages
91 messed
286 met
189 metal
81 metaphor
103 method
85 methods
184 mexican
185 mexico
199 mgm
1333 michael
172 michelle
108 mickey
319 mid
956 middle
178 midnight
2919 might
87 mighty
132 miike
281 mike
133 mild
174 mildly
115 mildred
123 mile
260 miles
462 military
79 milk
104 mill
169 miller
397 million
79 millionaire
149 millions
91 min
1995 mind
162 minded
154 mindless
185 minds
275 mine
213 mini
119 minimal
84 minimum
400 minor
789 minute
2950 minutes
94 miracle
168 mirror
143 miscast
100 miserable
124 miserably
92 misery
883 miss
565 missed
118 misses
594 missing
265 mission
426 mistake
108 mistaken
200 mistakes
88 mistress
125 mitchell
367 mix
287 mixed
103 mixture
83 miyazaki
83 mm
157 mob
240 model
105 models
929 modern
120 modesty
89 molly
367 mom
1112 moment
1663 moments
84 mon
2362 money
85 monk
132 monkey
98 monkeys
655 monster
277 monsters
103 montage
95 montana
147 month
272 months
432 mood
98 moody
296 moon
227 moore
366 moral
122 morality
275 morgan
266 morning
83 moronic
98 morris
941 mostly
1524 mother
449 motion
122 motivation
95 motivations
103 motives
196 mountain
110 mountains
168 mouse
332 mouth
727 move
322 moved
206 movement
115 movements
530 moves
44030 movie
7663 movies
854 moving
1448 mr
260 mrs
350 ms
180 mst
86 mtv
9765 much
140 multi
190 multiple
108 mummy
86 mundane
1063 murder
260 murdered
179 murderer
109 murderous
367 murders
213 murphy
81 murray
96 museum
3056 music
992 musical
175 musicals
85 muslim
3249 must
97 myers
105 mysteries
404 mysterious
850 mystery
98 nail
218 naive
437 naked
1604 name
799 named
96 namely
391 names
227 nancy
192 narration
424 narrative
125 narrator
342 nasty
82 nathan
186 nation
255 national
238 native
463 natural
267 naturally
711 nature
162 navy
190 nazi
114 nazis
145 nd
824 near
109 nearby
815 nearly
149 neat
180 necessarily
324 necessary
141 neck
182 ned
1807 need
683 needed
162 needless
841 needs
352 negative
139 neighbor
143 neighborhood
89 neighbors
134 neil
537 neither
152 nelson
112 neo
84 nephew
83 nerd
97 nervous
190 network
6484 never
236 nevertheless
4310 new
89 newly
79 newman
331 news
113 newspaper
1716 next
2012 nice
299 nicely
92 nicholas
113 nicholson
293 nick
82 nicole
2163 night
318 nightmare
108 nightmares
130 nights
161 nine
86 ninja
100 niro
152 noble
452 nobody
419 noir
137 noise
222 nominated
98 nomination
898 non
1032 none
163 nonetheless
286 nonsense
82 nonsensical
457 normal
304 normally
127 norman
213 north
146 nose
91 nostalgia
97 nostalgic
168 notable
119 notably
199 notch
718 note
144 noted
122 notes
4290 nothing
366 notice
272 noticed
104 notion
172 notorious
86 novak
958 novel
168 novels
167 nowadays
443 nowhere
129 nuclear
198 nude
596 nudity
1006 number
403 numbers
270 numerous
125 nurse
88 nuts
86 nyc
142 object
79 objective
164 obnoxious
119 obscure
235 obsessed
162 obsession
1066 obvious
1163 obviously
106 occasion
193 occasional
256 occasionally
112 occur
114 occurred
131 occurs
103 ocean
582 odd
160 oddly
108 odds
104 offended
211 offensive
378 offer
192 offered
109 offering
346 offers
567 office
280 officer
107 officers
106 official
1601 often
1449 oh
142 oil
1016 ok
706 okay
4525 old
656 older
220 oliver
107 olivier
95 ollie
85 omen
26788 one
953 ones
89 online
328 onto
664 open
155 opened
978 opening
259 opens
396 opera
90 operation
959 opinion
89 opinions
85 opportunities
393 opportunity
122 opposed
266 opposite
