
#nltk
import nltk
print(nltk.__version__)

3.6.5


#gensim
import gensim
print(gensim.__version__)

4.0.1


#changer de dossier par défaut
import os
os.chdir("C:/Users/ricco/Desktop/demo")


#importation du fichier
import pandas
D = pandas.read_excel("imdb_reviews_100.xlsx")
D.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 200 entries, 0 to 199
Data columns (total 3 columns):
 #   Column        Non-Null Count  Dtype 
---  ------        --------------  ----- 
 0   ID            200 non-null    int64 
 1   label         200 non-null    object
 2   commentaires  200 non-null    object
dtypes: int64(1), object(2)
memory usage: 4.8+ KB


#première lignes
D.head()


#récupérer sous forme de liste
corpus = D['commentaires'].tolist()
print(corpus[0])

This guy has no idea of cinema. Okay, it seems he made a few interestig theater shows in his youth, and about two acceptable movies that had success more of political reasons cause they tricked the communist censorship. This all is very good, but look carefully: HE DOES NOT KNOW HIS JOB! The scenes are unbalanced, without proper start and and, with a disordered content and full of emptiness. He has nothing to say about the subject, so he over-licitates with violence, nakedness and gutter language. How is it possible to keep alive such a rotten corpse who never understood anything of cinematographic profession and art? Why don't they let him succumb in piece?


#passer en minuscule
corpus = [doc.lower() for doc in corpus]
print(corpus[0])

this guy has no idea of cinema. okay, it seems he made a few interestig theater shows in his youth, and about two acceptable movies that had success more of political reasons cause they tricked the communist censorship. this all is very good, but look carefully: he does not know his job! the scenes are unbalanced, without proper start and and, with a disordered content and full of emptiness. he has nothing to say about the subject, so he over-licitates with violence, nakedness and gutter language. how is it possible to keep alive such a rotten corpse who never understood anything of cinematographic profession and art? why don't they let him succumb in piece?


#liste des ponctuations
import string
ponctuations = list(string.punctuation)
print(ponctuations)

['!', '"', '#', '$', '%', '&', "'", '(', ')', '*', '+', ',', '-', '.', '/', ':', ';', '<', '=', '>', '?', '@', '[', '\\', ']', '^', '_', '`', '{', '|', '}', '~']


#retrait des ponctuations
corpus = ["".join([char for char in list(doc) if not (char in ponctuations)]) for doc in corpus]
print(corpus[0])

this guy has no idea of cinema okay it seems he made a few interestig theater shows in his youth and about two acceptable movies that had success more of political reasons cause they tricked the communist censorship this all is very good but look carefully he does not know his job the scenes are unbalanced without proper start and and with a disordered content and full of emptiness he has nothing to say about the subject so he overlicitates with violence nakedness and gutter language how is it possible to keep alive such a rotten corpse who never understood anything of cinematographic profession and art why dont they let him succumb in piece


#nécessité de punkt - modèle de tokénisation
#à charger en ligne si ce n'est pas déjà fait
import nltk
#nltk.download()
nltk.download('punkt')

[nltk_data] Downloading package punkt to
[nltk_data]     C:\Users\ricco\AppData\Roaming\nltk_data...
[nltk_data]   Package punkt is already up-to-date!

True


#transformer le corpus en liste de listes (les documents)
#par tokénisation
from nltk.tokenize import word_tokenize
corpus_tk = [word_tokenize(doc) for doc in corpus]

#avant
print(corpus[0])

#après tokénisation
print('\n')
print(corpus_tk[0])

this guy has no idea of cinema okay it seems he made a few interestig theater shows in his youth and about two acceptable movies that had success more of political reasons cause they tricked the communist censorship this all is very good but look carefully he does not know his job the scenes are unbalanced without proper start and and with a disordered content and full of emptiness he has nothing to say about the subject so he overlicitates with violence nakedness and gutter language how is it possible to keep alive such a rotten corpse who never understood anything of cinematographic profession and art why dont they let him succumb in piece


['this', 'guy', 'has', 'no', 'idea', 'of', 'cinema', 'okay', 'it', 'seems', 'he', 'made', 'a', 'few', 'interestig', 'theater', 'shows', 'in', 'his', 'youth', 'and', 'about', 'two', 'acceptable', 'movies', 'that', 'had', 'success', 'more', 'of', 'political', 'reasons', 'cause', 'they', 'tricked', 'the', 'communist', 'censorship', 'this', 'all', 'is', 'very', 'good', 'but', 'look', 'carefully', 'he', 'does', 'not', 'know', 'his', 'job', 'the', 'scenes', 'are', 'unbalanced', 'without', 'proper', 'start', 'and', 'and', 'with', 'a', 'disordered', 'content', 'and', 'full', 'of', 'emptiness', 'he', 'has', 'nothing', 'to', 'say', 'about', 'the', 'subject', 'so', 'he', 'overlicitates', 'with', 'violence', 'nakedness', 'and', 'gutter', 'language', 'how', 'is', 'it', 'possible', 'to', 'keep', 'alive', 'such', 'a', 'rotten', 'corpse', 'who', 'never', 'understood', 'anything', 'of', 'cinematographic', 'profession', 'and', 'art', 'why', 'dont', 'they', 'let', 'him', 'succumb', 'in', 'piece']


#importation librarire pour lemmatisation
#si ce n'est pas déjà fait
nltk.download('wordnet')

[nltk_data] Downloading package wordnet to
[nltk_data]     C:\Users\ricco\AppData\Roaming\nltk_data...
[nltk_data]   Package wordnet is already up-to-date!

True


#lemmatisation
from nltk.stem import WordNetLemmatizer
lem = WordNetLemmatizer()
corpus_lm = [[lem.lemmatize(mot) for mot in doc] for doc in corpus_tk]
print(corpus_lm[0])

['this', 'guy', 'ha', 'no', 'idea', 'of', 'cinema', 'okay', 'it', 'seems', 'he', 'made', 'a', 'few', 'interestig', 'theater', 'show', 'in', 'his', 'youth', 'and', 'about', 'two', 'acceptable', 'movie', 'that', 'had', 'success', 'more', 'of', 'political', 'reason', 'cause', 'they', 'tricked', 'the', 'communist', 'censorship', 'this', 'all', 'is', 'very', 'good', 'but', 'look', 'carefully', 'he', 'doe', 'not', 'know', 'his', 'job', 'the', 'scene', 'are', 'unbalanced', 'without', 'proper', 'start', 'and', 'and', 'with', 'a', 'disordered', 'content', 'and', 'full', 'of', 'emptiness', 'he', 'ha', 'nothing', 'to', 'say', 'about', 'the', 'subject', 'so', 'he', 'overlicitates', 'with', 'violence', 'nakedness', 'and', 'gutter', 'language', 'how', 'is', 'it', 'possible', 'to', 'keep', 'alive', 'such', 'a', 'rotten', 'corpse', 'who', 'never', 'understood', 'anything', 'of', 'cinematographic', 'profession', 'and', 'art', 'why', 'dont', 'they', 'let', 'him', 'succumb', 'in', 'piece']


#importer la librairie des stopwords
#si ce n'est pas déjà fait
nltk.download('stopwords')

[nltk_data] Downloading package stopwords to
[nltk_data]     C:\Users\ricco\AppData\Roaming\nltk_data...
[nltk_data]   Package stopwords is already up-to-date!

True


#charger les stopwords
from nltk.corpus import stopwords
mots_vides = stopwords.words('english')
print(mots_vides)

['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', "you're", "you've", "you'll", "you'd", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', "she's", 'her', 'hers', 'herself', 'it', "it's", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', "that'll", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', "don't", 'should', "should've", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', "aren't", 'couldn', "couldn't", 'didn', "didn't", 'doesn', "doesn't", 'hadn', "hadn't", 'hasn', "hasn't", 'haven', "haven't", 'isn', "isn't", 'ma', 'mightn', "mightn't", 'mustn', "mustn't", 'needn', "needn't", 'shan', "shan't", 'shouldn', "shouldn't", 'wasn', "wasn't", 'weren', "weren't", 'won', "won't", 'wouldn', "wouldn't"]


#compléter la liste des stopwords
#avec les termes propres au cinéma
mots_vides.extend(['movie','film','story','see','scene'])
print(mots_vides)

['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', "you're", "you've", "you'll", "you'd", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', "she's", 'her', 'hers', 'herself', 'it', "it's", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', "that'll", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', "don't", 'should', "should've", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', "aren't", 'couldn', "couldn't", 'didn', "didn't", 'doesn', "doesn't", 'hadn', "hadn't", 'hasn', "hasn't", 'haven', "haven't", 'isn', "isn't", 'ma', 'mightn', "mightn't", 'mustn', "mustn't", 'needn', "needn't", 'shan', "shan't", 'shouldn', "shouldn't", 'wasn', "wasn't", 'weren', "weren't", 'won', "won't", 'wouldn', "wouldn't", 'movie', 'film', 'story', 'see', 'scene']


#suppression des mots-vides
corpus_sw = [[mot for mot in doc if not (mot in mots_vides)] for doc in corpus_lm]

#vérification - origine
print(corpus_lm[0])

#sans les stopwords
print('\n')
print(corpus_sw[0])

['this', 'guy', 'ha', 'no', 'idea', 'of', 'cinema', 'okay', 'it', 'seems', 'he', 'made', 'a', 'few', 'interestig', 'theater', 'show', 'in', 'his', 'youth', 'and', 'about', 'two', 'acceptable', 'movie', 'that', 'had', 'success', 'more', 'of', 'political', 'reason', 'cause', 'they', 'tricked', 'the', 'communist', 'censorship', 'this', 'all', 'is', 'very', 'good', 'but', 'look', 'carefully', 'he', 'doe', 'not', 'know', 'his', 'job', 'the', 'scene', 'are', 'unbalanced', 'without', 'proper', 'start', 'and', 'and', 'with', 'a', 'disordered', 'content', 'and', 'full', 'of', 'emptiness', 'he', 'ha', 'nothing', 'to', 'say', 'about', 'the', 'subject', 'so', 'he', 'overlicitates', 'with', 'violence', 'nakedness', 'and', 'gutter', 'language', 'how', 'is', 'it', 'possible', 'to', 'keep', 'alive', 'such', 'a', 'rotten', 'corpse', 'who', 'never', 'understood', 'anything', 'of', 'cinematographic', 'profession', 'and', 'art', 'why', 'dont', 'they', 'let', 'him', 'succumb', 'in', 'piece']


['guy', 'ha', 'idea', 'cinema', 'okay', 'seems', 'made', 'interestig', 'theater', 'show', 'youth', 'two', 'acceptable', 'success', 'political', 'reason', 'cause', 'tricked', 'communist', 'censorship', 'good', 'look', 'carefully', 'doe', 'know', 'job', 'unbalanced', 'without', 'proper', 'start', 'disordered', 'content', 'full', 'emptiness', 'ha', 'nothing', 'say', 'subject', 'overlicitates', 'violence', 'nakedness', 'gutter', 'language', 'possible', 'keep', 'alive', 'rotten', 'corpse', 'never', 'understood', 'anything', 'cinematographic', 'profession', 'art', 'dont', 'let', 'succumb', 'piece']


#retirer les token de moins de 3 lettres
corpus_sw = [[mot for mot in doc if len(mot) >= 3] for doc in corpus_sw]
print(corpus_sw[0])

['guy', 'idea', 'cinema', 'okay', 'seems', 'made', 'interestig', 'theater', 'show', 'youth', 'two', 'acceptable', 'success', 'political', 'reason', 'cause', 'tricked', 'communist', 'censorship', 'good', 'look', 'carefully', 'doe', 'know', 'job', 'unbalanced', 'without', 'proper', 'start', 'disordered', 'content', 'full', 'emptiness', 'nothing', 'say', 'subject', 'overlicitates', 'violence', 'nakedness', 'gutter', 'language', 'possible', 'keep', 'alive', 'rotten', 'corpse', 'never', 'understood', 'anything', 'cinematographic', 'profession', 'art', 'dont', 'let', 'succumb', 'piece']


#construction d'un dictionnaire des tokens
from gensim.corpora import Dictionary
dico = Dictionary(corpus_sw)
print(dico)

Dictionary(6858 unique tokens: ['acceptable', 'alive', 'anything', 'art', 'carefully']...)


#liste des tokens et leur numéro interne
print(dico.token2id)

