# Notebook from tanmaysinha987/deep-Learning
Path: intro-to-tflearn/TFLearn_Sentiment_Analysis.ipynb

# Sentiment analysis with TFLearn

In this notebook, we'll continue Andrew Trask's work by building a network for sentiment analysis on the movie review data. Instead of a network written with Numpy, we'll be using [TFLearn](http://tflearn.org/), a high-level library built on top of TensorFlow. TFLearn makes it simpler to build networks just by defining the layers. It takes care of most of the details for you.

We'll start off by importing all the modules we'll need, then load and prepare the data._____no_output_____

import pandas as pd
import numpy as np
import tensorflow as tf
import tflearn
from tflearn.data_utils import to_categorical
print(1)1

## Preparing the data

Following along with Andrew, our goal here is to convert our reviews into word vectors. The word vectors will have elements representing words in the total vocabulary. If the second position represents the word 'the', for each review we'll count up the number of times 'the' appears in the text and set the second position to that count. I'll show you examples as we build the input data from the reviews data. Check out Andrew's notebook and video for more about this._____no_output_____### Read the data

Use the pandas library to read the reviews and postive/negative labels from comma-separated files. The data we're using has already been preprocessed a bit and we know it uses only lower case characters. If we were working from raw data, where we didn't know it was all lower case, we would want to add a step here to convert it. That's so we treat different variations of the same word, like `The`, `the`, and `THE`, all the same way._____no_output_____

reviews = pd.read_csv('reviews.txt', header=None)
labels = pd.read_csv('labels.txt', header=None)
_____no_output_____

### Counting word frequency

To start off we'll need to count how often each word appears in the data. We'll use this count to create a vocabulary we'll use to encode the review data. This resulting count is known as a [bag of words](https://en.wikipedia.org/wiki/Bag-of-words_model). We'll use it to select our vocabulary and build the word vectors. You should have seen how to do this in Andrew's lesson. Try to implement it here using the [Counter class](https://docs.python.org/2/library/collections.html#collections.Counter).

> **Exercise:** Create the bag of words from the reviews data and assign it to `total_counts`. The reviews are stores in the `reviews` [Pandas DataFrame](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html). If you want the reviews as a Numpy array, use `reviews.values`. You can iterate through the rows in the DataFrame with `for idx, row in reviews.iterrows():` ([documentation](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.iterrows.html)). When you break up the reviews into words, use `.split(' ')` instead of `.split()` so your results match ours._____no_output_____

from collections import Counter
total_counts=Counter()
for idx, row in reviews.iterrows():
    #print(row)
    for words in row[0].split(' '):
        #print(words)
        total_counts[words] += 1

print("Total words in data set: ", len(total_counts))

Total words in data set:  74074

Let's keep the first 10000 most frequent words. As Andrew noted, most of the words in the vocabulary are rarely used so they will have little effect on our predictions. Below, we'll sort `vocab` by the count value and keep the 10000 most frequent words._____no_output_____

vocab = sorted(total_counts, key=total_counts.get, reverse=True)[:10000]
print(vocab[:60])['', 'the', '.', 'and', 'a', 'of', 'to', 'is', 'br', 'it', 'in', 'i', 'this', 'that', 's', 'was', 'as', 'for', 'with', 'movie', 'but', 'film', 'you', 'on', 't', 'not', 'he', 'are', 'his', 'have', 'be', 'one', 'all', 'at', 'they', 'by', 'an', 'who', 'so', 'from', 'like', 'there', 'her', 'or', 'just', 'about', 'out', 'if', 'has', 'what', 'some', 'good', 'can', 'more', 'she', 'when', 'very', 'up', 'time', 'no']

What's the last word in our vocabulary? We can use this to judge if 10000 is too few. If the last word is pretty common, we probably need to keep more words._____no_output_____

print(vocab[-1], ': ', total_counts[vocab[-1]])visitors :  30

The last word in our vocabulary shows up in 30 reviews out of 25000. I think it's fair to say this is a tiny proportion of reviews. We are probably fine with this number of words.

**Note:** When you run, you may see a different word from the one shown above, but it will also have the value `30`. That's because there are many words tied for that number of counts, and the `Counter` class does not guarantee which one will be returned in the case of a tie.

Now for each review in the data, we'll make a word vector. First we need to make a mapping of word to index, pretty easy to do with a dictionary comprehension.

> **Exercise:** Create a dictionary called `word2idx` that maps each word in the vocabulary to an index. The first word in `vocab` has index `0`, the second word has index `1`, and so on._____no_output_____