85 orange
951 order
79 ordered
109 orders
267 ordinary
3375 original
171 originality
290 originally
85 orleans
96 orson
861 oscar
146 oscars
87 othello
1595 others
670 otherwise
114 ought
118 outcome
104 outer
101 outfit
124 outrageous
596 outside
417 outstanding
87 overacting
1433 overall
154 overcome
120 overdone
86 overlook
128 overlooked
249 overly
114 overrated
109 overwhelming
87 owen
263 owner
102 oz
550 pace
300 paced
295 pacing
202 pacino
152 pack
82 package
157 packed
390 page
358 paid
379 pain
417 painful
240 painfully
192 paint
102 painted
136 painting
241 pair
91 pal
84 palace
79 palance
108 palma
94 paltrow
85 pamela
103 pan
116 panic
94 pants
226 paper
229 par
89 parallel
93 paranoia
119 parent
762 parents
405 paris
371 park
243 parker
246 parody
4042 part
730 particular
1079 particularly
87 parties
127 partly
277 partner
1191 parts
550 party
420 pass
80 passable
246 passed
106 passes
191 passing
296 passion
99 passionate
1263 past
142 pat
197 path
468 pathetic
81 patience
158 patient
89 patients
223 patrick
897 paul
119 paulie
610 pay
184 paying
106 pays
205 peace
81 peak
94 pearl
9285 people
100 peoples
160 per
1597 perfect
144 perfection
637 perfectly
150 perform
2896 performance
1821 performances
192 performed
103 performer
150 performers
131 performing
84 performs
1681 perhaps
766 period
123 perry
1596 person
127 persona
629 personal
156 personalities
338 personality
446 personally
90 persons
266 perspective
166 pet
80 pete
769 peter
83 peters
83 petty
145 pg
89 phantom
80 phil
162 philip
99 philosophical
109 philosophy
321 phone
84 phony
86 photo
126 photographed
118 photographer
406 photography
95 photos
307 physical
150 physically
124 piano
452 pick
330 picked
122 picking
169 picks
1484 picture
453 pictures
142 pie
1536 piece
424 pieces
82 pierce
102 pig
207 pile
300 pilot
82 pin
85 pink
88 pit
155 pitch
194 pitt
229 pity
2411 place
188 placed
411 places
146 plague
568 plain
421 plan
322 plane
502 planet
101 planned
124 planning
204 plans
95 plant
148 plastic
87 plausible
2237 play
2588 played
300 player
286 players
1633 playing
2214 plays
234 pleasant
124 pleasantly
1045 please
127 pleased
309 pleasure
632 plenty
91 plight
6585 plot
285 plots
645 plus
85 poem
96 poetic
92 poetry
156 poignant
3225 point
135 pointed
504 pointless
814 points
93 pokemon
106 polanski
1097 police
85 polished
608 political
106 politically
208 politics
153 pool
1897 poor
713 poorly
316 pop
112 popcorn
89 pops
550 popular
83 popularity
113 population
366 porn
98 porno
104 portion
145 portrait
264 portray
508 portrayal
601 portrayed
227 portraying
229 portrays
179 position
518 positive
108 possessed
98 possibilities
107 possibility
999 possible
709 possibly
483 post
120 poster
100 pot
612 potential
91 potentially
133 poverty
213 powell
947 power
620 powerful
317 powers
234 practically
100 practice
171 praise
309 pre
121 precious
854 predictable
175 prefer
178 pregnant
712 premise
171 prepared
85 prequel
410 presence
616 present
160 presentation
415 presented
207 presents
251 president
127 press
80 pressure
80 preston
127 presumably
112 pretend
95 pretending
269 pretentious
3664 pretty
123 prevent
97 preview
630 previous
204 previously
79 prey
296 price
86 priceless
151 pride
226 priest
104 primarily
106 primary
202 prime
300 prince
197 princess
104 principal
200 print
192 prior
493 prison
89 prisoner
89 prisoners
270 private
95 prize