{'acceptable': 0, 'alive': 1, 'anything': 2, 'art': 3, 'carefully': 4, 'cause': 5, 'censorship': 6, 'cinema': 7, 'cinematographic': 8, 'communist': 9, 'content': 10, 'corpse': 11, 'disordered': 12, 'doe': 13, 'dont': 14, 'emptiness': 15, 'full': 16, 'good': 17, 'gutter': 18, 'guy': 19, 'idea': 20, 'interestig': 21, 'job': 22, 'keep': 23, 'know': 24, 'language': 25, 'let': 26, 'look': 27, 'made': 28, 'nakedness': 29, 'never': 30, 'nothing': 31, 'okay': 32, 'overlicitates': 33, 'piece': 34, 'political': 35, 'possible': 36, 'profession': 37, 'proper': 38, 'reason': 39, 'rotten': 40, 'say': 41, 'seems': 42, 'show': 43, 'start': 44, 'subject': 45, 'success': 46, 'succumb': 47, 'theater': 48, 'tricked': 49, 'two': 50, 'unbalanced': 51, 'understood': 52, 'violence': 53, 'without': 54, 'youth': 55, 'abusive': 56, 'activity': 57, 'actually': 58, 'always': 59, 'attention': 60, 'badly': 61, 'becomes': 62, 'bed': 63, 'beg': 64, 'blame': 65, 'bought': 66, 'brought': 67, 'character': 68, 'charitable': 69, 'charming': 70, 'child': 71, 'cold': 72, 'considered': 73, 'continues': 74, 'could': 75, 'craig': 76, 'daughter': 77, 'depressing': 78, 'desperate': 79, 'dislike': 80, 'emotional': 81, 'end': 82, 'ever': 83, 'everything': 84, 'excellent': 85, 'extremely': 86, 'fashioned': 87, 'first': 88, 'get': 89, 'guess': 90, 'house': 91, 'hunk': 92, 'husband': 93, 'instead': 94, 'insult': 95, 'insulted': 96, 'insulting': 97, 'interested': 98, 'kind': 99, 'lack': 100, 'learned': 101, 'like': 102, 'little': 103, 'losing': 104, 'lot': 105, 'lover': 106, 'lump': 107, 'main': 108, 'marriage': 109, 'meet': 110, 'mother': 111, 'motherly': 112, 'nice': 113, 'object': 114, 'obsessed': 115, 'obviously': 116, 'old': 117, 'outraged': 118, 'pain': 119, 'part': 120, 'please': 121, 'put': 122, 'right': 123, 'satisfaction': 124, 'selfrespect': 125, 'shapeless': 126, 'shes': 127, 'shock': 128, 'sleep': 129, 'sleeping': 130, 'snack': 131, 'something': 132, 'son': 133, 'started': 134, 'tell': 135, 'thing': 136, 'think': 137, 'time': 138, 'together': 139, 'totally': 140, 'unhappy': 141, 'utter': 142, 'visit': 143, 'want': 144, 'wanting': 145, 'watched': 146, 'way': 147, 'woman': 148, 'working': 149, 'would': 150, 'acting': 151, 'amish': 152, 'annoying': 153, 'bad': 154, 'better': 155, 'big': 156, 'bloody': 157, 'brando': 158, 'cable': 159, 'close': 160, 'come': 161, 'didnt': 162, 'easy': 163, 'eat': 164, 'entertained': 165, 'even': 166, 'far': 167, 'fat': 168, 'fetus': 169, 'figured': 170, 'frankly': 171, 'got': 172, 'greasy': 173, 'great': 174, 'harlequin': 175, 'hate': 176, 'high': 177, 'hmm': 178, 'hope': 179, 'independent': 180, 'isnt': 181, 'laugh': 182, 'loved': 183, 'make': 184, 'marlon': 185, 'maybe': 186, 'mildly': 187, 'mind': 188, 'music': 189, 'one': 190, 'point': 191, 'poor': 192, 'priest': 193, 'probably': 194, 'quentin': 195, 'quite': 196, 'rap': 197, 'rapper': 198, 'rather': 199, 'really': 200, 'review': 201, 'shaq': 202, 'simply': 203, 'sore': 204, 'sparingly': 205, 'suffering': 206, 'tarantino': 207, 'term': 208, 'thought': 209, 'turd': 210, 'use': 211, 'watch': 212, 'watching': 213, 'wrong': 214, '1950': 215, 'already': 216, 'asking': 217, 'bar': 218, 'called': 219, 'cassidygreat': 220, 'chris': 221, 'coppola': 222, 'couldnt': 223, 'credit': 224, 'decided': 225, 'drained': 226, 'drop': 227, 'eight': 228, 'energy': 229, 'exactly': 230, 'feel': 231, 'flick': 232, 'gimmick': 233, 'glove': 234, 'gregory': 235, 'guarantee': 236, 'gunfighter': 237, 'hook': 238, 'hopalong': 239, 'horse': 240, 'hour': 241, 'lame': 242, 'listed': 243, 'lybbert': 244, 'minute': 245, 'mystified': 246, 'name': 247, 'named': 248, 'peck': 249, 'posse': 250, 'pretty': 251, 'question': 252, 'recommend': 253, 'rejoin': 254, 'represent': 255, 'rodeo': 256, 'scenario': 257, 'second': 258, 'stranger': 259, 'supposed': 260, 'title': 261, 'translate': 262, 'tree': 263, 'twelve': 264, 'western': 265, 'whats': 266, 'whole': 267, 'wind': 268, 'youll': 269, '13th': 270, 'adult': 271, 'another': 272, 'bit': 273, 'contains': 274, 'drug': 275, 'ending': 276, 'fan': 277, 'featuring': 278, 'friday': 279, 'fun': 280, 'genre': 281, 'getting': 282, 'group': 283, 'ilk': 284, 'imaginative': 285, 'jason': 286, 'mpaa': 287, 'nerd': 288, 'nudity': 289, 'quota': 290, 'rated': 291, 'reunion': 292, 'ripoff': 293, 'routine': 294, 'school': 295, 'sexuality': 296, 'slasher': 297, 'slashfest': 298, 'slaughtered': 299, 'small': 300, 'standard': 301, 'torment': 302, 'used': 303, 'usual': 304, 'violencegore': 305, 'voorhees': 306, 'young': 307, 'aim': 308, 'buntch': 309, 'capability': 310, 'caricature': 311, 'completely': 312, 'confuse': 313, 'contemporary': 314, 'crawl': 315, 'designed': 316, 'dullard': 317, 'edge': 318, 'flesh': 319, 'frasier': 320, 'friend': 321, 'front': 322, 'grown': 323, 'hallmark': 324, 'humor': 325, 'incestuous': 326, 'intentionally': 327, 'interesting': 328, 'ive': 329, 'kid': 330, 'lower': 331, 'loyal': 332, 'may': 333, 'might': 334, 'neighbor': 335, 'observe': 336, 'observing': 337, 'pomposity': 338, 'repellant': 339, 'seem': 340, 'seen': 341, 'seinfeld': 342, 'selfridicule': 343, 'series': 344, 'sesame': 345, 'session': 346, 'since': 347, 'sitting': 348, 'slave': 349, 'smartness': 350, 'sophomoric': 351, 'sort': 352, 'stack': 353, 'street': 354, 'television': 355, 'though': 356, 'tube': 357, 'unintelligent': 358, 'well': 359, 'wonderful': 360, 'worst': 361, 'writer': 362, 'writing': 363, '90210': 364, 'abound': 365, 'arrested': 366, 'bangkok': 367, 'beverly': 368, 'city': 369, 'cmon': 370, 'contrived': 371, 'couple': 372, 'crowd': 373, 'cryptic': 374, 'day': 375, 'dialogue': 376, 'discovers': 377, 'earn': 378, 'employee': 379, 'executed': 380, 'express': 381, 'faux': 382, 'filled': 383, 'foundand': 384, 'free': 385, 'girl': 386, 'gravity': 387, 'gunpoint': 388, 'happen': 389, 'hill': 390, 'hotel': 391, 'impossibly': 392, 'innappropriately': 393, 'issue': 394, 'jailif': 395, 'kick': 396, 'later': 397, 'linethe': 398, 'mai': 399, 'midnight': 400, 'moment': 401, 'mtv': 402, 'paradise': 403, 'played': 404, 'plot': 405, 'poorly': 406, 'potential': 407, 'preposterous': 408, 'prison': 409, 'rent': 410, 'room': 411, 'slight': 412, 'solemnity': 413, 'somehow': 414, 'spoiler': 415, 'tai': 416, 'tension': 417, 'testifies': 418, 'thai': 419, 'thrown': 420, 'twist': 421, 'unresolved': 422, 'warrant': 423, 'wondered': 424, 'year': 425, 'audience': 426, 'black': 427, 'blatantly': 428, 'complete': 429, 'crap': 430, 'critic': 431, 'editing': 432, 'everyone': 433, 'fact': 434, 'family': 435, 'fargo': 436, 'figure': 437, 'finding': 438, 'ignore': 439, 'laundry': 440, 'learn': 441, 'left': 442, 'lighting': 443, 'mobile': 444, 'murmuring': 445, 'must': 446, 'next': 447, 'obvious': 448, 'packed': 449, 'people': 450, 'precious': 451, 'production': 452, 'rave': 453, 'raving': 454, 'reaction': 455, 'screen': 456, 'seeking': 457, 'set': 458, 'shallow': 459, 'sound': 460, 'step': 461, 'superb': 462, 'trash': 463, 'upwardly': 464, 'waste': 465, 'white': 466, '1984': 467, '2hrs': 468, 'act': 469, 'actor': 470, 'advice': 471, 'also': 472, 'apologize': 473, 'back': 474, 'bag': 475, 'bill': 476, 'bunch': 477, 'career': 478, 'carradine': 479, 'cheated': 480, 'comedy': 481, 'copy': 482, 'excuse': 483, 'gon': 484, 'hamill': 485, 'hardly': 486, 'hostile': 487, 'ill': 488, 'jedi': 489, 'jurassic': 490, 'life': 491, 'list': 492, 'mark': 493, 'night': 494, 'note': 495, 'paint': 496, 'park': 497, 'pay': 498, 'peaked': 499, 'peel': 500, 'play': 501, 'productive': 502, 'quietly': 503, 'return': 504, 'revenge': 505, 'said': 506, 'spent': 507, 'sucked': 508, 'sure': 509, 'talk': 510, 'thank': 511, 'understand': 512, 'unoriginal': 513, 'wanted': 514, 'wasted': 515, 'yet': 516, 'youre': 517, 'absolutely': 518, 'accepting': 519, 'amused': 520, 'away': 521, 'basically': 522, 'cant': 523, 'canted': 524, 'catastrophe': 525, 'cinematography': 526, 'class': 527, 'clichés': 528, 'crooked': 529, 'dialogueactingstory': 530, 'directing': 531, 'director': 532, 'downhill': 533, 'easily': 534, 'every': 535, 'face': 536, 'fault': 537, 'forced': 538, 'funny': 539, 'garbage': 540, 'goldblum': 541, 'hard': 542, 'hated': 543, 'jeff': 544, 'least': 545, 'mention': 546, 'mess': 547, 'money': 548, 'parkindependence': 549, 'practically': 550, 'problem': 551, 'ridiculous': 552, 'role': 553, 'shoot': 554, 'shot': 555, 'spend': 556, 'still': 557, 'student': 558, 'succeeds': 559, 'supposedly': 560, 'thats': 561, 'throw': 562, 'top': 563, 'trying': 564, 'turned': 565, 'waaaay': 566, 'warned': 567, 'wasnt': 568, 'went': 569, 'wonder': 570, 'abysmally': 571, 'awful': 572, 'card': 573, 'cue': 574, 'doesnt': 575, 'fail': 576, 'frontsreally': 577, 'horror': 578, 'mst3k': 579, 'primarily': 580, 'reading': 581, 'seriously': 582, 'swear': 583, 'take': 584, 'thoughthe': 585, 'upshot': 586, 'usually': 587, 'version': 588, 'wooden': 589, 'work': 590, 'acted': 591, 'age': 592, 'despite': 593, 'edited': 594, 'example': 595, 'expect': 596, 'flaw': 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1525, 'conrad': 1526, 'construction': 1527, 'covered': 1528, 'crew': 1529, 'definite': 1530, 'design': 1531, 'died': 1532, 'dosimeter': 1533, 'entire': 1534, 'flare': 1535, 'flew': 1536, 'flight': 1537, 'forward': 1538, 'gamma': 1539, 'heat': 1540, 'honeycomb': 1541, 'incorrect': 1542, 'ionizing': 1543, 'jack': 1544, 'landed': 1545, 'late': 1546, 'leukemia': 1547, 'lightweight': 1548, 'loleralacartelort7890': 1549, 'module': 1550, 'moon': 1551, 'motorcycle': 1552, 'otherwise': 1553, 'outer': 1554, 'pancreatitis': 1555, 'particle': 1556, 'passage': 1557, 'phenolic': 1558, 'photon': 1559, 'protection': 1560, 'publicly': 1561, 'race': 1562, 'radiation': 1563, 'ray': 1564, 'received': 1565, 'reentry': 1566, 'rem': 1567, 'resin': 1568, 'reveal': 1569, 'risk': 1570, 'roosa': 1571, 'shepard': 1572, 'shield': 1573, 'solar': 1574, 'space': 1575, 'specification': 1576, 'stainless': 1577, 'statistic': 1578, 'steel': 1579, 'stopping': 1580, 'suited': 1581, 'swigert': 1582, 'technology': 1583, 'thicker': 1584, 'threat': 1585, 'truth': 1586, 'van': 1587, 'wellknown': 1588, 'xrays': 1589, 'befouled': 1590, 'blankfields': 1591, 'buffoon': 1592, 'cinematic': 1593, 'convict': 1594, 'excrement': 1595, 'flat': 1596, 'godawful': 1597, 'involved': 1598, 'johnson': 1599, 'killed': 1600, 'managed': 1601, 'memory': 1602, 'michael': 1603, 'mongoloid': 1604, 'monkey': 1605, 'navin': 1606, 'pen': 1607, 'performance': 1608, 'physical': 1609, 'producer': 1610, 'rocco': 1611, 'schultz': 1612, 'sequel': 1613, 'squeeze': 1614, 'steinberg': 1615, 'talentless': 1616, 'urbisci': 1617, 'using': 1618, 'veteran': 1619, 'vile': 1620, 'walston': 1621, 'written': 1622, 'ziggy': 1623, 'alice': 1624, 'alices': 1625, 'began': 1626, 'freddy': 1627, 'heavy': 1628, 'nightmare': 1629, 'pregnant': 1630, 'stopped': 1631, 'strange': 1632, 'survived': 1633, 'unborn': 1634, 'victim': 1635, 'adrian': 1636, 'book': 1637, 'cliffhanger': 1638, 'climbing': 1639, 'comic': 1640, 'comparison': 1641, 'complimentary': 1642, 'crave': 1643, 'credible': 1644, 'dredd': 1645, 'dung': 1646, 'encounter': 1647, 'event': 1648, 'excitement': 1649, 'fear': 1650, 'goat': 1651, 'guide': 1652, 'hand': 1653, 'hasbeen': 1654, 'hypothermia': 1655, 'imagine': 1656, 'intended': 1657, 'involve': 1658, 'judge': 1659, 'laughably': 1660, 'limited': 1661, 'mountain': 1662, 'pile': 1663, 'prevail': 1664, 'rambo': 1665, 'rendered': 1666, 'retarded': 1667, 'situation': 1668, 'sly': 1669, 'smarter': 1670, 'stalone': 1671, 'steaming': 1672, 'stunt': 1673, 'trailer': 1674, 'unbelievable': 1675, 'yield': 1676, 'angeles': 1677, 'arty': 1678, 'assure': 1679, 'barest': 1680, 'beginning': 1681, 'besmirches': 1682, 'bread': 1683, 'cinematographer': 1684, 'clear': 1685, 'coming': 1686, 'contrast': 1687, 'cutting': 1688, 'darkness': 1689, 'developed': 1690, 'directorthats': 1691, 'domesticity': 1692, 'earlier': 1693, 'effective': 1694, 'entirely': 1695, 'expectationsi': 1696, 'expression': 1697, 'facial': 1698, 'festival': 1699, 'finally': 1700, 'flashlight': 1701, 'folding': 1702, 'forget': 1703, 'germany': 1704, 'hadnt': 1705, 'hint': 1706, 'honey': 1707, 'illuminated': 1708, 'inch': 1709, 'indicate': 1710, 'intense': 1711, 'intimate': 1712, 'invisible': 1713, 'los': 1714, 'mattered': 1715, 'miss': 1716, 'mistake': 1717, 'moan': 1718, 'monotonous': 1719, 'moviegoer': 1720, 'offer': 1721, 'ooh': 1722, 'optimistic': 1723, 'rank': 1724, 'relationship': 1725, 'saved': 1726, 'sheet': 1727, 'shuddered': 1728, 'side': 1729, 'sign': 1730, 'sophisticated': 1731, 'spreading': 1732, 'technical': 1733, 'technique': 1734, 'trick': 1735, 'vegetable': 1736, 'yeah': 1737, 'anticipated': 1738, 'budding': 1739, 'confused': 1740, 'difficult': 1741, 'disappointed': 1742, 'regret': 1743, 'retrospect': 1744, 'scifi': 1745, 'soundtrack': 1746, 'summer': 1747, 'suspense': 1748, 'thriller': 1749, 'absolute': 1750, 'advertisement': 1751, 'anybody': 1752, 'appeared': 1753, 'bear': 1754, 'bless': 1755, 'charm': 1756, 'danny': 1757, 'dire': 1758, 'dismay': 1759, 'drove': 1760, 'dyer': 1761, 'epic': 1762, 'false': 1763, 'fetched': 1764, 'freeman': 1765, 'implies': 1766, 'inject': 1767, 'intrigued': 1768, 'likable': 1769, 'longer': 1770, 'martin': 1771, 'meaning': 1772, 'mine': 1773, 'mix': 1774, 'nobody': 1775, 'office': 1776, 'oni': 1777, 'parade': 1778, 'perfect': 1779, 'poster': 1780, 'rain': 1781, 'rate': 1782, 'repeat': 1783, 'shame': 1784, 'shite': 1785, 'single': 1786, 'speak': 1787, 'stand': 1788, 'stinker': 1789, 'sum': 1790, 'switch': 1791, 'ten': 1792, 'thin': 1793, 'throughout': 1794, 'tim': 1795, 'unhuman': 1796, 'unrealistic': 1797, 'youve': 1798, 'adrianne': 1799, 'analyzed': 1800, 'anymore': 1801, 'argument': 1802, 'brady': 1803, 'brainless': 1804, 'commercial': 1805, 'constantly': 1806, 'disagreement': 1807, 'embarrass': 1808, 'entertainment': 1809, 'fall': 1810, 'lifewithout': 1811, 'looksound': 1812, 'nauseates': 1813, 'scope': 1814, 'season': 1815, 'terribly': 1816, 'theyre': 1817, 'tune': 1818, 'week': 1819, 'angle': 1820, 'bizarre': 1821, 'cheesy': 1822, 'coherence': 1823, 'coherent': 1824, 'compellingly': 1825, 'coy': 1826, 'crumby': 1827, 'dialgoue': 1828, 'dream': 1829, 'edward': 1830, 'forgiven': 1831, 'handheld': 1832, 'hear': 1833, 'inneundo': 1834, 'passe': 1835, 'patchy': 1836, 'pop': 1837, 'preferable': 1838, 'reference': 1839, 'sexual': 1840, 'shout': 1841, 'titanic': 1842, 'turgid': 1843, 'twaddle': 1844, 'warbling': 1845, 'wobbly': 1846, 'wood': 1847, 'acknowledgement': 1848, 'ago': 1849, 'aint': 1850, 'alex': 1851, 'allows': 1852, 'assorted': 1853, 'asylum': 1854, 'avengingangel': 1855, 'band': 1856, 'bass': 1857, 'body': 1858, 'carryout': 1859, 'chandon': 1860, 'classic': 1861, 'closeup': 1862, 'commando': 1863, 'compels': 1864, 'congratulated': 1865, 'connected': 1866, 'context': 1867, 'control': 1868, 'convicted': 1869, 'convicting': 1870, 'cradle': 1871, 'cranny': 1872, 'created': 1873, 'dani': 1874, 'daytime': 1875, 'delicate': 1876, 'delight': 1877, 'demon': 1878, 'demonic': 1879, 'destined': 1880, 'devilish': 1881, 'dismembered': 1882, 'drum': 1883, 'engage': 1884, 'executing': 1885, 'exercise': 1886, 'experience': 1887, 'father': 1888, 'filmmaking': 1889, 'filth': 1890, 'form': 1891, 'four': 1892, 'gorefests': 1893, 'goth': 1894, 'gut': 1895, 'horrific': 1896, 'innards': 1897, 'insane': 1898, 'internet': 1899, 'intestinal': 1900, 'intestine': 1901, 'intricate': 1902, 'kemper': 1903, 'leadsinger': 1904, 'leaf': 1905, 'lofi': 1906, 'london': 1907, 'murderer': 1908, 'narrative': 1909, 'nook': 1910, 'nuance': 1911, 'number': 1912, 'obsession': 1913, 'occult': 1914, 'occultist': 1915, 'occupy': 1916, 'odd': 1917, 'opportunity': 1918, 'opposed': 1919, 'orifice': 1920, 'others': 1921, 'overlooked': 1922, 'penning': 1923, 'personal': 1924, 'perverse': 1925, 'pounding': 1926, 'predator': 1927, 'provides': 1928, 'purgatory': 1929, 'pursuit': 1930, 'purveyor': 1931, 'rape': 1932, 'reached': 1933, 'ream': 1934, 'relish': 1935, 'reminds': 1936, 'retribution': 1937, 'sense': 1938, 'sequence': 1939, 'skull': 1940, 'slackjacked': 1941, 'sleazy': 1942, 'slice': 1943, 'slightly': 1944, 'snuffed': 1945, 'splattering': 1946, 'standins': 1947, 'support': 1948, 'supporting': 1949, 'thread': 1950, 'throwback': 1951, 'treated': 1952, 'ultimately': 1953, 'unproblematic': 1954, 'user': 1955, 'uttering': 1956, 'viable': 1957, 'visceral': 1958, 'visuals': 1959, 'watery': 1960, 'whoa': 1961, 'within': 1962, '2004': 1963, 'accent': 1964, 'alternate': 1965, 'banal': 1966, 'bookend': 1967, 'crain': 1968, 'darlington': 1969, 'directed': 1970, 'doubtless': 1971, 'erlynne': 1972, 'farce': 1973, 'hay': 1974, 'indeed': 1975, 'indolently': 1976, 'insisted': 1977, 'jean': 1978, 'lie': 1979, 'lord': 1980, 'lubitsch': 1981, 'melodrama': 1982, 'member': 1983, 'mostly': 1984, 'oscar': 1985, 'pleasure': 1986, 'premingers': 1987, 'procedure': 1988, 'reduce': 1989, 'sander': 1990, 'secondrate': 1991, 'sentence': 1992, 'servant': 1993, 'silent': 1994, 'skip': 1995, 'stage': 1996, 'stick': 1997, 'tragedy': 1998, 'wilde': 1999, 'wittiest': 2000, 'word': 2001, 'wrecked': 2002, 'accept': 2003, 'adapted': 2004, 'allow': 2005, 'aluminium': 2006, 'anaconda': 2007, 'answer': 2008, 'appalling': 2009, 'appear': 2010, 'change': 2011, 'climax': 2012, 'complicated': 2013, 'cool': 2014, 'dodgy': 2015, 'explaining': 2016, 'explanation': 2017, 'finish': 2018, 'happened': 2019, 'journey': 2020, 'pointless': 2021, 'proceed': 2022, 'rancid': 2023, 'reach': 2024, 'replace': 2025, 'rewritten': 2026, 'simple': 2027, 'squeezing': 2028, 'unfair': 2029, 'valuable': 2030, 'value': 2031, '2001ish': 2032, 'animation': 2033, 'appears': 2034, 'behaviour': 2035, 'car': 2036, 'carry': 2037, 'chew': 2038, 'corrupt': 2039, 'crazy': 2040, 'displaying': 2041, 'drive': 2042, 'enemy': 2043, 'evident': 2044, 'figuring': 2045, 'gangster': 2046, 'gist': 2047, 'happiness': 2048, 'inner': 2049, 'insert': 2050, 'interpret': 2051, 'knocked': 2052, 'known': 2053, 'liotta': 2054, 'loose': 2055, 'mafioso': 2056, 'marvel': 2057, 'missing': 2058, 'modern': 2059, 'noir': 2060, 'opt': 2061, 'peace': 2062, 'pitying': 2063, 'pompous': 2064, 'presumably': 2065, 'pride': 2066, 'psychobabble': 2067, 'quest': 2068, 'realises': 2069, 'redherrings': 2070, 'ritchie': 2071, 'ruthless': 2072, 'selfdestruction': 2073, 'sit': 2074, 'skill': 2075, 'smile': 2076, 'statham': 2077, 'stathams': 2078, 'station': 2079, 'suicide': 2080, 'swallowing': 2081, 'tackle': 2082, 'tone': 2083, 'unanswered': 2084, 'apix': 2085, 'enjoy': 2086, 'format': 2087, 'letterbox': 2088, 'lung': 2089, 'pan': 2090, 'scan': 2091, 'screaming': 2092, 'shoulder': 2093, '10000': 2094, 'ally': 2095, 'check': 2096, 'clue': 2097, 'cutely': 2098, 'destroys': 2099, 'dress': 2100, 'ethnic': 2101, 'hat': 2102, 'helluva': 2103, 'henny': 2104, 'lamer': 2105, 'moxy': 2106, 'neck': 2107, 'rag': 2108, 'ringwald': 2109, 'ringwalding': 2110, 'sheedy': 2111, 'silliness': 2112, 'smack': 2113, 'strap': 2114, 'wedding': 2115, 'wheeeew': 2116, 'youngman': 2117, 'across': 2118, 'admittedly': 2119, 'appeal': 2120, 'avoid': 2121, 'blockbuster': 2122, 'contained': 2123, 'demographic': 2124, 'mormon': 2125, 'overtly': 2126, 'prior': 2127, 'rented': 2128, 'salvage': 2129, 'sappy': 2130, 'shelf': 2131, 'ward': 2132, 'affleck': 2133, 'applegate': 2134, 'belief': 2135, 'ben': 2136, 'buy': 2137, 'capitalist': 2138, 'cartoonish': 2139, 'christmas': 2140, 'dreamed': 2141, 'equation': 2142, 'fratboy': 2143, 'gandolfini': 2144, 'gleefully': 2145, 'hysterically': 2146, 'magic': 2147, 'ohara': 2148, 'romantic': 2149, 'sadistic': 2150, 'sadisticpunchyouinthenose': 2151, 'screed': 2152, 'selfcentered': 2153, 'socialist': 2154, 'underused': 2155, 'arent': 2156, 'blackboard': 2157, 'choose': 2158, 'clothes': 2159, 'elm': 2160, 'funtowatch': 2161, 'geethe': 2162, 'hair': 2163, 'hairline': 2164, 'highschool': 2165, 'lateron': 2166, 'makeup': 2167, 'middleaged': 2168, 'mirror': 2169, 'posted': 2170, 'receding': 2171, 'scary': 2172, 'specialoh': 2173, '3000': 2174, 'absurdly': 2175, 'bangladesh': 2176, 'begs': 2177, 'booty': 2178, 'call': 2179, 'cornfed': 2180, 'dean': 2181, 'delightful': 2182, 'etc': 2183, 'finance': 2184, 'gulp': 2185, 'hammy': 2186, 'hog': 2187, 'hysterical': 2188, 'jimmy': 2189, 'judgment': 2190, 'justice': 2191, 'loutish': 2192, 'malta': 2193, 'mortgage': 2194, 'mystery': 2195, 'obese': 2196, 'placed': 2197, 'prevailed': 2198, 'prof': 2199, 'pumpkinhead': 2200, 'science': 2201, 'send': 2202, 'sight': 2203, 'smurfs': 2204, 'spoof': 2205, 'stoned': 2206, 'swarm': 2207, 'trouncing': 2208, 'ugly': 2209, 'voiceover': 2210, 'vomitory': 2211, 'whale': 2212, 'artificial': 2213, 'ashley': 2214, 'choice': 2215, 'drool': 2216, 'exception': 2217, 'exotic': 2218, 'falling': 2219, 'filming': 2220, 'gaping': 2221, 'guessed': 2222, 'havent': 2223, 'hilarious': 2224, 'holesdisgustingly': 2225, 'imbecilic': 2226, 'immediately': 2227, 'individually': 2228, 'itmaybe': 2229, 'kate': 2230, 'laughter': 2231, 'location': 2232, 'mary': 2233, 'meanwhile': 2234, 'misfortune': 2235, 'nemesis': 2236, 'offenseeither': 2237, 'olsen': 2238, 'pathetic': 2239, 'plain': 2240, 'putrid': 2241, 'rib': 2242, 'splitting': 2243, 'stereotypical': 2244, 'toddler': 2245, 'unbelievably': 2246, 'york': 2247, 'alley': 2248, 'amusing': 2249, 'break': 2250, 'brick': 2251, 'bus': 2252, 'cardboard': 2253, 'channel': 2254, 'church': 2255, 'collapsing': 2256, 'crash': 2257, 'dante': 2258, 'dismayed': 2259, 'exploding': 2260, 'formulaic': 2261, 'originally': 2262, 'overpass': 2263, 'peak': 2264, 'promising': 2265, 'recycled': 2266, 'speeding': 2267, 'store': 2268, 'storyline': 2269, 'surfing': 2270, 'synopsis': 2271, 'truck': 2272, 'tyrofoam': 2273, 'unintended': 2274, 'weight': 2275, 'among': 2276, 'awaiting': 2277, 'bloque': 2278, 'carve': 2279, 'colombia': 2280, 'colombian': 2281, 'considers': 2282, 'country': 2283, 'crime': 2284, 'daily': 2285, 'depiction': 2286, 'depicts': 2287, 'documentary': 2288, 'eagerly': 2289, 'essentially': 2290, 'everyday': 2291, 'fabulous': 2292, 'gang': 2293, 'genuine': 2294, 'government': 2295, 'guerrilla': 2296, 'hassle': 2297, 'hostage': 2298, 'inhabitant': 2299, 'live': 2300, 'medellin': 2301, 'metro': 2302, 'paramilitary': 2303, 'pathos': 2304, 'petty': 2305, 'pickpocketing': 2306, 'police': 2307, 'prospering': 2308, 'restructure': 2309, 'sierra': 2310, 'study': 2311, 'system': 2312, 'taking': 2313, 'terrorize': 2314, 'tokyo': 2315, 'tourist': 2316, 'twice': 2317, 'visible': 2318, 'wartorn': 2319, 'wary': 2320, '1600s': 2321, 'bbc': 2322, 'disappointing': 2323, 'doone': 2324, 'dreadful': 2325, 'early': 2326, 'enforce': 2327, 'harder': 2328, 'historical': 2329, 'liberty': 2330, 'lorna': 2331, 'messed': 2332, 'opinion': 2333, 'order': 2334, 'paltry': 2335, 'romance': 2336, 'several': 2337, 'televised': 2338, 'thousand': 2339, 'track': 2340, 'aka': 2341, 'awhile': 2342, 'checking': 2343, 'dad': 2344, 'enjoyed': 2345, 'excited': 2346, 'fearnet': 2347, 'laughable': 2348, 'loses': 2349, 'loud': 2350, 'mob': 2351, 'mom': 2352, 'nature': 2353, 'neighborhood': 2354, 'nightdeadly': 2355, 'pulled': 2356, 'remember': 2357, 'santa': 2358, 'teddy': 2359, 'tickled': 2360, 'today': 2361, 'torch': 2362, '1965': 2363, 'air': 2364, 'anthropomorphism': 2365, 'aquarium': 2366, 'arctic': 2367, 'atomic': 2368, 'awakens': 2369, 'bedside': 2370, 'benevolent': 2371, 'bigger': 2372, 'billboard': 2373, 'board': 2374, 'bomb': 2375, 'catch': 2376, 'chase': 2377, 'chintzy': 2378, 'chose': 2379, 'coco': 2380, 'connection': 2381, 'crush': 2382, 'daiei': 2383, 'demise': 2384, 'destroy': 2385, 'destruction': 2386, 'famous': 2387, 'feeding': 2388, 'feetholes': 2389, 'fiery': 2390, 'fighter': 2391, 'flagship': 2392, 'flame': 2393, 'flattening': 2394, 'flying': 2395, 'foot': 2396, 'forever': 2397, 'gamera': 2398, 'ghidrah': 2399, 'giant': 2400, 'gloriously': 2401, 'godzilla': 2402, 'hitler': 2403, 'icy': 2404, 'ignites': 2405, 'invincible': 2406, 'japan': 2407, 'japanese': 2408, 'jewish': 2409, 'join': 2410, 'kenny': 2411, 'kiddie': 2412, 'leader': 2413, 'longevity': 2414, 'mache': 2415, 'mammothly': 2416, 'mewing': 2417, 'mid': 2418, 'milquetoast': 2419, 'miniature': 2420, 'miraculously': 2421, 'monolithic': 2422, 'mothra': 2423, 'mutant': 2424, 'north': 2425, 'nuclear': 2426, 'paper': 2427, 'parallel': 2428, 'pinup': 2429, 'plane': 2430, 'pleads': 2431, 'pole': 2432, 'pooped': 2433, 'prehistoric': 2434, 'psychic': 2435, 'rampage': 2436, 'reptile': 2437, 'rival': 2438, 'rodan': 2439, 'rung': 2440, 'saga': 2441, 'samurai': 2442, 'seiko': 2443, 'shadow': 2444, 'shell': 2445, 'slew': 2446, 'slumber': 2447, 'snaggleteeth': 2448, 'sold': 2449, 'spin': 2450, 'stomping': 2451, 'studio': 2452, 'successful': 2453, 'sulk': 2454, 'surprising': 2455, 'task': 2456, 'toho': 2457, 'tohos': 2458, 'travel': 2459, 'turtle': 2460, 'turtlefest': 2461, 'unidentified': 2462, 'universe': 2463, 'unmarked': 2464, 'virtual': 2465, 'whose': 2466, 'wisely': 2467, 'worked': 2468, 'zplan': 2469, 'calibre': 2470, 'citizen': 2471, 'creek': 2472, 'door': 2473, 'godfather': 2474, 'hottest': 2475, 'kane': 2476, 'level': 2477, 'manor': 2478, 'straining': 2479, 'typed': 2480, 'zombie': 2481, 'actionadventure': 2482, 'andersen': 2483, 'breakout': 2484, 'concerned': 2485, 'creation': 2486, 'expected': 2487, 'gadget': 2488, 'gerry': 2489, 'goal': 2490, 'grateful': 2491, 'grew': 2492, 'hightech': 2493, 'marvelous': 2494, 'parker': 2495, 'penelope': 2496, 'romp': 2497, 'stole': 2498, 'stunning': 2499, 'target': 2500, 'thunderbird': 2501, 'trouble': 2502, '1920': 2503, '200': 2504, 'brotherswho': 2505, 'centred': 2506, 'craft': 2507, 'damn': 2508, 'earned': 2509, 'enoughbut': 2510, 'envisaged': 2511, 'exposed': 2512, 'fantastic': 2513, 'farcical': 2514, 'feature': 2515, 'fell': 2516, 'fish': 2517, 'fly': 2518, 'frakes': 2519, 'generation': 2520, 'homage': 2521, 'island': 2522, 'jonathon': 2523, 'keeping': 2524, 'laughing': 2525, 'machine': 2526, 'mile': 2527, 'obnoxious': 2528, 'okthis': 2529, 'paxton': 2530, 'realistically': 2531, 'satirising': 2532, 'slapping': 2533, 'soooo': 2534, 'sophia': 2535, 'taken': 2536, 'tonne': 2537, 'transferred': 2538, 'wet': 2539, 'whilst': 2540, '1986': 2541, 'alien': 2542, 'apart': 2543, 'area': 2544, 'battle': 2545, 'buddy': 2546, 'camp': 2547, 'capshaws': 2548, 'exist': 2549, 'factor': 2550, 'failing': 2551, 'fairly': 2552, 'happening': 2553, 'instructor': 2554, 'intelligence': 2555, 'introduce': 2556, 'introduction': 2557, 'jinx': 2558, 'joaquin': 2559, 'kindness': 2560, 'learning': 2561, 'meeting': 2562, 'mission': 2563, 'oxygen': 2564, 'phoenix': 2565, 'possibly': 2566, 'radio': 2567, 'realistic': 2568, 'repays': 2569, 'ripped': 2570, 'robot': 2571, 'rope': 2572, 'signal': 2573, 'super': 2574, 'supply': 2575, 'training': 2576, 'yes': 2577, 'acquires': 2578, 'appreciate': 2579, 'appreciation': 2580, 'aspect': 2581, 'avalanche': 2582, 'bloke': 2583, 'building': 2584, 'combative': 2585, 'common': 2586, 'dumbness': 2587, 'enclosed': 2588, 'inference': 2589, 'innate': 2590, 'intensely': 2591, 'irritating': 2592, 'mentioned': 2593, 'modicum': 2594, 'praise': 2595, 'priceless': 2596, 'redeems': 2597, 'running': 2598, 'sheer': 2599, 'ski': 2600, 'slalom': 2601, 'starting': 2602, 'stupidity': 2603, 'style': 2604, 'tolerate': 2605, 'unproduced': 2606, '1989s': 2607, 'asleep': 2608, 'breakin': 2609, 'bugaloo': 2610, 'clubkids': 2611, 'craving': 2612, 'crossed': 2613, 'easier': 2614, 'electric': 2615, 'envy': 2616, 'equivalent': 2617, 'era': 2618, 'expects': 2619, 'fifty': 2620, 'grind': 2621, 'holding': 2622, 'jerk': 2623, 'juvenile': 2624, 'library': 2625, 'pattern': 2626, 'poseys': 2627, 'project': 2628, 'remain': 2629, 'scenester': 2630, 'selfabsorbed': 2631, 'seven': 2632, 'shtick': 2633, 'sidebar': 2634, 'stripper': 2635, 'studiously': 2636, 'subplot': 2637, 'twentysomethings': 2638, 'undercooked': 2639, 'vapid': 2640, 'write': 2641, '4bad': 2642, 'assembly': 2643, 'awry': 2644, 'clunker': 2645, 'combo': 2646, 'computer': 2647, 'convinced': 2648, 'credibility': 2649, 'damme': 2650, 'dammes': 2651, 'double': 2652, 'dud': 2653, 'dull': 2654, 'fist': 2655, 'flair': 2656, 'gone': 2657, 'human': 2658, 'jeanclaude': 2659, 'pairing': 2660, 'prepared': 2661, 'professional': 2662, 'providing': 2663, 'questits': 2664, 'soldier': 2665, 'soldierthe': 2666, 'tarnished': 2667, 'therefore': 2668, 'universal': 2669, 'watchable': 2670, 'worthless': 2671, 'wrestling': 2672, 'agency': 2673, 'audrey': 2674, 'awake': 2675, 'bogdanovich': 2676, 'bogdanovichs': 2677, 'cared': 2678, 'cat': 2679, 'client': 2680, 'colleen': 2681, 'competent': 2682, 'confident': 2683, 'cybil': 2684, 'difference': 2685, 'doc': 2686, 'dorothy': 2687, 'exgirlfriend': 2688, 'gazarra': 2689, 'henson': 2690, 'hepburn': 2691, 'including': 2692, 'ironic': 2693, 'john': 2694, 'meow': 2695, 'moonlighting': 2696, 'nickleodeon': 2697, 'openminded': 2698, 'pale': 2699, 'patty': 2700, 'peter': 2701, 'relied': 2702, 'ritter': 2703, 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2821, 'laid': 2822, 'legros': 2823, 'lifetime': 2824, 'macabre': 2825, 'merely': 2826, 'mike': 2827, 'offscreen': 2828, 'oppressed': 2829, 'phantasm': 2830, 'portrayed': 2831, 'presence': 2832, 'reggie': 2833, 'reggies': 2834, 'satisfying': 2835, 'schrim': 2836, 'semicult': 2837, 'severely': 2838, 'skipped': 2839, 'spirit': 2840, 'standup': 2841, 'stress': 2842, 'tall': 2843, 'third': 2844, 'triggerhappy': 2845, 'wrote': 2846, 'actual': 2847, 'adolescent': 2848, 'amount': 2849, 'ardent': 2850, 'ask': 2851, 'badlymade': 2852, 'bombard': 2853, 'caliber': 2854, 'capable': 2855, 'clay': 2856, 'clockwork': 2857, 'cope': 2858, 'crass': 2859, 'demonstrated': 2860, 'derivative': 2861, 'desire': 2862, 'detail': 2863, 'determinism': 2864, 'ecstacy': 2865, 'enjoying': 2866, 'evading': 2867, 'extreme': 2868, 'filmgoing': 2869, 'finale': 2870, 'frustration': 2871, 'fuelled': 2872, 'grasp': 2873, 'harrowing': 2874, 'horrifingly': 2875, 'imageryone': 2876, 'impact': 2877, 'instance': 2878, 'iraq': 2879, 'irreversible': 2880, 'juxtaposing': 2881, 'kitchen': 2882, 'kubrick': 2883, 'lesley': 2884, 'makelooks': 2885, 'manville': 2886, 'mum': 2887, 'mutilated': 2888, 'noës': 2889, 'orangeboth': 2890, 'outside': 2891, 'partly': 2892, 'politics': 2893, 'popping': 2894, 'pornographic': 2895, 'prone': 2896, 'psychology': 2897, 'remarkable': 2898, 'report': 2899, 'responsible': 2900, 'rizla': 2901, 'social': 2902, 'successfully': 2903, 'tempt': 2904, 'trite': 2905, 'tvcook': 2906, 'tvcooks': 2907, 'underlying': 2908, 'violent': 2909, 'war': 2910, 'aarp': 2911, 'apparent': 2912, 'asset': 2913, 'becky': 2914, 'breathtaking': 2915, 'capturing': 2916, 'celluloid': 2917, 'convincing': 2918, 'count': 2919, 'displayed': 2920, 'finest': 2921, 'haired': 2922, 'harris': 2923, 'intelligent': 2924, 'older': 2925, 'purpose': 2926, 'queen': 2927, 'remote': 2928, 'shopper': 2929, 'thug': 2930, 'vhs': 2931, 'wear': 2932, 'wore': 2933, 'alicia': 2934, 'apply': 2935, 'certain': 2936, 'criterion': 2937, 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2997, 'intention': 2998, 'mouth': 2999, 'reflect': 3000, 'stomach': 3001, 'tired': 3002, 'added': 3003, 'argh': 3004, 'basin': 3005, 'bobby': 3006, 'broadway': 3007, 'bummed': 3008, 'casting': 3009, 'complaint': 3010, 'considerably': 3011, 'corny': 3012, 'dickens': 3013, 'fetch': 3014, 'gadding': 3015, 'impossible': 3016, 'improved': 3017, 'jury': 3018, 'liken': 3019, 'literature': 3020, 'mercifully': 3021, 'mincing': 3022, 'mistaken': 3023, 'oliver': 3024, 'orphan': 3025, 'pardon': 3026, 'perfectly': 3027, 'plundering': 3028, 'prancing': 3029, 'proud': 3030, 'putting': 3031, 'reed': 3032, 'ruin': 3033, 'seldom': 3034, 'shameless': 3035, 'silly': 3036, 'sing': 3037, 'singing': 3038, 'spared': 3039, 'stated': 3040, 'unlike': 3041, 'uplifting': 3042, '3540': 3043, 'appreciates': 3044, 'creasey': 3045, 'credulity77': 3046, 'denzel': 3047, 'doubt': 3048, 'force': 3049, 'hinted': 3050, 'hollywood': 3051, 'hurt': 3052, 'idaho': 3053, 'imdbs': 3054, 'implausibly': 3055, 'mexican': 3056, 'militaristic': 3057, 'nausea': 3058, 'offering': 3059, 'outtaken': 3060, 'pointed': 3061, 'prevents': 3062, 'range': 3063, 'sensibility': 3064, 'shady': 3065, 'successfulas': 3066, 'thiswe': 3067, 'trade': 3068, 'washington': 3069, 'altered': 3070, 'archetype': 3071, 'architect': 3072, 'bleep': 3073, 'bmovie': 3074, 'cruel': 3075, 'cube': 3076, 'devoid': 3077, 'disappointment': 3078, 'element': 3079, 'entertaining': 3080, 'exit': 3081, 'experiment': 3082, 'flippin': 3083, 'goodness': 3084, 'hypercube': 3085, 'idiotically': 3086, 'ignoring': 3087, 'indefinable': 3088, 'individual': 3089, 'inferior': 3090, 'innocence': 3091, 'inspiration': 3092, 'kazan': 3093, 'letter': 3094, 'mankind': 3095, 'massive': 3096, 'nonliteral': 3097, 'originality': 3098, 'prime': 3099, 'rehash': 3100, 'represented': 3101, 'ripping': 3102, 'sans': 3103, 'squabble': 3104, 'struggled': 3105, 'symbolism': 3106, 'tribute': 3107, 'triumphing': 3108, 'vastly': 3109, 'watcher': 3110, 'zero': 3111, '100': 3112, '2007': 3113, 'alexis': 3114, 'alike': 3115, 'bore': 3116, 'bur': 3117, 'capture': 3118, 'category': 3119, 'challenge': 3120, 'cillian': 3121, 'embarrassing': 3122, 'everybody': 3123, 'fake': 3124, 'faked': 3125, 'liu': 3126, 'lucy': 3127, 'mindnumbingly': 3128, 'murphy': 3129, 'neils': 3130, 'nowhere': 3131, 'relative': 3132, 'repress': 3133, 'ridicule': 3134, 'somewhere': 3135, 'verge': 3136, 'willing': 3137, '1960': 3138, '1979': 3139, 'acquit': 3140, 'amazing': 3141, 'anthony': 3142, 'assassination': 3143, 'bridge': 3144, 'conspiracy': 3145, 'eli': 3146, 'extant': 3147, 'fictitious': 3148, 'gorgeous': 3149, 'grafted': 3150, 'hayden': 3151, 'huston': 3152, 'incoherent': 3153, 'jfk': 3154, 'justify': 3155, 'kegan': 3156, 'luridly': 3157, 'manage': 3158, 'murder': 3159, 'paraphrasing': 3160, 'perkins': 3161, 'pointlessly': 3162, 'president': 3163, 'price': 3164, 'purchase': 3165, 'repetitive': 3166, 'sterling': 3167, 'theory': 3168, 'wallach': 3169, 'adultery': 3170, 'broach': 3171, 'caught': 3172, 'comediesparticularly': 3173, 'delf': 3174, 'dental': 3175, 'dentist': 3176, 'encouraged': 3177, 'exploring': 3178, 'foreign': 3179, 'frequently': 3180, 'glue': 3181, 'heroin': 3182, 'hole': 3183, 'lieu': 3184, 'nearly': 3185, 'neighboring': 3186, 'payment': 3187, 'pedophilia': 3188, 'pot': 3189, 'prostitution': 3190, 'rectal': 3191, 'reminded': 3192, 'sniffing': 3193, 'sortranging': 3194, 'south': 3195, 'speed': 3196, 'topic': 3197, 'tumor': 3198, 'violated': 3199, 'wacky': 3200, 'yearsold': 3201, '9th': 3202, 'blend': 3203, 'casper': 3204, 'crappy': 3205, 'creative': 3206, 'cringe': 3207, 'diem': 3208, 'flabbergastingly': 3209, 'following': 3210, 'gotten': 3211, 'grader': 3212, 'hercules': 3213, 'junk': 3214, 'normal': 3215, 'share': 3216, 'sized': 3217, 'slap': 3218, 'tremor': 3219, 'america': 3220, 'canada': 3221, 'cracker': 3222, 'enthralled': 3223, 'green': 3224, 'histrionics': 3225, 'hooked': 3226, 'overthetop': 3227, 'robson': 3228, 'spook': 3229, 'subtlety': 3230, 'touching': 3231, 'understated': 3232, 'unsettling': 3233, 'waking': 3234, 'wire': 3235, 'witness': 3236, 'afoul': 3237, 'caused': 3238, 'comfort': 3239, 'commonhe': 3240, 'craven': 3241, 'cryi': 3242, 'desert': 3243, 'electronic': 3244, 'equipment': 3245, 'fill': 3246, 'guardsman': 3247, 'inherent': 3248, 'local': 3249, 'luster': 3250, 'mimzy': 3251, 'multiplex': 3252, 'national': 3253, 'passion': 3254, 'paycheck': 3255, 'pick': 3256, 'ran': 3257, 'remove': 3258, 'sarcastically': 3259, 'scare': 3260, 'screwed': 3261, 'southern': 3262, 'surveillance': 3263, 'swamp': 3264, 'wes': 3265, 'artnothing': 3266, 'boatthen': 3267, 'claim': 3268, 'considering': 3269, 'deceived': 3270, 'doingthe': 3271, 'existed': 3272, 'experienced': 3273, 'filmanother': 3274, 'filmedthere': 3275, 'ghost': 3276, 'goodas': 3277, 'haunted': 3278, 'hoped': 3279, 'imaginary': 3280, 'impossiblei': 3281, 'itselfit': 3282, 'lightning': 3283, 'moviedo': 3284, 'moviewhoever': 3285, 'musicthere': 3286, 'opera': 3287, 'rental': 3288, 'riskif': 3289, 'rock': 3290, 'ruined': 3291, 'scenesthat': 3292, 'seathat': 3293, 'sensein': 3294, 'shaking': 3295, 'storm': 3296, 'storyhe': 3297, 'storyi': 3298, 'suspenseful': 3299, 'teen': 3300, 'thisthere': 3301, 'trailerseven': 3302, 'unknown': 3303, 'whytefox': 3304, 'allenpaul': 3305, 'combination': 3306, 'knock': 3307, 'likeable': 3308, 'provensareiser': 3309, 'rollerblade': 3310, 'sickeningly': 3311, 'thiat': 3312, 'woody': 3313, 'african': 3314, 'avon': 3315, 'disney': 3316, 'eyeliner': 3317, 'haley': 3318, 'hasnt': 3319, 'history': 3320, 'hokiest': 3321, 'kaye': 3322, 'kingdom': 3323, 'marie': 3324, 'opened': 3325, 'osmond': 3326, 'pavillion': 3327, 'severeid': 3328, 'shortcoming': 3329, 'showcase': 3330, 'unless': 3331, 'unmistakeably': 3332, 'variety': 3333, 'visual': 3334, 'beach': 3335, 'bloodstorm': 3336, 'boorish': 3337, 'charlie': 3338, 'chummiesgive': 3339, 'dance': 3340, 'dayto': 3341, 'denice': 3342, 'die': 3343, 'drag': 3344, 'duff': 3345, 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3403, 'ethic': 3404, 'gere': 3405, 'geres': 3406, 'humble': 3407, 'hundred': 3408, 'ludicrous': 3409, 'missionary': 3410, 'paid': 3411, 'position': 3412, 'punished': 3413, 'regardless': 3414, 'se7en': 3415, 'society': 3416, 'trial': 3417, 'villain': 3418, 'fiction': 3419, 'pulp': 3420, 'repellent': 3421, 'unique': 3422, 'changed': 3423, 'company': 3424, 'distorted': 3425, 'evolve': 3426, 'formed': 3427, 'formula': 3428, 'incarnation': 3429, 'inflexible': 3430, 'jar': 3431, 'menville': 3432, 'mode': 3433, 'nitpicking': 3434, 'outfit': 3435, 'properly': 3436, 'reimagining': 3437, 'scoobydoo': 3438, 'shaggys': 3439, 'squeaky': 3440, 'surely': 3441, 'theyve': 3442, 'walking': 3443, 'weird': 3444, 'barkin': 3445, 'billy': 3446, 'bos': 3447, 'brazil': 3448, 'burt': 3449, 'byrne': 3450, 'constellation': 3451, 'diane': 3452, 'dreyfus': 3453, 'ellen': 3454, 'gabriel': 3455, 'hines': 3456, 'idol': 3457, 'institution': 3458, 'kyle': 3459, 'leaving': 3460, 'maclachlan': 3461, 'matarte': 3462, 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'identity': 4669, 'idiom': 4670, 'include': 4671, 'includes': 4672, 'increasingly': 4673, 'ingratiate': 4674, 'injokes': 4675, 'insistent': 4676, 'introduced': 4677, 'investigation': 4678, 'involving': 4679, 'ironically': 4680, 'jackman': 4681, 'joe': 4682, 'johansson': 4683, 'journalism': 4684, 'journalistic': 4685, 'jump': 4686, 'landmark': 4687, 'limelight': 4688, 'literary': 4689, 'lore': 4690, 'lyman': 4691, 'magician': 4692, 'maguffin': 4693, 'mandelbaum': 4694, 'mask': 4695, 'mater': 4696, 'mcshane': 4697, 'melinda': 4698, 'memorable': 4699, 'millionaire': 4700, 'mimic': 4701, 'moreover': 4702, 'muckraker': 4703, 'mythology': 4704, 'narcissism': 4705, 'newly': 4706, 'noise': 4707, 'notorious': 4708, 'observation': 4709, 'observes': 4710, 'oneliners': 4711, 'participation': 4712, 'peculiar': 4713, 'persuasion': 4714, 'pervasive': 4715, 'plausible': 4716, 'plebeianism': 4717, 'polite': 4718, 'postfuneral': 4719, 'pransky': 4720, 'prelude': 4721, 'proffer': 4722, 'putdown': 4723, 'querulous': 4724, 'quotable': 4725, 'raised': 4726, 'receptive': 4727, 'recognition': 4728, 'religion': 4729, 'reluctant': 4730, 'rely': 4731, 'reserved': 4732, 'ripper': 4733, 'ritzy': 4734, 'road': 4735, 'rose': 4736, 'sabbatical': 4737, 'satire': 4738, 'scarlett': 4739, 'scoop': 4740, 'scum': 4741, 'seizes': 4742, 'selfcasting': 4743, 'selfparody': 4744, 'selfrepetitive': 4745, 'serf': 4746, 'sharp': 4747, 'ship': 4748, 'sid': 4749, 'snap': 4750, 'sondra': 4751, 'stagepatter': 4752, 'stammer': 4753, 'stiffly': 4754, 'string': 4755, 'strombel': 4756, 'styx': 4757, 'suspect': 4758, 'systematic': 4759, 'tarot': 4760, 'threatening': 4761, 'tick': 4762, 'ubiquitous': 4763, 'undergraduate': 4764, 'visitation': 4765, 'wannabe': 4766, 'waterman': 4767, 'weakest': 4768, 'whistled': 4769, 'woodys': 4770, 'wry': 4771, 'anamorphic': 4772, 'blasting': 4773, 'color': 4774, 'concert': 4775, 'deny': 4776, 'drunkdruggie': 4777, 'ferrari': 4778, 'flawless': 4779, 'gal': 4780, 'garland': 4781, 'huge': 4782, 'judy': 4783, 'kris': 4784, 'kristofferson': 4785, 'lastly': 4786, 'living': 4787, 'naturally': 4788, 'plasma': 4789, 'secretly': 4790, 'sheesh': 4791, 'streisand': 4792, 'transfer': 4793, 'wagon': 4794, 'wendy': 4795, 'widescreen': 4796, 'babe': 4797, 'dana': 4798, 'delany': 4799, 'dryfus': 4800, 'julia': 4801, 'rauol': 4802, 'adaption': 4803, 'argued': 4804, 'awesome': 4805, 'centre': 4806, 'complain': 4807, 'compromising': 4808, 'connoisseur': 4809, 'digga': 4810, 'fart': 4811, 'goldberg': 4812, 'hakuna': 4813, 'imo': 4814, 'irreverent': 4815, 'kinda': 4816, 'lion': 4817, 'lucky': 4818, 'matata': 4819, 'nanosecond': 4820, 'nutshell': 4821, 'perspective': 4822, 'pumbaa': 4823, 'pumbaas': 4824, 'rare': 4825, 'returning': 4826, 'rhapsody': 4827, 'satisfy': 4828, 'timon': 4829, 'tunnah': 4830, 'warning': 4831, 'warthog': 4832, 'welcome': 4833, 'whatsoever': 4834, 'whoopi': 4835, 'yep': 4836, 'accurately': 4837, 'antinazi': 4838, 'chart': 4839, 'charting': 4840, 'contrasted': 4841, 'conversion': 4842, 'dachau': 4843, 'helpless': 4844, 'incredulous': 4845, 'jew': 4846, 'knox': 4847, 'liberation': 4848, 'nazi': 4849, 'newsreel': 4850, 'notably': 4851, 'nuremburg': 4852, 'occur': 4853, 'officer': 4854, 'permit': 4855, 'predicting': 4856, 'reviewer': 4857, 'staffenberg': 4858, 'stance': 4859, 'trail': 4860, 'transport': 4861, 'wwii': 4862, '19961999': 4863, '2001': 4864, 'amongst': 4865, 'barrier': 4866, 'collector': 4867, 'disturbed': 4868, 'everlasting': 4869, 'finchers': 4870, 'fourth': 4871, 'grayce': 4872, 'july': 4873, 'kalifornia': 4874, 'land': 4875, 'loon': 4876, 'showtime': 4877, 'sometime': 4878, 'spectrum': 4879, 'thrill': 4880, 'wave': 4881, 'windshield': 4882, 'avoids': 4883, 'frustrated': 4884, 'guerillawar': 4885, 'item': 4886, 'kaufman': 4887, 'loneavenger': 4888, 'lowestcommondenominator': 4889, 'passively': 4890, 'predictability': 4891, 'rabid': 4892, 'refreshing': 4893, 'renewed': 4894, 'required': 4895, 'returned': 4896, 'roll': 4897, 'savage': 4898, 'scarcelyseen': 4899, 'screening': 4900, 'sharptoothed': 4901, 'smacked': 4902, 'swallowed': 4903, 'tasting': 4904, 'unfulfilled': 4905, 'waged': 4906, 'whim': 4907, 'apology': 4908, 'appreciated': 4909, 'aware': 4910, 'bette': 4911, 'bondage': 4912, 'carey': 4913, 'celebrated': 4914, 'charisma': 4915, 'cinematically': 4916, 'compelling': 4917, 'conceived': 4918, 'condition': 4919, 'conscious': 4920, 'cromwell': 4921, 'cultural': 4922, 'davis': 4923, 'descend': 4924, 'detract': 4925, 'develop': 4926, 'diminish': 4927, 'disdain': 4928, 'divide': 4929, 'dominate': 4930, 'dyke': 4931, 'exaggerated': 4932, 'exchange': 4933, 'flounced': 4934, 'fragile': 4935, 'grab': 4936, 'grating': 4937, 'hackneyed': 4938, 'howard': 4939, 'leslie': 4940, 'limitation': 4941, 'load': 4942, 'lowkey': 4943, 'manipulative': 4944, 'mannered': 4945, 'mightnt': 4946, 'mildred': 4947, 'misunderstanding': 4948, 'motivated': 4949, 'naive': 4950, 'nationality': 4951, 'owe': 4952, 'perpetrator': 4953, 'philip': 4954, 'poisonous': 4955, 'pony': 4956, 'poppins': 4957, 'portraying': 4958, 'prostrate': 4959, 'realise': 4960, 'rejection': 4961, 'sanitised': 4962, 'scorned': 4963, 'selfishness': 4964, 'selfloathing': 4965, 'sensitive': 4966, 'skillful': 4967, 'slipped': 4968, 'solely': 4969, 'stark': 4970, 'stilted': 4971, 'superficial': 4972, 'tackled': 4973, 'uncomfortable': 4974, 'unconventional': 4975, 'universally': 4976, 'unrequited': 4977, 'veracity': 4978, 'vernacular': 4979, 'via': 4980, 'victoria': 4981, 'wilful': 4982, 'youthful': 4983, 'andré': 4984, 'carasso': 4985, 'confirm': 4986, 'described': 4987, 'france': 4988, 'hossein': 4989, 'hosseins': 4990, 'impose': 4991, 'issued': 4992, 'jazz': 4993, 'maintained': 4994, 'marina': 4995, 'necessity': 4996, 'preference': 4997, 'subjectsharry': 4998, 'vlady': 4999, 'cracked': 5000, 'nonhollywood': 5001, 'rocked': 5002, 'whooo': 5003, '7510': 5004, 'arrives': 5005, 'avenging': 5006, 'boasting': 5007, 'brood': 5008, 'brooding': 5009, 'charlton': 5010, 'chooses': 5011, 'clint': 5012, 'corsia': 5013, 'cowritten': 5014, 'credential': 5015, 'darkly': 5016, 'excellently': 5017, 'favour': 5018, 'forgotten': 5019, 'functioning': 5020, 'garmes': 5021, 'gun': 5022, 'harangued': 5023, 'heston': 5024, 'hire': 5025, 'justifiably': 5026, 'lacking': 5027, 'landowner': 5028, 'majority': 5029, 'mitchum': 5030, 'news': 5031, 'piercing': 5032, 'pistol': 5033, 'pleasantly': 5034, 'pricking': 5035, 'reconciliation': 5036, 'reputation': 5037, 'rid': 5038, 'scream': 5039, 'sheriff': 5040, 'slim': 5041, 'spartacus': 5042, 'specialist': 5043, 'standing': 5044, 'staring': 5045, 'stride': 5046, 'stripping': 5047, 'tamer': 5048, 'technically': 5049, 'themed': 5050, 'tho': 5051, 'thru': 5052, 'tollinger': 5053, 'tollingers': 5054, 'townsfolk': 5055, 'unsavoury': 5056, 'villainesque': 5057, 'altar': 5058, 'approach': 5059, 'bela': 5060, 'bride': 5061, 'dropping': 5062, 'dwarf': 5063, 'eludes': 5064, 'fiend': 5065, 'happy': 5066, 'healthy': 5067, 'hearse': 5068, 'hiding': 5069, 'igor': 5070, 'keystone': 5071, 'lagosi': 5072, 'lagosis': 5073, 'lois': 5074, 'mad': 5075, 'mansion': 5076, 'passageway': 5077, 'postpone': 5078, 'reporter': 5079, 'resolve': 5080, 'shut': 5081, 'sickly': 5082, 'solving': 5083, 'stranded': 5084, 'thunderstorm': 5085, 'vampirelike': 5086, 'zapped': 5087, 'amazonfailed': 5088, 'chinese': 5089, 'fox': 5090, 'inconvenient': 5091, 'indeedi': 5092, 'international': 5093, 'puzzled': 5094, 'season1': 5095, 'season2': 5096, 'season3': 5097, 'someday': 5098, 'balance': 5099, 'candy': 5100, 'concurred': 5101, 'containing': 5102, 'delivered': 5103, 'delivers': 5104, 'description': 5105, 'deserved': 5106, 'dodesukaden': 5107, 'evolving': 5108, 'finger': 5109, 'fortress': 5110, 'humanely': 5111, 'kurosawa': 5112, 'kurosawafilm': 5113, 'lean': 5114, 'lenght': 5115, 'lenghtened': 5116, 'planning': 5117, 'pointing': 5118, 'scale': 5119, 'sympathetically': 5120, 'tear': 5121, 'abandonment': 5122, 'analogy': 5123, 'attitude': 5124, 'authentic': 5125, 'bitterness': 5126, 'brunna': 5127, 'clone': 5128, 'comically': 5129, 'confronts': 5130, 'cortez': 5131, 'debut': 5132, 'depicting': 5133, 'diva': 5134, 'domineering': 5135, 'eventually': 5136, 'fate': 5137, 'follows': 5138, 'garbo': 5139, 'greta': 5140, 'groomed': 5141, 'haughtiness': 5142, 'homeless': 5143, 'influenced': 5144, 'leonora': 5145, 'littlefield': 5146, 'lucien': 5147, 'mack': 5148, 'mama': 5149, 'marshall': 5150, 'mgm': 5151, 'missed': 5152, 'peasant': 5153, 'precursor': 5154, 'prised': 5155, 'punch': 5156, 'rafael': 5157, 'rafaels': 5158, 'ricardo': 5159, 'spain': 5160, 'swain': 5161, 'swept': 5162, 'timer': 5163, 'torrent': 5164, 'tully': 5165, 'undermined': 5166, 'unsympathetic': 5167, 'valentino': 5168, 'willed': 5169, '1993': 5170, 'amazon': 5171, 'article': 5172, 'bloodbath': 5173, 'built': 5174, 'cave': 5175, 'community': 5176, 'energetic': 5177, 'england': 5178, 'facility': 5179, 'factory': 5180, 'flood': 5181, 'fool': 5182, 'forum': 5183, 'goofy': 5184, 'gory': 5185, 'liar': 5186, 'mashing': 5187, 'midwest': 5188, 'miracle': 5189, 'netherlands': 5190, 'paced': 5191, 'painfully': 5192, 'post': 5193, 'promote': 5194, 'raw': 5195, 'resident': 5196, 'revoew': 5197, 'sandbag': 5198, 'service': 5199, 'shifting': 5200, 'spill': 5201, 'splatter': 5202, 'toxic': 5203, 'troma': 5204, 'undead': 5205, 'unleash': 5206, 'upsetting': 5207, 'yanked': 5208, 'diverse': 5209, 'downey': 5210, 'expertise': 5211, 'variable': 5212, 'arbus': 5213, 'behave': 5214, 'conditioned': 5215, 'contradict': 5216, 'dehumanizing': 5217, 'eloquent': 5218, 'everywhere': 5219, 'genius': 5220, 'hopeless': 5221, 'improvised': 5222, 'mold': 5223, 'offered': 5224, 'ought': 5225, 'overlooking': 5226, 'oversimplify': 5227, 'rosy': 5228, 'storytelling': 5229, 'strongest': 5230, 'sunbathing': 5231, 'unfold': 5232, 'unseemly': 5233, 'andre': 5234, 'avignon': 5235, 'backstage': 5236, 'bernhardt': 5237, 'boardman': 5238, 'burlesque': 5239, 'california': 5240, 'cameo': 5241, 'colony': 5242, 'comedienne': 5243, 'crossroad': 5244, 'cusp': 5245, 'davy': 5246, 'despised': 5247, 'douglas': 5248, 'druthers': 5249, 'eager': 5250, 'eleanor': 5251, 'fairbanks': 5252, 'farrar': 5253, 'foil': 5254, 'fortunate': 5255, 'generous': 5256, 'geraldine': 5257, 'gifted': 5258, 'gilbert': 5259, 'haines': 5260, 'happier': 5261, 'hearst': 5262, 'hearted': 5263, 'hopeful': 5264, 'identify': 5265, 'janice': 5266, 'knighthood': 5267, 'learns': 5268, 'legitimate': 5269, 'lou': 5270, 'mae': 5271, 'marion': 5272, 'meredith': 5273, 'murray': 5274, 'patricia': 5275, 'paul': 5276, 'peggy': 5277, 'pepper': 5278, 'pie': 5279, 'prepoire': 5280, 'pretend': 5281, 'pretense': 5282, 'ralli': 5283, 'randolph': 5284, 'sarah': 5285, 'seltzer': 5286, 'shed': 5287, 'shine': 5288, 'somebody': 5289, 'stardom': 5290, 'telfair': 5291, 'tellegen': 5292, 'tin': 5293, 'treat': 5294, 'unbilled': 5295, 'abroad': 5296, 'aspiring': 5297, 'burnt': 5298, 'daniel': 5299, 'expert': 5300, 'lyric': 5301, 'manipulates': 5302, 'phil': 5303, 'predates': 5304, 'stimulant': 5305, 'tend': 5306, 'tomorrow': 5307, 'winner': 5308, '1516': 5309, 'broad': 5310, 'collection': 5311, 'corker': 5312, 'council': 5313, 'crop': 5314, 'dambusters': 5315, 'dare': 5316, 'discover': 5317, 'easyrider': 5318, 'education': 5319, 'finery': 5320, 'freebird': 5321, 'genuinely': 5322, 'hailsham': 5323, 'integrity': 5324, 'interacting': 5325, 'knife': 5326, 'lovely': 5327, 'mushrooming': 5328, 'nod': 5329, 'obtain': 5330, 'ref': 5331, 'shakespearian': 5332, 'smattering': 5333, 'spotted': 5334, 'touchesreferences': 5335, 'withnail': 5336, 'afternoon': 5337, 'butchering': 5338, 'cork': 5339, 'dangerously': 5340, 'dangerouslys': 5341, 'deluise': 5342, 'dom': 5343, 'hale': 5344, 'henner': 5345, 'johnny': 5346, 'marilu': 5347, 'maroni': 5348, 'matinées': 5349, 'medical': 5350, 'nightclub': 5351, 'owner': 5352, 'piscopo': 5353, 'roman': 5354, 'satirical': 5355, 'spends': 5356, 'sucker': 5357, 'underrated': 5358, 'waiting': 5359, 'boyle': 5360, 'brokeback': 5361, 'buddyand': 5362, 'dennis': 5363, 'deputy': 5364, 'dough': 5365, 'drifter': 5366, 'drilling': 5367, 'explosively': 5368, 'hardworking': 5369, 'herecocky': 5370, 'hitman': 5371, 'hopper': 5372, 'juice': 5373, 'legitimately': 5374, 'neonoir': 5375, 'onestepahead': 5376, 'seething': 5377, 'sleepy': 5378, 'sneakiness': 5379, 'steal': 5380, 'villainous': 5381, 'walsh': 5382, 'walshs': 5383, 'wyoming': 5384, 'adequately': 5385, 'artistically': 5386, 'battlefield': 5387, 'commercially': 5388, 'considerable': 5389, 'discovered': 5390, 'flawed': 5391, 'focus': 5392, 'glib': 5393, 'humanness': 5394, 'jobit': 5395, 'kurt': 5396, 'largely': 5397, 'marvellous': 5398, 'meritwhich': 5399, 'nearmachine': 5400, 'newfound': 5401, 'russell': 5402, 'sciencefiction': 5403, 'surrounding': 5404, 'todd': 5405, 'transformation': 5406, 'troop': 5407, 'typically': 5408, 'underestimate': 5409, 'undoing': 5410, 'beat': 5411, 'butter': 5412, 'carmella': 5413, 'dismembering': 5414, 'disposing': 5415, 'executive': 5416, 'extended': 5417, 'finished': 5418, 'football': 5419, 'frying': 5420, 'gratuitous': 5421, 'indiscretion': 5422, 'knowing': 5423, 'mafia': 5424, 'nephew': 5425, 'nfl': 5426, 'peanut': 5427, 'perk': 5428, 'prefers': 5429, 'rage': 5430, 'soprano': 5431, 'suite': 5432, 'sun': 5433, 'sunday': 5434, 'therapist': 5435, 'tzu': 5436, 'upcoming': 5437, 'antwerp': 5438, 'aired': 5439, 'buff': 5440, 'chuck': 5441, 'consequence': 5442, 'daisy': 5443, 'dying': 5444, 'emerson': 5445, 'fairytale': 5446, 'glimpse': 5447, 'lily': 5448, 'longing': 5449, 'longs': 5450, 'monetary': 5451, 'morbid': 5452, 'ned': 5453, 'olive': 5454, 'palatable': 5455, 'presented': 5456, 'pushing': 5457, 'reward': 5458, 'skeptical': 5459, 'vivian': 5460, 'whodoneit': 5461, 'acceptance': 5462, 'bimbo': 5463, 'breakdown': 5464, 'byron': 5465, 'catatonic': 5466, 'disco': 5467, 'doll': 5468, 'fawning': 5469, 'fever': 5470, 'floating': 5471, 'flounce': 5472, 'freezeframe': 5473, 'garden': 5474, 'glittery': 5475, 'gross': 5476, 'hanging': 5477, 'hoot': 5478, 'hose': 5479, 'hostess': 5480, 'miscast': 5481, 'nervous': 5482, 'overdone': 5483, 'pia': 5484, 'pushkin': 5485, 'raped': 5486, 'saturday': 5487, 'speech': 5488, 'stupor': 5489, 'supernova': 5490, 'trashy': 5491, 'twotiming': 5492, 'valley': 5493, 'vibe': 5494, 'vortex': 5495, 'adding': 5496, 'basinger': 5497, 'cheating': 5498, 'dynamic': 5499, 'eva': 5500, 'kiefer': 5501, 'kim': 5502, 'longoria': 5503, 'screenplay': 5504, 'sentinel': 5505, 'sutherland': 5506, 'theodore': 5507, 'anytime': 5508, 'appearing': 5509, 'boss': 5510, 'chapter': 5511, 'coaster': 5512, 'gamecomic': 5513, 'glued': 5514, 'ocarina': 5515, 'riding': 5516, 'roller': 5517, 'subtitle': 5518, 'zelda': 5519, 'abandoned': 5520, 'crook': 5521, 'cuttingly': 5522, 'dame': 5523, 'endearing': 5524, 'gable': 5525, 'gypsy': 5526, 'harlow': 5527, 'inmate': 5528, 'jaw': 5529, 'minister': 5530, 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'headless': 5585, 'innovative': 5586, 'negative': 5587, 'overpaid': 5588, 'spellbinding': 5589, 'turkey': 5590, 'unnerving': 5591, 'conviction': 5592, 'directorswriters': 5593, 'environment': 5594, 'phenomenal': 5595, 'principal': 5596, 'reflects': 5597, 'straightforward': 5598, 'stun': 5599, 'teenish': 5600, '1920s': 5601, 'analysis': 5602, 'assert': 5603, 'barton': 5604, 'brotherwhere': 5605, 'cerebralbut': 5606, 'chess': 5607, 'coen': 5608, 'dependant': 5609, 'downjohn': 5610, 'emily': 5611, 'fink': 5612, 'forging': 5613, 'gadabout': 5614, 'gloss': 5615, 'introspective': 5616, 'jamesa': 5617, 'lebowski': 5618, 'loveto': 5619, 'nabakov': 5620, 'origin': 5621, 'preparing': 5622, 'proving': 5623, 'socialmountaineering': 5624, 'stature': 5625, 'thou': 5626, 'tournament': 5627, 'turturro': 5628, 'watson': 5629, 'barren': 5630, 'coal': 5631, 'consternation': 5632, 'contender': 5633, 'cooper': 5634, 'destiny': 5635, 'equally': 5636, 'errant': 5637, 'exceptional': 5638, 'extraordinary': 5639, 'facing': 5640, 'growing': 5641, 'gyllenhaal': 5642, 'hickam': 5643, 'homemade': 5644, 'homer': 5645, 'inspires': 5646, 'inspiring': 5647, 'jake': 5648, 'johnston': 5649, 'jumanji': 5650, 'laura': 5651, 'mineforeman': 5652, 'misfit': 5653, 'missile': 5654, 'october': 5655, 'ofttimes': 5656, 'outcast': 5657, 'overcome': 5658, 'patch': 5659, 'prize': 5660, 'rocket': 5661, 'rocketboys': 5662, 'scholarship': 5663, 'teacher': 5664, 'understands': 5665, 'virginia': 5666, 'wasting': 5667, 'delightfully': 5668, 'elderly': 5669, 'financial': 5670, 'grows': 5671, 'humdrum': 5672, 'italy': 5673, 'jaded': 5674, 'mailman': 5675, 'marital': 5676, 'month': 5677, 'outlook': 5678, 'permeates': 5679, 'refresh': 5680, 'resource': 5681, 'spell': 5682, 'themand': 5683, 'uplifted': 5684, 'villa': 5685, 'visited': 5686, 'wealthy': 5687, 'wholly': 5688, 'affected': 5689, 'bead': 5690, 'capitalism': 5691, 'chain': 5692, 'china': 5693, 'communicate': 5694, 'consume': 5695, 'consumer': 5696, 'differently': 5697, 'east': 5698, 'expound': 5699, 'focusing': 5700, 'globalisms': 5701, 'gras': 5702, 'importer': 5703, 'inscrutable': 5704, 'investigates': 5705, 'kudos': 5706, 'larger': 5707, 'management': 5708, 'manufactured': 5709, 'mardi': 5710, 'motif': 5711, 'motivation': 5712, 'nation': 5713, 'objection': 5714, 'openly': 5715, 'phenomenon': 5716, 'poorer': 5717, 'preach': 5718, 'process': 5719, 'product': 5720, 'profit': 5721, 'relation': 5722, 'reveler': 5723, 'sickened': 5724, 'soapbox': 5725, 'sweatshop': 5726, 'sweeper': 5727, 'utilized': 5728, 'wellmade': 5729, 'worker': 5730, '1994': 5731, 'aloof': 5732, 'amanda': 5733, 'anderson': 5734, 'arc': 5735, 'archaeologist': 5736, 'blink': 5737, 'boyish': 5738, 'bringing': 5739, 'brings': 5740, 'carter': 5741, 'christopher': 5742, 'civilian': 5743, 'colonel': 5744, 'comprising': 5745, 'darker': 5746, 'depict': 5747, 'depicted': 5748, 'dilemma': 5749, 'emotion': 5750, 'esteemed': 5751, 'explore': 5752, 'fairness': 5753, 'femininity': 5754, 'firmness': 5755, 'freeing': 5756, 'friction': 5757, 'galaxy': 5758, 'general': 5759, 'goauld': 5760, 'hammond': 5761, 'handled': 5762, 'hardbitten': 5763, 'headed': 5764, 'host': 5765, 'militaryscience': 5766, 'ninety': 5767, 'oneill': 5768, 'oneills': 5769, 'organisation': 5770, 'overlord': 5771, 'parasitic': 5772, 'perfected': 5773, 'progressed': 5774, 'reflecting': 5775, 'samantha': 5776, 'sarcastic': 5777, 'scientist': 5778, 'shank': 5779, 'shift': 5780, 'shouldertoshoulder': 5781, 'solidly': 5782, 'tapping': 5783, 'tealc': 5784, 'topnotch': 5785, 'trek': 5786, 'wideeyed': 5787, 'wisecrack': 5788, 'appetizer': 5789, 'cleanse': 5790, 'crafted': 5791, 'crusty': 5792, 'idly': 5793, 'loaf': 5794, 'marathon': 5795, 'palate': 5796, 'proof': 5797, 'relax': 5798, 'shortbread': 5799, 'stale': 5800, 'toast': 5801, 'bonus': 5802, 'cartoon': 5803, 'flow': 5804, 'led': 5805, 'max': 5806, 'online': 5807, 'simplicity': 5808, 'stylization': 5809, 'unexpected': 5810, 'wackiness': 5811, '1980': 5812, 'accepts': 5813, 'affection': 5814, 'alongside': 5815, 'analyst': 5816, 'approximately': 5817, 'author': 5818, 'bookmovie': 5819, 'chilly': 5820, 'cook': 5821, 'counterpart': 5822, 'criticism': 5823, 'criticized': 5824, 'crothers': 5825, 'current': 5826, 'damien': 5827, 'dannys': 5828, 'dealt': 5829, 'decay': 5830, 'defined': 5831, 'deliver': 5832, 'deserving': 5833, 'emerges': 5834, 'endowed': 5835, 'faithful': 5836, 'fiveyear': 5837, 'flash': 5838, 'ghostly': 5839, 'grin': 5840, 'grinning': 5841, 'gruesome': 5842, 'hallorann': 5843, 'harvey': 5844, 'icon': 5845, 'ideal': 5846, 'immortal': 5847, 'included': 5848, 'indelibly': 5849, 'inhabit': 5850, 'irvine': 5851, 'isolated': 5852, 'jackdanny': 5853, 'joel': 5854, 'junkie': 5855, 'latter': 5856, 'linked': 5857, 'lloyd': 5858, 'masterclass': 5859, 'necessarily': 5860, 'nest': 5861, 'nichlolsons': 5862, 'nicholson': 5863, 'nicholsons': 5864, 'novel': 5865, 'omen': 5866, 'omission': 5867, 'omitting': 5868, 'osment': 5869, 'overlook': 5870, 'perfection': 5871, 'redemption': 5872, 'regarding': 5873, 'resisting': 5874, 'scatman': 5875, 'sens': 5876, 'sheen': 5877, 'shelley': 5878, 'shining': 5879, 'soft': 5880, 'somethings': 5881, 'stanley': 5882, 'steadicam': 5883, 'stephen': 5884, 'subsequently': 5885, 'terrified': 5886, 'terrifying': 5887, 'threatens': 5888, 'torrance': 5889, 'trademark': 5890, 'trainspotting': 5891, 'triggering': 5892, 'unaffected': 5893, 'unbalance': 5894, 'undermining': 5895, 'welsh': 5896, 'wendys': 5897, 'adversity': 5898, 'complaining': 5899, 'discussion': 5900, 'downer': 5901, 'dukakis': 5902, 'falk': 5903, 'fishing': 5904, 'joining': 5905, 'olympia': 5906, 'reiser': 5907, 'beaver': 5908, 'believed': 5909, 'boot': 5910, 'cameraman': 5911, 'crispin': 5912, 'curiosity': 5913, 'fictional': 5914, 'gary': 5915, 'glover': 5916, 'glovers': 5917, 'gritty': 5918, 'groovin': 5919, 'orkly': 5920, 'penn': 5921, 'sean': 5922, 'searching': 5923, 'section': 5924, 'sincerely': 5925, 'trent': 5926, 'trilogy': 5927, 'tryout': 5928, 'web': 5929, 'website': 5930, 'agree': 5931, 'ambersons': 5932, 'anders': 5933, 'arthur': 5934, 'atmospheric': 5935, 'attorney': 5936, 'bannister': 5937, 'blond': 5938, 'bold': 5939, 'characterization': 5940, 'charismatic': 5941, 'cohn': 5942, 'compulsion': 5943, 'cowriter': 5944, 'crippled': 5945, 'deceit': 5946, 'dichotomy': 5947, 'dubbed': 5948, 'duty': 5949, 'elli': 5950, 'everett': 5951, 'external': 5952, 'fearful': 5953, 'freedom': 5954, 'freer': 5955, 'glenn': 5956, 'goddess': 5957, 'handsome': 5958, 'hayworth': 5959, 'interference': 5960, 'irish': 5961, 'narrator': 5962, 'nevertheless': 5963, 'nose': 5964, 'orson': 5965, 'phone': 5966, 'possessing': 5967, 'pure': 5968, 'quadruple': 5969, 'reign': 5970, 'relies': 5971, 'rita': 5972, 'ritas': 5973, 'sailor': 5974, 'sloan': 5975, 'sloane': 5976, 'snail': 5977, 'softvoiced': 5978, 'sporting': 5979, 'vibrant': 5980, 'welles': 5981, 'yacht': 5982, '1010': 5983, 'angry': 5984, 'baby': 5985, 'bicycle': 5986, 'cabbage': 5987, 'cesare': 5988, 'comedicfantastic': 5989, 'fellini': 5990, 'fullfledged': 5991, 'greatly': 5992, 'initiative': 5993, 'milan': 5994, 'mount': 5995, 'neorealism': 5996, 'organizes': 5997, 'orphanage': 5998, 'oxymoron': 5999, 'sell': 6000, 'shantytown': 6001, 'sica': 6002, 'sicas': 6003, 'stray': 6004, 'thief': 6005, 'toto': 6006, 'umberto': 6007, 'valise': 6008, 'vittorio': 6009, 'zavattini': 6010, '2002': 6011, 'acidic': 6012, 'apartment': 6013, 'aplenty': 6014, 'bach': 6015, 'bergdorf': 6016, 'butler': 6017, 'drollisms': 6018, 'dudley': 6019, 'duly': 6020, 'filmcomedy': 6021, 'fitzgerald': 6022, 'funniest': 6023, 'gielgud': 6024, 'goodman': 6025, 'grandmother': 6026, 'heir': 6027, 'hobson': 6028, 'larcenist': 6029, 'linda': 6030, 'lindas': 6031, 'lovingyetruthless': 6032, 'march': 6033, 'mature': 6034, 'minnelli': 6035, 'moore': 6036, 'passed': 6037, 'path': 6038, 'receives': 6039, 'refuse': 6040, 'requisite': 6041, 'responsibility': 6042, 'shattering': 6043, 'shiniest': 6044, 'shopping': 6045, 'sir': 6046, 'siren': 6047, 'topten': 6048, 'voting': 6049, 'annoyed': 6050, 'ballad': 6051, 'bathroom': 6052, 'bowed': 6053, 'centered': 6054, 'comedic': 6055, 'devout': 6056, 'directly': 6057, 'directtovideo': 6058, 'disc': 6059, 'embracing': 6060, 'ernie': 6061, 'julie': 6062, 'kavner': 6063, 'lighthearted': 6064, 'lk2': 6065, 'marge': 6066, 'margin': 6067, 'montage': 6068, 'nathan': 6069, 'nitpick': 6070, 'sabella': 6071, 'safari': 6072, 'simba': 6073, 'stiller': 6074, 'viewpoint': 6075, 'voicework': 6076, 'yahoo': 6077, '1970': 6078, '1977': 6079, 'agent': 6080, 'alibi': 6081, 'allamerican': 6082, 'alta': 6083, 'altas': 6084, 'altogether': 6085, 'belongs': 6086, 'bestever': 6087, 'blurred': 6088, 'bubbling': 6089, 'camila': 6090, 'carnal': 6091, 'compose': 6092, 'cooky': 6093, 'corporation': 6094, 'cranked': 6095, 'crust': 6096, 'currently': 6097, 'eroticthriller': 6098, 'gear': 6099, 'gershon': 6100, 'gershuny': 6101, 'gershunys': 6102, 'heated': 6103, 'innocent': 6104, 'jaynetts': 6105, 'kemek': 6106, 'kingsley': 6107, 'leering': 6108, 'lesbian': 6109, 'lookalikes': 6110, 'lowry': 6111, 'lynn': 6112, 'monique': 6113, 'murdered': 6114, 'muted': 6115, 'obscure': 6116, 'ondine': 6117, 'onesheet': 6118, 'passionate': 6119, 'performing': 6120, 'photographed': 6121, 'porno': 6122, 'pornographer': 6123, 'posterlucky': 6124, 'reportedly': 6125, 'rereleased': 6126, 'roulette': 6127, 'sally': 6128, 'seduction': 6129, 'sexyinnocent': 6130, 'simulated': 6131, 'smooth': 6132, 'softcore': 6133, 'stone': 6134, 'sufficiently': 6135, 'sugar': 6136, 'suggest': 6137, 'trivia': 6138, 'uncut': 6139, 'unsavory': 6140, 'upper': 6141, 'vengeance': 6142, 'videotape': 6143, 'vooren': 6144, 'warholite': 6145, 'woronov': 6146, 'woronovs': 6147, 'ace': 6148, 'artwork': 6149, 'batman': 6150, 'beatty': 6151, 'bloodless': 6152, 'breathless': 6153, 'caprice': 6154, 'creatively': 6155, 'everyones': 6156, 'liner': 6157, 'madonna': 6158, 'mahoney': 6159, 'pacinos': 6160, 'produced': 6161, 'public': 6162, 'seductive': 6163, 'smiling': 6164, 'strip': 6165, 'stripwhat': 6166, 'tracy': 6167, 'warren': 6168, 'barbara': 6169, 'bel': 6170, 'blackie': 6171, 'block': 6172, 'blustery': 6173, 'chair': 6174, 'chitchat': 6175, 'closest': 6176, 'complexity': 6177, 'efficient': 6178, 'frightening': 6179, 'geddes': 6180, 'gesture': 6181, 'ice': 6182, 'movement': 6183, 'porch': 6184, 'pseudo': 6185, 'respectful': 6186, 'selfproclaimed': 6187, 'separate': 6188, 'table': 6189, 'tap': 6190, 'tattered': 6191, 'threadthe': 6192, 'widmark': 6193, 'worldpalances': 6194, 'austin': 6195, 'bailsman': 6196, 'bet': 6197, 'brian': 6198, 'choco': 6199, 'clarmont': 6200, 'dollar': 6201, 'domino': 6202, 'exmodel': 6203, 'fbi': 6204, 'interrogated': 6205, 'scam': 6206, 'shorter': 6207, 'theft': 6208, 'verdict': 6209, 'weapon': 6210, 'zering': 6211, 'boysgirls': 6212, 'dealing': 6213, 'reallife': 6214, 'relate': 6215, 'steroid': 6216, 'advise': 6217, 'belinda': 6218, 'bothering': 6219, 'coloured': 6220, 'ginty': 6221, 'gushing': 6222, 'ingrid': 6223, 'mayne': 6224, 'maynes': 6225, 'nude': 6226, 'olga': 6227, 'rarer': 6228, 'rerelease': 6229, 'spoilt': 6230, 'towel': 6231, 'trashthis': 6232, 'winded': 6233, 'wound': 6234, 'clichésincluding': 6235, 'cocky': 6236, 'colorful': 6237, 'concocts': 6238, 'courier': 6239, 'fistfight': 6240, 'floozy': 6241, 'fuller': 6242, 'glorybefore': 6243, 'grifter': 6244, 'ingredient': 6245, 'knockout': 6246, 'locale': 6247, 'microfilm': 6248, 'nail': 6249, 'nomination': 6250, 'pickpocket': 6251, 'purse': 6252, 'saxophone': 6253, 'stoolie': 6254, 'thelma': 6255, 'unwittingly': 6256, 'waterfront': 6257, 'butterfly': 6258, 'cal': 6259, 'cheered': 6260, 'commit': 6261, 'deciding': 6262, 'elephant': 6263, 'horrified': 6264, 'notice': 6265, 'sweet': 6266, 'assassin': 6267, 'cox': 6268, 'drink': 6269, 'greatest': 6270, 'homeland': 6271, 'lisa': 6272, 'lisas': 6273, 'mcadams': 6274, 'rachel': 6275, 'reisert': 6276, 'reveals': 6277, 'ripner': 6278, 'secreteary': 6279, 'security': 6280, 'staying': 6281, 'struggling': 6282, 'zing': 6283, '1919': 6284, 'aboard': 6285, 'alert': 6286, 'breathe': 6287, 'campaign': 6288, 'caring': 6289, 'carrier': 6290, 'coffee': 6291, 'complacent': 6292, 'contracted': 6293, 'convince': 6294, 'diminished': 6295, 'directorial': 6296, 'elia': 6297, 'endangered': 6298, 'epidemic': 6299, 'feat': 6300, 'firstrate': 6301, 'flu': 6302, 'ghettoism': 6303, 'illegal': 6304, 'immigrant': 6305, 'imminent': 6306, 'infected': 6307, 'inventive': 6308, 'isolation': 6309, 'lesson': 6310, 'moll': 6311, 'nonprofessionals': 6312, 'oneman': 6313, 'orleans': 6314, 'outbreak': 6315, 'palance': 6316, 'panic': 6317, 'peoplesmuggling': 6318, 'plague': 6319, 'pneumonic': 6320, 'politician': 6321, 'possibility': 6322, 'prevented': 6323, 'psychopath': 6324, 'rapid': 6325, 'rat': 6326, 'ratbarrier': 6327, 'realism': 6328, 'reminding': 6329, 'slower': 6330, 'sluggish': 6331, 'smalltime': 6332, 'spectacular': 6333, 'stroke': 6334, 'suggestion': 6335, 'superficiality': 6336, 'survivor': 6337, 'taut': 6338, 'transmission': 6339, 'vermin': 6340, 'warmly': 6341, 'wharf': 6342, 'worldwide': 6343, 'worried': 6344, 'abruptly': 6345, 'access': 6346, 'adorably': 6347, 'alahani': 6348, 'almighty': 6349, 'appropriately': 6350, 'beefcake': 6351, 'belching': 6352, 'berryman': 6353, 'bewitching': 6354, 'bryant': 6355, 'campy': 6356, 'canary': 6357, 'capacity': 6358, 'cara': 6359, 'cashin': 6360, 'circus': 6361, 'comical': 6362, 'conan': 6363, 'continuously': 6364, 'crazily': 6365, 'creep': 6366, 'delayed': 6367, 'deodato': 6368, 'dirtmaster': 6369, 'donutshaped': 6370, 'enormously': 6371, 'entertainer': 6372, 'everybodys': 6373, 'fantasymonsters': 6374, 'feared': 6375, 'founder': 6376, 'freak': 6377, 'gay': 6378, 'gayer': 6379, 'gold': 6380, 'greedy': 6381, 'holocaust': 6382, 'initially': 6383, 'kadar': 6384, 'kidnaps': 6385, 'kutchek': 6386, 'lynch': 6387, 'magically': 6388, 'maintains': 6389, 'muscled': 6390, 'mustsee': 6391, 'occasion': 6392, 'onceuponatime': 6393, 'promotional': 6394, 'ragneks': 6395, 'randomly': 6396, 'rue': 6397, 'ruggero': 6398, 'sandal': 6399, 'schwarzeneggers': 6400, 'sheeba': 6401, 'sorceress': 6402, 'splendid': 6403, 'supportive': 6404, 'sword': 6405, 'terrifically': 6406, 'traded': 6407, 'trained': 6408, 'traveling': 6409, 'twinbrothers': 6410, 'unwarily': 6411, 'vicious': 6412, 'whereabouts': 6413, 'answered': 6414, 'babysitter': 6415, 'babysitting': 6416, 'breath': 6417, 'carpenter': 6418, 'chaos': 6419, 'childish': 6420, 'chilling': 6421, 'closed': 6422, 'clown': 6423, 'curtis': 6424, 'devotion': 6425, 'distance': 6426, 'elongated': 6427, 'fiftieth': 6428, 'foreshadow': 6429, 'fright': 6430, 'halloween': 6431, 'hilton': 6432, 'horrid': 6433, 'infamous': 6434, 'instant': 6435, 'jamie': 6436, 'key': 6437, 'lately': 6438, 'lethal': 6439, 'lusting': 6440, 'mar': 6441, 'menacing': 6442, 'meyers': 6443, 'midst': 6444, 'minding': 6445, 'mockgenres': 6446, 'modernday': 6447, 'muster': 6448, 'panned': 6449, 'perception': 6450, 'piano': 6451, 'powerhouse': 6452, 'random': 6453, 'redefined': 6454, 'remainder': 6455, 'replaced': 6456, 'rhyme': 6457, 'rolled': 6458, 'shiver': 6459, 'simplistic': 6460, 'spooky': 6461, 'status': 6462, 'stronger': 6463, 'sympathetic': 6464, 'troubled': 6465, 'ultimate': 6466, 'unexplored': 6467, 'unsuspecting': 6468, 'vaporizing': 6469, 'weave': 6470, 'wiser': 6471, 'arthouse': 6472, 'chace': 6473, 'corey': 6474, 'gravy': 6475, 'hatian': 6476, 'intellectually': 6477, 'jesse': 6478, 'stimulating': 6479, 'summary': 6480, 'vinnie': 6481, 'appealing': 6482, 'describe': 6483, 'golddigger': 6484, 'platinumblonde': 6485, 'stanwyck': 6486, 'tackedon': 6487, '12345': 6488, '1991': 6489, '1996': 6490, '4th': 6491, '5th': 6492, 'addicted': 6493, 'bell': 6494, 'birthday': 6495, 'bombing': 6496, 'brightens': 6497, 'button': 6498, 'daring': 6499, 'dysfunctional': 6500, 'gibbler': 6501, 'graduated': 6502, 'gulf': 6503, 'hatred': 6504, 'heaven': 6505, 'info': 6506, 'joey': 6507, 'kimmy': 6508, 'natured': 6509, 'nelson': 6510, 'oklahoma': 6511, 'pierced': 6512, 'pray': 6513, 'prom': 6514, 'responisible': 6515, 'showbut': 6516, 'stephanie': 6517, 'stephanies': 6518, 'tanner': 6519, 'titled': 6520, 'viper': 6521, '1971': 6522, 'ahead': 6523, 'ancient': 6524, 'benny': 6525, 'berle': 6526, 'col': 6527, 'disciplined': 6528, 'fond': 6529, 'interact': 6530, 'kaddiddlehopper': 6531, 'knotts': 6532, 'lewis': 6533, 'milton': 6534, 'ranging': 6535, 'riot': 6536, 'san': 6537, 'stitch': 6538, 'toobut': 6539, 'wellso': 6540, 'whomeverhe': 6541, 'wide': 6542, 'winding': 6543, 'arden': 6544, 'bank': 6545, 'bevy': 6546, 'brisson': 6547, 'carlisle': 6548, 'chorine': 6549, 'clad': 6550, 'cocktail': 6551, 'commentator': 6552, 'copperfield': 6553, 'dripping': 6554, 'ebony': 6555, 'ellington': 6556, 'ernestine': 6557, 'eve': 6558, 'gail': 6559, 'goodbrisson': 6560, 'jessie': 6561, 'lucille': 6562, 'marihuana': 6563, 'mason': 6564, 'mclaglen': 6565, 'mistressyoull': 6566, 'mixand': 6567, 'mixing': 6568, 'newlyreleased': 6569, 'oakie': 6570, 'orchestra': 6571, 'patrick': 6572, 'peggoty': 6573, 'perry': 6574, 'peyote': 6575, 'precode': 6576, 'ralph': 6577, 'relatively': 6578, 'sheridan': 6579, 'sounding': 6580, 'vanity': 6581, 'victor': 6582, 'wardrobe': 6583, 'adopted': 6584, 'attenborough': 6585, 'attenboroughs': 6586, 'brosnan': 6587, 'brosnans': 6588, 'environmentalism': 6589, 'examination': 6590, 'nonstereotypical': 6591, 'northern': 6592, 'ojibway': 6593, 'ontario': 6594, 'owl': 6595, 'pierce': 6596, 'politically': 6597, 'preaching': 6598, 'stiff': 6599, 'torture': 6600, 'tortured': 6601, 'circulated': 6602, 'topped': 6603, 'accolade': 6604, 'advent': 6605, 'authenticity': 6606, 'deer': 6607, 'iphigenia': 6608, 'pooling': 6609, 'pulsing': 6610, 'rang': 6611, 'sheep': 6612, 'simulation': 6613, 'slaughter': 6614, 'tissue': 6615, 'treatment': 6616, 'animated': 6617, 'audiocommentaries': 6618, 'aussie': 6619, 'bean': 6620, 'behindthescenes': 6621, 'blik': 6622, 'cancel': 6623, 'catdog': 6624, 'catscratch': 6625, 'closingcredits': 6626, 'crude': 6627, 'docos': 6628, 'duck': 6629, 'firstly': 6630, 'gordon': 6631, 'homo': 6632, 'invader': 6633, 'maori': 6634, 'nickeloden': 6635, 'nickelodeon': 6636, 'owww': 6637, 'pelswick': 6638, 'pewwwewws': 6639, 'phrase': 6640, 'playhouse': 6641, 'rockos': 6642, 'thinkthe': 6643, 'tvcom': 6644, 'wake': 6645, 'whacky': 6646, 'zim': 6647, 'brilliance': 6648, 'conartistry': 6649, 'crouse': 6650, 'dozen': 6651, 'draw': 6652, 'gambler': 6653, 'hairdo': 6654, 'heroine': 6655, 'hesitation': 6656, 'hustle': 6657, 'lindsay': 6658, 'mamet': 6659, 'mantegna': 6660, 'milieu': 6661, 'prisoner': 6662, 'psychologically': 6663, 'remarked': 6664, 'smoker': 6665, 'sport': 6666, 'sting': 6667, 'timesits': 6668, 'blackout': 6669, 'busy': 6670, 'cole': 6671, 'dated': 6672, 'dealer': 6673, 'groove': 6674, 'ken': 6675, 'koko': 6676, 'lube': 6677, 'manhattan': 6678, 'manic': 6679, 'mayfield': 6680, 'nat': 6681, 'nothinghe': 6682, 'olympics': 6683, 'outnumber': 6684, 'scatological': 6685, 'shapiro': 6686, 'shapiros': 6687, 'sidewalkthat': 6688, 'sketch': 6689, 'unending': 6690, '3rd': 6691, 'adam': 6692, 'australian': 6693, 'bird': 6694, 'deserves': 6695, 'dickie': 6696, 'flip': 6697, 'sandler': 6698, 'waterboy': 6699, 'enterntainment': 6700, 'merit': 6701, 'nicked': 6702, 'sniper': 6703, '1944': 6704, '1945': 6705, '1953': 6706, '1966': 6707, 'acquired': 6708, 'adoption': 6709, 'advantage': 6710, 'awkward': 6711, 'brahms': 6712, 'cemented': 6713, 'chamber': 6714, 'coincidence': 6715, 'compact': 6716, 'conjurer': 6717, 'cregar': 6718, 'crucial': 6719, 'curiously': 6720, 'detection': 6721, 'disguise': 6722, 'downfall': 6723, 'encore': 6724, 'fingerprinting': 6725, 'followup': 6726, 'gimmickry': 6727, 'grand': 6728, 'guignoltype': 6729, 'hamming': 6730, 'hangover': 6731, 'helmed': 6732, 'impersonating': 6733, 'incidentally': 6734, 'incorporates': 6735, 'ingénue': 6736, 'inventor': 6737, 'involvement': 6738, 'laird': 6739, 'lodger': 6740, 'madetomeasure': 6741, 'mere': 6742, 'novelist': 6743, 'oneal': 6744, 'persistent': 6745, 'relief': 6746, 'resistible': 6747, 'resort': 6748, 'resourceful': 6749, 'revolves': 6750, 'serve': 6751, 'severed': 6752, 'showman': 6753, 'sideline': 6754, 'snooping': 6755, 'square': 6756, 'technicolor': 6757, 'vincent': 6758, 'wax': 6759, 'airheaded': 6760, 'alright': 6761, 'ashton': 6762, 'assessment': 6763, 'barone': 6764, 'bob': 6765, 'bygone': 6766, 'chauvinistic': 6767, 'chong': 6768, 'debra': 6769, 'deplorable': 6770, 'dimension': 6771, 'donna': 6772, 'erics': 6773, 'error': 6774, 'exists': 6775, 'feelgood': 6776, 'feminist': 6777, 'fez': 6778, 'forman': 6779, 'formidable': 6780, 'grace': 6781, 'horny': 6782, 'hyde': 6783, 'jackie': 6784, 'kelso': 6785, 'kitty': 6786, 'kunis': 6787, 'kurtwood': 6788, 'kutcher': 6789, 'leo': 6790, 'masterson': 6791, 'mentally': 6792, 'midge': 6793, 'mila': 6794, 'perpetual': 6795, 'pogees': 6796, 'prepon': 6797, 'promiscuous': 6798, 'rupp': 6799, 'spoton': 6800, 'stoner': 6801, 'tanya': 6802, 'tommy': 6803, 'topher': 6804, 'valderrama': 6805, 'wilmer': 6806, 'achieve': 6807, 'alcoholic': 6808, 'alcoholism': 6809, 'anand': 6810, 'anands': 6811, 'anger': 6812, 'ardh': 6813, 'associated': 6814, 'colleague': 6815, 'compromise': 6816, 'constable': 6817, 'conversation': 6818, 'corruption': 6819, 'creates': 6820, 'describes': 6821, 'encompasses': 6822, 'excessive': 6823, 'expressed': 6824, 'govind': 6825, 'hairraising': 6826, 'hitting': 6827, 'hotblooded': 6828, 'ideology': 6829, 'immediate': 6830, 'incidence': 6831, 'india': 6832, 'indian': 6833, 'inert': 6834, 'inertly': 6835, 'integral': 6836, 'jobsatisfaction': 6837, 'mumbai': 6838, 'nihalani': 6839, 'outlay': 6840, 'practical': 6841, 'puri': 6842, 'rama': 6843, 'remand': 6844, 'resulting': 6845, 'revolved': 6846, 'satya': 6847, 'seniorsthis': 6848, 'shettys': 6849, 'suffers': 6850, 'suspended': 6851, 'thoroughly': 6852, 'trampled': 6853, 'traversing': 6854, 'unethical': 6855, 'velankar': 6856, 'wherein': 6857}


#représentation bag of words des documents
corpus_bow = [dico.doc2bow(doc) for doc in corpus_sw]

#vérification
print(sorted(corpus_sw[1]))

#et en bow
print('\n')
print(corpus_bow[1])

['abusive', 'activity', 'actually', 'always', 'always', 'attention', 'badly', 'becomes', 'becomes', 'bed', 'beg', 'blame', 'blame', 'bought', 'brought', 'character', 'character', 'charitable', 'charming', 'child', 'cold', 'considered', 'continues', 'could', 'craig', 'daughter', 'daughter', 'depressing', 'desperate', 'dislike', 'emotional', 'end', 'ever', 'everything', 'excellent', 'extremely', 'fashioned', 'first', 'first', 'get', 'guess', 'guy', 'guy', 'guy', 'house', 'hunk', 'husband', 'husband', 'husband', 'instead', 'insult', 'insulted', 'insulting', 'interested', 'kind', 'lack', 'learned', 'let', 'like', 'like', 'little', 'losing', 'lot', 'lover', 'lump', 'main', 'marriage', 'meet', 'mother', 'mother', 'motherly', 'motherly', 'nice', 'object', 'obsessed', 'obviously', 'old', 'outraged', 'pain', 'part', 'part', 'please', 'please', 'put', 'right', 'satisfaction', 'seems', 'selfrespect', 'shapeless', 'shes', 'shock', 'sleep', 'sleep', 'sleeping', 'sleeping', 'sleeping', 'snack', 'something', 'son', 'son', 'started', 'tell', 'tell', 'thing', 'think', 'time', 'together', 'totally', 'unhappy', 'utter', 'visit', 'want', 'wanting', 'watched', 'way', 'way', 'way', 'woman', 'working', 'would', 'would']


[(19, 3), (26, 1), (42, 1), (56, 1), (57, 1), (58, 1), (59, 2), (60, 1), (61, 1), (62, 2), (63, 1), (64, 1), (65, 2), (66, 1), (67, 1), (68, 2), (69, 1), (70, 1), (71, 1), (72, 1), (73, 1), (74, 1), (75, 1), (76, 1), (77, 2), (78, 1), (79, 1), (80, 1), (81, 1), (82, 1), (83, 1), (84, 1), (85, 1), (86, 1), (87, 1), (88, 2), (89, 1), (90, 1), (91, 1), (92, 1), (93, 3), (94, 1), (95, 1), (96, 1), (97, 1), (98, 1), (99, 1), (100, 1), (101, 1), (102, 2), (103, 1), (104, 1), (105, 1), (106, 1), (107, 1), (108, 1), (109, 1), (110, 1), (111, 2), (112, 2), (113, 1), (114, 1), (115, 1), (116, 1), (117, 1), (118, 1), (119, 1), (120, 2), (121, 2), (122, 1), (123, 1), (124, 1), (125, 1), (126, 1), (127, 1), (128, 1), (129, 2), (130, 3), (131, 1), (132, 1), (133, 2), (134, 1), (135, 2), (136, 1), (137, 1), (138, 1), (139, 1), (140, 1), (141, 1), (142, 1), (143, 1), (144, 1), (145, 1), (146, 1), (147, 3), (148, 1), (149, 1), (150, 2)]


#LDA
from gensim.models import LdaModel
lda = LdaModel(corpus=corpus_bow,id2word=dico,num_topics=5,alpha=10)


#affichage des topics
lda.print_topics()

[(0,
  '0.011*"one" + 0.006*"like" + 0.004*"would" + 0.004*"even" + 0.004*"character" + 0.004*"good" + 0.004*"get" + 0.003*"time" + 0.003*"great" + 0.003*"show"'),
 (1,
  '0.009*"like" + 0.007*"one" + 0.005*"time" + 0.005*"character" + 0.004*"would" + 0.004*"good" + 0.004*"show" + 0.003*"thing" + 0.003*"even" + 0.003*"make"'),
 (2,
  '0.006*"like" + 0.006*"one" + 0.005*"good" + 0.005*"time" + 0.004*"even" + 0.004*"would" + 0.004*"character" + 0.004*"way" + 0.003*"get" + 0.003*"also"'),
 (3,
  '0.009*"one" + 0.007*"like" + 0.005*"character" + 0.004*"even" + 0.004*"time" + 0.004*"good" + 0.003*"get" + 0.003*"would" + 0.003*"great" + 0.003*"show"'),
 (4,
  '0.006*"one" + 0.005*"like" + 0.004*"character" + 0.004*"get" + 0.004*"good" + 0.004*"show" + 0.004*"would" + 0.003*"time" + 0.003*"also" + 0.003*"could"')]


#détail pour le premier topic - numéro 0
lda.show_topic(0)

[('one', 0.010774818),
 ('like', 0.0064409194),
 ('would', 0.004401021),
 ('even', 0.004065435),
 ('character', 0.0038581153),
 ('good', 0.0037739673),
 ('get', 0.0035741813),
 ('time', 0.0034813802),
 ('great', 0.0029490837),
 ('show', 0.0029270775)]


#topic où le terme "bad" joue un rôle
lda.get_term_topics("bad",minimum_probability=0)

[(0, 0.0025086503),
 (1, 0.0019833895),
 (2, 0.0021685106),
 (3, 0.0016266971),
 (4, 0.0018231022)]


#description des documents dans l'espace des topics
doc_topics = lda.get_document_topics(corpus_bow)
print(doc_topics)

<gensim.interfaces.TransformedCorpus object at 0x000001E5B8DE8D30>


#transformation en matrice "sparse"
from gensim.matutils import corpus2csc
mat_sparse = corpus2csc(doc_topics)

#vérification
print(mat_sparse)

  (0, 0)	0.19512245059013367
  (1, 0)	0.2036815881729126
  (2, 0)	0.21158550679683685
  (3, 0)	0.18444348871707916
  (4, 0)	0.20516692101955414
  (0, 1)	0.19387878477573395
  (1, 1)	0.2164710909128189
  (2, 1)	0.22238536179065704
  (3, 1)	0.17699557542800903
  (4, 1)	0.19026921689510345
  (0, 2)	0.1986820548772812
  (1, 2)	0.21677179634571075
  (2, 2)	0.18890807032585144
  (3, 2)	0.20045584440231323
  (4, 2)	0.195182204246521
  (0, 3)	0.2109462022781372
  (1, 3)	0.20965494215488434
  (2, 3)	0.18217399716377258
  (3, 3)	0.20230163633823395
  (4, 3)	0.19492322206497192
  (0, 4)	0.19372698664665222
  (1, 4)	0.19824746251106262
  (2, 4)	0.19744420051574707
  (3, 4)	0.19459103047847748
  (4, 4)	0.21599029004573822
  :	:
  (0, 195)	0.20526300370693207
  (1, 195)	0.21505862474441528
  (2, 195)	0.1860094666481018
  (3, 195)	0.2025924026966095
  (4, 195)	0.19107650220394135
  (0, 196)	0.19273746013641357
  (1, 196)	0.1964147686958313
  (2, 196)	0.20204032957553864
  (3, 196)	0.20955078303813934
  (4, 196)	0.19925668835639954
  (0, 197)	0.1888090819120407
  (1, 197)	0.19220690429210663
  (2, 197)	0.19775959849357605
  (3, 197)	0.2169426679611206
  (4, 197)	0.2042817324399948
  (0, 198)	0.20772585272789001
  (1, 198)	0.19372650980949402
  (2, 198)	0.17939510941505432
  (3, 198)	0.2308570146560669
  (4, 198)	0.18829551339149475
  (0, 199)	0.20739664137363434
  (1, 199)	0.2012130320072174
  (2, 199)	0.2349129170179367
  (3, 199)	0.18507416546344757
  (4, 199)	0.17140324413776398


#et en matrice "normale"
mat_dt = mat_sparse.T.toarray()
print(mat_dt)

[[0.19512245 0.20368159 0.21158551 0.18444349 0.20516692]
 [0.19387878 0.21647109 0.22238536 0.17699558 0.19026922]
 [0.19868205 0.2167718  0.18890807 0.20045584 0.1951822 ]
 [0.2109462  0.20965494 0.182174   0.20230164 0.19492322]
 [0.19372699 0.19824746 0.1974442  0.19459103 0.21599029]
 [0.20195712 0.21287477 0.18517992 0.19200215 0.20798601]
 [0.21684754 0.17961504 0.21096402 0.18655372 0.20601973]
 [0.20711803 0.19002692 0.19696479 0.21071586 0.19517438]
 [0.19863917 0.19348031 0.20398237 0.20887168 0.19502647]
 [0.20458254 0.23403394 0.18779927 0.18178827 0.19179599]
 [0.19823693 0.19121939 0.21161094 0.20046952 0.19846323]
 [0.20033082 0.19924806 0.19935863 0.19269782 0.2083647 ]
 [0.19845608 0.266289   0.17946027 0.20361438 0.15218028]
 [0.19075595 0.18183376 0.2057388  0.21321522 0.20845626]
 [0.19304606 0.20435569 0.20070703 0.20540355 0.19648771]
 [0.20371589 0.21042275 0.19199355 0.19355914 0.20030871]
 [0.21685827 0.20662974 0.18859948 0.19673125 0.19118126]
 [0.2058312  0.20789559 0.17831691 0.2083662  0.19959012]
 [0.19853109 0.20577982 0.2002326  0.19745009 0.19800638]
 [0.19756857 0.24669145 0.19314915 0.18447258 0.17811829]
 [0.21542311 0.192424   0.19411412 0.21474862 0.1832902 ]
 [0.25008687 0.17868215 0.17417207 0.18307264 0.21398625]
 [0.26570776 0.16895644 0.14742237 0.21804973 0.19986366]
 [0.1869625  0.18722522 0.24825345 0.20327444 0.17428441]
 [0.1931259  0.20406097 0.19839387 0.20732228 0.19709694]
 [0.18943289 0.20757328 0.20901504 0.21414943 0.17982934]
 [0.18043104 0.2036424  0.20347324 0.21776298 0.19469038]
 [0.18597727 0.24699917 0.20293359 0.16306256 0.20102742]
 [0.18109326 0.22617565 0.18345696 0.17709556 0.2321786 ]
 [0.18091089 0.2234848  0.19464442 0.22449049 0.17646939]
 [0.19402787 0.20087317 0.21099682 0.20155469 0.19254749]
 [0.19121428 0.19052733 0.20791352 0.21428725 0.19605759]
 [0.20556866 0.19252411 0.19299866 0.20650363 0.20240495]
 [0.16149758 0.23849426 0.17505074 0.20154323 0.22341417]
 [0.20091163 0.19680589 0.19432244 0.20056759 0.20739247]
 [0.19825323 0.22240505 0.1802386  0.2334291  0.16567405]
 [0.20114723 0.20789324 0.19274944 0.20389414 0.19431593]
 [0.20476381 0.18533537 0.20711194 0.1853776  0.21741131]
 [0.19736725 0.14142916 0.23350382 0.15939264 0.26830718]
 [0.19202276 0.18955427 0.23833311 0.18951894 0.19057094]
 [0.18726774 0.2084929  0.1972412  0.19252002 0.21447815]
 [0.19369414 0.20035481 0.19739254 0.2110665  0.197492  ]
 [0.20152284 0.1936935  0.2041806  0.212844   0.18775907]
 [0.21473214 0.1964196  0.1883523  0.19989322 0.20060273]
 [0.20527411 0.18933409 0.22213839 0.19840725 0.18484613]
 [0.19214217 0.21216735 0.19987379 0.19777165 0.19804502]
 [0.20820533 0.19412774 0.20112714 0.1971011  0.19943871]
 [0.20508502 0.21390179 0.18823151 0.2044279  0.18835375]
 [0.20169216 0.1939269  0.18882695 0.21822464 0.19732933]
 [0.19357379 0.18860126 0.200482   0.21455805 0.20278494]
 [0.19239464 0.20054796 0.20723495 0.1970147  0.20280775]
 [0.19960459 0.21028787 0.18080275 0.20464396 0.20466082]
 [0.20659232 0.199743   0.18155152 0.20173895 0.21037419]
 [0.38195246 0.16072881 0.19948266 0.12637404 0.13146202]
 [0.1989876  0.20191225 0.1961422  0.19692725 0.20603067]
 [0.19539998 0.2061675  0.18898413 0.2060613  0.20338714]
 [0.1947685  0.20469388 0.18017383 0.21276781 0.20759602]
 [0.19293819 0.23554908 0.17783315 0.20234682 0.1913328 ]
 [0.18705343 0.22707914 0.20569871 0.19265309 0.1875156 ]
 [0.20658325 0.20516683 0.19419737 0.20261796 0.19143464]
 [0.1993482  0.20302869 0.22101636 0.1954893  0.18111748]
 [0.21557425 0.21010619 0.19106716 0.1829122  0.2003402 ]
 [0.19713645 0.20199883 0.20109352 0.19974513 0.20002609]
 [0.21117039 0.21121086 0.20142938 0.19496661 0.18122272]
 [0.18535605 0.2228169  0.20921974 0.17740737 0.20519996]
 [0.19172178 0.20307149 0.21422945 0.19083881 0.20013849]
 [0.20325635 0.17255735 0.22154844 0.21944942 0.18318841]
 [0.15671438 0.23642689 0.18485311 0.23606731 0.18593833]
 [0.21021773 0.20057864 0.19257124 0.19154085 0.20509155]
 [0.19544877 0.20810272 0.18511081 0.18874045 0.22259726]
 [0.19563015 0.2007494  0.20258093 0.20304927 0.19799027]
 [0.19961327 0.20285119 0.20136257 0.2030607  0.19311222]
 [0.2300289  0.20719661 0.18386798 0.19976948 0.17913704]
 [0.20003451 0.19881396 0.20176704 0.20584725 0.19353719]
 [0.18506765 0.22223356 0.20367244 0.19547932 0.19354704]
 [0.19743223 0.20086935 0.22310618 0.19488409 0.18370813]
 [0.19077283 0.21334276 0.2335664  0.18241717 0.17990085]
 [0.18493587 0.22181264 0.19386318 0.20478362 0.19460469]
 [0.20336196 0.21123868 0.19657776 0.18487659 0.20394504]
 [0.19296969 0.20026971 0.18718292 0.23141314 0.18816456]
 [0.20262191 0.20997727 0.1920381  0.19572349 0.19963919]
 [0.20585619 0.19051825 0.19459625 0.21126753 0.19776177]
 [0.21311133 0.17834477 0.18885709 0.21293963 0.20674722]
 [0.19257256 0.21165131 0.19383296 0.17451027 0.22743285]
 [0.20020925 0.20596172 0.1974012  0.19737509 0.19905275]
 [0.19531755 0.19483124 0.19283319 0.21283194 0.20418611]
 [0.18046297 0.21003845 0.22800742 0.1768816  0.20460951]
 [0.21265636 0.19660972 0.20205319 0.18850775 0.20017296]
 [0.20166877 0.20438376 0.19780406 0.19750823 0.19863518]
 [0.21745448 0.20284626 0.20888068 0.17798914 0.19282946]
 [0.19704539 0.20347668 0.19971482 0.2015094  0.19825372]
 [0.20870997 0.21595441 0.18194911 0.19519474 0.19819176]
 [0.19701114 0.19313097 0.21551028 0.20298249 0.19136509]
 [0.22040251 0.19560178 0.18777208 0.1954551  0.20076852]
 [0.21446595 0.29322019 0.14281471 0.22500072 0.12449845]
 [0.22228831 0.17269127 0.20540151 0.19663903 0.20297988]
 [0.19224635 0.22335289 0.19111508 0.19754432 0.19574136]
 [0.21076959 0.20504518 0.20460351 0.19539104 0.18419068]
 [0.19898562 0.19618547 0.20244791 0.19866569 0.20371532]
 [0.18471767 0.32014364 0.19009936 0.13754065 0.16749872]
 [0.19356166 0.20975079 0.19923986 0.19509815 0.20234956]
 [0.20595348 0.20385577 0.199331   0.19556469 0.19529513]
 [0.20599416 0.19773798 0.20262752 0.19603826 0.19760209]
 [0.21840939 0.23403722 0.20179066 0.18049078 0.16527192]
 [0.22423474 0.21503204 0.17898336 0.1970754  0.18467447]
 [0.18748969 0.21662427 0.20603232 0.18826051 0.20159318]
 [0.28156236 0.19188875 0.20155722 0.14829108 0.17670055]
 [0.18455002 0.20196743 0.21588916 0.20526777 0.19232565]
 [0.18940602 0.18382682 0.17161205 0.2912333  0.16392182]
 [0.19672415 0.21816841 0.19865724 0.19424133 0.19220886]
 [0.20685086 0.18560763 0.19070961 0.22763892 0.18919301]
 [0.26806065 0.19337463 0.18322434 0.16876277 0.18657763]
 [0.19727552 0.20081894 0.19492495 0.20285827 0.20412238]
 [0.19184421 0.19923998 0.20161387 0.20284334 0.20445862]
 [0.21656637 0.1835891  0.23066963 0.23502468 0.13415019]
 [0.17440887 0.24453638 0.19115309 0.25225624 0.13764541]
 [0.17926976 0.2259205  0.1780958  0.22210871 0.1946052 ]
 [0.23209223 0.19999628 0.18573432 0.19874749 0.18342969]
 [0.20180036 0.16891035 0.22677891 0.18713272 0.21537767]
 [0.23190229 0.19318388 0.18550472 0.22281915 0.16658998]
 [0.20625508 0.19813053 0.19045499 0.20943007 0.1957293 ]
 [0.20845012 0.19883282 0.18395875 0.2090141  0.19974422]
 [0.19468445 0.20650619 0.19570954 0.19800116 0.20509866]
 [0.20062737 0.19384411 0.20248699 0.20919779 0.19384375]
 [0.12626484 0.13331167 0.46829981 0.1693695  0.10275414]
 [0.21035792 0.21354491 0.20543708 0.18078244 0.18987763]
 [0.1992119  0.20452484 0.19351898 0.20131885 0.20142542]
 [0.18661045 0.26624215 0.19128148 0.19073285 0.16513303]
 [0.19325753 0.18106204 0.18626387 0.25480756 0.18460903]
 [0.21144959 0.22968382 0.21422428 0.17234746 0.17229486]
 [0.19931589 0.20985022 0.21024798 0.18657203 0.19401389]
 [0.18765011 0.23894089 0.21058182 0.1698309  0.19299631]
 [0.19509274 0.1957674  0.19160917 0.20559295 0.21193776]
 [0.20201737 0.2004281  0.20236887 0.19745895 0.19772668]
 [0.18135554 0.22329493 0.17103523 0.23614559 0.18816876]
 [0.20140348 0.19153005 0.23541929 0.17375979 0.19788741]
 [0.19773324 0.20505665 0.19097504 0.20808722 0.1981478 ]
 [0.19857611 0.20247784 0.22083046 0.18844528 0.18967032]
 [0.18655924 0.20706035 0.17681248 0.22900443 0.20056349]
 [0.2136119  0.15682541 0.17654894 0.33276892 0.12024489]
 [0.2079742  0.19811435 0.19635491 0.19678703 0.20076947]
 [0.19774942 0.2157305  0.18414414 0.20548189 0.19689406]
 [0.24917202 0.23653306 0.14951448 0.20190762 0.16287279]
 [0.19715792 0.21070017 0.19960247 0.19304261 0.19949682]
 [0.18785749 0.23814856 0.1786458  0.19721055 0.19813763]
 [0.17025341 0.22383    0.21362531 0.18673916 0.2055521 ]
 [0.20691009 0.20826946 0.17192371 0.19760002 0.21529672]
 [0.21574999 0.1911076  0.20994881 0.1834459  0.1997477 ]
 [0.17563452 0.22767615 0.21853736 0.19533379 0.18281816]
 [0.20563191 0.19830868 0.20069334 0.19734854 0.19801754]
 [0.17949851 0.24812926 0.1830458  0.21173243 0.17759398]
 [0.20462197 0.22967193 0.20101675 0.1844499  0.18023941]
 [0.2107382  0.17351742 0.19930018 0.2016928  0.21475142]
 [0.19042988 0.19486894 0.18938723 0.21322639 0.21208754]
 [0.20261037 0.19607149 0.17938694 0.19910027 0.22283088]
 [0.16960098 0.21956418 0.24166712 0.16659515 0.20257257]
 [0.1986196  0.19816901 0.20245731 0.20370673 0.19704735]
 [0.20285602 0.20150399 0.20750469 0.19798884 0.19014649]
 [0.1980544  0.2165418  0.20251359 0.17956173 0.20332848]
 [0.17971446 0.19677037 0.19470921 0.23130193 0.19750404]
 [0.19844209 0.18474361 0.20599952 0.20845062 0.20236416]
 [0.1682523  0.2089684  0.19267231 0.16894878 0.2611582 ]
 [0.14717536 0.19910198 0.20547849 0.22026157 0.22798252]
 [0.1892028  0.19295031 0.20807889 0.20503849 0.20472948]
 [0.19891708 0.19891663 0.2007895  0.20514752 0.19622929]
 [0.19871792 0.17355044 0.28220275 0.17466202 0.17086688]
 [0.1897434  0.19554697 0.19949833 0.18714598 0.22806536]
 [0.18822403 0.18920185 0.22298697 0.17096947 0.22861768]
 [0.16895886 0.1776233  0.18688361 0.22439709 0.2421371 ]
 [0.20603077 0.19144712 0.19715288 0.20026542 0.2051038 ]
 [0.21595858 0.17969479 0.18314497 0.20288004 0.21832162]
 [0.16693468 0.2676639  0.17942052 0.20639534 0.1795855 ]
 [0.2152589  0.1794956  0.24826699 0.15953767 0.19744086]
 [0.24128927 0.20289546 0.17542452 0.19885162 0.18153912]
 [0.21123238 0.18792638 0.21352348 0.19839859 0.18891916]
 [0.16658451 0.19208136 0.20947826 0.20026679 0.23158912]
 [0.19437677 0.20831698 0.19221389 0.20012195 0.20497045]
 [0.22055064 0.18452258 0.19767971 0.19904912 0.19819796]
 [0.20117423 0.18840469 0.18832049 0.22704074 0.19505988]
 [0.2097739  0.18256685 0.19738303 0.19318606 0.21709013]
 [0.24323849 0.17379795 0.19311695 0.20242506 0.18742155]
 [0.15612935 0.30456749 0.1621439  0.17784183 0.19931743]
 [0.14806618 0.17958899 0.19093047 0.32081518 0.16059917]
 [0.19390427 0.16813357 0.23380528 0.18517335 0.21898352]
 [0.20438853 0.20359349 0.1941075  0.19062729 0.20728321]
 [0.207583   0.19886398 0.19706772 0.19919173 0.19729353]
 [0.19143748 0.36339769 0.16247742 0.16397499 0.11871245]
 [0.20667936 0.21611473 0.2080127  0.18148313 0.18771008]
 [0.25222278 0.2026076  0.18933424 0.1642796  0.1915558 ]
 [0.18435538 0.19238587 0.20274663 0.22720468 0.19330744]
 [0.20449488 0.18929994 0.20292167 0.19977066 0.20351283]
 [0.20135021 0.20827046 0.18862639 0.20034795 0.201405  ]
 [0.19389381 0.21119896 0.20121385 0.17865036 0.21504302]
 [0.21115743 0.20904888 0.17298883 0.22382757 0.18297727]
 [0.2335494  0.21273217 0.17646758 0.20671052 0.17054029]
 [0.205263   0.21505862 0.18600947 0.2025924  0.1910765 ]
 [0.19273746 0.19641477 0.20204033 0.20955078 0.19925669]
 [0.18880908 0.1922069  0.1977596  0.21694267 0.20428173]
 [0.20772585 0.19372651 0.17939511 0.23085701 0.18829551]
 [0.20739664 0.20121303 0.23491292 0.18507417 0.17140324]]


#vérification des dimensions
print(mat_dt.shape)

(200, 5)


#data frame avec les polarités des documents
dfTopic = pandas.DataFrame(mat_dt,columns=["T"+str(i) for i in range(mat_dt.shape[1])])
dfTopic['polarite'] = D.label

#vérif.
print(dfTopic.head())

         T0        T1        T2        T3        T4 polarite
0  0.195122  0.203682  0.211586  0.184443  0.205167      neg
1  0.193879  0.216471  0.222385  0.176996  0.190269      neg
2  0.198682  0.216772  0.188908  0.200456  0.195182      neg
3  0.210946  0.209655  0.182174  0.202302  0.194923      neg
4  0.193727  0.198247  0.197444  0.194591  0.215990      neg


#graphique "pairplot"
import seaborn as sns
sns.pairplot(dfTopic,hue='polarite')

<seaborn.axisgrid.PairGrid at 0x1e5b00c6df0>

Vérification des versions¶

Importation de la base¶

Nettoyage du corpus¶

Topic Modeling avec Gensim¶

	ID	label	commentaires
0	1	neg	This guy has no idea of cinema. Okay, it seems...
1	2	neg	This movie was extremely depressing. The cha...
2	3	neg	Now, I'm one to watch movies that got poor rev...
3	4	neg	One hour, eight minutes and twelve seconds int...
4	5	neg	Another FRIDAY THE 13TH ripoff, even featuring...