word2idx={word: i for i,word in enumerate(vocab)}
print(word2idx){'': 0, 'warn': 3049, 'cringe': 3988, 'dismiss': 7181, 'went': 431, 'section': 2395, 'considers': 7701, 'gabriel': 4613, 'switches': 8653, 'beauty': 905, 'gusto': 8535, 'charisma': 3291, 'hoping': 1354, 'raj': 5638, 'vault': 9299, 'offbeat': 6304, 'menace': 4273, 'whereas': 3113, 'georges': 5749, 'spoiling': 7679, 'sickening': 6703, 'pounds': 5639, 'create': 970, 'height': 5667, 'blacks': 5353, 'greater': 2775, 'rocky': 4778, 'imagine': 822, 'essence': 3292, 'erotic': 2450, 'empathize': 9332, 'patricia': 5421, 'relate': 2167, 'steven': 2122, 'might': 234, 'military': 1215, 'ways': 755, 'throat': 3612, 'marvelous': 2954, 'masterfully': 6057, 'golden': 1988, 'kick': 1956, 'leader': 2070, 'filled': 1042, 'shining': 3455, 'sirk': 4520, 'garage': 7947, 'stereotypes': 2091, 'causing': 4042, 'timothy': 3721, 'bang': 4000, 'preparing': 6017, 'fear': 1060, 'v': 1942, 'photo': 4816, 'up': 57, 'widow': 4093, 'guests': 5477, 'pays': 4054, 'beard': 7444, 'servants': 6235, 'hoped': 3182, 'attic': 8134, 'wheel': 6762, 'jo': 7602, 'unoriginal': 4932, 'connection': 2010, 'cameraman': 6924, 'assassination': 5818, 'giggle': 9002, 'mtv': 4788, 'sentences': 6982, 'zenia': 9840, 'essential': 2920, 'longtime': 9423, 'sites': 8199, 'dramatically': 6677, 'sights': 7164, 'cerebral': 6046, 'liu': 5913, 'primitive': 5209, 'hugely': 6094, 'icy': 8526, 'banal': 5538, 'nightmare': 1674, 'question': 870, 'hip': 2675, 'parallel': 4658, 'olympic': 9815, 'priest': 2246, 'watered': 9059, 'buddies': 3969, 'zombi': 5604, 'jabba': 7787, 'voters': 9673, 'ride': 1333, 'interviewed': 7446, 'pursue': 6568, 'com': 2302, 'initially': 2712, 'luckily': 3432, 'insipid': 5531, 'unlucky': 9064, 'unfolds': 4124, 'actors': 157, 'ernest': 7747, 'dubbed': 2252, 'arguably': 4643, 'polish': 6641, 'collector': 7239, 'observe': 7415, 'television': 680, 'things': 183, 'housewife': 5515, 'primarily': 4118, 'interiors': 8115, 'portraying': 2232, 'defense': 4779, 'arts': 1704, 'race': 1488, 'monsters': 1873, 'korea': 6675, 'endlessly': 6270, 'hoffman': 2599, 'implied': 6272, 'radar': 9390, 'buy': 798, 'transform': 9729, 'mainstream': 2438, 'american': 295, 'four': 674, 'hallucinations': 8474, 'promising': 2393, 'bon': 8533, 'genuinely': 2049, 'males': 6147, 'moron': 6494, 'battling': 8005, 'insignificant': 8929, 'custody': 9001, 'finest': 1862, 'violently': 8698, 'moss': 6860, 'threw': 3894, 'feel': 231, 'pains': 7022, 'dancing': 1074, 'ppv': 9696, 'sympathetic': 2219, 'thankful': 9437, 'act': 498, 'doesn': 152, 'halloween': 2101, 'dares': 9997, 'vanity': 6755, 'intrigue': 3964, 'awe': 4250, 'lucas': 3206, 'respective': 5434, 'models': 4087, 'stiff': 3396, 'organs': 9339, 'indifferent': 6913, 'curiously': 7190, 'stern': 6950, 'cheating': 4168, 'informative': 6992, 'gambling': 5402, 'toby': 6383, 'haines': 6761, 'embarrassed': 2904, 'lance': 6243, 'worried': 3752, 'will': 80, 'expand': 9090, 'stubborn': 9199, 'patrick': 2269, 'pressed': 7353, 'matthew': 3796, 'nightmarish': 7297, 'willing': 1664, 'dani': 8714, 'parrot': 7266, 'soap': 1830, 'witherspoon': 9153, 'policy': 6845, 'mormon': 6631, 'closely': 3253, 'correct': 2266, 'jealous': 3643, 'miyazaki': 4950, 'fantasy': 912, 'collapse': 8215, 'started': 636, 'backdrops': 9106, 'perfectly': 928, 'store': 1097, 'portuguese': 7543, 'magnificent': 1981, 'businessman': 4920, 'largest': 8988, 'geoffrey': 8112, 'pretending': 4444, 'pavarotti': 8791, 'goo': 8746, 'super': 1133, 'file': 7604, 'justin': 4693, 'ironically': 3603, 'distinctly': 8694, 'sorely': 5889, 'multi': 3249, 'backyard': 9029, 'goes': 267, 'origin': 6086, 'disregard': 8052, 'abstract': 8620, 'invisible': 2465, 'om': 9925, 'circle': 4172, 'antagonist': 7082, 'amok': 9093, 'amanda': 4231, 'roller': 5321, 'cant': 2253, 'altogether': 3882, 'pfeiffer': 6867, 'reflects': 5504, 'ran': 2139, 'promised': 4360, 'literal': 6224, 'direction': 453, 'kept': 811, 'bowl': 5933, 'casper': 6151, 'examine': 8289, 'chore': 9547, 'spin': 3072, 'keeler': 9042, 'basis': 2819, 'commercial': 2134, 'calculated': 9805, 'lip': 5409, 'relied': 9139, 'claims': 2416, 'chooses': 4819, 'fifth': 5875, 'physics': 5640, 'lawyers': 9048, 'spiritual': 3541, 'festivals': 7157, 'vulnerability': 8879, 'dances': 4182, 'scottish': 4535, 'whale': 3767, 'fewer': 8809, 'seduction': 8213, 'finney': 7225, 'bashing': 6358, 'slut': 7691, 'government': 1302, 'sentenced': 9488, 'benefits': 7268, 'confuse': 8001, 'nope': 5804, 'to': 6, 'psychopath': 6375, 'case': 415, 'original': 201, 'harilal': 8118, 'roach': 7952, 'address': 5488, 'forgive': 3422, 'titanic': 2557, 'storytelling': 2786, 'chose': 2441, 'tells': 700, 'venture': 5555, 'protagonist': 2140, 'husband': 592, 'smile': 1806, 'fabric': 8300, 'savage': 3457, 'tide': 7595, 'grounds': 6108, 'marion': 4803, 'temporary': 8969, 'je': 7284, 'depressing': 2242, 'trio': 3881, 'cook': 2974, 'mj': 9003, 'voyager': 7340, 'thugs': 3915, 'iq': 7298, 'sing': 1917, 'porn': 1483, 'inspired': 1556, 'images': 1197, 'mice': 6201, 'sour': 7442, 'khouri': 8835, 'invited': 5457, 'sammi': 8290, 'leigh': 5261, 'mix': 1473, 'lindsey': 8145, 'belle': 7673, 'candy': 1819, 'steps': 3156, 'evident': 3484, 'grown': 2040, 'biting': 6331, 'poppins': 9601, 'confined': 7550, 'gundam': 4464, 'adam': 1737, 'communist': 4147, 'unforgettable': 3191, 'encouraged': 7934, 'equipment': 4911, 'musician': 5208, 'pickford': 5704, 'farmer': 5479, 'undoubtedly': 4018, 'karloff': 3131, 'experience': 574, 'stalk': 9911, 'european': 1842, 'classmates': 8117, 'westerns': 2889, 'reviewing': 6484, 'liner': 7928, 'studied': 7358, 'pilots': 7311, 'marries': 5687, 'cinemas': 6058, 'stature': 9023, 'lloyd': 3279, 'bombing': 9008, 'serial': 1406, 'wealthy': 3053, 'can': 52, 'ceremony': 8395, 'egg': 7989, 'symbolic': 5742, 'falls': 718, 'instances': 6946, 'england': 1726, 'ruined': 2230, 'especially': 258, 'brooding': 5911, 'louis': 2256, 'gwyneth': 6947, 'mistake': 1296, 'mercy': 5866, 'niro': 4239, 'midler': 8293, 'ilk': 9928, 'loses': 1963, 'fabulous': 2713, 'murdered': 1986, 'david': 595, 'such': 141, 'events': 675, 'active': 5349, 'horse': 1767, 'follows': 1139, 'seemingly': 1552, 'word': 665, 'grief': 5100, 'eight': 2290, 'hal': 4102, 'prejudice': 5461, 'changes': 1422, 'tactics': 6816, 'assistance': 7868, 'pose': 7448, 'alright': 2632, 'progressed': 7553, 'editor': 3670, 'edison': 7063, 'morons': 6680, 'stairs': 5617, 'depardieu': 7772, 'novels': 2838, 'deliver': 1623, 'tedious': 2304, 'universe': 2486, 'ominous': 6468, 'cheadle': 6281, 'twilight': 4659, 'michelle': 2795, 'sacrificed': 9391, 'loner': 8038, 'kazan': 5943, 'leather': 5799, 'invent': 9759, 'hitch': 9889, 'figure': 803, 'siblings': 6254, 'housewives': 9951, 'woman': 241, 'shadowy': 9663, 'trash': 1129, 'approached': 6609, 'lap': 9465, 'viewers': 775, 'pride': 3083, 'skinny': 6757, 'negative': 1538, 'taut': 7692, 'feed': 4761, 'twelve': 3797, 'crime': 806, 'immigrants': 8885, 'made': 92, 'automatically': 5356, 'stale': 4765, 'passed': 2088, 'pig': 4187, 'toni': 6202, 'imaginative': 3254, 'supports': 8907, 'kriemhild': 9223, 'voted': 5837, 'spiral': 7858, 'critique': 6022, 'entry': 3164, 'attitude': 2154, 'funniest': 1514, 'wrongly': 8511, 'cream': 5161, 'satisfactory': 8768, 'divorced': 6203, 'candle': 7396, 'mandatory': 8854, 'alba': 8135, 'bitter': 2887, 'lo': 6413, 'inc': 9024, 'jerk': 3362, 'dressing': 4789, 'dismal': 6335, 'nicole': 5014, 'place': 270, 'liberties': 8597, 'conveys': 5551, 'moderately': 8948, 'revolves': 3027, 'flows': 7810, 'eventually': 834, 'lung': 9274, 'predictable': 715, 'dates': 5514, 'wheels': 9797, 'gets': 212, 'cameos': 3150, 'learns': 2248, 'esquire': 6376, 'challenging': 4707, 'boo': 7397, 'diversity': 7398, 'characterization': 3572, 'atmosphere': 823, 'paired': 8492, 'heavenly': 8794, 'themed': 6868, 'light': 625, 'tonight': 4445, 'monica': 7812, 'wealth': 3962, 'bout': 7859, 'phones': 7262, 'grab': 3965, 'tsui': 8598, 'woefully': 8066, 'blend': 3863, 'marie': 2034, 'marry': 2249, 'adapt': 7860, 'wtc': 9793, 'melinda': 8612, 'charm': 1355, 'replaced': 2930, 'healing': 8918, 'conscious': 5097, 'aside': 1190, 'tire': 7439, 'illustrates': 9560, 'inconsistent': 5485, 'pleasantly': 3553, 'reminding': 7629, 'camping': 7618, 'biggest': 1103, 'but': 20, 'm': 144, 'miraculously': 7811, 'directions': 5038, 'prevented': 9372, 'bottom': 1304, 'trailer': 1446, 'arty': 6914, 'normally': 1735, 'transforms': 8148, 'tear': 3298, 'voting': 9606, 'smarmy': 9111, 'guard': 2854, 'small': 386, 'references': 2045, 'sleazy': 2893, 'defeated': 5725, 'trashy': 4295, 'program': 2037, 'emily': 3632, 'revealing': 3621, 'review': 719, 'kills': 1079, 'daily': 2888, 'screenwriter': 2948, 'within': 729, 'lush': 5430, 'bargain': 4785, 'chuckles': 7564, 'enhances': 9135, 'vader': 5395, 'charged': 5276, 'confusing': 1479, 'noticed': 1915, 'focused': 2430, 'affection': 5410, 'govinda': 7573, 'praying': 9543, 'bar': 1419, 'oblivion': 8695, 'aim': 5478, 'cinema': 423, 'cursed': 8070, 'mcgregor': 9959, 'building': 1397, 'salvation': 6240, 'malden': 8291, 'embarrassingly': 6915, 'ugh': 6395, 'complete': 586, 'everyone': 296, 'is': 7, 'lieutenant': 9122, 'lyrical': 9123, 'shamelessly': 9061, 'rangers': 4796, 'coburn': 7195, 'nell': 9869, 'coffee': 4055, 'notes': 3586, 'doesnt': 9141, 'awkward': 2071, 'marketing': 4902, 'communism': 8323, 'dreadfully': 9232, 'gallery': 7017, 'than': 74, 'blair': 2855, 'undead': 5941, 'doing': 395, 'lou': 3573, 'c': 1014, 'york': 748, 'denying': 8486, 'lackluster': 5098, 'addict': 5975, 'bickering': 9824, 'enduring': 7534, 'generate': 7083, 'bombs': 5806, 'secure': 8099, 'sale': 6187, 'purpose': 1264, 'raunchy': 7693, 'innovative': 3936, 'rooms': 4307, 'suspended': 9242, 'midst': 7265, 'tashan': 7577, 'owner': 1968, 'scotland': 4880, 'buff': 4216, 'increasing': 8696, 'donna': 3798, 'sense': 283, 'fictional': 2593, 'applies': 7306, 'beating': 3295, 'jolly': 8968, 'boarding': 9802, 'victim': 1328, 'slightest': 3633, 'eventual': 6347, 'aspect': 1227, 'amount': 1142, 'and': 3, 'robinson': 4525, 'experiencing': 6452, 'anymore': 1609, 'capshaw': 9893, 'manufactured': 9347, 'ideology': 9619, 'proving': 5893, 'uber': 9162, 'daughter': 539, 'horrible': 518, 'shelley': 4446, 'chew': 7486, 'consciousness': 6752, 'trains': 6742, 'signs': 4068, 'manhattan': 3646, 'whole': 222, 'assumes': 7906, 'yourselves': 9910, 'solely': 4356, 'leaves': 873, 'forced': 895, 'nurse': 3537, 'highlight': 2437, 'baddies': 7457, 'king': 608, 'antonioni': 4981, 'helpful': 5914, 'talking': 644, 'hindi': 6295, 'faced': 2418, 'wore': 4314, 'tribute': 3294, 'hating': 7328, 'blunt': 4483, 'soderbergh': 4939, 'checking': 3272, 'europeans': 6479, 'dolph': 4865, 'leave': 551, 'oprah': 7711, 'harsh': 2462, 'netflix': 6249, 'viewing': 812, 'chaos': 4079, 'century': 1083, 'springer': 5350, 'natali': 7196, 'power': 651, 'conventions': 5480, 'toys': 4024, 'bernard': 5357, 'immediately': 1213, 'natalie': 5878, 'capitalism': 8487, 'collection': 1570, 'flawed': 3013, 'kenny': 8777, 'wow': 1282, 'warnings': 9985, 'wildly': 5204, 'dragging': 7792, 'finished': 1743, 'drove': 5506, 'striking': 3313, 'payoff': 7292, 'allies': 8433, 'drummer': 8335, 'nolte': 5580, 'potent': 8640, 'invites': 5339, 'europe': 2312, 'task': 2765, 'tierney': 5327, 'period': 792, 'issues': 1318, 'blame': 1808, 'pretends': 8022, 'job': 290, 'passes': 4056, 'why': 136, 'health': 3316, 'guinea': 6843, 'abundance': 7741, 'swamp': 9472, 'unforgivable': 9895, 'visited': 5343, 'magazines': 8100, 'awakens': 9894, 'johnny': 1696, 'evening': 2089, 'cheaper': 9175, 'feat': 5798, 'pitt': 2520, 'italian': 1084, 'hardcore': 4188, 'sheila': 9279, 'returning': 3510, 'chill': 6532, 'shaped': 5983, 'drugs': 1640, 'device': 2680, 'linda': 4099, 'pepper': 8259, 'yelling': 4545, 'choice': 1080, 'il': 8864, 'crass': 9057, 'kennedy': 4019, 'turgid': 9595, 'prevents': 9877, 'dominick': 8860, 'minnelli': 6433, 'cheering': 7771, 'jaw': 4611, 'journey': 1260, 'career': 600, 'account': 2625, 'solid': 1131, 'world': 177, 'italy': 3054, 'summer': 1456, 'forbes': 8428, 'lamarr': 9126, 'rampant': 7736, 'subsequent': 3653, 'meanwhile': 2063, 'sincerity': 7523, 'hitchcock': 2376, 'majority': 2143, 'le': 3397, 'flowers': 5696, 'bones': 6185, 'boy': 406, 'iturbi': 6712, 'olivier': 4029, 'depiction': 2800, 'dancer': 3104, 'africa': 2353, 'sad': 605, 'hopefully': 2328, 'marine': 7459, 'anil': 6269, 'bursts': 9178, 'arrow': 6960, 'screenwriters': 6156, 'nutty': 9033, 'ambition': 5838, 'perspectives': 8260, 'inner': 2361, 'insert': 7566, 'equivalent': 4742, 'full': 362, 'volumes': 8871, 'owning': 9836, 'cheers': 7360, 'edition': 4671, 'amoral': 8855, 'haven': 752, 'loren': 7246, 'sensible': 6354, 'adds': 1596, 'festival': 1382, 'cousins': 8949, 'principles': 7993, 'riff': 7487, 'favor': 2053, 'rides': 6110, 'amber': 9929, 'centered': 3966, 'locker': 9620, 'bennett': 7175, 'songs': 677, 'epic': 1677, 'elements': 777, 'sure': 250, 'linked': 7256, 'arrives': 2914, 'engaged': 3942, 'bite': 3830, 'basil': 9447, 'scenarios': 7197, 'determine': 8465, 'garcia': 9190, 'briefly': 3329, 'refer': 5446, 'skilled': 6730, 'jim': 1162, 'centers': 4600, 'ron': 2652, 'stuart': 5080, 'stronger': 3387, 'enemies': 4152, 'annoyed': 3212, 'virus': 3275, 'scale': 2368, 'skipped': 9874, 'del': 4391, 'dish': 8209, 'environment': 2747, 'daddy': 4017, 'ferry': 9607, 'ludicrous': 2734, 'hearing': 2204, 'recovering': 8928, 'disguised': 6066, 'fiend': 7857, 'situations': 1163, 'arnie': 