142 pro
2841 probably
1451 problem
886 problems
112 proceedings
88 proceeds
301 process
229 produce
555 produced
436 producer
491 producers
108 producing
232 product
1790 production
183 productions
335 professional
208 professor
139 profound
253 program
120 progress
91 progresses
492 project
131 projects
115 prom
219 promise
97 promised
84 promises
207 promising
148 proof
203 propaganda
229 proper
167 properly
87 property
106 props
109 prostitute
238 protagonist
146 protagonists
165 protect
188 proud
265 prove
249 proved
358 proves
305 provide
207 provided
350 provides
118 providing
166 provoking
112 pseudo
122 psychiatrist
85 psychic
247 psycho
265 psychological
120 psychotic
564 public
342 pull
273 pulled
121 pulling
184 pulls
111 pulp
173 punch
84 punishment
106 punk
81 puppet
96 purchase
90 purchased
562 pure
169 purely
116 purple
439 purpose
84 purposes
85 pursuit
124 push
127 pushed
118 pushing
2380 put
380 puts
369 putting
207 qualities
1301 quality
347 queen
183 quest
685 question
91 questionable
479 questions
338 quick
639 quickly
284 quiet
83 quinn
174 quirky
83 quit
3738 quite
145 quote
98 quotes
88 rabbit
365 race
189 rachel
99 racial
153 racism
177 racist
284 radio
111 rage
201 rain
79 raines
164 raise
170 raised
94 raising
147 ralph
114 rambo
83 ramones
239 ran
361 random
85 randomly
87 randy
234 range
86 rangers
102 rank
113 ranks
124 rap
365 rape
126 raped
442 rare
315 rarely
108 rat
626 rate
507 rated
2733 rather
928 rating
166 ratings
87 rats
82 rave
176 raw
378 ray
91 raymond
123 rd
4576 re
246 reach
115 reached
102 reaches
95 reaching
108 react
249 reaction
136 reactions
1964 read
80 reader
685 reading
93 reads
336 ready
4737 real
126 realise
279 realism
757 realistic
987 reality
654 realize
317 realized
199 realizes
98 realizing
11736 really
2323 reason
117 reasonable
119 reasonably
596 reasons
103 rebel
226 recall
112 receive
261 received
83 receives
510 recent
579 recently
90 recognition
195 recognize
113 recognized
1667 recommend
489 recommended
283 record
104 recorded
85 recording
819 red
326 redeeming
143 redemption
118 reduced
163 reed
88 reel
166 reference
249 references
92 reflect
81 reflection
206 refreshing
154 refuses
166 regard
174 regarding
125 regardless
189 regret
266 regular
86 reid
235 relate
202 related
94 relation
102 relations
966 relationship
361 relationships
126 relative
213 relatively
89 relatives
807 release
986 released
132 relevant
242 relief
106 relies
238 religion
310 religious
209 remain
120 remaining
439 remains
583 remake
309 remarkable
105 remarkably
91 remarks
1702 remember
258 remembered
157 remind
347 reminded
297 reminds
175 reminiscent
163 remote
189 remotely
108 removed
90 rendition
719 rent
214 rental
337 rented
177 renting
143 repeat
204 repeated
119 repeatedly
123 repetitive
162 replaced
96 report
213 reporter
103 represent
99 represented
132 represents
191 reputation
190 required
132 requires
231 rescue
222 research
107 resemblance
80 resemble
113 resembles
84 resident
84 resist
130 resolution
89 resort
89 resources
498 respect
83 respected
79 respectively
122 response
88 responsibility
275 responsible
1803 rest
119 restaurant
90 restored
632 result
82 resulting
274 results
161 retarded
82 retired
624 return
117 returned
126 returning
307 returns
151 reunion
189 reveal
256 revealed
122 revealing
183 reveals
133 revelation
555 revenge
848 review
240 reviewer
267 reviewers
717 reviews
188 revolution
103 revolutionary
154 revolves
128 rex
129 reynolds
587 rich
847 richard
90 richards
92 richardson
105 rick
118 rid
88 ridden
413 ride
964 ridiculous
112 ridiculously
155 riding
3313 right
184 rights
312 ring
185 rings
323 rip
138 ripped
235 rise
79 rises
89 rising
162 risk
80 rita
135 ritter
161 rival
289 river
99 riveting
435 road
252 rob
92 robbery
80 robbins
951 robert
142 roberts
248 robin
93 robinson
217 robot
112 robots
155 rochester
876 rock
102 rocket
138 rocks
86 rocky
203 roger
170 rogers
3188 role
1112 roles
338 roll
83 rolled
183 rolling
107 roman
694 romance
854 romantic
117 romero
81 romp
183 ron
945 room
99 rooms
87 rooney
122 root
82 roots
244 rose
82 ross
96 roth
96 rotten
186 rough
244 round
201 routine
132 row
228 roy
87 royal
90 rubber
275 rubbish
94 ruby
203 ruin
227 ruined
84 ruins
86 rukh
188 rule
231 rules
1217 run
992 running
513 runs
110 rural
139 rush
138 rushed
208 russell
79 russia
302 russian
121 ruth
101 ruthless
224 ryan
84 sabrina
127 sacrifice
996 sad
112 sadistic
575 sadly
112 sadness
227 safe
98 safety
101 saga
2196 said
246 sake
134 sally
456 sam
125 samurai
186 san
174 sandler
98 sandra
276 santa
94 sappy
192 sarah
293 sat
128 satan
261 satire
106 satisfied
87 satisfy
216 satisfying
220 saturday
128 savage
1023 save
276 saved
143 saves
276 saving
3167 saw
5395 say
946 saying
1110 says
209 scale
219 scare
98 scarecrow
304 scared
189 scares
988 scary
183 scenario
5378 scene
407 scenery
5207 scenes
106 scheme
1659 school
658 sci
549 science
119 scientific
336 scientist
140 scientists
136 scooby
97 scope
1030 score
91 scores
84 scotland
584 scott
93 scottish
268 scream
271 screaming
117 screams
2492 screen
173 screening
695 screenplay
161 screenwriter
3026 script
118 scripted
147 scripts
93 scrooge
264 sea
156 seagal
263 sean
298 search
147 searching
773 season
237 seasons
232 seat
1962 second
104 secondly
348 seconds
611 secret
138 secretary
93 secretly
113 secrets
206 section
194 security
11474 see
101 seed
2099 seeing
179 seek
161 seeking
86 seeks
2175 seem
1363 seemed
347 seemingly
3618 seems
6679 seen
537 sees
255 segment
139 segments
80 seldom
1185 self
112 selfish
232 sell
99 sellers
129 selling
210 semi
231 send
139 sends
2325 sense
101 senseless
181 sensitive
395 sent
105 sentence
146 sentimental
149 separate
93 september
818 sequel
224 sequels
875 sequence
728 sequences
394 serial
3415 series
989 serious
1002 seriously
167 serve
158 served
203 serves
209 service
86 serving
2455 set
852 sets
634 setting
175 settings
104 settle
359 seven
112 seventies
1420 several
98 severe
1683 sex
710 sexual
150 sexuality
134 sexually
445 sexy
103 sh
181 shadow
117 shadows
95 shake
296 shakespeare
80 shaky
133 shall
259 shallow
671 shame
81 shanghai
159 shape
367 share
141 shark
206 sharp
100 shaw
82 shed
247 sheer
103 shelf
95 shelley
244 sheriff
109 shine
149 shines
129 shining
347 ship
79 ships
103 shirley
118 shirt
385 shock
209 shocked
339 shocking
121 shoes
460 shoot
479 shooting
142 shoots
263 shop
1865 short
122 shortly
148 shorts
2051 shot
947 shots
339 shouldn
6294 show
90 showcase
84 showdown
489 showed
159 shower
775 showing
994 shown
2308 shows
167 shut
125 shy
487 sick
82 sid
1277 side
105 sidekick
157 sides
180 sidney
323 sight
274 sign
89 signed
80 significance
182 significant
106 signs
130 silence
439 silent
888 silly
139 silver
852 similar
98 similarities