7920, 'villa': 8460, 'hired': 2583, 'ordered': 5168, 'egyptian': 7644, 'havoc': 6565, 'season': 784, 'fairly': 997, 'psychotic': 3685, 'christ': 2664, 'very': 56, 'malone': 5051, 'acknowledged': 9413, 'summed': 7751, 'wants': 484, 'decline': 6189, 'countless': 3330, 'olympia': 9846, 'claim': 2280, 'lifetime': 2618, 'grandparents': 9170, 'societal': 9533, 'apocalyptic': 7244, 'hackneyed': 5302, 'functions': 8485, 'cleverly': 4469, 'cal': 6496, 'county': 7133, 'skinned': 9631, 'flat': 1011, 'cared': 3659, 'settled': 6753, 'fox': 1603, 'static': 5771, 'hogan': 8792, 'suffering': 2051, 'repeat': 3220, 'harlem': 9035, 'gritty': 2496, 'oriental': 9448, 'mercilessly': 9721, 'hundred': 3117, 'lucky': 2007, 'one': 31, 'severely': 5427, 'destruction': 3229, 'alter': 6632, 'distraction': 6754, 'shoved': 8399, 'imply': 8889, 'concentration': 8082, 'grandpa': 7786, 'owes': 6111, 'playboy': 6258, 'e': 953, 'cohen': 5675, 'vacation': 2973, 'trial': 3089, 'families': 2137, 'killings': 3404, 'parts': 522, 'ted': 2483, 'lena': 4289, 'beowulf': 6184, 'padded': 8345, 'garden': 3963, 'vertigo': 8400, 'corridors': 8699, 'pita': 9144, 'lugosi': 2514, 'travolta': 7838, 'tolkien': 8769, 'hinted': 7372, 'booze': 9669, 'monty': 6101, 'thumbs': 3337, 'others': 401, 'bonham': 7492, 'assuming': 5618, 'kidnaps': 8422, 'share': 1477, 'witnessing': 7395, 'damsel': 8154, 'embrace': 6497, 'brutal': 1739, 'installment': 3655, 'blondell': 7879, 'overshadowed': 8222, 'agent': 1501, 'coincidences': 9843, 'deathtrap': 7600, 'cd': 4373, 'credibility': 3028, 'goat': 7216, 'testing': 7652, 'previous': 942, 'beforehand': 7797, 'downs': 6513, 'convinces': 6137, 'bride': 3335, 'criticized': 7535, 'cracks': 7764, 'stumbling': 9067, 'decency': 8449, 'jordan': 5688, 'inspire': 5856, 'ambiguous': 5126, 'boyfriend': 1388, 'heartwarming': 5705, 'anything': 232, 'transformation': 4270, 'tossed': 6213, 'capturing': 4713, 'afghanistan': 8890, 'damned': 6152, 'need': 356, 'penalty': 8663, 'slightly': 1057, 'contrast': 2258, 'puppets': 6069, 'laws': 4392, 'jameson': 9291, 'could': 98, 'dynamics': 6869, 'ideal': 4162, 'wished': 4429, 'earned': 4272, 'margaret': 3841, 'legal': 4767, 'finish': 1337, 'portrayal': 1122, 'schools': 5786, 'explained': 1833, 'predecessor': 5958, 'paid': 1517, 'cinematography': 618, 'troopers': 8182, 'animal': 1576, 'puppet': 5029, 'adrian': 6693, 'bin': 3950, 'corporation': 6059, 'expressing': 9118, 'preposterous': 5316, 'caper': 7839, 'expert': 2744, 'motel': 7583, 'believer': 8875, 'web': 3829, 'stabs': 8371, 'escapes': 2908, 'resembling': 7226, 'knights': 8162, 'beneath': 4128, 'comes': 263, 'cindy': 6909, 'points': 746, 'holm': 9732, 'ball': 1802, 'elsewhere': 3276, 'provocative': 5330, 'discipline': 7620, 'complications': 7341, 'helps': 1506, 'total': 936, 'thanks': 1195, 'organization': 7438, 'revolving': 7199, 'backwoods': 8811, 'reads': 4506, 'absolutely': 426, 'convoluted': 3647, 'message': 730, 'boyle': 5136, 'rewarded': 7165, 'bloom': 5997, 'suited': 3918, 'veronica': 9941, 'creeps': 9251, 'slipped': 9473, 'speaks': 2439, 'hooked': 3280, 'surprise': 842, 'numbing': 6378, 'promise': 2297, 'fireworks': 9623, 'steady': 5543, 'swimming': 4357, 'christy': 4380, 'criminally': 9456, 'ellen': 3620, 'peck': 5439, 'scary': 613, 'rumors': 9700, 'questioning': 7375, 'brother': 552, 'weather': 5756, 'class': 692, 'charles': 1352, 'predict': 5644, 'rest': 358, 'outrage': 9482, 'harlow': 6198, 'million': 1391, 'approaches': 5978, 'ta': 5493, 'compromise': 8959, 'debate': 5846, 'cancer': 5305, 'contained': 3850, 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8065, 'lesbians': 8789, 'amuse': 9859, 'describes': 4195, 'suppose': 1389, 'justify': 4320, 'teenagers': 2307, 'casino': 5984, 'segal': 7653, 'confident': 5566, 'texas': 2373, 'tie': 4190, 'echoes': 8448, 'drowning': 7694, 'frenzy': 9017, 'elm': 4869, 'psychiatric': 9145, 'trauma': 7356, 'greenaway': 8678, 'attendant': 8196, 'survive': 1991, 'counts': 5382, 'shout': 8408, 'felt': 417, 'controls': 7452, 'bridget': 5149, 'returned': 3759, 'stooge': 9739, 'nauseating': 7385, 'omen': 4820, 'ranting': 9933, 'replacing': 8227, 'similar': 716, 'poetic': 4413, 'convenient': 7680, 'update': 6763, 'occasions': 5306, 'gorgeous': 1471, 'lisa': 2614, 'worldwide': 9053, 'illegal': 4633, 'still': 132, 'imaginary': 7198, 'z': 4217, 'sexist': 7778, 'cross': 1639, 'darkly': 7963, 'maguire': 8937, 'clad': 5698, 'similarities': 4347, 'reception': 9450, 'walked': 2503, 'forwarding': 9962, 'passage': 6633, 'game': 485, 'wwe': 5178, 'greats': 9945, 'castro': 7641, 'alienate': 9169, 'travis': 7488, 'bets': 9952, 'doom': 4640, 'sessions': 9258, 'maybe': 278, 'fifty': 5220, 'line': 342, 'scenario': 2643, 'express': 2574, 'dealers': 8313, 'implies': 7801, 'presentation': 2952, 'expectations': 1368, 'powell': 2342, 'burnt': 7249, 'agency': 5548, 'reel': 4732, 'aristocrat': 9506, 'imagination': 1525, 'rooted': 9994, 'permanent': 7861, 'offs': 5658, 'autobiography': 8672, 'monotonous': 7537, 'wartime': 7489, 'fourth': 2731, 'traitor': 9963, 'eh': 7342, 'incredibly': 944, 'marcus': 8069, 'sadistic': 3875, 'hungarian': 8834, 'lila': 8639, 'gym': 9389, 'sandra': 4353, 'ounce': 9740, 'inexplicable': 5706, 'sleep': 1641, 'bake': 9668, 'emotion': 1395, 'phyllis': 9688, 'creator': 4541, 'shortcomings': 5672, 'cheer': 5826, 'motives': 4159, 'connected': 3137, 'curse': 3146, 'comedies': 1265, 'ewan': 9596, 'crosby': 6182, 'complains': 9760, 'caution': 8423, 'holt': 7702, 'mediocre': 1482, 'amitabh': 4435, 'splitting': 9155, 'dave': 3760, 'failures': 7823, 'inadvertently': 7475, 'whining': 6596, 'ian': 3392, 'january': 9261, 'duties': 9375, 'consisting': 9735, 'stinker': 4196, 'flamenco': 9589, 'dane': 9425, 'participants': 7166, 'outfits': 5362, 'mocking': 8537, 'paperhouse': 9566, 'mansion': 2938, 'radio': 1837, 'afterwards': 3492, 'reportedly': 8757, 'pacino': 2443, 'snap': 7821, 'azumi': 8506, 'vhs': 1843, 'witness': 2364, 'struggles': 3018, 'domino': 4329, 'range': 2175, 'norman': 3489, 'harmless': 5546, 'recover': 7622, 'unstable': 7344, 'liam': 6560, 'renoir': 9675, 'spot': 1438, 'bunch': 745, 'girlfriends': 7285, 'tortured': 3776, 'eyed': 3373, 'masterful': 4752, 'paradise': 5230, 'barbarian': 8956, 'under': 459, 'inter': 7540, 'arrest': 6627, 'jaffar': 9814, 'sounds': 915, 'opportunity': 1405, 'circumstances': 2303, 'several': 448, 'ridiculously': 3877, 'cockney': 8234, 'vaudeville': 8626, 'streep': 4109, 'station': 1661, 'olds': 6744, 'stunt': 3325, 'burt': 2858, 'weirdo': 9483, 'robbed': 7891, 'reunion': 3080, 'recycled': 5626, 'propaganda': 2432, 'wellington': 9323, 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'followed': 1458, 'funky': 8241, 'chance': 566, 'months': 1909, 'sleaze': 5955, 'cannibal': 4904, 'murray': 5030, 'apartheid': 8263, 'bright': 1902, 'advances': 8244, 'presume': 8452, 'good': 51, 'oliver': 2288, 'unrelated': 5633, 'ricky': 6525, 'reflected': 7274, 'charity': 9896, 'billy': 1454, 'spitting': 9063, 'corky': 8977, 'duke': 3402, 'legs': 2957, 'puerto': 6286, 'scheming': 7688, 'raid': 7743, 'obtain': 5946, 'creation': 3454, 'networks': 7907, 'rotten': 4442, 'facing': 4404, 'letdown': 7813, 'tel': 9131, 'named': 759, 'bear': 2060, 'houses': 4100, 'shaq': 9587, 'sleepy': 8488, 'chair': 3000, 'discovers': 2127, 'neutral': 9697, 'brooke': 7209, 'dominated': 6227, 'gino': 7505, 'offense': 7953, 'wardrobe': 6095, 'narrow': 6096, 'expression': 2807, 'fur': 8471, 'teenage': 1644, 'welcomed': 9010, 'highly': 535, 'gruff': 8277, 'cop': 958, 'whats': 4562, 'cathy': 9325, 'chapters': 9052, 'sink': 4768, 'bleak': 3692, 'melissa': 5729, 'deliberately': 3986, 'producer': 1268, 'planets': 9556, 'sox': 5549, 'martians': 7853, 'hunted': 7698, 'ustinov': 4925, 'streets': 1931, 'entertain': 2798, 'puts': 1434, 'short': 343, 'townspeople': 9650, 'attempted': 3340, 'groove': 8352, 'piece': 413, 'glued': 6300, 'allegory': 9534, 'crisis': 3061, 'amongst': 2890, 'farm': 3803, 'ossessione': 8339, 'dead': 341, 'deal': 839, 'murderers': 7432, 'memorable': 887, 'defies': 6805, 'cradle': 8629, 'odds': 3982, 'surface': 2526, 'unravel': 8087, 'safety': 4334, 'chemical': 8627, 'adele': 7178, 'derek': 3088, 'talk': 724, 'tourists': 9080, 'peaceful': 6562, 'mutated': 9158, 'dietrich': 8856, 'bird': 3853, 'mourning': 9500, 'olivia': 6857, 'remark': 7612, 'vapid': 7880, 'proud': 2584, 'wizard': 4436, 'drops': 4197, 'her': 42, 'right': 205, 'combination': 2205, 'grail': 9647, 'nerves': 6204, 'show': 122, 'liquor': 9969, 'disliked': 5140, 'fatal': 3574, 'cooking': 6879, 'winning': 1549, 'crippled': 6462, 'dating': 4037, 'blessing': 9702, 'been': 78, 'absorbing': 6470, 'thrilling': 2996, 'perfect': 399, 'sissy': 4992, 'calls': 1985, 'salman': 6000, 'accent': 1167, 'deepest': 7847, 'eleanor': 9665, 'behaviour': 5351, 'cases': 2906, 'particularly': 562, 'authenticity': 6140, 'bound': 2704, 'hart': 4119, 'reign': 5341, 'prime': 2436, 'promotion': 9132, 'sunshine': 3740, 'deck': 7964, 'ignorant': 4418, 'britain': 3107, 'ram': 7624, 'executed': 2121, 'lone': 4751, 'stupidest': 9196, 'travel': 2086, 'rated': 1125, 'evolved': 9276, 'dig': 3224, 'hitting': 3317, 'troubled': 3178, 'facts': 2257, 'snow': 3064, 'attributed': 9507, 'indulge': 9701, 'flashy': 5619, 'corbin': 8513, 'graphic': 2135, 'frankie': 4638, 'tanks': 9733, 'japanese': 841, 'basic': 1095, 'sinister': 2901, 'sounded': 2756, 'security': 2479, 'wtf': 5934, 'puzzling': 9146, 'caesar': 8838, 'these': 133, 'muddled': 5291, 'maugham': 8637, 'drop': 2415, 'playful': 8256, 'wilder': 5492, 'definite': 3738, 'trouble': 1091, 'unanswered': 6985, 'therapy': 7085, 'beach': 2548, 'strain': 8381, 'suzanne': 7675, 'stuffed': 7626, 'joanna': 9315, 'glenn': 3714, 'pure': 1032, 'shortly': 3624, 'controversy': 7048, 'kicking': 4542, 'batman': 1291, 'creativity': 4829, 'pour': 9025, 'ignored': 3680, 'containing': 5947, 'turd': 6409, 'hats': 6024, 'main': 291, 'underworld': 5498, 'received': 1973, 'sylvia': 7579, 'restraint': 7722, 'shoots': 3221, 'gladiator': 8357, 'germany': 2233, 'calm': 4812, 'booth': 7731, 'bud': 4973, 'hires': 6130, 'distributor': 9807, 'bounty': 6547, 'titled': 3667, 'exploit': 6426, 'darling': 9055, 'reactions': 3363, 'darkness': 2522, 'kidman': 5463, 'hayward': 9248, 'pressure': 5070, 'brando': 2969, 'brit': 7979, 'inexplicably': 5307, 'sacred': 9609, 'ex': 1203, 'fairbanks': 6564, 'accessible': 6280, 'instead': 304, 'garner': 5697, 'waving': 9154, 'peers': 7980, 'ranch': 6831, 'valentine': 5069, 'example': 458, 'comments': 779, 'whatever': 825, 'seinfeld': 9096, 'numerous': 1922, 'expressions': 3017, 'obvious': 568, 'guys': 480, 'icons': 8600, 'racist': 2724, 'unlikely': 2358, 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'colin': 5699, 'colleague': 7506, 'demand': 4646, 'capture': 1825, 'screwed': 5743, 'chainsaw': 5411, 'adultery': 8476, 'central': 1341, 'queens': 8176, 'campbell': 4365, 'sang': 6751, 'allows': 2043, 'downtown': 8970, 'revolting': 9195, 'exception': 1376, 'statue': 6036, 'therapist': 9897, 'weakest': 4301, 'pre': 1684, 'seat': 2194, 'creators': 3503, 'board': 2056, 'adequately': 9018, 'cells': 7765, 'soundtrack': 796, 'abomination': 8040, 'infant': 9899, 'fleeting': 8812, 'letter': 3268, 'des': 6097, 'companion': 4125, 'nights': 3440, 'tim': 1712, 'nail': 4316, 'roy': 2228, 'crashed': 8024, 'resembles': 3857, 'irwin': 8991, 'lonely': 2592, 'buzz': 5971, 'positive': 1098, 'overnight': 9898, 'subplots': 4743, 'amid': 8442, 'weapons': 2836, 'shakes': 9684, 'jr': 1741, 'strange': 667, 'kane': 3347, 'alienation': 8911, 'commercials': 3769, 'laughable': 1301, 'edges': 8002, 'bodyguard': 7965, 'uncle': 1606, 'opening': 623, 'hire': 3460, 'deformed': 9866, 'helena': 8072, 'mabel': 6190, 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7025, 'unusual': 1706, 'herman': 6603, 'beginning': 450, 'joke': 947, 'mischievous': 9585, 'righteous': 8700, 'commanding': 7473, 'sleuth': 8857, 'vital': 5649, 'freedom': 2115, 'shaking': 5739, 'satisfying': 2318, 'suspicious': 4738, 'effortlessly': 8119, 'penguin': 8489, 'slaughtered': 8657, 'request': 9336, 'accepts': 5363, 'brutality': 5037, 'cooper': 2872, 'large': 1035, 'lowe': 6848, 'accurately': 5864, 'rd': 3793, 'swing': 5322, 'structure': 2407, 'force': 1106, 'misses': 3710, 'shoot': 1217, 'plenty': 937, 'art': 483, 'explicit': 3702, 'powerful': 956, 'recommended': 1158, 'michaels': 8721, 'praised': 5497, 'skit': 5904, 'myrna': 7654, 'bunny': 5179, 'godfather': 3356, 'entire': 433, 'develops': 3192, 'sarne': 8710, 'chicks': 4661, 'vibrant': 5700, 'dodgy': 8593, 'debra': 6906, 'youthful': 6139, 'stable': 9581, 'emotionally': 2118, 'words': 698, 'per': 2934, 'martha': 5404, 'decide': 1178, 'mode': 5317, 'bleed': 7186, 'fires': 7709, 'many': 110, 'grain': 9393, 'woo': 5083, 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6737, 'employed': 5585, 'rejects': 7041, 'unbearable': 3770, 'terrified': 5600, 'suspicion': 7026, 'polar': 7758, 'minor': 1378, 'senseless': 4243, 'bell': 3887, 'professionals': 6820, 'suitable': 4496, 'spacey': 4926, 'earns': 8602, 'greatly': 3041, 'guy': 226, 'shorter': 5849, 'bonus': 4375, 'march': 4205, 'rice': 6986, 'laputa': 6850, 'suspenseful': 2535, 'married': 995, 'originals': 6994, 'portrait': 3174, 'groan': 9792, 'two': 107, 'way': 95, 'weren': 1153, 'otherwise': 882, 'bogus': 5865, 'cab': 7053, 'meal': 6880, 'believes': 2222, 'breathtaking': 2842, 'restaurant': 3703, 'trail': 4954, 'gory': 2174, 'personal': 943, 'relax': 5167, 'lundgren': 4552, 