98 similarly
84 simmons
272 simon
1023 simple
91 simplicity
101 simplistic
1965 simply
95 simpson
157 sin
245 sinatra
2906 since
86 sincere
270 sing
274 singer
79 singers
520 singing
918 single
148 sings
163 sinister
87 sink
185 sir
93 sirk
82 sissy
818 sister
207 sisters
709 sit
166 sitcom
244 site
95 sits
451 sitting
669 situation
486 situations
386 six
83 sixties
125 size
180 skill
267 skills
212 skin
305 skip
321 sky
121 slap
176 slapstick
491 slasher
89 slaughter
117 slave
164 sleazy
325 sleep
179 sleeping
80 slice
93 slick
137 slight
122 slightest
541 slightly
117 sloppy
1131 slow
412 slowly
1646 small
105 smaller
406 smart
289 smile
87 smiling
493 smith
118 smoke
134 smoking
128 smooth
110 snake
84 sneak
97 snl
152 snow
284 soap
101 soccer
582 social
674 society
83 soderbergh
297 soft
162 sold
348 soldier
422 soldiers
120 sole
97 solely
503 solid
100 solo
88 solution
139 solve
299 somebody
757 somehow
2339 someone
5077 something
1218 sometimes
965 somewhat
483 somewhere
1357 son
1008 song
908 songs
149 sons
1222 soon
129 sophisticated
771 sorry
1472 sort
190 sorts
420 soul
122 souls
1320 sound
175 sounded
97 sounding
645 sounds
764 soundtrack
206 source
472 south
164 southern
118 soviet
755 space
83 spacey
85 spain
281 spanish
107 spare
79 spark
522 speak
405 speaking
202 speaks
2113 special
85 specially
96 species
135 specific
101 specifically
248 spectacular
200 speech
249 speed
137 spell
508 spend
133 spending
187 spends
536 spent
87 spider
154 spielberg
133 spike
152 spin
544 spirit
127 spirited
106 spirits
125 spiritual
179 spite
100 splatter
123 splendid
144 split
92 spock
214 spoil
123 spoiled
406 spoiler
570 spoilers
91 spoke
169 spoken
171 spoof
124 spooky
108 sport
228 sports
379 spot
143 spots
91 spread
124 spring
205 spy
93 square
360 st
79 stack
109 staff
714 stage
111 staged
87 stale
91 stallone
144 stan
815 stand
448 standard
355 standards
249 standing
398 stands
168 stanley
161 stanwyck
2087 star
83 stargate
93 staring
183 starred
484 starring
1695 stars
1700 start
963 started
283 starting
1220 starts
533 state
132 stated
190 statement
335 states
321 station
182 status
787 stay
182 stayed
109 staying
182 stays
247 steal
144 stealing
212 steals
95 steel
102 stellar
373 step
327 stephen
146 steps
98 stereotype
245 stereotypes
177 stereotypical
483 steve
241 steven
94 stevens
468 stewart
469 stick
117 sticks
133 stiff
5622 still
117 stiller
93 stilted
102 stinker
97 stinks
255 stock
115 stole
190 stolen
167 stomach
356 stone
133 stood
95 stooges
1084 stop
230 stopped
158 stops
519 store
1179 stories
152 storm
11983 story
804 storyline
173 storytelling
864 straight
926 strange
166 strangely
155 stranger
81 strangers
103 streep
699 street
269 streets
152 streisand
245 strength
98 stress
144 stretch
83 stretched
129 strictly
131 strike
135 strikes
137 striking
124 string
143 strip
1096 strong
133 stronger
222 strongly
128 struck
206 structure
327 struggle
155 struggles
198 struggling
80 stuart
350 stuck
391 student
361 students
517 studio
181 studios
250 study
1174 stuff
82 stunned
405 stunning
136 stunt
139 stunts
1701 stupid
158 stupidity
1601 style
114 styles
158 stylish
371 sub
709 subject
79 subjected
107 subjects
121 subplot
87 subplots
121 subsequent
219 substance
190 subtitles
434 subtle
102 subtlety
150 succeed
106 succeeded
167 succeeds
585 success
524 successful
161 successfully
177 suck
251 sucked