'joined': 4626, 'constantly': 1329, 'sit': 849, 'clips': 2925, 'your': 130, 'inferior': 4497, 'breath': 2719, 'archive': 9269, 'offering': 3971, 'wine': 6666, 'aka': 2512, 'support': 1403, 'studies': 5611, 'clara': 5967, 'flashing': 7700, 'sinks': 8083, 'clichd': 2694, 'advised': 6507, 'unless': 878, 'wasted': 1033, 'hint': 3133, 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1094, 'flair': 5180, 'slew': 9148, 'being': 112, 'fired': 3379, 'sound': 474, 'gremlins': 9964, 'maya': 9858, 'decision': 2124, 'walks': 2346, 'iran': 4537, 'endured': 9639, 'reader': 5055, 'cagney': 3582, 'tight': 2661, 'delirious': 7114, 'volume': 6505, 'shenanigans': 9827, 'squad': 5379, 'photographed': 3521, 'callahan': 8972, 'switzerland': 9280, 'gags': 1976, 'heston': 3341, 'caring': 2869, 'suits': 3644, 'champion': 5673, 'judge': 1858, 'calling': 2737, 'spoiler': 1342, 'casted': 8179, 'from': 39, 'mechanic': 8659, 'coherent': 3967, 'logic': 2057, 'portman': 8945, 'receives': 4956, 'truths': 6895, 'vic': 9265, 'finch': 9612, 'pub': 8560, 'consistently': 4110, 'fable': 8878, 'phone': 1657, 'zizek': 4821, 'spears': 9326, 'beyond': 706, 'noah': 9466, 'gore': 582, 'straight': 707, 'concern': 4361, 'dud': 4927, 'grass': 6345, 'inspiration': 2827, 'apt': 7162, 'intended': 1415, 'distress': 6656, 'caricatures': 5231, 'traumatic': 7605, 'hardened': 7580, 'mail': 4620, 'nominated': 2271, 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'lightweight': 8750, 'cigarette': 6851, 'he': 26, 'join': 2860, 'studios': 2672, 'explosion': 3896, 'rack': 8966, 'ethnic': 5359, 'sat': 1790, 'medieval': 6764, 'christine': 5448, 'corn': 6174, 'walt': 5999, 'hundreds': 3082, 'lets': 1594, 'detectives': 5841, 'seek': 2697, 'desired': 4591, 'drinking': 2758, 'projected': 7525, 'december': 8122, 'lands': 5223, 'towards': 929, 'chloe': 7672, 'suffer': 2689, 'gershwin': 6748, 'seventh': 8909, 'sisters': 2387, 'rental': 2329, 'gap': 7074, 'session': 7059, 'paris': 1364, 'pile': 2394, 'blah': 2497, 'of': 5, 'alicia': 5141, 'ruin': 2431, 'distorted': 8216, 'hungry': 5195, 'later': 300, 'holden': 9674, 'latino': 8229, 'moments': 382, 'cannot': 555, 'kumar': 5052, 'manor': 9958, 'intensely': 7093, 'vote': 2279, 'putting': 1470, 'constructed': 4447, 'mature': 2666, 'decade': 2025, 'dashing': 6573, 'fifteen': 3466, 'neil': 3365, 'testament': 4928, 'grating': 8107, 'dense': 9486, 'disgrace': 6054, 'melancholy': 7788, 'enchanting': 7418, 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'anxious': 6964, 'criticize': 7052, 'enough': 194, 'eyes': 510, 'exotic': 4140, 'soprano': 7042, 'outstanding': 1321, 'disappoints': 8628, 'philadelphia': 9073, 'pay': 973, 'competently': 9537, 'ned': 2658, 'awfully': 4916, 'nightmares': 4030, 'hype': 3357, 'criticism': 2791, 'deleted': 5465, 'brashear': 7450, 'floors': 9624, 'succeeds': 2851, 'jenna': 6527, 'moody': 4343, 'penned': 7628, 'miller': 2824, 'ad': 3149, 'bonanza': 7429, 'pokes': 9800, 'pursued': 6896, 'substantial': 7302, 'rewarding': 6481, 'captain': 1634, 'perverse': 8295, 'committed': 2500, 'delighted': 6545, 'amateur': 2322, 'guided': 8978, 'cia': 3594, 'peak': 5061, 'dignity': 3715, 'rolled': 4972, 'hopeless': 4988, 'adore': 6392, 'miracle': 4463, 'nations': 5917, 'mildly': 2772, 'forgetting': 6918, 'goodness': 4072, 'ghetto': 6611, 'wes': 3662, 'covering': 6826, 'fills': 6647, 'grew': 2055, 'strength': 2096, 'crying': 2545, 'discuss': 4049, 'dwarf': 8180, 'steals': 2351, 'hook': 4306, 'spoof': 2801, 'fodder': 7825, 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1888, 'republic': 6853, 'blockbuster': 2602, 'matters': 2265, 'according': 1781, 'stop': 559, 'craft': 3869, 'involvement': 3842, 'remade': 5588, 'desk': 7789, 'scifi': 6193, 'vengeful': 9475, 'http': 5730, 'prototype': 9541, 'thats': 1443, 'naturally': 1946, 'cristina': 9076, 'informer': 7759, 'shin': 7304, 'group': 587, 'holland': 8670, 'described': 2182, 'pole': 5571, 'grady': 8573, 'needed': 872, 'translation': 3739, 'tales': 2881, 'damage': 3989, 'jews': 5453, 'concentrate': 6434, 'holy': 3866, 'chaplin': 3098, 'clumsily': 9398, 'duration': 5862, 'expresses': 8498, 'scripts': 3148, 'wholesome': 7585, 'product': 2191, 'area': 1592, 'warner': 2727, 'compassion': 5049, 'informed': 6428, 'cuban': 6726, 'extensive': 7277, 'phony': 4882, 'cortez': 8727, 'attend': 4945, 'relating': 7141, 'single': 671, 'innuendo': 8847, 'hines': 7331, 'comparison': 2050, 'wear': 2626, 'thriller': 691, 'september': 4512, 'unrealistic': 2241, 'pathos': 6833, 'farewell': 9045, 'iv': 5254, 'elegant': 4508, 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2442, 'plot': 113, 'clash': 6206, 'awhile': 5225, 'fog': 5198, 'suspend': 4871, 'polite': 9613, 'wet': 4393, 'rookie': 6266, 'toole': 8469, 'knocks': 6570, 'characterizations': 7371, 'navy': 2924, 'confronts': 8541, 'marty': 4666, 'reunite': 7445, 'waters': 3992, 'fathers': 5124, 'depict': 6317, 'behold': 5528, 'cody': 7003, 'hit': 558, 'begins': 761, 'exchange': 5086, 'vague': 3453, 'sky': 1659, 'casablanca': 7028, 'ranging': 8861, 'bodies': 2310, 'least': 220, 'book': 268, 'fred': 1738, 'trees': 4091, 'pegg': 6387, 'beautifully': 1273, 'virtual': 6684, 'scorsese': 5505, 'wayne': 2164, 'norris': 8078, 'avoided': 4203, 'neo': 3876, 'technicolor': 5064, 'catch': 1248, 'generic': 4097, 'burn': 3495, 'chases': 3197, 'awaiting': 7925, 'ladies': 1784, 'bash': 9254, 'dubbing': 3057, 'sheets': 7455, 'poverty': 3372, 'beetle': 8108, 'el': 5338, 'wolves': 9013, 'typical': 780, 'country': 658, 'angie': 6613, 'acquired': 6707, 'endearing': 3270, 'extremes': 9540, 'surreal': 2383, 'ugly': 1528, 'gaining': 9685, 'suspect': 1751, 'admire': 3564, 'science': 1046, 'pulse': 9491, 'mates': 6161, 'bach': 6126, 'fashioned': 3288, 'naval': 9072, 'twin': 3535, 'resistance': 7212, 'overboard': 6636, 'be': 30, 'parker': 2108, 'tasty': 8426, 'glorious': 4141, 'busy': 2936, 'jake': 2953, 'dumb': 977, 'excess': 5800, 'cambodia': 9634, 'terrorists': 4690, 'elegance': 9939, 'despise': 7681, 'antwone': 4715, 'hes': 7939, 'nuanced': 7357, 'jaws': 4744, 'additionally': 6980, 'dynamic': 3897, 'jane': 901, 'instruments': 9817, 'caprica': 7631, 'introducing': 6823, 'half': 318, 'rate': 945, 'jumping': 3545, 'who': 37, 'rats': 4745, 'glimpses': 7213, 'names': 1410, 'graphics': 2825, 'shake': 4457, 'gordon': 2094, 'alcoholism': 8679, 'year': 275, 'halt': 9794, 'with': 18, 'uncut': 5374, 'breathing': 6298, 'abandoned': 2607, 'giants': 6089, 'mythical': 8392, 'laced': 8643, 'drama': 449, 'recreation': 9664, 'heavens': 8992, 'rapes': 8958, 'seemed': 461, 'entries': 7551, 'represent': 4150, 'average': 833, 'eating': 1867, 'lack': 575, 'garfield': 7476, 'confirm': 9470, 'principle': 6318, 'sentimentality': 6473, 'killers': 2090, 'mate': 3636, 'hysterical': 3756, 'posters': 5248, 'survives': 5991, 'dylan': 5678, 'prank': 8061, 'pulled': 1891, 'les': 4936, 'virginity': 8730, 'pizza': 7682, 'intense': 1568, 'attempting': 2912, 'pros': 6978, 'sigh': 8320, 'talky': 7176, 'monstrous': 9471, 'loop': 9205, 'youngsters': 8821, 'cameron': 3665, 'telling': 965, 'educational': 4962, 'insight': 2603, 'darren': 4931, 'unexpected': 2058, 'deny': 6012, 'aiming': 6686, 'rupert': 7214, 'computers': 5791, 'motivations': 4443, 'receive': 3886, 'intensity': 2978, 'simba': 8579, 'slap': 3626, 'recurring': 8933, 'faithful': 2708, 'garde': 8527, 'discussions': 9246, 'guns': 1845, 'admission': 7713, 'other': 82, 'pairing': 8164, 'currently': 3858, 'surprising': 1746, 'lift': 5750, 'blamed': 7101, 'photograph': 8520, 'performed': 2525, 'der': 4781, 'recognition': 4635, 'remainder': 7870, 'cue': 5311, 'shirley': 4165, 'plus': 914, 'carell': 4727, 'skills': 1937, 'competition': 3486, 'runs': 1107, 'hayes': 7153, 'uniquely': 9913, 'sonny': 7189, 'delight': 2993, 'junior': 4598, 'sorrow': 8332, 'progresses': 4580, 'odyssey': 6369, 'access': 4547, 'grave': 2578, 'joey': 3480, 'poorly': 844, 'cliched': 6798, 'mental': 1710, 'forget': 837, 'specific': 3343, 'steer': 6965, 'exaggerated': 3669, 'prison': 1145, 'facility': 7803, 'lange': 9104, 'moment': 547, 'nostalgia': 4594, 'understanding': 1885, 'nicholas': 4555, 'breast': 7038, 'email': 9354, 'demons': 2527, 'november': 9383, 'knox': 9173, 'fuel': 7348, 'booker': 8669, 'limp': 8536, 'grabbing': 9818, 'moved': 1654, 'radiation': 7926, 'values': 1206, 'highway': 5992, 'coop': 7845, 'examples': 2673, 'gram': 8720, 'growing': 1770, 'weakness': 5249, 'winters': 4101, 'goods': 6501, 'hot': 869, 'shares': 5469, 'overcome': 3034, 'quietly': 5279, 'history': 468, 'burning': 3180, 'hybrid': 6644, 'travelling': 9438, 'lend': 6285, 'discussion': 3723, 'flames': 7019, 'prophet': 8800, 'uncomfortable': 3106, 'mysteriously': 6871, 'wicker': 9731, 'judy': 4274, 'dunst': 7899, 'transition': 4588, 'succeeded': 4073, 'russian': 1744, 'vibe': 8142, 'edith': 7024, 'krueger': 7668, 'ruthless': 4244, 'pin': 4934, 'hickock': 9730, 'daytime': 7569, 'feinstone': 7204, 'bernsen': 7401, 'documentaries': 3654, 'rabbit': 4737, 'flew': 8565, 'zoom': 8810, 'play': 293, 'warrior': 3676, 'desperation': 4136, 'complaints': 5216, 'teach': 3312, 'distracting': 4039, 'annoying': 604, 'disappointment': 1367, 'jeremy': 3300, 'trivia': 5533, 'lucille': 6842, 'retelling': 9099, 'differences': 3807, 'division': 8079, 'sketch': 5368, 'afford': 4127, 'sergeant': 6006, 'sealed': 9666, 'disgruntled': 9511, 'able': 494, 'quest': 2653, 'arrogant': 4309, 'attempt': 579, 'records': 5610, 'jodie': 6327, 'cassie': 8042, 'thelma': 6694, 'data': 8026, 'architecture': 9066, 'borrows': 8646, 'cell': 2740, 'costs': 2176, 'holiday': 3124, 'undeniably': 6175, 'laurie': 6305, 'staring': 4499, 'social': 1008, 'blackmail': 8747, 'randolph': 5950, 'again': 174, 'smiles': 5810, 'hour': 523, 'discernible': 9174, 'assure': 7467, 'touches': 2404, 'runtime': 9586, 'sebastian': 7248, 'duryea': 9046, 'desperate': 1646, 'law': 1120, 'abusive': 4595, 'along': 365, 'humble': 4484, 'attended': 6966, 'education': 4378, 'unfortunately': 465, 'duty': 4052, 'nuts': 4710, 'spotted': 8317, 'truth': 856, 'tolerate': 8231, 'vincent': 3169, 'hey': 1336, 'billion': 8662, 'rain': 2451, 'ahmad': 8704, 'ends': 620, 'upper': 2988, 'involved': 563, 'newly': 4675, 'got': 189, 'appeals': 6388, 'spectacular': 2069, 'contribute': 6510, 'dahl': 9165, 'aspirations': 9708, 'grasp': 4383, 'colonial': 9682, 'campus': 7029, 'current': 2012, 'taste': 1269, 'evil': 440, 'connections': 5591, 'behavior': 1979, 'enthralled': 9864, 'playwright': 7117, 'symbolism': 3828, 'meet': 885, 'naschy': 5576, 'brave': 2446, 'laughably': 5005, 'nice': 325, 'shepherd': 6029, 'natured': 6188, 'climbs': 9098, 'understatement': 7477, 'claiming': 5724, 'wedding': 1727, 'readily': 6863, 'student': 1407, 'cheat': 8930, 'strip': 3198, 'milk': 5101, 'macbeth': 9130, 'midget': 8028, 'existent': 2939, 'reminded': 1554, 'depression': 3449, 'characteristic': 7635, 'situation': 884, 'misunderstood': 7062, 'colour': 3296, 'matched': 4655, 'apartment': 1582, 'teachers': 5245, 'kenneth': 3748, 'convict': 7118, 'avoiding': 6701, 'leslie': 2789, 'appalling': 3544, 'unnamed': 9747, 'equal': 3199, 'date': 1275, 'terms': 1281, 'clark': 2427, 'beau': 9335, 'helping': 2732, 'gentle': 3778, 'ghost': 1169, 'detracts': 9944, 'theme': 741, 'rko': 8756, 'weekend': 2388, 'federal': 8574, 'contract': 3438, 'pursuing': 7940, 'boogeyman': 8045, 'premiered': 8404, 'exploring': 5796, 'participation': 9439, 'angelina': 7332, 'demonic': 5912, 'cardboard': 3419, 'alfred': 4822, 'terrifying': 3218, 'conclusion': 1157, 'ripley': 9965, 'ladder': 5397, 'gere': 5520, 'sellers': 4310, 'dated': 1939, 'losers': 4714, 'darkman': 9455, 'goldie': 6898, 'de': 827, 'creatures': 2326, 'guts': 3208, 'invented': 5095, 'flee': 9565, 'partner': 1870, 'economic': 6940, 'paints': 7159, 'fest': 3320, 'thoughts': 2294, 'brooklyn': 4094, 'charge': 2837, 'kerr': 9340, 'purchased': 4650, 'fancy': 3699, 'factor': 2300, 'gimmick': 6073, 'samantha': 6514, 'limited': 1740, 'chicago': 4543, 'apologize': 9318, 'preachy': 5593, 'disjointed': 4207, 'dangerously': 7632, 'sullivan': 2552, 'idiotic': 3162, 'respectively': 5106, 'shocks': 7559, 'pornography': 7421, 'heroine': 1809, 'interminable': 9912, 'muppet': 5437, 'heir': 8880, 'classes': 4071, 'manipulate': 8726, 'phase': 6889, 'brady': 3979, 'unfair': 5058, 'listing': 9401, 'cash': 2162, 'heavy': 1147, 'appear': 957, 'ramones': 4929, 'mon': 5868, 'conscience': 5300, 'widower': 8333, 'woke': 9222, 'austin': 5002, 'sporting': 7872, 'embarrassing': 2243, 'library': 3250, 'doctors': 5716, 'stakes': 9856, 'issue': 1822, 'wander': 6273, 'companions': 9322, 'footage': 911, 'pervert': 8303, 'duff': 8996, 'inspiring': 3348, 'disastrous': 5951, 'punchline': 9699, 'kelly': 1289, 'polly': 6239, 'dive': 8532, 'indie': 2678, 'amusement': 5240, 'teaches': 5272, 'forms': 4268, 'characterisation': 7242, 'twisted': 2469, 'aboard': 8686, 'upcoming': 7364, 'friendly': 2521, 'guess': 475, 'wives': 4095, 'gift': 3409, 'benjamin': 7322, 'busby': 7715, 'please': 580, 'ww': 4863, 'adequate': 3878, 'present': 962, 'thick': 3789, 'seed': 4251, 'imagined': 3779, 'pound': 6463, 'resort': 4668, 'celluloid': 4045, 'sucking': 7912, 'towers': 5782, 'election': 5768, 'nt': 8881, 'information': 1604, 'accident': 1673, 'stupidity': 2985, 'ursula': 7512, 'anchorman': 9441, 'possibly': 852, 'robbing': 8580, 'undertaker': 8984, 'apparent': 1709, 'preserved': 9845, 'profanity': 5340, 'vacuous': 9749, 'slapped': 6772, 'triangle': 5894, 'citizen': 3546, 'denzel': 3241, 'pm': 7791, 'cast': 178, 'corpses': 5443, 'races': 6314, 'desire': 1729, 'aspiring': 5294, 'dracula': 3673, 'sword': 2506, 'anita': 7359, 'anybody': 1705, 'influenced': 4032, 'hall': 2281, 'hark': 8882, 'center': 2192, 'so': 38, 'overt': 9495, 'styles': 3825, 'witches': 4548, 'nick': 1792, 'surviving': 4142, 'exploding': 6614, 'religion': 2144, 'thus': 1327, 'viewpoint': 6937, 'term': 2862, 'court': 2523, 'fame': 2212, 'induced': 9112, 'fond': 4184, 'fluid': 6875, 'outs': 5424, 'relationship': 634, 'uniformly': 5882, 'bend': 5842, 'continuing': 6176, 'van': 1141, 'listened': 7941, 'genre': 497, 'slick': 4533, 'vintage': 6485, 'voiced': 4319, 'piano': 3566, 'boys': 960, 'pecker': 7478, 'remaining': 3674, 'shines': 3115, 'minimal': 3709, 'rampage': 6010, 'alas': 2905, 'apartments': 9376, 'neeson': 8916, 'spring': 3580, 'owns': 6329, 'answering': 9748, 'relaxed': 7740, 'animation': 733, 'equally': 1284, 'macdonald': 6989, 'somehow': 807, 'rope': 5760, 'glory': 3142, 'philosophy': 3980, 'senses': 5143, 'anchor': 9646, 'drain': 8248, 'suggestion': 5901, 'circa': 7927, 'saint': 5301, 'tender': 4236, 'subjected': 5144, 'devoted': 3973, 'pee': 7739, 'areas': 3781, 'cultures': 6687, 'theory': 2524, 'jaded': 6553, 'carrying': 2878, 'explain': 1241, 'interest': 589, 'famous': 786, 'prom': 3804, 'dangers': 8898, 'overrated': 3831, 'parent': 3689, 'served': 2975, 'mutants': 8504, 'skimpy': 9743, 'choir': 7440, 'kingdom': 4456, 'body': 629, 'soft': 1772, 'coincidence': 5287, 'chronicles': 6172, 'whoopi': 4878, 'baseketball': 9476, 'condition': 3202, 'monk': 4848, 'revealed': 2013, 'energetic': 6248, 'ghosts': 2686, 'consequences': 3600, 'hears': 5187, 'slaves': 6645, 'mirror': 2832, 'anticipated': 6528, 'wonderland': 6195, 'romantic': 712, 'devil': 1691, 'media': 1736, 'had': 69, 'choreography': 3808, 'bond': 1578, 'toronto': 5752, 'animator': 8266, 'president': 2064, 'sassy': 5466, 'minus': 5212, 'slimy': 5653, 'stimulating': 8994, 'vivid': 3974, 'mostly': 656, 'risks': 9626, 'tragic': 1551, 'virtues': 9442, 'tolerable': 6674, 'liotta': 7648, 'develop': 2041, 'spaces': 9830, 'theres': 8581, 'fighters': 8427, 'pretentious': 1930, 'resume': 7223, 'grisly': 8960, 'thumb': 8705, 'tested': 9047, 'allowing': 3462, 'conspiracy': 3517, 'predicted': 8521, 'brown': 1913, 'graves': 9304, 'clown': 4026, 'mccoy': 5310, 'departure': 5831, 'kicks': 3384, 'intention': 3400, 'domestic': 4782, 'patients': 4698, 'pokemon': 4532, 'arc': 5957, 'released': 617, 'ignore': 2720, 'shameless': 7586, 'genie': 5731, 'carried': 2911, 'downfall': 8304, 'hack': 5562, 'gestures': 7177, 'subtext': 6659, 'kinky': 9298, 'leon': 5048, 'kilmer': 8205, 'relations': 4215, 'ish': 5234, 'success': 1001, 'tiresome': 4522, 'frightened': 5169, 'quotes': 4351, 'cutting': 2370, 'scott': 1002, 'levy': 8823, 'incoherent': 3289, 'ins': 7334, 'rifle': 5217, 'subway': 6422, 'roles': 546, 'stricken': 8398, 'waited': 4460, 'dudley': 5812, 'parallels': 6529, 'scope': 4379, 'mae': 8243, 'tasks': 8899, 'fawcett': 8233, 'wishing': 4852, 'get': 76, 'making': 229, 'kei': 9683, 'concludes': 8981, 'spoiled': 3605, 'meaningless': 3998, 'germans': 4575, 'deception': 9381, 'poker': 5993, 'kinski': 7746, 'atlantis': 3930, 'pete': 5065, 'borders': 6717, 'overdone': 3678, 'praise': 2799, 'goldberg': 3592, 'point': 211, 'closeups': 9838, 'relaxing': 8851, 'through': 146, 'condemned': 8478, 'riding': 3022, 'here': 128, 'phillips': 5686, 'jarring': 6252, 'biased': 5308, 'enjoyed': 500, 'anna': 2048, 'cause': 1070, 'frank': 1223, 'affair': 1560, 'excels': 7716, 'polished': 4855, 'fence': 8566, 'flicks': 1519, 'capsule': 9194, 'writes': 4465, 'prequel': 4834, 'poke': 9007, 'mercifully': 8296, 'metropolis': 8866, 'generated': 4845, 'jovi': 9891, 'blonde': 1925, 'berenger': 8462, 'apple': 7112, 'raises': 5226, 'manipulative': 4717, 'tape': 2177, 'dustin': 6408, 'alexander': 3616, 'mentions': 4873, 'presence': 1346, 'switching': 7867, 'itself': 405, 'dragons': 6348, 'france': 2173, 'parking': 6967, 'preston': 5078, 'sara': 7552, 'mom': 1485, 'feelings': 1398, 'establishment': 6584, 'rewind': 9920, 'bottle': 4589, 'hannah': 6580, 'generations': 5079, 'counter': 4769, 'souls': 3637, 'ensuing': 9832, 'unfairly': 9765, 'dukes': 6594, 'tess': 7805, 'focusing': 4075, 'georgia': 6725, 'heat': 3463, 'wannabe': 3757, 'hmmm': 7146, 'positively': 5369, 'financial': 4098, 'surf': 7960, 'distinction': 8046, 'sounding': 4363, 'sheep': 7563, 'despair': 4806, 'prone': 8010, 'portrayals': 5568, 'circles': 6838, 'kirsten': 7633, 'lead': 476, 'price': 1787, 'derivative': 6268, 'flick': 495, 'rolling': 2645, 'dreck': 5047, 'kinnear': 6238, 'quarters': 9577, 'thirty': 3243, 'carson': 9215, 'geniuses': 8457, 'slaughter': 4687, 'eagle': 7660, 'fever': 3790, 'son': 464, 'non': 683, 'fascist': 6646, 'casts': 5832, 'loves': 1371, 'second': 331, 'patch': 9820, 'practices': 9241, 'certainly': 432, 'crisp': 6290, 'assigned': 4963, 'form': 793, 'lordi': 9942, 'homicidal': 7280, 'child': 471, 'howling': 7649, 'snipes': 7031, 'documentary': 645, 'karl': 5177, 'miami': 6099, 'pets': 9217, 'minds': 2629, 'psychiatrist': 3607, 'arrogance': 7514, 'confusion': 2907, 'clearly': 684, 'enjoy': 354, 'wishes': 3035, 'examined': 8904, 'phenomenon': 5656, 'astonished': 9993, 'office': 1023, 'ought': 3835, 'bava': 9835, 'appealing': 2255, 'davis': 1527, 'car': 504, 'stumbled': 5157, 'tables': 8745, 'arrived': 4538, 'neal': 7530, 'geisha': 7160, 'scariest': 6062, 'busey': 6503, 'kidnapping': 6522, 'step': 1459, 'martial': 1628, 'numbers': 1373, 'few': 171, 'sole': 3679, 'general': 797, 'jamie': 3475, 'chased': 4344, 'intellectual': 2736, 'paulie': 3706, 'hardest': 9288, 'narrative': 1300, 'northam': 6988, 'inherited': 9143, 'elvis': 3039, 'releasing': 6941, 'scrooge': 4530, 'allow': 1714, 'appeal': 1246, 'judging': 4206, 'techniques': 3327, 'pals': 8926, 'traits': 6654, 'outdoor': 9954, 'prolific': 8711, 'shaolin': 9250, 'plantation': 9236, 'sitcom': 2876, 'comparable': 7638, 'unremarkable': 9799, 'suggests': 3165, 'happy': 631, 'lightly': 8893, 'normal': 1225, 'patty': 7985, 'explore': 3717, 'bothers': 8738, 'stud': 9578, 'handled': 2363, 'painfully': 2130, 'apprentice': 9140, 'only': 65, 'guardian': 7108, 'claude': 5759, 'experimental': 5137, 'ripping': 5920, 'messed': 4593, 'oldest': 5500, 'in': 10, 'rehearsal': 9287, 'parodies': 8172, 'besides': 1343, 'clone': 6465, 'children': 421, 'occurred': 3823, 'bikini': 6569, 'setup': 5921, 'intend': 7901, 'gotta': 3450, 'pseudo': 3883, 'compound': 9518, 'coleman': 8897, 'pace': 1041, 'dreaming': 7671, 'steele': 5577, 'zealand': 8724, 'crop': 9648, 'toro': 8344, 'enigmatic': 7061, 'natasha': 8343, 'gathered': 8582, 'incident': 3816, 'bleeding': 8141, 'trigger': 6993, 'hugh': 3884, 'introduces': 4311, 'sidekick': 4096, 'climbing': 7479, 'shock': 1423, 'partial': 9432, 'ignorance': 5386, 'target': 2365, 'watch': 106, 'include': 1452, 'remain': 2380, 'said': 302, 'effectively': 2610, 'clay': 6444, 'selfish': 3920, 'foul': 3921, 'tony': 1087, 'optimism': 8577, 'symbol': 6808, 'untrue': 9497, 'threatens': 5564, 'downright': 2585, 'integral': 9734, 'rubber': 4629, 'ego': 3483, 'jon': 2598, 'resources': 4695, 'padding': 8124, 'outrageous': 3577, 'memory': 1724, 'diving': 8029, 'dogma': 8781, 'greene': 7020, 'lengthy': 4608, 'anchors': 8418, 'forth': 2554, 'sync': 8170, 'over': 120, 'involving': 1209, 'conduct': 9128, 'plant': 4427, 'improve': 4358, 'crazy': 899, 'solo': 4261, 'fagin': 7995, 'juliette': 6589, 'jason': 1614, 'respond': 8110, 'evelyn': 5938, 'platoon': 9179, 'heavily': 2687, 'immersed': 9433, 'locations': 1962, 'arthur': 1460, 'parties': 4757, 'luxury': 8347, 'differently': 5787, 'redeem': 5630, 'enjoys': 3892, 'kill': 502, 'bonding': 9263, 'satirical': 5801, 'sabretooth': 9834, 'lampoon': 6015, 'behalf': 9107, 'vomit': 6884, 'mathieu': 5776, 'broadcast': 3820, 'implausible': 4005, 'lindsay': 5346, 'pick': 1237, 'opposition': 8410, 'advice': 1999, 'continuously': 8499, 'policemen': 7984, 'retains': 9768, 'event': 1461, 'supported': 5039, 'walk': 1115, 'dom': 7958, 'crack': 4059, 'screams': 3762, 'strangely': 2848, 'leaps': 8935, 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7734, 'next': 371, 'kansas': 5158, 'battles': 3331, 'missing': 992, 'freeze': 6119, 'newcomer': 6774, 'items': 5214, 'macy': 4213, 'nod': 5422, 'spinning': 8731, 'representation': 5661, 'rosemary': 5370, 'sherry': 9786, 'harriet': 6337, 'both': 198, 'brenda': 4912, 'ingrid': 6100, 'forum': 9590, 'absent': 4964, 'trelkovsky': 9583, 'marines': 8359, 'hippies': 6445, 'legacy': 5092, 'related': 2448, 'individuals': 3514, 'trivial': 7545, 'juan': 6968, 'wallach': 9914, 'together': 292, 'diamond': 3536, 'mandy': 7094, 'claimed': 4256, 'surpasses': 9434, 'invite': 7060, 'touched': 2818, 'mortal': 6817, 'unable': 2082, 'herrings': 8739, 'torture': 1754, 'stuff': 530, 'ups': 1949, 'frame': 2087, 'depends': 5781, 'divorce': 4074, 'inclusion': 6996, 'shirts': 7893, 'ferrell': 7294, 'dealing': 1934, 'horrors': 3560, 'makeup': 2409, 'fat': 1883, 'competent': 3246, 'sgt': 6275, 'submit': 9260, 'spielberg': 3036, 'bridges': 5783, 'armed': 4461, 'irrelevant': 4823, 'ill': 1788, 'inmates': 6602, 'insults': 6171, 'nathan': 4999, 'thompson': 4856, 'niece': 5887, 'comedians': 5199, 'trying': 265, 'not': 25, 'angry': 1601, 'immature': 5748, 'somewhere': 1175, 'binoche': 9850, 'denise': 6834, 'torch': 8952, 'frye': 9915, 'wholly': 5000, 'concept': 1096, 'authorities': 5788, 'john': 298, 'shoddy': 5347, 'widescreen': 5609, 'never': 115, 'tell': 369, 'lie': 2850, 'howard': 1989, 'thrown': 1348, 'mo': 8814, 'martino': 7318, 'grandfather': 4332, 'shiny': 8803, 'buried': 3513, 'branch': 9079, 'picked': 1620, 'emerges': 5589, 'cutter': 6540, 'cinematographer': 4222, 'baby': 865, 'hostile': 7664, 'dropping': 4802, 'reference': 2864, 'irrational': 8542, 'topless': 4208, 'penn': 5278, 'li': 3916, 'asset': 8125, 'simon': 1907, 'botched': 9916, 'bothered': 2612, 'paz': 8033, 'slapstick': 2743, 'french': 770, 'engine': 7379, 'noticeable': 6415, 'massacre': 3170, 'defy': 8703, 'chosen': 2188, 'consumed': 8583, 'person': 402, 'managed': 1297, 'hang': 3210, 'brent': 7346, 'warden': 7228, 'folk': 3774, 'massive': 2530, 'leading': 954, 'enjoyable': 725, 'lavish': 6671, 'yourself': 612, 'smart': 1361, 'pro': 3219, 'pale': 6338, 'composer': 5006, 'fierce': 8316, 'vehicle': 2157, 'outta': 9591, 'homosexual': 4630, 'lips': 3983, 'variations': 9667, 'easily': 693, 'amazingly': 2768, 'cult': 1176, 'really': 66, 'tenant': 5510, 'lombard': 9449, 'kissing': 4958, 'succession': 8900, 'ham': 4895, 'goofs': 9207, 'mcgavin': 8841, 'chamber': 7092, 'sailors': 9022, 'jess': 5438, 'smoothly': 9149, 'duo': 3656, 'palestinian': 8068, 'bone': 3843, 'lost': 408, 'wendy': 4333, 'nineties': 8047, 'soldier': 1557, 'were': 71, 'prevalent': 9237, 'sided': 7032, 'segment': 2032, 'firmly': 5966, 'succeed': 3099, 'kerry': 9767, 'grade': 1219, 'character': 105, 'racism': 3060, 'attacking': 6474, 'adaptation': 1230, 'contributes': 8595, 'friday': 2482, 'change': 638, 'hate': 771, 'jill': 6074, 'strangers': 5042, 'except': 541, 'argue': 3893, 'panic': 3780, 'tag': 4290, 'nowadays': 2852, 'judges': 8543, 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2200, 'shack': 9275, 'rita': 5071, 'council': 9707, 'wicked': 3730, 'doubt': 805, 'shots': 650, 'colman': 6767, 'ranger': 8715, 'chains': 9365, 'ireland': 3811, 'dunne': 8322, 'swallow': 6165, 'distant': 3576, 'sensibilities': 8267, 'budgeted': 9868, 'production': 361, 'pranks': 9014, 'runner': 5582, 'depicts': 4636, 'site': 2103, 'shed': 4993, 'approach': 1468, 'grow': 2263, 'crew': 1021, 'systems': 8208, 'tacky': 5130, 'frost': 7413, 'confines': 8235, 'regardless': 3542, 'dreadful': 2133, 'recently': 1010, 'awake': 4092, 'endure': 4298, 'shoes': 3664, 'preminger': 5432, 'indians': 3635, 'ritter': 3342, 'che': 2343, 'suit': 1700, 'lewis': 1875, 'define': 6661, 'agatha': 8682, 'borrowed': 4913, 'protective': 7634, 'horrendous': 3358, 'nor': 868, 'sniper': 6196, 'bike': 5449, 'bloodbath': 7808, 'exudes': 9516, 'landing': 5036, 'mystery': 721, 'faded': 7774, 'mention': 747, 'diego': 7281, 'crazed': 5127, 'bonnie': 6885, 'stations': 7405, 'coat': 6080, 'routines': 6662, 'steve': 1170, 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8389, 'restrained': 5986, 'familiar': 1061, 'stylish': 2987, 'repeats': 7399, 'asia': 6350, 'myra': 8030, 'cloth': 8681, 'flamboyant': 8884, 'hello': 4619, 'depressed': 4284, 'drawn': 1290, 'treasure': 2445, 'manner': 1345, 'vanilla': 6572, 'wretched': 5132, 'deserved': 1798, 'newman': 5114, 'mountains': 3946, 'monroe': 7752, 'superman': 1713, 'connery': 4486, 'stunts': 3271, 'pass': 1313, 'par': 2251, 'forgivable': 9266, 'food': 1610, 'builds': 3839, 'convince': 2489, 'giovanna': 7218, 'screaming': 1919, 'amidst': 6846, 'revenge': 1037, 'verhoeven': 3735, 'outline': 6487, 'relatives': 4699, 'state': 1071, 'mixture': 4175, 'silverman': 7291, 'glee': 9219, 'widmark': 3025, 'back': 145, 'missions': 8608, 'wax': 5813, 'borrow': 7869, 'notion': 4116, 'andrew': 3145, 'danish': 5651, 'foil': 7135, 'disdain': 9306, 'unbelievably': 3775, 'narration': 2531, 'favour': 5227, 'exorcist': 6352, 'scantily': 9404, 'weird': 891, 'toward': 1832, 'handful': 3506, 'sabrina': 4910, 'focus': 1121, 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'requires': 3429, 'orders': 3984, 'salt': 5775, 'project': 1150, 'space': 808, 'help': 337, 'cheech': 7856, 'robin': 2076, 'slater': 7200, 'disorder': 5830, 'lessons': 3058, 'indulgent': 5076, 'self': 525, 'whether': 713, 'knew': 688, 'civilians': 8692, 'tune': 3172, 'measure': 4145, 'uneducated': 9971, 'cowboy': 2352, 'retrieve': 8867, 'daniel': 2148, 'theatres': 8191, 'collecting': 9163, 'welles': 2046, 'animals': 1350, 'bully': 5502, 'supporting': 686, 'humans': 1671, 'robot': 2309, 'including': 578, 'hobgoblins': 7623, 'long': 195, 'first': 85, 'past': 492, 'poster': 3675, 'middle': 642, 'vienna': 8588, 'punches': 5790, 'delivering': 4474, 'hamlet': 3173, 'abu': 8212, 'around': 187, 'orleans': 4857, 'homicide': 5996, 'imaginable': 5331, 'option': 5372, 'du': 7202, 'shoulder': 5312, 'grinch': 4180, 'classic': 350, 'russ': 7381, 'redford': 7596, 'heights': 4864, 'forgiven': 5908, 'glowing': 5436, 'exploitation': 2193, 'lotr': 9400, 'johnson': 2541, 'variety': 2536, 'repeatedly': 3688, 'beer': 3588, 'attack': 1244, 'drug': 1374, 'excuse': 1316, 'richardson': 4551, 'revelations': 9213, 'marked': 7409, 'manos': 9981, 'promoting': 8505, 'bathsheba': 9996, 'mcdermott': 8512, 'broke': 3074, 'done': 221, 'saddest': 9214, 'obsession': 2928, 'lots': 762, 'tango': 8633, 'zane': 5645, 'admirer': 7726, 'examination': 5133, 'postman': 9754, 'norma': 9686, 'album': 4884, 'submarine': 7900, 'butler': 4772, 'hitchhiker': 9982, 'sketches': 7169, 'battlefield': 7935, 'platform': 7273, 'highest': 4058, 'sticking': 6334, 'themselves': 526, 'vampires': 2084, 'type': 543, 'dreamy': 7106, 'streak': 9380, 'residents': 6263, 'ignoring': 7192, 'employ': 9514, 'stretches': 8979, 'floor': 1852, 'principal': 4138, 'removed': 3994, 'particular': 826, 'creative': 1497, 'hardy': 2714, 'tobe': 8825, 'speed': 2065, 'mitch': 5855, 'corman': 5712, 'seth': 7608, 'filling': 5243, 'tons': 3376, 'lunatic': 7215, 'ruth': 3649, 'romp': 5040, 'correctness': 8472, 'meyer': 7007, 'supportive': 8807, 'accomplished': 3579, 'intent': 3763, 'worship': 8273, 'picking': 3599, 'cgi': 1649, 'harold': 5599, 'beautiful': 306, 'admittedly': 3360, 'angels': 2944, 'wearing': 1637, 'duel': 6775, 'strings': 5778, 'affairs': 5529, 'cbs': 5942, 'upon': 710, 'realises': 7491, 'fish': 2990, 'anonymous': 8524, 'conniving': 8755, 'conductor': 7571, 'mall': 4433, 'mickey': 4046, 'terrible': 389, 'mini': 2339, 'confronted': 6228, 'releases': 5290, 'decades': 2728, 'spine': 6145, 'rap': 3569, 'fist': 5462, 'wagon': 9953, 'drums': 9310, 'masturbation': 9528, 'horror': 188, 'almighty': 7804, 'saif': 9085, 'films': 108, 'rising': 4656, 'allied': 9512, 'simultaneously': 5182, 'sudden': 2074, 'another': 160, 'east': 2812, 'ruins': 4917, 'tomb': 7067, 'author': 1901, 'pistol': 8826, 'intestines': 9431, 'catching': 4560, 'orlando': 8351, 'dozen': 2490, 'queen': 1553, 'fragile': 6373, 'baldwin': 5081, 'flawless': 3547, 'addiction': 6520, 'field': 1807, 'acclaim': 8165, 'frankly': 2018, 'matrix': 2487, 'lester': 5468, 'winter': 3302, 'reported': 8139, 'blaise': 7263, 'christopher': 1332, 'hotel': 1390, 'love': 116, 'intelligently': 8558, 'alexandre': 5857, 'slash': 8284, 'shady': 8741, 'kisses': 9787, 'executives': 7050, 'rourke': 7460, 'dry': 2211, 'knightley': 5795, 'diverse': 6710, 'month': 3130, 'stanley': 2839, 'people': 79, 'stirring': 8251, 'evans': 7309, 'filming': 1404, 'barman': 9160, 'interspersed': 9083, 'voices': 2305, 'hence': 3014, 'bible': 3369, 'boundaries': 7391, 'course': 260, 'hand': 496, 'brits': 9238, 'shifting': 8766, 'destroying': 4479, 'engagement': 8567, 'follow': 772, 'scene': 135, 'realise': 3522, 'thug': 8634, 'isolated': 4346, 'remarkably': 4107, 'awful': 368, 'portrayed': 982, 'horribly': 2332, 'associate': 8155, 'costumes': 1331, 'its': 93, 'matt': 2254, 'oscars': 3139, 'ally': 6179, 'eat': 1881, 'devices': 5313, 'directs': 4167, 'choppy': 5303, 'contest': 4924, 'priceless': 4787, 'buffalo': 5010, 'bo': 3012, 'caused': 2150, 'sums': 5258, 'sophie': 6170, 'betrays': 9440, 'turturro': 9938, 'logan': 5119, 'opinions': 4700, 'islands': 8274, 'ever': 125, 'mr': 438, 'concentrates': 9314, 'movie': 19, 'important': 661, 'conclude': 5622, 'morgue': 9940, 'unsettling': 4292, 'ripped': 3287, 'cats': 3935, 'host': 3159, 'ordinary': 1936, 'fraud': 7799, 'conveyed': 6448, 'shatner': 8092, 'alley': 5847, 'profile': 7414, 'cope': 5552, 'sundance': 6866, 'taped': 6541, 'smitten': 9575, 'sheridan': 7795, 'if': 47, 'dinosaurs': 3923, 'complaining': 5259, 'collect': 6512, 'lucio': 9337, 'tool': 6406, 'hiv': 9481, 'sue': 4581, 'keitel': 8859, 'terry': 3908, 'glimpse': 3109, 'uninteresting': 2475, 'pie': 3238, 'them': 97, 'filmed': 795, 'versus': 3956, 'telly': 9191, 'acclaimed': 5348, 'pitched': 7878, 'coma': 7098, 'chief': 2209, 'readers': 6301, 'shah': 6969, 'troubles': 4885, 'hop': 4450, 'passions': 9015, 'palance': 5134, 'butterfly': 9334, 'miike': 3406, 'mm': 4517, 'sergio': 7885, 'bringing': 2317, 'composed': 3912, 'visiting': 5252, 'adaption': 6588, 'woods': 1380, 'horrid': 3785, 'psychology': 5459, 'admits': 7474, 'flavor': 6800, 'remotely': 2575, 'addition': 1559, 'romances': 6824, 'primal': 9629, 'explode': 7642, 'cruelty': 5560, 'integrated': 9521, 'like': 40, 'deserve': 1824, 'ralph': 3144, 'decapitated': 9810, 'director': 158, 'ridiculous': 633, 'bull': 4293, 'describe': 1621, 'species': 4398, 'april': 4249, 'exploits': 6064, 'contemporary': 2360, 'hagar': 9719, 'zodiac': 7614, 'carnival': 8685, 'taught': 4424, 'chong': 6736, 'cedric': 7485, 'sophistication': 8412, 'much': 75, 'accidental': 7500, 'indiana': 6561, 'overweight': 9882, 'richly': 8635, 'staging': 8411, 'sheer': 2078, 'easy': 757, 'filthy': 6341, 'impress': 4137, 'evolution': 5952, 'combs': 7143, 'filmmaker': 1608, 'salvage': 7782, 'sloane': 8790, 'tramp': 8254, 'reeve': 6084, 'bread': 5319, 'yikes': 9972, 'eggs': 9640, 'rambo': 3819, 'hollywood': 335, 'elliott': 6750, 'streisand': 3070, 'bucks': 3567, 'roman': 4047, 'frozen': 7144, 'craig': 3619, 'imitating': 8964, 'shue': 9522, 'local': 702, 'roger': 2429, 'busted': 9984, 'connects': 9947, 'periods': 7179, 'yet': 245, 'newer': 5896, 'aliens': 2476, 'petty': 4937, 'sg': 6103, 'respect': 1136, 'portray': 1959, 'civil': 3252, 'martian': 6827, 'wwi': 8982, 'ross': 5011, 'noteworthy': 6956, 'edit': 5281, 'likable': 1429, 'appearance': 1240, 'knocking': 8664, 'jumped': 4568, 'relates': 8836, 'roberts': 3230, 'approximately': 9156, 'sung': 5207, 'deborah': 8647, 'saturday': 2292, 'showing': 782, 'sequels': 2259, 'strongest': 5616, 'just': 44, 'championship': 4968, 'have': 29, 'edited': 1972, 'shared': 5360, 'employs': 9784, 'dose': 5325, 'drawings': 8098, 'august': 6556, 'necessary': 1651, 'once': 282, 'chan': 2411, 'carter': 3086, 'illustrated': 8742, 'lex': 5974, 'canyon': 5376, 'fontaine': 5484, 'vulnerable': 4573, 'satisfy': 4763, 'hair': 1127, 'demanding': 5923, 'dominic': 7056, 'authors': 8529, 'albeit': 2991, 'venezuela': 9551, 'gregory': 5112, 'underused': 9598, 'pickup': 8084, 'nifty': 8587, 'admiration': 7996, 'that': 13, 'psyche': 6855, 'roommate': 5296, 'hubby': 9501, 'cried': 3765, 'ass': 1944, 'supply': 6278, 'sum': 3008, 'slashers': 7367, 'sees': 1067, 'agrees': 4411, 'gates': 6157, 'flies': 4089, 'former': 1117, 'archie': 9781, 'practically': 2172, 'lawrence': 3909, 'refers': 6063, 'night': 308, 'cassavetes': 5584, 'pulling': 3639, 'elephants': 8146, 'maurice': 8156, 'gothic': 3328, 'insightful': 5789, 'askey': 9272, 'red': 737, 'sexuality': 3103, 'deemed': 7555, 'certain': 794, 'stephanie': 6508, 'tokyo': 6129, 'resulted': 6605, 'uk': 2210, 'cruel': 2676, 'modesty': 3615, 'reviewed': 6789, 'brian': 1539, 'laugh': 457, 'cunning': 8334, 'tedium': 8687, 'bare': 3840, 'won': 379, 'picture': 427, 'defined': 4755, 'knees': 7988, 'demeanor': 7833, 'couple': 370, 'window': 2014, 'suggested': 5035, 'metaphor': 5027, 'wits': 9293, 'peaks': 8439, 'transcends': 9878, 'foxx': 5156, 'beg': 6931, 'core': 1994, 'centre': 5821, 'gratuitous': 2145, 'upstairs': 7402, 'stranger': 3016, 'einstein': 5932, 'corey': 7008, 'dropped': 3424, 'closest': 4501, 'distribution': 5012, 'shadows': 3741, 'agree': 1018, 'femme': 5066, 'arms': 2763, 'disgusted': 5676, 'desperately': 2711, 'logical': 3627, 'decidedly': 6370, 'hawke': 5099, 'execution': 2580, 'pitiful': 5273, 'karate': 6504, 'community': 1803, 'spawned': 9737, 'kent': 6032, 'accepted': 3194, 'ending': 276, 'basket': 6425, 'chicken': 5087, 'top': 345, 'unique': 932, 'diner': 7221, 'assumed': 5007, 'concentrated': 9068, 'mismatched': 9812, 'heels': 5927, 'span': 6244, 'considered': 1172, 'tracks': 4081, 'quit': 4960, 'laughed': 1474, 'knows': 681, 'levant': 9216, 'scratch': 6325, 'rapid': 6901, 'samuel': 7481, 'asleep': 2331, 'los': 3658, 'creations': 7738, 'stick': 1202, 'happiness': 2621, 'hazzard': 8743, 'treated': 1884, 'abuse': 2540, 'safely': 7301, 'deed': 6921, 'disappears': 5473, 'wendigo': 5758, 'theatre': 1668, 'perverted': 7661, 'wong': 6307, 'sources': 6776, 'feature': 767, 'electronic': 8053, 'alan': 1542, 'viewed': 2362, 'forcing': 5702, 'kramer': 8330, 'hector': 9101, 'boobs': 8063, 'scientist': 1595, 'study': 2054, 'spree': 5811, 'some': 50, 'approaching': 6326, 'enhanced': 6251, 'routine': 2449, 'producing': 3991, 'double': 1379, 'broken': 1866, 'versa': 7470, 'foundation': 6890, 'gunga': 5815, 'fire': 940, 'entirety': 6223, 'sober': 8007, 'godzilla': 4130, 'kamal': 9086, 'babies': 5274, 'satire': 1982, 'remembering': 6593, 'everywhere': 2553, 'y': 4644, 'theo': 8902, 'soles': 9630, 'celine': 8665, 'god': 516, 'expertise': 9599, 'grace': 1626, 'elite': 5683, 'grayson': 4683, 'brazilian': 8017, 'resurrection': 9796, 'random': 1509, 'lifts': 8415, 'bio': 8372, 'evokes': 7519, 'flop': 4013, 'uma': 5762, 'applaud': 6120, 'fair': 1228, 'deserted': 5452, 'potter': 6043, 'precise': 7252, 'mrs': 1990, 'chase': 1266, 'em': 2971, 'hippie': 4900, 'begging': 6650, 'brat': 7109, 'golf': 8763, 'uncertain': 8223, 'parents': 799, 'campy': 2701, 'episodes': 657, 'costner': 9879, 'spectacularly': 9388, 'terrorism': 8285, 'immortal': 6442, 'beatty': 3864, 'bullies': 8688, 'wears': 2865, 'photography': 1358, 'biko': 4654, 'colonel': 4050, 'shy': 3530, 'spark': 5115, 'conveniently': 6486, 'co': 981, 'shouts': 9636, 'bulk': 6105, 'users': 6260, 'passengers': 6374, 'vigilante': 8018, 'ed': 1635, 'adding': 2877, 'numbingly': 8925, 'commendable': 7557, 'affected': 3854, 'fritz': 7721, 'importantly': 3494, 'riveting': 4313, 'kings': 8530, 'kris': 6958, 'occult': 7222, 'dafoe': 7232, 'brosnan': 3469, 'compassionate': 9011, 'barker': 7685, 'needlessly': 8853, 'jennifer': 1995, 'baron': 7264, 'bigfoot': 8413, 'gamera': 6454, 'oscar': 709, 'death': 334, 'church': 1360, 'heap': 7929, 'digress': 9949, 'cliffhanger': 6546, 'those': 148, 'happened': 564, 'july': 6911, 'tribe': 4901, 'morning': 1953, 'blade': 4425, 'wielding': 6685, 'talentless': 9758, 'surrogate': 9562, 'hopelessly': 5398, 'dimensional': 2026, 'consideration': 6651, 'acceptable': 3444, 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9635, 'swept': 5845, 'scarecrows': 7524, 'publicity': 5770, 'reject': 7866, 'compare': 1642, 'crocodile': 4503, 'weirdness': 8147, 'darn': 5447, 'reminiscent': 2750, 'young': 185, 'antonio': 6028, 'fernando': 9546, 'kitchen': 3725, 'always': 209, 'friend': 442, 'explosions': 4007, 'keys': 6802, 'idiots': 3733, 'existential': 9021, 'throw': 1377, 'genuine': 2016, 'gems': 5715, 'mankind': 4678, 'seems': 186, 'chorus': 4281, 'tin': 8096, 'triple': 5606, 'questions': 1181, 'dying': 1693, 'destroys': 6030, 'grease': 7832, 'kind': 242, 'ecstasy': 8870, 'joshua': 8211, 'muscular': 8947, 'idealistic': 7999, 'lyrics': 4111, 'anniversary': 9990, 'henchmen': 7814, 'furthermore': 4062, 'flying': 1521, 'reluctant': 5483, 'dim': 6056, 'transport': 7949, 'francis': 4585, 'achieved': 3283, 'emotions': 1414, 'his': 28, 'madly': 9992, 'dozens': 4155, 'goof': 9345, 'scared': 1733, 'slowly': 1334, 'tickets': 6912, 'comparisons': 5646, 'charges': 7636, 'strangest': 9661, 'the': 1, 'academic': 9103, 'norwegian': 9357, 'invested': 7412, 'focuses': 2662, 'reincarnation': 9346, 'international': 1948, 'manic': 8310, 'stealth': 9801, 'hallmark': 7737, 'believability': 8060, 'leopold': 9489, 'bath': 4558, 'repulsive': 6128, 'gruesome': 2909, 'designs': 4582, 'bald': 8622, 'valley': 5008, 'damon': 4722, 'announced': 7435, 'prostitute': 3944, 'brief': 1396, 'min': 4577, 'doug': 7464, 'engrossing': 5925, 'gillian': 5445, 'absurd': 1722, 'because': 87, 'connect': 3742, 'lot': 176, 'warmth': 4799, 'coast': 5060, 'meryl': 4908, 'bettie': 2910, 'rude': 5213, 'partners': 5666, 'era': 964, 'blow': 2447, 'experiences': 2464, 'belly': 6308, 'successful': 1088, 'reviewer': 2125, 'wb': 9831, 'kurt': 3136, 'rochester': 3023, 'square': 4518, 'misfits': 9863, 'conviction': 5320, 'position': 2696, 'basically': 678, 'fake': 1191, 'spain': 4833, 'forward': 909, 'locale': 8394, 'subtlety': 4186, 'stack': 5108, 'delivered': 2112, 'technique': 3095, 'mobile': 6232, 'mighty': 4758, 'intricate': 6456, 'winners': 8375, 'bittersweet': 7560, 'willingly': 8477, 'record': 1835, 'encourage': 5354, 'increasingly': 3426, 'opinion': 639, 'insisted': 9750, 'better': 129, 'hrs': 9791, 'discovering': 5260, 'fluff': 5544, 'best': 118, 'orphanage': 9659, 'planned': 4224, 'pirates': 6733, 'til': 9321, 'label': 6003, 'cocaine': 7497, 'iron': 4488, 'mouthed': 6700, 'overacts': 9201, 'tarantino': 4982, 'revelation': 3385, 'robots': 3929, 'independence': 5713, 'discover': 1954, 'flock': 6797, 'interpret': 9503, 'mystical': 6664, 'apollo': 8214, 'kyle': 4394, 'island': 1068, 'seeming': 5962, 'jesus': 1818, 'knowledge': 1836, 'adventurous': 9461, 'cinematic': 1335, 'medical': 3087, 'revival': 7366, 'neck': 3239, 'openly': 7915, 'thrillers': 3084, 'misfire': 9615, 'shows': 287, 'gooding': 6828, 'struggling': 2491, 'stock': 2027, 'chick': 2183, 'exposure': 5004, 'squeeze': 9420, 'hardly': 967, 'spots': 3216, 'watcher': 7279, 'anticipation': 5491, 'theaters': 2217, 'rendered': 5717, 'sophia': 7598, 'grin': 7783, 'ideals': 7712, 'rene': 9119, 'cg': 4408, 'winds': 4204, 'or': 43, 'plight': 4590, 'giving': 728, 'banned': 4009, 'leia': 9319, 'know': 123, 'balcony': 9887, 'aren': 697, 'inducing': 4947, 'lacked': 3652, 'their': 68, 'musicians': 5222, 'colors': 2473, 'kevin': 1812, 'taxi': 4592, 'arguing': 6517, 'muppets': 5521, 'infected': 5154, 'unexplained': 5607, 'difficult': 862, 'bands': 4511, 'come': 215, 'tyler': 5375, 'columbo': 2396, 'heading': 5536, 'melody': 5647, 'cillian': 8924, 'missile': 6181, 'lin': 8159, 'pleasing': 5685, 'penelope': 6836, 'warren': 3744, 'demonstrates': 5579, 'on': 23, 'front': 991, 'preaching': 7561, 'reasons': 988, 'scored': 6770, 'prisoner': 4691, 'series': 197, 'headed': 2820, 'description': 2755, 'dysfunctional': 5191, 'marquis': 9409, 'policeman': 5304, 'guessing': 3085, 'authentic': 2866, 'superior': 1697, 'disappearance': 8035, 'joel': 5023, 'himself': 310, 'owners': 5980, 'alvin': 5605, 'beckham': 7100, 'influence': 2356, 'satellite': 9363, 'muni': 8218, 'rigid': 9655, 'harlin': 8905, 'teamed': 9656, 'unconscious': 8877, 'unsuspecting': 6166, 'ships': 5120, 'repeated': 2422, 'locate': 8559, 'mayor': 4417, 'martin': 1478, 'decisions': 4134, 'effect': 934, 'switch': 4385, 'nazi': 2563, 'hear': 824, 'insulted': 9526, 'magician': 6222, 'seagal': 3009, 'mid': 1672, 'concepts': 5823, 'joining': 7875, 'sydney': 6518, 'blinded': 9857, 'displays': 3824, 'poses': 6734, 'commented': 4266, 'startling': 5998, 'werewolf': 1914, 'gloria': 6959, 'exaggeration': 9621, 'stole': 3799, 'heroin': 8691, 'script': 227, 'brad': 2745, 'pedestrian': 6780, 'moon': 1780, 'basketball': 4712, 'finger': 4386, 'homes': 6122, 'characteristics': 6360, 'distract': 6537, 'glasses': 5074, 'phenomenal': 6793, 'wanted': 466, 'committing': 7836, 'crossing': 6004, 'treating': 9056, 'herd': 7609, 'instant': 4139, 'davies': 3459, 'comfortable': 3931, 'murderous': 3961, 'soulless': 9876, 'nearby': 3975, 'advantage': 3056, 'dust': 4583, 'gal': 5460, 'layered': 7599, 'wondered': 3529, 'walls': 3381, 'foolish': 6333, 'likes': 1208, 'killing': 864, 'contributed': 6788, 'style': 396, 'allen': 1372, 'secretary': 3303, 'professor': 2386, 'reward': 6135, 'dark': 454, 'hat': 2348, 'gangs': 7818, 'loneliness': 5283, 'talent': 659, 'snippets': 9387, 'axe': 6403, 'persons': 4652, 'return': 950, 'showdown': 4879, 'g': 1293, 'subtly': 6026, 'dazzling': 6076, 'bay': 4670, 'ancient': 2186, 'ignores': 7352, 'boxes': 9115, 'wake': 3262, 'maid': 4897, 'part': 173, 'usual': 632, 'marlene': 9273, 'disgusting': 2284, 'targeted': 7343, 'colourful': 9677, 'u': 1166, 'operate': 8614, 'shrill': 8689, 'uplifting': 5024, 'running': 609, 'cemetery': 6052, 'symbols': 8102, 'cable': 1857, 'tenderness': 9957, 'idea': 323, 'sunk': 7757, 'stalker': 5553, 'hold': 1052, 'shocking': 1586, 'jump': 1756, 'none': 590, 'incidents': 7010, 'han': 7720, 'size': 3532, 'overtones': 7916, 'claus': 5067, 'belushi': 4756, 'selling': 3445, 'wave': 2779, 'resolve': 7384, 'twists': 1272, 'galaxy': 6200, 'bee': 9694, 'objects': 5361, 'mindset': 9418, 'desert': 2059, 'tara': 5873, 'breakdown': 6447, 'monumental': 9695, 'korda': 8906, 'centuries': 6953, 'appropriately': 5203, 'spaghetti': 6492, 'dog': 867, 'tries': 490, 'via': 2821, 'murdering': 5264, 'going': 170, 'rounded': 5648, 'explosive': 6852, 'rehash': 7261, 'snakes': 5526, 'table': 2674, 'move': 830, 'visit': 1964, 'looked': 598, 'complicated': 2716, 'coppola': 8000, 'earliest': 7705, 'welch': 8770, 'simmons': 4886, 'relationships': 1504, 'durbin': 8830, 'surrounding': 3367, 'positions': 9679, 'tremendous': 3497, 'jackass': 9294, 'debt': 6521, 'stumble': 7584, 'remember': 372, 'dad': 1151, 'bates': 5874, 'context': 1987, 'website': 3899, 'welcome': 2336, 'tempted': 5734, 'razor': 5899, 'obviously': 531, 'encounters': 3248, 'sun': 2511, 'helpless': 6050, 'critical': 2746, 'gus': 7258, 'terminator': 6077, 'noises': 5229, 'improbable': 6293, 'protest': 7155, 'im': 3800, 'barton': 8421, 'corporate': 4410, 'reviewers': 1941, 'spending': 3382, 'happens': 560, 'lays': 8585, 'sixteen': 7837, 'serum': 6630, 'las': 6091, 'grudge': 5537, 'chuck': 3211, 'mgm': 2472, 'cultural': 2640, 'fit': 1160, 'franchise': 3038, 'storm': 3048, 'rapidly': 6116, 'variation': 7852, 'regular': 1955, 'cup': 3583, 'grips': 9579, 'mind': 328, 'deadpan': 8892, 'messing': 6524, 'story': 64, 'customers': 7494, 'wing': 2730, 'learn': 835, 'futuristic': 3682, 'jumbo': 9853, 'greatness': 5050, 'control': 1114, 'stilted': 4519, 'mann': 3565, 'adopt': 9343, 'results': 1897, 'legitimate': 6888, 'shoe': 6718, 'profound': 3284, 'awesome': 1165, 'empathy': 4875, 'ceiling': 8377, 'remakes': 5237, 'explaining': 4048, 'forbidden': 3683, 'grounded': 9320, 'jewish': 2896, 'fonda': 3914, 'thought': 196, 'profoundly': 8528, 'akshay': 4211, 'sized': 6303, 'shades': 5554, 'danes': 3788, 'silly': 695, 'rooker': 9967, 'malcolm': 9527, 'liberal': 3642, 'insulting': 3465, 'referring': 6233, 'rules': 2197, 'celebration': 5284, 'myrtle': 7185, 'associated': 3425, 'inspirational': 6082, 'pieces': 1298, 'emotional': 902, 'claire': 2782, 'development': 921, 'ebert': 5668, 'poison': 5155, 'contribution': 6121, 'bearing': 7326, 'drowned': 7465, 'saying': 652, 'samurai': 3552, 'replace': 5160, 'reviews': 838, 'j': 1420, 'embarrassment': 4409, 'breakfast': 5822, 'religious': 1707, 'widowed': 7224, 'canceled': 6622, 'pigs': 8036, 'finely': 8517, 'lion': 2873, 'willie': 4868, 'stink': 7125, 'guitar': 5377, 'persona': 3491, 'crossed': 7040, 'keaton': 1723, 'hank': 4080, 'whites': 6791, 'moonstruck': 8596, 'audience': 301, 'hides': 5900, 'award': 1319, 'posey': 5253, 'purposes': 4887, 'minions': 9851, 'tho': 6905, 'towns': 8210, 'michael': 467, 'complain': 3818, 'stage': 843, 'path': 2492, 'madeleine': 7433, 'model': 2117, 'landscape': 3813, 'enormously': 7959, 'greedy': 4606, 'saints': 8174, 'elizabeth': 2764, 'misty': 7283, 'assassins': 9979, 'shelf': 4181, 'starving': 9884, 'crowded': 8393, 'rely': 5315, 'asks': 1627, 'sensation': 8556, 'haunting': 2220, 'sucker': 6577, 'simple': 596, 'douglas': 1688, 'combined': 2481, 'wee': 7621, 'quote': 3163, 'deputy': 6563, 'ballroom': 8621, 'treat': 1667, 'horses': 3168, 'danning': 9113, 'disco': 7380, 'mildred': 3814, 'tomei': 6923, 'clutter': 8225, 'has': 48, 'october': 7183, 'imho': 7785, 'erika': 6364, 'claw': 8832, 'renting': 2721, 'stark': 5285, 'free': 860, 'continually': 5814, 'charismatic': 3344, 'iraq': 4862, 'homosexuality': 6146, 'complained': 7834, 'switched': 6578, 'loyalty': 5089, 'spliced': 9726, 'entertainment': 701, 'darth': 6971, 'atmospheric': 3122, 'bloke': 8675, 'moore': 2235, 'spencer': 6321, 'pushes': 6829, 'laying': 7690, 'alternate': 4731, 'trade': 3263, 'canadian': 2245, 'tricks': 3315, 'hideous': 4174, 'damme': 4890, 'nose': 3152, 'woody': 2131, 'incest': 7323, 'dreams': 1279, 'details': 1344, 'millionaire': 5109, 'exquisite': 5926, 'onto': 1625, 'stalks': 9058, 'amazed': 2650, 'empty': 1886, 'disease': 3481, 'norm': 5703, 'nuns': 9576, 'japan': 1794, 'foley': 9921, 'doses': 8965, 'wouldn': 577, 'visceral': 8671, 'mesmerizing': 6016, 'manipulated': 8178, 'visuals': 2044, 'drunk': 1795, 'attracted': 3585, 'partly': 3496, 'skill': 2691, 'until': 364, 'stones': 6579, 'longoria': 6581, 'crappy': 2114, 'exceptional': 3120, 'hilariously': 4818, 'chavez': 5286, 'retirement': 8239, 'search': 1768, 'crowe': 7917, 'adapted': 3043, 'bimbo': 8160, 'attitudes': 4632, 'ken': 3589, 'elmer': 8706, 'rare': 1254, 'skywalker': 9574, 'attacks': 2977, 'overlong': 5524, 'marilyn': 6711, 'secondly': 4104, 'thunder': 7542, 'border': 3571, 'bauer': 7254, 'team': 734, 'adams': 4338, 'balls': 4569, 'dripping': 9220, 'shoulders': 5176, 'timmy': 6394, 'vanishing': 9419, 'nearest': 8355, 'porno': 4317, 'cunningham': 6493, 'deadly': 2457, 'undertones': 9588, 'romano': 9890, 'surrounded': 3361, 'soup': 5503, 'plague': 3151, 'graces': 9974, 'dirt': 5268, 'sometimes': 509, 'anyways': 3821, 'holds': 1755, 'features': 920, 'vera': 6897, 'sequences': 829, 'inherent': 6343, 'ryan': 2264, 'slow': 540, 'reserved': 7426, 'native': 2142, 'contact': 3081, 'shut': 2843, 'officers': 4034, 'rebellious': 6692, 'believable': 848, 'gretchen': 7914, 'blob': 3617, 'goal': 3311, 'improvement': 4840, 'interactions': 5218, 'strained': 8181, 'criticisms': 7822, 'look': 168, 'india': 2693, 'museum': 4403, 'jan': 6418, 'transplant': 8224, 'mick': 7049, 'fooled': 4428, 'useful': 4489, 'falk': 3628, 'subplot': 3661, 'supplies': 9657, 'discussed': 6934, 'consist': 6948, 'realised': 5355, 'announces': 9991, 'bug': 3698, 'nephew': 4891, 'theories': 6607, 'fine': 472, 'river': 1816, 'strengths': 6154, 'sensual': 8027, 'oddly': 2962, 'assistant': 3127, 'established': 2895, 'spooky': 3554, 'fiction': 1187, 'gut': 5522, 'expensive': 3259, 'chasing': 3175, 'vegas': 4451, 'sensational': 8450, 'bathtub': 9932, 'occur': 3900, 'likeable': 7071, 'stating': 7072, 'julian': 4810, 'couldn': 424, 'trials': 5881, 'reliable': 5937, 'chapter': 4725, 'edie': 3981, 'diver': 9505, 'drastically': 8451, 'possibilities': 4315, 'omar': 7184, 'trademark': 5044, 'zero': 1427, 'tooth': 4800, 'simply': 329, 'between': 199, 'slasher': 1152, 'afterward': 6665, 'schwarzenegger': 8548, 'became': 859, 'strikes': 3350, 'stores': 5632, 'diary': 6814, 'directorial': 3641, 'todd': 3879, 'annie': 3766, 'enhance': 6735, 'spies': 5931, 'rings': 2634, 'pg': 3154, 'bravery': 9197, 'own': 204, 'lam': 9783, 'fields': 5148, 'injustice': 8275, 'conveying': 8074, 'compete': 6107, 'handle': 2861, 'penny': 5333, 'jealousy': 6457, 'staying': 3952, 'bravo': 6088, 'rushed': 3306, 'robbery': 4565, 'julia': 2589, 'similarity': 7484, 'whore': 7310, 'comedian': 2968, 'exploited': 6716, 'wayans': 7073, 'tunes': 3701, 'daring': 3822, 'brand': 3351, 'introduce': 4905, 'scriptwriter': 8406, 'prop': 7724, 'encountered': 6812, 'climatic': 7601, 'rotting': 8833, 'twice': 1418, 'morse': 8249, 'sends': 3285, 'hawn': 7267, 'traveling': 4194, 'george': 708, 'fantasies': 5293, 'peculiar': 6695, 'guessed': 4282, 'nevertheless': 2159, 'coarse': 9611, 'are': 27, 'temper': 7763, 'energy': 1679, 'misleading': 5298, 'courtroom': 6749, 'daylight': 6991, 'programs': 5797, 'armor': 8311, 'less': 326, 'longer': 1186, 'harm': 5068, 'bats': 7255, 'survival': 4078, 'hurting': 9525, 'stories': 527, 'association': 8865, 'disagree': 3412, 'bacon': 5238, 'puzzle': 6653, 'esther': 5288, 'end': 131, 'enchanted': 7154, 'there': 41, 'definitely': 403, 'stranded': 6353, 'hung': 4339, 'fade': 5420, 'high': 309, 'irresistible': 8822, 'applied': 7336, 'willem': 9681, 'starts': 506, 'rebecca': 9049, 'works': 486, 'chops': 7876, 'wooden': 1619, 'establish': 6604, 'titles': 2808, 'wider': 6943, 'traveled': 8946, 'carry': 1636, 'sides': 2997, 'enthralling': 8483, 'ended': 1036, 'uses': 1058, 'syndrome': 6294, 'build': 1676, 'tent': 9861, 'sparks': 7324, 'slight': 3322, 'worst': 248, 'responds': 8312, 'classified': 9150, 'speech': 2459, 'set': 266, 'advertising': 4586, 'underground': 2778, 'severed': 6324, 'shine': 3954, 'worn': 4730, 'liza': 9417, 'exposed': 3758, 'dubious': 6117, 'potentially': 4605, 'deniro': 5017, 'palette': 9309, 'airport': 4524, 'before': 161, 'funnier': 2794, 'spock': 4559, 'forsythe': 8153, 'looney': 9338, 'floating': 4692, 'involve': 4294, 'arquette': 6587, 'philip': 2941, 'motion': 1242, 'dental': 8852, 'th': 815, 'funding': 7068, 'fed': 4841, 'couples': 4539, 'mess': 922, 'shanghai': 5025, 'colony': 7918, 'ambiance': 7933, 'quirks': 8779, 'fuss': 8650, 'clint': 3941, 'fleshed': 6595, 'valid': 7437, 'behave': 4504, 'ice': 1846, 'remains': 1262, 'protection': 7422, 'accounts': 6519, 'boasts': 6034, 'unfolding': 7425, 'oppressive': 9452, 'feels': 749, 'fully': 1294, 'phil': 5091, 'paranoid': 7156, 'fortunately': 2970, 'toxic': 7855, 'misfortune': 6234, 'subtitles': 2546, 'william': 989, 'predictability': 8572, 'color': 1375, 'musical': 610, 'quaint': 7877, 'detailed': 3987, 'sexually': 3352, 'jeffrey': 4033, 'dan': 1978, 'warhols': 8240, 'upbeat': 7921, 'alcohol': 4919, 'launched': 8508, 'spanish': 1854, 'apply': 6640, 'backed': 6617, 'experiment': 2816, 'gangsters': 4482, 'dana': 4903, 'intact': 6935, 'attached': 3408, 'bridge': 2992, 'willis': 4561, 'lying': 3157, 'globe': 5738, 'cain': 6093, 'growth': 6068, 'josh': 4970, 'throne': 8378, 'seedy': 6023, 'outsider': 9819, 'cannes': 6874, 'handy': 8336, 'wray': 9892, 'dialogue': 411, 'thirteen': 9854, 'dutch': 4113, 'happier': 8903, 'jessie': 9221, 'stills': 9559, 'nature': 850, 'dedication': 8623, 'planning': 3584, 'superstar': 7850, 'rating': 662, 'away': 244, 'ha': 2641, 'am': 240, 'letters': 4423, 'brilliant': 521, 'fassbinder': 6608, 'performer': 4166, 'keyboard': 9531, 'college': 1140, 'alarm': 7890, 'confidence': 4453, 'earth': 664, 'cool': 628, 'conquest': 8862, 'dogs': 2477, 'snatch': 9121, 'definitive': 6212, 'awards': 2098, 'diabolical': 9480, 'catchy': 4607, 'bias': 7447, 'shallow': 2001, 'abominable': 9727, 'process': 1747, 'potential': 969, 'bela': 4470, 'ourselves': 3111, 'eliminated': 9369, 'thru': 4382, 'helen': 3065, 'sharon': 5184, 'doris': 8758, 'drag': 2355, 'spite': 2703, 'columbia': 6972}

# Text to vector function

Now we can write a function that converts a some text to a word vector. The function will take a string of words as input and return a vector with the words counted up. Here's the general algorithm to do this:

* Initialize the word vector with [np.zeros](https://docs.scipy.org/doc/numpy/reference/generated/numpy.zeros.html), it should be the length of the vocabulary.
* Split the input string of text into a list of words with `.split(' ')`. Again, if you call `.split()` instead, you'll get slightly different results than what we show here.
* For each word in that list, increment the element in the index associated with that word, which you get from `word2idx`.

**Note:** Since all words aren't in the `vocab` dictionary, you'll get a key error if you run into one of those words. You can use the `.get` method of the `word2idx` dictionary to specify a default returned value when you make a key error. For example, `word2idx.get(word, None)` returns `None` if `word` doesn't exist in the dictionary._____no_output_____

def text_to_vector(text):
    wordVector=np.zeros(len(vocab),dtype=np.int_)
    for word in text.split(' '):
        if word is not None and word.lower() in word2idx.keys() :
            wordVector[word2idx[word.lower()]]+=1
    return wordVector_____no_output_____

If you do this right, the following code should return

```
text_to_vector('The tea is for a party to celebrate '
               'the movie so she has no time for a cake')[:65]

array([0, 1, 0, 0, 2, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 1, 0, 0, 0,
       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0,
       0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0])
```       _____no_output_____

if None in word2idx.keys():
    print ('hi')_____no_output_____len(text_to_vector('The tea is for a party to celebrate '
               'the movie so she has no time for a cake'))
_____no_output_____

Now, run through our entire review data set and convert each review to a word vector._____no_output_____

word_vectors = np.zeros((len(reviews), len(vocab)), dtype=np.int_)
for ii, (_, text) in enumerate(reviews.iterrows()):
    word_vectors[ii] = text_to_vector(text[0])

    _____no_output_____# Printing out the first 5 word vectors
word_vectors[:5, :23]_____no_output_____

### Train, Validation, Test sets

Now that we have the word_vectors, we're ready to split our data into train, validation, and test sets. Remember that we train on the train data, use the validation data to set the hyperparameters, and at the very end measure the network performance on the test data. Here we're using the function `to_categorical` from TFLearn to reshape the target data so that we'll have two output units and can classify with a softmax activation function. We actually won't be creating the validation set here, TFLearn will do that for us later._____no_output_____

Y = (labels=='positive').astype(np.int_)
records = len(labels)

shuffle = np.arange(records)
np.random.shuffle(shuffle)
test_fraction = 0.9

train_split, test_split = shuffle[:int(records*test_fraction)], shuffle[int(records*test_fraction):]
trainX, trainY = word_vectors[train_split,:], to_categorical(Y.values[train_split].flatten(), 2)
testX, testY = word_vectors[test_split,:], to_categorical(Y.values[test_split].flatten(), 2)_____no_output_____trainY_____no_output_____

## Building the network

[TFLearn](http://tflearn.org/) lets you build the network by [defining the layers](http://tflearn.org/layers/core/).

### Input layer

For the input layer, you just need to tell it how many units you have. For example,

```
net = tflearn.input_data([None, 100])
```

would create a network with 100 input units. The first element in the list, `None` in this case, sets the batch size. Setting it to `None` here leaves it at the default batch size.

The number of inputs to your network needs to match the size of your data. For this example, we're using 10000 element long vectors to encode our input data, so we need 10000 input units.

### Adding layers

To add new hidden layers, you use

```
net = tflearn.fully_connected(net, n_units, activation='ReLU')
```

This adds a fully connected layer where every unit in the previous layer is connected to every unit in this layer. The first argument `net` is the network you created in the `tflearn.input_data` call. It's telling the network to use the output of the previous layer as the input to this layer. You can set the number of units in the layer with `n_units`, and set the activation function with the `activation` keyword. You can keep adding layers to your network by repeated calling `net = tflearn.fully_connected(net, n_units)`.

### Output layer

The last layer you add is used as the output layer. Therefore, you need to set the number of units to match the target data. In this case we are predicting two classes, positive or negative sentiment. You also need to set the activation function so it's appropriate for your model. Again, we're trying to predict if some input data belongs to one of two classes, so we should use softmax.

```
net = tflearn.fully_connected(net, 2, activation='softmax')
```

### Training
To set how you train the network, use

```
net = tflearn.regression(net, optimizer='sgd', learning_rate=0.1, loss='categorical_crossentropy')
```

Again, this is passing in the network you've been building. The keywords:

* `optimizer` sets the training method, here stochastic gradient descent
* `learning_rate` is the learning rate
* `loss` determines how the network error is calculated. In this example, with the categorical cross-entropy.

Finally you put all this together to create the model with `tflearn.DNN(net)`. So it ends up looking something like

```
net = tflearn.input_data([None, 10])                          # Input
net = tflearn.fully_connected(net, 5, activation='ReLU')      # Hidden
net = tflearn.fully_connected(net, 2, activation='softmax')   # Output
net = tflearn.regression(net, optimizer='sgd', learning_rate=0.1, loss='categorical_crossentropy')
model = tflearn.DNN(net)
```

> **Exercise:** Below in the `build_model()` function, you'll put together the network using TFLearn. You get to choose how many layers to use, how many hidden units, etc._____no_output_____

# Network building
'''def build_model():
    # This resets all parameters and variables, leave this here
    tf.reset_default_graph()

    #### Your code ####
    net = tflearn.input_data([None, 10000])                       # Input
    net = tflearn.fully_connected(net, 200, activation='ReLU')      # Hidden
    net = tflearn.fully_connected(net, 1, activation='softmax')   # Output
    net = tflearn.regression(net, optimizer='sgd',
                             learning_rate=0.1,
                             loss='categorical_crossentropy')
    model = tflearn.DNN(net)
    return model
    '''
def build_model():
    # This resets all parameters and variables, leave this here
    tf.reset_default_graph()

    # Inputs
    net = tflearn.input_data([None, 10000])

    # Hidden layer(s)
    net = tflearn.fully_connected(net, 200, activation='ReLU')
    net = tflearn.fully_connected(net, 25, activation='ReLU')

    # Output layer
    net = tflearn.fully_connected(net, 2, activation='softmax')
    net = tflearn.regression(net, optimizer='sgd',
                             learning_rate=0.1,
                             loss='categorical_crossentropy')

    model = tflearn.DNN(net)
    return model_____no_output_____

## Intializing the model

Next we need to call the `build_model()` function to actually build the model. In my solution I haven't included any arguments to the function, but you can add arguments so you can change parameters in the model if you want.

> **Note:** You might get a bunch of warnings here. TFLearn uses a lot of deprecated code in TensorFlow. Hopefully it gets updated to the new TensorFlow version soon._____no_output_____

model = build_model()
print(1)1

## Training the network

Now that we've constructed the network, saved as the variable `model`, we can fit it to the data. Here we use the `model.fit` method. You pass in the training features `trainX` and the training targets `trainY`. Below I set `validation_set=0.1` which reserves 10% of the data set as the validation set. You can also set the batch size and number of epochs with the `batch_size` and `n_epoch` keywords, respectively. Below is the code to fit our the network to our word vectors.

You can rerun `model.fit` to train the network further if you think you can increase the validation accuracy. Remember, all hyperparameter adjustments must be done using the validation set. **Only use the test set after you're completely done training the network.**_____no_output_____

# Training
model.fit(trainX, trainY, validation_set=0.1, show_metric=True, batch_size=128, n_epoch=50)Training Step: 9539  | total loss: 0.33444 | time: 4.424s
| SGD | epoch: 060 | loss: 0.33444 - acc: 0.8542 -- iter: 20224/20250
Training Step: 9540  | total loss: 0.34112 | time: 5.454s
| SGD | epoch: 060 | loss: 0.34112 - acc: 0.8485 | val_loss: 0.35161 - val_acc: 0.8524 -- iter: 20250/20250
--

## Testing

After you're satisified with your hyperparameters, you can run the network on the test set to measure its performance. Remember, *only do this after finalizing the hyperparameters*._____no_output_____

predictions = (np.array(model.predict(testX))[:,0] >= 0.5).astype(np.int_)
test_accuracy = np.mean(predictions == testY[:,0], axis=0)
print("Test accuracy: ", test_accuracy)Test accuracy:  0.8552

## Try out your own text!_____no_output_____

# Helper function that uses your model to predict sentiment
def test_sentence(sentence):
    positive_prob = model.predict([text_to_vector(sentence.lower())])[0][1]
    print('Sentence: {}'.format(sentence))
    print('P(positive) = {:.3f} :'.format(positive_prob),
          'Positive' if positive_prob > 0.5 else 'Negative')_____no_output_____sentence = "Moonlight is by far the best movie of 2016."
test_sentence(sentence)

sentence = "Its not a bad movie"
test_sentence(sentence)Sentence: Moonlight is by far the best movie of 2016.
P(positive) = 0.858 : Positive
Sentence: Its not a bad movie
P(positive) = 0.031 : Negative