280 sucks
248 sudden
538 suddenly
91 sue
181 suffer
150 suffered
250 suffering
201 suffers
84 suffice
377 suggest
81 suggested
145 suggests
316 suicide
311 suit
94 suitable
111 suited
121 suits
192 sullivan
159 sum
178 summary
374 summer
193 sun
190 sunday
117 sunshine
500 super
671 superb
126 superbly
112 superficial
119 superhero
311 superior
308 superman
201 supernatural
393 support
81 supported
899 supporting
397 suppose
1516 supposed
365 supposedly
2683 sure
417 surely
192 surface
102 surfing
715 surprise
801 surprised
203 surprises
302 surprising
466 surprisingly
208 surreal
134 surrounded
134 surrounding
106 survival
260 survive
91 survived
104 surviving
85 survivor
101 survivors
186 susan
301 suspect
156 suspects
84 suspend
739 suspense
192 suspenseful
88 suspicious
160 sutherland
113 swear
112 swedish
572 sweet
83 swim
97 swimming
97 switch
195 sword
114 symbolism
229 sympathetic
199 sympathy
111 synopsis
370 system
181 table
79 tacky
97 tad
99 tag
3507 take
986 taken
2192 takes
955 taking
790 tale
933 talent
586 talented
268 talents
166 tales
842 talk
126 talked
954 talking
220 talks
121 tall
111 tame
80 tank
115 tap
234 tape
81 tarantino
211 target
291 tarzan
174 task
437 taste
95 taught
91 taxi
315 taylor
136 tea
137 teach
314 teacher
82 teaching
823 team
138 tear
324 tears
82 tech
305 technical
195 technically
80 technicolor
150 technique
136 techniques
245 technology
198 ted
218 tedious
339 teen
325 teenage
221 teenager
217 teenagers
198 teens
181 teeth
904 television
1718 tell
613 telling
880 tells
122 temple
829 ten
215 tend
101 tender
86 tends
152 tense
541 tension
167 term
433 terms
1638 terrible
274 terribly
432 terrific
142 terrifying
123 territory
197 terror
103 terrorist
89 terrorists
112 terry
236 test
83 testament
210 texas
158 text
745 th
439 thank
182 thankfully
472 thanks
345 thats
827 theater
229 theaters
319 theatre
228 theatrical
816 theme
423 themes
192 theory
335 therefore
116 thick
158 thief
360 thin
4526 thing
3688 things
7296 think
1179 thinking
437 thinks
739 third
141 thirty
254 thomas
85 thompson
350 thoroughly
4566 though
3437 thought
98 thoughtful
219 thoughts
145 thousand
153 thousands
116 threat
126 threatening
2295 three
112 threw
111 thrill
895 thriller
151 thrillers
157 thrilling
129 thrills
122 throat
1360 throughout
402 throw
173 throwing
409 thrown
167 throws
97 thru
111 thugs
136 thumbs
418 thus
124 ticket
102 tie
149 tied
104 ties
87 tiger
182 tight
213 till
309 tim
12723 time
121 timeless
3235 times
169 timing
94 timon
118 timothy
214 tiny
380 tired
92 tiresome
190 titanic
1497 title
121 titled
172 titles
1243 today
112 todd
2243 together
130 toilet
1063 told
785 tom
88 tomatoes
113 tommy
500 tone
156 tongue
96 tonight
134 tons
522 tony
1100 took
86 tooth
1847 top
160 topic
101 topless
154 torn
300 torture
116 tortured
631 total
1307 totally
472 touch
170 touched
206 touches
435 touching
479 tough
154 tour
285 toward
637 towards
1279 town
169 toy
107 toys
399 track
105 tracks
165 tracy
140 trade
81 trademark
162 tradition
257 traditional
362 tragedy
348 tragic
83 trail
377 trailer
102 trailers
411 train
97 trained
218 training
95 transfer
100 transformation
91 transition
117 translation
124 trap
188 trapped
504 trash
99 trashy
246 travel
101 traveling
105 travels
84 travesty
202 treasure
320 treat
275 treated
234 treatment
97 treats
175 tree
104 trees
259 trek
127 tremendous
152 trial
84 tribe
138 tribute
171 trick
137 tricks
773 tried
1274 tries
216 trilogy
112 trio
492 trip
152 trite
115 triumph
89 troops
522 trouble
145 troubled
84 troubles
174 truck
2333 true
1743 truly
321 trust
700 truth
1830 try
2473 trying
79 tube
145 tune
119 tunes
173 turkey
1359 turn
925 turned
122 turner
344 turning
1251 turns
2782 tv
115 twelve
299 twenty
387 twice
89 twilight
126 twin
81 twins
606 twist
199 twisted
437 twists
6906 two
1124 type
247 types
778 typical
130 typically
354 ugly
229 uk
248 ultimate
521 ultimately
140 ultra
190 un
247 unable
83 unaware
116 unbearable
434 unbelievable
116 unbelievably
335 uncle
149 uncomfortable
186 unconvincing
174 underground
82 underlying
235 underrated
1643 understand
97 understandable
275 understanding
90 understated
179 understood
107 undoubtedly
107 uneven
250 unexpected
79 unexpectedly
80 unfair
104 unfolds
143 unforgettable
208 unfortunate
1352 unfortunately
267 unfunny
96 unhappy
123 uninspired
108 unintentional
135 unintentionally
198 uninteresting
128 union
634 unique
89 unit
216 united
217 universal
197 universe
131 university
286 unknown
675 unless
585 unlike
211 unlikely
307 unnecessary
83 unoriginal
110 unpleasant
82 unpredictable
84 unreal
226 unrealistic
83 unseen
99 unsettling
310 unusual
106 unwatchable
81 uplifting
859 upon
158 upper
266 ups
154 upset
189 urban
102 urge
3794 us
164 usa
1803 use
1879 used
94 useful
128 useless
102 user
540 uses
801 using
83 ustinov
965 usual
981 usually
240 utter
454 utterly
102 uwe
159 vacation
129 vague
90 vaguely
80 valentine
82 valley
93 valuable
524 value
467 values
419 vampire
249 vampires
495 van
79 vance
192 variety
603 various
100 vast
5182 ve
95 vegas
236 vehicle
94 vengeance
118 verhoeven
2157 version
253 versions
109 versus
201 veteran
282 vhs
169 via
92 vice
116 vicious
415 victim
377 victims
236 victor
233 victoria
80 victory
1730 video
136 videos
192 vietnam
963 view
210 viewed
1262 viewer
785 viewers
750 viewing
88 viewings
182 views
255 village
600 villain
278 villains
145 vincent
1091 violence
523 violent
149 virgin
94 virginia
214 virtually
139 virus
89 visible
304 vision
262 visit
89 visits
523 visual
259 visually
253 visuals
109 vivid
1156 voice
98 voiced
218 voices
111 voight
184 von
222 vote
273 vs
91 vulnerable
84 wacky
718 wait
95 waited
549 waiting
85 waitress
140 wake
511 walk
195 walked
142 walken
117 walker
439 walking
213 walks
367 wall
116 wallace
133 walls
86 walsh
221 walter
90 wandering
81 wang
158 wanna
117 wannabe
3703 want
1352 wanted
298 wanting
1287 wants
2051 war
126 ward
227 warm
109 warming
86 warmth
153 warn
174 warned
177 warner
314 warning
117 warren
120 warrior
82 warriors
332 wars
272 washington
2317 wasn
1457 waste
560 wasted
150 wasting
6972 watch
307 watchable
2236 watched
122 watches
4602 watching
547 water
108 waters
85 watson
173 wave
93 waves
8026 way
236 wayne
804 ways
761 weak
99 weakest
109 wealth
153 wealthy
148 weapon
168 weapons
186 wear
326 wearing
166 wears
114 web
112 website
304 wedding
459 week
206 weekend
202 weeks
139 weight
663 weird
214 welcome
10661 well
251 welles
121 wells
98 wendy
1463 went
491 weren
272 werewolf
121 wes
476 west
600 western
164 westerns
96 wet
116 whale
732 whatever
85 whats
319 whatsoever
270 whenever
149 whereas
856 whether
280 whilst
1492 white
201 whoever
3078 whole
82 wholly
84 whoopi
986 whose
118 wicked
281 wide
87 widely
155 widmark
105 widow
2140 wife
432 wild
80 wilderness
596 william
344 williams
84 willie
320 willing
92 willis
200 wilson
491 win
274 wind
257 window
102 winds
177 wing
232 winner
348 winning
164 wins
137 winter
105 winters
89 wisdom
359 wise
957 wish
95 wished
154 wishes
85 wishing
234 wit
322 witch
92 witches
832 within
3267 without
210 witness
88 witnessed
89 witnesses
273 witty
105 wives
95 wizard
120 wolf
2794 woman
1819 women
1683 won
1038 wonder
126 wondered
1656 wonderful
324 wonderfully
358 wondering
125 wonders
101 wont
80 woo
271 wood
330 wooden
400 woods
240 woody
926 word
885 words
98 wore
4371 work
635 worked
129 worker
165 workers
794 working
1278 works
3835 world
143 worlds
88 worn
117 worried
142 worry
1468 worse
2731 worst
2277 worth
126 worthless
187 worthwhile
362 worthy
12436 would
1059 wouldn
94 wound
84 wounded
431 wow
87 wrap
92 wrapped
127 wreck
103 wrestling
79 wretched
670 write
1153 writer
661 writers
94 writes
1304 writing
1616 written
1821 wrong
573 wrote
85 ww
158 wwii
103 ya
82 yard
462 yeah
2362 year
4516 years
92 yelling
106 yellow
1535 yes
116 yesterday
2753 yet
809 york
3659 young
503 younger
275 youth
384 zero
85 zizek
740 zombie
518 zombies
147 zone
In [14]:
print "Training the random forest..."
# Initialize a Random Forest classifier with 100 trees
forest = RandomForestClassifier(n_estimators = 100)
# Fit the forest to the training set, using the bag of words as
# features and the sentiment labels as the response variable
#
# This may take a few minutes to run
forest = forest.fit( train_data_features, train["sentiment"] )
Training the random forest...
In [18]:
# Read the test data
test = pd.read_csv("testData.tsv", header=0, delimiter="\t", \
quoting=3 )
# Verify that there are 25,000 rows and 2 columns
print test.shape
# Create an empty list and append the clean reviews one by one
num_reviews = len(test["review"])
clean_test_reviews = []
print "Cleaning and parsing the test set movie reviews...\n"
for i in xrange(0,num_reviews):
if( (i+1) % 1000 == 0 ):
print "Review %d of %d\n" % (i+1, num_reviews)
clean_review = review_to_words( test["review"][i] )
clean_test_reviews.append( clean_review )
# Get a bag of words for the test set, and convert to a numpy array
test_data_features = vectorizer.transform(clean_test_reviews)
test_data_features = test_data_features.toarray()
# Use the random forest to make sentiment label predictions
result = forest.predict(test_data_features)
# Copy the results to a pandas dataframe with an "id" column and
# a "sentiment" column
output = pd.DataFrame( data={"id":test["id"], "sentiment":result} )
# Use pandas to write the comma-separated output file
output.to_csv( "Bag_of_Words_model.csv", index=False, quoting=3 )
(25000, 2)
Cleaning and parsing the test set movie reviews...
Review 1000 of 25000
Review 2000 of 25000
Review 3000 of 25000
Review 4000 of 25000
Review 5000 of 25000
Review 6000 of 25000
Review 7000 of 25000
Review 8000 of 25000
Review 9000 of 25000
Review 10000 of 25000
Review 11000 of 25000
Review 12000 of 25000
Review 13000 of 25000
Review 14000 of 25000
Review 15000 of 25000
Review 16000 of 25000
Review 17000 of 25000
Review 18000 of 25000
Review 19000 of 25000
Review 20000 of 25000
Review 21000 of 25000
Review 22000 of 25000
Review 23000 of 25000
Review 24000 of 25000
Review 25000 of 25000
Content source: ChristianSch/Bags-of-Popcorn
Similar notebooks: