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"cells": [
{
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"text": [
"2023-03-02 09:53:35.448921: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F AVX512_VNNI FMA\n",
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
"2023-03-02 09:53:35.685930: I tensorflow/core/util/port.cc:104] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n",
"2023-03-02 09:53:45.887532: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /cluster/apps/gcc-8.2.0/npm-6.14.9-774crfohwvu6a33ijcow7x5cvonu44oi/lib:/cluster/apps/gcc-8.2.0/r-4.2.2-ydfaklhfrhw5dy6qcfzxlxfviwovcord/rlib/R/lib:/cluster/apps/gcc-8.2.0/nccl-2.11.4-1-pwkiz23vbeac3vt5ykybdwzaykprizb2/lib:/cluster/apps/gcc-8.2.0/cudnn-8.2.1.32-yqvbgr3teq3v6xu5eyc75xhbl2ya343j/lib64:/cluster/apps/gcc-8.2.0/cuda-11.3.1-o54iuxgz6jm4csvkstuj5hjg4tvd44h3/lib64:/cluster/apps/gcc-8.2.0/openblas-0.3.15-huwxbhezdzoo74awrgoz6sd2qndpmdva/lib:/cluster/apps/nss/gcc-8.2.0/python/3.10.4/x86_64/lib64:/cluster/spack/apps/linux-centos7-x86_64/gcc-4.8.5/gcc-8.2.0-6xqov2fhvbmehix42slain67vprec3fs/lib64:/cluster/spack/apps/linux-centos7-x86_64/gcc-4.8.5/gcc-8.2.0-6xqov2fhvbmehix42slain67vprec3fs/lib:/cluster/apps/lsf/10.1/linux2.6-glibc2.3-x86_64/lib::\n",
"2023-03-02 09:53:45.890685: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /cluster/apps/gcc-8.2.0/npm-6.14.9-774crfohwvu6a33ijcow7x5cvonu44oi/lib:/cluster/apps/gcc-8.2.0/r-4.2.2-ydfaklhfrhw5dy6qcfzxlxfviwovcord/rlib/R/lib:/cluster/apps/gcc-8.2.0/nccl-2.11.4-1-pwkiz23vbeac3vt5ykybdwzaykprizb2/lib:/cluster/apps/gcc-8.2.0/cudnn-8.2.1.32-yqvbgr3teq3v6xu5eyc75xhbl2ya343j/lib64:/cluster/apps/gcc-8.2.0/cuda-11.3.1-o54iuxgz6jm4csvkstuj5hjg4tvd44h3/lib64:/cluster/apps/gcc-8.2.0/openblas-0.3.15-huwxbhezdzoo74awrgoz6sd2qndpmdva/lib:/cluster/apps/nss/gcc-8.2.0/python/3.10.4/x86_64/lib64:/cluster/spack/apps/linux-centos7-x86_64/gcc-4.8.5/gcc-8.2.0-6xqov2fhvbmehix42slain67vprec3fs/lib64:/cluster/spack/apps/linux-centos7-x86_64/gcc-4.8.5/gcc-8.2.0-6xqov2fhvbmehix42slain67vprec3fs/lib:/cluster/apps/lsf/10.1/linux2.6-glibc2.3-x86_64/lib::\n",
"2023-03-02 09:53:45.890701: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n"
]
},
{
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" @import url('http://fonts.googleapis.com/css?family=Crimson+Text');\n",
"\n",
" @import url('http://fonts.googleapis.com/css?family=Lato');\n",
" @import url('http://fonts.googleapis.com/css?family=Source+Sans+Pro');\n",
"\n",
" @import url('http://fonts.googleapis.com/css?family=Lora');\n",
"\n",
"\n",
" body {\n",
" font-family: 'Lora', Consolas, sans-serif;\n",
"\n",
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"\n",
" .alert-block {\n",
" width: 95%;\n",
" margin: auto;\n",
" }\n",
"\n",
" .rendered_html code\n",
" {\n",
" color: black;\n",
" background: #eaf0ff;\n",
" background: #f5f5f5;\n",
" padding: 1pt;\n",
" font-family: 'Source Code Pro', Consolas, monocco, monospace;\n",
" }\n",
"\n",
" p {\n",
" line-height: 140%;\n",
" }\n",
"\n",
" strong code {\n",
" background: red;\n",
" }\n",
"\n",
" .rendered_html strong code\n",
" {\n",
" background: #f5f5f5;\n",
" }\n",
"\n",
" .CodeMirror pre {\n",
" font-family: 'Source Code Pro', monocco, Consolas, monocco, monospace;\n",
" }\n",
"\n",
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" font-weight: normal;\n",
" }\n",
"\n",
" strong {\n",
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" margin-bottom: 4pt;\n",
" padding: 2pt;\n",
" border: 0.5px solid #a0a0a0;\n",
" font-weight: bold;\n",
" color: darkred;\n",
" }\n",
"\n",
"\n",
" div #notebook {\n",
" # font-size: 10pt;\n",
" line-height: 145%;\n",
" }\n",
"\n",
" li {\n",
" line-height: 145%;\n",
" }\n",
"\n",
" div.output_area pre {\n",
" background: #fff9d8 !important;\n",
" padding: 5pt;\n",
"\n",
" -webkit-print-color-adjust: exact;\n",
"\n",
" }\n",
"\n",
"\n",
"\n",
" h1, h2, h3, h4 {\n",
" font-family: Kameron, arial;\n",
"\n",
" }\n",
"\n",
" div#maintoolbar {display: none !important;}\n",
" /*\n",
"\n",
" div#site {\n",
" border-top: 20px solid #1F407A;\n",
" border-right: 20px solid #1F407A;\n",
" margin-bottom: 0;\n",
" padding-bottom: 0;\n",
" }\n",
" div#toc-wrapper {\n",
" border-left: 20px solid #1F407A;\n",
" border-top: 20px solid #1F407A;\n",
"\n",
" }\n",
"\n",
" body {\n",
" margin-botton:10px;\n",
" }\n",
" */\n",
"\n",
"</style>\n",
" <script>\n",
"IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
" return false;\n",
"}\n",
" </script>\n",
"\n",
"\n",
"<footer id=\"attribution\" style=\"float:left; color:#1F407A; background:#fff; font-family: helvetica;\">\n",
" This script is licensed under CC BY-NC 4.0<br/>\n",
" Copyright (C) 2019-2023 Scientific IT Services of ETH Zurich,\n",
" <p>\n",
" Contributing Authors:\n",
" Dr. Tarun Chadha,\n",
" Dr. Franziska Oschmann,\n",
" Dr. Mikolaj Rybinski,\n",
" Dr. Manuel Weberndorfer,\n",
" Dr. Uwe Schmitt.\n",
" </p<\n",
"</footer>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# IGNORE THIS CELL WHICH CUSTOMIZES LAYOUT AND STYLING OF THE NOTEBOOK !\n",
"from numpy.random import seed\n",
"\n",
"seed(42)\n",
"import tensorflow as tf\n",
"\n",
"tf.random.set_seed(42)\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"sns.set(style=\"darkgrid\")\n",
"mpl.rcParams[\"lines.linewidth\"] = 3\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"%config IPCompleter.greedy=True\n",
"import warnings\n",
"\n",
"warnings.filterwarnings(\"ignore\", category=FutureWarning)\n",
"from IPython.core.display import HTML\n",
"\n",
"HTML(open(\"custom.html\", \"r\").read())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 8e: Sequence modeling: Natural language processing\n",
"## What is Natural language processing?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As the name suggests, it refers to processing of data such as text and speech. This involves tasks such as:\n",
"\n",
"- Automatic document processing\n",
"- Topic modeling\n",
"- Language translation\n",
"- sentiment analysis\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As we all know, computers cannot process data in text format. They need numbers. So we need some mechanism to convert our text to numbers.\n",
"\n",
"**Important to know libraries:**\n",
"- [Natural language toolkit](https://www.nltk.org/)\n",
"- [Gensim](https://radimrehurek.com/gensim/)\n",
"- [Tomotopy](https://bab2min.github.io/tomotopy/v0.12.3/en/)\n",
"- [fastext](https://fasttext.cc/)\n",
"\n",
"## Text prepocessing\n",
"\n",
"### Tokenization\n",
"\n",
"Text -> tokens\n",
"\n",
"The process of reducing a piece of text to tokens is called tokenization. It is genrally done at a word level but can also be done at other levels such as a sentence."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'/cluster/project/workshops/machine_learning/latest/venv/lib64/python3.10/site-packages/tensorflow/__init__.py'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tf.__file__"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[nltk_data] Downloading collection 'all'\n",
"[nltk_data] | \n",
"[nltk_data] | Downloading package abc to\n",
"[nltk_data] | /cluster/home/oschmanf/nltk_data...\n",
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"[nltk_data] | date!\n",
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]
},
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import nltk\n",
"\n",
"nltk.download(\"all\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"text = \"Is Monty a python or a group of pythons in a flying circus? What about swimming circuses?\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Is', 'Monty', 'a', 'python', 'or', 'a', 'group', 'of', 'pythons', 'in', 'a', 'flying', 'circus', '?', 'What', 'about', 'swimming', 'circuses', '?']\n"
]
}
],
"source": [
"from nltk.tokenize import word_tokenize\n",
"\n",
"print(word_tokenize(text))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lemmatization and Stemming\n",
"\n",
"Most of the time we want to also reduce the inflectional forms of the same word. For example, consider a text that has (organization, organizational, organizations)\n",
"\n",
"`Stemming`: This is a process of reducing a word to a stem form based on some pre-defined rules. The resulting stem might be a non-sensical word.\n",
"\n",
"`Lemmatization`: This is a process of reducing a word to a lemma or the dictionary form of the word. This follows lexicon rules and is much more comprehensive than `stemming`. However, it is also more computationally expensive."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tokens \n",
"\n",
"['Is', 'Monty', 'a', 'python', 'or', 'a', 'group', 'of', 'pythons', 'in', 'a', 'flying', 'circus', '?', 'What', 'about', 'swimming', 'circuses', '?']\n",
"+----------+--------+----------+\n",
"| Word | Stem | Lemma |\n",
"+----------+--------+----------+\n",
"| Is | is | Is |\n",
"| Monty | monti | Monty |\n",
"| a | a | a |\n",
"| python | python | python |\n",
"| or | or | or |\n",
"| a | a | a |\n",
"| group | group | group |\n",
"| of | of | of |\n",
"| pythons | python | python |\n",
"| in | in | in |\n",
"| a | a | a |\n",
"| flying | fli | flying |\n",
"| circus | circu | circus |\n",
"| ? | ? | ? |\n",
"| What | what | What |\n",
"| about | about | about |\n",
"| swimming | swim | swimming |\n",
"| circuses | circus | circus |\n",
"| ? | ? | ? |\n",
"+----------+--------+----------+\n"
]
}
],
"source": [
"from nltk.stem import PorterStemmer, WordNetLemmatizer\n",
"from nltk.tokenize import word_tokenize\n",
"from prettytable import PrettyTable\n",
"\n",
"words = word_tokenize(text)\n",
"print(\"Tokens \\n\")\n",
"print(words)\n",
"\n",
"stemmer = PorterStemmer()\n",
"\n",
"lemmatizer = WordNetLemmatizer()\n",
"\n",
"table = PrettyTable([\"Word\", \"Stem\", \"Lemma\"])\n",
"\n",
"for w in words:\n",
" table.add_row([w, stemmer.stem(w), lemmatizer.lemmatize(w)])\n",
"\n",
"print(table)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'swimming'"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lemmatizer.lemmatize(\"swimming\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\u001b[0;31mSignature:\u001b[0m \u001b[0mlemmatizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlemmatize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mword\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpos\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'n'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mDocstring:\u001b[0m\n",
"Lemmatize `word` using WordNet's built-in morphy function.\n",
"Returns the input word unchanged if it cannot be found in WordNet.\n",
"\n",
":param word: The input word to lemmatize.\n",
":type word: str\n",
":param pos: The Part Of Speech tag. Valid options are `\"n\"` for nouns,\n",
" `\"v\"` for verbs, `\"a\"` for adjectives, `\"r\"` for adverbs and `\"s\"`\n",
" for satellite adjectives.\n",
":param pos: str\n",
":return: The lemma of `word`, for the given `pos`.\n",
"\u001b[0;31mFile:\u001b[0m /cluster/project/workshops/machine_learning/latest/venv/lib64/python3.10/site-packages/nltk/stem/wordnet.py\n",
"\u001b[0;31mType:\u001b[0m method"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lemmatizer.lemmatize?"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'swim'"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lemmatizer.lemmatize(\"swimming\", \"v\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"+----------+--------+--------+\n",
"| Word | Stem | Lemma |\n",
"+----------+--------+--------+\n",
"| Is | is | Is |\n",
"| Monty | monti | Monty |\n",
"| a | a | a |\n",
"| python | python | python |\n",
"| or | or | or |\n",
"| a | a | a |\n",
"| group | group | group |\n",
"| of | of | of |\n",
"| pythons | python | python |\n",
"| in | in | in |\n",
"| a | a | a |\n",
"| flying | fli | fly |\n",
"| circus | circu | circus |\n",
"| ? | ? | ? |\n",
"| What | what | What |\n",
"| about | about | about |\n",
"| swimming | swim | swim |\n",
"| circuses | circus | circus |\n",
"| ? | ? | ? |\n",
"+----------+--------+--------+\n"
]
}
],
"source": [
"# Automatically find POS tag\n",
"from nltk.corpus import wordnet\n",
"\n",
"\n",
"def get_wordnet_pos(word):\n",
" \"\"\"Map POS tag to first character lemmatize() accepts\"\"\"\n",
" tag = nltk.pos_tag([word])[0][1][0].upper()\n",
" tag_dict = {\n",
" \"J\": wordnet.ADJ,\n",
" \"N\": wordnet.NOUN,\n",
" \"V\": wordnet.VERB,\n",
" \"R\": wordnet.ADV,\n",
" }\n",
"\n",
" return tag_dict.get(tag, wordnet.NOUN)\n",
"\n",
"\n",
"words = word_tokenize(text)\n",
"\n",
"table = PrettyTable([\"Word\", \"Stem\", \"Lemma\"])\n",
"\n",
"for w in words:\n",
" table.add_row([w, stemmer.stem(w), lemmatizer.lemmatize(w, get_wordnet_pos(w))])\n",
"\n",
"print(table)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Other:\n",
"\n",
"- Text to lower case\n",
"- Remove punctuations\n",
"- Remove stopwords"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"is monty a python or a group of pythons in a flying circus? what about swimming circuses?\n",
"is monty a python or a group of pythons in a flying circus what about swimming circuses\n"
]
}
],
"source": [
"# Text to lower case\n",
"text = text.lower()\n",
"print(text)\n",
"\n",
"# Remove punctuations\n",
"import string\n",
"\n",
"text = text.translate(str.maketrans(\"\", \"\", string.punctuation))\n",
"print(text)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n"
]
}
],
"source": [
"# Remove stopwords\n",
"from nltk.corpus import stopwords\n",
"\n",
"print(stopwords.words(\"english\"))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['monty', 'python', 'group', 'pythons', 'flying', 'circus', 'swimming', 'circuses']\n"
]
}
],
"source": [
"words = word_tokenize(text)\n",
"\n",
"filtered_text = [w for w in words if not w in set(stopwords.words(\"english\"))]\n",
"\n",
"print(filtered_text)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Tokens to Vectors\n",
"\n",
"Once we have cleaned up our text we have different ways in which we can tokenize them:\n",
"\n",
"### Bag-of-Words (BoW)\n",
"\n",
"Imagine that all the unique words in our text corpus are put together in one big bag. \n",
"\n",
"All or a subset of this bag is then considered as our `vocabulary`.\n",
"\n",
"Each unit (document/line/...) in our corpus can now be represented as a vector of length equal to our vocabulary size with each index of the vector representing a word from our `vocabulary`.\n",
"\n",
"We count the number of occurences of each word in a unit of text and put this number at the corresponding location in this vector. If the word does not exist in the unit we enter 0."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['monty', 'python', 'group', 'python', 'flying', 'circus']\n",
"['swimming', 'circus']\n",
"{'monty': 1, 'python': 2, 'group': 1, 'flying': 1, 'circus': 2, 'swimming': 1}\n",
"[[1. 0.]\n",
" [2. 0.]\n",
" [1. 0.]\n",
" [1. 0.]\n",
" [1. 1.]\n",
" [0. 1.]]\n"
]
}
],
"source": [
"# Let's consider each sentence of our example text as a document/unit we want to process\n",
"import numpy as np\n",
"\n",
"text = [\n",
" \"Is Monty a python or a group of pythons in a flying circus?\",\n",
" \"What about swimming circuses?\",\n",
"]\n",
"\n",
"for index, value in enumerate(text):\n",
" text[index] = value.lower().translate(str.maketrans(\"\", \"\", string.punctuation))\n",
"\n",
"lemmatizer = WordNetLemmatizer()\n",
"\n",
"unique_words = {}\n",
"\n",
"bow_text = []\n",
"\n",
"for index, value in enumerate(text):\n",
" words = word_tokenize(value)\n",
" words = [w for w in words if not w in set(stopwords.words(\"english\"))]\n",
" words = [lemmatizer.lemmatize(w) for w in words]\n",
" print(words)\n",
" for token in words:\n",
" if token not in unique_words.keys():\n",
" unique_words[token] = 1\n",
" else:\n",
" unique_words[token] += 1\n",
" bow_text.append(words)\n",
"\n",
"print(unique_words)\n",
"\n",
"unique_words = list(unique_words.keys())\n",
"\n",
"bow_vectors = np.zeros((len(unique_words), len(text)))\n",
"\n",
"for column, value in enumerate(bow_text):\n",
" for _, word in enumerate(value):\n",
" if word in unique_words:\n",
" bow_vectors[unique_words.index(word), column] += 1\n",
"print(bow_vectors)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Much better way of doing this is:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The vocabulary of our corpus is: \n",
" {'monty': 3, 'python': 4, 'group': 2, 'flying': 1, 'circus': 0, 'swimming': 5}\n",
"\n",
"Vectorizer from Scikit learn creates sparse matrices: <class 'scipy.sparse._csr.csr_matrix'> \n",
"\n",
"The created vectors are: [[1 1 1 1 2 0]\n",
" [1 0 0 0 0 1]]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/cluster/project/workshops/machine_learning/latest/venv/lib64/python3.10/site-packages/sklearn/feature_extraction/text.py:528: UserWarning: The parameter 'token_pattern' will not be used since 'tokenizer' is not None'\n",
" warnings.warn(\n",
"/cluster/project/workshops/machine_learning/latest/venv/lib64/python3.10/site-packages/sklearn/feature_extraction/text.py:409: UserWarning: Your stop_words may be inconsistent with your preprocessing. Tokenizing the stop words generated tokens [\"'d\", \"'ll\", \"'re\", \"'s\", \"'ve\", '``', 'could', 'doe', 'ha', 'might', 'must', \"n't\", 'need', 'sha', 'wa', 'wo', 'would'] not in stop_words.\n",
" warnings.warn(\n"
]
}
],
"source": [
"from string import punctuation\n",
"\n",
"from sklearn.feature_extraction.text import CountVectorizer\n",
"\n",
"# CountVectorizer automatically makes the text lowercase\n",
"\n",
"text = [\n",
" \"Is Monty a python or a group of python in a flying circus?\",\n",
" \"What about swimming circuses?\",\n",
"]\n",
"\n",
"\n",
"class LemmaTokenizer:\n",
" def __init__(self):\n",
" self.wnl = WordNetLemmatizer()\n",
"\n",
" def __call__(self, doc):\n",
" return [self.wnl.lemmatize(t) for t in word_tokenize(doc)]\n",
"\n",
"\n",
"vectorizer = CountVectorizer(\n",
" stop_words=list(set(stopwords.words(\"english\")).union(set(punctuation))),\n",
" tokenizer=LemmaTokenizer(),\n",
")\n",
"\n",
"bow_vectors = vectorizer.fit_transform(text)\n",
"\n",
"print(f\"The vocabulary of our corpus is: \\n {vectorizer.vocabulary_}\\n\")\n",
"\n",
"print(f\"Vectorizer from Scikit learn creates sparse matrices: {type(bow_vectors)} \\n\")\n",
"\n",
"print(f\"The created vectors are: {bow_vectors.todense()}\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The vocabulary of our corpus is: \n",
" {'monty': 3, 'python': 4, 'group': 2, \"python's\": 5, 'flying': 1, 'circus': 0, 'swimming': 6}\n",
"\n",
"Vectorizer from Scikit learn creates sparse matrices: <class 'scipy.sparse._csr.csr_matrix'> \n",
"\n",
"The created vectors are: [[1 1 1 1 1 1 0]\n",
" [1 0 0 0 0 0 1]]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/cluster/project/workshops/machine_learning/latest/venv/lib64/python3.10/site-packages/sklearn/feature_extraction/text.py:409: UserWarning: Your stop_words may be inconsistent with your preprocessing. Tokenizing the stop words generated tokens ['doe', 'ha', 'wa'] not in stop_words.\n",
" warnings.warn(\n"
]
}
],
"source": [
"# Other tokenizers\n",
"from string import punctuation\n",
"\n",
"from nltk.tokenize import TweetTokenizer\n",
"from sklearn.feature_extraction.text import CountVectorizer\n",
"\n",
"tokenizer = TweetTokenizer()\n",
"\n",
"text = [\n",
" \"Is Monty a python or a group of python's in a flying circus?\",\n",
" \"What about swimming circuses?\",\n",
"]\n",
"\n",
"\n",
"class LemmaTokenizer:\n",
" def __init__(self):\n",
" self.wnl = WordNetLemmatizer()\n",
"\n",
" def __call__(self, doc):\n",
" return [self.wnl.lemmatize(t) for t in tokenizer.tokenize(doc)]\n",
"\n",
"\n",
"vectorizer = CountVectorizer(\n",
" stop_words=list(set(stopwords.words(\"english\")).union(set(punctuation))),\n",
" tokenizer=LemmaTokenizer(),\n",
")\n",
"\n",
"bow_vectors = vectorizer.fit_transform(text)\n",
"\n",
"print(f\"The vocabulary of our corpus is: \\n {vectorizer.vocabulary_}\\n\")\n",
"\n",
"print(f\"Vectorizer from Scikit learn creates sparse matrices: {type(bow_vectors)} \\n\")\n",
"\n",
"print(f\"The created vectors are: {bow_vectors.todense()}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Term frequency inverse document frequency (Tf-idf)\n",
"\n",
"A numerical statistic that is intended to reflect how important a word is to a document in a collection or corpus.\n",
"\n",
"A survey conducted in 2015 showed that 83% of text-based recommender systems in digital libraries use tf–idf(*)\n",
"\n",
"*[Research-paper recommender systems : a literature survey](https://link.springer.com/article/10.1007/s00799-015-0156-0)\n",
"\n",
"$TF-IDF = TF * IDF$\n",
"\n",
"**TF = Term frequency**\n",
"\n",
"**IDF = Inverse document/text frequency**\n",
"\n",
"$T_{t',d}$ = Number of occurences of a particular term ($t'$) in a document ($d$).\n",
"\n",
"$\\sum_{t' \\in d} T_{t',d}$ : Total number of terms in the document\n",
"\n",
"$N_T$ = Total number of documents/text samples.\n",
"\n",
"$N_{t'}$ = Number of documents/text samples that contain the term $t'$-\n",
"\n",
"$TF-IDF = \\dfrac{T_{t',d}}{\\sum_{t' \\in d} T_{t',d}} * \\dfrac{N_T}{N_{t'}}$\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### IMDB dataset\n",
"\n",
"Let's have a look at a sample dataset.\n",
"\n",
"IMDB dataset comprises of 50,000 movie reviews. Each of them has a label `0` or `1` representing a bad or a good review, respectively.\n",
"\n",
"`Note`: This dataset is also contained in tensorflow.keras.datasets, however that data is already preprocessed. Therefore, we import it from tensorflow_datasets instead."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exercise: Explore the IMDB dataset and vectorize the tokens"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/cluster/project/workshops/machine_learning/latest/venv/lib64/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
" from .autonotebook import tqdm as notebook_tqdm\n",
"2023-03-02 09:56:47.604412: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F AVX512_VNNI FMA\n",
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
"2023-03-02 09:56:48.273817: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1613] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 127 MB memory: -> device: 0, name: NVIDIA GeForce RTX 2080 Ti, pci bus id: 0000:1b:00.0, compute capability: 7.5\n",
"2023-03-02 09:56:48.300707: I tensorflow/compiler/xla/stream_executor/cuda/cuda_driver.cc:735] failed to allocate 127.69M (133890048 bytes) from device: CUDA_ERROR_OUT_OF_MEMORY: out of memory\n"
]
}
],
"source": [
"import tensorflow_datasets as tfds\n",
"\n",
"train_data, test_data = tfds.load(\n",
" name=\"imdb_reviews\", split=[\"train\", \"test\"], batch_size=-1, as_supervised=True\n",
")\n",
"\n",
"X_train, y_train = tfds.as_numpy(train_data)\n",
"X_test, y_test = tfds.as_numpy(test_data)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of: training samples - 25000, test_samples - 25000\n"
]
}
],
"source": [
"print(f\"Number of: training samples - {len(y_train)}, test_samples - {len(y_test)}\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[b\"This was an absolutely terrible movie. Don't be lured in by Christopher Walken or Michael Ironside. Both are great actors, but this must simply be their worst role in history. Even their great acting could not redeem this movie's ridiculous storyline. This movie is an early nineties US propaganda piece. The most pathetic scenes were those when the Columbian rebels were making their cases for revolutions. Maria Conchita Alonso appeared phony, and her pseudo-love affair with Walken was nothing but a pathetic emotional plug in a movie that was devoid of any real meaning. I am disappointed that there are movies like this, ruining actor's like Christopher Walken's good name. I could barely sit through it.\"\n",
" b'I have been known to fall asleep during films, but this is usually due to a combination of things including, really tired, being warm and comfortable on the sette and having just eaten a lot. However on this occasion I fell asleep because the film was rubbish. The plot development was constant. Constantly slow and boring. Things seemed to happen, but with no explanation of what was causing them or why. I admit, I may have missed part of the film, but i watched the majority of it and everything just seemed to happen of its own accord without any real concern for anything else. I cant recommend this film at all.'\n",
" b'Mann photographs the Alberta Rocky Mountains in a superb fashion, and Jimmy Stewart and Walter Brennan give enjoyable performances as they always seem to do. <br /><br />But come on Hollywood - a Mountie telling the people of Dawson City, Yukon to elect themselves a marshal (yes a marshal!) and to enforce the law themselves, then gunfighters battling it out on the streets for control of the town? <br /><br />Nothing even remotely resembling that happened on the Canadian side of the border during the Klondike gold rush. Mr. Mann and company appear to have mistaken Dawson City for Deadwood, the Canadian North for the American Wild West.<br /><br />Canadian viewers be prepared for a Reefer Madness type of enjoyable howl with this ludicrous plot, or, to shake your head in disgust.'\n",
" b'This is the kind of film for a snowy Sunday afternoon when the rest of the world can go ahead with its own business as you descend into a big arm-chair and mellow for a couple of hours. Wonderful performances from Cher and Nicolas Cage (as always) gently row the plot along. There are no rapids to cross, no dangerous waters, just a warm and witty paddle through New York life at its best. A family film in every sense and one that deserves the praise it received.'\n",
" b'As others have mentioned, all the women that go nude in this film are mostly absolutely gorgeous. The plot very ably shows the hypocrisy of the female libido. When men are around they want to be pursued, but when no \"men\" are around, they become the pursuers of a 14 year old boy. And the boy becomes a man really fast (we should all be so lucky at this age!). He then gets up the courage to pursue his true love.']\n",
"[0 0 0 1 1]\n"
]
}
],
"source": [
"print(X_train[:5])\n",
"print(y_train[:5])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exercise: Apply tokenization and vectorization (e.g. CountVectorizer) to the imdb dataset"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"# Create a vectorizer e.g. CountVectorizer\n",
"# Pass maximum features=10000 to the vectorizer to avoid running out of memory\n",
"\n",
"\n",
"# train it on the training set (HINT: one can pass an array of texts)\n",
"\n",
"\n",
"# Look at the resulting vocabulary\n",
"# vectorizer.vocabulary_\n",
"\n",
"\n",
"# Transform the test data"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'model' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[21], line 7\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Build a 3 layer simple vanilla neural network\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m# Dont forget to add dropout\u001b[39;00m\n\u001b[0;32m----> 7\u001b[0m \u001b[43mmodel\u001b[49m\u001b[38;5;241m.\u001b[39mcompile(optimizer\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124madam\u001b[39m\u001b[38;5;124m\"\u001b[39m, loss\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbinary_crossentropy\u001b[39m\u001b[38;5;124m\"\u001b[39m, metrics\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maccuracy\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m# We need to convert the sparse vector to dense\u001b[39;00m\n\u001b[1;32m 10\u001b[0m results \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39mfit(\n\u001b[1;32m 11\u001b[0m train\u001b[38;5;241m.\u001b[39mtodense(),\n\u001b[1;32m 12\u001b[0m y_train,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 15\u001b[0m validation_data\u001b[38;5;241m=\u001b[39m(test\u001b[38;5;241m.\u001b[39mtodense(), y_test),\n\u001b[1;32m 16\u001b[0m )\n",
"\u001b[0;31mNameError\u001b[0m: name 'model' is not defined"
]
}
],
"source": [
"# Build a 3 layer simple vanilla neural network\n",
"# Dont forget to add dropout\n",
"\n",
"\n",
"\n",
"\n",
"model.compile(optimizer=\"adam\", loss=\"binary_crossentropy\", metrics=[\"accuracy\"])\n",
"\n",
"# We need to convert the sparse vector to dense\n",
"results = model.fit(\n",
" train.todense(),\n",
" y_train,\n",
" epochs=10,\n",
" batch_size=512,\n",
" validation_data=(test.todense(), y_test),\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"tags": [
"solution"
]
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/cluster/project/workshops/machine_learning/latest/venv/lib64/python3.10/site-packages/sklearn/feature_extraction/text.py:528: UserWarning: The parameter 'token_pattern' will not be used since 'tokenizer' is not None'\n",
" warnings.warn(\n",
"/cluster/project/workshops/machine_learning/latest/venv/lib64/python3.10/site-packages/sklearn/feature_extraction/text.py:409: UserWarning: Your stop_words may be inconsistent with your preprocessing. Tokenizing the stop words generated tokens ['doe', 'ha', 'wa'] not in stop_words.\n",
" warnings.warn(\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'wa': 19249, 'absolutely': 391, 'terrible': 17829, 'movie': 11808, 'lured': 10779, 'christopher': 3308, 'walken': 19280, 'michael': 11401, 'ironside': 9504, 'great': 7859, 'actor': 491, 'must': 11899, 'simply': 16191, 'worst': 19761, 'role': 15132, 'history': 8550, 'even': 6258, 'acting': 483, 'could': 4141, 'redeem': 14499, \"movie's\": 11809, 'ridiculous': 14996, 'storyline': 17095, 'early': 5708, 'ninety': 12194, 'u': 18528, 'propaganda': 13935, 'piece': 13307, 'pathetic': 13006, 'scene': 15524, 'rebel': 14420, 'making': 10919, 'case': 2931, 'revolution': 14928, 'maria': 11034, 'conchita': 3816, 'alonso': 812, 'appeared': 1093, 'phony': 13266, 'affair': 609, 'nothing': 12296, 'emotional': 5959, 'plug': 13451, 'devoid': 5018, 'real': 14390, 'meaning': 11253, 'disappointed': 5159, 'like': 10454, 'ruining': 15262, \"actor's\": 492, \"walken's\": 19281, 'good': 7724, 'name': 11958, 'barely': 1660, 'sit': 16234, 'known': 10038, 'fall': 6569, 'asleep': 1272, 'film': 6819, 'usually': 18938, 'due': 5609, 'combination': 3643, 'thing': 17924, 'including': 9076, 'really': 14408, 'tired': 18068, 'warm': 19335, 'comfortable': 3661, 'eaten': 5736, 'lot': 10670, 'however': 8729, 'occasion': 12429, 'fell': 6722, 'rubbish': 15242, 'plot': 13437, 'development': 5002, 'constant': 3940, 'constantly': 3941, 'slow': 16383, 'boring': 2274, 'seemed': 15716, 'happen': 8169, 'explanation': 6429, 'causing': 2996, 'admit': 548, 'may': 11188, 'missed': 11563, 'part': 12954, 'watched': 19374, 'majority': 10911, 'everything': 6279, 'without': 19682, 'concern': 3811, 'anything': 1058, 'else': 5905, 'cant': 2805, 'recommend': 14463, 'mann': 10985, 'photograph': 13269, 'rocky': 15111, 'mountain': 11794, 'superb': 17372, 'fashion': 6636, 'jimmy': 9701, 'stewart': 17026, 'walter': 19300, 'brennan': 2423, 'give': 7620, 'enjoyable': 6056, 'performance': 13148, 'always': 840, 'seem': 15715, 'br': 2347, 'come': 3648, 'hollywood': 8602, 'mountie': 11796, 'telling': 17774, 'people': 13124, 'dawson': 4616, 'city': 3364, 'yukon': 19914, 'elect': 5845, 'marshal': 11079, 'yes': 19879, 'law': 10249, 'battling': 1743, 'street': 17134, 'control': 4018, 'town': 18211, 'remotely': 14687, 'resembling': 14791, 'happened': 8170, 'canadian': 2779, 'side': 16125, 'border': 2263, 'gold': 7702, 'rush': 15290, 'mr': 11823, 'company': 3714, 'appear': 1091, 'mistaken': 11573, 'north': 12276, 'american': 871, 'wild': 19599, 'west': 19501, 'viewer': 19116, 'prepared': 13739, 'reefer': 14525, 'madness': 10861, 'type': 18514, 'howl': 8730, 'ludicrous': 10745, 'shake': 15905, 'head': 8306, 'disgust': 5209, 'kind': 9975, 'snowy': 16498, 'sunday': 17360, 'afternoon': 640, 'rest': 14839, 'world': 19747, 'go': 7678, 'ahead': 675, 'business': 2655, 'descend': 4909, 'big': 1973, 'mellow': 11303, 'couple': 4164, 'hour': 8714, 'wonderful': 19711, 'cher': 3206, 'nicolas': 12169, 'cage': 2713, 'gently': 7526, 'row': 15224, 'along': 810, 'rapid': 14305, 'cross': 4342, 'dangerous': 4553, 'water': 19377, 'witty': 19688, 'new': 12129, 'york': 19894, 'life': 10426, 'best': 1926, 'family': 6584, 'every': 6272, 'sense': 15792, 'one': 12536, 'deserves': 4928, 'praise': 13659, 'received': 14433, 'others': 12665, 'mentioned': 11338, 'woman': 19704, 'nude': 12328, 'mostly': 11766, 'gorgeous': 7753, 'ably': 371, 'show': 16069, 'hypocrisy': 8829, 'female': 6731, 'libido': 10414, 'men': 11325, 'around': 1204, 'want': 19316, 'pursued': 14096, 'become': 1793, 'pursuer': 14097, '14': 50, 'year': 19862, 'old': 12504, 'boy': 2334, 'becomes': 1794, 'man': 10947, 'fast': 6641, 'lucky': 10741, 'age': 648, 'get': 7554, 'courage': 4168, 'pursue': 14095, 'true': 18414, 'love': 10687, 'seen': 15720, 'anybody': 1052, 'interested': 9363, 'effected': 5799, 'suffering': 17314, 'eating': 5738, 'disorder': 5237, 'amazingly': 851, 'accurate': 447, 'sensitive': 15796, 'portrayal': 13577, 'bulimia': 2586, 'teenage': 17759, 'girl': 7609, 'cause': 2994, 'symptom': 17567, 'played': 13407, 'brilliant': 2455, 'young': 19900, 'actress': 493, 'working': 19741, 'cinema': 3343, 'today': 18094, 'alison': 768, 'later': 10217, 'spectacular': 16704, 'truth': 18432, 'lie': 10421, 'would': 19766, 'shown': 16082, 'school': 15554, 'never': 12123, 'see': 15708, 'better': 1943, 'subject': 17247, 'outstanding': 12711, 'marvel': 11092, 'ability': 368, 'convey': 4037, 'anguish': 962, 'compulsive': 3789, 'tell': 17772, 'air': 697, 'pressure': 13768, 'degree': 4770, 'accuracy': 446, 'range': 14287, 'precise': 13691, 'measured': 11261, 'trauma': 18304, 'scale': 15487, 'rising': 15044, 'hysteria': 8832, 'desperation': 4944, 'reach': 14373, 'unbearable': 18570, 'intensity': 9348, 'mare': 11025, 'winningham': 19651, 'perfect': 13143, 'choice': 3269, 'play': 13404, 'mother': 11769, 'doe': 5355, 'immense': 8948, 'sympathy': 17565, 'emotion': 5958, 'finely': 6853, 'tuned': 18458, 'together': 18103, 'make': 10912, 'pair': 12849, 'resonance': 14814, 'another': 1004, 'astonishing': 1320, 'achievement': 458, 'director': 5140, 'shea': 15963, 'proud': 13980, 'reason': 14413, 'seeing': 15711, 'nature': 12021, 'animal': 966, 'behaviour': 1831, 'sharp': 15945, 'edge': 5769, 'extreme': 6491, 'version': 19067, 'tormented': 18160, 'soul': 16632, 'destroy': 4954, 'body': 2182, 'frenzy': 7242, 'despair': 4941, 'sympathise': 17562, 'depth': 4895, 'dead': 4632, 'inside': 9279, 'okay': 12501, 'penelope': 13109, 'keith': 9904, 'miss': 11562, 'b': 1511, 'e': 5698, 'backbone': 1539, 'england': 6040, 'killed': 9965, 'first': 6882, \"that's\": 17875, 'right': 15011, 'folk': 7034, 'ha': 8058, 'peter': 13224, \"o'toole\": 12377, 'ol': 12503, 'colonel': 3616, 'cricket': 4298, 'war': 19321, 'lord': 10651, 'manor': 10994, 'joanna': 9709, 'lady': 10133, '20': 168, 'younger': 19902, 'past': 12988, 'prime': 13810, 'still': 17037, 'brit': 2469, 'spelling': 16725, 'mine': 11493, 'enough': 6073, 'alright': 819, 'col': 3576, 'full': 7312, 'knowledge': 10035, 'consent': 3915, 'guy': 8043, 'round': 15214, 'christmas': 3307, 'said': 15356, 'gal': 7390, 'david': 4609, 'mccallum': 11207, 'equally': 6141, 'pointlessly': 13483, 'squeeze': 16847, 'cover': 4181, 'within': 19681, 'story': 17089, 'gave': 7473, 'job': 9712, 'circus': 3360, 'finally': 6843, 'susan': 17452, 'venerable': 19027, 'headmistress': 8314, 'serving': 15845, 'tea': 17720, 'office': 12481, 'dash': 4595, 'deep': 4721, 'poignant': 13475, 'advice': 597, 'outside': 12707, 'graduation': 7800, 'bit': 2034, \"i've\": 8839, 'local': 10571, 'stately': 16956, 'home': 8612, 'thought': 17954, 'beautiful': 1781, 'somehow': 16574, 'well': 19463, \"can't\": 2776, 'say': 15482, 'warn': 19342, 'ah': 673, 'time': 18041, 'character': 3112, 'running': 15281, 'whole': 19568, 'write': 19799, 'em': 5915, 'loss': 10668, 'cast': 2948, 'setting': 15856, 'revisited': 14919, 'wrong': 19807, 'took': 18140, '1': 20, 'dimensional': 5109, 'supporting': 17401, 'paid': 12836, 'oldest': 12509, 'warning': 19346, 'sign': 16142, 'shooting': 16046, 'outdoors': 12686, 'hey': 8471, 'sunlight': 17365, 'second': 15682, 'leading': 10277, 'cry': 4390, 'eye': 6498, 'romance': 15144, 'novel': 12315, 'henceforth': 8420, 'shall': 15914, 'l': 10103, 'third': 17933, 'actually': 496, 'star': 16923, \"i'll\": 8837, 'emily': 5949, 'mortimer': 11756, 'award': 1480, 'act': 481, 'spotlight': 16809, 'wonder': 19709, 'use': 18928, 'contact': 3962, 'lastly': 10212, 'fourth': 7158, 'on-screen': 12535, 'either': 5833, 'done': 5398, 'pursuing': 14099, 'sum': 17344, 'live': 10542, 'ii': 8889, 'happening': 8171, 'ok': 12499, 'end': 6005, 'find': 6850, 'lost': 10669, 'parent': 12930, 'japanese': 9622, 'prison': 13826, 'camp': 2767, 'baby': 1526, 'si': 16111, 'meanwhile': 11258, \"there's\": 17901, 'crush': 4382, 'know': 10032, 'wartime': 19356, 'tough': 18192, 'spot': 16807, 'found': 7149, 'living': 10550, 'going': 7699, 'casualty': 2959, 'whisked': 19547, 'away': 1485, 'recover': 14479, 'somebody': 16571, 'somewhere': 16586, 'drama': 5493, 'based': 1701, 'genuine': 7527, '1950s': 107, 'journalist': 9765, 'colin': 3586, 'wrote': 19811, 'set': 15849, 'three': 17969, 'london': 10604, 'absolute': 390, 'beginner': 1820, 'spade': 16660, 'justice': 9824, 'read': 14383, 'two': 18504, 'excellent': 6331, 'last': 10209, 'perhaps': 13155, 'experiment': 6418, 'work': 19736, 'highly': 8503, 'acclaimed': 427, 'rightly': 15016, 'musical': 11892, 'ultimate': 18545, 'nightmare': 12181, 'fruit': 7286, \"one's\": 12537, 'mind': 11481, 'turned': 18471, 'glitzy': 7654, 'one-dimensional': 12539, 'apology': 1081, 'capture': 2838, 'spirit': 16758, 'sort': 16626, 'thank': 17868, 'goodness': 7735, 'alive': 770, 'witness': 19685, 'sexy': 15883, 'action': 484, 'sci-fi': 15566, 'sixty': 16248, 'sexiest': 15874, 'matter': 11166, 'remember': 14672, 'candy': 2791, 'nostalgic': 12286, 'european': 6241, 'called': 2742, 'dragonfly': 5486, 'made': 10849, 'fired': 6872, 'producer': 13866, 'decide': 4685, 'let': 10375, 'aspiring': 1277, 'filmmaker': 6831, 'jeremy': 9671, 'davy': 4614, 'complete': 3752, 'picture': 13301, \"they're\": 17916, 'written': 19806, 'directed': 5135, 'roman': 15143, 'coppola': 4077, 'us': 18925, 'father': 6658, 'exploit': 6437, 'day': 4619, 'put': 14108, 'script': 15628, 'wish': 19669, 'homage': 8610, 'cameo': 2757, 'popular': 13554, 'john': 9724, 'phillip': 13252, 'gerard': 7539, 'depardieu': 4865, 'giancarlo': 7571, 'giannini': 7572, 'dean': 4643, 'stockwell': 17059, 'guess': 7983, \"i'm\": 8838, 'continue': 3989, 'waiting': 19270, 'reading': 14387, 'sure': 17413, 'blockbuster': 2125, 'target': 17680, 'position': 13590, 'quite': 14177, 'german': 7543, 'musician': 11894, 'loved': 10692, 'hated': 8262, 'thats': 17877, 'exactly': 6312, 'autobiography': 1438, 'ago': 664, 'meant': 11256, 'filled': 6816, 'sexual': 15880, 'offensive': 12475, 'content': 3979, 'least': 10295, 'standard': 16910, 'amusing': 902, 'course': 4171, 'dumb': 5625, 'depends': 4876, 'individual': 9135, 'humor': 8771, 'fan': 6589, 'technically': 17744, 'speaking': 16688, 'much': 11827, 'criticize': 4323, 'sleepless': 16339, 'night': 12177, 'switching': 17535, 'channel': 3101, 'embarrassment': 5923, 'thinking': 17929, 'remote': 14686, 'kari': 9861, 'wuhrer': 19818, 'gone': 7718, 'nowhere': 12323, 'take': 17621, 'anyway': 1060, 'near': 12047, \"must've\": 11900, 'nerdy': 12107, 'college': 3604, 'kid': 9948, 'brings': 2462, '...': 8, 'straight': 17099, 'comic': 3665, 'book': 2241, 'cheap': 3164, 'porn': 13564, 'call': 2740, 'anal': 910, 'kiss': 9998, 'oh': 12495, 'expect': 6403, 'tongue': 18133, 'line': 10490, 'ended': 6012, '..': 7, 'bitch': 2035, 'hell': 8398, 'helluva': 8404, 'swat': 17490, 'team': 17725, 'upstairs': 18906, 'surround': 17440, 'blow': 2151, 'brain': 2361, 'must-see': 11901, 'tv': 18478, 'cute': 4466, 'lively': 10545, 'sister': 16231, 'switzerland': 17536, 'often': 12491, 'matching': 11145, 'outfit': 12689, 'back': 1536, 'seems': 15719, 'mom': 11646, 'carrying': 2910, 'torch': 18157, 'dad': 4500, 'sail': 15358, 'stop': 17079, 'marrying': 11075, 'blonde': 2131, 'gold-digger': 7703, 'precious': 13690, 'daughter': 4604, 'ten': 17795, 'oddly': 12452, 'think': 17927, \"he's\": 8305, 'lead': 10273, 'mainly': 10901, 'run': 15274, 'overbearing': 12735, 'alice': 755, 'brady': 2358, 'marries': 11073, 'rich': 14972, 'idea': 8854, 'pushing': 14105, 'path': 13005, 'drunken': 5586, 'hungarian': 8783, 'count': 4149, 'tricking': 18363, 'richest': 14978, 'europe': 6240, 'identity': 8868, 'good-looking': 7727, 'ray': 14352, 'milland': 11461, 'scheme': 15535, 'kay': 9885, 'light': 10440, 'fare': 6613, 'barbara': 1646, 'across': 480, 'sweet': 17508, 'pretty': 13786, 'look': 10627, 'handsome': 8150, 'though': 17953, 'unfortunately': 18716, 'given': 7622, 'little': 10537, 'scheming': 15536, 'deanna': 4644, 'durbin': 5659, 'charmer': 3139, 'button': 2674, 'playing': 13413, 'youngest': 19903, 'penny': 13119, 'steal': 16975, 'vocal': 19202, 'sings': 16217, 'several': 15867, 'song': 16591, 'throughout': 17987, 'liked': 10456, 'feature': 6696, 'silly': 16164, 'nevertheless': 12127, 'entertaining': 6095, 'fun': 7324, '1984': 144, 'dickens': 5059, 'classic': 3398, 'carol': 2886, 'clive': 3472, 'donner': 5402, 'george': 7533, 'c': 2690, 'scott': 15594, 'ebenezer': 5741, 'scrooge': 15636, 'challenge': 3079, 'familiar': 6582, 'material': 11147, 'fresh': 7247, 'happily': 8175, 'met': 11376, 'surpassed': 17426, 'expectation': 6405, 'anyone': 1056, 'might': 11432, 'precision': 13693, 'detail': 4964, 'extract': 6484, 'le': 10270, 'superlative': 17384, 'especially': 6197, 'argue': 1171, 'definitive': 4756, 'literary': 10532, 'fiction': 6785, 'ever': 6266, 'created': 4262, 'alastair': 727, 'sim': 16171, '1951': 108, 'achieved': 457, 'distinction': 5275, 'purity': 14087, 'honesty': 8634, 'difficult': 5084, 'consider': 3920, 'tribute': 18359, 'gifted': 7581, 'able': 370, 'figure': 6809, 'uniquely': 18755, 'miraculous': 11521, 'truly': 18421, 'joy': 9771, 'trade': 18232, 'word': 19732, 'utters': 18951, 'finest': 6857, 'expression': 6460, 'face': 6523, 'ring': 15021, 'study': 17200, 'perfection': 13145, 'member': 11316, 'splendid': 16774, 'order': 12614, 'maintain': 10904, 'integrity': 9335, \"scott's\": 15595, 'frank': 7191, 'finlay': 6864, 'ghost': 7563, 'jacob': 9579, 'marley': 11066, 'notable': 12289, 'turn': 18469, 'memorable': 11319, 'alec': 739, 'guinness': 8003, 'angela': 949, 'welcome': 19460, 'visage': 19172, 'edward': 5793, 'woodward': 19727, 'grand': 7811, 'boisterous': 2200, 'altogether': 836, 'convincing': 4047, 'present': 13748, 'carter': 2914, 'grim': 7907, 'menacing': 11328, 'yet': 19883, 'warner': 19344, 'hit': 8553, 'mark': 11053, 'bob': 2177, 'cratchit': 4238, 'bringing': 2461, 'sincerity': 16203, 'measure': 11260, 'quality': 14134, 'susannah': 17454, 'gem': 7493, 'anthony': 1014, 'tiny': 18064, 'tim': 18039, 'heartfelt': 8347, 'becoming': 1795, 'maudlin': 11176, 'interpretation': 9386, 'presented': 13751, 'includes': 9075, 'roger': 15124, 'fred': 7219, 'also': 820, 'narrator': 11985, 'caroline': 2890, 'janet': 9609, 'lucy': 10743, 'belle': 1855, 'gough': 7772, 'joanne': 9710, 'flawless': 6943, 'presentation': 13750, 'many': 11008, 'watching': 19376, 'forever': 7097, 'whenever': 19521, 'image': 8919, 'conjure': 3883, 'thoroughly': 17951, 'satisfying': 15450, 'experience': 6415, 'demand': 4811, 'place': 13373, 'annual': 1000, 'schedule': 15531, 'holiday': 8596, 'festivity': 6760, 'rate': 14324, '10/10': 34, 'blame': 2071, 'executive': 6370, 'wes': 19499, 'craven': 4242, 'big-budget': 1974, 'debacle': 4653, 'updating': 18890, 'dracula': 5476, 'condescending': 3833, 'verbal': 19043, 'jab': 9566, 'bram': 2369, 'probably': 13845, 'except': 6334, 'jolt': 9742, 'gore': 7751, 'plummer': 13455, 'winded': 19635, 'van': 18983, 'helsing': 8416, 'descendant': 4910, 'keep': 9898, 'leech': 10309, 'obtained': 12423, \"dracula's\": 5477, 'corpse': 4108, 'coffin': 3558, 'stolen': 17063, 'vault': 19012, 'flown': 7003, 'orleans': 12642, 'need': 12065, '21st': 186, 'century': 3053, 'single': 16212, 'original': 12635, 'victim': 19092, 'repulsive': 14767, 'lazy': 10267, 'start': 16941, 'repeating': 14721, 'hilarious': 8511, 'evocative': 6290, 'confusing': 3872, 'reminds': 14680, 'holy': 8609, 'strange': 17109, 'looking': 10632, 'laughed': 10233, 'almost': 807, 'way': 19394, 'keeping': 9900, 'peripheral': 13160, 'bewildered': 1952, 'occasionally': 12431, 'horrified': 8687, 'reaction': 14379, 'audience': 1401, 'surrounded': 17441, 'theatre': 17880, 'beginning': 1821, 'gut': 8037, 'poisoned': 13489, 'entrails': 6112, 'haunt': 8271, 'sometimes': 16584, 'honestly': 8633, 'positive': 13591, 'recollection': 14461, 'available': 1450, 'watch': 19372, 'suppose': 17403, 'wait': 19267, 'crispin': 4313, 'glover': 7672, 'slide': 16355, 'subsequent': 17263, 'screening': 15620, 'saw': 15476, 'atlanta': 1340, 'directly': 5139, 'involved': 9479, 'rather': 14327, 'devastating': 4996, 'car': 2841, 'crash': 4233, 'slightly': 16359, 'dazed': 4626, 'state': 16953, 'prophetic': 13943, 'talking': 17638, 'retard': 14870, 'superhero': 17378, 'costume': 4132, 'appropriate': 1123, 'scantily': 15498, 'clad': 3374, 'floor': 6986, 'magnificent': 10884, 'wet': 19506, 'dream': 5517, 'statement': 16957, 'everyone': 6277, 'expects': 6408, 'art': 1227, 'evident': 6287, 'absence': 388, 'negative': 12074, 'space': 16652, 'deduce': 4716, 'far': 6609, 'valid': 18973, 'feed': 6710, '5000': 250, 'titanic': 18074, 'seattle': 15675, 'shudder': 16101, 'gag': 7381, 'groan': 7929, 'additionally': 521, 'screen': 15616, 'smart': 16414, 'funny': 7342, 'quirky': 14174, 'outrageously': 12703, 'hot': 8706, 'disgusting': 5211, 'painful': 12841, 'waste': 19366, 'swear': 17495, '1/2': 27, 'twice': 18492, '90': 313, 'minute': 11518, 'rent': 14708, 'zeta': 19953, 'jones': 9747, 'mean': 11248, 'believable': 1848, 'cusack': 4453, 'felt': 6730, 'sorry': 16625, 'mess': 11369, 'robert': 15083, 'charming': 3140, 'purpose': 14091, 'completely': 3754, 'unbelievable': 18574, 'straight-to-video': 17101, 'saying': 15483, 'rival': 15057, 'lion': 10508, 'king': 9982, 'downright': 5462, 'cartoon': 2917, 'shock': 16028, 'laugh': 10229, 'loud': 10675, 'fart': 6628, 'joke': 9737, 'creative': 4266, 'older': 12508, 'understand': 18644, 'risqué': 15048, 'shrek': 16087, 'something': 16580, 'special': 16691, 'note': 12292, 'surprised': 17431, 'none': 12252, 'toilet': 18104, 'noise': 12231, 'fact': 6531, 'imagery': 8920, 'reference': 14534, 'subtle': 17277, 'setup': 15861, 'punchline': 14065, 'etc': 6221, 'taste': 17693, \"i'd\": 8836, 'bathroom': 1728, 'fine': 6852, 'regard': 14563, 'hmm': 8567, 'music': 11891, 'so-so': 16503, 'nearly': 12052, 'plenty': 13432, 'painfully': 12842, 'corny': 4101, 'moment': 11648, 'blessing': 2105, 'scary': 15517, 'secret': 15687, 'g': 7364, 'rating': 14328, '100': 35, 'safe': 15346, 'try': 18435, 'overly': 12758, 'jump': 9811, 'expected': 6406, 'leave': 10299, 'room': 15169, 'stick': 17028, 'enjoy': 6055, ':)': 329, 'timon': 18054, 'pumbaa': 14056, 'hakuna': 8093, 'matata': 11142, 'irreverent': 9512, 'tale': 17628, 'ask': 1267, 'yep': 19877, 'disney': 5234, 'short': 16051, 'narcissism': 11975, 'basically': 1708, 'event': 6262, 'told': 18107, 'perspective': 13198, 'heart': 8336, 'coming': 3669, 'level': 10385, 'god': 7686, 'lame': 10151, 'ball': 1600, 'humour': 8774, 'predictable': 13704, 'bed': 1796, 'small': 16407, 'imo': 8962, 'nutshell': 12353, 'happens': 8172, 'seriously': 15832, 'centre': 3051, 'stage': 16870, 'satisfy': 15449, 'particular': 12964, 'connoisseur': 3897, 'returning': 14888, 'voice': 19205, 'talent': 17629, 'kinda': 9976, 'willing': 19617, 'return': 14886, 'whoopi': 19573, 'goldberg': 7704, 'particularly': 12965, 'adaption': 510, 'rhapsody': 14952, 'cut': 4464, 'frankly': 7199, 'improved': 9031, 'incarnation': 9061, 'leaf': 10278, 'complain': 3745, 'whatsoever': 19516, 'awesome': 1490, 'argued': 1172, 'excuse': 6360, 'various': 19001, 'assorted': 1306, 'compromising': 3787, 'situation': 16242, 'rare': 14316, 'spend': 16727, 'starting': 16944, 'sound': 16635, 'creepy': 4291, 'indian': 9119, 'compete': 3735, '11': 42, 'male': 10926, 'defend': 4733, 'village': 19131, 'half': 8097, 'idiot': 8874, 'hapless': 8168, 'foreign': 7087, 'drinking': 5547, 'oblivion': 12401, 'endless': 6014, 'corridor': 4116, 'oblivious': 12402, 'feeling': 6716, 'squalor': 16840, 'red': 14496, 'tapestry': 17672, 'walk': 19278, 'appease': 1096, 'mesmerized': 11367, 'split': 16780, 'skirt': 16289, 'fight': 6804, 'preferably': 13713, 'involving': 9482, 'nitwit': 12208, 'bollywood': 2208, 'marginally': 11031, 'connect': 3885, 'defending': 4737, 'considered': 3924, 'violent': 19155, 'masculine': 11105, 'anger': 955, 'pathos': 13009, 'nana': 11964, 'patekar': 13002, 'courtyard': 4178, 'beret': 1899, 'mock': 11607, 'politician': 13516, 'loyal': 10719, 'admirer': 544, 'burst': 2639, 'laughter': 10235, 'satire': 15441, 'thrown': 17992, 'bathing': 1727, 'authentic': 1428, 'rural': 15287, 'india': 9117, 'essential': 6203, 'belongs': 1862, 'disappearing': 5156, 'breed': 2416, 'hindi': 8526, 'violence': 19154, 'depicted': 4878, 'intricate': 9424, 'storytelling': 17097, 'dance': 4542, 'sell': 15766, 'sad': 15331, 'faster': 6648, 'change': 3097, 'nathan': 12009, 'detroit': 4990, 'illegal': 8898, 'crap': 4229, 'game': 7406, 'high': 8491, 'roller': 15137, 'nyc': 12357, 'heat': 8355, 'secure': 15695, 'location': 10575, 'bet': 1930, 'chronic': 3311, 'gambler': 7404, 'sky': 16292, 'masterson': 11133, 'prim': 13805, 'missionary': 11567, 'sarah': 15422, 'brown': 2520, 'dinner': 5123, 'surprise': 17430, 'store': 17084, 'expensive': 6414, 'fifty': 6803, 'mgm': 11396, 'splashy': 16770, 'colour': 3626, 'larger-than-life': 10197, 'match': 11143, 'broadway': 2484, 'photographed': 13270, 'main': 10898, 'problem': 13849, 'top': 18148, 'tune': 18457, 'swing': 17525, 'never-ending': 12124, 'trumpet': 18424, 'flourish': 6998, 'bar': 1644, 'cup': 4426, 'tag': 17609, 'mankiewicz': 10981, 'jo': 9706, 'abe': 360, 'burrow': 2638, 'damon': 4537, 'runyon': 15285, 'affable': 608, 'weak': 19405, 'number': 12339, 'example': 6323, 'identical': 8861, 'unnecessary': 18795, 'advance': 578, 'grate': 7839, 'ear': 5704, 'misogynistic': 11558, 'bother': 2299, 'luck': 10739, 'sung': 17361, 'brando': 2374, 'sinatra': 16198, 'rockin': 15107, 'boat': 2176, 'nicely': 12153, 'performed': 13149, 'kaye': 9886, 'trump': 18423, 'card': 2845, 'giving': 7623, 'thoughtful': 17957, 'laid-back': 10139, 'evenly': 6261, 'matched': 11144, 'interesting': 9364, 'simmons': 16178, 'sequence': 15819, 'escape': 6187, 'havana': 8276, 'respite': 14831, 'dig': 5087, 'view': 19114, 'believe': 1850, 'since': 16200, 'finishing': 6862, 'series': 15830, 'matt': 11163, 'chris': 3295, 'bigger': 1979, 'greatest': 7861, 'stuntman': 17215, 'randy': 14285, 'campbell': 2769, 'british': 2472, 'steel': 16982, 'f': 6512, 'stunt': 17213, 'drunk': 5585, 'house': 8715, 'band': 1618, 'deja': 4772, 'voodoo': 19226, 'released': 14631, '2': 163, 'album': 733, 'consists': 3933, 'beer': 1806, 'got': 7765, '6': 260, 'born': 2278, '80': 297, 'festival': 6759, 'featured': 6698, 'length': 10344, 'devil': 5010, '2008': 179, 'k': 9837, 'magic': 10876, 'barbarian': 1647, 'demon': 4830, 'abound': 380, 'diabolical': 5037, 'tyrant': 18525, 'named': 11959, 'queen': 14147, 'realm': 14409, 'ice': 8843, 'conquer': 3902, 'region': 14574, 'fire': 6869, 'ruled': 15267, 'princess': 13816, 'kidnapped': 9955, 'goon': 7743, 'warrior': 19354, 'protect': 13965, 'defeat': 4728, 'taking': 17626, 'kingdom': 9984, 'help': 8409, 'avenger': 1456, 'darkwolf': 4586, 'underrated': 18641, 'animated': 968, 'fantasy': 6608, 'epic': 6129, 'combine': 3644, 'animation': 969, 'traced': 18221, 'rotoscoping': 15207, 'ralph': 14256, \"bakshi's\": 1589, 'pop': 13545, 'heavy': 8365, 'traffic': 18239, 'wizard': 19690, 'certainly': 3059, 'cool': 4057, 'artwork': 1250, 'designed': 4932, 'famed': 6580, 'artist': 1244, 'hottie': 8711, 'lover': 10697, 'everywhere': 6283, 'disc': 5169, 'limited': 10478, 'edition': 5780, 'dvd': 5673, 'blue': 2156, 'underground': 18630, 'recommended': 14466, 'black': 2052, 'dark': 4579, 'crystal': 4393, 'conan': 3795, 'oz': 12806, 'rock': 15100, 'rule': 15266, 'metal': 11377, 'legend': 10320, 'fantastic': 6605, 'planet': 13385, 'mononoke': 11676, 'valley': 18975, 'wind': 19634, 'destroyer': 4956, 'willow': 19621, 'bride': 2437, '1978': 137, 'sword': 17539, 'stone': 17070, 'army': 1200, 'darkness': 4585, 'arthur': 1233, 'hobbit': 8573, '1980': 139, 'conquest': 3905, 'jason': 9631, 'clash': 3394, 'titan': 18073, 'unicorn': 18731, 'flight': 6965, 'dragon': 5485, 'hercules': 8437, 'chronicle': 3312, 'narnia': 11978, 'harry': 8234, 'potter': 13625, 'variety': 19000, 'specifically': 16700, 'similar': 16174, 'willard': 19610, 'aging': 660, 'step': 16997, 'distinguished': 5279, 'whose': 19577, 'unbalanced': 18569, 'subsequently': 17264, 'decides': 4688, 'friend': 7260, 'exact': 6311, 'revenge': 14905, 'wronged': 19808, 'everybody': 6273, 'despicable': 4945, 'cheer': 3182, 'die': 5071, 'selection': 15736, 'atmosphere': 1344, 'shabby': 15891, 'decadence': 4667, 'bender': 1874, 'aged': 650, 'snake': 16456, 'collector': 3602, 'obsessed': 12417, 'philip': 13248, 'preacher': 13681, 'practice': 13652, 'collecting': 3598, 'bait': 1582, 'married': 11072, 'stripper': 17161, 'thus': 18003, 'upsetting': 18903, 'ritual': 15056, 'wednesday': 19432, 'concert': 3814, 'rampage': 14268, 'process': 13856, 'creating': 4264, 'beneath': 1877, 'cliff': 3450, 'dump': 5634, 'wreck': 19783, 'disposing': 5255, 'unfortunate': 18715, 'owner': 12798, 'land': 10165, 'exploitative': 6439, 'awkward': 1497, 'refreshing': 14550, 'fairy': 6555, 'delightful': 4788, 'undercurrent': 18622, 'adult': 573, 'cynical': 4489, 'wit': 19674, 'charm': 3137, 'soundtrack': 16639, 'powerfully': 13644, 'move': 11805, 'deniro': 4846, 'smooth': 16442, 'appears': 1095, 'sync': 17568, 'tone': 18131, 'luscious': 10783, 'romantic': 15149, 'tail': 17613, 'feel': 6713, 'strong': 17173, 'balance': 1591, 'serious': 15831, 'adventure': 585, 'lighter': 10445, 'spiritual': 16761, 'updated': 18889, 'tradition': 18236, 'contemporary': 3975, 'captivating': 2834, 'eight': 5823, 'fabulous': 6520, 'opportunity': 12583, 'simba': 16172, 'birth': 2027, '3': 200, 'exciting': 6350, 'surprising': 17432, 'sequel': 15818, 'bundle': 2608, 'hilarity': 8513, 'await': 1470, 'argument': 1175, 'point': 13477, 'fair': 6551, 'compromise': 3785, 'awaits': 1473, \"timon's\": 18055, ':-)': 330, 'rented': 14710, 'suck': 17302, 'stepmother': 17002, 'stupid': 17217, 'son': 16587, 'camera': 2758, 'photo': 13267, 'damaged': 4527, 'building': 2579, 'weird': 19450, 'asks': 1271, 'trip': 18376, 'agrees': 672, 'exists': 6391, 'blah': 2066, 'annoying': 997, 'mystery': 11926, 'description': 4919, 'hope': 8661, 'grain': 7806, 'salt': 15375, 'hoped': 8662, '1/3': 28, 'mish-mash': 11548, 'stuff': 17202, 'apparent': 1085, 'disconnected': 5182, 'bunch': 2607, 'connected': 3886, 'trippy': 18381, 'visuals': 19189, 'artsy': 1249, 'disguise': 5206, 'manner': 10988, 'justifying': 9830, 'wasted': 19367, '1.5': 23, 'cannot': 2802, 'save': 15469, 'lack': 10122, 'agree': 668, 'comment': 3679, 'posted': 13608, 'previously': 13797, \"person's\": 13189, 'drug': 5577, 'initial': 9233, 'premise': 13733, 'led': 10305, 'hunt': 8789, 'quickly': 14161, \"what's\": 19512, 'double': 5436, 'behind': 1833, 'mirror': 11529, 'twist': 18497, 'final': 6841, 'reveal': 14898, 'deal': 4639, 'uncertainty': 18585, 'fear': 6687, 'evil': 6289, 'id': 8852, 'beyond': 1958, 'admittedly': 551, 'chilling': 3248, 'murder': 11873, 'effectively': 5801, 'ultimately': 18546, 'ala': 718, 'search': 15664, 'engaging': 6035, 'piling': 13321, 'upon': 18894, 'design': 4931, 'dull': 5620, 'long': 10610, 'paul': 13034, 'muni': 11867, 'poor': 13541, 'chinese': 3259, 'farmer': 6619, 'arranged': 1209, 'marriage': 11071, 'luise': 10753, 'rainer': 14241, 'servant': 15839, 'farm': 6618, 'bad': 1558, 'money': 11664, 'buy': 2676, 'drought': 5571, 'growing': 7955, 'stay': 16968, 'arrive': 1217, 'worse': 19759, 'selling': 15769, 'slave': 16323, 'looting': 10649, 'military': 11454, 'executing': 6367, 'oscar': 12653, 'theater': 17879, 'area': 1163, 'became': 1786, 'listened': 10521, 'critic': 4316, 'passed': 12980, 'despite': 4949, 'disappointing': 5160, 'went': 19495, 'video': 19104, 'bloom': 2144, 'ledger': 10306, 'value': 18977, 'moving': 11816, 'pulled': 14050, 'failed': 6546, 'develop': 4998, 'empathy': 5966, 'urge': 18915, 'fast-forward': 6643, 'renting': 14712, 'mike': 11441, 'garfield': 7443, 'minuscule': 11517, 'person': 13188, 'community': 3710, 'realize': 14404, 'murderous': 11877, 'slug': 16395, 'killer': 9966, 'normal': 12270, 'mutated': 11907, 'toxic': 18217, 'frightening': 7268, 'digress': 5097, 'psychotic': 14026, 'sloth': 16380, 'winter': 19655, 'creepiness': 4288, 'factor': 6533, 'flick': 6962, 'somewhat': 16585, 'appreciate': 1113, 'spelled': 16724, 'opposed': 12585, \"children's\": 3243, 'white': 19556, 'meat': 11262, 'worthy': 19765, 'promptly': 13928, 'forgetting': 7104, 'obscure': 12407, 'trivia': 18389, 'juan': 9778, 'widely': 19585, 'previous': 13796, 'pod': 13466, 'mst': 11825, '3k': 223, 'deservedly': 4927, 'mocked': 11608, 'possibly': 13600, 'rose': 15186, 'grade': 7794, 'extra': 6483, 'merely': 11354, 'theatrical': 17881, 'trailer': 18245, 'barbra': 1654, \"who's\": 19562, 'review': 14914, '22': 187, 'steven': 17019, 'spielberg': 16743, 'citizen': 3363, 'kane': 9848, 'serf': 15825, 'dire': 5132, 'ingredient': 9215, 'cinematic': 3346, 'disaster': 5165, 'letting': 10382, 'forget': 7101, 'tear': 17731, 'pain': 12838, \"streisand's\": 17138, 'feminism': 6734, 'streisand': 17137, 'directing': 5137, 'idiotic': 8875, '\\x96': 19982, 'definition': 4755, 'carefully': 2853, 'interview': 9404, 'biggest': 1980, 'ego': 5815, 'narcissistic': 11976, 'cretin': 4294, 'manage': 10951, 'remarkable': 14667, 'solo': 16562, 'endeavor': 6010, 'automatically': 1441, 'ruined': 15261, 'enabled': 5989, 'celine': 3031, 'whitney': 19558, 'huston': 8810, 'poison': 13488, 'decade': 4666, 'south': 16644, 'park': 12937, 'episode': 6133, 'mocking': 11610, 'dressing': 5533, 'zany': 19936, 'comedy': 3653, 'apart': 1063, 'cliché': 3442, 'obvious': 12426, 'human': 8754, 'described': 4916, 'high-school': 8494, 'jock': 9713, 'comparison': 3722, 'alien': 758, 'jackson': 9577, 'horrible': 8682, 'shiver': 16026, 'papa': 12900, 'hear': 8330, 'demented': 4816, 'walrus': 19296, 'tomorrow': 18129, 'prepare': 13738, 'yentl': 19876, 'career': 2850, 'changed': 3098, 'killing': 9969, 'fly': 7017, 'swipe': 17529, 'biography': 2018, 'intellectual': 9337, 'e-mail': 5699, 'retirement': 14876, 'click': 3447, 'confidential': 3853, 'appeal': 1088, 'lurid': 10780, 'magazine': 10873, 'labor': 10112, 'theme': 17889, 'tied': 18022, 'headline': 8312, 'investigation': 9465, 'b-movie': 1513, 'plod': 13435, '73': 284, 'production': 13870, 'needed': 12066, 'imagination': 8923, 'uninspired': 18742, 'sidney': 16133, 'daylight': 4624, 'shot': 16058, 'helped': 8410, 'relieve': 14644, 'succession': 17294, 'dreary': 5527, 'studio': 17198, 'stylish': 17231, 'treat': 18328, 'exercise': 6373, 'brian': 2433, 'typical': 18518, 'low-key': 10705, 'style': 17227, 'wooden': 19723, 'lethargic': 10380, 'cult': 4413, 'elisha': 5886, 'cook': 4051, 'jr': 9776, 'clearly': 3430, 'hand': 8137, 'saucy': 15458, 'beverly': 1949, 'garland': 7446, 'characteristic': 3117, 'verve': 19070, 'dedication': 4714, 'charge': 3121, 'skip': 16284, 'unless': 18777, 'knock': 10024, 'whiskey': 19548, '50': 247, 'thirteen': 17937, '16': 55, 'rated': 14325, 'germany': 7544, 'entered': 6088, 'afterwards': 644, 'realized': 14405, 'husband': 8803, 'exhibit': 6378, 'wife': 19594, 'via': 19077, 'internet': 9382, 'pay': 13051, 'instant': 9307, 'access': 421, 'angry': 960, 'schoolboy': 15556, 'bo': 2168, 'derek': 4900, 'painting': 12848, 'color': 3620, 'nice': 12151, 'thin': 17923, 'hold': 8591, 'attention': 1375, 'indeed': 9108, 'reliving': 14651, 'cheated': 3172, 'surely': 17414, 'device': 5009, 'bring': 2460, 'deeper': 4722, 'meaningful': 11254, 'large': 10194, 'drink': 5546, 'mass': 11115, 'sensuous': 15801, 'entire': 6106, 'child': 3236, 'forward': 7141, 'entertainment': 6096, 'catchy': 2973, 'lavish': 10248, 'add': 511, 'message': 11370, 'universal': 18763, 'emphasizes': 5972, 'karma': 9867, 'deed': 4718, 'well-known': 19476, 'meet': 11288, 'care': 2848, 'worldly': 19751, 'reality': 14402, 'entertainer': 6094, 'remake': 14664, 'vhs': 19076, 'addition': 519, 'copy': 4078, 'variation': 18997, 'remade': 14658, 'william': 19612, 'tracy': 18230, 'stealer': 16976, 'searched': 15665, 'tiger': 18026, 'showing': 16080, 'hate': 8261, 'desperately': 4943, 'metaphor': 11379, 'moral': 11714, 'chronology': 3315, 'touching': 18189, 'visual': 19187, 'attempt': 1364, 'teen': 17758, 'angst': 961, 'humanly': 8760, 'possible': 13599, 'credit': 4276, 'roll': 15134, '60': 263, 'independent': 9112, 'collection': 3599, 'arguably': 1170, 'amongst': 889, 'paying': 13057, 'buying': 2678, 'surprisingly': 17433, 'instead': 9309, 'spends': 16729, 'thomerson': 17943, 'wisecracking': 19666, 'toned': 18132, 'entry': 6117, 'adequate': 529, 'routine': 15221, 'mildly': 11448, 'entertained': 6093, 'trancers': 18261, 'watchable': 19373, 'sadly': 15343, 'overlooked': 12756, 'victor': 19095, 'horribly': 8683, 'overlook': 12755, 'legal': 10318, \"cameron's\": 2763, 'closet': 3491, 'strike': 17153, 'paper': 12901, 'worth': 19762, 'quiet': 14163, 'longer': 10618, '10': 31, 'pause': 13042, 'whereas': 19524, 'month': 11693, 'professional': 13876, 'intriguing': 9428, 'late': 10214, 'otherwise': 12666, 'empty': 5983, 'entertain': 6092, 'invented': 9453, 'separate': 15810, 'thread': 17962, 'boredom': 2270, 'doll': 5367, 'chewed': 3221, 'bread': 2394, 'opening': 12569, 'curiosity': 4433, 'beat': 1771, 'death': 4648, 'injecting': 9240, 'bottom': 2304, 'two-hour': 18506, 'suffer': 17311, 'insomnia': 9292, 'sleep': 16335, 'although': 833, 'someone': 16575, 'focusing': 7025, 'among': 888, 'low': 10701, 'thought-provoking': 17956, 'dialog': 5042, 'claim': 3375, 'horror': 8689, 'blood': 2133, 'unintentional': 18747, 'according': 440, 'evidence': 6285, 'favorite': 6677, 'zombi': 19965, 'compels': 3731, 'yell': 19871, 'break': 2395, 'spoil': 16784, 'worry': 19757, 'abandoned': 348, 'hotel': 8707, 'friggin': 7264, 'lake': 10144, 'middle': 11418, 'pass': 12977, 'cuz': 4476, 'answer': 1007, 'insignificant': 9284, 'over-the-top': 12728, 'aspect': 1273, 'paragraph': 12916, 'ocean': 12444, 'creature': 4270, 'magically': 10878, 'flying': 7018, 'cheesiest': 3191, 'element': 5861, 'scientist': 15571, 'arguing': 1174, 'government': 7775, 'apocalypse': 1073, 'radio': 14218, 'monster': 11682, 'plan': 13383, '9': 309, 'expecting': 6407, 'impossible': 9009, 'p': 12810, 'bird': 2025, 'aka': 711, 'zombie': 19966, '5': 241, 'credibility': 4273, 'weaker': 19407, 'carry': 2909, 'sid': 16124, 'james': 9599, 'crime': 4300, 'gang': 7417, 'stealing': 16977, 'pill': 13322, 'genre': 7520, 'curiously': 4435, 'flat': 6934, 'seemingly': 15718, 'squandered': 16841, '70': 280, 'nadir': 11944, 'williams': 19614, 'et': 6220, 'al': 716, 'class': 3396, 'performer': 13150, 'backing': 1544, 'equal': 6139, 'episodic': 6134, 'traditional': 18237, 'ratio': 14329, 'stuck': 17193, 'continuous': 3994, 'strand': 17107, 'include': 9073, 'worrying': 19758, 'changing': 3100, 'sex': 15872, 'kenneth': 9916, 'cope': 4072, 'drag': 5480, 'stagy': 16879, 'physical': 13278, 'contrived': 4017, 'lacking': 10125, 'interest': 9362, 'continuing': 3992, 'matron': 11162, 'customary': 4462, 'pun': 14061, 'innuendo': 9261, 'format': 7118, 'largely': 10195, 'opting': 12598, 'characterisation': 3115, 'consequence': 3916, 'provide': 13987, 'puerile': 14042, 'misunderstanding': 11580, 'forced': 7075, 'circumstance': 3359, 'terry': 17846, 'june': 9815, 'mugging': 11836, 'dialogue': 5043, 'exchange': 6343, 'touch': 18187, 'cigarette': 3338, 'offer': 12477, 'duller': 5621, 'randall': 14279, 'deceased': 4674, 'tapped': 17674, 'bernard': 1909, 'dressed': 5532, 'nurse': 12346, 'funnier': 7339, 'fifteen': 6801, 'attempting': 1366, 'seduce': 15700, 'hattie': 8267, 'jacques': 9582, 'charles': 3130, 'hiding': 8488, 'cupboard': 4427, 'pure': 14081, 'drawer': 5508, 'farce': 6611, 'irony': 9505, 'relation': 14621, 'priceless': 13801, 'shop': 16048, 'strip': 17158, 'counter': 4152, 'wall': 19286, 'bored': 2269, 'hearing': 8332, 'tin': 18058, 'whistle': 19551, 'accidentally': 425, 'flash': 6926, 'ride': 14990, 'easily': 5727, 'amused': 899, 'coaster': 3535, 'amusement': 900, '30': 206, 'visually': 19188, 'poorly': 13544, 'executed': 6365, 'trying': 18436, 'mixture': 11591, 'superior': 17382, 'indiana': 9120, 'disneyland': 5236, 'thrilling': 17979, 'vote': 19230, '83': 300, 'awful': 1493, 'sounded': 16636, 'terribly': 17830, 'acted': 482, 'lunch': 10771, 'cost': 4127, 'saving': 15471, 'grace': 7786, 'taken': 17623, 'j': 9564, 'hollow': 8599, 'post-modern': 13603, 'absurdist': 398, 'masterpiece': 11132, 'dare': 4572, 'question': 14152, 'conventional': 4029, 'paradigm': 12912, 'remove': 14689, 'crutch': 4387, 'motivation': 11781, 'result': 14856, 'opinion': 12581, 'higher': 8496, 'enforcement': 6029, 'agent': 654, 'unlikeable': 18780, 'organised': 12623, 'criminal': 4301, 'insane': 9266, 'earth': 5716, 'required': 14774, 'looked': 10630, 'pale': 12859, 'ancient': 929, 'asia': 1262, 'asian': 1263, 'gotten': 7770, 'breakthrough': 2403, 'method': 11386, 'pacino': 12819, 'italian': 9549, 'cuban': 4397, 'lackluster': 10126, 'died': 5073, 'stayed': 16969, 'maybe': 11191, 'rachel': 14200, 'kate': 9871, 'victoria': 19097, 'developed': 4999, 'different': 5080, 'characterization': 3118, 'sing': 16206, 'regarding': 14565, \"rachel's\": 14201, 'focused': 7024, 'response': 14836, 'superficial': 17374, 'impersonation': 8984, 'wanted': 19318, 'clown': 3503, 'therefore': 17905, 'pleased': 13425, 'decision': 4691, 'portray': 13576, 'rehearsal': 14591, 'skit': 16290, 'factory': 6534, 'reviewer': 14916, 'actual': 494, 'approach': 1120, 'innovative': 9260, 'sketch': 16268, 'terrifically': 17833, 'nailed': 11951, 'recreated': 14485, 'professor': 13879, 'grape': 7829, 'stomping': 17069, 'corner': 4098, 'mouth': 11803, 'naturally': 12019, 'criticized': 4324, 'lucille': 10737, 'came': 2755, 'showed': 16076, 'natural': 12016, 'progression': 13895, 'planted': 13392, 'seed': 15709, 'emerge': 5938, 'fit': 6899, 'mold': 11637, 'system': 17583, 'frustrated': 7290, 'stereotypical': 17009, 'era': 6148, 'kept': 9921, 'prove': 13982, 'gift': 7580, 'deftly': 4760, 'captured': 2839, 'sadness': 15344, 'passion': 12983, 'ambition': 860, 'loyalty': 10721, 'self': 15738, 'rolled': 15136, 'complex': 3760, 'icon': 8849, 'authenticity': 1430, 'freshness': 7250, 'totally': 18185, 'endearing': 6008, 'flood': 6983, 'future': 7359, 'emmy': 5955, 'poorest': 13543, 'amateur': 843, 'writer': 19800, 'thirty': 17938, 'forty': 7139, 'knew': 10018, 'clunky': 3511, 'leader': 10275, 'faith': 6558, 'regained': 14561, 'church': 3327, 'daddy': 4502, 'saved': 15470, 'hoover': 8658, 'rushed': 15291, 'melodramatic': 11306, 'misty': 11578, 'nodding': 12225, 'added': 512, 'deserving': 4929, 'proven': 13984, 'homeless': 8615, 'portrayed': 13578, 'likable': 10453, 'condition': 3834, 'bright': 2447, 'cheerful': 3184, 'recovery': 14483, 'country': 4158, 'depression': 4891, 'represents': 14752, 'directorial': 5142, 'prowess': 14002, 'cecil': 3014, 'demille': 4819, 'inaccurate': 9047, 'parallel': 12917, 'stellar': 16994, 'entourage': 6111, 'bill': 1994, 'hickok': 8480, 'gary': 7456, 'cooper': 4064, 'buffalo': 2568, 'cody': 3553, 'calamity': 2729, 'jane': 9606, 'jean': 9642, 'armstrong': 1198, 'custer': 4459, 'abraham': 382, 'lincoln': 10483, 'interact': 9354, 'already': 818, 'float': 6980, 'dangerously': 4554, 'close': 3483, 'toward': 18206, 'veers': 19015, 'unabashed': 18558, 'spectacle': 16703, 'stand': 16905, 'heap': 8327, 'loosely': 10645, 'product': 13869, 'manufactured': 11004, 'zeitgeist': 19943, 'annals': 981, 'campy': 2775, 'relic': 14640, \"today's\": 18095, 'transfer': 18265, 'considering': 3925, 'vintage': 19148, 'moderately': 11619, 'appealing': 1090, 'clean': 3420, 'extremely': 6492, 'solid': 16556, 'considerable': 3921, 'amount': 893, 'inconsistent': 9091, 'road': 15065, 'related': 14618, 'artifact': 1237, 'minimum': 11503, 'digital': 5093, 'anomaly': 1001, 'distract': 5284, 'audio': 1403, 'mono': 11672, 'balanced': 1592, 'painted': 12846, 'celluloid': 3035, 'western': 19503, 'compelling': 3729, 'box': 2329, 'successful': 17292, 'television': 17771, 'project': 13899, 'cleese': 3432, 'draft': 5478, 'clever': 3437, 'lowe': 10709, 'hoot': 8657, 'dr': 5474, 'watson': 19387, 'contemplation': 3973, 'poster': 13609, 'decided': 4686, 'tremendously': 18341, 'narrative': 11984, 'presque': 13763, 'rien': 15002, 'disagree': 5151, 'evoke': 6291, 'memory': 11323, 'summer': 17351, 'sun': 17358, 'breeze': 2418, 'chill': 3246, 'companionship': 3713, 'loneliness': 10607, 'pull': 14049, 'strongly': 17177, 'finished': 6861, 'reflection': 14544, 'recognized': 14458, 'lighting': 10447, 'scenery': 15526, 'angle': 958, 'immerse': 8950, 'exquisite': 6466, 'nuance': 12324, 'normally': 12272, 'fully': 7321, 'supposed': 17404, 'definitely': 4754, 'enjoyed': 6058, 'guessing': 7985, 'sean': 15661, 'connery': 3893, 'recomend': 14462, 'originally': 12638, 'recent': 14436, 'release': 14630, 'decidedly': 4687, 'pointless': 13482, 'drivel': 5555, 'feast': 6693, 'saint': 15361, 'context': 3983, 'historical': 8548, 'background': 1543, 'depicts': 4881, 'dilemma': 5100, 'horrific': 8685, 'institution': 9314, 'tragic': 18242, 'youthful': 19907, 'marcel': 11016, 'idealistic': 8858, 'enthusiasm': 6100, 'cruelly': 4371, 'education': 5791, 'southern': 16645, 'plantation': 13391, 'louisiana': 10682, 'apex': 1070, 'period': 13158, 'preview': 13795, 'featuring': 6701, 'dreaded': 5514, 'buffoon': 2569, 'pleasantly': 13423, 'ossie': 12660, 'davis': 4612, 'ruby': 15247, 'dee': 4717, 'ben': 1869, 'pam': 12873, 'grier': 7900, 'jasmine': 9630, 'lend': 10341, 'vivid': 19197, 'formidable': 7123, 'skill': 16273, 'backdrop': 1540, 'aristocracy': 1181, 'revolt': 14925, 'woven': 19773, 'racial': 14202, 'society': 16521, 'supposedly': 17405, 'taught': 17705, 'lesson': 10371, 'send': 15781, 'whatever': 19513, 'sucked': 17303, 'party': 12971, 'disappears': 5157, 'milk': 11457, 'plant': 13390, 'employ': 5975, 'worker': 19740, 'afloat': 628, 'ending': 6013, 'island': 9534, 'huh': 8747, 'castle': 2954, '1989': 149, 'ambiance': 856, 'windmill': 19637, 'suitably': 17333, 'seedy': 15710, 'unfulfilled': 18718, 'promise': 13913, 'rental': 14709, 'edgy': 5771, 'tame': 17646, 'shame': 15920, 'used': 18929, 'necessary': 12057, 'marketing': 11059, 'tool': 18141, 'noticed': 12302, 'begin': 1819, 'warns': 19347, 'screaming': 15613, 'skull': 16291, 'terrifying': 17835, 'free': 7225, 'burial': 2625, 'guaranteed': 7976, 'fright': 7265, 'ed': 5762, 'wood': 19720, 'famous': 6587, 'francis': 7186, 'marion': 11048, 'crawford': 4246, 'wealthy': 19413, 'nervous': 12110, 'sinister': 16220, 'mysterious': 11924, 'installed': 9303, 'gardener': 7439, 'badly': 1565, 'portrait': 13575, 'peacock': 13069, 'scream': 15611, 'peggy': 13102, 'webber': 19426, 'transparent': 18286, 'dreadful': 5515, 'ready': 14388, 'print': 13820, 'occasional': 12430, 'giggle': 7584, 'ennui': 6070, 'cure': 4430, 'gft': 7559, 'amazon': 852, 'elegance': 5858, 'talk': 17634, 'noir': 12227, 'lonely': 10608, 'sleek': 16334, 'sophistication': 16612, 'elevates': 5868, 'moody': 11702, 'catch': 2970, 'phrase': 13275, 'connotation': 3901, 'foreboding': 7082, 'shadow': 15895, 'sidewalk': 16131, 'fairly': 6553, 'manhattan': 10965, 'rough': 15211, 'bootleg': 2258, 'amc': 865, 'cable': 2700, 'category': 2977, 'cloud': 3499, 'pas': 12973, 'curtain': 4449, 'drawing': 5509, 'rogue': 15126, 'loner': 10609, 'detective': 4970, 'marc': 11015, \"dixon's\": 5329, 'crumbling': 4377, 'inch': 9067, 'closer': 3489, 'threatening': 17967, 'cop': 4069, 'dana': 4541, 'andrew': 938, 'dixon': 5328, 'bleak': 2094, 'stare': 16928, 'troubled': 18404, 'uncomfortable': 18592, 'yeah': 19861, 'smacking': 16406, 'suspect': 17456, 'newly': 12139, 'promoted': 13920, 'chief': 3233, 'karl': 9864, 'malden': 10925, 'typically': 18519, 'robust': 15096, 'commanding': 3673, 'outing': 12691, 'thug': 17995, 'hood': 8644, 'mug': 11835, 'gutter': 8042, 'spit': 16764, 'nut': 12350, 'bos': 2287, 'complaint': 3749, 'bureau': 2615, 'receiving': 14435, 'hook': 8647, 'trouble': 18403, 'relies': 14643, 'instinct': 9311, 'generation': 7505, 'syndicate': 17570, 'partner': 12969, 'questionable': 14153, 'involvement': 9480, 'threatens': 17968, 'whether': 19528, 'base': 1699, 'sworn': 17544, 'bogart': 2186, 'discovers': 5189, 'virtually': 19166, 'doomed': 5415, 'unexpected': 18693, 'relationship': 14622, 'beauty': 1783, 'marvelous': 11094, 'gene': 7497, 'tierney': 18023, 'barren': 1682, 'existence': 6387, 'pacing': 12818, 'taut': 17708, 'gripping': 7922, 'group': 7952, 'contributed': 4011, 'polished': 13511, 'gloss': 7668, 'snappy': 16460, 'dated': 4602, 'parody': 12948, 'fodder': 7026, 'passionate': 12984, 'sappy': 15419, 'top-notch': 18149, 'direction': 5138, 'slick': 16353, \"film's\": 6820, 'angelic': 951, 'effect': 5798, 'gentle': 7524, 'psychosis': 14025, 'heaven': 8360, 'grow': 7954, 'intense': 9346, 'self-destruction': 15746, 'rope': 15177, 'bruised': 2530, 'exhausted': 6375, 'innocent': 9256, 'jam': 9598, 'false': 6576, 'wildly': 19606, 'hard': 8185, 'slight': 16357, 'shift': 16005, 'punch': 14062, 'frighteningly': 7269, 'reflected': 14542, 'darkest': 4582, 'brought': 2518, 'surface': 17416, 'realistic': 14400, 'aside': 1264, 'sterling': 17013, 'glaringly': 7636, 'dub': 5594, 'model': 11614, 'science': 15568, 'odd': 12448, 'heck': 8370, 'terrific': 17832, 'trilogy': 18371, 'bourne': 2316, 'reluctant': 14654, 'ultimatum': 18547, 'understanding': 18647, 'easy': 5733, 'reached': 14374, 'interval': 9400, 'exquisitely': 6467, 'shy': 16110, 'thriller': 17978, 'news': 12143, 'enthralling': 6099, 'grab': 7782, 'till': 18036, 'heard': 8331, 'list': 10518, 'handled': 8148, 'brilliantly': 2456, 'shocked': 16029, 'calling': 2744, 'nowadays': 12322, 'misleading': 11555, 'deteriorated': 4973, 'cliche': 3440, 'formulaic': 7126, 'illness': 8905, 'manages': 10955, 'create': 4261, 'besides': 1922, 'nominal': 12238, 'avoid': 1464, 'using': 18934, 'matuschek': 11174, 'morgan': 11728, 'central': 3050, 'important': 9003, '1998': 159, 'mail': 10897, 'borrowed': 2283, 'anonymous': 1002, 'billed': 1997, 'correct': 4109, 'unfair': 18697, 'share': 15938, 'borrows': 2285, 'grip': 7919, 'unconventional': 18602, 'understood': 18651, 'mood': 11700, 'writing': 19805, 'drawn': 5511, \"author's\": 1432, 'affected': 611, 'necessarily': 12056, 'personal': 13192, 'struggle': 17183, 'futility': 7358, 'harder': 8195, 'accept': 415, 'insight': 9281, 'masterfully': 11130, \"hero's\": 8450, 'apathy': 1067, 'indifference': 9130, 'rejected': 14611, 'perfectly': 13146, 'reveals': 14901, 'lowly': 10716, 'hopefully': 8664, 'genius': 7518, 'insightful': 9282, 'dating': 4603, 'cohen': 3562, 'unfolds': 18711, 'four': 7155, 'protagonist': 13963, 'weekly': 19438, 'diner': 5120, 'woe': 19695, 'brad': 2353, 'playboy': 13406, 'jonathan': 9745, 'sexually': 15882, 'perplexed': 13178, 'affinity': 616, 'cream': 4258, 'masturbation': 11138, 'eric': 6156, 'encounter': 5997, 'enlightenment': 6065, 'banal': 1614, 'trial': 18352, 'tribulation': 18357, \"men's\": 11326, 'amusingly': 903, 'expressed': 6458, 'astute': 1329, 'singleton': 16216, 'amanda': 842, 'seduces': 15702, 'uncanny': 18580, 'conform': 3863, 'personality': 13193, 'fallen': 6571, 'chose': 3291, 'friendship': 7263, 'whipped': 19543, \"critic's\": 4317, 'recognize': 14457, 'plain': 13381, 'language': 10182, \"protagonist's\": 13964, 'caricature': 2864, 'exaggeration': 6316, 'hysterical': 8834, 'mixing': 11590, 'humility': 8769, 'suggests': 17327, 'finish': 6860, 'judging': 9787, 'silent': 16156, 'comedian': 3650, 'developing': 5001, 'sabotaged': 15316, 'success': 17291, 'trick': 18360, 'reminiscent': 14682, 'greater': 7860, 'acrobatic': 478, 'keaton': 9892, 'ingenuity': 9212, 'lloyd': 10556, 'undermines': 18636, 'persona': 13190, 'walking': 19285, \"chaplin's\": 3110, 'tramp': 18258, 'trademark': 18233, 'childlike': 3242, 'innocence': 9255, 'tendency': 17799, 'lip': 10512, 'tip': 18065, 'fate': 6656, 'throwing': 17991, 'obstacle': 12421, 'overcome': 12740, 'wimpy': 19627, 'naïve': 12040, 'approaching': 1122, 'tornado': 18163, 'drive': 5552, 'collapsing': 3593, 'dodging': 5352, 'boulder': 2307, 'lifting': 10439, 'leg': 10316, 'join': 9733, 'cross-country': 4343, 'race': 14197, \"company's\": 3715, 'win': 19628, 'sheer': 15970, 'val': 18964, 'kilmer': 9970, 'holmes': 8605, 'amazing': 850, 'vastly': 19008, 'under-rated': 18618, 'earlier': 5706, 'seek': 15712, 'documentary': 5346, 'helpful': 8412, 'appreciating': 1116, 'unhappy': 18725, 'lapd': 10189, 'included': 9074, 'united': 18761, 'footage': 7062, 'prosecution': 13954, 'identified': 8864, 'menu': 11341, 'lisa': 10516, 'ida': 8853, 'businessman': 2656, 'inherits': 9227, 'insurance': 9327, 'plane': 13384, 'initially': 9234, 'suspected': 17457, 'responsible': 14838, 'recently': 14437, 'investigator': 9467, 'lynch': 10801, 'hilton': 8522, 'travel': 18308, 'athens': 1335, 'greece': 7864, 'cash': 2933, 'inheritance': 9225, 'insists': 9291, 'lara': 10193, 'henchman': 8421, 'sharif': 15940, 'kill': 9964, 'entitled': 6109, 'masked': 11109, 'brutal': 2536, 'hero': 8449, 'greek': 7867, 'police': 13506, 'warned': 19343, 'inspector': 9295, 'luigi': 10751, 'giallo': 7569, 'spaghetti': 16662, 'aided': 683, 'anita': 974, 'strindberg': 17156, 'investigate': 9461, 'ruin': 15260, 'suffice': 17316, 'herring': 8457, 'plausible': 13403, 'happy': 8177, 'driven': 5556, 'english': 6042, 'score': 15583, 'bruno': 2532, 'nicolai': 12168, 'troupe': 18408, 'monty': 11696, 'python': 14122, 'twin': 18495, 'peak': 13070, 'aptly': 1134, 'difference': 5079, 'consideration': 3923, 'puzzle': 14113, 'douglas': 5446, 'adam': 502, 'intricacy': 9423, 'staggering': 16875, 'wickedly': 19581, 'startlingly': 16947, 'skin': 16279, 'objectivity': 12396, 'literal': 10530, 'surreal': 17434, 'disturbing': 5303, 'recall': 14426, 'fails': 6548, 'robbins': 15080, 'obsessive': 12419, 'yorker': 19896, 'obtrusive': 12425, 'alarm': 724, 'confusion': 3873, 'interference': 9368, 'allows': 798, 'distracted': 5285, 'digging': 5091, 'film-making': 6824, 'notice': 12299, 'shoddy': 16033, 'editing': 5779, 'visible': 19177, 'boom': 2246, 'hurt': 8800, 'colorful': 3623, 'overall': 12734, 'sooner': 16603, 'dragged': 5481, 'soon': 16601, 'started': 16942, 'picked': 13292, 'distribution': 5296, 'check': 3174, 'partial': 12956, 'fail': 6545, 'destined': 4952, 'corps': 4107, 'simple': 16183, 'raise': 14246, \"let's\": 10376, \"lady's\": 10134, 'pot': 13617, 'behave': 1826, 'irritated': 9515, 'five': 6905, 'push': 14103, 'inspirational': 9297, 'fault': 6666, 'dennis': 4852, 'quaid': 14127, 'jim': 9698, 'morris': 11746, 'teacher': 17722, 'baseball': 1700, 'coach': 3529, 'pushed': 14104, 'cox': 4196, 'crusty': 4386, 'ex': 6303, 'navy': 12034, 'officer': 12482, \"son's\": 16588, 'support': 17398, 'villain': 19133, 'royce': 15234, 'applegate': 1103, 'national': 12012, 'anthem': 1012, 'handful': 8141, 'field': 6794, 'thumb': 17997, 'numerous': 12342, 'contains': 3968, 'basic': 1707, 'factual': 6535, 'information': 9201, 'concerning': 3813, 'quantum': 14137, 'mechanic': 11267, 'physic': 13277, 'grandiose': 7818, 'blown': 2154, 'shattering': 15951, 'revelation': 14903, 'anymore': 1055, 'theory': 17897, 'particle': 12963, 'wave': 19389, 'equation': 6143, 'providing': 13991, 'scientific': 15570, 'basis': 1712, 'mysticism': 11929, 'interviewed': 9405, 'leap': 10285, 'alter': 822, 'hence': 8419, 'positively': 13592, 'impact': 8963, 'reasoning': 14417, 'conclusion': 3822, 'logically': 10591, 'follow': 7036, 'expert': 6422, 'theoretically': 17895, 'physicist': 13281, 'unpredictability': 18808, 'mystical': 11928, 'notion': 12305, 'disturbs': 5305, 'eat': 5735, 'thrust': 17994, 'total': 18183, 'justify': 9829, 'organized': 12627, 'religion': 14646, 'assumption': 1312, 'currently': 4441, 'likely': 10458, 'common': 3699, 'assume': 1308, 'lorenzo': 10657, 'lama': 10146, 'skilled': 16274, 'decent': 4680, 'lousy': 10685, 'industry': 9151, 'sank': 15409, 'vietnam': 19112, 'vet': 19073, 'jack': 9569, 'kelly': 9908, 'soldier': 16550, 'strap': 17119, 'leather': 10296, 'shove': 16065, 'nail': 11949, 'foot': 7061, 'pin': 13328, 'mission': 11566, 'potential': 13622, 'qualified': 14130, 'jackass': 9571, 'deliverance': 4794, 'reject': 14610, 'strung': 17187, 'so-called': 16502, 'insulting': 9325, 'talented': 17630, 'deplorable': 4882, 'renaissance': 14693, 'reader': 14384, 'listen': 10520, 'sake': 15362, 'corky': 4091, 'romano': 15148, 'jaw': 9632, 'dropping': 5569, \"comedy's\": 3654, 'kattan': 9881, 'undercover': 18621, 'brother': 2513, 'ran': 14275, 'page': 12833, 'groove': 7937, 'tube': 18443, 'comedic': 3651, 'flipping': 6973, 'nonsense': 12256, 'laughing': 10234, 'easier': 5725, 'favor': 6673, 'trash': 18300, 'soft': 16534, 'manager': 10954, 'hoping': 8668, 'stalking': 16894, 'visitor': 19185, 'resolution': 14810, 'zip': 19959, 'purchased': 14079, 'stooge': 17075, 'six': 16245, 'curly': 4437, 'shemp': 15988, 'moe': 11630, 'larry': 10201, 'joe': 9717, 'funniest': 7340, 'beware': 1951, 'appearing': 1094, 'christine': 3305, 'mcintyre': 11230, 'green': 7868, 'doris': 5426, 'johnny': 9727, 'nancy': 11965, 'leonard': 10356, 'gate': 7462, 'emil': 5945, 'groom': 7935, 'daisy': 4514, 'wonderfully': 19712, 'bryan': 2541, 'fuller': 7318, 'needing': 12067, 'huge': 8740, 'relief': 14642, 'unlike': 18779, 'compared': 3720, 'newer': 12135, 'scrub': 15637, 'similarity': 16175, 'tedious': 17754, 'premiere': 13729, 'zero': 19951, 'coccio': 3544, 'overplayed': 12760, 'social': 16515, 'expose': 6452, 'ignorance': 8882, 'battle': 1739, 'conformity': 3864, 'ugly': 18537, 'sight': 16140, 'explain': 6425, 'cemetery': 3039, 'intelligence': 9339, 'closing': 3493, 'smiling': 16429, 'suburb': 17280, 'motive': 11782, 'driving': 5560, 'calm': 2746, 'cal': 2727, 'wake': 19272, 'shape': 15931, 'andre': 934, 'wearing': 19417, 'shirt': 16022, 'shaping': 15934, 'express': 6457, 'malaise': 10921, 'accepted': 418, 'burning': 2634, 'communicated': 3704, 'blind': 2110, 'rage': 14227, 'refusal': 14556, 'aggressive': 657, 'whining': 19540, 'imdb': 8934, 'contradict': 4001, 'deny': 4860, 'mattered': 11167, 'bear': 1764, 'began': 1815, 'scare': 15503, 'confuse': 3870, 'kidding': 9951, 'propose': 13946, 'kicked': 9945, 'consist': 3927, 'traveling': 18311, 'resolve': 14811, 'getting': 7558, 'boyfriend': 2339, 'starring': 16938, 'bought': 2306, '15': 53, '17': 58, \"studio's\": 17199, 'advise': 598, 'mary-kate': 11101, 'ashley': 1259, 'drew': 5535, '18': 60, 'year-old': 19864, 'sixteen': 16246, '10th': 41, 'emma': 5952, 'articulate': 1236, 'awkwardness': 1499, 'ned': 12063, 'obviously': 12427, 'pg': 13234, 'throughly': 17986, 'profanity': 13874, 'stinker': 17047, 'nominated': 12240, 'golden': 7706, 'globe': 7657, \"they've\": 17917, 'painter': 12847, 'mangled': 10964, 'recognition': 14455, 'liberty': 10413, 'bizarre': 2047, 'account': 442, 'naked': 11956, 'hurriedly': 8798, 'capped': 2823, 'summary': 17348, \"artist's\": 1245, \"they'd\": 17914, 'favored': 6676, 'brevity': 2429, 'compare': 3719, 'hamlet': 8124, 'shakespeare': 15907, 'deliver': 4793, 'medium': 11282, 'ground': 7947, 'spring': 16823, 'vacation': 18955, 'stretch': 17144, 'bach': 1532, 'cinematography': 3350, 'incredibly': 9104, 'unseen': 18839, 'viewed': 19115, 'spy': 16835, 'classically': 3400, 'reporter': 14744, 'california': 2738, 'celebrates': 3021, 'swedish': 17504, 'ancestry': 925, 'putting': 14112, 'associate': 1303, 'karen': 9858, 'celebrity': 3024, 'ringo': 15025, 'starr': 16936, 'wilson': 19623, 'disgruntled': 5205, 'beau': 1780, 'follows': 7041, 'wanna': 19313, 'football': 7063, 'assignment': 1297, 'station': 16961, 'reservation': 14795, \"where's\": 19522, 'gonna': 7720, 'mistakenly': 11574, 'museum': 11887, 'proprietor': 13950, 'keller': 9905, 'lassick': 10207, 'gentleman': 7525, 'insisting': 9290, 'receive': 14432, 'next': 12147, 'whispered': 19550, 'phone': 13263, \"she'd\": 15961, 'paradise': 12913, 'eager': 5700, 'settle': 15857, 'shoot': 16042, 'swede': 17502, 'wondering': 19713, 'pal': 12855, 'vicki': 19090, 'slip': 16364, 'clothes': 3497, 'tub': 18442, 'realizing': 14407, 'hears': 8333, 'thanks': 17873, 'expressing': 6459, 'fat': 6650, 'peeping': 13096, 'tom': 18117, 'left': 10312, 'tumble': 18453, 'nap': 11971, 'yanked': 19850, 'apparently': 1086, 'plate': 13396, 'kitchen': 10003, 'knee': 10017, 'collect': 3596, 'hair': 8085, 'fashionable': 6637, 'scarf': 15506, 'sway': 17491, 'attracting': 1385, 'flashback': 6927, 'sick': 16117, 'sadistic': 15341, 'smile': 16426, 'carnage': 2881, 'weeping': 19440, 'basement': 1703, 'tragedy': 18241, 'open': 12565, 'stephen': 17000, 'furst': 7350, 'homework': 8622, 'studying': 17201, 'communication': 3706, 'diverse': 5314, 'luster': 10786, 'pathetically': 13007, 'program': 13887, '35': 215, 'teaching': 17723, 'profession': 13875, 'survive': 17447, 'financially': 6847, 'student': 17195, 'pomp': 13526, 'remind': 14676, 'repeatedly': 14720, 'tried': 18366, 'burn': 2631, 'immediately': 8947, 'recalled': 14427, 'sack': 15325, 'fetched': 6762, 'pity': 13367, 'daphne': 4570, 'damn': 4534, 'literally': 10531, 'radiates': 14214, 'offend': 12469, 'brothel': 2512, 'mistress': 11577, 'crawl': 4247, 'regret': 14579, 'organ': 12620, 'concept': 3808, 'disastrous': 5166, 'overdone': 12744, 'twisted': 18498, 'fascinating': 6632, 'hobgoblin': 8575, 'attracted': 1384, 'anywhere': 1062, 'nine': 12191, 'discussion': 5198, 'frigid': 7271, 'demanding': 4813, 'girlfriend': 7612, 'enter': 6087, 'beggar': 1816, 'belief': 1846, 'casting': 2953, 'service': 15842, 'jennifer': 9666, 'beals': 1761, 'woefully': 19697, 'miscast': 11533, 'jarring': 9628, 'gallagher': 7397, 'jenny': 9668, 'levine': 10390, 'owning': 12801, 'attempted': 1365, 'accent': 413, 'concentrated': 3805, 'african': 633, 'merchant': 11346, 'socially': 16519, 'desirable': 4934, 'gen': 7494, 'de': 4631, 'skinned': 16281, 'pronounced': 13931, 'blond': 2130, 'bothered': 2300, 'pool': 13538, 'physically': 13279, 'respect': 14824, 'choose': 3276, 'daniel': 4557, 'gloria': 7660, 'reuben': 14889, 'relate': 14617, 'bounce': 2309, 'spoiler': 16786, 'contrary': 4006, 'judson': 9793, 'mill': 11460, 'chuck': 3317, 'norris': 12275, 'stretched': 17145, 'aired': 699, 'blowing': 2153, 'missile': 11564, 'packed': 12825, 'fill': 6815, 'slot': 16379, 'scheduled': 15532, 'cbs': 3009, 'january': 9618, 'airing': 701, 'filming': 6830, 'completed': 3753, '2001': 172, '4': 225, 'terrorist': 17842, 'attack': 1359, 'bin': 2005, 'laden': 10132, 'planned': 13388, 'nuclear': 12327, \"president's\": 13760, 'locate': 10573, 'eliminate': 5879, 'segal': 15722, 'barrel': 1681, 'teenager': 17761, 'cardboard': 2846, 'loose': 10644, 'dope': 5421, 'arrested': 1214, 'located': 10574, 'general': 7498, 'million': 11469, 'stealth': 16978, 'handed': 8140, 'force': 7074, 'pilot': 13325, 'trained': 18249, \"segal's\": 15723, 'swell': 17514, 'swoop': 17538, 'surplus': 17429, 'popeye': 13549, 'east': 5728, 'scar': 15500, 'hitler': 8560, 'landscape': 10177, 'destructive': 4960, 'machine': 10829, 'awry': 1500, 'well-crafted': 19467, 'perceived': 13132, 'firing': 6878, 'spacecraft': 16655, 'gigantic': 7583, 'gun': 8015, 'astronaut': 1328, 'desire': 4935, 'inhumanity': 9231, 'catalyst': 2966, 'bc': 1757, 'fiend': 6795, 'moron': 11738, 'absent': 389, 'fund': 7329, 'crop': 4339, 'sitcom': 16236, 'stereotype': 17007, 'norm': 12268, 'postcard': 13607, 'murky': 11880, 'indoor': 9139, 'silhouette': 16159, 'bruce': 2525, 'mcdonalds': 11219, 'cinematically': 3347, 'compelled': 3728, 'precisely': 13692, 'deathstalker': 4651, '1983': 143, 'sorcery': 16619, 'sub-genre': 17239, 'photography': 13274, 'amateurish': 844, 'cheesy': 3193, 'error': 6176, 'rick': 14982, 'hill': 8516, 'witch': 19675, 'task': 17691, 'unite': 18760, 'power': 13641, 'chaos': 3106, 'creation': 4265, 'ruler': 15268, 'sorcerer': 16618, 'obtaining': 12424, 'possession': 13596, 'fortunately': 7137, 'tournament': 18202, 'winner': 19648, \"king's\": 9983, 'obtain': 12422, 'benton': 1893, 'claw': 3416, 'luckily': 10740, 'allowed': 796, 'lana': 10161, 'clarkson': 3393, 'meantime': 11257, \"guy's\": 8044, 'falling': 6572, 'beard': 1766, 'introduced': 9433, 'robe': 15082, 'companion': 3712, 'richard': 14973, 'topless': 18153, 'exposing': 6454, 'breast': 2405, 'giant': 7573, 'pig': 13313, 'locked': 10578, 'chest': 3214, 'eyeball': 6504, 'finger': 6858, 'unintentionally': 18748, 'eye-candy': 6499, 'impression': 9017, 'aware': 1483, 'crappy': 4232, 'nudity': 12331, 'recycled': 14494, 'suspense': 17460, 'build': 2576, 'folklore': 7035, 'complicated': 3763, 'philosophical': 13258, 'knowing': 10033, 'studied': 17197, 'hooray': 8656, 'picasso': 13289, 'accomplished': 437, 'encourage': 6000, 'paint': 12844, 'draw': 5506, 'form': 7116, 'primitive': 13813, 'doodle': 5409, 'depressingly': 4890, 'uncreative': 18609, 'horrid': 8684, 'impressive': 9021, 'emerging': 5943, 'training': 18252, 'impressed': 9015, 'foxx': 7161, 'certain': 3058, 'define': 4748, 'fuqua': 7343, 'demonstrate': 4833, 'brilliance': 2454, 'emerged': 5939, 'focus': 7023, 'unique': 18754, 'strangest': 17114, 'simplest': 16186, 'shocking': 16031, 'jumped': 9812, 'aboard': 373, 'bandwagon': 1623, 'greatness': 7863, 'explosion': 6449, 'horse': 8692, 'suddenly': 17308, 'unknown': 18772, 'structure': 17181, 'charlie': 3132, 'recreate': 14484, 'wheel': 19517, 'proved': 13983, 'annoyed': 996, 'sitting': 16240, 'allowing': 797, 'viewing': 19118, 'jamie': 9602, 'helmed': 8406, 'vehicle': 19018, 'dramatic': 5494, 'chosen': 3292, 'handle': 8147, 'neither': 12091, 'train': 18247, 'downtrodden': 5466, 'adding': 517, 'quip': 14171, 'culture': 4418, 'stopped': 17081, \"foxx's\": 7162, 'destroyed': 4955, 'grasp': 7834, 'crack': 4203, 'worked': 19739, 'average': 1459, 'table': 17590, 'substantial': 17267, 'pawn': 13048, 'filling': 6818, 'verdict': 19046, 'accusation': 449, 'creativity': 4268, 'upstage': 18905, 'eventually': 6265, 'sunk': 17363, 'bag': 1571, 'cheese': 3189, 'tackle': 17598, 'issue': 9543, 'harsh': 8236, 'contained': 3965, 'remaining': 14662, 'hundred': 8779, 'curious': 4434, 'posed': 13584, 'sport': 16805, 'boxing': 2333, 'hitting': 8564, 'clip': 3469, 'topic': 18151, 'adversity': 590, 'childhood': 3239, 'timeless': 18046, 'carlos': 2875, \"saura's\": 15461, 'carmen': 2879, 'alone': 809, 'spanish': 16669, 'excite': 6347, 'flamenco': 6920, 'staged': 16872, 'adaptation': 507, 'powerful': 13643, 'choreographer': 3288, 'principle': 13819, 'dancer': 4544, 'dazzling': 4629, 'godfather': 7693, 'generally': 7500, 'dumped': 5635, 'heavily': 8363, 'awarded': 1482, 'master': 11126, 'hitchcock': 8556, 'burton': 2643, 'headache': 8307, 'frenetic': 7240, 'tour-de-force': 18198, 'snapping': 16459, 'object': 12391, 'interfere': 9367, 'communicate': 3703, 'disliked': 5223, 'overriding': 12764, 'humanity': 8758, 'harshness': 8238, 'text': 17859, 'mention': 11337, 'ape': 1069, 'facial': 6527, 'stumble': 17205, 'memorized': 11322, 'week': 19435, 'tickled': 18017, 'dudley': 5608, 'moore': 11709, 'portrays': 13580, 'liza': 10553, 'minelli': 11494, 'kick': 9943, 'visiting': 19184, 'conversation': 4031, 'butler': 2669, \"susan's\": 17453, 'library': 10416, 'followed': 7038, \"arthur's\": 1234, 'reply': 14739, 'computer': 3791, \"rose's\": 15187, 'exist': 6385, 'subjected': 17248, 'abuse': 404, 'torment': 18159, 'classmate': 3403, 'frightened': 7267, 'cruel': 4369, 'towards': 18207, 'demonstrates': 4835, 'foremost': 7090, 'feared': 6688, 'manipulates': 10977, 'youth': 19906, 'influence': 9194, 'allow': 794, 'immorality': 8957, 'amber': 855, 'rape': 14303, 'austin': 1420, 'torn': 18162, 'exposure': 6456, 'learn': 10288, 'excited': 6348, 'occurs': 12443, 'occur': 12439, 'composed': 3770, 'billion': 2000, 'probability': 13843, 'mix': 11587, 'net': 12113, 'counted': 4151, 'portion': 13572, 'medical': 11273, 'remembering': 14674, 'biology': 2020, 'redeeming': 14502, 'dancing': 4545, 'invaluable': 9449, 'wedding': 19431, 'spliced': 16778, 'cg': 3066, \"we're\": 19403, 'addicted': 514, 'treated': 18329, 'smash': 16418, 'dutch': 5666, 'verhoeven': 19049, 'mainstream': 10903, 'robocop': 15090, 'widow': 19590, 'spider': 16740, 'catching': 2971, 'prey': 13798, 'web': 19424, 'reve': 14897, 'self-centered': 15742, 'morbid': 11721, 'invited': 9476, 'guest': 7986, 'speaker': 16687, 'club': 3505, 'meeting': 11289, 'amsterdam': 897, 'glimpse': 7649, 'asked': 1268, 'insanity': 9268, 'admits': 549, 'newspaper': 12144, 'doom': 5414, 'accepts': 420, 'overnight': 12759, 'salon': 15373, 'learns': 10291, 'imagine': 8926, 'psychological': 14019, 'recounting': 14478, 'figured': 6810, 'gender': 7496, \"verhoeven's\": 19050, 'pace': 12814, 'usual': 18937, 'solar': 16547, 'crisis': 4311, 'load': 10559, 'wondered': 19710, 'encompasses': 5995, 'outer': 12687, 'vast': 19007, 'desert': 4923, 'sprawling': 16816, 'metropolis': 11390, 'awfully': 1494, 'cramped': 4224, 'claustrophobic': 3414, 'underwhelming': 18660, 'imminent': 8955, 'destruction': 4959, 'deadly': 4636, 'flare': 6925, 'shouting': 16064, 'sweating': 17500, 'glow': 7674, 'emergency': 5941, 'heston': 8466, 'palance': 12857, 'matheson': 11154, 'boyle': 2342, 'bothering': 2301, \"anyone's\": 1057, \"else's\": 5906, 'condo': 3836, 'tense': 17808, 'effort': 5807, 'alan': 722, 'junk': 9818, 'personally': 13194, 'constructed': 3950, 'goofy': 7741, 'lotr': 10672, 'starter': 16943, 'glad': 7626, 'rank': 14292, 'depending': 4875, 'minimal': 11500, 'budget': 2564, 'nacho': 11941, 'subtlety': 17278, 'screenplay': 15621, 'discovery': 5190, 'one-man': 12542, 'incredible': 9103, '8/': 296, 'entirely': 6107, 'sin': 16197, 'eater': 5737, 'talked': 17636, 'picking': 13296, 'weller': 19485, 'dealing': 4641, 'catholic': 2986, 'exorcist': 6395, 'stigma': 17035, 'flop': 6989, 'aesthetic': 605, 'penetrating': 13111, 'inner': 9252, 'crown': 4359, 'height': 8385, 'brooklyn': 2506, 'adulthood': 576, 'compel': 3727, 'altering': 826, 'graceful': 7788, 'gratuitous': 7846, 'sentimentality': 15807, 'ridden': 14986, 'solution': 16564, 'naturalism': 12017, 'surpasses': 17427, 'graffiti': 7803, 'combined': 3645, 'presence': 13747, 'martinez': 11086, 'kerry': 9924, 'washington': 19362, 'lanisha': 10184, 'anna': 979, 'simpson': 16192, 'blatantly': 2088, 'dismiss': 5231, 'apathetic': 1066, 'unemotional': 18685, 'dignity': 5096, 'raw': 14349, 'riveting': 15061, 'indifferent': 9131, 'behavior': 1830, 'resounding': 14821, 'likewise': 10460, 'marlene': 11065, 'forte': 7132, 'compliment': 3766, 'clear': 3427, 'mentality': 11335, 'treatment': 18331, 'iconic': 8850, 'board': 2170, 'scenario': 15522, 'illustrate': 8911, 'dollar': 5368, 'haste': 8253, \"we'll\": 19402, 'dip': 5127, 'hat': 8257, 'pick': 13290, 'random': 14282, 'superheroes': 17379, 'suit': 17331, 'resemble': 14788, 'chock': 3265, 'moronic': 11739, 'illustrates': 8913, 'modern': 11620, 'substance': 17265, 'exception': 6336, 'superman': 17385, 'reeve': 14530, 'patrick': 13018, 'sir': 16225, 'ian': 8841, 'x-men': 19833, 'trait': 18254, 'displayed': 5248, 'suited': 17336, 'ideal': 8855, 'resemblance': 14787, 'counterpart': 4153, 'sandy': 15402, 'collora': 3610, 'direct': 5133, 'tantalizing': 17665, 'outcome': 12679, 'super': 17370, 'batman': 1732, ':d': 331, 'fictitious': 6788, 'universe': 18766, \"o'hearn\": 12370, 'similarly': 16176, 'utterly': 18950, 'term': 17820, 'undoubtedly': 18674, 'approximation': 1129, 'clark': 3390, 'bartram': 1697, 'knight': 10020, 'hugely': 8741, 'judicious': 9791, 'intrigued': 9427, 'evoked': 6292, 'acerbic': 455, 'adverse': 589, 'experienced': 6416, 'betrayed': 1936, 'rant': 14297, 'liberal': 10408, 'usage': 18927, 'diction': 5066, 'closed': 3486, 'phenomenon': 13244, 'albeit': 729, 'aforementioned': 629, 'doubt': 5438, 'derive': 4904, 'satisfaction': 15445, 'misguided': 11547, 'cgi': 3067, 'popcorn': 13547, 'imbecile': 8931, 'revel': 14902, 'churn': 3330, 'speak': 16685, 'sufficient': 17317, 'sub': 17238, 'sesame': 15847, 'mob': 11603, 'prop': 13934, 'clothing': 3498, 'intimate': 9413, 'dakota': 4516, '1988': 148, 'lou': 10674, 'diamond': 5045, 'phillips': 13254, 'harley': 8212, \"it'll\": 9547, 'remain': 14659, 'bike': 1986, 'involves': 9481, 'posturing': 13615, 'complaining': 3747, 'yesterday': 19880, 'delivered': 4795, 'tricky': 18364, 'sharon': 15944, '48': 238, 'fake': 6562, 'barbie': 1653, 'commenting': 3685, 'crew': 4295, 'marlon': 11067, 'subplot': 17260, 'mira': 11519, 'sorvino': 16630, 'donald': 5394, 'sutherland': 17469, 'forgets': 7102, 'makeup': 10918, 'choppy': 3283, 'dubbed': 5595, 'inappropriate': 9054, 'casted': 2952, 'vinnie': 19146, 'hut': 8812, 'jet': 9687, 'halfway': 8104, 'politics': 13517, 'fix': 6906, 'disappointment': 5162, 'favourite': 6679, 'clumsy': 3509, 'hastily': 8254, 'cited': 3362, 'statue': 16964, 'chemistry': 3201, 'non-existent': 12245, 'rochester': 15097, 'highlight': 8500, 'eyre': 6510, 'randomly': 14283, 'flow': 6999, 'suggest': 17322, 'bbc': 1755, 'timothy': 18057, 'dalton': 4522, 'zelah': 19944, 'clarke': 3392, '1997': 158, 'hind': 8524, 'samantha': 15381, 'morton': 11757, 'phantom': 13237, 'mall': 10933, 'forgotten': 7112, 'variant': 18996, 'opera': 12571, 'grave': 7847, 'useless': 18931, 'scriptwriter': 15633, 'ordinary': 12618, 'brutally': 2538, 'refused': 14558, 'survived': 17448, 'hidden': 8482, 'avenge': 1455, 'guard': 7977, 'effective': 5800, 'conspiracy': 3937, 'intelligent': 9340, 'relaxing': 14628, 'ken': 9911, 'foree': 7083, 'die-hard': 5072, 'dawn': 4615, 'milestone': 11451, 'tv-movie': 18480, 'mayor': 11195, 'elegant': 5859, 'pauly': 13041, 'shore': 16050, 'biased': 1964, 'whitman': 19557, 'tung': 18459, 'network': 12117, 'turning': 18473, 'regular': 14583, 'sand': 15395, 'evening': 6259, 'tremendous': 18340, 'exceeded': 6326, 'interaction': 9357, 'inspires': 9300, 'rhode': 14957, 'buff': 2567, 'expertly': 6424, 'restored': 14845, 'automobile': 1442, 'needle': 12068, 'frailty': 7173, 'achieves': 459, 'following': 7040, 'logic': 10589, \"man's\": 10948, 'delusion': 4806, 'obsession': 12418, 'depravity': 4887, 'loving': 10699, 'raising': 14248, \"family's\": 6585, 'flip': 6969, 'upside': 18904, 'vision': 19179, 'disguised': 5207, 'proceeding': 13854, 'unflinching': 18706, 'kidnaps': 9958, 'bind': 2006, 'lay': 10261, 'fenton': 6740, 'crazed': 4252, 'murderer': 11875, 'trust': 18427, \"god's\": 7687, \"dad's\": 4501, 'invite': 9475, 'participate': 12959, 'abusive': 407, 'instruction': 9316, \"we've\": 19404, 'terrified': 17834, 'convinced': 4045, 'mad': 10843, \"he'll\": 8304, 'report': 14741, 'explains': 6428, 'angel': 948, 'warp': 19348, 'fbi': 6686, 'stormy': 17088, 'weather': 19420, 'eerie': 5795, 'menace': 11327, 'backstory': 1550, 'unfolding': 18710, 'remembered': 14673, 'real-life': 14391, 'andrea': 935, 'believed': 1851, 'possessed': 13594, 'satan': 15436, 'drowning': 5575, 'divine': 5322, 'retribution': 14880, 'comfort': 3660, 'clue': 3506, 'hole': 8595, 'regardless': 14566, 'committed': 3696, 'authority': 1434, 'ebert': 5742, '02': 16, 'stamp': 16901, 'approval': 1125, 'angie': 957, 'dickinson': 5060, 'blank': 2079, 'enthralled': 6098, 'revisit': 14918, 'immensely': 8949, 'lifetime': 10435, 'erendira': 6155, 'discovered': 5187, 'passage': 12979, 'shine': 16013, 'teenaged': 17760, 'remarkably': 14668, 'claudia': 3407, 'resembles': 14790, 'winona': 19652, 'ryder': 15310, 'mansion': 10997, 'grandmother': 7820, 'irene': 9496, 'prostitution': 13962, 'repay': 14717, 'damage': 4526, 'tastefully': 17695, 'void': 19210, 'steamy': 16981, 'revolves': 14933, 'mexico': 11393, 'atmospheric': 1345, 'enigmatic': 6054, 'dreamlike': 5524, 'mentioning': 11339, 'allegorical': 783, 'lone': 10606, 'melancholy': 11296, 'mexican': 11392, 'rewind': 14940, 'tape': 17670, 'subtitle': 17275, 'el': 5836, 'tan': 17653, 'grande': 7814, \"world's\": 19748, 'stumbling': 17207, 'dusty': 5665, 'bottle': 2303, 'wine': 19641, 'crypt': 4391, 'season': 15670, 'carolina': 2889, 'hbo': 8301, 'buried': 2626, 'fearful': 6689, 'pleasure': 13429, 'cozy': 4200, 'eve': 6256, 'relaxed': 14627, 'chopping': 3282, 'mary': 11099, 'ellen': 5893, 'greedy': 7866, 'hubby': 8735, 'deserve': 4925, 'odds': 12454, 'greatly': 7862, 'maniac': 10969, 'santa': 15413, 'axe': 1502, '1972': 131, 'joan': 9707, 'collins': 3607, 'all-time': 777, 'pit': 13353, 'comprise': 3782, 'doctor': 5341, '1967': 125, 'intertwined': 9398, 'beast': 1770, '666': 271, 'cement': 3037, 'tie': 18021, 'whilst': 19532, 'highlighting': 8502, 'increasing': 9101, 'establishing': 6208, 'beloved': 1863, 'one-liner': 12541, 'notably': 12290, 'shaun': 15952, 'captain': 2830, \"l'engle\": 10104, 'afraid': 631, 'adapted': 508, 'imaginative': 8924, 'madeleine': 10853, 'sorely': 16622, 'educational': 5792, 'ordeal': 12613, 'journey': 9767, 'paulie': 13037, 'russian': 15297, 'missouri': 11569, 'loo': 10626, 'prefer': 13711, 'marilyn': 11042, 'monroe': 11681, 'harlow': 8215, 'jewelry': 9690, 'stepfather': 16998, 'gain': 7386, 'marry': 11074, 'chorus': 3290, \"she'll\": 15962, 'odyssey': 12458, 'patsy': 13026, 'invitation': 9474, 'perform': 13147, 'millionaire': 11470, 'lewis': 10395, 'unbeknownst': 18573, \"stone's\": 17071, 'fling': 6968, 'owes': 12794, 'owns': 12802, 'fellow': 6726, 'lionel': 10510, 'barrymore': 1691, 'franchot': 7183, 'climbing': 3462, 'tree': 18334, 'mid': 11414, 'code': 3552, 'peculiar': 13080, 'censorship': 3043, 'mae': 10866, 'appreciated': 1114, 'reminder': 14678, 'sustained': 17467, 'passing': 12982, 'ironically': 9503, 'influenced': 9195, 'platinum': 13399, 'thelma': 17886, 'todd': 18096, 'freak': 7212, 'accident': 423, 'suicide': 17330, 'homicide': 8624, 'satisfactory': 15447, 'sassy': 15434, 'sparkling': 16677, 'credited': 4278, 'canada': 2777, 'neil': 12089, 'simon': 16179, 'dillon': 5103, 'slew': 16348, 'player': 13408, 'kenny': 9917, 'pitch': 13355, 'opened': 12567, 'toronto': 18165, 'indie': 9129, 'premier': 13728, 'prestigious': 13771, 'fest': 6757, '1999': 160, 'crazy': 4255, 'immature': 8945, 'pant': 12891, 'freaking': 7215, 'whats': 19515, 'jeez': 9654, 'nick': 12161, \"brother's\": 2514, 'onto': 12556, 'necessity': 12058, 'confirm': 3857, 'marina': 11044, 'jazz': 9636, 'te': 17719, \"director's\": 5141, 'andré': 940, 'issued': 9544, 'maintained': 10905, 'managed': 10952, 'impose': 9005, 'preference': 13714, 'religious': 14647, 'paris': 12935, 'france': 7180, 'charlotte': 3135, 'gainsbourg': 7389, 'french': 7238, 'environment': 6120, 'perfume': 13153, 'flower': 7001, \"sister's\": 16232, \"everything's\": 6280, 'alain': 720, 'bernadette': 1908, 'la': 10106, 'ana': 905, 'der': 4897, 'todesking': 18099, 'merry': 11363, 'monument': 11697, 'infamous': 9170, 'nekromantik': 12092, 'seven': 15863, 'revolving': 14934, 'unrelated': 18824, \"people's\": 13125, 'buttgereit': 2673, 'insert': 9275, 'horrifying': 8688, 'severely': 15870, 'decomposing': 4703, 'wholesome': 19570, 'ranked': 14293, 'depressing': 4889, 'art-house': 1228, 'explaining': 6427, 'frustration': 7293, 'stranger': 17113, 'molesting': 11642, 'observe': 12412, 'debatable': 4654, 'vague': 18961, 'chain': 3072, 'letter': 10381, 'encourages': 6002, 'commit': 3693, 'uninformed': 18739, 'dramatically': 5495, 'graphic': 7830, 'misery': 11542, 'thursday': 18002, 'stylishly': 17232, 'viewpoint': 19119, 'bridge': 2438, 'occupation': 12434, 'professionalism': 13877, 'forcing': 7078, 'contemplate': 3971, 'prologue': 13905, 'cat': 2960, 'photographer': 13271, 'shepard': 15992, 'chance': 3092, 'inn': 9249, 'deaf': 4638, 'landlord': 10172, 'irritation': 9519, 'shelter': 15985, 'kindly': 9978, 'bold': 2202, 'woulda': 19769, 'logical': 10590, 'occult': 12432, 'occurrence': 12441, 'supernatural': 17389, 'command': 3671, 'identify': 8866, 'notch': 12291, 'spoke': 16789, 'negatively': 12075, 'overblown': 12736, 'caretaker': 2859, 'shining': 16014, 'sudden': 17307, 'realizes': 14406, 'kissing': 10000, 'enters': 6091, 'whacked': 19508, 'dy': 5684, 'trashy': 18303, 'nicholson': 12159, 'vomit': 19221, 'overrated': 12763, 'sleazy': 16331, 'sordid': 16620, 'hopeless': 8665, 'morality': 11717, 'downer': 5455, 'academy': 412, 'brand': 2373, 'freedom': 7229, 'celebrate': 3019, 'unlimited': 18782, 'expense': 6413, 'dose': 5433, 'homosexuality': 8630, 'succeeded': 17288, 'stunned': 17209, 'display': 5247, 'filth': 6839, 'honor': 8639, 'garbage': 7431, '1990s': 151, 'nobody': 12222, 'dustin': 5664, 'hoffman': 8583, 'jon': 9743, 'voight': 19211, 'depp': 4885, 'ratso': 14334, 'rizzo': 15062, 'rain': 14239, 'buck': 2554, 'envelope': 6119, 'big-time': 1976, '1969': 127, 'fondly': 7047, 'glorifying': 7664, 'weirdo': 19455, 'andy': 941, 'warhol': 19332, \"everybody's\": 6274, 'bogus': 2194, 'sang': 15404, 'landmark': 10173, 'marked': 11055, 'official': 12483, 'remained': 14661, 'sewer': 15871, 'bloated': 2121, 'ramble': 14259, 'interminable': 9373, 'discernible': 5172, 'center': 3045, 'nora': 12264, 'elderly': 5842, 'ismael': 9537, 'placed': 13374, 'unfairly': 18698, 'mental': 11334, 'machination': 10828, 'track': 18225, 'awhile': 1496, 'former': 7121, \"nora's\": 12265, 'adopt': 558, 'potent': 13620, 'engrossing': 6047, 'meander': 11250, 'extent': 6475, 'wreak': 19781, 'havoc': 8279, 'patience': 13010, 'wear': 19416, 'distressing': 5292, 'mild': 11447, 'eternity': 6226, 'instance': 9306, 'deathbed': 4649, 'writes': 19803, 'diatribe': 5052, \"daughter's\": 4605, 'theresa': 17908, 'accused': 451, 'confused': 3871, 'self-absorbed': 15739, 'wishing': 19672, 'cancer': 2785, 'operating': 12576, 'unable': 18559, 'fathom': 6662, 'suspicion': 17463, 'co-writer': 3526, 'pretentious': 13782, 'bore': 2267, 'rambling': 14260, 'voyage': 19235, 'sea': 15652, 'wiser': 19668, 'enlightened': 6063, 'mummy': 11860, 'brendan': 2421, 'fraser': 7203, 'overstated': 12772, 'technicolor': 17746, 'optimistic': 12597, 'ceremony': 3057, 'voyeuristic': 19239, 'pedro': 13088, 'summarize': 17345, \"society's\": 16522, 'telescope': 17769, 'jean-luc': 9644, 'godard': 7689, 'stole': 17062, 'braveheart': 2385, 'conflict': 3860, 'scottish': 15596, 'nobility': 12219, 'front': 7279, 'roughly': 15212, '400': 229, 'rob': 15074, 'roy': 15228, 'noble': 12220, 'highlander': 8499, 'englishman': 6044, 'liam': 10403, 'neeson': 12071, 'title': 18077, 'macgregor': 10823, 'clan': 3381, 'function': 7326, 'tend': 17797, 'cattle': 2989, 'nobleman': 12221, 'record': 14473, 'marquis': 11069, 'montrose': 11695, 'food': 7053, 'borrow': 2282, '1000': 37, 'pound': 13628, 'purchase': 14078, 'price': 13799, 'improve': 9030, 'well-being': 19465, 'arise': 1178, 'crony': 4336, 'archibald': 1153, 'cunningham': 4424, 'roth': 15202, 'penniless': 13117, 'would-be': 19768, 'sent': 15802, 'disgustingly': 5212, 'effeminate': 5803, 'rude': 15249, 'heartless': 8350, 'maiden': 10896, 'refuse': 14557, 'responsibility': 14837, 'rotten': 15208, 'debt': 4662, 'strength': 17139, 'fighting': 6806, 'duke': 5618, 'duel': 5610, 'filmed': 6827, 'speed': 16715, 'attribute': 1389, 'shockingly': 16032, 'grotesque': 7945, 'beautifully': 1782, 'paced': 12815, 'jessica': 9683, 'lange': 10181, 'strongest': 17176, 'lusty': 10789, 'deviant': 5006, 'amoral': 890, 'flaw': 6941, 'hound': 8713, 'anyways': 1061, 'tooth': 18145, 'ferry': 6752, 'neck': 12059, 'gas': 7458, 'make-up': 10914, 'scariest': 15509, 'ticked': 18013, 'wanting': 19319, 'refund': 14555, 'sour': 16641, 'quote': 14185, 'essentially': 6204, 'cruise': 4373, 'granted': 7828, 'engaged': 6032, 'tangent': 17657, 'segment': 15724, 'dreaming': 5523, 'elsewhere': 5907, 'schtick': 15559, \"pixar's\": 13370, '8': 293, 'missing': 11565, 'edit': 5776, 'section': 15692, 'invisible': 9473, 'karloff': 9865, 'lugosi': 10749, 'dominant': 5379, 'boris': 2276, 'specially': 16696, 'equipment': 6144, 'janos': 9616, 'rukh': 15264, 'colleague': 3595, 'felix': 6720, 'benet': 1881, 'bela': 1838, 'stevens': 17020, 'nephew': 12104, 'ronald': 15160, 'drake': 5491, 'lawton': 10259, 'meteorite': 11383, 'containing': 3967, 'landed': 10167, 'continent': 3984, 'impress': 9014, 'accompany': 433, 'expedition': 6409, 'africa': 632, 'radium': 14220, 'x': 19831, \"rukh's\": 15265, 'comely': 3656, 'diana': 5046, 'contaminated': 3969, 'instantly': 9308, 'devise': 5015, 'antidote': 1032, 'daily': 4513, 'temporary': 17789, 'affect': 610, 'slowly': 16391, 'informs': 9206, 'accuses': 452, 'betraying': 1937, 'secretly': 15690, 'healing': 8322, \"mother's\": 11770, 'violet': 19157, 'blindness': 2114, 'patient': 13011, 'demise': 4821, 'trap': 18297, 'ambitious': 861, 'raving': 14347, '79': 291, 'longest': 10619, 'collaboration': 3588, \"karloff's\": 9866, 'extraordinary': 6487, 'restraint': 14851, 'fullest': 7320, 'size': 16250, 'mack': 10834, 'truck': 18412, 'useful': 18930, 'ever-present': 6267, 'possibility': 13598, 'catastrophic': 2969, 'misunderstand': 11579, 'spinal': 16751, 'tap': 17669, 'wont': 19717, 'darkman': 4584, 'sony': 16598, 'corin': 4089, 'nemec': 12096, 'paired': 12850, 'cheryl': 3212, 'pollak': 13519, 'movement': 11807, 'tug': 18449, 'heartstrings': 8351, 'bittersweet': 2045, 'gooey': 7738, 'sentimental': 15806, 'turd': 18463, 'geez': 7487, 'suckered': 17305, 'cutting': 4475, '1987': 147, 'threadbare': 17963, 'half-hour': 8102, 'peeper': 13095, 'broadcast': 2479, 'nbc': 12042, 'boomer': 2247, 'earliest': 5707, 'syndication': 17572, 'checking': 3176, 'nostalgia': 12285, 'abrasive': 383, 'restrained': 14849, \"show's\": 16070, 'coe': 3555, 'key': 9928, 'anthology': 1013, 'playhouse': 13412, 'showcase': 16072, 'playwright': 13416, '56': 256, 'offered': 12478, 'wally': 19294, 'underdog': 18625, 'robinson': 15089, 'glass': 7637, 'symbolic': 17556, 'link': 10504, 'passive': 12986, 'observer': 12414, 'provided': 13988, 'tony': 18138, 'brash': 2377, 'harvey': 8247, 'warden': 19326, 'whip': 19542, 'gym': 8051, 'bullying': 2599, 'competition': 3740, \"school's\": 15555, 'patricia': 13017, 'benoit': 1889, 'r': 14189, 'tepid': 17815, 'sloppy': 16378, 'munich': 11868, 'surrender': 17438, 'announced': 989, 'shout': 16062, 'hawk': 8282, 'strictly': 17149, 'custom': 4461, 'employed': 5976, 'nazi': 12037, 'eagle': 5702, 'delivers': 4797, 'stem': 16995, 'perpetuates': 13177, 'myth': 11932, 'hall': 8105, 'carlyle': 2878, 'poem': 13470, 'artistry': 1248, 'district': 5298, 'twenty': 18489, 'deliciously': 4785, 'exotic': 6396, 'funeral': 7335, 'fog': 7028, 'chess': 3213, 'intricately': 9425, 'mandatory': 10960, 'bitter': 2041, 'deathtrap': 4652, 'primarily': 13808, 'receives': 14434, 'manuscript': 11007, 'protest': 13971, 'throw': 17988, 'spin': 16749, 'soaked': 16504, 'caine': 2722, 'senior': 15786, 'loony': 10638, 'executes': 6366, 'psychopathic': 14024, 'retained': 14867, 'collaborated': 3587, 'joined': 9734, 'veteran': 19074, 'burnett': 2633, 'ritter': 15054, 'marilu': 11041, 'henner': 8424, 'taxi': 17713, 'slapstick': 16311, 'require': 14773, 'capital': 2816, '1994': 155, 'saxon': 15480, 'hudson': 8736, 'talbot': 17627, 'abroad': 385, 'financial': 6846, 'lasted': 10210, '13': 48, \"hudson's\": 8737, 'flamboyant': 6918, 'sylvia': 17554, 'julia': 9799, 'arrogant': 1222, 'outdo': 12682, 'transferred': 18268, 'america': 869, 'technical': 17742, 'refinement': 14540, 'quarter': 14139, 'preached': 13680, 'summed': 17350, 'jerry': 9677, 'springer': 16824, 'fitting': 6901, 'potentially': 13623, 'spice': 16737, \"band's\": 1619, 'tina': 18059, 'barrett': 1684, 'lee': 10307, 'bradley': 2356, 'hannah': 8161, 'seventh': 15865, 'swap': 17483, 'vice': 19086, 'versa': 19063, 'discover': 5186, 'clone': 3479, 'goo': 7723, 'recap': 14429, 'moon': 11703, 'werewolf': 19497, 'flesh': 6956, 'bite': 2038, 'mate': 11146, 'mankind': 10982, 'convince': 4044, 'nonetheless': 12253, 'breaking': 2401, 'blunt': 2160, 'afford': 620, ';)': 333, 'transformation': 18272, 'crude': 4367, 'mutilated': 11910, 'drenched': 5530, 'lapse': 10190, 'loos': 10643, 'armed': 1193, 'danger': 4551, 'steve': 17017, 'beside': 1921, 'maker': 10916, '3/10': 204, 'claire': 3379, 'dane': 4548, 'darlene': 4587, 'beckinsale': 1791, 'graduate': 7798, 'thailand': 17867, 'incident': 9068, 'attractive': 1387, 'hong': 8637, 'kong': 10047, 'weekend': 19437, 'airport': 705, 'smuggling': 16448, 'heroine': 8453, 'survival': 17446, 'brokedown': 2491, 'palace': 12856, 'amicus': 877, 'dozen': 5472, 'scribe': 15627, 'bloch': 2123, 'worthwhile': 19764, 'distinguish': 5278, 'impatient': 8969, 'widower': 19592, 'lovely': 10695, 'chloe': 3264, 'resentful': 14793, 'neglect': 12076, 'brutish': 2540, 'intolerance': 9419, 'distaste': 5272, 'mischievous': 11537, 'martin': 11084, 'installment': 9304, 'outrage': 12700, 'occurring': 12442, 'off-screen': 12464, 'purest': 14083, 'novelist': 12317, 'denholm': 4842, 'elliott': 5897, 'dominic': 5386, 'striking': 17154, 'simplicity': 16188, 'stark': 16933, 'terror': 17839, 'duffell': 5614, 'brief': 2440, 'pond': 13528, 'fleeting': 6951, 'phantasm': 13236, 'meadow': 11245, 'haunting': 8273, 'skeletal': 16261, 'tray': 18320, 'holding': 8594, \"cushing's\": 4457, 'severed': 15869, 'fixed': 6908, 'columbo': 3633, 'lt': 10723, 'bond': 2222, 'unravels': 18818, 'dog': 5357, 'mouse': 11800, 'hunting': 8792, 'frawley': 7210, 'slower': 16389, 'starred': 16937, '81': 298, 'ruth': 15301, 'gordon': 7748, \"rosemary's\": 15190, 'unusual': 18869, 'earned': 5710, 'nomination': 12241, 'prior': 13823, 'falk': 6567, 'latest': 10218, '57': 257, 'retired': 14875, '>8/': 336, 'lengthy': 10345, 'saga': 15352, 'divorce': 5325, 'waitress': 19271, 'shelley': 15983, 'drop': 5566, 'hint': 8532, 'connection': 3889, 'certificate': 3061, 'massage': 11119, 'modelling': 11617, 'seducing': 15703, 'impersonating': 8983, 'disabled': 5149, 'prosthetics': 13960, 'pretending': 13779, 'shakespearean': 15909, 'embarrassing': 5921, 'listening': 10523, 'voice-over': 19206, 'aristocratic': 1183, \"father's\": 6659, 'cockney': 3546, 'asylum': 1331, 'seeker': 15713, 'racist': 14206, 'steaming': 16980, 'nugget': 12333, 'aimed': 690, 'degenerate': 4763, 'chase': 3144, 'tunnel': 18461, 'untergang': 18860, 'europa': 6239, 'lola': 10598, 'da': 4498, 'nemesis': 12097, 'inspiration': 9296, \"tom's\": 18118, 'improvised': 9037, 'handheld': 8143, 'ron': 15159, 'silver': 16166, 'henry': 8426, 'lommel': 10602, 'btk': 2545, 'rodent': 15116, 'preposterous': 13742, 'lure': 10778, 'fame': 6579, 'pitiful': 13362, 'serial': 15829, 'dahmer': 4511, 'smoked': 16438, 'nauseous': 12029, 'whoever': 19567, 'cake': 2726, 'bakery': 1587, 'describe': 4915, 'atrocity': 1353, 'please': 13424, 'purple': 14088, 'dinosaur': 5126, 'barney': 1675, 'multiply': 11851, 'fold': 7032, 'fraction': 7165, 'summation': 17349, 'scared': 15505, 'senseless': 15793, 'dopey': 5422, 'genuinely': 7528, 'endearingly': 6009, 'buddy': 2563, 'modest': 11623, 'ivan': 9557, 'trojan': 18392, 'delusional': 4807, 'czech': 4493, 'relatively': 14624, 'republic': 14762, 'produced': 13865, 'sam': 15379, 'mraovich': 11824, 'messed': 11371, 'sole': 16552, 'considers': 3926, 'wow': 19774, 'intended': 9343, 'wayne': 19396, 'aussie': 1416, 'grows': 7961, 'enormously': 6072, 'homo': 8625, 'firstly': 6887, 'nickelodeon': 12163, 'cancel': 2781, 'bean': 1763, 'invader': 9446, 'duck': 5602, 'behind-the-scenes': 1834, 'introduce': 9432, 'li': 10399, 'fist': 6896, 'mask': 11108, 'yuen': 19911, 'woo': 19718, 'ping': 13333, 'matrix': 11161, 'suffers': 17315, 'dubbing': 5596, 'begging': 1818, 'uncut': 18612, 'charisma': 3126, 'goth': 7766, \"li's\": 10400, 'spent': 16730, 'semi': 15775, 'drum': 5581, 'commercial': 3686, 'sly': 16403, \"stallone's\": 16898, 'mile': 11450, 'intersection': 9394, 'drive-in': 5554, 'demolished': 4828, 'uneven': 18690, 'switch': 17533, 'nuisance': 12334, 'detracted': 4986, 'coherent': 3566, '1960': 117, 'safely': 15347, 'inclusion': 9077, 'immediate': 8946, 'aftermath': 639, 'distance': 5270, 'mindless': 11489, 'agreement': 671, 'investigated': 9462, 'pride': 13802, 'marine': 11045, 'philadelphia': 13247, 'nightmarish': 12182, 'eerily': 5796, 'tonight': 18137, 'blinded': 2111, 'depend': 4871, 'uncompromising': 18595, 'depiction': 4880, 'brave': 2384, 'coincidence': 3573, 'react': 14376, 'heroism': 8455, 'self-pity': 15756, 'gloomy': 7659, 'denial': 4843, 'jew': 9688, 'hire': 8539, 'rise': 15041, 'evolves': 6298, 'weep': 19439, 'ponder': 13529, 'trek': 18336, 'doc': 5337, 'savage': 15463, 'major': 10910, 'fanatic': 6591, 'prospect': 13956, 'overwhelming': 12784, 'heightened': 8387, 'anticipation': 1030, 'crib': 4297, 'resulting': 14858, 'disjointed': 5220, 'diluted': 5104, 'respond': 14832, 'long-winded': 10616, 'ought': 12672, 'overlong': 12754, 'subplots': 17261, 'swiss': 17532, 'oil': 12497, 'boot': 2255, 'juvenile': 9834, 'committing': 3698, 'ease': 5724, 'hospital': 8698, 'forwarded': 7142, 'speech': 16713, 'worn': 19754, 'convenience': 4024, 'nutty': 12354, 'ex-lover': 6309, 'detriment': 4989, 'confined': 3854, 'psychiatric': 14014, 'epilogue': 6131, 'wrap': 19775, 'sub-plots': 17242, 'happiness': 8176, 'equivalent': 6146, 'snow': 16495, 'glaring': 7635, 'tear-jerking': 17733, 'esther': 6216, 'howard': 8726, 'nonexistent': 12254, 'attached': 1356, 'alcoholic': 737, 'addict': 513, 'forgives': 7109, 'deadbeat': 4635, 'asking': 1270, 'foreshadowing': 7095, 'reckless': 14447, 'hideous': 8485, 'closely': 3487, 'whopping': 19575, '7': 276, 'docudrama': 5344, 'haphazard': 8166, 'inept': 9155, 'offspring': 12490, 'daytime': 4625, 'v': 18953, 'oprah': 12593, 'explore': 6444, 'weighty': 19447, 'shallow': 15915, 'investigating': 9464, 'unprofessional': 18812, 'incompetent': 9083, 'court': 4172, 'molester': 11641, 'differently': 5082, 'returned': 14887, 'sixth': 16247, \"boy's\": 2335, 'testify': 17851, 'behalf': 1825, 'plus': 13459, 'greed': 7865, 'informed': 9203, \"victim's\": 19093, 'sold': 16549, 'tabloid': 17592, 'adolescent': 555, 'lawyer': 10260, 'benefit': 1879, 'highest': 8497, 'explained': 6426, 'wing': 19644, 'republican': 14763, 'congressman': 3881, 'presidential': 13761, 'candidate': 2788, 'president': 13759, 'political': 13514, 'exposed': 6453, 'infant': 9172, 'removed': 14690, 'pregnant': 13719, 'probation': 13846, 'violation': 19153, 'editorial': 5782, 'wretched': 19793, 'jail': 9593, 'salacious': 15364, 'melange': 11297, 'made-for-tv': 10851, 'travesty': 18317, 'underway': 18658, 'demo': 4823, '5.1': 244, 'imax': 8930, 'prix': 13835, 'minus': 11516, 'suspiciously': 17465, 'speeded': 16716, 'requires': 14776, 'suspension': 17462, 'disbelief': 5168, 'engine': 6036, 'politically': 13515, 'incorrect': 9097, \"moore's\": 11710, 'lovable': 10686, 'lush': 10784, 'infectious': 9178, 'utter': 18947, 'silliness': 16163, 'minnelli': 11510, 'linda': 10485, 'gielgud': 7579, 'deserved': 4926, '1980s': 140, 'farewell': 6615, 'honour': 8642, 'thief': 17921, 'neat': 12053, 'mismatched': 11557, 'delon': 4801, 'bronson': 2495, 'trapped': 18298, 'wage': 19257, 'striptease': 17163, 'irritating': 9517, 'catchphrase': 2972, 'brigitte': 2453, 'sporting': 16806, 'hideously': 8486, 'hairstyle': 8091, 'bald': 1595, 'wig': 19596, 'liability': 10401, 'unpretentious': 18811, 'uk': 18540, 'widescreen': 19587, 'inferior': 9179, 'bernhard': 1910, 'faye': 6685, 'grant': 7826, 'delia': 4779, 'convent': 4027, 'financing': 6848, 'committee': 3697, 'inexplicable': 9168, 'creates': 4263, 'metaphysical': 11381, 'therapy': 17899, 'heal': 8319, 'tarot': 17686, 'private': 13831, 'lerner': 10364, 'thrill': 17976, 'gory': 7759, 'damien': 4531, 'dispatch': 5243, 'excitement': 6349, 'middling': 11422, 'furthermore': 7351, 'mediocre': 11277, 'secondary': 15684, 'madison': 10858, 'mason': 11113, 'duncan': 5639, 'omen': 12529, 'iii': 8890, 'goldsmith': 7710, 'exclusively': 6355, 'hardcore': 8193, 'follower': 7039, 'motion': 11775, 'jorge': 9752, 'dominique': 5390, 'gregory': 7886, 'peck': 13075, 'holden': 8592, 'taylor': 17714, 'baker': 1585, 'traumatized': 18306, 'brandon': 2376, 'naughty': 12025, 'snap': 16457, 'trite': 18384, 'staring': 16932, 'hallucinating': 8111, 'sakura': 15363, 'ninja': 12195, 'mistake': 11572, 'connors': 3900, 'obi': 12389, 'wan': 19304, 'kenobi': 9918, 'exclaims': 6351, 'wisdom': 19662, 'laughable': 10231, 'supreme': 17410, 'concentration': 3807, 'aide': 682, 'sonny': 16597, 'tends': 17803, 'genetic': 7511, 'cloning': 3480, 'askey': 1269, 'consistent': 3930, 'ted': 17751, 'enjoying': 6059, 'familiarity': 6583, 'inspired': 9299, 'murdoch': 11878, 'proceed': 13852, 'annoy': 994, 'passenger': 12981, 'arnold': 1202, 'ridley': 15000, 'kathleen': 9876, 'harrison': 8230, 'spinster': 16755, 'chip': 3262, 'saturday': 15453, 'morning': 11736, 'lightweight': 10451, 'bunny': 2610, 'dorothy': 5430, 'stratten': 17123, 'bogdanovich': 2187, 'low-life': 10706, 'zillion': 19956, 'patty': 13033, 'hansen': 8163, 'orson': 12646, 'welles': 19486, 'audrey': 1407, 'hepburn': 8430, 'cavorting': 3006, 'god-awful': 7688, 'clunker': 3510, 'surrounding': 17442, 'tawdry': 17711, 'cafe': 2710, 'lumiere': 10763, 'ozu': 12807, 'hou': 8712, 'nada': 11942, 'translates': 18280, 'taiwanese': 17618, 'composer': 3771, 'lampoon': 10158, 'rome': 15153, 'italy': 9551, 'practically': 13651, 'larger': 10196, \"lampoon's\": 10159, 'unlikely': 18781, 'rectify': 14492, 'appalling': 1083, 'chevy': 3218, 'angelo': 953, 'fork': 7113, '£': 19986, 'privilege': 13832, 'idle': 8877, 'smith': 16433, 'coltrane': 3630, 'trot': 18401, 'clichés': 3446, 'yawn': 19856, 'ham': 8117, 'bobby': 2179, 'bicycle': 1969, 'rosie': 15195, 'cheek': 3180, 'vicious': 19088, 'pompous': 13527, 'lecherous': 10301, 'di': 5035, 'sweetly': 17512, 'embarrassingly': 5922, 'franchise': 7182, 'lose': 10664, 'public': 14030, 'seeking': 15714, 'reek': 14526, 'shamble': 15918, 'rear': 14412, 'undead': 18613, 'burned': 2632, 'camcorder': 2754, 'sue': 17309, 'aaron': 344, 'kick-ass': 9944, 'comparable': 3716, 'crimson': 4303, 'tide': 18019, 'iceberg': 8845, 'caliber': 2736, 'dynamic': 5691, 'rumor': 15271, 'attracts': 1388, 'techno': 17748, 'non-stop': 12249, 'subliminal': 17252, 'disclaimer': 5176, 'bot': 2296, 'low-budget': 10703, 'three-way': 17972, 'alba': 728, 'samurai': 15391, 'quicker': 14159, 'seagal': 15653, \"they'll\": 17915, 'grindhouse': 7916, 'cornball': 4096, 'humble': 8762, 'wal-mart': 19274, 'bargain': 1663, 'quietly': 14165, 'hindered': 8525, 'begged': 1817, 'forgive': 7106, 'anime': 971, 'rpg': 15237, 'international': 9380, 'voted': 19231, 'justine': 9832, 'psycho': 14017, 'slant': 16304, 'fatal': 6651, 'attraction': 1386, 'mixed': 11588, 'affection': 613, 'singer': 16208, 'josie': 9759, 'organisation': 12622, 'threat': 17964, 'headed': 8308, 'ryan': 15308, 'blooded': 2135, 'prince': 13814, 'hodder': 8579, 'understandably': 18646, 'believing': 1853, 'friedman': 7258, 'geoffrey': 7529, 'holliday': 8598, 'promisingly': 13916, 'splattered': 16772, 'populated': 13557, \"character's\": 3113, 'half-way': 8103, 'linear': 10492, 'climatic': 3457, 'showdown': 16075, 'neon': 12103, 'noting': 12304, 'embarrassed': 5920, '1981': 141, '25': 190, 'puppet': 14075, 'splatter': 16771, 'reasonably': 14415, 'litter': 10536, 'shelf': 15981, 'clutter': 3514, 'dentist': 4858, 'comfortably': 3662, 'stake': 16888, 'applaud': 1098, 'december': 4678, '11th': 44, 'territory': 17838, 'pitched': 13357, 'poke': 13493, 'screened': 15619, 'swinger': 17526, 'clerk': 3435, 'slowed': 16388, 'peet': 13098, 'par': 12908, 'geek': 7484, 'screenwriter': 15622, 'lucrative': 10742, 'naive': 11953, 'misconception': 11538, 'hired': 8540, 'animator': 970, 'ton': 18130, 'drove': 5572, 'overuse': 12778, 'scored': 15584, 'vital': 19190, 'mystic': 11927, 'river': 15059, 'rabbit': 14193, 'opposite': 12587, 'demonicus': 4832, 'repetitive': 14727, 'dude': 5606, 'survivor': 17451, 'cave': 3003, 'cheaply': 3168, 'funhouse': 7336, 'collapse': 3591, 'pile': 13318, 'puke': 14046, 'desperate': 4942, 'thanksgiving': 17874, 'turkey': 18466, 'cushing': 4456, 'completist': 3758, 'asset': 1294, 'effectiveness': 5802, 'vibe': 19080, \"writer's\": 19801, 'block': 2124, 'secluded': 15681, 'fictional': 6786, 'madman': 10860, 'contrivance': 4016, 'premature': 13726, 'point-of-view': 13478, 'mentally': 11336, 'ill': 8894, 'trophy': 18399, \"husband's\": 8804, 'phobia': 13261, 'estate': 6210, 'bimbo': 2004, 'ingenious': 9210, 'wax': 19392, 'separated': 15811, 'gothic': 7768, 'keeper': 9899, 'ax': 1501, 'wielding': 19593, 'sunken': 17364, 'vampire': 18980, 'contributing': 4013, 'bulk': 2588, 'plethora': 13433, 'disgraced': 5203, 'showcased': 16073, 'vega': 19016, 'ferrari': 6748, '1993': 154, 'limit': 10476, \"o'clock\": 12363, 'eddie': 5763, 'griffin': 7903, 'crashed': 4234, 'mph': 11822, 'cheng': 3205, 'whore': 19576, 'losing': 10667, 'pretext': 13784, 'whim': 19533, 'determine': 4977, 'post': 13601, 'dung': 5642, 'brazil': 2392, 'brazilian': 2393, '´': 19991, 'jewel': 9689, 'minded': 11487, 'rom': 15142, 'meandering': 11251, 'godawful': 7691, 'fallon': 6573, 'hairdo': 8087, 'mature': 11171, 'purport': 14089, 'teach': 17721, 'disturbed': 5302, 'irrational': 9506, 'sandler': 15398, 'actively': 488, 'cheering': 3186, 'rational': 14330, 'childish': 3240, 'disgusted': 5210, 'gable': 7370, 'clichéd': 3445, 'heel': 8378, 'activity': 490, 'gangster': 7420, 'gosh': 7761, 'rap': 14301, 'maltin': 10938, 'producing': 13868, 'unintended': 18746, 'chuckle': 3319, 'gimme': 7597, 'butt': 2670, 'hmmm': 8568, 'update': 18888, \"harlow's\": 8216, 'occurred': 12440, 'akin': 712, 'wacky': 19252, 'con': 3793, 'polly': 13522, 'prof': 13872, 'wandering': 19308, 'necklace': 12060, 'aztec': 1508, 'coin': 3571, 'string': 17157, 'loot': 10648, 'tank': 17663, 'tow': 18205, 'dock': 5340, 'grandpa': 7821, 'un': 18556, 'granny': 7825, 'mysteriously': 11925, 'disappeared': 5155, 'vegetable': 19017, 'spell': 16721, 'serve': 15840, 'captor': 2837, 'treasure': 18325, 'baffled': 1568, 'borderline': 2266, 'hank': 8158, 'locale': 10572, 'sheet': 15972, 'rescued': 14781, 'turf': 18464, 'unfunny': 18719, 'atrociously': 1352, 'jaded': 9585, 'openly': 12570, 'hardened': 8194, 'fuss': 7355, 'wannabe': 19315, 'jake': 9596, 'bare': 1658, 'cliffhanger': 3452, 'narrow': 11987, 'composition': 3773, 'nibelung': 12149, 'breathtaking': 2412, 'duo': 5649, 'siegfried': 16137, 'native': 12015, 'differentiate': 5081, 'stiller': 17038, 'lukewarm': 10757, 'aniston': 973, 'standing': 16911, 'abused': 405, 'delight': 4786, 'yuzna': 19922, 're-animator': 14358, 'concerned': 3812, 'surrealist': 17436, 'excellently': 6332, '1996': 157, 'primal': 13807, 'frighten': 7266, 'minority': 11513, 'feinstone': 6717, \"wife's\": 19595, 'cleaner': 3423, 'brunt': 2533, 'scaring': 15511, 'quota': 14182, 'squeamish': 16846, 'outline': 12696, 'winning': 19649, 'upper': 18895, 'corbin': 4084, 'bernsen': 1912, 'massively': 11125, 'slasher': 16314, 'hesitate': 8462, 'explores': 6447, 'difficulty': 5085, 'strain': 17104, 'incorporates': 9095, 'stunning': 17211, 'enhances': 6052, 'surpassing': 17428, 'parminder': 12946, 'nagra': 11947, 'exceptional': 6337, 'capturing': 2840, 'vitality': 19191, 'keira': 9902, 'knightly': 10022, 'co-star': 3522, 'roscoe': 15185, 'hogg': 8587, 'burt': 2642, 'reynolds': 14949, 'loaded': 10560, 'continues': 3991, 'billy': 2002, 'dirt': 5145, 'slowing': 16390, \"friend's\": 7261, 'cheapest': 3166, 'smoking': 16440, 'gotta': 7769, 'dagger': 4507, 'bennett': 1887, 'attenborough': 1367, 'doolittle': 5413, 'dropped': 5568, 'jeffrey': 9658, 'schlock': 15543, 'flashdance': 6928, 'sat': 15435, 'drained': 5489, '2006': 177, 'rohmer': 15129, 'stray': 17128, 'aristocrat': 1182, 'digitally': 5094, 'decorated': 4708, 'baroque': 1677, '7.5': 278, 'attended': 1372, 'september': 15817, 'silence': 16155, 'montage': 11687, 'singing': 16211, 'extravaganza': 6490, 'owen': 12792, 'presenter': 13752, 'esoteric': 6195, '9/11': 312, 'dignified': 5095, 'zealand': 19940, 'robbed': 15075, 'fellowship': 6728, 'minor': 11512, 'prize': 13839, 'agreed': 669, 'extended': 6469, 'jackie': 9573, 'chan': 3090, 'hanging': 8156, 'reciting': 14446, 'prolonged': 13906, 'drastically': 5505, 'cousin': 4179, 'mikels': 11443, 'pirate': 13350, 'coolest': 4059, 'domino': 5391, 'pizza': 13371, 'claymation': 3418, 'birthday': 2028, 'paperhouse': 12904, '2003': 174, 'alfred': 750, \"hitchcock's\": 8557, 'deeply': 4724, 'frantic': 7200, 'lamb': 10148, 'blair': 2068, '28': 196, 'texas': 17858, 'chainsaw': 3074, 'massacre': 11117, 'halloween': 8110, 'cell': 3032, 'friday': 7255, '13th': 49, 'searching': 15667, 'marianne': 11036, 'faithful': 6559, 'prayer': 13670, 'renamed': 14694, 'scrap': 15601, 'faint': 6550, 'unnerving': 18797, 'eg': 5810, 'apple': 1101, 'cripple': 4309, 'remains': 14663, 'pencil': 13107, 'deformed': 4758, 'unsettling': 18842, 'dislike': 5222, 'rub': 15238, 'indelible': 9109, 'rubbed': 15239, 'loses': 10666, 'temper': 17777, 'rash': 14321, 'elm': 5899, 'upset': 18902, 'parental': 12932, 'portuguese': 13582, 'commendable': 3677, 'regal': 14562, 'botched': 2298, 'elizabeth': 5890, 'breath': 2406, 'execution': 6368, 'basket': 1713, 'saif': 15357, 'akshay': 714, 'kumar': 10087, 'pimp': 13327, 'sensational': 15789, 'seat': 15673, 'kareena': 9857, 'kapoor': 9851, 'karisma': 9863, 'ali': 752, 'khan': 9933, 'dress': 5531, 'erection': 6154, 'condom': 3837, '1/10': 26, '0/10': 11, 'scrat': 15606, 'sabertooth': 15314, 'squirrel': 16852, 'sporadically': 16803, '20,000': 169, 'arresting': 1215, 'stylized': 17235, 'lorne': 10661, 'dismal': 5225, 'superstar': 17391, \"he'd\": 8303, 'wore': 19735, 'snl': 16481, 'cap': 2808, 'dreadfully': 5516, 'thankful': 17870, 'gay': 7477, 'galaxy': 7393, 'goal': 7681, 'population': 13558, 'homophobic': 8628, 'sexist': 15876, 'underneath': 18638, 'pointed': 13480, ');': 3, 'well-written': 19484, 'ra': 14192, 'thesis': 17911, 'peruvian': 13208, 'fashioned': 6638, 'watt': 19388, 'output': 12699, 'heroic': 8451, 'frothy': 7284, 'rko': 15063, 'astaire': 1317, 'rogers': 15125, 'fleet': 6950, 'stand-out': 16908, \"team's\": 17726, 'rightfully': 15015, '1930': 84, 'forgettable': 7103, 'ginger': 7601, 'conveyed': 4038, 'bruckheimer': 2527, 'critical': 4318, 'acclaim': 426, 'spread': 16820, 'russia': 15296, 'ultra': 18548, 'nationalist': 12013, 'threaten': 17965, 'cold': 3579, 'unconvincing': 18603, 'geography': 7532, 'carrier': 2906, 'foch': 7022, 'med': 11270, 'newsreel': 12145, 'balkan': 1599, 'gulf': 8008, 'adjective': 534, 'proper': 13938, 'submarine': 17253, 'commander': 3672, 'nay': 12035, 'arizona': 1184, 'streak': 17129, 'passable': 12978, 'tilly': 18037, 'sarcastic': 15426, 'employee': 5977, 'brow': 2519, 'perpetually': 13175, 'stress': 17141, 'futile': 7357, 'degrading': 4769, 'darryl': 4591, 'walked': 19279, 'tara': 17677, 'reid': 14595, 'christian': 3300, 'slater': 16318, 'dorff': 5424, 'christ': 3297, 'invent': 9452, 'disease': 5200, 'owe': 12790, 'heaton': 8359, 'spike': 16745, 'irrelevant': 9507, 'irish': 9498, 'rave': 14343, 'overacted': 12731, 'quirk': 14172, 'sauce': 15456, 'dublin': 5598, 'attitude': 1381, 'isnt': 9538, 'tidbit': 18018, 'purely': 14082, 'supermarket': 17387, 'colm': 3611, \"could've\": 4142, 'cringeworthy': 4307, 'farrell': 6624, 'wasnt': 19364, 'snatch': 16465, 'lock': 10576, 'stock': 17056, 'intermission': 9374, 'riff': 15004, 'randell': 14280, 'sol': 16545, 'lying': 10798, 'ramones': 14266, 'energetic': 6026, 'n': 11937, 'ally': 804, 'careful': 2852, 'spreading': 16821, 'snafu': 16452, 'incorrectly': 9098, 'panic': 12886, 'confidence': 3851, 'enemy': 6025, 'declares': 4697, 'baloney': 1606, 'learned': 10289, '65': 269, 'relevance': 14636, 'bombing': 2217, 'bumper': 2605, 'sticker': 17029, 'analogy': 912, 'balloon': 1604, 'juice': 9796, 'theodore': 17892, 'rhyme': 14960, 'climate': 3456, '1943': 99, 'justified': 9827, 'paranoia': 12922, 'wound': 19771, 'serbia': 15821, 'yugoslavia': 19912, 'ironic': 9502, 'serbian': 15822, 'blew': 2107, 'louis': 10679, 'sachar': 15324, 'stanley': 16917, 'yelnats': 19875, 'detention': 4971, 'befriends': 1812, 'nicknamed': 12165, 'delinquent': 4791, 'thompson': 17944, 'alex': 742, 'cape': 2814, 'offering': 12479, 'scotland': 15593, 'ferguson': 6742, 'eccentric': 5745, 'landowner': 10176, 'hilary': 8514, 'estranged': 6219, 'reconciliation': 14470, 'regarded': 14564, 'diagnosis': 5039, 'disillusionment': 5217, 'source': 16642, 'upper-class': 18896, 'lunatic': 10770, 'lawrence': 10256, 'arabia': 1137, \"britain's\": 2471, 'overacts': 12733, 'frantically': 7201, 'inbred': 9056, 'auditioning': 1405, 'twit': 18502, 'craig': 4218, 'downward': 5467, 'half-hearted': 8101, 'incestuous': 9066, 'motivated': 11778, 'jealousy': 9641, 'swinging': 17527, 'seventy': 15866, 'date': 4601, '1970': 128, 'censor': 3041, 'explicitly': 6432, 'brotherly': 2517, 'britain': 2470, 'suggestive': 17326, 'liking': 10461, 'motivates': 11779, 'caused': 2995, '4/10': 227, 'gruesomely': 7967, 'bound': 2312, 'psychologically': 14020, 'tortured': 18173, 'frontal': 7280, 'licking': 10420, 'nipple': 12200, 'loosing': 10647, 'gray': 7853, \"killer's\": 9967, 'tension': 17809, 'entering': 6089, 'fancy': 6597, 'engage': 6031, 'finding': 6851, 'arc': 1143, 'slaughterhouse': 16321, 'tolerate': 18111, 'excessive': 6341, 'edited': 5777, 'nintendo': 12197, 'tiff': 18024, 'fanboys': 6595, 'drool': 5564, 'chef': 3196, 'owned': 12797, 'restaurant': 14840, 'loser': 10665, 'adviser': 600, 'supplying': 17397, 'weapon': 19414, 'aching': 462, 'popularity': 13555, 'mario': 11047, 'coolness': 4061, 'puff': 14044, 'guinea': 8001, 'japan': 9620, 'sickest': 16120, 'torture': 18172, 'faked': 6563, 'sickening': 16118, 'unrealistic': 18820, 'intestine': 9411, 'ripping': 15039, 'fingernail': 6859, 'worm': 19753, \"girl's\": 7610, 'spirited': 16760, 'valuable': 18976, 'significant': 16148, 'bloody': 2143, \"devil's\": 5011, 'closest': 3490, 'snuff': 16500, 'mermaid': 11361, 'naval': 12032, 'blimp': 2109, 'real-time': 14392, 'considerably': 3922, '5,000': 242, '1949': 105, '1959': 116, 'association': 1305, 'cooking': 4055, 'complexity': 3761, 'gritty': 7927, 'imperative': 8975, 'buscemi': 2651, 'rosario': 15184, 'forgot': 7111, \"would've\": 19767, 'imagined': 8927, 'hal': 8094, 'hartley': 8241, 'filmic': 6829, 'syriana': 17580, 'retaining': 14868, 'signature': 16144, 'idiosyncratic': 8873, 'fusion': 7354, 'approached': 1121, 'caution': 2997, 'observation': 12411, 'offbeat': 12466, 'pleasant': 13422, 'mesh': 11365, 'established': 6206, 'produce': 13864, 'intrigue': 9426, \"hartley's\": 8242, 'retains': 14869, 'singular': 16218, 'cinematographic': 3349, 'moreover': 11727, 'current': 4440, 'parker': 12940, 'posey': 13585, 'ripe': 15033, 'blessed': 2104, 'chair': 3075, 'uncontrollable': 18600, 'pony': 13533, 'mullet': 11842, 'junior': 9817, 'btw': 2546, 'abominable': 374, 'fox': 7159, 'lily': 10471, 'enlighten': 6062, 'energy': 6027, 'hammond': 8132, 'quick': 14158, 'bone': 2226, 'monogram': 11674, 'sphinx': 16736, 'oddball': 12449, 'breezy': 2419, 'outset': 12705, 'hamilton': 8122, 'hopelessly': 8666, 'atwill': 1392, 'originated': 12639, 'warren': 19352, 'shtick': 16099, 'appearance': 1092, 'incomparable': 9081, 'janitor': 9614, 'defense': 4739, 'attorney': 1382, 'courtroom': 4176, 'programmer': 13890, 'vaudeville': 19010, 'vividly': 19198, 'racism': 14205, 'schneider': 15551, 'carton': 2916, 'rancid': 14278, 'freaked': 7213, \"nicholson's\": 12160, 'descent': 4914, 'rip': 15031, 'referenced': 14535, 'elevator': 5869, 'allusion': 803, 'simultaneously': 16196, 'suspenseful': 17461, 'reminded': 14677, 'trainspotting': 18253, 'scoring': 15585, 'caught': 2992, 'countryside': 4161, 'petrol': 13231, 'fuel': 7301, \"farmer's\": 6620, '12': 45, '7/10': 279, 'blurb': 2163, 'arty': 1251, 'inserted': 9276, 'listless': 10526, 'incoherent': 9079, 'prude': 14005, 'recognised': 14454, 'lulu': 10759, 'prostitute': 13961, 'hairy': 8092, 'belong': 1859, 'filing': 6813, 'indication': 9125, 'ineptitude': 9156, 'moslem': 11762, 'cultural': 4416, 'vista': 19186, 'mosque': 11763, 'mecca': 11265, 'stupendous': 17216, 'rarely': 14317, 'caring': 2865, 'supportive': 17402, 'devout': 5027, 'tolerant': 18110, 'devoted': 5022, 'welcomed': 19461, 'overdue': 12747, 'departure': 4870, 'arab': 1136, '97': 322, 'realised': 14395, 'nearest': 12050, 'log': 10585, 'demi': 4818, 'selected': 15734, 'seal': 15655, 'unit': 18759, \"woman's\": 19705, 'pretend': 13777, 'insult': 9323, \"everyone's\": 6278, 'ostensibly': 12661, 'consensus': 3914, 'purist': 14086, 'certainty': 3060, 'undergone': 18629, 'bypass': 2685, 'honest': 8632, 'concede': 3798, 'representative': 14749, 'dc': 4630, 'unrest': 18830, 'tarzan': 17688, 'ely': 5914, 'eponymous': 6137, 'busey': 2652, 'backed': 1541, 'respective': 14829, 'berryman': 1915, 'adopted': 559, 'waiter': 19269, 'faux': 6670, 'pa': 12811, 'ordering': 12616, 'coke': 3575, 'formal': 7117, 'noted': 12294, 'wherein': 19526, 'martial': 11082, 'discipline': 5175, 'labelled': 10110, 'stated': 16955, 'apartment': 1065, 'disappearance': 5154, 'hallmark': 8109, 'sucker': 17304, 'unfinished': 18704, 'let-down': 10377, 'pyun': 14123, 'develops': 5003, 'warped': 19349, 'kathy': 9878, 'curse': 4444, 'australia': 1421, 'dud': 5605, 'foray': 7069, 'melt': 11310, 'formula': 7125, 'barrage': 1679, 'awkwardly': 1498, 'porno': 13565, 'deliberately': 4781, 'neighbor': 12083, 'heartbreak': 8343, 'mtv': 11826, 'research': 14783, 'max': 11184, '1979': 138, 'weave': 19421, 'gino': 7604, 'establishes': 6207, 'ambiguity': 858, 'introduces': 9434, 'neo-realism': 12101, 'visconti': 19175, 'zorro': 19972, 'legion': 10323, 'chapter': 3111, 'fairbanks': 6552, 'tyrone': 18526, 'antonio': 1040, 'banderas': 1621, 'reed': 14522, 'hadley': 8069, 'implies': 8997, 'posing': 13588, 'indigenous': 9132, 'outlaw': 12693, 'aid': 680, 'overthrow': 12775, 'per': 13129, 'twang': 18485, 'bow': 2321, 'stronger': 17175, 'incomprehensible': 9085, 'wwii': 19827, \"country's\": 4159, '3/4': 205, 'u-boat': 18529, 'submerged': 17254, 'smack': 16404, 'advertising': 596, 'rea': 14372, 'associated': 1304, 'fond': 7043, 'undeniably': 18616, 'slice': 16349, 'dripped': 5549, 'yard': 19853, 'ingrid': 9216, 'pitt': 13363, 'recognise': 14453, \"lee's\": 10308, 'wicker': 19582, 'titled': 18078, 'strangler': 17117, 'figment': 6807, 'originality': 12637, 'waxwork': 19393, 'grayson': 7855, 'venture': 19037, 'neville': 12128, 'joss': 9760, 'ackland': 465, '1966': 124, 'chamber': 3083, 'lesser': 10369, 'claustrophobia': 3413, 'legendary': 10321, 'toy': 18218, 'held': 8393, 'babysitter': 1529, 'superbly': 17373, 'cloak': 3474, 'hammy': 8133, 'unimpressed': 18737, 'contrast': 4007, 'humorous': 8773, 'jibe': 9695, 'didnt': 5070, 'nope': 12263, 'repeat': 14718, 'homer': 8618, '1957': 114, 'launch': 10236, 'dictating': 5063, 'von': 19223, 'braun': 2382, 'failure': 6549, 'marshall': 11080, 'nasa': 11991, 'technology': 17750, 'satellite': 15440, 'sputnik': 16834, 'notoriety': 12306, 'underlying': 18633, '52': 252, 'inspire': 9298, '1970s': 129, 'awe': 1486, 'campus': 2774, 'usa': 18926, 'antonioni': 1041, 'tyrannical': 18521, 'establishment': 6209, 'repeated': 14719, 'stream': 17130, 'psychedelic': 14013, 'staid': 16881, 'copied': 4073, 'personnel': 13197, 'pink': 13336, 'floyd': 7004, 'increased': 9100, 'anti-establishment': 1020, 'documentation': 5347, 'flawed': 6942, \"antonioni's\": 1042, 'wide': 19583, 'aural': 1414, 'mick': 11409, 'jagger': 9591, 'richards': 14975, 'allure': 801, 'frechette': 7218, 'extending': 6470, 'personified': 13196, 'muted': 11909, 'swimming': 17522, 'relevant': 14637, 'questioned': 14154, 'orchestrated': 12610, 'avant-garde': 1453, 'werner': 19498, 'haunted': 8272, 'comforted': 3663, 'failing': 6547, 'touchy': 18191, 'marvelously': 11095, 'katey': 9873, 'bridget': 2439, 'first-rate': 6885, 'garner': 7447, 'lived': 10544, \"o'neill\": 12374, 'premiered': 13730, '911': 316, 'controversial': 4022, 'anti-american': 1017, 'muslim': 11897, 'shoulder': 16061, 'assumed': 1309, 'linked': 10505, \"mom's\": 11647, 'humiliation': 8768, 'tower': 18209, 'cassie': 2947, 'melissa': 11302, 'sagemiller': 15354, 'hallucination': 8112, 'casey': 2932, 'affleck': 617, 'importance': 9002, 'promote': 13919, 'writer-director': 19802, 'carpenter': 2893, 'alleged': 780, '86': 303, 'tedium': 17756, 'proof': 13933, 'claimed': 3376, '9-11': 310, \"here's\": 8439, 'clinton': 3468, 'crusade': 4380, 'jerusalem': 9680, '300': 208, 'proceeded': 13853, 'temple': 17785, 'mount': 11793, 'storm': 17085, 'presidency': 13758, 'implied': 8996, 'listener': 10522, 'oliver': 12516, 'bitterness': 2044, 'reagan': 14389, 'nefarious': 12072, 'assassination': 1283, 'constitutional': 3947, 'transformed': 18273, 'brushed': 2535, 'montgomery': 11692, 'recruit': 14489, 'secretary': 15688, 'dreyfus': 5537, 'sophisticated': 16611, 'novelty': 12319, 'firmly': 6880, 'bug': 2572, 'attachment': 1358, 'out-takes': 12675, 'cassette': 2944, 'alternating': 829, 'gerry': 7546, 'pixar': 13369, 'dreamworks': 5525, 'antz': 1047, 'fairness': 6554, 'kevin': 9927, 'spacey': 16659, 'distinct': 5274, 'blamed': 2072, 'patric': 13016, 'grifter': 7906, 'pulp': 14053, 'root': 15174, 'severe': 15868, 'fishburne': 6890, 'redemption': 14505, '1968': 126, '40': 228, '68': 273, 'accomplishment': 439, 'revealed': 14899, 'leaving': 10300, 'solves': 16567, 'hardly': 8198, 'credible': 4274, 'unusually': 18870, 'stood': 17074, 'dumber': 5627, 'habit': 8060, 'battalion': 1736, 'render': 14695, 'discussing': 5197, 'adrenaline': 569, 'venturing': 19038, 'recruiting': 14491, 'crowd': 4355, 'improvement': 9032, 'romp': 15157, 'willy': 19622, 'matthau': 11168, 'broke': 2489, 'hating': 8265, 'benjamin': 1885, \"al's\": 717, 'tossing': 18181, \"matthau's\": 11169, 'kris': 10070, 'redundant': 14521, 'onwards': 12558, 'stank': 16916, 'exhaustion': 6377, 'rip-off': 15032, 'merit': 11357, 'freaky': 7217, 'filipino': 6814, 'wished': 19670, 'improving': 9034, 'sought': 16631, 're-release': 14364, 'snapped': 16458, 'ranger': 14289, 'market': 11057, 'sealed': 15656, 'willingly': 19618, 'tautou': 17709, 'amelie': 867, 'gap': 7426, '45': 235, 'min': 11480, 'justifies': 9828, 'sugary': 17321, 'bum': 2600, 'intention': 9351, 'disposition': 5256, 'pessimistic': 13219, 'butterfly': 2672, 'blossom': 2147, 'sensible': 15795, 'stale': 16889, 'anytime': 1059, 'gel': 7491, 'gu': 7973, \"sant's\": 15412, 'facile': 6528, 'elephant': 5865, 'dream-like': 5518, 'unfold': 18708, 'beach': 1758, 'grass': 7837, 'rhythm': 14962, 'opposition': 12588, 'logan': 10586, 'grocery': 7931, 'leah': 10280, \"logan's\": 10587, 'rodeo': 15117, 'pretended': 13778, 'misplaced': 11560, 'anyhow': 1054, 'lol': 10597, 'emraan': 5984, 'radha': 14212, 'flirt': 6974, 'bla': 2051, 'door': 5418, 'sits': 16239, 'underworld': 18662, 'ne': 12044, 'dil': 5098, 'cowardly': 4191, 'frequently': 7245, 'outsider': 12708, 'clay': 3417, 'embarks': 5918, 'ecstasy': 5760, 'homicidal': 8623, 'rapist': 14309, 'unsubtle': 18849, 'iraqi': 9493, 'insurgent': 9328, 'needlessly': 12069, 'peer': 13097, 'bomber': 2216, 'hateful': 8263, 'inflicting': 9193, 'invested': 9460, 'advocate': 603, 'reeling': 14528, 'delighted': 4787, 'starving': 16950, 'tnt': 18085, 'translate': 18278, 'fractured': 7166, 'unreal': 18819, 'petty': 13232, 'voyeurism': 19238, 'elusive': 5910, 'arcane': 1145, 'zen': 19947, 'mastery': 11135, 'prophecy': 13941, \"mamet's\": 10943, 'mantegna': 10999, 'superficiality': 17375, 'materialized': 11149, 'oath': 12385, 'harm': 8217, 'performs': 13152, 'advertised': 593, \"cop's\": 4070, 'credulity': 4279, 'reasonable': 14414, 'mamet': 10942, 'presenting': 13753, 'mar': 11010, 'bias': 1963, 'judy': 9794, 'heflin': 8380, 'vary': 19004, 'quits': 14178, 'swallow': 17477, \"lily's\": 10472, 'truely': 18417, 'fay': 6683, 'thornway': 17949, 'standout': 16912, 'connie': 3895, 'frankie': 7196, 'creepiest': 4286, 'claus': 3410, 'merlin': 11360, \"satan's\": 15437, 'minion': 11505, 'visit': 19181, 'scarred': 15515, \"kid's\": 9949, \"santa's\": 15414, 'lap': 10188, 'graham': 7804, 'greene': 7872, 'idol': 8878, 'boyer': 2337, 'temperament': 17778, 'wary': 19358, 'lauren': 10243, 'bacall': 1531, 'paxinou': 13049, 'lorre': 10662, 'wanda': 19305, 'hendrix': 8423, 'hardest': 8196, 'precocious': 13694, 'stolid': 17064, 'scarcely': 15502, 'vaguely': 18962, 'robber': 15076, 'gathering': 7466, 'blade': 2065, 'ensemble': 6076, 'relative': 14623, 'stupidity': 17220, 'monica': 11666, 'emmanuelle': 5954, 'undress': 18675, 'eminently': 5951, 'erotic': 6168, 'laughably': 10232, 'choreographed': 3287, 'incidentally': 9070, 'capable': 2810, 'bat': 1719, 'brettschneider': 2428, 'melvyn': 11315, 'bearing': 1769, 'superstitious': 17392, 'elder': 5841, 'villager': 19132, 'martha': 11081, 'rita': 15049, 'solve': 16565, \"how's\": 8725, 'cheapie': 3167, 'majestic': 10908, 'wray': 19780, '1932': 87, 'enticing': 6105, 'duration': 5658, 'descending': 4912, 'fool': 7054, 'broad': 2477, 'moved': 11806, '1933': 88, 'bland': 2076, 'slack': 16297, 'existing': 6390, \"universal's\": 18764, 'diaz': 5053, 'commonly': 3700, 'analysis': 914, 'keitel': 9903, 'spending': 16728, 'morocco': 11737, 'transport': 18290, 'testament': 17849, 'inaccuracy': 9046, 'sarandon': 15424, 'trio': 18375, 'sergeant': 15826, 'brawl': 2390, 'imperial': 8978, 'intensely': 9347, 'resurgence': 14861, 'guru': 8034, 'rely': 14656, 'regiment': 14571, 'gunga': 8024, 'din': 5118, \"queen's\": 14148, \"kipling's\": 9993, \"hollywood's\": 8603, '1939': 94, 'interlude': 9372, 'fruitless': 7288, 'discus': 5195, 'cary': 2927, 'mclaglen': 11235, 'organism': 12624, 'inseparable': 9274, 'intent': 9350, 'indistinguishable': 9134, 'diminishes': 5112, 'glorious': 7665, 'boasted': 2174, 'clandestine': 3382, 'earning': 5712, 'fewer': 6773, 'reportedly': 14743, 'sympathizer': 17564, 'laurel': 10242, 'jaffe': 9589, 'heartbreaking': 8344, 'radiant': 14213, 'enormous': 6071, 'unforgettable': 18712, 'properly': 13939, 'stalwart': 16899, 'eduardo': 5787, 'incarnate': 9060, 'thuggee': 17996, 'fontaine': 7051, 'hare': 8205, 'maven': 11181, 'demonic': 4831, 'kali': 9844, 'hindu': 8528, 'goddess': 7692, 'bane': 1624, 'strangling': 17118, '30,000': 207, 'cooperation': 4067, 'suppressing': 17408, 'loathing': 10566, \"gilliam's\": 7593, 'sci': 15565, 'fi': 6776, 'willis': 19620, 'cole': 3583, 'goines': 7698, 'survives': 17449, 'wipe': 19656, 'unleashed': 18774, 'twelve': 18487, 'monkey': 11671, 'virus': 19170, '1990': 150, 'wiping': 19658, 'psychiatrist': 14015, 'stowe': 17098, 'forth': 7133, 'sanity': 15407, 'climax': 3458, 'technique': 17747, 'wordless': 19733, 'sweep': 17506, 'disconcerting': 5181, 'louise': 10681, 'brook': 2504, 'visibly': 19178, 'test': 17848, 'talkie': 17637, 'hailed': 8081, 'sunny': 17366, 'fairy-tale': 6556, 'inevitability': 9161, 'melodrama': 11305, 'fluent': 7006, 'sturdy': 17223, 'vamp': 18979, 'manipulated': 10976, 'parasite': 12927, 'reunion': 14890, 'confident': 3852, 'manipulate': 10975, 'prediction': 13708, 'contest': 3981, 'glory': 7667, 'lucienne': 10734, 'humdrum': 8763, 'sunrise': 17367, 'distorted': 5282, 'joyous': 9775, 'alienating': 761, 'deserted': 4924, 'vanishes': 18990, 'quest': 14151, 'brightness': 2452, 'gossip': 7764, 'column': 3635, 'conviction': 4043, 'whereabouts': 19523, 'coupling': 4167, 'greeted': 7882, 'courting': 4174, 'caressing': 2858, 'undying': 18678, 'transfixed': 18270, 'seized': 15730, 'dying': 5688, 'projected': 13900, 'unconscious': 18598, 'co-worker': 3525, 'malice': 10930, 'wimp': 19626, 'uncertain': 18584, 'acceptance': 417, 'tormentor': 18161, 'darker': 4581, 'perceive': 13131, 'distinctly': 5277, 'nasty': 12001, 'sidekick': 16128, 'rapidly': 14307, 'cease': 3012, 'upcoming': 18887, 'nimoy': 12189, 'blu-ray': 2155, 'ranging': 14290, 'demonstration': 4837, 'fiasco': 6782, 'vcr': 19013, 'tentative': 17812, 'compact': 3711, 'tacky': 17601, 'rusty': 15299, 'abortion': 379, 'threw': 17975, 'arm': 1190, 'beg': 1814, 'percy': 13138, 'byron': 2687, 'screwed': 15625, 'smoke': 16437, '. . .': 5, 'injury': 9244, 'excruciatingly': 6358, 'jarmusch': 9626, '46': 236, 'lightness': 10449, 'fast-paced': 6646, 'explored': 6445, '1930s': 85, 'deleted': 4777, 'commentary': 3680, 'father-son': 6661, 'thousand': 17960, 'awaited': 1471, 'facility': 6529, 'punishing': 14069, 'muscle': 11884, 'spitting': 16767, '00': 12, 'veritable': 19053, 'psyche': 14012, 'unpleasant': 18804, 'echo': 5749, 'bookend': 2243, 'chiefly': 3234, 'illustrating': 8914, 'healer': 8321, 'interviewing': 9408, 'lars': 10202, 'comforting': 3664, 'stance': 16904, 'canvas': 2806, 'perception': 13136, 'badness': 1566, 'philosophically': 13259, 'derived': 4905, 'exploitation': 6438, 'wikipedia': 19597, 'andreas': 936, 'panama': 12879, 'piano': 13286, 'mathieu': 11155, 'achieve': 456, 'shade': 15893, 'adventurous': 587, 'suspicious': 17464, 'sullivan': 17341, 'northam': 12277, 'digicorp': 5092, 'corporation': 4106, 'assigned': 1296, 'competitor': 3742, 'brainwashed': 2365, 'assumes': 1310, 'thursby': 18001, 'lecture': 10303, 'foster': 7144, 'liu': 10539, 'advises': 601, 'acknowledges': 469, 'trusted': 18428, 'cypher': 4492, 'natali': 12003, 'cube': 4398, '):': 2, 'afterwords': 645, 'melting': 11312, 'struck': 17178, 'lava': 10246, '7th': 292, 'rolling': 15141, 'attacked': 1360, 'bee': 1801, 'pressed': 13766, 'crisp': 4312, 'bernstein': 1913, 'grew': 7894, 'tng': 18084, 'st': 16856, 'voyager': 19236, 'expand': 6397, 'transition': 18277, 'intolerable': 9417, 'pattern': 13029, 'relentlessly': 14635, 'interior': 9371, 'sheedy': 15967, 'mitchell': 11585, 'inhabited': 9219, 'icy': 8851, 'sometime': 16583, 'retire': 14874, 'dispassionate': 5242, 'charismatic': 3127, 'che': 3160, 'gargantuan': 7444, 'benicio': 1883, 'del': 4773, 'toro': 18164, 'castro': 2956, 'requisite': 14778, 'bearded': 1767, 'jungle': 9816, 'soderbergh': 16530, 'ignoring': 8887, \"soderbergh's\": 16531, 'competent': 3737, 'nod': 12224, 'jfk': 9693, 'camera-work': 2759, 'beatty': 1778, 'lesbian': 10365, 'salem': 15368, 'devious': 5014, \"child's\": 3237, 'witchcraft': 19676, 'sends': 15784, 'uproar': 18898, 'colbert': 3578, 'macmurray': 10838, 'stuffy': 17204, 'ferris': 6751, '1937': 92, \"miller's\": 11466, 'tolerated': 18112, 'surroundings': 17443, 'instalment': 9305, 'freddy': 7221, 'krueger': 10079, 'taunting': 17707, 'sleeping': 16338, \"alice's\": 756, 'unborn': 18577, 'kruger': 10080, 'raped': 14304, 'dan': 4539, '4th': 240, '5th': 259, 'traditionally': 18238, 'exploited': 6440, 'challenging': 3082, 'chavez': 3156, 'bush': 2653, 'dirty': 5146, 'capitalism': 2817, 'amok': 887, 'latin': 10221, 'election': 5847, 'constitution': 3946, 'domination': 5384, 'resource': 14822, 'author': 1431, 'favour': 6678, \"nothing's\": 12297, 'stopping': 17082, 'crucial': 4361, 'questioning': 14155, 'info': 9197, 'demonstrated': 4834, 'shamefully': 15922, 'supporter': 17400, 'venezuela': 19028, 'democracy': 4824, 'stunningly': 17212, 'ravishing': 14348, 'gruesome': 7966, 'daniella': 4559, 'twenty-something': 18491, 'reincarnation': 14600, 'ancestor': 924, 'brother-in-law': 2515, 'nightly': 12180, 'submitted': 17257, 'continuity': 3993, 'borel': 2271, 'utilized': 18942, 'nerd': 12106, 'stalk': 16891, 'predict': 13702, 'morgue': 11731, 'valentine': 18966, 'butchering': 2668, 'denise': 4848, 'orgy': 12629, 'boreanaz': 2268, 'stoic': 17061, 'implausible': 8990, 'cinemax': 3351, 'snowman': 16497, 'secondly': 15685, 'ketchup': 9926, 'bomb': 2212, 'breathless': 2411, 'served': 15841, 'iraq': 9492, 'mirrored': 11530, 'civilian': 3369, 'disposal': 5252, 'replace': 14728, 'risk': 15045, 'emotionally': 5960, 'spartan': 16680, 'lancaster': 10162, 'ignored': 8885, 'over-hyped': 12724, 'sink': 16221, 'unbelievably': 18575, 'heart-wrenching': 8340, 'locker': 10579, \"roeg's\": 15122, 'rapture': 14314, 'astonished': 1319, 'muddled': 11831, 'miracle': 11520, 'fondness': 7048, 'theology': 17893, 'ground-breaking': 7948, 'significance': 16147, 'workmanlike': 19743, 'subdued': 17245, 'ambiguous': 859, 'dogma': 5361, 'sting': 17045, \"polanski's\": 13501, 'sleeve': 16344, 'frustrate': 7289, 'shaggy': 15900, 'slain': 16300, 'magical': 10877, 'window': 19638, 'reliable': 14638, 'franka': 7192, 'potente': 13621, 'chased': 3146, 'rife': 15003, 'jumpy': 9814, 'genesis': 7510, 'evangelion': 6253, 'website': 19428, 'virgin': 19160, 'electronics': 5857, 'harass': 8180, 'underling': 18632, 'raging': 14230, 'ethnic': 6232, 'seeming': 15717, 'carell': 2856, 'one-note': 12543, 'keener': 9897, \"carell's\": 2857, 'delivery': 4798, 'biblical': 1966, 'impeccable': 8970, 'stirring': 17053, 'newman': 12140, 'goliath': 7716, 'hokey': 8589, 'alongside': 811, 'bible': 1965, 'raymond': 14354, 'prophet': 13942, 'rounded': 15215, 'robertson': 15087, 'jayne': 9635, \"david's\": 4610, 'ordered': 12615, 'drop-dead': 5567, 'forest': 7096, 'lifeless': 10431, 'lian-chu': 10404, 'outtake': 12714, 'glenn': 7645, 'blink': 2115, 'ethan': 6227, 'pray': 13668, 'lightning': 10450, 'stomach': 17066, 'abysmal': 408, 'unattractive': 18565, 'wtf': 19815, 'chick': 3229, 'realises': 14396, 'dowdy': 5450, 'danny': 4565, 'devito': 5017, 'crossed': 4346, 'emerges': 5942, 'marred': 11070, 'glitch': 7651, 'unavailable': 18566, 'reputation': 14768, 'oversight': 12771, 'belated': 1841, 'entrance': 6113, 'pack': 12821, 'wallop': 19291, 'meaty': 11264, 'believably': 1849, 'ella': 5892, 'raines': 14242, 'brute': 2539, '1947': 103, '1944': 100, 'uncle': 18589, '1945': 101, 'capably': 2811, 'distraught': 5289, 'convicted': 4042, 'baxter': 1749, 'essayed': 6201, 'thomas': 17942, 'gomez': 7717, 'sympathetic': 17560, \"genre's\": 7521, 'quintessential': 14170, 'ill-fated': 8897, 'jules': 9798, 'siodmak': 16224, 'set-pieces': 15851, 'justly': 9833, 'celebrated': 3020, 'confess': 3846, 'resigned': 14804, 'bartender': 1695, \"audience's\": 1402, 'judge': 9784, 'jury': 9823, 'samuel': 15390, 'centerpiece': 3048, 'latter': 10224, 'smug': 16445, 'dizzy': 5330, 'guilt': 7999, 'confesses': 3848, 'goof': 7739, 'cab': 2695, 'curtis': 4450, 'escort': 6193, 'titular': 18080, 'marquee': 11068, 'promoting': 13923, \"hardy's\": 8204, '1938': 93, 'cornell': 4097, 'pseudonym': 14011, 'fever': 6772, 'airplane': 704, 'sox': 16649, 'lindsay': 10487, 'eye-opening': 6502, 'portraying': 13579, '2000': 171, 'frequency': 7243, 'attend': 1369, 'helen': 8394, 'wesley': 19500, 'snipe': 16477, 'transmitted': 18285, 'walmart': 19295, 'skimmed': 16277, 'drill': 5544, 'dunne': 5646, 'rosanna': 15183, 'arquette': 1207, 'hawke': 8283, 'hopper': 8670, 'turturro': 18475, 'attaching': 1357, \"scorsese's\": 15591, 'abstract': 395, 'indulgent': 9146, 'merk': 11358, 'eloquent': 5902, 'je': 9639, \"t'aime\": 17584, 'accomplish': 436, 'reign': 14597, 'division': 5324, 'clint': 3467, 'eastwood': 5731, 'garbled': 7433, 'apropos': 1131, 'ck': 3373, 'alfonso': 748, 'obscurity': 12409, 'coen': 3556, 'contain': 3964, 'guitar': 8005, 'natalie': 12006, 'portman': 13573, 'maggie': 10874, 'gyllenhaal': 8050, 'garden': 7438, 'elijah': 5878, 'catalina': 2963, 'moreno': 11726, 'kudos': 10084, 'nolte': 12235, 'humane': 8755, 'youtube': 19908, 'ernst': 6167, 'hemingway': 8417, 'carver': 2925, 'fitzgerald': 6904, 'lens': 10350, \"mann's\": 10986, 'docile': 5339, 'displaying': 5249, 'neurosis': 12118, 'cruelty': 4372, 'winchester': 19631, 'bend': 1873, 'spur': 16832, 'reserve': 14796, 'increase': 9099, 'duryea': 5660, 'sneering': 16472, 'mcintire': 11229, 'unscrupulous': 18838, 'crafted': 4212, 'rifle': 15005, 'dodge': 5350, 'kansa': 9850, 'mcnally': 11238, 'fiercely': 6799, 'pursuit': 14100, \"stewart's\": 17027, 'determination': 4976, 'renegade': 14702, '\\x97': 19983, 'fed': 6705, 'hatred': 8266, 'promising': 13915, 'newcomer': 12134, 'urich': 18920, 'constraint': 3948, 'robin': 15088, 'earns': 5713, 'predecessor': 13700, 'spencer': 16726, 'efficiency': 5804, 'generating': 7504, 'kirk': 9995, 'canned': 2796, 'inane': 9051, 'rescue': 14780, 'mechanical': 11268, 'droning': 5563, \"batman's\": 1733, 'horn': 8676, 'adjust': 535, 'utility': 18940, 'belt': 1865, 'cloth': 3495, 'compartment': 3723, 'oxygen': 12804, 'lowery': 10713, 'flair': 6917, 'handling': 8149, 'businessmen': 2657, 'ounce': 12673, 'croft': 4334, 'hoodlum': 8645, 'shawl': 15958, 'broadcaster': 2480, 'superfluous': 17377, 'discern': 5171, 'peril': 13156, 'commissioner': 3692, 'mere': 11352, \"wayne's\": 19397, 'residence': 14800, 'drawn-out': 5512, 'saddled': 15337, 'exterior': 6476, 'suburban': 17281, 'middle-class': 11420, 'motel': 11767, 'cabinet': 2699, 'invest': 9459, 'availability': 1449, 'fooled': 7056, 'illustration': 8915, 'prettier': 13785, 'integral': 9331, 'accompanied': 430, 'encountered': 5998, 'wise-cracking': 19664, 'scarecrow': 15504, 'implement': 8991, 'corn': 4095, 'lethal': 10379, 'weaponry': 19415, 'limelight': 10475, 'spoken': 16790, 'staying': 16970, 'host': 8699, 'conflicting': 3862, 'well-developed': 19470, 'flashy': 6933, 'shaky': 15913, 'stylistic': 17233, 'ruthless': 15303, 'morally': 11719, 'corrupt': 4117, 'inexcusable': 9164, 'justification': 9826, 'spree': 16822, 'denzel': 4862, \"washington's\": 19363, 'delivering': 4796, 'archetype': 1152, 'australian': 1423, 'imprisoned': 9024, 'laurie': 10245, 'escaped': 6188, 'bucket': 2556, 'adoring': 567, 'helpless': 8414, 'inhuman': 9229, 'sob': 16511, 'miserable': 11540, 'reduced': 14517, 'clare': 3386, 'screamed': 15612, 'iq': 9487, 'albert': 730, 'einstein': 5828, 'provides': 13990, 'liotta': 10511, \"russell's\": 15295, 'bump': 2603, 'kurt': 10095, 'interestingly': 9365, 'russell': 15294, 'ditto': 5309, 'resident': 14801, 'grieve': 7901, 'colourful': 3628, '\\x84': 19978, 'grey': 7895, 'fastest': 6649, 'dreamy': 5526, 'fumbling': 7323, 'unpredictable': 18809, 'wondrous': 19715, 'creepily': 4287, 'spontaneously': 16796, 'candle': 2789, 'masterful': 11129, 'league': 10279, 'prominent': 13909, 'sergio': 15828, 'django': 5333, 'margheriti': 11028, 'cannibal': 2798, 'fish': 6889, 'inducing': 9143, 'steele': 16983, 'starlet': 16935, 'brightly': 2451, 'spiritually': 16763, 'credential': 4272, 'edgar': 5768, 'allan': 779, 'poe': 13467, 'tavern': 17710, 'wager': 19258, 'blackwood': 2064, 'reward': 14936, 'firm': 6879, 'gradually': 7797, 'hellish': 8400, 'klaus': 10010, 'kinski': 9990, 'ooze': 12562, 'maintains': 10907, 'lit': 10527, 'den': 4840, 'cringing': 4308, 'mini': 11497, 'slang': 16303, 'hooligan': 8651, 'pete': 13222, 'osama': 12650, 'amazed': 847, 'bang': 1625, 'hehe': 8383, 'frodo': 7276, 'kicking': 9947, 'hush': 8805, 'smaller': 16410, 'wale': 19277, '64': 268, 'beaten': 1772, '120': 46, 'officially': 12484, 'n64': 11938, 'gameplay': 7407, 'addictive': 516, 'bowser': 2328, '360': 218, 'runner': 15280, 'recognisable': 14452, 'visionary': 19180, 'sweeping': 17507, 'grungy': 7971, 'futuristic': 7360, 'virtual': 19165, '3d': 222, 'rendered': 14696, 'closeup': 3492, 'rotoscoped': 15206, 'scanner': 15495, 'darkly': 4583, 'enhanced': 6050, 'close-up': 3484, 'texture': 17862, 'omitted': 12533, 'film-noir': 6825, 'lifestyle': 10434, 'wallace': 19287, 'napalm': 11972, 'attendant': 1371, 'restricted': 14852, 'ankle': 975, 'bracelet': 2351, 'sentence': 15803, 'volunteer': 19219, 'department': 4868, \"wallace's\": 19288, 'carnival': 2884, 'wilder': 19601, 'acquaintance': 471, 'inadvertently': 9050, 'complicating': 3764, 'contention': 3980, 'laugh-out-loud': 10230, 'absurdly': 400, 'strikingly': 17155, 'infidelity': 9183, 'beetle': 1808, 'pioneer': 13345, 'cameraman': 2760, 'brimming': 2459, 'stop-motion': 17080, 'puppetry': 14076, 'shortage': 16053, 'uneventful': 18691, 'yearn': 19867, 'satisfied': 15448, 'understands': 18648, 'grasshopper': 7838, 'jealous': 9640, 'acquired': 474, 'couch': 4138, 'intimacy': 9412, 'bash': 1704, 'chimney': 3252, 'generous': 7509, 'unfaithful': 18699, 'plotting': 13445, 'attending': 1373, 'intercut': 9361, 'umbrella': 18552, 'dive': 5312, 'appreciative': 1118, 'miniscule': 11506, 'insect': 9270, 'specie': 16698, 'communicating': 3705, 'tattoo': 17702, 'refrigerator': 14552, 'decor': 4707, 'cracker': 4205, 'fitz': 6903, 'manchester': 10957, 'tour': 18197, 'duty': 5668, 'northern': 12278, 'convenient': 4025, 'far-fetched': 6610, 'ridge': 14993, 'autumn': 1446, 'mist': 11571, 'outdated': 12680, 'additional': 520, 'grown-up': 7959, 'shortcoming': 16054, 'intrusive': 9443, 'classify': 3402, \"dvd's\": 5674, 'thankfully': 17871, 'abnormal': 372, 'no-one': 12215, 'waster': 19369, 'sweat': 17498, 'snail': 16454, 'hardship': 8199, 'hawaii': 8280, 'stillness': 17040, 'tripe': 18377, 'lad': 10129, 'stella': 16993, 'whale': 19509, 'hunter': 8791, 'respectable': 14826, 'bloke': 2129, 'contemplating': 3972, 'bubble': 2548, 'bath': 1723, 'haired': 8089, 'youngster': 19904, 'herr': 8456, 'summertime': 17353, 'exclusive': 6354, 'horde': 8673, 'coarse': 3532, 'namely': 11961, 'buster': 2661, 'preferring': 13716, 'empire': 5974, 'qualify': 14132, 'endure': 6021, 'oeuvre': 12460, 'gadget': 7376, 'pratfall': 13667, 'acrobatics': 479, 'astounding': 1324, 'temporarily': 17788, 'heiress': 8391, 'graf': 7802, 'slapped': 16309, 'checked': 3175, 'tagged': 17611, 'reef': 14524, 'ho': 8570, 'deepest': 4723, 'foreman': 7089, 'arrival': 1216, 'kent': 9919, 'lane': 10178, 'sniffing': 16476, 'radioactive': 14219, 'cavern': 3005, 'stature': 16965, 'eyebrow': 6505, 'puzzled': 14114, 'jeff': 9655, 'corey': 4088, \"town's\": 18212, 'rampant': 14270, 'shack': 15892, 'shaft': 15899, 'sheriff': 15996, 'hang': 8153, 'injured': 9243, 'amazement': 848, 'behaved': 1827, 'creeping': 4289, 'creep': 4282, 'persecuted': 13182, 'hard-nosed': 8191, 'phyllis': 13276, 'lois': 10595, 'pose': 13583, 'hip': 8535, 'rib': 14964, 'strict': 17148, 'bullet': 2592, 'accompanying': 434, 'conspicuous': 3936, 'yelling': 19873, 'golf': 7715, 'cheadle': 3162, 'saffron': 15350, 'burroughs': 2637, 'jada': 9583, 'pinkett': 13337, 'doubted': 5439, 'joker': 9738, 'batwoman': 1745, 'trend': 18344, 'peek': 13091, '77': 289, 'label': 10108, 'inevitable': 9162, 'reno': 14705, 'twentieth': 18488, 'clavier': 3415, 'succeeding': 17289, 'poiré': 13486, 'film-maker': 6822, 'muriel': 11879, 'efficient': 5805, 'vulgarity': 19244, 'secured': 15696, 'labored': 10114, 'follow-up': 7037, 'sunshine': 17369, 'misfortune': 11545, 'flew': 6960, \"cuckoo's\": 4401, 'nest': 12112, 'smallest': 16411, 'fritz': 7275, 'potato': 13618, 'reviewing': 14917, 'herbert': 8435, 'ross': 15196, 'owl': 12796, 'photographic': 13272, 'revival': 14921, 'vera': 19041, 'agency': 652, 'oklahoma': 12502, 'communist': 3709, 'wed': 19430, 'murray': 11883, 'right-wing': 15012, 'historically': 8549, 'informative': 9202, 'imposing': 9007, 'abbot': 353, 'kells': 9907, 'attacking': 1362, 'viking': 19127, 'aiden': 684, 'renowned': 14707, 'refuge': 14553, \"brendan's\": 2422, 'befriended': 1811, 'meticulous': 11388, 'throwback': 17990, 'realism': 14398, 'symbolism': 17558, 'simplistic': 16190, 'fluid': 7009, 'kung': 10090, 'fu': 7299, 'panda': 12881, 'invasion': 9451, 'sparse': 16679, 'celtic': 3036, 'evoking': 6294, 'economic': 5756, 'china': 3256, 'partially': 12957, 'wealth': 19412, 'importantly': 9004, 'belonging': 1861, 'socialist': 16517, 'ideology': 8870, 'eliminating': 5882, 'discrimination': 5194, 'discarded': 5170, 'inherited': 9226, 'facing': 6530, 'extinction': 6481, 'woody': 19728, 'allen': 785, 'foible': 7030, 'bret': 2426, 'carr': 2896, 'insecurity': 9272, 'stuttering': 17226, 'strangely': 17111, 'neurotic': 12119, 'diversity': 5316, 'nose': 12283, 'shoestring': 16035, 'scope': 15581, 'origin': 12634, 'correctly': 4113, 'baseketball': 1702, 'trey': 18350, 'boost': 2254, 'span': 16665, 'inhabitant': 9218, 'royston': 15235, 'vasey': 19006, 'built': 2581, 'consequently': 3917, 'foreigner': 7088, 'tasteless': 17696, 'absorb': 392, 'engineer': 6037, 'pauline': 13039, 'unemployed': 18686, 'fireman': 6875, 'transsexual': 18294, 'driver': 5557, 'conversion': 4033, 'sheep': 15969, 'visited': 19182, 'tidy': 18020, 'towel': 18208, 'classified': 3401, 'comical': 3667, 'teeth': 17762, 'reflects': 14546, 'ominous': 12531, 'bank': 1630, 'tomb': 18121, 'pumping': 14059, 'greeting': 7883, 'specific': 16699, 'quirkiness': 14173, 'notorious': 12307, 'bettie': 1944, 'kinky': 9987, 'grainy': 7807, 'w': 19248, 'introduction': 9436, 'miami': 11399, 'strathairn': 17122, 'bauer': 1746, 'irving': 9521, 'klaw': 10011, 'lili': 10465, 'gretchen': 7893, 'mol': 11636, 'mesmerizing': 11368, 'alexander': 744, 'tennessee': 17805, 'pin-up': 13329, 'preventing': 13793, 'yield': 19886, 'murphy': 11881, 'delirious': 4792, 'stand-up': 16909, 'lull': 10758, 'hilariously': 8512, 'dead-on': 4634, 'phenomenally': 13243, 'harlem': 8210, 'vein': 19022, 'slovenian': 16382, 'philosopher': 13257, 'psychoanalyst': 14018, 'slavoj': 16326, 'zizek': 19961, 'exploring': 6448, 'sexuality': 15881, 'mortality': 11752, 'sophie': 16610, 'fiennes': 6797, 'joseph': 9754, 'stew': 17023, 'digested': 5089, 'freudian': 7252, 'ill-advised': 8895, 'coffee': 3557, 'discomfort': 5180, 'wider': 19586, 'inserting': 9277, 'bay': 1750, 'bates': 1721, 'provocative': 13997, 'winston': 19654, 'alternative': 830, 'q': 14125, 'dysfunctional': 5695, 'beating': 1773, 'incest': 9065, 'necrophilia': 12062, 'outrageous': 12702, 'garnered': 7448, 'slapdash': 16308, 'genitals': 7517, 'blurred': 2164, 'appliance': 1104, 'data': 4599, 'readily': 14386, 'contradiction': 4002, 'emphasize': 5970, 'clarify': 3388, 'aileen': 686, 'controlled': 4019, 'environmental': 6121, 'contradicts': 4004, 'cnn': 3516, 'wolf': 19700, 'shameless': 15923, 'coverage': 4183, 'depict': 4877, 'applying': 1110, 'columbine': 3632, 'claiming': 3377, 'bully': 2598, 'inventive': 9456, 'timing': 18051, 'multitude': 11852, 'arena': 1164, 'stack': 16863, 'unsolved': 18843, 'spoof': 16797, 'dolph': 5371, 'lundgren': 10772, 'succeed': 17287, 'slutty': 16402, 'friendly': 7262, 'anti-social': 1022, 'broken': 2492, 'generic': 7507, 'expendable': 6412, 'hijack': 8506, 'bloodshed': 2140, 'charity': 3129, 'exam': 6317, 'dipping': 5130, 'toe': 18100, '1971': 130, 'martino': 11087, 'twisty': 18501, \"scorpion's\": 15589, 'macho': 10832, \"martino's\": 11088, 'satanic': 15438, 'hybrid': 8814, 'busy': 2664, 'boast': 2173, 'farrah': 6623, 'smarter': 16415, 'embroiled': 5937, 'grisly': 7925, 'cat-and-mouse': 2962, 'nifty': 12174, 'atop': 1349, 'roof': 15165, 'thanked': 17869, 'ongoing': 12548, 'lamest': 10155, 'muppet': 11871, 'muppets': 11872, 'finale': 6842, 'melody': 11307, 'kermit': 9922, 'brooke': 2505, 'shield': 16004, 'hines': 8529, 'rat': 14323, 'henson': 8428, 'entertains': 6097, 'caper': 2815, 'innocently': 9257, 'ewan': 6301, 'mcgregor': 11226, 'zeta-jones': 19954, 'site': 16237, 'coast': 3533, 'dalai': 4517, 'demeaning': 4814, 'alters': 832, 'rivalry': 15058, 'tibetan': 18010, 'tibet': 18009, 'smuggled': 16446, 'hickam': 8477, 'coal': 3531, 'virginia': 19162, 'destiny': 4953, 'rocket': 15105, 'dismay': 5227, 'townsfolk': 18215, 'misfit': 11544, 'outcast': 12678, 'patch': 12998, 'terrorize': 17843, \"homer's\": 8619, 'wasting': 19370, 'homemade': 8617, 'laura': 10241, 'dern': 4908, 'contender': 3978, 'scholarship': 15553, 'craft': 4211, 'johnston': 9731, 'jurassic': 9822, 'october': 12446, '19': 66, 'inspiring': 9301, 'lift': 10437, 'lingers': 10501, 'ungar': 18720, 'lemmon': 10337, 'hypochondriac': 8828, 'fussy': 7356, 'thorn': 17946, 'roommate': 15170, 'slob': 16372, 'divorced': 5326, \"felix's\": 6721, 'nearby': 12048, \"oscar's\": 12654, 'improbable': 9026, 'lighten': 10443, \"simon's\": 16180, 'rosalind': 15182, 'heir': 8390, 'auntie': 1412, 'automotive': 1443, 'jay': 9634, 'leno': 10349, 'generated': 7502, 'murdering': 11876, 'emilio': 5948, 'miraglia': 11524, 'evelyn': 6257, 'della': 4800, 'tomba': 18122, 'trimmed': 18373, 'intact': 9330, 'obligatory': 12399, 'jumping': 9813, 'adorable': 563, 'gackt': 7375, 'hyde': 8815, 'wargames': 19331, 'gaming': 7410, 'grown': 7958, 'input': 9264, 'waving': 19391, 'ripley': 15034, '01': 15, 'ensues': 6079, 'intentionally': 9353, 'ugh': 18533, 'broderick': 2486, 'joshua': 9758, 'cleared': 3428, 'loggia': 10588, 'time-line': 18043, 'soviet': 16648, 'diverted': 5318, 'orbit': 12606, 'excess': 6340, 'exhaust': 6374, 'glacier': 7625, 'distant': 5271, 'eskimo': 6194, 'destroying': 4957, 'march': 11018, '1961': 119, 'assistant': 1300, 'cabin': 2698, \"parker's\": 12941, 'sacrifice': 15327, 'pine': 13332, 'shatner': 15949, 'thespian': 17912, 'bus': 2649, 'continually': 3987, 'pentagon': 13121, 'kerr': 9923, 'announces': 992, '63': 267, 'ambassador': 854, 'civil': 3368, 'fallout': 6575, 'press': 13764, '51': 251, 'jeep': 9652, 'knocked': 10026, 'frame': 7175, 'roasted': 15073, 'countdown': 4150, 'borough': 2280, 'guessed': 7984, 'destroys': 4958, 'massive': 11124, 'blast': 2084, 'hiroshima': 8542, 'outskirt': 12709, 'lamely': 10152, 'sacrificed': 15328, 'smarmy': 16413, 'rhodes': 14958, '27': 195, 'earthling': 5720, 'hispanic': 8544, 'turner': 18472, 'amazon.com': 853, 'bandit': 1622, 'gilliam': 7592, 'miike': 11439, 'violently': 19156, 'ensuing': 6080, 'therein': 17906, \"miike's\": 11440, 'layer': 10262, 'anti-war': 1023, 'folly': 7042, 'manic': 10971, 'imaginatively': 8925, 'yokai': 19890, 'creatively': 4267, 'conceived': 3803, 'wrapped': 19777, 'multi-faceted': 11846, 'rad': 14210, 'wince': 19629, 'clinic': 3465, 'construction': 3951, 'unappealing': 18562, 'unassuming': 18564, 'airline': 702, 'shirley': 16021, 'maclaine': 10835, 'pic': 13287, 'meatball': 11263, 'charged': 3122, 'electrical': 5850, 'tetsuo': 17855, 'indulge': 9144, 'elaborate': 5837, 'jesus': 9686, 'overrun': 12765, 'telephone': 17767, '31': 211, 'fulfill': 7307, 'cyborg': 4482, 'climactic': 3455, 'speechless': 16714, 'babe': 1521, 'outfield': 12688, 'utilize': 18941, '1/4': 29, 'proportion': 13944, 'claude': 3406, 'jean-pierre': 9646, 'melville': 11313, '1977': 136, 'noire': 12228, 'elaborated': 5838, 'yves': 19924, 'montand': 11690, 'inexorably': 9165, 'deem': 4719, 'stifling': 17034, 'uninteresting': 18750, 'sober': 16513, 'spite': 16765, 'drawback': 5507, 'scenarist': 15523, 'penned': 13116, 'deft': 4759, 'profile': 13881, 'muddy': 11832, 'epitomized': 6136, 'acid': 464, 'efficiently': 5806, 'hype': 8818, 'actioner': 486, 'vu': 19240, 'shit': 16024, 'corruption': 4119, 'suffered': 17312, 'extensive': 6473, 'vigilante': 19121, 'kidnapper': 9956, '20th': 184, 'irresponsible': 9510, '36': 217, 'wrongly': 19810, 'mustard': 11904, 'trench': 18343, 'kendall': 9912, 'copyright': 4081, 'hodge-podge': 8580, 'slaughter': 16319, 'extend': 6468, 'waited': 19268, 'behold': 1835, 'lower': 10711, 'conductor': 3842, 'nyqvist': 12361, 'peace': 13066, 'tempting': 17793, 'chord': 3285, 'symphony': 17566, 'revealing': 14900, 'skeleton': 16262, 'harmony': 8222, 'feedback': 6711, 'disability': 5148, 'impressionable': 9018, 'conquers': 3904, 'philosophy': 13260, 'bernie': 1911, 'controversy': 4023, 'complication': 3765, 'jewish': 9691, 'meredith': 11353, 'harold': 8223, 'doyle': 5469, \"couple's\": 4165, 'slade': 16299, 'cancellation': 2783, 'collapsed': 3592, 'weight': 19446, 'denying': 4861, 'short-lived': 16052, 'breathe': 2408, 'powerhouse': 13645, 'tyler': 18511, 'siege': 16135, 'poorer': 13542, 'damme': 4532, 'casper': 2939, 'dien': 5075, 'starship': 16939, 'trooper': 18397, 'rico': 14984, 'selective': 15737, 'hr': 8733, 'baddie': 1563, 'boss': 2291, 'pistol': 13352, 'goody': 7737, 'amid': 878, 'hail': 8080, 'ho-hum': 8571, '100,000': 36, 'creator': 4269, 'reversal': 14911, 'fortune': 7138, 'disguising': 5208, 'antic': 1024, 'cursory': 4447, 'guidance': 7991, 'counseling': 4147, 'drain': 5488, 'engineered': 6038, '1991': 152, 'eleven': 5870, 'insider': 9280, 'multiple': 11849, 'convention': 4028, 'savini': 15472, 'hess': 8464, 'shot-on-video': 16059, 'x-files': 19832, 'non-actors': 12244, 'acceptable': 416, 'convoluted': 4049, 'fx': 7363, 'reaching': 14375, 'worthless': 19763, 'outta': 12713, 'sneak': 16468, 'videotape': 19105, 'caucasian': 2991, 'briskly': 2466, 'plentiful': 13431, 'honey': 8635, 'egg': 5812, 'careless': 2854, 'crackle': 4207, 'precinct': 13689, 'hahaha': 8076, 'wench': 19489, 'formerly': 7122, 'maid': 10895, 'er': 6147, 'jerk': 9673, 'awake': 1474, 'ya': 19840, 'sniff': 16475, 'snore': 16491, 'phallic': 13235, 'symbol': 17555, 'summersisle': 17352, 'stud': 17194, 'moonstruck': 11707, 'lick': 10419, 'drone': 5562, 'roast': 15072, 'nosy': 12288, 'dear': 4645, 'straw': 17126, 'voluptuous': 19220, 'burstyn': 2641, 'ad': 499, 'smokey': 16439, 'ahh': 677, 'experimentation': 6420, 'phase': 13239, 'heroin': 8452, 'ouch': 12671, 'modern-day': 11621, 'attire': 1380, 'contract': 3997, 'abc': 356, 'wrinkle': 19796, 'alike': 765, 'fantastical': 6606, 'quartet': 14141, 'unwavering': 18875, 'prevalent': 13790, 'mockery': 11609, 'mushy': 11890, 'sincerely': 16202, 'someday': 16573, 'remaking': 14665, 'standup': 16915, 'inhabits': 9221, 'hillbilly': 8518, 'samhain': 15383, 'ridiculed': 14995, 'wrenching': 19788, 'old-fashioned': 12506, 'substantially': 17268, 'altered': 825, 'sharpe': 15946, 'narrowly': 11989, 'determined': 4978, 'piercing': 13311, '1st': 162, '2007': 178, 'weirdness': 19454, 'sleepwalker': 16340, 'extinct': 6480, 'humanoid': 8761, 'movie-going': 11811, 'harmed': 8218, 'uniqueness': 18756, 'all-out': 775, 'satirical': 15443, 'downbeat': 5453, 'thru': 17993, 'platoon': 13401, 'cycle': 4483, 'self-indulgent': 15751, 'traumatic': 18305, 'glorify': 7663, 'champagne': 3087, 'enduring': 6024, 'film-makers': 6823, 'ilk': 8893, 'depicting': 4879, 'reflect': 14541, 'unjust': 18768, 'immoral': 8956, 'bluntly': 2161, 'surviving': 17450, \"america's\": 870, 'subscribe': 17262, 'default': 4727, 'poignancy': 13474, 'absurd': 397, 'hide': 8483, 'cleverly': 3438, 'hammer': 8125, 'chat': 3151, 'blanc': 2074, 'eastern': 5730, 'seldom': 15732, 'translated': 18279, 'delicious': 4784, 'exploding': 6436, 'lubitsch': 10725, 'preferred': 13715, 'poet': 13471, '1956': 113, 'addressed': 523, 'utmost': 18945, 'ajay': 710, 'devgan': 5005, 'singh': 16209, 'amitabh': 882, 'prashant': 13666, 'raj': 14249, 'non': 12243, 'nisha': 12203, 'kothari': 10057, 'sarkar': 15428, 'keanu': 9891, 'commits': 3695, 'turmoil': 18468, 'rubin': 15246, 'morvern': 11759, 'revolutionary': 14929, 'informing': 9205, 'splash': 16768, 'spain': 16663, 'enables': 5990, 'managing': 10956, 'alienate': 759, 'villainy': 19137, 'undercut': 18623, 'aryan': 1252, 'unsung': 18853, 'contribution': 4014, 'settling': 15860, 'stallone': 16897, 'performing': 13151, 'rambo': 14262, 'july': 9807, 'himalaya': 8523, 'jaw-dropping': 9633, 'excursion': 6359, 'perversion': 13212, 'sickeningly': 16119, 'dysfunction': 5694, 'carried': 2905, 'lumet': 10761, 'seymour': 15884, 'deciding': 4689, 'robbery': 15077, 'deck': 4692, 'poker': 13496, 'gina': 7600, 'marisa': 11049, 'tomei': 18126, 'toss': 18179, 'monumental': 11698, 'sibling': 16112, 'finney': 6866, 'na': 11939, 'anchor': 926, 'aweigh': 1489, 'classical': 3399, 'bowl': 2325, 'pianist': 13285, 'enthusiast': 6101, 'epiphany': 6132, '1940s': 96, 'lyrical': 10809, 'rainy': 14245, 'approved': 1127, 'punishment': 14070, 'releasing': 14632, 'cam': 2750, 'yay': 19858, 'ship': 16017, 'shut': 16106, 'redford': 14508, 'griffith': 7904, 'laced': 10120, 'dripping': 5550, \"ray's\": 14353, 'mid-life': 11416, 'rookie': 15168, 'texan': 17857, 'baggage': 1573, 'americana': 873, 'pie': 13306, '\\x91': 19980, 'mode': 11613, 'cd': 3010, 'magnificently': 10885, 'disappoints': 5163, 'criticism': 4322, 'nun': 12343, 'decoration': 4709, 'roddy': 15114, 'groin': 7933, 'gromit': 7934, 'boil': 2196, 'establish': 6205, '85': 302, 'drying': 5588, 'option': 12599, 'granger': 7824, 'valiant': 18972, 'bad-guy': 1560, 'northwest': 12279, 'light-hearted': 10441, 'unjustly': 18769, 'grad': 7793, 'camping': 2773, 'assist': 1298, 'surgeon': 17420, 'shrine': 16093, 'giddy': 7577, '24': 189, 'shave': 15953, 'shaving': 15955, 'rooting': 15176, 'vivian': 19196, 'blaine': 2067, 'stubby': 17192, 'rocking': 15108, 'sheldon': 15980, 'prairie': 13658, 'dour': 5447, 'clyde': 3515, 'widowed': 19591, 'housekeeper': 8720, 'grandma': 7819, 'montana': 11689, 'heartland': 8349, 'fascination': 6633, 'lennon': 10346, 'aidan': 681, 'quinn': 14168, 'jared': 9624, 'harris': 8229, 'mccartney': 11209, 'beatles': 1775, '1976': 135, 'stardom': 16926, 'condensed': 3832, '1920s': 75, 'mini-series': 11498, '140': 51, 'eventual': 6264, 'iron': 9501, 'meryl': 11364, 'streep': 17132, 'clara': 3385, 'dialect': 5041, 'run-of-the-mill': 15276, 'staple': 16921, 'sentinel': 15808, 'flowing': 7002, 'juicy': 9797, 'goldblum': 7705, 'balsam': 1608, 'rewound': 14943, 'inevitably': 9163, 'appalled': 1082, 'african-american': 634, 'vibrant': 19081, 'yellow': 19874, 'thigh': 17922, 'gross': 7939, 'stab': 16857, 'tommy': 18128, 'kennedy': 9914, 'robot': 15091, 'mutant': 11906, 'turtle': 18474, 'rider': 14992, 'sailor': 15360, 'co': 3517, 'abundant': 403, 'stereotyping': 17011, 'purposefully': 14092, \"elvira's\": 5912, 'chuckled': 3320, 'listed': 10519, 'culp': 4411, 'switched': 17534, 'pakistani': 12854, 'perlman': 13165, 'julie': 9802, 'kavner': 9884, 'widmark': 19588, 'robby': 15081, 'benson': 1890, 'abusing': 406, 'shell': 15982, 'momentarily': 11649, 'set-up': 15852, 'onward': 12557, 'buffy': 2570, 'slayer': 16328, 'mukhsin': 11837, '76': 288, 'bossy': 2293, 'neighbour': 12087, 'pad': 12828, 'voice-overs': 19207, 'climbed': 3460, 'shrill': 16092, 'ppl': 13647, 'ur': 18912, 'sorted': 16628, 'glued': 7677, 'pancake': 12880, 'dreck': 5528, 'putrid': 14111, 'stinking': 17048, 'poo': 13534, 'landfill': 10168, 'slut': 16401, 'soft-core': 16535, 'nudie': 12330, 'tacked': 17597, 'distributor': 5297, 'covered': 4184, 'admission': 547, 'alluring': 802, 'truthful': 18433, '2/10': 166, 'laid': 10138, 'partition': 12967, 'educated': 5789, 'harvest': 8246, 'hesitant': 8461, 'urmila': 18922, 'flavor': 6939, 'weakest': 19408, 'im': 8918, 'scratch': 15607, 'foul': 7147, 'counting': 4156, 'swept': 17516, 'gambling': 7405, 'revolver': 14932, 'richie': 14979, 'statham': 16958, 'ex-con': 6305, 'ridiculously': 14997, 'macha': 10825, 'ott': 12669, '3000': 209, 'shootout': 16047, 'moonlight': 11705, 'vulgar': 19243, 'productive': 13871, \"three's\": 17970, 'ditsy': 5308, 'probable': 13844, 'nash': 11997, 'filler': 6817, 'suitable': 17332, 'bosworth': 2295, 'mcdermott': 11215, 'christina': 3304, 'kudrow': 10085, 'carrie': 2904, 'fischer': 6888, 'janeane': 9608, 'garofalo': 7449, 'nina': 12190, 'hagen': 8072, 'hamburg': 8119, 'homeward': 8621, 'archetypal': 1151, 'obi-wan': 12390, 'wise': 19663, 'prissy': 13828, 'praised': 13660, 'bud': 2558, 'guideline': 7994, 'ashamed': 1257, 'spoiled': 16785, 'racing': 14204, 'permission': 13169, 'centred': 3052, 'stable': 16861, 'drugged': 5578, 'appealed': 1089, 'grabbed': 7783, 'cried': 4299, 'vargas': 18994, 'cocky': 3549, \"victor's\": 19096, 'tsui': 18440, 'escapee': 6189, 'regain': 14560, 'librarian': 10415, 'peaceful': 13067, 'prevent': 13791, 'wire': 19659, 'reflex': 14547, 'pinned': 13339, 'criticised': 4321, 'converted': 4035, 'sublime': 17251, 'dicaprio': 5055, 'winslet': 19653, 'partly': 12968, 'consumer': 3957, 'imaginable': 8921, 'ebay': 5740, 'story-line': 17091, '102': 39, 'dalmatian': 4520, 'dir': 5131, 'cured': 4431, 'cruella': 4370, 'vil': 19128, 'helping': 8413, 'clock': 3475, 'hypnotic': 8824, 'reversed': 14913, 'spotted': 16810, 'coat': 3536, 'reprises': 14756, 'syndicated': 17571, 'railroad': 14236, 'elliot': 5896, '1920': 74, '1800': 62, 'wwi': 19826, 'tall': 17640, 'rugged': 15258, 'riding': 14999, 'teamed': 17727, 'active': 487, 'miller': 11465, 'ace': 454, 'directer': 5136, 'franklin': 7198, 'polish': 13510, 'marie': 11037, 'windsor': 19640, 'jesse': 9682, 'sawyer': 15478, 'slim': 16360, 'butch': 2665, 'comer': 3657, 'denver': 4859, 'pyle': 14118, 'honed': 8631, 'macdonald': 10820, 'weakness': 19411, 'dedicated': 4713, 'champion': 3088, 'barry': 1690, 'small-time': 16408, 'guilty': 8000, 'rebirth': 14423, 'murdered': 11874, 'reel': 14527, 'gather': 7464, 'dust': 5663, 'cursed': 4445, 'reprise': 14755, 'butchered': 2667, 'vengeance': 19030, 'unsuccessful': 18850, 'unoriginal': 18801, 'derivative': 4903, 'textbook': 17860, 'shamelessly': 15924, 'gawd': 7475, 'cheesecake': 3190, 'urban': 18913, 'bastard': 1718, 'b-grade': 1512, 'unimaginative': 18735, 'molly': 11645, 'ringwald': 15027, 'send-up': 15782, 'recognizable': 14456, 'napier': 11973, 'curry': 4443, 'kylie': 10100, 'hacked': 8063, 'horny': 8679, 'dim-witted': 5106, 'queue': 14156, 'tongue-in-cheek': 18134, 'predictability': 13703, 'poking': 13497, 'isolated': 9539, 'ranged': 14288, 'out-of-place': 12674, 'lacked': 10123, 'fascinated': 6631, 'cryptic': 4392, 'notebook': 12293, 'indicate': 9121, 'backwards': 1553, 'retelling': 14872, 'beowulf': 1894, '2005': 176, 'grendel': 7890, 'ravenous': 14346, 'rid': 14985, \"monster's\": 11683, 'successfully': 17293, 'vengeful': 19031, 'mighty': 11435, 'bravery': 2387, 'toni': 18135, 'collette': 3605, 'cannavale': 2795, 'rory': 15178, 'culkin': 4405, 'sandra': 15400, 'becky': 1792, 'ann': 976, 'hitchcockian': 8558, 'gabriel': 7371, 'airwave': 706, 'travail': 18307, 'editor': 5781, 'abducted': 358, 'donna': 5400, 'correspondence': 4115, 'ulterior': 18544, 'motif': 11774, 'jess': 9681, 'tempest': 17782, \"pete's\": 13223, 'discovering': 5188, 'anticipate': 1026, 'co-wrote': 3528, 'anderson': 931, 'novice': 12321, \"fan's\": 6590, 'hoax': 8572, 'tilt': 18038, 'conflicted': 3861, 'good-hearted': 7726, 'underline': 18631, 'rattle': 14335, 'core': 4087, 'profit': 13882, 'exceptionally': 6338, 'siren': 16226, 'slightest': 16358, 'schizophrenic': 15541, 'hysteric': 8833, 'nymphomaniac': 12359, 'plot-holes': 13439, 'well-done': 19472, 'sleaze': 16330, 'close-ups': 3485, 'fernando': 6745, \"leo's\": 10354, 'il': 8891, '1973': 132, '99': 324, '75': 287, 'mower': 11818, 'alvin': 839, 'runaway': 15277, 'iowa': 9485, 'refreshingly': 14551, 'warmth': 19341, 'wisconsin': 19661, 'lyle': 10799, 'stroke': 17169, 'destination': 4951, 'live-action': 10543, 'ahem': 676, 'hello': 8402, 'blur': 2162, 'semblance': 15772, 'dame': 4529, 'yum': 19916, 'spawned': 16684, 'viable': 19078, 'lando': 10174, 'literate': 10533, 'b-movies': 1514, 'two-thirds': 18508, 'steam': 16979, 'kooky': 10050, 'distracting': 5286, 'stepped': 17003, 'screw': 15623, 'intelligently': 9341, '54': 254, 'myers': 11917, 'neve': 12122, 'hazel': 8296, 'stint': 17049, 'hitch': 8555, 'boarded': 2171, 'arrives': 1219, 'address': 522, 'hooker': 8649, 'befriend': 1810, 'crossing': 4347, 'zoo': 19970, 'chimp': 3253, 'insultingly': 9326, 'behaves': 1828, 'overdose': 12745, 'fundamentalist': 7331, 'grandfather': 7817, 'gorilla': 7755, 'tight': 18028, 'preaching': 13683, 'succumbs': 17301, 'fervor': 6755, 'oddness': 12453, 'blake': 2070, 'stairway': 16886, 'perry': 13180, 'dick': 5058, 'hickock': 8479, 'vile': 19129, 'carving': 2926, 'trail': 18244, 'dewey': 5029, 'geer': 7486, 'prosecuting': 13953, 'victorian': 19099, 'ada': 501, 'circle': 3354, 'monitor': 11669, 'narrate': 11979, 'briefly': 2442, 'tilda': 18035, 'swinton': 17528, 'mannerism': 10990, 'rendering': 14697, 'straightforward': 17102, 'biopic': 2021, 'tokyo': 18106, \"smith's\": 16434, 'unlikable': 18778, \"dawson's\": 4617, 'proving': 13994, 'stupidest': 17219, 'cowboy': 4192, 'sore': 16621, 'saddle': 15336, 'aspiration': 1274, 'goer': 7697, 'succeeds': 17290, 'unimpressive': 18738, 'thereby': 17903, 'tad': 17604, 'unnecessarily': 18794, 'exposition': 6455, 'ogre': 12494, 'lamberto': 10150, 'bava': 1747, 'villa': 19130, 'bryant': 2542, 'recurring': 14493, 'encountering': 5999, 'ceiling': 3017, 'cobweb': 3542, 'drip': 5548, 'creak': 4256, 'ignore': 8884, '16th': 57, 'scent': 15528, 'orchid': 12611, 'rotting': 15209, 'fade': 6538, 'shriek': 16090, 'corrected': 4110, 'amaze': 846, 'niro': 12201, 'conceit': 3799, 'midnight': 11427, 'goodfellas': 7731, 'routinely': 15222, 'kolchak': 10046, 'stalker': 16893, 'capitalize': 2819, 'manson': 10998, 'weaver': 19422, 'hippy': 8538, 'whine': 19538, 'dey': 5032, 'bikini': 1989, 'pi': 13283, 'ole': 12511, 'houseboat': 8717, 'burdened': 2614, 'repetitious': 14726, 'hugo': 8746, 'bawdy': 1748, 'blocker': 2127, 'raquel': 14315, 'welch': 19459, 'myra': 11919, 'homosexual': 8629, 'go-go': 7679, 'capsule': 2828, 'critique': 4326, \"murphy's\": 11882, 'helper': 8411, 'guide': 7992, 'protector': 13970, 'pondering': 13530, 'tested': 17850, 'monk': 11670, 'unaware': 18568, 'crumble': 4376, 'combining': 3646, 'healthy': 8325, 'promotion': 13924, 'betting': 1946, 'paycheck': 13055, 'lingering': 10500, 'illustrated': 8912, 'swimsuit': 17523, 'defect': 4731, 'shouted': 16063, 'indicated': 9122, 'cent': 3044, 'investment': 9468, 'accountant': 443, 'resulted': 14857, 'ai': 679, 'spellbinding': 16722, 'wade': 19254, 'bonus': 2234, 'maysles': 11197, 'edith': 5778, 'edie': 5772, 'suggestion': 17325, 'truest': 18419, 'criterion': 4315, 'retarded': 14871, 'paraphrase': 12925, 'unhealthy': 18727, 'bouvier': 2319, 'part-time': 12955, 'shameful': 15921, 'lasting': 10211, 'disgrace': 5202, 'enjoys': 6061, 'hampton': 8135, 'published': 14037, '2002': 173, 'asin': 1265, 'disk': 5221, '1975': 134, 'encyclopedia': 6004, 'pecker': 13077, 'baltimore': 1609, 'exaggerated': 6314, 'ricci': 14970, 'strawberry': 17127, 'profound': 13884, 'celebration': 3023, 'pavarotti': 13044, 'grander': 7815, 'bodyguard': 2183, 'houston': 8724, 'aria': 1176, 'san': 15392, 'francisco': 7187, 'lyric': 10808, 'bergman': 1901, 'universally': 18765, 'applicable': 1105, 'pamela': 12874, 'kathryn': 9877, 'harrold': 8231, 'reluctantly': 14655, 'embark': 5917, 'overcomes': 12741, 'triumph': 18387, 'giorgio': 7606, 'deluded': 4804, 'thirsty': 17936, 'watered': 19378, 'extravagant': 6489, 'metropolitan': 11391, 'proposes': 13948, 'breakin': 2400, 'everyday': 6275, 'comeback': 3649, 'ang': 947, 'confederate': 3844, 'conduct': 3839, 'union': 18753, 'bull': 2589, 'chile': 3244, 'skeet': 16260, 'ulrich': 18543, 'presumably': 13773, 'bushwhacker': 2654, 'holt': 8608, 'jeffery': 9657, 'wright': 19794, 'undeveloped': 18668, 'participating': 12961, 'protocol': 13975, 'villian': 19139, 'directs': 5143, 'embrace': 5934, 'housing': 8723, 'furniture': 7348, 'stumbled': 17206, 'tempted': 17792, 'masterwork': 11134, 'torso': 18170, 'fraud': 7206, 'madly': 10859, 'assault': 1284, 'anxious': 1050, 'summarizing': 17347, 'gialli': 7568, 'abrupt': 386, 'denouement': 4855, 'muse': 11886, 'lizard': 10554, 'replacement': 14730, 'hunky': 8788, 'duh': 5616, 'rehashing': 14590, \"sandler's\": 15399, 'midway': 11429, 'slows': 16393, 'tying': 18510, 'remnant': 14684, 'vanished': 18989, 'civilization': 3371, 'slipped': 16365, 'paranormal': 12924, 'matthew': 11170, 'walker': 19282, 'orphan': 12643, 'discloses': 5178, 'anthropologist': 1015, 'aline': 767, 'burke': 2628, 'squad': 16838, 'uwe': 18952, 'boll': 2206, 'twenty-five': 18490, 'assertion': 1291, 'disrespectful': 5261, 'statistic': 16963, 'awakening': 1477, 'manure': 11006, 'annoyingly': 998, 'hectic': 8371, 'rhys': 14961, 'beforehand': 1809, 'spare': 16671, 'ernesto': 6165, 'janine': 9613, 'luis': 10752, 'awaiting': 1472, 'investigates': 9463, 'gathered': 7465, 'assisting': 1302, 'uncharted': 18588, 'knife': 10019, 'throat': 17981, 'gerald': 7537, 'confronts': 3869, 'lamp': 10157, 'cartoonish': 2919, 'prejudice': 13722, 'oxford': 12803, 'debating': 4656, 'hah': 8074, 'teleplay': 17768, 'scripting': 15631, 'csi': 4394, 'joel': 9719, 'conceal': 3796, 'announce': 988, 'goldie': 7709, 'slap': 16306, 'traitor': 18255, 'mainland': 10900, 'regime': 14570, 'earn': 5709, 'woken': 19699, 'grandparent': 7822, 'fascist': 6635, 'tb': 17716, 'resort': 14819, 'illiterate': 8904, 'battlefield': 1740, 'junky': 9820, 'spiral': 16756, 'hairspray': 8090, 'godzilla': 7695, 'vincent': 19142, 'magician': 10879, 'mid-way': 11417, 'justifiably': 9825, 'circular': 3357, \"price's\": 13800, 'preceded': 13685, 'steer': 16987, 'confirmed': 3858, 'vancouver': 18985, 'oppressive': 12591, 'complement': 3750, 'adulterous': 574, 'truncated': 18425, 'knock-off': 10025, 'entity': 6110, 'paramount': 12920, 'cashing': 2936, 'cain': 2720, 'curio': 4432, 'eggar': 5813, 'recognizing': 14460, 'incidental': 9069, 'boob': 2236, 'cobb': 3538, 'world-weary': 19749, 'keyes': 9930, 'inoffensive': 9263, 'neff': 12073, 'retread': 14878, \"cain's\": 2721, 'differs': 5083, 'shark': 15942, 'indemnity': 9110, 'flashed': 6929, 'femme': 6736, 'fatale': 6652, \"lover's\": 10698, 'madsen': 10865, 'vixen': 19200, 'milquetoast': 11473, 'noel': 12226, 'coward': 4189, 'urbane': 18914, 'long-time': 10615, 'commissioned': 3691, 'royal': 15230, \"ship's\": 16018, 'clipped': 3470, 'retain': 14866, 'mould': 11790, 'patronising': 13024, 'barking': 1671, 'silk': 16160, 'gown': 7780, 'holder': 8593, 'comprises': 3784, 'cheery': 3188, 'moaning': 11602, 'pub': 14028, 'cottage': 4135, 'rosy': 15199, 'converse': 4032, 'ludicrously': 10746, 'refers': 14538, 'worship': 19760, 'shuffle': 16103, 'goodbye': 7730, 'cow': 4188, \"lean's\": 10283, 'debut': 4663, 'loom': 10634, 'interspersed': 9395, 'wry': 19813, 'amuse': 898, 'lupino': 10776, '53': 253, 'assaulted': 1285, 'tremor': 18342, 'stereotyped': 17008, 'tomato': 18120, 'replay': 14733, 'wholeheartedly': 19569, 'grin': 7911, 'badass': 1561, 'gunman': 8025, 'trout': 18410, 'downhill': 5458, 'overacting': 12732, 'goosebump': 7746, 'offended': 12470, 'azaria': 1507, 'greg': 7885, 'kinnear': 9988, 'madhur': 10857, 'glam': 7630, 'maniacal': 10970, 'intrinsic': 9429, 'printed': 13821, 'debate': 4655, 'bhandarkar': 1961, 'avoids': 1468, 'mechanism': 11269, 'altman': 834, 'comparing': 3721, \"altman's\": 835, 'myriad': 11920, 'socialite': 16518, 'novella': 12318, 'objective': 12394, 'sen': 15778, 'sharma': 15943, 'nation': 12010, 'ugliness': 18536, 'underbelly': 18620, 'cosmetic': 4124, 'resists': 14808, 'temptation': 17791, 'concentrating': 3806, 'boman': 2211, 'irani': 9490, 'machinery': 10830, 'suffocating': 17319, 'pollution': 13521, 'pearl': 13073, 'manoj': 10993, 'brim': 2457, 'effortless': 5808, 'overdoes': 12743, 'atul': 1391, 'kulkarni': 10086, 'underwritten': 18663, 'keen': 9895, 'incorporate': 9093, 'sect': 15691, 'countryman': 4160, 'ravaged': 14342, \"nature's\": 12022, 'skillfully': 16276, 'incorporated': 9094, 'finesse': 6856, 'abhishek': 364, 'vh1': 19075, 'woodstock': 19726, 'evolution': 6295, 'congratulate': 3876, 'stink': 17046, 'kindred': 9980, '1986': 146, 'wich': 19579, 'eliza': 5889, 'dushku': 5661, 'zuniga': 19977, 'melrose': 11309, '0': 10, 'rajpal': 14253, 'yadav': 19843, 'paresh': 12934, 'hostess': 8703, 'mac': 10814, 'cheat': 3171, 'babu': 1525, '1953': 110, 'belgrade': 1845, 'reunite': 14891, '1985': 145, 'idealism': 8856, '105': 40, '39': 221, 'inert': 9159, 'maverick': 11182, 'gutted': 8040, 'google': 7742, 'priest': 13803, 'ministry': 11509, 'earthly': 5721, 'mortal': 11751, 'pierre': 13312, 'groundbreaking': 7949, 'chicago': 3228, 'ghetto': 7561, 'dwell': 5678, 'rolle': 15135, 'fought': 7146, 'dynamite': 5692, \"jackson's\": 9578, 'alcoholism': 738, 'preachy': 13684, 'evans': 6255, 'resurrect': 14862, 'peeing': 13090, 'awakes': 1479, 'penis': 13113, 'scum': 15646, 'plastic': 13395, 'resurrection': 14864, 'fishing': 6895, 'collide': 3606, 'islam': 9532, 'outlook': 12697, 'agenda': 653, 'rebellious': 14422, 'rudimentary': 15250, 'enchanting': 5994, 'unquestionably': 18814, 'catapulted': 2967, \"era's\": 6149, 'wardrobe': 19327, 'exhausting': 6376, 'sentenced': 15804, 'debbie': 4657, 'flee': 6947, 'downwards': 5468, 'listens': 10524, 'ramblings': 14261, 'punished': 14068, 'adequately': 530, 'tango': 17662, 'continuously': 3995, 'voorhees': 19227, 'underdeveloped': 18624, 'agnes': 662, 'moorehead': 11711, 'priestess': 13804, 'carey': 2860, 'nutcracker': 12352, 'tainted': 17616, 'ballet': 1603, 'choreography': 3289, 'chocolate': 3267, 'artistic': 1246, 'playful': 13409, 'delve': 4808, 'stagey': 16873, 'narration': 11983, 'insisted': 9287, 'representation': 14748, 'queer': 14149, 'atrocious': 1351, 'flock': 6982, 'cheerleader': 3187, 'heavenly': 8362, 'swallowing': 17479, 'aim': 689, 'ossessione': 12659, 'restoration': 14843, 'lab': 10107, '2nd': 199, 'software': 16541, 'manual': 11002, 'hd': 8302, '3rd': 224, 'analyzed': 916, 'musically': 11893, \"prince's\": 13815, 'influential': 9196, 'avenue': 1458, 'competitive': 3741, 'phenomenal': 13242, 'map': 11009, 'intellect': 9336, 'trier': 18367, 'terrorism': 17841, 'placing': 13377, 'hypnosis': 8823, 'unrestrained': 18831, 'palatable': 12858, 'gunbuster': 8016, 'sap': 15418, 'wholly': 19571, 'skimpy': 16278, 'uniform': 18732, 'tolerance': 18109, 'juxtaposition': 9836, 'nurture': 12349, 'budding': 2562, 'meg': 11290, 'mathematician': 11153, 'farcical': 6612, 'puddle': 14041, 'blob': 2122, 'radiation': 14215, 'consume': 3955, 'security': 15698, 'buzz': 2679, 'look-alike': 10628, 'fisherman': 6894, 'frankenstein': 7194, 'lemon': 10339, 'whack': 19507, 'panting': 12894, 'lamer': 10154, 'unraveling': 18817, 'forbidden': 7072, 'defends': 4738, 'norma': 12269, 'khouri': 9938, 'jordan': 9751, \"khouri's\": 9939, 'participation': 12962, \"women's\": 19708, 'activist': 489, 'investigative': 9466, 'denies': 4845, 'specified': 16701, 'jeanie': 9648, 'jodie': 9715, 'sally': 15370, 'kellerman': 9906, 'annie': 986, 'cherie': 3208, 'currie': 4442, 'alcohol': 736, 'madge': 10855, 'graduated': 7799, 'baio': 1581, 'realistically': 14401, 'swearing': 17496, 'facet': 6526, 'fragile': 7168, 'reduces': 14518, 'applies': 1108, 'excused': 6361, 'glance': 7634, 'consumed': 3956, 'maggot': 10875, 'soil': 16544, 'pet': 13221, 'dont': 5406, 'reaper': 14411, 'plucked': 13449, 'rot': 15200, 'messy': 11375, 'wyatt': 19828, 'earp': 5714, 'daring': 4576, 'polite': 13512, 'gunslinger': 8033, 'versatile': 19064, 'fido': 6793, 'reworking': 14942, 'fleshed': 6958, 'extensively': 6474, 'romero': 15155, 'shawn': 15959, 'dylan': 5690, 'moss': 11764, \"k'sun\": 9838, 'nelson': 12094, \"who've\": 19563, 'connolly': 3898, 'commitment': 3694, \"night's\": 12178, 'speculate': 16710, 'graphically': 7831, 'chuckling': 3321, 'delectable': 4776, 'milieu': 11452, 'mushroom': 11889, 'collective': 3600, \"somebody's\": 16572, 'flute': 7016, 'marty': 11089, 'looped': 10640, 'heated': 8356, 'overtone': 12777, 'glowing': 7675, 'punk': 14072, 'owed': 12791, 'indy': 9152, 'perseverance': 13184, 'quincy': 14167, 'grinch': 7912, 'carrey': 2901, 'cindy': 3342, 'whoville': 19578, 'worried': 19756, 'grateful': 7840, 'tenth': 17813, 'gage': 7382, 'collision': 3609, 'uttered': 18948, 'hughes': 8745, 'simulate': 16194, 'latham': 10220, 'riot': 15029, 'han': 8136, 'untalented': 18859, 'rewarded': 14937, 'edna': 5786, 'nicole': 12170, 'kidman': 9953, 'chaplin': 3109, 'represented': 14750, 'abiding': 366, 'bedroom': 1798, 'pidgeon': 13305, 'pro': 13841, 'bono': 2232, 'client': 3449, 'pointing': 13481, 'grit': 7926, 'rhetoric': 14953, 'acknowledgement': 468, 'pervasive': 13209, 'postwar': 13616, 'resembled': 14789, 'yikes': 19887, 'apprentice': 1119, 'tiring': 18070, 'squirm': 16851, 'stabbing': 16859, 'commented': 3682, 'patriot': 13019, 'nationality': 12014, 'atlantic': 1342, 'martyr': 11090, 'culminating': 4409, 'cheered': 3183, 'loathed': 10565, 'percentage': 13135, \"it'd\": 9546, 'rawhide': 14351, 'gil': 7589, 'wagon': 19261, 'dominated': 5381, 'supported': 17399, 'cabal': 2696, 'flavour': 6940, 'tended': 17798, 'damsel': 4538, 'distress': 5290, 'fleming': 6953, 'departed': 4867, 'disappoint': 5158, 'shahrukh': 15904, 'luxury': 10794, 'ivy': 9561, 'rigid': 15017, 'status': 16966, 'posh': 13587, 'aplenty': 1071, 'tempt': 17790, 'middle-aged': 11419, 'knowles': 10037, 'physician': 13280, 'bid': 1970, 'hanged': 8154, 'cedric': 3016, 'hardwicke': 8201, 'lucile': 10736, 'una': 18557, \"o'connor\": 12365, 'luminous': 10764, 'supply': 17396, 'heather': 8358, 'muck': 11828, 'cristina': 4314, \"tv's\": 18479, 'unstable': 18847, 'slated': 16317, 'gateway': 7463, 'modeling': 11616, 'deborah': 4659, 'brownstone': 2523, 'fantastically': 6607, 'wicked': 19580, 'burgess': 2622, \"d'angelo\": 4497, 'eli': 5872, 'wallach': 19289, 'wily': 19625, 'spooky': 16800, 'thoughtfully': 17958, 'boogeyman': 2239, 'unanswered': 18561, 'lex': 10398, 'luthor': 10791, \"superman's\": 17386, 'ing': 9209, 'anatomy': 923, 'kryptonite': 10081, 'shiny': 16016, 'grief': 7899, 'sorrow': 16624, 'trigger': 18370, 'saddest': 15335, 'tulip': 18451, 'sensitivity': 15798, 'triumphant': 18388, 'wrought': 19812, 'heart-warming': 8339, 'introducing': 9435, 'marking': 11062, 'bain': 1580, 'furnishing': 7347, 'creditable': 4277, 'bench': 1871, 'reflecting': 14543, 'greets': 7884, 'pour': 13630, 'teamwork': 17730, 'affectionate': 614, 'fading': 6540, \"will's\": 19609, 'isolation': 9540, 'vulnerability': 19245, 'solidly': 16557, 'sag': 15351, 'empathize': 5965, 'ramsey': 14272, 'margaret': 11026, 'anecdote': 943, 'eyed': 6506, 'array': 1212, 'defined': 4749, 'understandable': 18645, 'sympathize': 17563, 'stanwyck': 16919, 'outburst': 12677, 'bette': 1942, 'conveying': 4039, 'sentiment': 15805, 'impulse': 9038, 'hurting': 8802, 'idealized': 8859, \"lang's\": 10180, 'insufferably': 9321, 'negligible': 12079, 'rack': 14207, 'hewitt': 8469, 'brainless': 2364, 'beth': 1932, 'simple-minded': 16184, 'florida': 6994, 'posse': 13593, 'padding': 12830, 'inexplicably': 9169, 'ex-cop': 6306, 'natasha': 12007, 'henstridge': 8429, 'download': 5459, 'blender': 2101, 'capability': 2809, 'roeg': 15121, 'touched': 18188, 'nerve': 12109, 'faced': 6524, 'ignorant': 8883, 'uncomfortably': 18593, 'intervention': 9403, 'prima': 13806, 'instinctively': 9312, 'challenged': 3080, 'dimension': 5108, 'talia': 17633, 'overwrought': 12787, 'davenport': 4608, 'spellbound': 16723, 'glib': 7646, 'impeccably': 8971, 'secular': 15694, 'launching': 10239, 'mining': 11504, 'motivating': 11780, 'miner': 11495, 'footstep': 7067, 'epitome': 6135, 'disagreement': 5152, 'holland': 8597, 'katherine': 9875, 'inability': 9045, \"viewer's\": 19117, \"rock'n'roll\": 15101, 'evaluate': 6249, 'behr': 1836, 'unclear': 18591, 'well-acted': 19464, 'oasis': 12383, 'frustrating': 7291, 'musing': 11895, 'tia': 18008, 'sprung': 16828, 'monaghan': 11658, 'acknowledge': 466, 'fallacy': 6570, 'responds': 14835, 'banality': 1615, 'well-made': 19477, 'bitchy': 2037, 'faded': 6539, 'lucas': 10728, 'duckling': 5603, 'iv': 9556, 'operates': 12574, 'closure': 3494, 'rewarding': 14938, 'c3po': 2692, 'leia': 10329, 'luke': 10755, \"luke's\": 10756, 'resonate': 14816, 'vii': 19125, 'matinée': 11158, \"japan's\": 9621, 'hooked': 8648, 'shopping': 16049, 'misunderstood': 11581, 'realise': 14394, 'sharing': 15941, 'medication': 11274, 'soap': 16505, 'bizarrely': 2048, \"girlfriend's\": 7613, 'toothbrush': 18146, 'shared': 15939, 'exchanged': 6344, 'laundry': 10240, 'arranges': 1211, \"sean's\": 15662, 'conveniently': 4026, 'extraordinarily': 6486, 'promised': 13914, 'shed': 15966, 'brett': 2427, 'contribute': 4010, 'unsuspecting': 18857, 'headlight': 8311, 'syrup': 17581, 'inconceivable': 9086, 'priority': 13824, 'emotionless': 5961, 'makeover': 10915, 'redone': 14515, 'reported': 14742, 'examines': 6321, 'hopeful': 8663, 'assuming': 1311, 'gypsy': 8056, 'advantage': 583, 'audition': 1404, 'stupidly': 17221, 'civic': 3367, 'richer': 14977, 'h': 8057, 'guarded': 7978, 'protective': 13969, 'protecting': 13967, 'glenda': 7644, 'isabella': 9525, \"shakespeare's\": 15908, 'self-righteous': 15761, 'soliloquy': 16558, \"gibson's\": 7576, 'respectively': 14830, 'sane': 15403, 'striving': 17166, 'organization': 12625, 'health': 8324, 'whoa': 19564, 'oregon': 12619, 'cradle': 4210, 'online': 12550, 'sissy': 16230, \"hurt's\": 8801, 'stilted': 17041, 'sant': 15411, 'adapting': 509, 'imho': 8937, 'inflated': 9188, 'adore': 565, 'pre-code': 13675, 'hay': 8287, 'enforced': 6028, '1934': 89, 'dry': 5587, 'scripture': 15632, 'mislead': 11554, 'unacceptable': 18560, 'incessantly': 9064, 'scifi': 15573, 'deceive': 4676, 'redeemable': 14500, 'exuberant': 6496, 'shanghai': 15926, 'culprit': 4412, 'hayworth': 8293, 'aquarium': 1135, 'lithgow': 10535, 'carrere': 2900, 'hearted': 8346, 'babble': 1519, 'fav': 6671, 'juliet': 9804, 'potion': 13624, 'poured': 13631, 'scarlet': 15512, 'shocker': 16030, 'romeo': 15154, 'olivia': 12517, \"leonard's\": 10357, 'leslie': 10368, \"howard's\": 8727, 'leo': 10353, 'roberta': 15085, 'programme': 13888, 'unmissable': 18787, 'bethany': 1933, 'user': 18932, 'sf': 15885, 'infantile': 9173, 'gigolo': 7588, 'buxom': 2675, 'conception': 3809, 'overweight': 12781, '8th': 308, 'fixation': 6907, 'frost': 7282, 'farther': 6629, 'barker': 1668, 'invading': 9447, 'cub': 4395, 'pup': 14073, 'washed': 19360, 'chicken': 3231, 'deceived': 4677, 'unknowingly': 18771, 'bleed': 2096, 'showbiz': 16071, 'endangered': 6006, 'teresa': 17818, 'naturalistic': 12018, 'trapping': 18299, 'cheating': 3173, 'handicapped': 8145, 'virtue': 19167, \"godard's\": 7690, 'overt': 12774, 'vincente': 19143, 'liz': 10552, \"taylor's\": 17715, 'mentor': 11340, 'protégé': 13979, 'selecting': 15735, 'ford': 7079, 'intends': 9345, 'co-production': 3521, 'mum': 11853, 'mandy': 10961, 'saxophone': 15481, 'bod': 2180, 'prochnow': 13857, 'joking': 9739, 'whimsical': 19536, 'reception': 14438, 'separately': 15812, 'plum': 13452, 'aiming': 692, 'sec': 15680, 'blend': 2099, \"freddy's\": 7222, 'bombed': 2215, 'inject': 9238, 'boo': 2235, 'brush': 2534, 'slam': 16301, 'grossly': 7944, 'biscuit': 2031, 'inadequate': 9049, 'registered': 14577, 'dramatized': 5499, 'primer': 13812, 'spotting': 16811, 'cartwright': 2922, 'dastardly': 4598, 'cad': 2705, 'betrayal': 1935, 'foreground': 7085, 'marsh': 11077, 'berry': 1914, 'humiliated': 8766, 'slop': 16374, 'highschool': 8504, 'feel-good': 6714, 'giamatti': 7570, 'vince': 19141, 'vaughn': 19011, 'avid': 1462, 'geeky': 7485, 'fab': 6514, 'jose': 9753, 'apocalyptic': 1074, 'lester': 10373, 'helm': 8405, 'acquit': 475, 'gleason': 7639, 'perennial': 13141, \"doc's\": 5338, 'answering': 1009, 'nolan': 12233, 'freeman': 7232, \"bruce's\": 2526, '9/10': 311, 'olympia': 12523, 'dukakis': 5617, 'reiser': 14608, 'perkins': 13163, 'presume': 13774, 'shoved': 16066, 'confrontation': 3866, 'patently': 13004, 'skipped': 16285, 'furious': 7345, 'stunk': 17208, 'fetish': 6765, 'boon': 2249, 'passionately': 12985, 'conroy': 3907, 'pantomime': 12895, 'duchess': 5600, 'recommendation': 14465, 'ensure': 6081, 'scandal': 15492, \"mayor's\": 11196, 'becker': 1788, 'mercury': 11350, 'domestic': 5377, 'disturbance': 5301, 'recipe': 14441, 'spectrum': 16709, 'democratic': 4826, 'royalty': 15233, 'demeanor': 4815, 'outright': 12704, 're-watched': 14370, 'deputy': 4896, 'calhoun': 2735, 'intimidating': 9416, 'fonda': 7044, \"cusack's\": 4454, 'aiello': 685, 'mafia': 10870, 'anselmo': 1006, 'landau': 10166, 'scrutiny': 15639, 'stern': 17014, 'overshadows': 12770, 'intimidated': 9415, \"pacino's\": 12820, 'electrifying': 5853, 'niece': 12171, 'in-depth': 9041, 'apollo': 1075, 'setback': 15854, 'pufnstuf': 14045, 'wilde': 19600, 'ignores': 8886, 'describing': 4918, \"villain's\": 19134, 'weed': 19434, 'soup': 16640, 'scathing': 15518, 'referring': 14537, 'heidi': 8384, 'sp': 16651, \"c'mon\": 2691, '98': 323, 'numbing': 12340, 'rarer': 14318, 'off-camera': 12461, 'courtesy': 4173, 'interpret': 9385, 'wendigo': 19491, 'fessenden': 6756, \"romero's\": 15156, 'parable': 12909, 'forum': 7140, 'creeped': 4283, 'kim': 9971, 'tear-jerker': 17732, 'thorne': 17947, 'suzanne': 17472, 'surrealistic': 17437, 'stimulating': 17043, 'narrated': 11980, 'memoir': 11318, 'duc': 5599, 'marxist': 11098, 'historian': 8546, 'staunch': 16967, \"louis's\": 10680, 'elected': 5846, 'assembly': 1289, 'equality': 6140, 'tho': 17940, 'accounting': 445, 'incapable': 9058, 'pivotal': 13368, 'cooky': 4056, 'jersey': 9679, 'gigli': 7587, 'workable': 19737, 'catherine': 2985, \"o'hara\": 12369, 'hanson': 8164, 'dough': 5445, 'layered': 10263, 'ample': 895, 'admire': 542, 'besieged': 1923, 'timer': 18049, \"heroine's\": 8454, 'metamorphosis': 11378, 'raunchy': 14340, 'cheapness': 3169, 'imitation': 8942, 'spiced': 16738, 'explicit': 6431, 'shortly': 16057, 'suspended': 17459, 'drooling': 5565, 'coming-of-age': 3670, 'escaping': 6190, 'artfully': 1231, 'judd': 9782, 'emphasis': 5969, 'madonna': 10862, 'introspective': 9439, 'journal': 9763, 'bliss': 2117, 'dunno': 5647, 'implanted': 8988, 'external': 6479, 'imposed': 9006, 'confronting': 3868, 'age-old': 649, 'empowerment': 5981, 'downside': 5463, 'tonic': 18136, 'philippine': 13250, '1995': 156, 'stuffed': 17203, 'stepping': 17004, 'gundam': 8017, 'attic': 1378, 'mobile': 11604, 'fighter': 6805, 'blasphemous': 2082, 'apologize': 1079, 'ranting': 14298, 'insulted': 9324, 'remark': 14666, 'rooftop': 15166, 'offends': 12473, 'replica': 14736, 'caste': 2951, 'assassin': 1280, 'unsatisfactory': 18833, 'honorable': 8640, '2.5': 165, '2010': 181, 'wasteland': 19368, 'port': 13569, 'drafted': 5479, 'selleck': 15767, 'steroid': 17016, 'sunglass': 17362, 'wrecking': 19786, 'endear': 6007, 'nickname': 12164, 'welfare': 19462, 'quoting': 14188, 'fearing': 6690, 'chasing': 3148, 'sample': 15387, 'treating': 18330, 'infected': 9176, 'manga': 10963, 'mayhem': 11194, 'ensue': 6078, 'quentin': 14150, 'tarantino': 17678, 'dominion': 5389, 'colored': 3622, 'izzard': 9563, 'puberty': 14029, 'scooter': 15580, 'thornton': 17948, 'hurl': 8795, 'comatose': 3639, 'pia': 13284, 'zadora': 19932, 'snarling': 16464, 'put-upon': 14109, 'marginal': 11030, 'high-profile': 8493, 'fortunate': 7136, 'clifford': 3453, 'obligated': 12397, 'moniker': 11667, \"johnson's\": 9730, 'lipstick': 10513, 'showgirl': 16079, \"perry's\": 13181, 'mommy': 11654, 'dearest': 4646, 'defies': 4746, \"nobody's\": 12223, 'se': 15650, 'popped': 13550, 'motorcycle': 11787, 'edits': 5783, 'wanders': 19309, 'speaks': 16689, 'underwear': 18659, 'tighter': 18031, '1936': 91, 'lambert': 10149, 'hillyer': 8520, \"lugosi's\": 10750, 'puzzling': 14115, 'honored': 8641, 'outbreak': 12676, 'extinguisher': 6482, 'inconsistency': 9090, 'spine': 16752, 'submit': 17256, 'expelled': 6410, 'theft': 17885, 'euro': 6238, 'franco': 7188, 'overboard': 12737, 'succubus': 17298, 'practicing': 13654, 'runtime': 15283, 'skipping': 16287, 'brenda': 2420, 'blethyn': 2106, 'marijuana': 11040, 'wisely': 19667, 'pulling': 14051, 'import': 9001, 'spark': 16674, 'gear': 7480, 'brew': 2430, 'crafting': 4213, 'villainous': 19136, 'ira': 9488, 'levin': 10388, 'twister': 18499, \"lumet's\": 10762, 'bruhl': 2528, 'recognizes': 14459, 'revive': 14922, 'sleuth': 16347, 'dyan': 5685, 'cannon': 2801, \"sidney's\": 16134, 'regrettably': 14581, 'uniformly': 18733, 'thatcher': 17876, 'conservative': 3918, 'frolic': 7278, 'inform': 9199, 'assortment': 1307, 'self-serving': 15762, 'gratitude': 7845, 'despise': 4946, 'pleasing': 13426, 'unbearably': 18571, 'coy': 4197, 'tory': 18177, 'scorn': 15586, 'venom': 19033, 'spews': 16734, \"nick's\": 12162, 'orientation': 12632, 'heaped': 8328, 'self-loathing': 15753, 'naiveté': 11955, \"burtynsky's\": 2646, 'quarry': 14138, 'vermont': 19057, 'beleaguered': 1842, 'neighbourhood': 12088, 'industrial': 9149, 'shifted': 16006, 'jovial': 9769, \"l'intrus\": 10105, 'intruder': 9441, 'transplanted': 18289, 'denis': 4847, 'inhabit': 9217, 'someplace': 16577, 'punish': 14067, 'beatrice': 1777, \"cinema's\": 3344, 'tsai': 18438, 'hsiao-hsien': 8734, 'thematically': 17888, 'self-consciously': 15744, 'detached': 4962, 'sophia': 16609, 'translation': 18282, 'panty': 12896, 'confession': 3849, 'pullman': 14052, 'narcotic': 11977, 'newton': 12146, 'researched': 14784, 'islander': 9535, 'forcibly': 7077, 'en': 5987, 'masse': 11120, 'homeland': 8614, 'policy': 13509, 'controlling': 4021, 'projection': 13902, 'aerial': 604, 'removal': 14688, 'displaced': 5246, 'beset': 1920, 'damning': 4536, 'exile': 6383, 'consistently': 3931, 'troubling': 18406, 'definitively': 4757, 'concluded': 3819, 'rightful': 15014, 'gaping': 7427, 'raised': 14247, 'answered': 1008, 'restless': 14842, 'projector': 13903, 'generates': 7503, 'kubrick': 10082, 'appreciation': 1117, 'solely': 16553, 'darn': 4589, 'gere': 7540, 'se7en': 15651, 'eternal': 6224, '2004': 175, 'ferrell': 6749, 'goofball': 7740, 'assure': 1314, 'binder': 2007, 'respectful': 14828, 'exploration': 6443, 'johnson': 9729, 'fineman': 6854, \"alan's\": 723, 'disheveled': 5214, 'solitude': 16560, 'headphone': 8315, 'abruptly': 387, 'afterall': 637, \"charlie's\": 3133, 'meaningless': 11255, 'dealt': 4642, 'scorsese': 15590, 'matador': 11141, 'pierce': 13310, 'brosnan': 2510, 'julian': 9800, 'hit-man': 8554, 'dwarf': 5677, 'bangkok': 1627, 'problematic': 13850, 'nanny': 11969, 'jill': 9697, 'countess': 4155, 'psychic': 14016, 'emilia': 5947, 'cheaper': 3165, 'simpler': 16185, 'perceives': 13133, 'ambivalent': 862, 'helplessness': 8415, 'pathological': 13008, 'excluding': 6353, 'down-to-earth': 5452, 'escapist': 6192, \"scene's\": 15525, 'seminal': 15776, 'clique': 3471, 'uncaring': 18581, 'fend': 6739, 'affluent': 619, 'tender': 17800, 'harmful': 8219, 'perceptive': 13137, 'affecting': 612, 'self-destructive': 15747, 'carelessly': 2855, 'untimely': 18862, 'absorbing': 394, 'examination': 6318, 'neatly': 12054, 'vulnerable': 19246, 'confront': 3865, 'adrian': 570, 'ladder': 10131, 'observant': 12410, 'unsentimental': 18840, 'chaotic': 3107, 'leon': 10355, 'pastoral': 12995, 'delicate': 4782, \"foster's\": 7145, 'insecure': 9271, 'promoter': 13921, 'morose': 11740, 'ex-boyfriend': 6304, 'gawky': 7476, 'obnoxious': 12403, 'crasher': 4235, 'achingly': 463, 'heart-breaking': 8338, 'under-appreciated': 18617, 'adolescence': 554, 'feelgood': 6715, 'fad': 6537, 'rideau': 14991, \"france's\": 7181, 'nuanced': 12325, 'ethereal': 6229, 'aunt': 1410, 'comprised': 3783, 'daunting': 4606, 'lifshitz': 10436, 'signal': 16143, 'uplifting': 18893, 'pursues': 14098, 'reserved': 14797, \"palma's\": 12866, 'backseat': 1546, 'visceral': 19174, 'palma': 12865, 'ripoffs': 15036, \"master's\": 11127, 'ex-wife': 6310, 'classy': 3405, 'pino': 13341, 'descriptive': 4920, 'transported': 18292, 'backwoods': 1554, 'accurately': 448, 'essence': 6202, '1992': 153, 'freshman': 7249, 'patton': 13032, 'kramer': 10065, 'hackman': 8067, 'convict': 4041, 'operative': 12578, 'strives': 17165, \"widmark's\": 19589, 'lackey': 10124, 'mickey': 11410, 'rooney': 15171, 'oddity': 12451, 'candice': 2786, 'bergen': 1900, 'valerie': 18969, 'noni': 12255, 'amidst': 879, 'abhorrent': 365, 'scriptwriting': 15634, 'erratic': 6173, 'junkie': 9819, 'comprehension': 3779, 'skid': 16272, 'weekday': 19436, 'crud': 4365, 'luther': 10790, 'resides': 14802, 'danish': 4562, 'helmer': 8407, 'arden': 1160, 'transplant': 18288, 'frits': 7274, 'headmaster': 8313, 'bent': 1891, 'aplomb': 1072, 'varied': 18998, 'inherent': 9222, 'tread': 18323, 'continued': 3990, 'rousing': 15219, 'oral': 12602, 'israeli': 9542, 'palestinian': 12862, '90210': 314, 'fluff': 7007, 'absurdity': 399, 'ham-fisted': 8118, 'pretension': 13781, 'undermining': 18637, 'cartoony': 2921, 'telegraph': 17765, 'brigade': 2443, 'militant': 11453, 'checkpoint': 3178, 'palestine': 12861, 'fluffy': 7008, 'ambulance': 863, 'humiliating': 8767, 'ashraf': 1260, 'nablus': 11940, 'tel': 17764, 'aviv': 1463, 'hassle': 8251, 'ricardo': 14969, 'surly': 17423, 'gloriously': 7666, 'idiosyncrasy': 8872, 'oedipal': 12459, 'incompetence': 9082, 'rajinikanth': 14251, 'casual': 2957, 'interrupt': 9390, 'sermon': 15835, 'yesteryear': 19882, 'household': 8719, 'kite': 10004, 'tamil': 17650, 'baba': 1516, 'preface': 13710, 'punctuated': 14066, 'hermit': 8447, 'crook': 4337, 'apt': 1132, 'lowest': 10714, \"imdb's\": 8935, 'ranking': 14294, 'elia': 5873, 'munchies': 11863, 'lustful': 10787, 'boorish': 2252, 'plague': 13379, 'jacket': 9572, 'traveler': 18310, 'gremlin': 7888, 'diminutive': 5114, 'reptile': 14760, 'koch': 10044, 'casablanca': 2929, \"cliff's\": 3451, 'lear': 10287, 'operatic': 12575, 'stash': 16952, 'gale': 7394, 'evidently': 6288, 'suicidal': 17329, 'unto': 18863, 'salvation': 15378, 'hindsight': 8527, 'dashing': 4597, 'moralizing': 11718, 'tagline': 17612, 'self-important': 15749, 'cannes': 2797, 'alot': 814, 'wendy': 19493, 'homecoming': 8613, 'shin': 16010, 'pokémon': 13498, 'unavoidable': 18567, 'guarantee': 7975, 'catwoman': 2990, 'batgirl': 1722, 'adversary': 588, 'anti-hero': 1021, 'coupled': 4166, \"tony's\": 18139, 'dual': 5592, 'glorifies': 7662, 'italian-american': 9550, 'soprano': 16616, 'ex-husband': 6308, 'poverty': 13636, 'integrate': 9332, 'criticise': 4320, 'promiscuity': 13911, 'vapid': 18993, 'likeable': 10455, 'static': 16959, 'excruciating': 6357, 'depressed': 4888, 'deconstruct': 4704, 'disturb': 5300, 'relieved': 14645, 'dumbland': 5631, 'loretta': 10658, 'hungry': 8786, 'resourceful': 14823, 'conniving': 3896, 'verbally': 19044, 'skinny': 16283, 'fooling': 7057, 'imitating': 8941, 'salvage': 15377, 'brat': 2380, 'awfulness': 1495, 'misfire': 11543, 'whit': 19554, 'gator': 7467, 'crocodile': 4333, 'croc': 4330, 'innumerable': 9262, 'cheesiness': 3192, 'resorting': 14820, 'gimmick': 7598, 'illegitimate': 8900, 'spaceship': 16658, 'powerless': 13646, 'movie-goers': 11810, 'savior': 15473, 'explode': 6433, 'allegory': 784, \"christ's\": 3298, 'primary': 13809, 'crucifixion': 4364, 'spear': 16690, 'brick': 2436, 'brain-dead': 2362, 'shrewd': 16089, 'cold-hearted': 3581, 'tycoon': 18509, '1960s': 118, 'pow': 13637, 'lascivious': 10203, 'bloodsucker': 2141, 'synopsis': 17575, 'krista': 10072, 'nell': 12093, 'ireland': 9495, 'hid': 8481, 'commentator': 3681, '82': 299, 'years-old': 19870, 'judgment': 9788, 'kindness': 9979, 'compassion': 3725, 'package': 12822, 'auto': 1436, 'los': 10663, 'angeles': 950, 'nightclub': 12179, '26': 194, 'legit': 10324, 'pick-up': 13291, 'smell': 16424, 'hue': 8738, 'molested': 11640, 'salary': 15366, 'clarity': 3389, 'conquered': 3903, \"joe's\": 9718, 'bewilderment': 1954, 'devotion': 5024, 'firework': 6877, 'raf': 14222, 'brink': 2463, 'admired': 543, 'brutality': 2537, 'robbing': 15079, 'heartbroken': 8345, 'schlesinger': 15542, 'chillingly': 3249, 'eye-opener': 6501, 'waldo': 19276, 'clairvoyance': 3380, 'bravo': 2388, 'silents': 16158, 'cinderella': 3340, 'infatuated': 9174, 'fella': 6723, 'resolved': 14812, 'by-the-numbers': 2681, 'hai': 8078, 'publicity': 14034, 'advanced': 579, 'ticket': 18014, 'sale': 15367, 'salman': 15372, 'rani': 14291, 'surrogate': 17439, 'har': 8179, 'pyar': 14116, 'mumbai': 11854, 'chooses': 3277, 'abbas': 351, 'cameron': 2762, 'campaign': 2768, '1955': 112, 'rapport': 14312, 'entrenched': 6115, '1950': 106, 'ahab': 674, 'abel': 361, 'addressing': 524, 'hurricane': 8796, 'earthquake': 5722, 'bouchet': 2305, 'kitty': 10009, 'fiendish': 6796, 'fourteen': 7157, 'plot-wise': 13441, 'lucio': 10738, \"fulci's\": 7305, 'sybil': 17547, 'danning': 4564, 'malfatti': 10929, 'macabre': 10815, 'gung': 8022, 'requirement': 14775, 'wrap-up': 19776, 'reflective': 14545, 'shaped': 15932, 'bedside': 1799, 'circa': 3353, \"ann's\": 977, \"life's\": 10427, 'lila': 10463, \"lila's\": 10464, 'cabaret': 2697, 'greenwich': 7879, 'enamored': 5992, 'craving': 4245, 'outwardly': 12716, 'chagrin': 3070, 'uptight': 18909, 'repressed': 14753, 'realization': 14403, 'constance': 3939, 'stir': 17050, 'vanessa': 18986, 'redgrave': 14509, 'richardson': 14976, \"redgrave's\": 14510, 'shutting': 16108, 'mamie': 10944, 'gummer': 8013, 'hugh': 8744, 'dancy': 4546, 'frozen': 7285, 'explodes': 6435, 'solitary': 16559, 'confinement': 3855, 'wander': 19306, 'combat': 3641, 'blindly': 2113, 'abandon': 347, 'planning': 13389, 'frill': 7272, 'execrable': 6363, 'taboo': 17593, 'starvation': 16948, 'successive': 17295, 'unsure': 18854, 'colorless': 3624, 'progressed': 13893, 'spill': 16746, 'defines': 4750, 'desi': 4930, 'deranged': 4899, 'gravity': 7851, 'defying': 4762, 'commando': 3675, 'shekhar': 15978, 'vanish': 18988, 'tashan': 17690, 'scariness': 15510, 'coloured': 3627, 'appropriately': 1124, 'hose': 8696, 'domineering': 5385, 'geezer': 7488, 'graveyard': 7849, 'roar': 15070, 'salad': 15365, 'tearing': 17735, \"other's\": 12664, 'showering': 16078, 'typewriter': 18517, 'miniature': 11499, 'laptop': 10191, 'cesspool': 3063, 'quit': 14176, 'forewarned': 7098, 'organic': 12621, 'savvy': 15475, 'paranoid': 12923, 'attach': 1354, 'transcendental': 18263, 'volcano': 19215, 'convert': 4034, 'gangsta': 7419, 'cassidy': 2945, \"spielberg's\": 16744, 'barrier': 1687, 'raimi': 14238, 'raptor': 14313, 'dissimilar': 5267, 'cared': 2849, 'dept': 4894, 'cunningly': 4425, 'tracked': 18226, 'banned': 1636, 'titillation': 18076, 'buyer': 2677, 'watcher': 19375, 'advised': 599, 'chopped': 3280, 'reinforce': 14603, 'interviewee': 9406, 'interrupted': 9391, 'maher': 10892, 'deviate': 5007, 'gospel': 7763, 'represent': 14747, 'extremist': 6493, 'evangelical': 6252, 'interrupting': 9392, 'heavy-handed': 8366, 'countless': 4157, 'one-sided': 12545, '700': 281, 'outraged': 12701, 'garage': 7428, \"chan's\": 3091, 'outdone': 12684, 'attacker': 1361, 'assailant': 1279, 'thick': 17919, 'escalating': 6185, 'fixing': 6909, 'katharine': 9874, 'self-involved': 15752, 'zoe': 19964, 'gilbert': 7590, 'billie': 1998, 'simpering': 16182, 'weepy': 19441, \"hepburn's\": 8431, 'isle': 9536, '99.9': 325, 'looming': 10635, 'sceptical': 15529, 'glimmer': 7648, 'rundown': 15278, 'afterward': 643, 'sunset': 17368, 'hunk': 8787, 'amy': 904, 'bracket': 2352, 'memento': 11317, 'dozed': 5471, 'transforms': 18276, 'insatiable': 9269, 'disappointingly': 5161, \"public's\": 14031, 'sensationalism': 15790, 'tolerable': 18108, \"abc's\": 357, 'diane': 5047, 'monologue': 11675, 'consuming': 3959, 'literature': 10534, 'profoundly': 13885, 'sophomoric': 16614, 'intoxicated': 9421, 'unwashed': 18873, 'banter': 1641, 'impending': 8973, 'forehead': 7086, 'guardian': 7979, 'clumsily': 3508, 'infused': 9208, 'pedestrian': 13083, 'nil': 12188, 'warranted': 19351, 'greenaway': 7869, 'apply': 1109, 'shannon': 15928, 'recruited': 14490, 'heist': 8392, 'plotline': 13442, 'hustle': 8807, 'province': 13992, 'korean': 10054, 'contemplative': 3974, 'longing': 10621, 'grosse': 7941, 'pointe': 13479, 'lighthearted': 10446, 'psychologist': 14021, 'clinical': 3466, 'forensic': 7091, 'modernized': 11622, 're-run': 14366, 'stargate': 16931, 'sg': 15887, 'tantrum': 17666, 'solved': 16566, 'canceled': 2782, 'declining': 4701, 'adored': 566, 'instrumental': 9319, 'hack': 8062, 'prevents': 13794, 'internal': 9378, 'limb': 10473, 'alert': 741, 'hemo': 8418, 'vanity': 18992, 'arrogance': 1221, 'snobbish': 16484, 'superiority': 17383, 'tire': 18067, 'plumbing': 13454, 'segue': 15726, 'chemical': 3199, 'fundamental': 7330, 'learning': 10290, 'gushing': 8035, 'niven': 12209, 'controller': 4020, 'fiery': 6800, 'spared': 16672, 'wash': 19359, 'refer': 14532, 'celestial': 3027, 'courier': 4170, 'induce': 9141, 'staircase': 16885, 'movie-making': 11812, 'mimicking': 11479, 'drowned': 5574, 'stiff': 17032, 'programming': 13891, 'rochon': 15099, 'serviceable': 15843, 'thinly': 17930, 'veiled': 19021, \"kaufman's\": 9883, 'understated': 18649, 'horrendous': 8680, 'cringe-worthy': 4305, 'irreversible': 9513, 'exceeds': 6328, 'rejoice': 14614, 'monotonous': 11679, 'fur': 7344, 'it.the': 9548, 'bros': 2509, 'standpoint': 16914, 'qualification': 14129, 'lindsey': 10488, 'pedestal': 13082, 'dominican': 5387, 'ruggero': 15259, 'holocaust': 8606, 'reviewed': 14915, \"mgm's\": 11397, 'arlington': 1188, 'ivory': 9560, 'perilous': 13157, 'romanticized': 15152, 'romanticism': 15151, 'stranded': 17108, 'growth': 7962, \"jane's\": 9607, 'blossomed': 2148, 'detractor': 4987, 'wildlife': 19605, \"screen's\": 15617, 'deer': 4725, 'redneck': 14514, 'submission': 17255, 'societal': 16520, 'yearning': 19868, 'biograph': 2016, \"griffith's\": 7905, 'walthall': 19301, 'berserk': 1916, 'paramour': 12921, 'unexpectedly': 18694, 'instrument': 9318, 'charmed': 3138, 'chad': 3069, 'unneeded': 18796, 'ram': 14257, 'gopal': 7747, 'judgement': 9786, 'bachchan': 1533, 'babban': 1518, 'gabbar': 7367, 'heero': 8379, 'deol': 4863, 'jai': 9592, 'tabu': 17594, 'basanti': 1698, 'mohanlal': 11633, 'oops': 12561, '5/10': 245, 'pakistan': 12853, 'riveted': 15060, 'yawning': 19857, 'attentive': 1376, 'item': 9554, 'science-fiction': 15569, 'parked': 12939, 'parking': 12942, 'brunette': 2531, 'beef': 1802, 'implausibility': 8989, 'antagonist': 1011, 'inflict': 9191, 'transporting': 18293, 'nameless': 11960, 'comically': 3668, 'appleby': 1102, 'spin-off': 16750, 'caters': 2981, 'challenger': 3081, 'proposition': 13949, 'grinning': 7918, 'relax': 14626, 'replied': 14738, 'handy': 8151, 'annoyance': 995, 'placement': 13375, 'attendance': 1370, 'downstairs': 5464, 'objection': 12392, 'uneasy': 18682, 'spontaneous': 16795, \"year's\": 19863, 'espionage': 6198, 'ex-girlfriend': 6307, 'reitman': 14609, '1982': 142, 'joey': 9720, 'nc': 12043, 'dolemite': 5366, 'avenging': 1457, 'disco': 5179, 'blaxploitation': 2089, 'canon': 2804, 'rudy': 15253, 'topped': 18154, 'raid': 14231, \"sheriff's\": 15997, 'ernie': 6166, 'sped': 16712, 'hearty': 8354, 'unedited': 18683, 'shook': 16041, 'noteworthy': 12295, 'soooo': 16605, 'dross': 5570, 'waqt': 19320, 'spoilt': 16788, 'panel': 12884, 'lung': 10774, 'grandson': 7823, 'cringe': 4304, 'untouched': 18866, 'revered': 14908, 'typing': 18520, 'swift': 17517, 'dyer': 5687, 'nicholas': 12156, 'coaching': 3530, 'steward': 17024, 'championship': 3089, 'waltz': 19303, 'doggie': 5360, 'liang': 10405, 'heightens': 8388, 'mortgage': 11755, 'drugstore': 5579, 'waking': 19273, 'devine': 5013, 'taped': 17671, 'animate': 967, 'monday': 11662, 'line-up': 10491, 'stressful': 17143, 'rerun': 14779, 'entirety': 6108, 'pasted': 12990, 'roadkill': 15067, \"john's\": 9725, \"fiancé's\": 6780, 'moose': 11712, 'sundance': 17359, 'illustrious': 8916, 'iran': 9489, 'angrily': 959, 'egypt': 5819, 'bolivia': 2204, 'israel': 9541, 'eartha': 5719, 'kitt': 10007, 'forrest': 7128, 'earl': 5705, 'sasha': 15432, 'foolish': 7058, 'stained': 16883, 'hart': 8239, 'caged': 2715, 'wounded': 19772, 'helicopter': 8397, 'heath': 8357, 'forming': 7124, 'orlando': 12641, 'byrne': 2686, 'naomi': 11970, 'laurence': 10244, 'constable': 3938, 'browning': 2522, 'eye-catching': 6500, 'psychology': 14022, 'existent': 6388, 'perpetrator': 13173, 'dread': 5513, 'spilling': 16748, 'bares': 1661, \"narrator's\": 11986, 'nitpick': 12206, \"ned's\": 12064, 'predicament': 13701, 'dismayed': 5228, 'liner': 10494, 'lifted': 10438, 'conned': 3891, 'session': 15848, 'phil': 13246, \"caine's\": 2723, 'arriving': 1220, \"levin's\": 10389, 'long-running': 10613, \"story's\": 17090, 'simplified': 16189, '/8': 9, 'keyboard': 9929, 'omg': 12530, 'bullshit': 2597, 'scanning': 15496, 'connor': 3899, 'nonsensical': 12257, 'firefly': 6874, 'marching': 11019, 'radically': 14217, 'unfamiliar': 18700, 'leering': 10311, 'crenna': 4292, 'barton': 1696, 'mannered': 10989, 'norton': 12280, 'porter': 13571, 'recreates': 14486, 'electricity': 5852, 'requiem': 14772, 'midwest': 11430, 'meth': 11385, 'addiction': 515, 'farnsworth': 6622, 'wide-eyed': 19584, 'corrupted': 4118, 'wei': 19443, 'parole': 12950, 'latino': 10223, 'dealer': 4640, 'baptist': 1643, 'inner-city': 9253, 'bard': 1657, 'tribeca': 18356, 'provoking': 14001, 'mutilation': 11911, 'voting': 19233, 'precedent': 13686, 'praying': 13671, 'horrifically': 8686, 'endured': 6022, 'ripped': 15037, 'substituted': 17271, 'stricken': 17147, 'venice': 19032, 'tvm': 18482, 'disinterested': 5219, \"austen's\": 1418, 'spot-on': 16808, 'paltrow': 12871, 'excessively': 6342, 'brewing': 2431, 'bead': 1759, 'slash': 16312, 'furry': 7349, 'proverbial': 13986, 'repo': 14740, 'compass': 3724, 'tackling': 17600, 'erik': 6160, 'eyewitness': 6509, 'eccleston': 5747, 'flabbergasted': 6911, 'miguel': 11438, 'desk': 4937, 'harrowing': 8233, 'protection': 13968, 'tracking': 18228, 'hallway': 8113, 'maze': 11198, 'architecture': 1156, 'suggesting': 17324, 'decrepit': 4712, \"boyle's\": 2343, 'soylent': 16650, 'roach': 15064, 'breeding': 2417, 'dish': 5213, 'economics': 5758, 'obscene': 12405, 'off-the-wall': 12465, 'slacker': 16298, 'driveway': 5559, 'sensation': 15788, 'opposing': 12586, 'doug': 5444, 'quotable': 14183, 'drab': 5475, 'antwerp': 1044, 'du': 5591, 'prank': 13664, 'hazing': 8297, 'mumbo-jumbo': 11858, 'dourif': 5448, '87': 304, 'metaphorical': 11380, 'reuniting': 14894, 'gena': 7495, 'existential': 6389, 'defy': 4761, 'uncover': 18605, 'slashing': 16315, 'hostel': 8702, 'illegally': 8899, 'safety': 15349, 'leadership': 10276, 'stand-in': 16907, 'micheal': 11403, 'natured': 12023, 'bog': 2185, 'momentum': 11652, 'funding': 7334, 'university': 18767, 'lembach': 10335, 'involve': 9478, 'diaper': 5049, 'rubber': 15240, 'turgid': 18465, 'hiss': 8545, 'blackmailer': 2060, 'vest': 19072, 'parade': 12911, 'eh': 5821, 'compilation': 3743, 'harmless': 8220, 'diversion': 5315, 'snack': 16451, 'slept': 16346, 'operation': 12577, 'persuaded': 13200, 'omission': 12532, 'lent': 10352, 'aura': 1413, 'termed': 17821, 'miserably': 11541, 'cbc': 3008, 'nighttime': 12183, 'goings-on': 7700, 'allegedly': 781, 'looser': 10646, 'wrestle': 19789, 'spook': 16799, 'katie': 9879, 'somber': 16569, 'spiraling': 16757, 'burnt': 2635, 'avail': 1448, 'fanciful': 6596, 'embedded': 5925, \"mind's\": 11482, '23': 188, 'kallio': 9846, 'seaver': 15676, 'mistreated': 11576, 'monstrous': 11686, 'compassionate': 3726, 'fiancé': 6779, 'autopsy': 1445, 'no-name': 12213, \"eric's\": 6157, 'true-to-life': 18416, 'ferocious': 6746, 'michigan': 11408, 'steady': 16973, 'sleeper': 16337, 'syfy': 17550, 'cortes': 4121, 'explorer': 6446, 'wiped': 19657, 'slimy': 16362, 'tribe': 18355, 'plagued': 13380, 'rio': 15028, 'headstrong': 8317, 'dispatched': 5244, '95': 320, 'theatrically': 17882, 'singled': 16214, 'razzie': 14357, 'blackadder': 2055, 'macbeth': 10819, 'rowan': 15225, 'document': 5345, 'firefighter': 6873, 'kung-fu': 10091, 'blatant': 2087, \"lion's\": 10509, 'composure': 3774, 'inescapable': 9160, 'proclaims': 13861, \"attenborough's\": 1368, 'knowledgeable': 10036, 'trashed': 18301, 'concentrate': 3804, 'foundation': 7150, 'actuality': 495, 'tuning': 18460, 'flawlessly': 6944, 'maya': 11190, 'pre': 13674, 'impulsive': 9039, 'balancing': 1593, 'haze': 8295, 'devour': 5025, 'mud': 11829, 'whiny': 19541, 'mecha': 11266, 'macro': 10840, 'contractor': 3999, 'roam': 15068, 'shady': 15898, 'remembers': 14675, 'profitable': 13883, 'domain': 5374, 'quantity': 14136, 'governor': 7777, 'embodiment': 5932, 'coulardeau': 4140, 'pantheon': 12892, 'sorbonne': 16617, \"snitch'd\": 16480, 'cahill': 2718, 'insist': 9286, 'proceeds': 13855, \"ain't\": 696, 'generate': 7501, 'revenue': 14906, 'sigh': 16139, 'pap': 12899, 'mercenary': 11344, 'employer': 5978, 'iranian': 9491, 'low-rent': 10707, 'ineptly': 9157, 'defining': 4752, 'allegiance': 782, 'half-baked': 8099, 'prequel': 13743, 'carlito': 2871, 'spat': 16681, \"carlito's\": 2872, 'guzman': 8045, 'chopper': 3281, \"australia's\": 1422, 'stand-alone': 16906, 'hernandez': 8448, 'comb': 3640, 'ghoulies': 7566, 'rabid': 14194, 'stain': 16882, 'rarity': 14319, 'bathtub': 1730, \"anna's\": 980, 'dingo': 5121, 'snatched': 16466, 'lindy': 10489, \"chamberlain's\": 3085, 'neill': 12090, 'feat': 6694, 'calf': 2734, 'economy': 5759, 'bonanza': 2221, 'evokes': 6293, 'accompanies': 431, 'infinite': 9185, 'concise': 3817, 'ponderosa': 13531, 'ranch': 14276, 'sparked': 16675, 'mindset': 11491, 'camaraderie': 2751, 'all-american': 771, 'idealist': 8857, 'mia': 11398, 'prowl': 14003, 'gasp': 7460, 'radical': 14216, 'detailed': 4965, 'bodily': 2181, 'customer': 4463, 'eagerly': 5701, 'weigh': 19444, 'property': 13940, 'beverage': 1948, 'frog': 7277, 'sheesh': 15971, 'pairing': 12851, 'cop-out': 4071, 'comprehend': 3777, '200': 170, 'global': 7655, 'polar': 13502, 'swim': 17520, 'drown': 5573, 'triad': 18351, 'yakuza': 19846, 'versus': 19068, 'takashi': 17620, 'trading': 18235, 'sardonic': 15427, 'tatsuhito': 17700, 'arch': 1146, 'takeover': 17624, 'wang': 19311, 'definite': 4753, 'wacko': 19251, 'caesar': 2709, 'commandment': 3674, \"gang's\": 7418, 'penchant': 13106, 'emulate': 5985, 'washing': 19361, 'familial': 6581, 'biting': 2039, 'smashing': 16420, 'randomness': 14284, 'interrogation': 9389, 'full-on': 7317, 'ichi': 8846, 'levity': 10392, 'bullied': 2595, 'sammi': 15384, 'curr': 4438, 'in-joke': 9042, 'sending': 15783, \"we'd\": 19401, 'overlooking': 12757, 'pocket': 13465, 'lynchian': 10803, 'first-time': 6886, 'bye': 2682, 'letdown': 10378, 'platform': 13398, '94': 319, 'glue': 7676, \"someone's\": 16576, 'stairwell': 16887, 'shuts': 16107, 'zombified': 19968, 'crapfest': 4231, 'chinatown': 3258, 'venue': 19039, 'delved': 4809, 'revolved': 14931, \"sabrina's\": 15321, 'boston': 2294, 'massachusetts': 11116, 'greendale': 7871, 'sabrina': 15320, 'britney': 2473, 'ashanti': 1258, \"hart's\": 8240, 'amazes': 849, 'grossed': 7942, 'congrats': 3875, 'rehashed': 14589, 'adventurer': 586, 'chewbacca': 3220, 'svenson': 17474, 'sh': 15890, 'completing': 3756, 'pan': 12875, 'fudge': 7300, 'bacon': 1556, 'shue': 16102, \"parent's\": 12931, 'chiller': 3247, 'religiously': 14648, 'shadowy': 15897, 'trace': 18220, 'documented': 5348, 'federal': 6706, 'fringe': 7273, 'filmgoers': 6828, 'pointlessness': 13484, 'macy': 10841, 'increasingly': 9102, 'fargo': 6616, 'character-driven': 3114, 'deceptively': 4684, 'connects': 3890, \"doctor's\": 5342, 'drifter': 5542, 'floating': 6981, 'aimlessly': 694, 'richness': 14981, 'state-of-the-art': 16954, 'lobotomy': 10569, 'pj': 13372, 'haha': 8075, 'retrospective': 14885, 'injected': 9239, 'jude': 9783, 'backfire': 1542, 'article': 1235, 'progress': 13892, \"something's\": 16581, \"heaven's\": 8361, 'mccabe': 11206, 'penn': 13114, '1963': 121, 'sock': 16526, 'gravitas': 7850, 'everlasting': 6270, 'sleepwalking': 16341, 'cranky': 4228, 'harbor': 8184, 'strangled': 17116, 'alternately': 828, 'begs': 1823, 'mercy': 11351, 'figuratively': 6808, 'contributes': 4012, 'significantly': 16149, 'separation': 15814, 'convincingly': 4048, 'rattling': 14337, 'shaken': 15906, 'apparition': 1087, 'experiencing': 6417, 'jolly': 9741, 'tart': 17687, 'triple': 18378, 'insufferable': 9320, \"warner's\": 19345, 'uttering': 18949, 'ogling': 12493, '101': 38, 'heritage': 8443, 'fatally': 6655, 'denny': 4853, 'villainess': 19135, 'slate': 16316, 'dumbing': 5630, 'seinfeld': 15729, 'hypnotized': 8826, 'dyke': 5689, 'ethel': 6228, 'bestowed': 1929, 'unmitigated': 18790, 'mediocrity': 11278, 'mo': 11599, 'idyllic': 8879, 'income': 9080, 'leigh': 10330, '1965': 123, 'lever': 10386, 'forgiven': 7107, 'coronation': 4102, 'frequent': 7244, 'transmission': 18284, 'mournful': 11798, 'mercedes': 11343, 'unravel': 18816, 'benedict': 1878, 'pollack': 13518, 'sens': 15787, 'parachute': 12910, 'erich': 6159, \"rohmer's\": 15130, 'commune': 3702, 'teller': 17773, \"elliott's\": 5898, 'first-hand': 6884, 'heady': 8318, 'jean-claude': 9643, 'midst': 11428, 'confection': 3843, 'exhibiting': 6380, 'limitation': 10477, 'technological': 17749, 'bolt': 2210, 'innovation': 9259, 'parisian': 12936, 'indirectly': 9133, 'snot': 16493, 'crab': 4202, 'boarding': 2172, 'enjoyment': 6060, 'hinted': 8533, 'operate': 12572, 'korea': 10053, 'spectacularly': 16705, 'gall': 7396, 'extraneous': 6485, 'iris': 9497, \"fonda's\": 7045, 'accolade': 428, 'tissue': 18071, 'rang': 14286, 'sensibility': 15794, 'goat': 7682, 'iphigenia': 9486, 'advent': 584, 'slaughtered': 16320, 'fierce': 6798, 'hk': 8566, 'lam': 10145, 'lin': 10482, \"jackie's\": 9574, 'cheung': 3217, 'johnnie': 9726, 'windshield': 19639, 'wildest': 19604, 'kinetic': 9981, \"allen's\": 786, 'notwithstanding': 12311, 'applauded': 1099, 'depalma': 4864, \"wood's\": 19721, 'snobbery': 16483, 'tcm': 17718, 'ustinov': 18936, 'bumbling': 2602, 'beam': 1762, 'newhart': 12138, 'morley': 11734, 'ceasar': 3011, 'forgiving': 7110, 'tasteful': 17694, 'mojo': 11635, 'owing': 12795, 'stylised': 17230, 'discourse': 5185, 'struggling': 17185, 'structured': 17182, 'flynn': 7019, 'curve': 4452, 'towering': 18210, 'judith': 9792, 'dench': 4841, 'alimony': 766, 'holm': 8604, 'drummer': 5582, 'caron': 2891, 'bass': 1715, 'laine': 10141, 'bombshell': 2218, 'hottest': 8710, 'courageous': 4169, 'onstage': 12554, 'ie': 8880, 'exit': 6392, 'fury': 7352, 'pulitzer': 14048, 'lump': 10766, 'oscar-nominated': 12655, 'autistic': 1435, 'syllable': 17552, 'dumbest': 5628, 'palpable': 12868, 'anxiety': 1049, 'moralistic': 11716, 'healed': 8320, 'wanna-be': 19314, 'ward': 19325, 'combo': 3647, 'deprived': 4893, 'stair': 16884, 'motionless': 11776, 'monotone': 11678, 'cobra': 3540, 'steely': 16984, 'magnum': 10888, 'opus': 12601, \"did'nt\": 5068, 'applied': 1107, 'chawla': 3158, 'canal': 2780, 'utilizing': 18944, 'coyote': 4198, 'medicine': 11275, 'highway': 8505, 'mckay': 11231, 'hand-held': 8139, 'skeptical': 16265, 'hyped': 8819, 'wouldnt': 19770, 'havent': 8277, 'savannah': 15467, 'verisimilitude': 19052, \"branagh's\": 2371, 'jansen': 9617, 'duval': 5669, 'embeth': 5927, 'padded': 12829, 'niche': 12155, '3-4': 201, 'edison': 5774, 'schmidt': 15548, 'multi': 11845, 'jenna': 9664, 'silliest': 16162, 'trivial': 18390, 'sincere': 16201, 'tenderness': 17801, 'jigsaw': 9696, \"moon's\": 11704, 'staff': 16868, '8.5': 295, 'listing': 10525, 'rewatch': 14939, 'boiler': 2198, 'borrowing': 2284, 'reverse': 14912, 'abysmally': 409, 'uninvolving': 18752, 'rein': 14598, 'creepshow': 4290, 'reminisce': 14681, 'aghast': 659, 'imdb.com': 8936, 'billing': 1999, 'expertise': 6423, 'encore': 5996, 'yuck': 19910, 'everytime': 6281, \"gregory's\": 7887, 'freebird': 7227, 'biker': 1987, 'zentropa': 19950, 'rubble': 15243, 'naivety': 11954, 'intentional': 9352, 'vacuum': 18958, 'sucking': 17306, 'pipe': 13348, 'berlin': 1906, 'oppression': 12590, 'ban': 1613, 'banning': 1638, 'disappear': 5153, 'modesty': 11624, 'blaise': 2069, 'tv-series': 18481, 'lite': 10529, \"tarantino's\": 17679, \"modesty's\": 11625, \"o'donnell\": 12368, 'eats': 5739, 'resurrected': 14863, 'coven': 4180, 'satanist': 15439, 'filthy': 6840, 'scraping': 15604, 'dime': 5107, 'anne': 982, 'distraction': 5287, 'alienation': 762, 'materialism': 11148, 'gwyneth': 8048, 'assembled': 1288, 'accessible': 422, 'gingerbread': 7602, 'mitchum': 11586, 'terrorising': 17840, 'branch': 2372, 'tackled': 17599, 'righteous': 15013, 'three-dimensional': 17971, 'branagh': 2370, 'duvall': 5670, 'overlapping': 12752, 'counterpoint': 4154, 'downey': 5456, 'daryl': 4594, 'broader': 2482, 'hierarchy': 8489, 'framework': 7177, 'erase': 6150, 'resume': 14859, 'sierra': 16138, 'employment': 5980, 'racially': 14203, 'miscarriage': 11532, 'sic': 16114, 'eroticism': 6170, 'alfredo': 751, 'snoozer': 16490, 'mundane': 11866, 'bumping': 2606, \"drake's\": 5492, 'unrelenting': 18826, \"grant's\": 7827, 'charmingly': 3141, 'screwball': 15624, 'disturbingly': 5304, 'dim': 5105, 'restraining': 14850, 'gesture': 7553, 'plausibility': 13402, 'oftentimes': 12492, 'framed': 7176, 'guiding': 7995, 'carl': 2866, \"posey's\": 13586, 'enhance': 6049, 'off-kilter': 12462, 'grind': 7914, 'sarcasm': 15425, 'ridiculousness': 14998, 'devotee': 5023, 'rail': 14233, 'tenuous': 17814, 'kowalski': 10060, 'waco': 19253, 'populace': 13553, 'irs': 9520, 'journalism': 9764, 'dared': 4573, 'motto': 11789, 'largo': 10199, 'winch': 19630, 'kristin': 10075, 'croatian': 4329, 'seaside': 15669, 'limousine': 10480, 'madame': 10845, 'upbringing': 18886, 'baldwin': 1598, 'acknowledged': 467, 'reggie': 14569, 'vow': 19234, 'jody': 9716, 'sphere': 16735, 'prisoner': 13827, 'angus': 964, 'nit': 12204, 'picker': 13293, 'disliking': 5224, 're-watching': 14371, 'rocked': 15103, 'scrappy': 15605, 'doo': 5408, 'weber': 19427, 'otis': 12668, 'bachelor': 1534, 'hag': 8070, 'well-to-do': 19482, 'thirty-something': 17939, 'suitor': 17337, 'referred': 14536, 'stroll': 17171, 'greener': 7874, 'pasture': 12996, 'hotter': 8709, 'vivacious': 19194, 'chalk': 3077, 'meld': 11300, 'feminine': 6732, 'humiliate': 8765, 'astoundingly': 1325, 'hackneyed': 8068, 'scandalous': 15493, 'titillating': 18075, 'karaoke': 9854, 'mightily': 11434, 'sydney': 17548, 'dwelling': 5680, 'prudish': 14006, 'hug': 8739, 'curt': 4448, 'commend': 3676, 'staggeringly': 16876, 'boggling': 2191, 'appointment': 1112, 'prom': 13907, 'devastated': 4995, 'practical': 13650, 'fuse': 7353, 'toast': 18087, 'principal': 13817, 'justin': 9831, 'lyon': 10807, 'trunk': 18426, 'nearer': 12049, 'terri': 17828, 'liven': 10546, 'defeated': 4729, 'shower': 16077, 'crushed': 4383, 'oozing': 12563, 'blackboard': 2056, 'dependable': 4872, 'uninterested': 18749, 'crucifix': 4363, 'impaled': 8966, 'raining': 14243, 'basing': 1710, 'walt': 19299, 'restrictive': 14854, 'narrow-minded': 11988, 'ontario': 12555, 'inflection': 9190, 'inkling': 9247, 'haggard': 8073, 'hayes': 8291, 'churned': 3331, 'subgenre': 17246, 'safari': 15345, 'cheetah': 3194, 'smartest': 16416, 'caveman': 3004, 'geico': 7489, \"cinderella's\": 3341, 'chore': 3286, 'cleaning': 3424, 'stepsister': 17005, 'godmother': 7694, 'slipper': 16366, 'belonged': 1860, 'wilfred': 19608, 'fairytale': 6557, 'rigg': 15009, 'dedlock': 4715, 'jarndyce': 9627, 'witnessed': 19686, 'tent': 17810, 'immaculate': 8944, 'spatula': 16682, 'spoon': 16801, 'knox': 10039, \"ryan's\": 15309, 'bouncing': 2310, 'yoko': 19891, 'doorstep': 5419, 'breakup': 2404, 'hammerhead': 8128, 'hungary': 8784, 'surveillance': 17444, 'illusion': 8909, 'scripted': 15630, 'neglected': 12077, 'blackmail': 2058, 'illogical': 8906, 'privileged': 13833, 'grapple': 7832, 'chauffeur': 3154, 'hussey': 8806, 'insipid': 9285, 'vic': 19083, 'sa': 15311, 'metro': 11389, 'moviegoer': 11815, 'cesar': 3062, 'rebecca': 14419, 'joining': 9735, 'hobby': 8574, 'gee': 7483, 'shallowness': 15916, 'fifth': 6802, 'inappropriately': 9055, 'predictably': 13705, \"might've\": 11433, 'landis': 10170, 'tobe': 18090, 'hooper': 8654, 'mel': 11294, 'ferrer': 6750, 'vance': 18984, 'immortal': 8958, 'gig': 7582, \"hotel's\": 8708, 'penalty': 13105, 'uma': 18551, 'g-girl': 7365, 'warehouse': 19329, 'newbie': 12131, 'tit': 18072, 'protected': 13966, 'currency': 4439, 'specialist': 16693, 'mcgovern': 11223, 'stalked': 16892, 'improbability': 9025, 'halve': 8116, 'horus': 8695, 'slashed': 16313, 'flashlight': 6931, 'reminding': 14679, 'randolph': 14281, 'betty': 1947, 'grable': 7785, 'harriet': 8228, 'hilliard': 8519, 'ozzie': 12808, 'hopkins': 8669, 'alumnus': 838, 'prejudiced': 13723, 'eighty': 5826, 'pre-teen': 13677, 'normalcy': 12271, 'mischa': 11535, 'lawn': 10254, 'haley': 8096, '6th': 275, 'toby': 18093, \"young's\": 19901, 'covering': 4185, 'pegg': 13100, 'shenanigan': 15990, 'uproarious': 18899, 'olsen': 12522, 'admirably': 539, 'kirsten': 9997, 'dunst': 5648, 'sexpot': 15879, 'maes': 10867, 'megan': 11292, 'alienated': 760, 'peg': 13099, 'clayton': 3419, 'suave': 17237, 'stallion': 16896, 'unintelligent': 18744, 'decline': 4699, 'steep': 16985, 'slope': 16375, 'denominator': 4854, 'damned': 4535, 'costa': 4128, 'travelling': 18314, 'lurking': 10781, 'divide': 5320, '1974': 133, 'faceless': 6525, 'bumped': 2604, 'bashing': 1706, 'bashed': 1705, 'decapitation': 4671, 'shotgun': 16060, 'blasted': 2085, 'bitten': 2040, 'themed': 17890, 'manipulative': 10980, 'austen': 1417, 'doubtful': 5440, 'generosity': 7508, 'amiable': 875, 'churchill': 3329, 'magnetism': 10882, 'make-believe': 10913, 'correctness': 4114, 'youssef': 19905, 'chahine': 3071, 'loach': 10558, 'nair': 11952, 'cia': 3335, 'confirms': 3859, 'spectator': 16706, 'reacted': 14377, 'panorama': 12889, 'catastrophe': 2968, 'overview': 12780, 'lena': 10340, 'whistler': 19552, 'traveled': 18309, \"jack's\": 9570, 'annoys': 999, 'triangle': 18353, 'reunited': 14892, 'breakfast': 2399, \"tiffany's\": 18025, 'holly': 8601, 'gooding': 7732, 'asinine': 1266, 'stoned': 17072, 'hulking': 8751, 'hippie': 8537, 'implying': 9000, 'wendt': 19492, 'tracey': 18222, 'gratifying': 7843, 'elmore': 5901, 'scratching': 15609, 'punched': 14063, 'frankenheimer': 7193, 'manchurian': 10959, '2/3': 167, 'foil': 7031, 'formed': 7120, 'bickering': 1968, 'detracts': 4988, 'escapism': 6191, 'filmmaking': 6833, 'josh': 9757, 'hartnett': 8244, 'gladys': 7629, 'hulk': 8750, 'breakdancing': 2396, 'hip-hop': 8536, 'dj': 5332, 'compensated': 3733, 'birthplace': 2029, 'bronx': 2500, 'rapper': 14310, 'dominate': 5380, 'coup': 4163, 'quotation': 14184, 'eustache': 6243, 'poetic': 13472, 'alexandre': 746, 'leaud': 10298, 'veronika': 19062, 'subtly': 17279, 'torrid': 18169, 'inhibition': 9228, 'pretentiousness': 13783, 'talky': 17639, 'forerunner': 7093, 'nouvelle': 12312, 'faking': 6564, 'crowning': 4360, 'agony': 667, 'lovingly': 10700, 'lucid': 10732, 'krabbé': 10063, 'vanishing': 18991, 'boundary': 2313, 'hedy': 8375, 'lamarr': 10147, 'loveless': 10693, 'honeymoon': 8636, 'denied': 4844, 'writhing': 19804, 'undressed': 18676, 'stylistically': 17234, 'boogie': 2240, 'personable': 13191, 'contributor': 4015, 'novak': 12313, 'vertigo': 19069, \"cat's\": 2961, 'humming': 8770, 'sharply': 15947, 'lightly': 10448, 'topical': 18152, 'lust': 10785, 'eighth': 5825, 'mind-numbing': 11485, 'reccomend': 14431, 'consultant': 3954, 'scheider': 15533, 'trebor': 18333, 'clarence': 3387, 'preston': 13772, 'exploitive': 6442, 'conscience': 3908, 'rouge': 15210, 'betrays': 1938, 'rebellion': 14421, 'foggy': 7029, 'grimy': 7910, \"steiner's\": 16992, 'hewlett': 8470, 'consisted': 3928, 'impersonator': 8985, 'gunner': 8027, 'lofty': 10584, 'parkins': 12943, 'dino': 5124, 'proverb': 13985, 'dom': 5373, 'summarized': 17346, 'reminiscing': 14683, 'awakens': 1478, 'slumber': 16398, 'warming': 19338, 'lately': 10216, 'cash-in': 2934, 'etched': 6223, 'sticking': 17030, 'payoff': 13060, 'mccormick': 11213, 'brittany': 2474, 'schaech': 15530, 'preparing': 13741, 'embarrass': 5919, 'tourist': 18201, 'poltergeist': 13523, 'grudge': 7963, 'cramp': 4223, 'stabbed': 16858, \"donna's\": 5401, 'unrealistically': 18821, 'token': 18105, 'chrissy': 3296, 'ronnie': 15163, 'designer': 4933, 'chew': 3219, 'deliberate': 4780, 'cringed': 4306, 'exaggerating': 6315, 'wistful': 19673, 'plight': 13434, 'mishmash': 11551, 'freshly': 7248, 'manipulation': 10979, 'laying': 10264, 'carpet': 2895, 'cajun': 2725, 'cigar': 3337, 'spouting': 16815, 'volume': 19218, 'swallowed': 17478, \"niro's\": 12202, \"nolte's\": 12236, 'warrant': 19350, 'terrorizing': 17845, 'kin': 9974, 'shortened': 16055, 'unspeakable': 18845, 'harassment': 8183, 'hermann': 8445, 'genetically': 7512, 'snicker': 16473, 'cross-dressing': 4344, \"bob's\": 2178, 'infernal': 9180, 'incessant': 9063, 'relish': 14649, '1962': 120, 'incredulous': 9105, 'tripod': 18379, '16mm': 56, 'bigelow': 1977, 'undermine': 18634, 'erupt': 6180, 'flame': 6919, 'engulfed': 6048, 'baghdad': 1574, 'breakdown': 2397, 'zone': 19969, 'alley': 789, 'tactic': 17602, 'kidnapping': 9957, 'layout': 10265, 'eod': 6126, 'cereal': 3055, 'adrenalin': 568, 'rewrite': 14944, 'telegraphed': 17766, 'plainly': 13382, 'subtext': 17274, 'monochrome': 11673, 'seamlessly': 15660, 'promotes': 13922, '1946': 102, 'snob': 16482, 'enlisted': 6067, 'detestable': 4982, 'discount': 5183, 'accordingly': 441, 'rhine': 14954, 'lillian': 10468, 'hellman': 8401, 'lukas': 10754, 'coulouris': 4144, 'geraldine': 7538, 'muller': 11841, 'mother-in-law': 11771, 'humphrey': 8776, 'gut-wrenching': 8038, 'sara': 15420, 'provincial': 13993, '18th': 65, 'gundams': 8018, 'replaced': 14729, 'grunt': 7972, 'z': 19927, 'humanistic': 8757, 'gracefully': 7789, 'rebuilt': 14425, 'mythic': 11933, 'subtitled': 17276, 'victory': 19101, 'meteor': 11382, 'rewriting': 14945, 'nic': 12150, \"cage's\": 2714, 'flirtation': 6975, 'litany': 10528, 'troy': 18411, 'fluke': 7011, 'recovering': 14481, 'sylvester': 17553, 'opener': 12568, 'teasing': 17740, 'earnest': 5711, 'poetry': 13473, 'boasting': 2175, 'grisham': 7924, 'psychopath': 14023, 'berenger': 1898, 'foolishly': 7059, 'mumble': 11855, 'motorbike': 11786, 'nan': 11963, 'apologise': 1077, 'crippled': 4310, 'undistinguished': 18671, '1954': 111, 'cliché-ridden': 3444, 'provoke': 13998, 'strait': 17106, 'attract': 1383, 'flora': 6991, 'robson': 15095, 'tomlinson': 18127, 'sculptor': 15644, 'cylon': 4486, 'scan': 15491, 'stereotypically': 17010, 'o-lan': 12378, 'glitz': 7653, 'glitter': 7652, 'mystique': 11931, 'flag': 6914, 'logo': 10592, 'silverman': 16167, 'tab': 17589, 't-shirt': 17587, \"sarah's\": 15423, 'poop': 13540, 'gaze': 7478, 'assessment': 1293, 'drift': 5540, 'contestant': 3982, 'execute': 6364, 'principally': 13818, 'coastal': 3534, 'hershey': 8459, 'alfre': 749, 'woodard': 19722, 'rus': 15288, 'adolf': 556, 'liev': 10425, \"hitler's\": 8561, 'longtime': 10624, 'radar': 14211, 'cutout': 4473, 'malone': 10935, 'reich': 14594, 'jacobi': 9580, 'researcher': 14785, 'walsh': 19297, 'slap-stick': 16307, 'boringly': 2275, 'decadent': 4668, 'sub-plot': 17241, 'elite': 5887, 'bettany': 1941, 'tiresome': 18069, 'connelly': 3892, 'assured': 1315, 'hackenstein': 8064, 'imbecilic': 8932, 'unmemorable': 18786, 'snatcher': 16467, 'cadaver': 2706, 'miraculously': 11522, 'harem': 8206, 'fulfilled': 7308, \"craven's\": 4243, 'decapitated': 4670, 'basketball': 1714, '1900': 67, 'laboratory': 10113, 'smoky': 16441, 'enchanted': 5993, \"cast's\": 2949, 'wincing': 19632, 'nominee': 12242, '. .': 4, 'splitting': 16781, 'streaming': 17131, 'mcadams': 11202, 'cillian': 3339, 'riddled': 14988, 'stationed': 16962, 'suite': 17335, 'cohort': 3570, 'guided': 7993, 'convinces': 4046, 'coincidentally': 3574, 'aisle': 708, 'banging': 1626, 'pen': 13104, 'landing': 10169, 'terminal': 17822, 'delay': 4774, 'battery': 1738, 'launched': 10237, 'crashing': 4236, 'neighborhood': 12085, 'prevails': 13789, 'surgery': 17421, 'patti': 13031, 'togar': 18102, 'describes': 4917, \"baker's\": 1586, \"picture's\": 13302, 'marky': 11063, 'exhilarating': 6382, 'explosive': 6450, 'impaired': 8965, 'potts': 13626, 'zane': 19934, 'dale': 4518, 'frye': 7295, 'stan': 16903, 'mcbride': 11205, 'wilcox': 19598, 'daria': 4575, 'box-office': 2330, 'flounder': 6996, \"jim's\": 9699, 'seduction': 15704, 'reside': 14799, 'fervent': 6754, 'fort': 7131, 'snowball': 16496, 'concoction': 3824, 'almighty': 805, 'surpass': 17425, 'grossing': 7943, \"carrey's\": 2902, 'grandeur': 7816, 'newfound': 12137, 'faculty': 6536, 'exhibition': 6381, 'turkish': 18467, 'hammered': 8127, 'perfected': 13144, 'atomic': 1347, 'arctic': 1159, 'gammera': 7411, 'prehistoric': 13720, \"sleeve's\": 16345, 'gamera': 7408, 'regularly': 14584, 'cue': 4403, \"farrell's\": 6625, 'invincible': 9471, '66': 270, 'envisioned': 6124, 'sporadic': 16802, 'warring': 19353, 'kei': 9901, 'sho': 16027, 'variable': 18995, 'coherency': 3565, 'hardworking': 8202, 'dahlia': 4510, 'presumed': 13775, 'electrocuted': 5854, 'tangled': 17661, 'avoided': 1466, 'dumbfounded': 5629, 'funded': 7333, 'baffle': 1567, 'slit': 16370, 'wrist': 19798, 'action-packed': 485, 'relativity': 14625, 'feeding': 6712, 'commercially': 3688, 'shelton': 15987, 'renter': 14711, 'quartier': 14142, 'rowlands': 15227, 'gazzara': 7479, 'eiffel': 5822, 'mime': 11477, 'tuileries': 18450, '14th': 52, 'arrondissement': 1223, 'margo': 11032, 'faubourg': 6665, 'rufus': 15256, 'payne': 13059, 'loin': 10594, 'daniela': 4558, 'olivier': 12518, 'vincenzo': 19144, 'olga': 12513, 'seine': 15728, 'juliette': 9805, 'binoche': 2013, 'willem': 19611, 'dafoe': 4505, 'isabel': 9524, 'miranda': 11526, 'hoskins': 8697, 'fanny': 6603, 'montmartre': 11694, 'irreverence': 9511, \"pegg's\": 13101, 'blitz': 2120, 'isabelle': 9526, 'moreau': 11725, 'elvira': 5911, 'cathedral': 2984, 'spall': 16664, 'sombre': 16570, 'focal': 7021, 'self-mutilation': 15754, \"harvey's\": 8248, 'jonathon': 9746, 'climb': 3459, 'upwards': 18911, 'accomplishes': 438, 'laser': 10204, 'ponderous': 13532, 'one-of-a-kind': 12544, 'nominate': 12239, 'admitting': 552, 'dumpster': 5637, 'degrade': 4766, 'register': 14576, 'analyze': 915, 'ricky': 14983, 'bursting': 2640, 'ammunition': 885, 'repartee': 14716, 'implication': 8994, 'quiroz': 14175, 'poisoning': 13490, 'marathon': 11013, 'barn': 1673, 'th': 17863, 'participated': 12960, 'rene': 14700, 'spader': 16661, 'xxx': 19839, 'inclination': 9071, 'shawshank': 15960, 'pinnacle': 13338, \"daddy's\": 4503, 'hostile': 8704, 'howling': 8732, 'stefan': 16989, \"karen's\": 9859, 'reb': 14418, 'transylvania': 18296, 'coworker': 4194, 'subpar': 17259, 'calvin': 2749, 'egregious': 5818, 'afterthought': 642, 'invariably': 9450, 'bishop': 2033, 'eliminated': 5880, 'dandy': 4547, 'fetch': 6761, 'marius': 11051, 'reform': 14548, 'thrashing': 17961, 'donation': 5397, 'snooty': 16488, 'handing': 8146, 'barricade': 1685, 'troop': 18396, 'deterioration': 4975, 'misinterpreted': 11553, 'elimination': 5883, 'feminist': 6735, 'rodriguez': 15120, 'declared': 4696, 'glamorous': 7632, 'speeding': 16718, '110': 43, 'unharmed': 18726, 'morrissey': 11748, 'entranced': 6114, 'seduced': 15701, 'tramell': 18257, 'dazzle': 4627, 'bluth': 2167, \"brontë's\": 2499, 'spun': 16829, 'tenant': 17796, 'markham': 11061, 'adapt': 506, \"reader's\": 14385, 'bleeding': 2097, 'poitier': 13492, 'elvis': 5913, 'presley': 13762, 'nevada': 12121, 'basinger': 1711, 'garber': 7432, 'iota': 9484, 'shambling': 15919, 'recluse': 14450, 'timmy': 18052, 'haas': 8059, 'heartwarming': 8353, 'mercilessly': 11349, 'dictator': 5064, 'hilt': 8521, 'sammy': 15386, 'raul': 14339, 'sonia': 16594, 'braga': 2360, 'muster': 11905, 'cleverness': 3439, 'accented': 414, 'roller-coaster': 15138, 'ecstatic': 5761, 'hyperbole': 8822, 'gershon': 7547, 'largest': 10198, 'interacting': 9356, 'hardy': 8203, 'prefers': 13717, 'chump': 3324, 'bohemian': 2195, 'erm': 6163, 'oppressed': 12589, \"anderson's\": 932, 'malcolm': 10923, 'mcdowell': 11221, 'pupil': 14074, 'dorm': 5429, 'left-wing': 10313, 'antiquated': 1034, 'decency': 4679, 'black-and-white': 2054, 'anarchy': 921, \"greenaway's\": 7870, 'conceive': 3802, 'defendant': 4734, 'gallery': 7398, 'strapped': 17120, 'sledgehammer': 16333, 'archer': 1150, 'torturing': 18174, 'alliance': 790, 'substitute': 17270, 'reacts': 14382, 'prodigy': 13863, 'puppy': 14077, 'ishtar': 9530, 'troma': 18394, 'corman': 4093, 'critter': 4327, 'hirsch': 8543, 'waterman': 19384, 'korman': 10055, 'stratton': 17124, 'peru': 13207, 'archaeological': 1147, 'archaeologist': 1148, 'specimen': 16702, 'hop': 8659, 'adjacent': 532, 'blocking': 2128, 'imbued': 8933, 'capitalist': 2818, 'specialty': 16697, 'dave': 4607, 'harassing': 8182, 'munchie': 11862, 'cuddly': 4402, 'gist': 7618, 'orphanage': 12644, 'tailor': 17614, 'creeper': 4284, 'sophomore': 16613, 'debuted': 4665, 'darren': 4590, 'mcgavin': 11222, 'archie': 1154, 'bunker': 2609, 'quaint': 14128, 'oakland': 12382, 'fellini': 6724, 'casanova': 2930, 'admiration': 541, 'cock': 3545, 'easter': 5729, 'decay': 4672, 'coherence': 3564, 'maestro': 10868, 'mobster': 11605, 'boeing': 2184, '747': 286, 'all-star': 776, 'horizon': 8674, 'phoenix': 13262, 'recording': 14476, 'hamming': 8131, 'monstrosity': 11685, 'donate': 5395, 'tax': 17712, 'scam': 15490, 'doodlebops': 5410, 'machete': 10826, 'cleansing': 3426, 'belly': 1858, 'ash': 1256, 'grinding': 7917, 'evidenced': 6286, 'ringing': 15023, 'mercifully': 11347, 'appreciates': 1115, 'electric': 5849, 'bless': 2103, \"book's\": 2242, 'unremarkable': 18827, 'targeted': 17681, 'callahan': 2741, 'anti': 1016, 'watergate': 19382, 'tucker': 18446, 'marvin': 11096, 'persistent': 13186, 'ellie': 5895, 'moustache': 11801, 'assassinate': 1281, 'unmistakable': 18788, 'commission': 3690, 'oswald': 12662, 'persists': 13187, 'easiest': 5726, 'ruthlessly': 15304, 'marvellous': 11093, 'shoe': 16034, 'fled': 6946, 'voiced': 19208, 'wasp': 19365, 'atkins': 1339, 'lew': 10394, 'mogul': 11631, 'open-minded': 12566, 'lowell': 10710, 'ganz': 7425, 'lifelong': 10433, 'meyers': 11395, 'groupie': 7953, 'threatened': 17966, 'yankee': 19851, 'verge': 19047, 'perish': 13161, 'farrelly': 6626, 'sweetness': 17513, 'sheryl': 16001, 'squid': 16849, 'octopus': 12447, 'erstwhile': 6178, 'heading': 8309, 'refusing': 14559, 'characterized': 3119, 'pardon': 12929, \"harry's\": 8235, 'unorthodox': 18802, 'geronimo': 7545, 'donut': 5407, 'palermo': 12860, \"don's\": 5393, 'offs': 12486, 'lawman': 10253, 'mckinney': 11234, 'malta': 10936, 'briefcase': 2441, 'halt': 8115, 'yelled': 19872, 'aggravating': 655, 'concluding': 3821, 'napoleon': 11974, 'cart': 2913, 'hanger': 8155, 'greydon': 7897, 'retrospect': 14884, 'culmination': 4410, 'bereft': 1897, 'resent': 14792, 'dictionary': 5067, 'consumerism': 3958, 'shattered': 15950, 'august': 1409, 'stardust': 16927, 'transformer': 18274, 'dimwitted': 5117, \"money's\": 11665, 'vessel': 19071, 'construct': 3949, 'bounty': 2314, 'mythical': 11934, 'rewritten': 14946, 'post-apocalyptic': 13602, 'dismissed': 5232, 'ovum': 12789, 'snag': 16453, 'synthetic': 17579, 'android': 939, 'prosthetic': 13959, 'sullen': 17340, \"lynch's\": 10802, 'newest': 12136, 'gotham': 7767, 'foe': 7027, 'leopold': 10363, 'ups': 18900, 'battleship': 1741, 'spray': 16817, 'understatement': 18650, 'riget': 15008, 'ww2': 19823, 'sydow': 17549, 'rethink': 14873, 'cocktail': 3548, 'duet': 5612, 'slicker': 16354, 'sparring': 16678, 'oakie': 12381, 'middleton': 11421, 'flashing': 6930, 'medieval': 11276, 'masquerading': 11114, 'armor': 1195, 'casually': 2958, 'nary': 11990, 'guiness': 8002, 'boyish': 2341, 'ink': 9246, 'invention': 9455, 'hesitation': 8463, 'ephemeral': 6128, 'cynicism': 4490, 'temp': 17776, 'bubbly': 2551, 'stride': 17150, 'earth-shattering': 5718, 'cotton': 4137, 'wool': 19731, 'erin': 6162, 'lacklustre': 10127, 'unsatisfying': 18835, 'flopped': 6990, 'cylons': 4487, 'rationing': 14333, 'yea': 19860, 'haircut': 8086, 'bozo': 2345, 'chunky': 3326, 'completes': 3755, 'scroll': 15635, 'booty': 2259, 'cuba': 4396, 'gladly': 7628, 'locking': 10580, 'surfer': 17417, 'chatting': 3153, 'crater': 4240, 'moot': 11713, 'boggy': 2192, 'creek': 4281, 'basil': 1709, 'rathbone': 14326, 'bing': 2009, 'impromptu': 9028, 'charley': 3131, 'levant': 10384, 'apologizing': 1080, \"adam's\": 503, 'dummy': 5633, 'wrapping': 19778, 'marker': 11056, '25th': 193, 'brightest': 2450, 'remorse': 14685, 'blush': 2166, 'weaving': 19423, 'ifc': 8881, 'alicia': 757, 'porch': 13560, 'tricked': 18361, 'lunacy': 10769, 'dug': 5615, 'retriever': 14882, 'bulldog': 2590, 'limp': 10481, 'myron': 11922, 'breckinridge': 2415, 'rex': 14947, 'masculinity': 11106, 'fawcett': 6680, 'vidal': 19103, 'unfilmable': 18703, 'carradine': 2897, 'lowered': 10712, 'varies': 18999, 'nauseating': 12027, 'cracking': 4206, 'tch': 17717, 'cena': 3040, 'keenan': 9896, 'wayans': 19395, 'humorless': 8772, 'parodied': 12947, 'imitate': 8938, 'bathsheba': 1729, 'monarch': 11659, 'adultery': 575, 'saul': 15459, 'unhappily': 18724, 'uriah': 18919, 'pregnancy': 13718, 'deity': 4771, 'pestilence': 13220, 'ark': 1186, 'admires': 545, 'solomon': 16563, 'successor': 17296, 'divided': 5321, 'hayward': 8292, 'fetching': 6763, 'aroused': 1206, 'massey': 11121, 'throne': 17984, 'forthcoming': 7134, 'scholar': 15552, 'housewife': 8722, '600': 265, 'displeasure': 5250, 'pressing': 13767, 'fascism': 6634, 'jammed': 9603, 'faithfully': 6560, 'sheen': 15968, 'tuesday': 18448, 'award-winning': 1481, 'palette': 12863, 'mammoth': 10945, 'leary': 10293, 'two-dimensional': 18505, 'scalise': 15488, 'boxer': 2332, 'beefcake': 1803, 'defiant': 4742, 'shoving': 16068, 'nostril': 12287, 'pinning': 13340, 'paine': 12839, 'playmate': 13414, 'homophobia': 8627, 'copper': 4076, 'liar': 10406, 'unspoken': 18846, 're-imagining': 14361, 'scooby-doo': 15578, 'squeaky': 16844, 'scooby': 15577, 'wb': 19399, 'jar': 9623, 'nitpicking': 12207, 'evolve': 6296, '. ...': 6, 'eytan': 6511, 'café': 2712, 'noam': 12217, \"city's\": 3365, 'mutual': 11915, 'hebrew': 8368, 'arabic': 1139, 'grady': 7801, 'harp': 8224, 'diablo': 5036, 'indicating': 9124, 'hatch': 8258, 'digest': 5088, 'ramshackle': 14273, 'cherish': 3209, 'arnie': 1201, 'mitch': 11584, 'liquor': 10515, 'twilight': 18494, 'alligator': 792, 'cultured': 4419, 'worldwide': 19752, 'à': 19995, 'terence': 17817, 'une': 18679, 'perverse': 13210, 'sans': 15410, 'flimsy': 6967, 'announcement': 990, 'validity': 18974, 'well-worn': 19483, 'recite': 14444, 'regrettable': 14580, 'hundstage': 8780, 'seidl': 15727, 'non-professional': 12247, 'austrian': 1425, 'degradation': 4765, 'unrated': 18815, 'amrita': 896, 'glamor': 7631, 'camper': 2770, 'garish': 7445, 'harshly': 8237, 'lighted': 10442, 'velvet': 19023, 'gruff': 7968, 'lilith': 10467, 'imperfect': 8976, 'banished': 1628, 'eden': 5767, 'bloodletting': 2138, 'fanning': 6602, \"plot's\": 13438, 'troublesome': 18405, 'rourke': 15218, 'sounding': 16637, 'thunder': 17998, 'scarier': 15508, 'anti-climatic': 1019, 'bygone': 2683, 'crooked': 4338, 'fraudulent': 7207, 'footlight': 7065, 'cagney': 2716, 'mimic': 11478, 'rapid-fire': 14306, 'blondell': 2132, 'quibble': 14157, 'powell': 13639, 'keeler': 9894, 'lean': 10282, 'exudes': 6497, 'kibbee': 9941, 'harried': 8227, \"cagney's\": 2717, 'herman': 8444, 'busby': 2650, 'berkeley': 1903, 'sprinkled': 16827, 'overhead': 12748, 'camerawork': 2761, 'waterfall': 19380, 'diving': 5323, 'lil': 10462, '1958': 115, 'sleepy': 16343, 'morrow': 11749, 'speeder': 16717, 'offender': 12471, 'rod': 15112, 'splendidly': 16775, 'brooding': 2503, 'county': 4162, 'relates': 14619, 'brisk': 2465, 'michelle': 11407, 'stuart': 17190, 'frederic': 7223, 'well-drawn': 19473, 'busting': 2662, 'groovy': 7938, 'adoption': 561, 'unsophisticated': 18844, 'gripped': 7921, 'feeble': 6709, 'rag': 14226, 'undertaking': 18654, 'shifty': 16008, 'dodgy': 5353, 'meditative': 11280, 'mythological': 11935, 'bemused': 1868, 'conjured': 3884, 'inviting': 9477, 'pereira': 13140, 'que': 14145, 'matured': 11172, 'midlife': 11426, 'fernandez': 6744, 'gail': 7384, 'bart': 1693, 'blazing': 2092, 'impersonate': 8982, 'slab': 16296, 'fulfillment': 7310, 'raider': 14232, 'lace': 10119, 'latina': 10222, 'mona': 11657, 'chin': 3255, 'campiness': 2772, 'undertaker': 18653, 'patriotic': 13020, 'beale': 1760, 'ny': 12356, '78': 290, 'evicted': 6284, 'repair': 14715, 'debutante': 4664, 'pro-life': 13842, 'examine': 6319, 'aloud': 815, 'examined': 6320, 'shes': 16002, 'vagina': 18960, 'flooding': 6985, 'lsd': 10722, 'culminate': 4407, 'appallingly': 1084, 'plotted': 13444, 'fleischer': 6952, 'objectively': 12395, 'intend': 9342, 'patiently': 13012, 'egotistical': 5817, 'andie': 933, 'ish': 9527, 'shaking': 15911, 'fast-moving': 6645, 'linden': 10486, 'expectant': 6404, 'offing': 12485, 'macmahon': 10837, 'mchugh': 11228, 'permitted': 13171, 'persuasive': 13203, 'tyrannosaurus': 18522, 'azteca': 1509, 'marco': 11020, 'sanchez': 15393, 'dallas': 4519, 'pesky': 13218, 'misstep': 11570, 'cautionary': 2998, 'crushing': 4384, 'inmate': 9248, 'purgatory': 14084, 'consciously': 3911, 'comprehensible': 3778, 'legally': 10319, 'georgia': 7535, 'disorganized': 5238, 'lohan': 10593, 'mormon': 11735, 'artificial': 1239, 'sollett': 16561, 'arsenal': 1226, 'prequels': 13744, 'christensen': 3299, 'overwhelmingly': 12785, 'sabre': 15318, 'binks': 2011, 'jedi': 9651, 'rendition': 14699, 'witherspoon': 19680, 'boomerang': 2248, 'erika': 6161, 'dinocroc': 5125, 'virginity': 19163, 'flipped': 6971, 'disregarded': 5259, 'carlton-browne': 2877, 'seller': 15768, 'reptilian': 14761, 'minister': 11508, 'colony': 3619, 'digger': 5090, 'terry-thomas': 17847, 'diplomat': 5128, 'sympathetically': 17561, 'milked': 11458, 'mediterranean': 11281, 'announcer': 991, 'greasy': 7858, 'dell': 4799, 'fey': 6774, 'ragged': 14228, 'protracted': 13977, 'pov': 13635, \"ben's\": 1870, 'spouse': 16813, 'unwatchable': 18874, 'good-bye': 7725, \"sirk's\": 16228, 'noirish': 12229, 'squabble': 16837, 'sirk': 16227, 'analyse': 913, 'toying': 18219, 'perpetual': 13174, 'selfishness': 15764, 'revived': 14923, 'cognac': 3561, 'polanski': 13500, 'heartily': 8348, 'vice-versa': 19087, 'repulsion': 14766, 'meager': 11246, 'pornographic': 13566, 'sweden': 17503, 'sjoman': 16254, 'magnificence': 10883, 'interviewer': 9407, 'discouraged': 5184, 'bristol': 2468, 'misused': 11583, 'merge': 11355, 'claptrap': 3384, 'overact': 12730, 'ventura': 19036, 'garde': 7437, 'publisher': 14038, 'samson': 15389, 'rampaging': 14269, 'conclude': 3818, 'glorified': 7661, 'famously': 6588, 'quoted': 14186, 'hazy': 8298, 'preserved': 13757, 'charging': 3123, 'duplicate': 5651, 'semester': 15774, 'crotch': 4350, 'slicing': 16352, 'redhead': 14511, 'bell': 1854, 'investor': 9469, 'dna': 5334, '¨': 19989, 'fearsome': 6692, 'predator': 13698, 'sabretooth': 15319, 'fence': 6737, 'savagely': 15464, 'stacy': 16865, 'terrifyingly': 17836, 'afoul': 630, 'beheading': 1832, 'generator': 7506, 'reacting': 14378, 'vigorously': 19124, 'dangling': 4555, 'roland': 15131, 'camilla': 2765, 'jacknife': 9576, 'sensitively': 15797, 'permanently': 13167, 'heinous': 8389, 'syndrome': 17573, 'townspeople': 18216, 'relive': 14650, 'long-suffering': 10614, 'astonishingly': 1321, 'midget': 11423, 'genitalia': 7516, 'wherever': 19527, 'talentless': 17631, 'phd': 13240, 'parrot': 12951, \"marie's\": 11038, 'censored': 3042, 'tick': 18012, 'winger': 19645, 'recount': 14477, 'sept': 15816, '50,000': 248, 'strangeness': 17112, 'mole': 11638, 'taller': 17641, 'remainder': 14660, 'measly': 11259, 'falter': 6578, 'co-starring': 3524, 'dominates': 5382, 'duped': 5650, 'crock': 4331, 'caravan': 2843, '1915': 71, '1914': 70, 'quasi': 14143, 'pillow': 13324, 'alter-ego': 823, 'exiting': 6393, 'comic-book': 3666, 'aesthetically': 606, 'volckman': 19216, 'feature-length': 6697, 'faultless': 6667, 'installation': 9302, 'pitiable': 13361, 'darkened': 4580, 'avalon': 1452, 'ilona': 8917, 'english-language': 6043, 'karas': 9855, 'mccormack': 11212, 'blending': 2102, 'collage': 3590, 'demographic': 4827, 'saura': 15460, 'examining': 6322, 'heartbeat': 8342, 'lied': 10422, 'bsg': 2544, 'battlestar': 1742, 'stoltz': 17065, 'dismisses': 5233, 'paula': 13036, 'lash': 10205, 'esai': 6183, 'morale': 11715, 'adama': 504, 'hosted': 8701, 'seth': 15855, 'diary': 5051, 'lacey': 10121, 'darling': 4588, 'millennium': 11464, 'elicit': 5874, 'workshop': 19746, 'avoiding': 1467, 'taker': 17625, 'recovered': 14480, 'eligible': 5877, 'pay-off': 13052, 'parting': 12966, 'pat': 12997, 'sandal': 15396, 'individuality': 9137, 'cleaned': 3422, 'pornography': 13567, 'legitimate': 10326, 'thwarted': 18005, 'robotic': 15093, 'poignantly': 13476, 'swimmer': 17521, 'experimental': 6419, 'nonchalantly': 12250, 'nutcase': 12351, 'eeriness': 5797, 'nail-biting': 11950, 'prolific': 13904, 'opaque': 12564, 'inimitable': 9232, 'nigh': 12176, 'kidnap': 9954, 'pole': 13504, \"franco's\": 7189, 'groaning': 7930, 'recorded': 14474, 'ate': 1333, 'acre': 477, 'wrestling': 19792, 'structural': 17179, 'nasties': 12000, 'chronologically': 3314, 'legacy': 10317, 'tarnished': 17685, 'mega': 11291, 'brent': 2424, 'intervenes': 9401, 'lawless': 10252, 'sued': 17310, 'hostage': 8700, 'dubious': 5597, 'ineffectual': 9154, 'oriented': 12633, 'krishna': 10071, 'shakti': 15912, 'injustice': 9245, 'nandini': 11967, 'sanjay': 15408, 'raja': 14250, 'ailing': 687, 'crowded': 4356, 'sweaty': 17501, 'terrain': 17827, 'frenzied': 7241, 'father-in-law': 6660, 'solace': 16546, 'ishq': 9529, 'malik': 10932, 'versatility': 19065, 'counselor': 4148, 'err': 6171, 'sanitized': 15406, 'capacity': 2812, 'chewing': 3222, 'barbecue': 1650, 'gunshot': 8032, \"jake's\": 9597, 'labyrinth': 10117, 'kentucky': 9920, 'gwynne': 8049, 'yvonne': 19926, 'carlo': 2874, \"eastwood's\": 5732, 'rowdy': 15226, 'herd': 8438, 'bankable': 1631, 'gained': 7387, 'gunned': 8026, 'retreat': 14879, 'loudly': 10677, 'smashed': 16419, 'gorehounds': 7752, 'preoccupation': 13736, 'timid': 18050, 'unfolded': 18709, 'excels': 6333, 'rehash': 14588, 'persecution': 13183, 'labeled': 10109, 'pervert': 13213, 'exiled': 6384, \"dante's\": 4568, 'rep': 14714, 'wallow': 19292, 'borne': 2279, 'all-important': 773, 'undeniable': 18615, 'grating': 7844, 'special-effects': 16692, 'crackpot': 4209, 'stirba': 17051, 'brood': 2502, 'lieutenant': 10424, 'yuppie': 19921, 'effortlessly': 5809, 'side-splitting': 16126, 'taunt': 17706, 'partying': 12972, 'despised': 4947, 'distinctive': 5276, 'recreation': 14488, 'willie': 19616, 'harron': 8232, 'desired': 4936, 'repression': 14754, 'fetishistic': 6766, 'uneducated': 18684, 'endures': 6023, 'atheist': 1334, 'unconsciously': 18599, 'recommendable': 14464, 'beaver': 1784, 'compensate': 3732, 'goldsworthy': 7711, 'breathes': 2409, 'momentary': 11650, 'prematurely': 13727, 'elegantly': 5860, \"goldsworthy's\": 7712, 'interfering': 9369, 'circuit': 3356, 'bogeyman': 2188, 'excrement': 6356, 'naysayer': 12036, 'exploiting': 6441, 'mostel': 11765, 'bowel': 2322, 'hostility': 8705, 'patron': 13023, 'sabotage': 15315, \"boll's\": 2207, 'knocking': 10027, 'onslaught': 12553, 'tearful': 17734, 'strategy': 17121, 'initiative': 9237, 'postal': 13606, 'nazism': 12039, 'fried': 7257, 'pronounce': 13930, 'bury': 2647, 'whirlwind': 19546, 'nihilistic': 12186, 'depraved': 4886, 'sadist': 15340, 'bipolar': 2024, 'whipping': 19544, 'arse': 1225, 'competently': 3738, 'desolate': 4939, 'reduce': 14516, 'request': 14770, 'giggling': 7585, 'pigeon': 13314, 'cafeteria': 2711, 'predicted': 13706, 'reactionary': 14380, 'undertone': 18655, 'jester': 9685, 'likability': 10452, 'signed': 16146, 'ive': 9559, 'monopoly': 11677, 'russo': 15298, 'lore': 10654, 'exemplary': 6371, 'abundance': 402, ';-)': 334, 'startled': 16945, 'startling': 16946, 'hi': 8474, 'simone': 16181, 'attends': 1374, 'craves': 4244, 'rejection': 14613, 'implicated': 8993, 'atypical': 1393, 'bassinger': 1717, 'leak': 10281, 'casino': 2938, 'cleavage': 3431, 'highlighted': 8501, 'stating': 16960, 'dining': 5122, \"penn's\": 13115, 'innocuous': 9258, 'absorbed': 393, 'happenstance': 8173, 'component': 3768, 'disillusioned': 5216, 'immigrant': 8953, 'pickpocket': 13297, 'selfish': 15763, 'dissatisfied': 5263, 'resist': 14805, 'arbitrary': 1141, 'cum': 4420, 'dp': 5473, 'refrain': 14549, 'naming': 11962, 'sciamma': 15567, 'underwater': 18657, 'preconception': 13696, 'bon': 2219, 'complicate': 3762, 'dang': 4550, 'aimless': 693, 'thurman': 18000, 'bracco': 2349, 'vain': 18963, 'enthusiastic': 6102, 'esteemed': 6213, 'cowgirl': 4193, 'argento': 1168, 'fulci': 7304, 'slapping': 16310, 'krige': 10069, 'krause': 10066, \"johnny's\": 9728, 'horrorfest': 8691, 'elli': 5894, 'jenkins': 9663, 'mordrid': 11724, 'off-putting': 12463, 'r-rated': 14190, 'f-word': 6513, 'anton': 1038, 'kabal': 9840, 'raven': 14345, 'columbia': 3631, 'zodiac': 19963, 'det': 4961, 'respected': 14827, 'guillotine': 7998, 'enjoyably': 6057, 'chop': 3279, 'neglecting': 12078, 'chiba': 3225, 'hysterically': 8835, 'misadventure': 11531, 'au': 1394, \"o'sullivan\": 12376, 'briggs': 2445, 'inconsequential': 9089, 'uninhibited': 18740, 'rocker': 15104, 'realising': 14397, 'dreg': 5529, 'soulless': 16634, 'impotent': 9012, 'smattering': 16421, 'sexploitation': 15878, 'scarface': 15507, 'fabled': 6516, 'misled': 11556, 'corleone': 4092, 'pfeiffer': 13233, 'alejandro': 740, 'pop-culture': 13546, \"lewis's\": 10396, 'miniseries': 11507, 'scraped': 15603, 'anticipating': 1029, 'amnesia': 886, 'spider-man': 16741, 'wheelchair': 19518, 'integrated': 9333, 'hypocritical': 8831, 'dis': 5147, 'preach': 13679, 'hiring': 8541, 'compounded': 3776, 'josé': 9761, 'appetite': 1097, 'limbo': 10474, 'coma': 3638, 'bleep': 2098, 'guise': 8004, 'enlists': 6068, 'urinating': 18921, '71': 282, 'detract': 4985, 'burying': 2648, 'vignette': 19122, 'compiled': 3744, 'sweetest': 17509, 'sneaky': 16470, 'trent': 18347, 'evolving': 6299, 'morphs': 11744, 'stunner': 17210, 'contrasted': 4008, 'peterson': 13226, 'rut': 15300, 'ineptness': 9158, 'talkative': 17635, 'vijay': 19126, 'anil': 965, 'sacred': 15326, 'meddling': 11272, 'projecting': 13901, 'cooler': 4058, 'sloane': 16371, 'wallpaper': 19293, 'salute': 15376, 'existed': 6386, 'woeful': 19696, 'degrades': 4768, 'back-story': 1537, 'russel': 15293, 'devised': 5016, 'biological': 2019, 'bitterly': 2043, 'crosby': 4340, 'rhonda': 14959, 'seamless': 15659, 'gaining': 7388, 'webster': 19429, 'dispute': 5257, 'skagway': 16255, 'gannon': 7422, 'jefferson': 9656, 'soapy': 16508, \"gannon's\": 7423, 'rube': 15244, 'flippen': 6972, 'renee': 14701, 'corinne': 4090, 'fleeing': 6948, 'safer': 15348, 'route': 15220, 'chubby': 3316, 'centering': 3047, 'elam': 5840, 'utah': 18939, 'neutral': 12120, 'patented': 13003, 'replacing': 14732, 'frontier': 7281, 'gigi': 7586, 'rockies': 15106, 'orca': 12607, 'sayonara': 15484, 'lease': 10294, 'reconciled': 14469, 'shrink': 16094, 'paxton': 13050, 'choked': 3272, 'olive': 12515, 'settlement': 15859, 'crafty': 4216, 'somersault': 16578, 'shia': 16003, 'labeouf': 10111, 'ramp': 14267, 'shred': 16085, 'inhumane': 9230, 'allergic': 788, 'itch': 9552, 'allison': 793, 'argentinian': 1167, 'colman': 3612, 'arrived': 1218, 'gardiner': 7441, 'reginald': 14573, 'sliding': 16356, 'singlehandedly': 16215, 'awaken': 1475, 'profane': 13873, 'translator': 18283, 'verse': 19066, 'zhang': 19955, 'admiring': 546, 'geisha': 7490, 'oriental': 12631, 'cruddy': 4366, 'vanilla': 18987, 'glossy': 7670, 'crowe': 4357, 'lookalike': 10629, 'noirs': 12230, 'borzage': 2286, 'mardi': 11024, 'gras': 7833, \"olivier's\": 12519, \"producer's\": 13867, 'archive': 1158, 'collinwood': 3608, 'clooney': 3481, 'vocabulary': 19201, 'agonizing': 665, 'outdid': 12681, 'alexis': 747, 'mind-numbingly': 11486, 'ridicule': 14994, 'enterprise': 6090, 'bakula': 1590, \"t'pol\": 17585, 'boldly': 2203, 'starfleet': 16930, 'dental': 4857, 'siskel': 16229, 'aykroyd': 1506, \"lemmon's\": 10338, 'consisting': 3932, 'skate': 16256, 'mister': 11575, 'baron': 1676, 'pepper': 13126, 'betsy': 1940, 'berth': 1919, 'irwin': 9522, 'liquid': 10514, 'stomp': 17067, 'chelsea': 3198, 'alexandra': 745, 'townsend': 18214, 'injects': 9242, 'batch': 1720, 'serum': 15838, 'jerky': 9674, 'confines': 3856, 'nicer': 12154, 'envy': 6125, 'favorable': 6674, 'wtc': 19814, 'confronted': 3867, 'grueling': 7965, 'downtown': 5465, 'spunky': 16831, 'yummy': 19918, 'tasty': 17697, 'ernest': 6164, 'meek': 11284, 'residing': 14803, 'compellingly': 3730, 'freeze': 7235, 'viet': 19111, 'nam': 11957, 'experimenting': 6421, 'testing': 17853, 'ballad': 1601, 'covert': 4186, 'uncovers': 18608, 'allowance': 795, 'flashman': 6932, 'clockwork': 3478, 'orange': 12603, 'transfered': 18266, 'mishandled': 11549, 'dueling': 5611, 'fencing': 6738, 'roulette': 15213, '250': 191, '91': 315, 'picnic': 13300, 'greta': 7892, 'garbo': 7434, 'timone': 18056, 'pumba': 14055, \"disney's\": 5235, 'shifting': 16007, 'negotiation': 12081, 'lecturer': 10304, 'kaufman': 9882, 'upbeat': 18885, 'linger': 10497, 'franz': 7202, 'tomas': 18119, 'helena': 8395, 'bonham': 2228, 'ching': 3260, 'siu': 16244, 'taoist': 17668, 'wu': 19816, 'pleasingly': 13427, 'swordplay': 17541, 'seductive': 15705, 'stirred': 17052, 'copious': 4075, 'square': 16842, 'moodiness': 11701, 'netflix': 12114, 'slow-moving': 16386, '33': 213, 'seventeen': 15864, 'bannister': 1639, \"lincoln's\": 10484, 'desmond': 4938, \"kristofferson's\": 10077, 'wreaking': 19782, 'kristofferson': 10076, 'lineup': 10495, 'introspection': 9438, 'carrell': 2899, 'anchorman': 928, 'behaving': 1829, 'workout': 19744, 'bonfire': 2227, 'sholay': 16039, 'rgv': 14951, 'ki': 9940, 'aag': 341, 'varma': 19002, 'unforgivable': 18713, 'categorized': 2976, 'dial': 5040, 'insomniac': 9293, 'late-night': 10215, 'hockey': 8578, 'whomever': 19572, 'venus': 19040, 'uninspiring': 18743, 'whiff': 19531, 'nepotism': 12105, 'roster': 15198, 'oates': 12384, 'scatman': 15519, 'crothers': 4351, 'relegated': 14633, 'knack': 10016, 'ferland': 6743, 'april': 1130, 'ca': 2693, 'dv': 5672, 'goblin': 7685, 'solving': 16568, 'discredit': 5191, 'stretching': 17146, 'coz': 4199, 'contraption': 4005, 'rancher': 14277, 'drilling': 5545, \"newman's\": 12141, 'cambodian': 2753, 'arrangement': 1210, 'arrest': 1213, 'eludes': 5909, 'cambodia': 2752, 'persuades': 13201, 'chilly': 3250, 'subjective': 17250, 'expressionist': 6462, 'intertitles': 9396, 'subconscious': 17244, 'barman': 1672, 'belgian': 1843, 'deus': 4992, 'patchwork': 13000, 'amuses': 901, '29': 197, 'woke': 19698, 'pertwee': 13206, 'sgt': 15889, 'bilko': 1993, 'suspend': 17458, 'gram': 7808, 'parson': 12953, 'oddest': 12450, 'roadie': 15066, 'knoxville': 10040, 'pact': 12827, 'assistance': 1299, 'booze': 2260, 'whatnot': 19514, 'participant': 12958, 'untrue': 18867, 'boggles': 2190, 'clueless': 3507, 'slice-of-life': 16350, 'loathe': 10564, 'all-around': 772, 'memorial': 11321, 'ballroom': 1605, 'shohei': 16038, 'sugiyama': 17328, 'coworkers': 4195, 'mat': 11139, 'wagner': 19259, 'sasquatch': 15433, 'abomination': 375, 'satya': 15455, 'toll': 18115, 'goose': 7745, \"carter's\": 2915, 'charlize': 3134, 'theron': 17909, 'halle': 8107, 'unbreakable': 18578, 'hugging': 8742, 'accepting': 419, 'plea': 13417, 'optimism': 12596, 'festering': 6758, 'spaniard': 16668, 'resentment': 14794, 'complains': 3748, 'sniper': 16478, 'protester': 13973, 'fidel': 6791, 'disregard': 5258, 'opponent': 12582, 'administration': 537, 'venezuelan': 19029, 'unobtrusive': 18799, 'tumultuous': 18456, 'vera-ellen': 19042, 'propel': 13936, 'howe': 8728, 'burlesque': 2629, 'interchangeable': 9358, 'belushi': 1866, 'co-written': 3527, 'cassandra': 2940, 'travelled': 18312, 'chastity': 3150, 'council': 4145, 'descended': 4911, 'streetwise': 17136, 'captivated': 2833, \"snail's\": 16455, 'voter': 19232, 'carre': 2898, 'egan': 5811, 'magnus': 10889, 'pym': 14119, 'axel': 1503, 'mcanally': 11203, 'con-man': 3794, 'brotherhood': 2516, 'believer': 1852, 'duplicity': 5654, 'wilderness': 19603, 'geographic': 7530, 'hatchet': 8260, 'unscathed': 18837, \"brian's\": 2434, 'reliance': 14639, 'amos': 892, 'galipeau': 7395, 'inexperienced': 9167, 'pacific': 12816, 'ill-conceived': 8896, 'panned': 12887, 'preaches': 13682, 'hampered': 8134, 'silberling': 16154, 'carson': 2912, 'in-between': 9040, 'paz': 13062, 'ethnicity': 6233, 'bonding': 2225, 'exchanging': 6345, 'broadcasting': 2481, 'prevented': 13792, 'single-handedly': 16213, 'researching': 14786, 'medal': 11271, 'inexperience': 9166, 'hull': 8752, 'stoop': 17078, 'paper-thin': 12902, 'waterfront': 19381, 'pip': 13347, 'permit': 13170, 'exploded': 6434, 'milligan': 11468, '1928': 82, 'hick': 8476, 'henderson': 8422, 'haines': 8084, 'smitten': 16436, 'gamut': 7412, 'vidor': 19107, 'menstruation': 11333, 'dietrich': 5077, 'zanuck': 19935, '19th': 161, 'invaded': 9445, 'ghostly': 7564, 'flatter': 6936, \"yesterday's\": 19881, 'frederick': 7224, 'otto': 12670, 'preminger': 13731, 'ripoff': 15035, 'errol': 6174, 'babbage': 1517, 'abyss': 410, 'happier': 8174, 'hum': 8753, 'hain': 8083, \"aunt's\": 1411, 'in-law': 9043, 'hahk': 8077, 'anupam': 1048, 'kher': 9937, 'whisper': 19549, 'rev': 14896, 'hobo': 8576, 'greengrass': 7875, \"get's\": 7555, 'geriatric': 7541, 'vodka': 19203, 'therefor': 17904, 'springsteen': 16825, 'rosenstrasse': 15192, 'disowned': 5239, 'lest': 10372, 'responding': 14834, \"fisher's\": 6893, 'helga': 8396, \"ruth's\": 15302, 'belafonte': 1839, 'hustling': 8809, 'anguished': 963, 'perplexing': 13179, 'feather': 6695, 'restore': 14844, 'calibre': 2737, 'schumacher': 15560, 'tigerland': 18027, \"kubrick's\": 10083, 'limo': 10479, 'set-ups': 15853, 'flattering': 6937, 'toughest': 18195, 'dispose': 5253, \"maria's\": 11035, 'rebuild': 14424, 'peddler': 13081, 'fassbinder': 6639, 'mata': 11140, \"fassbinder's\": 6640, 'freud': 7251, 'functioning': 7328, 'remarked': 14669, 'approximately': 1128, 'dreamed': 5520, 'hanna': 8160, 'schygulla': 15564, 'carnosaur': 2885, 'pickup': 13298, 'purse': 14094, 'wallet': 19290, 'cartoon-like': 2918, 'informer': 9204, \"ritter's\": 15055, 'louie': 10678, \"candy's\": 2792, 'consummate': 3960, 'observing': 12416, 'overwhelmed': 12783, 'fiona': 6868, 'shaw': 15956, 'pedigree': 13085, \"shaw's\": 15957, 'kingsley': 9986, 'rae': 14221, 'nighy': 12184, 'aubrey': 1395, 'mawkish': 11183, \"carpenter's\": 2894, '8mm': 307, 'fuzzy': 7362, 'uncontrollably': 18601, 'ealing': 5703, 'picky': 13299, 'cancelled': 2784, 'mystified': 11930, 'insignificance': 9283, 'kasdan': 9869, 'thinker': 17928, 'chasm': 3149, 'cautious': 2999, '(8': 0, 'aspires': 1276, \"bronte's\": 2498, 'gloom': 7658, \"novel's\": 12316, 'valued': 18978, 'wordy': 19734, 'faithfulness': 6561, 'bronte': 2497, '150': 54, 'sexier': 15873, \"rochester's\": 15098, \"page's\": 12834, 'quivering': 14179, 'conveys': 4040, 'mama': 10940, 'sheltered': 15986, 'plumb': 13453, 'closeness': 3488, 'overtly': 12776, 'christianity': 3301, 'subversive': 17284, 'proposal': 13945, 'lowood': 10717, 'shane': 15925, 'obsolete': 12420, 'nielsen': 12172, 'isaac': 9523, 'bust': 2658, \"todd's\": 18097, 'webb': 19425, 'simulated': 16195, 'filone': 6836, 'parsifal': 12952, 'syberberg': 17546, \"wagner's\": 19260, 'depart': 4866, 'melbourne': 11299, 'plodding': 13436, 'mythology': 11936, 'caption': 2831, 'armageddon': 1191, 'rawal': 14350, 'skipper': 16286, 'stead': 16971, 'whodunit': 19565, 'lingered': 10498, '47': 237, 'dolly': 5369, 'zoom': 19971, '2-3': 164, 'yo': 19888, 'uhm': 18539, 'expend': 6411, '8)': 294, 'beavis': 1785, 'escalates': 6184, 'burgeoning': 2620, 'affectionately': 615, 'lassie': 10208, 'corporate': 4105, 'elicits': 5876, 'guffaw': 7990, 'derives': 4906, 'incongruity': 9087, 'cavalier': 3000, 'playfully': 13410, \"timmy's\": 18053, 'afflicted': 618, 'rabies': 14195, '1924': 78, 'herzog': 8460, 'complimented': 3767, 'overcame': 12738, 'innate': 9251, 'kralik': 10064, 'sullavan': 17339, 'po': 13464, 'bressart': 2425, 'schildkraut': 15537, 'comeuppance': 3659, 'errand': 6172, 'budapest': 2559, 'full-fledged': 7314, 'charade': 3120, 'equate': 6142, 'fiance': 6777, 'sweetheart': 17510, 'ninotchka': 12196, 'hung': 8781, 'ware': 19328, 'orchestra': 12608, \"o'brien\": 12362, 'scoff': 15575, 'heaving': 8364, 'surfing': 17418, 'thunderbird': 17999, 'refugee': 14554, 'continuation': 3988, 'piggy': 13315, 'presently': 13754, 'spewing': 16733, 'aficionado': 627, 'preferable': 13712, 'oldie': 12510, 'invisibility': 9472, 'undemanding': 18614, 'zack': 19931, 'violating': 19152, 'bombardier': 2213, 'sloppily': 16376, 'keystone': 9931, 'reinhold': 14606, 'ramification': 14263, 'redeems': 14503, 'take-off': 17622, 'decipher': 4690, 'knot': 10030, 'manchu': 10958, 'cutest': 4469, 'personification': 13195, 'manifest': 10972, 'pygmy': 14117, 'demanded': 4812, 'sexism': 15875, 'misogyny': 11559, 'backlash': 1545, 'penguin': 13112, 'cursing': 4446, 'seriousness': 15833, 'playground': 13411, 'egyptian': 5820, 'seasoned': 15672, 'unflattering': 18705, 'screeching': 15615, 'strut': 17188, 'evangelist': 6254, 'motherhood': 11772, 'tot': 18182, 'martian': 11083, 'fearless': 6691, 'vipul': 19159, \"shah's\": 15902, 'gujarati': 8007, 'enthusiastically': 6103, 'concession': 3815, 'campfire': 2771, \"che's\": 3161, 'woodland': 19725, 'guerrilla': 7982, 'warfare': 19330, 'grabbing': 7784, 'rosetta': 15193, 'waffle': 19256, \"law's\": 10250, 'reproduction': 14759, 'unnatural': 18793, 'somerset': 16579, 'withdrawn': 19679, 'construed': 3953, 'ducktales': 5604, 'talespin': 17632, 'baloo': 1607, 'kit': 10001, 'hyperactive': 8821, 'crackling': 4208, 'turn-off': 18470, 'capt': 2829, 'patrol': 13022, 'tiniest': 18060, 'excerpt': 6339, 'solicitor': 16555, 'afforded': 622, 'bakshi': 1588, 'superimposed': 17381, 'tightly': 18032, 'bigfoot': 1978, 'believability': 1847, 'hiking': 8510, 'flushed': 7015, 'patterson': 13030, 'compulsion': 3788, 'belgium': 1844, \"albert's\": 731, 'inventor': 9458, 'eva': 6244, 'prerequisite': 13745, 'mustache': 11902, 'tristan': 18383, 'thrilled': 17977, 'enraged': 6074, 'borg': 2272, 'sector': 15693, 'berman': 1907, 'nip': 12199, 'stutter': 17225, 'cocaine': 3543, 'calculating': 2731, 'ruthlessness': 15305, 'memorably': 11320, 'technician': 17745, 'wrestler': 19791, 'proximity': 14004, 'grinder': 7915, 'endlessly': 6015, 'konkana': 10048, 'biz': 2046, 'hunger': 8785, 'pedophilia': 13087, 'indulging': 9148, 'bitching': 2036, 'benign': 1884, 'berates': 1896, 'masala': 11104, 'ditch': 5306, 'stein': 16990, 'reconsider': 14471, 'gouge': 7771, 'dart': 4592, 'deceit': 4675, 'grandchild': 7812, \"may's\": 11189, 'unmotivated': 18791, 'needy': 12070, 'handyman': 8152, 'nicky': 12166, 'virile': 19164, 'one-time': 12546, 'ghastly': 7560, 'liaison': 10402, 'essay': 6200, 'inclined': 9072, 'deemed': 4720, 'chunk': 3325, 'improv': 9029, 'midkiff': 11424, 'maine': 10899, 'jud': 9780, 'chum': 3323, 'televised': 17770, 'surf': 17415, 'breathing': 2410, 'roddenberry': 15113, 'cerebral': 3056, 'pike': 13317, 'disfigured': 5201, 'paralyzed': 12918, 'spock': 16782, 'hijacked': 8507, 'talos': 17642, \"spock's\": 16783, 'vulcan': 19242, 'incomplete': 9084, 'tomboy': 18123, 'synchronized': 17569, 'trinity': 18374, 'bra': 2348, 'advert': 591, 'nineteenth': 12193, 'emperor': 5967, 'rudolf': 15251, 'omar': 12527, 'ava': 1447, 'gardner': 7442, 'policeman': 13507, 'swan': 17481, \"joseph's\": 9755, 'founded': 7151, 'soulful': 16633, 'undone': 18673, 'defiance': 4741, 'uncommon': 18594, 'risible': 15043, 'whistling': 19553, 'spying': 16836, 'calculated': 2730, 'theorist': 17896, 'intermittently': 9376, 'accidental': 424, 'toolbox': 18142, 'boiling': 2199, 'messiah': 11373, 'madrid': 10864, 'tyne': 18513, 'lauded': 10228, '¡': 19985, '¦': 19987, '§': 19988, 'compromised': 3786, 'constitute': 3944, 'collected': 3597, 'consciousness': 3912, 'kobayashi': 10042, 'operator': 12579, 'leaning': 10284, 'bulletin': 2593, 'unstoppable': 18848, 'dante': 4567, 'arrow': 1224, 'cukor': 4404, 'stahl': 16880, 'interracial': 9388, 'warmly': 19339, 'deadpan': 4637, 'maxwell': 11186, 'irritatingly': 9518, 'nasal': 11992, 'bona': 2220, 'fide': 6790, 'chang': 3096, 'bailey': 1579, 'zechs': 19942, 'authoritative': 1433, 'drummond': 5584, 'secretive': 15689, 'industrialization': 9150, 'quo': 14181, 'overcoming': 12742, 'abigail': 367, 'edmund': 5785, 'veronica': 19061, 'mariette': 11039, 'garvin': 7455, 'buckle': 2557, 'cunning': 4423, 'roaring': 15071, 'gunpowder': 8031, 'interpreted': 9387, 'roguish': 15127, 'conceited': 3800, 'rice': 14971, 'vampyres': 18982, 'rally': 14255, 'captive': 2835, 'noticeable': 12300, 'embezzler': 5928, 'abetted': 362, 'foxy': 7163, 'popping': 13551, 'permanent': 13166, 'trance': 18260, 'preparation': 13737, 'wyoming': 19830, 'excel': 6329, 'cadet': 2707, 'stephanie': 16999, 'maryland': 11102, 'witless': 19684, 'blandings': 2077, 'capra': 2824, 'sturges': 17224, 'squire': 16850, 'loy': 10718, 'linking': 10506, 'raft': 14225, 'hitchhiker': 8559, 'lamour': 10156, 'colourless': 3629, 'yahoo': 19845, 'spiteful': 16766, 'alarming': 725, 'icky': 8848, 'concludes': 3820, 'tickle': 18016, 'grieving': 7902, 'specializes': 16695, 'cord': 4085, 'aviation': 1461, 'ww': 19821, 'manly': 10984, 'summoned': 17356, 'perfunctory': 13154, 'whodunnit': 19566, 'witnessing': 19687, 'kristen': 10074, 'junkyard': 9821, 'collectively': 3601, '89': 306, '92': 317, 'unofficial': 18800, 'styled': 17228, 'thou': 17952, \"ford's\": 7080, 'sergei': 15827, 'eisenstein': 5832, '1964': 122, 'tangentially': 17658, 'little-known': 10538, 'swayze': 17494, 'chamberlain': 3084, 'doody': 5411, 'plotlines': 13443, 'payment': 13058, 'genie': 7515, 'otherworldly': 12667, 'heh': 8382, '21': 185, 'bassett': 1716, 'stadium': 16867, 'snort': 16492, 'reckon': 14448, 'custody': 4460, 'yup': 19920, 'offside': 12489, 'sebastian': 15677, 'wee': 19433, 'drifting': 5543, 'berkowitz': 1905, 'immersed': 8951, 'brody': 2488, 'esposito': 6199, 'guido': 7996, 'proclaiming': 13860, 'cybill': 4481, 'shepherd': 15993, 'newborn': 12132, 'finch': 6849, 'flooded': 6984, 'unwanted': 18871, 'ideally': 8860, 'unrequited': 18828, 'dahl': 4508, 'cinematographer': 3348, 'lends': 10343, 'sinking': 16223, 'dwight': 5682, 'dazzled': 4628, 'dianne': 5048, 'antichrist': 1025, 'grotesquely': 7946, 'galore': 7401, 'refined': 14539, 'tapping': 17675, 'fundamentally': 7332, 'sufficiently': 17318, 'train-wreck': 18248, 'vomiting': 19222, 'downloading': 5461, 'loathsome': 10567, 'repellent': 14722, 'revolting': 14927, 'ungodly': 18722, 'unholy': 18730, 'unkind': 18770, 'cram': 4220, 'discussed': 5196, 'migraine': 11436, 'noisy': 12232, 'electronic': 5856, 'zulu': 19976, 'hogwash': 8588, 'hasselhoff': 8250, 'rescuing': 14782, 'bleached': 2093, 'busty': 2663, 'asserts': 1292, 'staden': 16866, 'shuffling': 16104, 'insanely': 9267, 'fiancee': 6778, 'fizzle': 6910, 'yuk': 19913, 'encouraged': 6001, 'occupies': 12436, 'daredevil': 4574, '67': 272, '5-10': 243, 'fable': 6515, \"duvall's\": 5671, 'stapleton': 16922, 'imitator': 8943, 'socket': 16527, 'marketed': 11058, 'kiddy': 9952, 'americanized': 874, 'stodgy': 17060, 'transform': 18271, 'toddler': 18098, 'swaying': 17493, 'sighting': 16141, 'upright': 18897, 'credence': 4271, 'alternate': 827, 'rite': 15053, 'fraternity': 7205, 'frat': 7204, 'freezer': 7236, 'emptiness': 5982, 'perversely': 13211, 'blithely': 2119, 'lensman': 10351, 'verbatim': 19045, 'pastiche': 12992, 'galactic': 7391, 'mcgrath': 11224, 'oscar-winning': 12656, 'woodhouse': 19724, 'stevenson': 17021, 'declaration': 4694, '96': 321, 'cumming': 4421, 'blackmailing': 2061, 'clutch': 3512, 'deter': 4972, 'recommending': 14467, 'slammed': 16302, 'dos': 5432, 'mcshane': 11243, 'infuriating': 9207, 'loop': 10639, 'infiltrate': 9184, 'mishap': 11550, 'philo': 13256, '72': 283, 'curtiz': 4451, 'astor': 1322, 'eugene': 6235, \"nation's\": 12011, \"chase's\": 3145, 'naff': 11945, 'swain': 17476, 'disdain': 5199, 'rosemary': 15189, 'ingenue': 9211, 'charitable': 3128, 'tucci': 18444, 'gagged': 7383, 'miriam': 11527, 'winninger': 19650, '37': 219, \"american's\": 872, 'saget': 15355, 'stressed': 17142, 'exec': 6362, 'hawn': 8285, \"martin's\": 11085, 'advertisement': 594, 'reprising': 14757, 'fawlty': 6681, 'prancing': 13663, 'bankrupt': 1634, 'harassed': 8181, 'polluted': 13520, 'nonstop': 12258, 'fittingly': 6902, 'realisation': 14393, 'sod': 16528, 'labour': 10115, 'suppress': 17406, 'abduction': 359, 'greenwood': 7880, 'landlady': 10171, 'coda': 3551, 'bulb': 2582, 'inventiveness': 9457, '69': 274, 'theoretical': 17894, 'bestiality': 1928, 'duly': 5624, 'chairman': 3076, 'meyer': 11394, 'alibi': 754, 'teri': 17819, 'hector': 8372, 'elizondo': 5891, 'estelle': 6214, 'bluff': 2158, 'venantini': 19024, 'vittorio': 19192, 'cane': 2793, 'gunfighter': 8020, \"heart's\": 8337, 'conrad': 3906, \"sinatra's\": 16199, 'wynn': 19829, 'noon': 12260, 'kazan': 9888, 'observed': 12413, 'um': 18550, 'trope': 18398, 'bel': 1837, 'geddes': 7482, 'moulin': 11791, 'tempered': 17781, 'relay': 14629, 'preteen': 13776, 'speculation': 16711, 'privacy': 13830, \"time's\": 18042, 'admitted': 550, 'lodger': 10582, 'denmark': 4850, 'recorder': 14475, 'announcing': 993, 'judged': 9785, 'tease': 17737, 'bondage': 2224, 'sized': 16251, 'wink': 19646, 'obscenity': 12406, 'carefree': 2851, 'betray': 1934, 'cheerfully': 3185, 'incarceration': 9059, 'balcony': 1594, 'ineffective': 9153, 'pappa': 12905, 'prosaic': 13951, 'oaf': 12379, 'strained': 17105, 'homoerotic': 8626, 'transcends': 18264, 'facade': 6522, \"another's\": 1005, 'tirade': 18066, 'hellraiser': 8403, 'aames': 342, 'prague': 13657, 'echoed': 5750, 'thoughtless': 17959, 'payed': 13056, 'esteban': 6211, 'unworthy': 18882, 'withstand': 19683, 'potboiler': 13619, 'trafficking': 18240, 'upscale': 18901, 'sultry': 17343, 'treachery': 18322, 'deployed': 4883, 'billionaire': 2001, 'fanboy': 6594, 'unengaging': 18689, 'corbett': 4082, \"bond's\": 2223, 'supremacy': 17409, 'flowed': 7000, 'nausea': 12026, 'unsettled': 18841, 'framing': 7178, 'compressed': 3781, 'teaming': 17728, 'degraded': 4767, 'seizure': 15731, \"bourne's\": 2317, 'file': 6812, 'cleveland': 3436, 'ohio': 12496, 'pristine': 13829, 'cinemascope': 3345, 'zabriskie': 19929, 'panoramic': 12890, 'housed': 8718, 'impressionistic': 9020, 'turbulent': 18462, 'motor': 11785, 'embellishment': 5926, 'applause': 1100, 'cruz': 4389, 're-watch': 14369, 'frazetta': 7211, 'paperback': 12903, 'coveted': 4187, 'faction': 6532, 'yada': 19842, 'contend': 3977, 'craziness': 4254, 'old-school': 12507, 'extension': 6472, 'alteration': 824, 'begley': 1822, 'blocked': 2126, 'unsympathetic': 18858, 'cassavetes': 2941, 'elaine': 5839, 'disclosed': 5177, 'unleash': 18773, 'unforgiving': 18714, 'non-linear': 12246, 'day-to-day': 4622, \"bug's\": 2573, 'bad-ass': 1559, 'showy': 16084, 'mind-blowing': 11483, 'chimpanzee': 3254, 'cheezy': 3195, 'celebrating': 3022, 'sterile': 17012, 'concrete': 3825, 'hurry': 8799, 'crave': 4241, 'retitled': 14877, 'laputa': 10192, 'hayao': 8288, 'miyazaki': 11593, 'embraced': 5935, 'pazu': 13063, 'sheeta': 15973, 'long-lost': 10612, 'rumored': 15272, 'feisty': 6718, 'dola': 5364, 'muska': 11896, \"miyazaki's\": 11594, 'populate': 13556, 'nadia': 11943, 'differ': 5078, 'beek': 1804, 'paquin': 12907, 'cloris': 3482, 'leachman': 10272, 'hamill': 8121, 'patinkin': 13013, 'cummings': 4422, 'blasphemy': 2083, 'improves': 9033, 'fortress': 7135, 'maximum': 11185, 'pm': 13462, 'cynic': 4488, 'exceedingly': 6327, 'dune': 5641, 'overseas': 12766, 'dried': 5539, 'coroner': 4103, 'delightfully': 4789, 'styling': 17229, 'anastasia': 922, 'identifying': 8867, 'direct-to-video': 5134, 'hard-boiled': 8186, 'periodically': 13159, 'shrinking': 16095, 'crummy': 4378, 'throwaway': 17989, 'whereby': 19525, 'krell': 10067, 'hardesty': 8197, 'fugitive': 7303, 'spotty': 16812, 'clocking': 3477, 'bikers': 1988, '1940': 95, 'ageing': 651, \"scientist's\": 15572, 'hunchback': 8778, 'spinning': 16754, 'tearjerker': 17736, 'tourism': 18200, 'ardent': 1161, 'edinburgh': 5773, 'somethings': 16582, 'automatic': 1440, 'ammo': 884, 'cornered': 4099, 'furlong': 7346, 'chemist': 3200, 'consecutive': 3913, 'prominence': 13908, 'shrug': 16097, 'agatha': 647, 'christie': 3302, 'backstage': 1549, 'berkley': 1904, 'freed': 7228, 'shapely': 15933, 'gracious': 7792, 'waif': 19264, 'bevy': 1950, 'plump': 13457, 'collar': 3594, 'flesh-eating': 6957, 'menial': 11332, 'cooperate': 4066, 'individually': 9138, 'nubile': 12326, 'sonja': 16596, 'tammy': 17651, 'jan': 9604, 'conjunction': 3882, 'publicly': 14035, 'abbott': 354, 'iturbi': 9555, 'frequents': 7246, 'hopping': 8671, 'contractual': 4000, 'obligation': 12398, 'womanizing': 19707, 'hinge': 8530, 'virginal': 19161, 'arises': 1179, 'excellence': 6330, 'imagining': 8928, \"who'll\": 19561, 'necromancy': 12061, 'jour': 9762, 'thinner': 17931, 'kyle': 10098, 'genocide': 7519, 'slovenia': 16381, 'serb': 15820, 'trough': 18407, 'croatia': 4328, 'independence': 9111, 'resistance': 14806, 'bosnian': 2289, 'emotive': 5962, 'disposable': 5251, 'serling': 15834, 'longoria': 10622, 'hatcher': 8259, 'high-tech': 8495, 'edged': 5770, 'uninterrupted': 18751, 'costar': 4129, 'hairdresser': 8088, 'diva': 5311, 'norman': 12273, 'vicky': 19091, 'trajectory': 18256, 'skewed': 16270, 'burden': 2613, 'tougher': 18194, 'rehearsed': 14592, 'coldly': 3582, '34': 214, 'conceivable': 3801, 'cold-blooded': 3580, 'evergreen': 6269, 'responded': 14833, 'interplay': 9384, \"streep's\": 17133, 'eileen': 5827, 'imaginary': 8922, 'insufficient': 9322, 'tediously': 17755, 'spawn': 16683, 'transvestite': 18295, 'poodle': 13536, 'mounted': 11795, 'aardman': 343, 'snippet': 16479, 'liver': 10547, 'racy': 14209, 'ariel': 1177, 'ursula': 18923, 'legged': 10322, 'morgana': 11730, \"ursula's\": 18924, 'competing': 3739, \"danny's\": 4566, 'lobby': 10568, 'lament': 10153, 'chasey': 3147, 'grieco': 7898, 'spirituality': 16762, \"humanity's\": 8759, ':(': 328, 'resonated': 14817, 'daft': 4506, 'disadvantage': 5150, 'tailored': 17615, 'travers': 18316, 'lynne': 10806, 'dax': 4618, 'liv': 10541, 'mush': 11888, 'well-deserved': 19468, 'erased': 6151, 'clocked': 3476, 'terminator': 17824, 'rehab': 14587, 'gavin': 7474, 'sliced': 16351, 'splinter': 16779, 'tack': 17596, 'cellphone': 3034, 'noticing': 12303, 'screech': 15614, 'crane': 4225, 'attest': 1377, 'graced': 7787, 'dennehy': 4851, 'fatalism': 6653, 'laziness': 10266, 'suggested': 17323, 'artisan': 1243, 'illicit': 8901, 'carrot': 2908, 'declaring': 4698, 'travelogue': 18315, 'maureen': 11179, 'hickcock': 8478, 'movie.the': 11814, 'gabby': 7368, 'scout': 15599, 'breaker': 2398, 'trashing': 18302, 'infomercial': 9198, 'crate': 4239, 'potty': 13627, 'seuss': 15862, 'cockroach': 3547, 'impediment': 8972, 'expressive': 6465, \"paulie's\": 13038, 'contacted': 3963, 'foresee': 7094, 'beep': 1805, 'pc': 13065, 'grimace': 7908, 'anxiously': 1051, 'insistent': 9289, 'crucified': 4362, 'prankster': 13665, 'nagging': 11946, 'witchery': 19677, 'addy': 525, 'garrett': 7450, 'brokeback': 2490, '05': 17, 'mara': 11011, 'sinclair': 16204, 'chandler': 3093, 'over-acting': 12721, 'cliched': 3441, 'comedy-drama': 3655, 'therapist': 17898, 'gabrielle': 7374, 'karate': 9856, 'shah': 15901, 'kamal': 9847, 'fuzz': 7361, 'sugar': 17320, 'saddened': 15332, 'transpires': 18287, 'immune': 8961, 'choosing': 3278, \"grendel's\": 7891, 'sacrificial': 15329, 'swamp': 17480, 'lair': 10142, 'witching': 19678, 'houseman': 8721, 'well-rounded': 19481, 'lb': 10268, \"morgan's\": 11729, 'noriko': 12267, \"mankind's\": 10983, 'okada': 12500, 'retro': 14883, 'bombastic': 2214, 'tanaka': 17654, 'outlandish': 12692, 'crow': 4354, 'self-conscious': 15743, 'impressing': 9016, 'amityville': 883, 'faris': 6617, 'timed': 18045, 'torus': 18176, 'killian': 9968, 'feud': 6769, 'subzero': 17286, 'mic': 11400, 'stevie': 17022, 'mendez': 11331, 'salma': 15371, 'hayek': 8290, 'tyranny': 18524, 'stereo': 17006, 'getaway': 7557, 'girlish': 7615, 'budgeted': 2566, 'jailed': 9594, 'contempt': 3976, 'grizzled': 7928, 'williamson': 19615, 'unwilling': 18878, 'slaying': 16329, 'noticeably': 12301, 'cosmic': 4125, 'intro': 9431, 'jumbled': 9809, 'crass': 4237, 'mpaa': 11821, \"old's\": 12505, 'fitted': 6900, 'englund': 6045, 'decently': 4681, 'feline': 6719, 'istanbul': 9545, 'jeon': 9669, 'do-yeon': 5335, 'clouseau': 3501, 'granddaughter': 7813, 'stacey': 16862, 'engagement': 6033, 'occupy': 12437, 'staging': 16877, 'lounge': 10683, 'lumbering': 10760, 'translating': 18281, \"mike's\": 11442, 'eulogy': 6236, 'bedtime': 1800, 'eclectic': 5752, 'milan': 11446, 'vienna': 19108, 'lansbury': 10186, 'harlequin': 8211, 'homely': 8616, 'maddening': 10846, 'immigration': 8954, 'romy': 15158, 'kitschy': 10006, 'irresistible': 9508, 'austria': 1424, 'allied': 791, 'tossed': 18180, 'welsh': 19488, \"vonnegut's\": 19225, \"gordon's\": 7749, 'resonant': 14815, 'vonnegut': 19224, 'arkin': 1187, 'goebbels': 7696, 'select': 15733, 'palmer': 12867, 'gorgeously': 7754, 'solemn': 16554, 'subversion': 17283, 'notting': 12310, 'day-lewis': 4621, 'butcher': 2666, 'palsy': 12870, 'ollie': 12520, 'noodle': 12259, 'lucien': 10733, 'jabba': 9567, 'finer': 6855, 'poirot': 13485, 'rug': 15257, 'leer': 10310, 'buford': 2571, \"stack's\": 16864, 'timely': 18048, 'snuck': 16499, 'terrorized': 17844, 'messing': 11374, 'cookie': 4054, 'malevolent': 10928, 'academic': 411, 'ww1': 19822, 'relentless': 14634, 'mantra': 11000, 'mesmerising': 11366, 'inventing': 9454, 'cater': 2978, 'fahey': 6543, 'unconvincingly': 18604, 'puerto': 14043, 'leaden': 10274, 'delf': 4778, 'filtered': 6838, 'sluggish': 16396, 'fulfilling': 7309, 'professionally': 13878, 'imago': 8929, 'colagrande': 3577, 'cassel': 2943, 'bête': 2689, 'borowczyk': 2281, 'betrothed': 1939, 'impoverished': 9013, 'château': 3334, 'smeared': 16423, 'reese': 14529, 'mulligan': 11843, \"keaton's\": 9893, 'orchestral': 12609, 'eraserhead': 6152, 'wrath': 19779, \"ted's\": 17752, 'stimulate': 17042, 'unfeeling': 18702, 'perpetuate': 13176, 'chomsky': 3274, 'intellectually': 9338, 'bewildering': 1953, 'jumble': 9808, 'fee': 6708, 'biographical': 2017, 'videotaped': 19106, 'awed': 1488, 'audible': 1400, 'uncritical': 18611, 'font': 7050, 'sponsor': 16792, 'ufo': 18532, 'proclaim': 13858, 'dense': 4856, 'posit': 13589, 'foul-mouthed': 7148, 'elitist': 5888, 'overused': 12779, 'lucifer': 10735, 'pom': 13525, 'governess': 7774, 'outdoor': 12685, 'boorman': 2253, 'sustain': 17466, 'dooley': 5412, 'anticipated': 1027, 'gertrude': 7550, 'plush': 13460, 'peanut': 13072, '2d': 198, 'bianca': 1962, 'wiz': 19689, 'instructor': 9317, 'sorta': 16627, 'colorado': 3621, 'improvise': 9036, 'parodying': 12949, 'boulevard': 2308, 'senator': 15780, 'rigor': 15018, 'nevermind': 12126, 'footing': 7064, 'pacifist': 12817, 'settled': 15858, 'abandoning': 349, 'small-town': 16409, 'eldest': 5843, 'skinhead': 16280, 'tee': 17757, 'hee': 8376, 'footnote': 7066, 'preceding': 13688, 'flickering': 6964, 'resting': 14841, 'concealed': 3797, 'pump': 14057, 'preity': 13721, 'epps': 6138, 'kimberly': 9973, 'karin': 9862, 'mani': 10967, 'filmography': 6834, 'jnr': 9705, \"anne's\": 983, 'cuthbert': 4471, 'millie': 11467, 'aboriginal': 376, \"weir's\": 19449, 'weir': 19448, 'tribal': 18354, 'recess': 14440, \"burton's\": 2644, 'pouring': 13632, 'aborigine': 377, 'gulpilil': 8011, 'inquiry': 9265, 'reverend': 14910, 'mulholland': 11840, 'detailing': 4966, 'seated': 15674, 'lawnmower': 10255, 'spacek': 16657, 'wayward': 19398, 'stanton': 16918, 'ungrateful': 18723, \"zizek's\": 19962, 'marx': 11097, \"schumacher's\": 15561, 'hog': 8585, 'chant': 3104, 'elevate': 5866, \"leigh's\": 10331, 'representing': 14751, 'terminology': 17825, 'gullible': 8009, 'bloodied': 2136, 'solaris': 16548, 'dragging': 5482, 'prominently': 13910, \"trier's\": 18368, 'dogville': 5362, 'indulges': 9147, 'blanket': 2080, 'freezing': 7237, 'arouse': 1205, 'piper': 13349, 'goodman': 7733, 'christy': 3309, 'fricker': 7253, 'catharsis': 2982, 'kline': 10015, 'frenchman': 7239, 'perky': 13164, 'kitten': 10008, 'treasured': 18326, 'jacqueline': 9581, 'woronov': 19755, 'bartel': 1694, 'comet': 3658, 'raoul': 14300, 'sizable': 16249, 'corp': 4104, 'endorsement': 6018, 'sxsw': 17545, 'rotation': 15201, 'ethic': 6230, 'g-rated': 7366, 'imply': 8999, 'porky': 13562, 'swine': 17524, \"belushi's\": 1867, 'daffy': 4504, 'epidemic': 6130, 'praising': 13661, 'uncharacteristically': 18587, 'thereafter': 17902, 'moderate': 11618, 'doubting': 5441, 'microphone': 11412, 'adoration': 564, \"cliché's\": 3443, 'verify': 19051, 'identification': 8863, 'accomplice': 435, 'madeline': 10854, 'ceo': 3054, 'incriminating': 9106, 'complained': 3746, 'glide': 7647, 'telly': 17775, 'savalas': 15466, 'rey': 14948, 'eccentricity': 5746, 'carriage': 2903, 'unceremoniously': 18583, 'peasant': 13074, 'crank': 4226, 'histrionics': 8552, 'ant': 1010, 'self-respecting': 15760, 'sculpture': 15645, 'léo': 10811, 'hiv': 8565, 'knit': 10023, 'arrange': 1208, 'peep': 13094, 'contracted': 3998, 'afar': 607, 'disparate': 5240, 'communism': 3708, 'provokes': 14000, 'schwarzenegger': 15563, 'inadequacy': 9048, 'bearable': 1765, 'hard-edged': 8189, 'chen': 3202, 'pang': 12885, 'wai': 19263, 'pei': 13103, 'hard-hitting': 8190, \"park's\": 12938, 'merciless': 11348, 'over-dramatic': 12722, '74': 285, 'monte': 11691, 'jj': 9704, 'jimmie': 9700, \"walker's\": 19283, 'excised': 6346, 'adele': 527, 'slavery': 16324, 'undue': 18677, 'anansa': 920, 'suleiman': 17338, 'camel': 2756, 'bureaucrat': 2617, 'conscious': 3910, 'firearm': 6870, 'trader': 18234, 'unwisely': 18880, 'bitter-sweet': 2042, 'console': 3935, 'heyday': 8472, 'soap-opera': 16506, \"thing's\": 17925, 'scumbags': 15648, 'redundancy': 14520, 'oppose': 12584, 'leonardo': 10358, 'gauge': 7469, 'pussy': 14107, 'elicited': 5875, 'ritchie': 15051, 'slow-motion': 16385, 'athletic': 1337, 'love-hate': 10689, 'dumping': 5636, 'nah': 11948, 'buggy': 2575, 'munching': 11864, \"william's\": 19613, 'mindy': 11492, 'evolved': 6297, 'sweater': 17499, 'stoner': 17073, 'induced': 9142, 'cw': 4478, 'shooter': 16045, 'kiefer': 9960, 'resisted': 14807, 'magnolia': 10887, 'skelton': 16263, 'broadbent': 2478, 'regent': 14568, 'stability': 16860, 'rupert': 15286, 'dynasty': 5693, 'costumed': 4133, '2009': 180, \"driver's\": 5558, 'plead': 13418, 'gibson': 7575, '___': 337, 'latch': 10213, 'wrinkled': 19797, 'afterlife': 638, 'funky': 7338, 'evp': 6300, 'unbiased': 18576, 'critically': 4319, 'melanie': 11298, 'freddie': 7220, 'transcend': 18262, 'possessing': 13595, 'messenger': 11372, 'bookstore': 2245, 'uncovering': 18607, 'numb': 12338, 'petite': 13228, 'caribbean': 2863, 'sofia': 16533, 'loren': 10655, 'mastroianni': 11136, 'shipment': 16019, 'synth': 17576, 'retrieve': 14881, 'birdie': 2026, 'completists': 3759, 'archival': 1157, 'unearthed': 18680, 'expansive': 6402, 'varying': 19005, 'thewlis': 17913, 'deterred': 4981, 'lollobrigida': 10600, 'palm': 12864, 'virtuous': 19168, 'fanfan': 6598, 'robbie': 15078, 'morse': 11750, 'sherlock': 15998, 'topper': 18155, 'margin': 11029, 'sparkle': 16676, 'motivate': 11777, 'angered': 956, 'accommodate': 429, \"bbc's\": 1756, 'mute': 11908, 'management': 10953, 'indulgence': 9145, 'improvisation': 9035, 'urgency': 18916, 'identifies': 8865, 'pneumonic': 13463, \"reed's\": 14523, 'seaman': 15658, 'blackie': 2057, 'neo-realist': 12102, 'tandem': 17655, 'manuel': 11003, 'almodovar': 806, 'descends': 4913, 'fanaticism': 6593, 'barcelona': 1655, '38': 220, 'parenting': 12933, 'trendy': 18345, 'swoon': 17537, 'undeservedly': 18665, 'culturally': 4417, 'shaq': 15936, 'stormare': 17086, 'rohm': 15128, 'goring': 7756, 'schlocky': 15544, 'angelina': 952, 'jolie': 9740, 'saloon': 15374, 'horseback': 8693, 'summon': 17355, 'distracts': 5288, 'drawl': 5510, 'snoop': 16486, 'mc': 11200, 'contrasting': 4009, 'cb4': 3007, 'def': 4726, 'likelihood': 10457, 'coincide': 3572, 'trusty': 18431, 'squarely': 16843, 'grimm': 7909, 'overzealous': 12788, 'occupied': 12435, 'oppressor': 12592, 'congregation': 3879, 'civilisation': 3370, 'enslaved': 6077, 'starved': 16949, 'bloodbath': 2134, 'zu': 19974, 'majesty': 10909, 'tech': 17741, 'maintaining': 10906, 'gasping': 7461, 'eleanor': 5844, 'bert': 1918, 'dorsey': 5431, 'spout': 16814, 'artful': 1230, 'migration': 11437, 'drastic': 5504, 'barefoot': 1659, \"evening's\": 6260, '1927': 81, 'educate': 5788, 'no-brainer': 12211, 'mating': 11157, 'xica': 19837, 'imitated': 8939, 'kristel': 10073, 'emy': 5986, 'wong': 19716, 'practiced': 13653, 'courtship': 4177, 'respectability': 14825, 'engrossed': 6046, \"crosby's\": 4341, 'danced': 4543, 'suitcase': 17334, 'sided': 16127, \"richard's\": 14974, 'bronze': 2501, 'crudely': 4368, 'hawkins': 8284, 'horrendously': 8681, 'discerning': 5173, 'defended': 4735, 'soften': 16538, 'zandalee': 19933, 'knockout': 10029, 'histrionic': 8551, 'sizzling': 16253, 'booth': 2256, 'scruffy': 15638, 'admirable': 538, 'gleaming': 7638, 'twitch': 18503, 'champ': 3086, 'eventful': 6263, 'sica': 16115, 'dove': 5449, 'manipulating': 10978, 'condemned': 3830, 'unexciting': 18692, 'dismembered': 5229, 'a-team': 339, 'costner': 4131, 'anticlimactic': 1031, 'meter': 11384, 'blanche': 2075, 'mildred': 11449, 'ruben': 15245, 'intertwining': 9399, 'fabulously': 6521, 'devilish': 5012, 'glee': 7640, 'rainbow': 14240, 'hunted': 8790, 'unleashes': 18775, 'savor': 15474, 'unprecedented': 18807, 'unprepared': 18810, 'eye-popping': 6503, 'employing': 5979, 'saturated': 15452, 'matte': 11164, 'meditation': 11279, 'morbius': 11723, 'trepidation': 18348, 'exceed': 6325, 'bont': 2233, 'carved': 2924, 'manifestation': 10973, 'changeling': 3099, 'fireplace': 6876, 'dani': 4556, 'heed': 8377, 'promiscuous': 13912, 'womanizer': 19706, 'retail': 14865, 'battered': 1737, 'aborted': 378, 'nymph': 12358, \"alex's\": 743, 'provider': 13989, 'maman': 10941, 'putain': 14110, 'relating': 14620, 'léaud': 10810, 'moh': 11632, 'shorter': 16056, 'harmon': 8221, 'perverted': 13215, 'sanitarium': 15405, 'smut': 16450, 'virulent': 19169, 'intolerably': 9418, 'lynn': 10805, 'glen': 7643, 'commenter': 3683, 'louder': 10676, 'sanctimonious': 15394, 'noah': 12216, 'mumbo': 11857, 'jumbo': 9810, 'functional': 7327, 'sketchy': 16269, 'anamorphic': 918, 'doppelganger': 5423, 'cheapo': 3170, \"barrymore's\": 1692, 'math': 11151, 'quid': 14162, \"drew's\": 5536, 'cannibalistic': 2800, 'muttering': 11914, 'whiz': 19559, 'determines': 4979, 'unhinged': 18729, 'hoop': 8653, 'gladiator': 7627, 'hardware': 8200, 'kurosawa': 10093, 'marital': 11050, 'referee': 14533, 'chatter': 3152, 'gymnast': 8053, 'lo': 10557, 'mutiny': 11912, 'simpleton': 16187, 'gypo': 8055, 'comrade': 3792, 'mcphillip': 11240, '1922': 77, 'meaner': 11252, \"insomniac's\": 9294, 'castaway': 2950, 'grail': 7805, 'cromwell': 4335, 'royally': 15232, 'handicap': 8144, 'cling': 3463, 'frail': 7172, 'manhood': 10966, 'onset': 12552, 'hale': 8095, 'flat-out': 6935, 'featurette': 6699, 'disingenuous': 5218, 'assassinated': 1282, 'up-to-date': 18884, 'snapshot': 16461, 'pinup': 13344, 'mansfield': 10996, \"bettie's\": 1945, 'jc': 9638, 'fickle': 6784, 'a-list': 338, 'congratulation': 3878, 'liverpool': 10548, 'railway': 14237, 'garam': 7429, 'priyadarshan': 13837, 'hera': 8432, 'pheri': 13245, 'hungama': 8782, 'prototype': 13976, 'bubba': 2547, 'gump': 8014, 'democrat': 4825, 'choir': 3270, 'inc': 9057, 'substandard': 17266, 'paved': 13045, 'crammed': 4222, 'klein': 10013, 'rammed': 14264, 'lampooning': 10160, 'orthodox': 12647, 'shunned': 16105, 'fun-loving': 7325, 'awe-inspiring': 1487, 'embody': 5933, '7.0': 277, 'brighter': 2449, 'masochistic': 11112, 'willingness': 19619, 'stamped': 16902, 'self-esteem': 15748, 'bout': 2318, 'emoting': 5957, 'smother': 16444, 'unfathomable': 18701, \"andy's\": 942, \"hoffman's\": 8584, 'implemented': 8992, 'ye': 19859, 'cohesive': 3568, 'terrace': 17826, 'igor': 8888, \"paul's\": 13035, 'disciple': 5174, 'synthesizer': 17578, 'qualifies': 14131, 'vogue': 19204, 'truffaut': 18420, 'daydream': 4623, 'overlap': 12751, 'torrent': 18168, 'tumbling': 18454, 'sobbing': 16512, 'bowie': 2324, 'softly': 16540, 'carousel': 2892, 'michel': 11404, 'whimsy': 19537, 'hazzard': 8299, 'sneaking': 16469, 'trevor': 18349, 'babysitting': 1530, 'one-by-one': 12538, 'loomis': 10636, 'pleasance': 13421, 'lieu': 10423, 'hauntingly': 8274, 'debra': 4660, 'indestructible': 9116, 'detour': 4984, 'unexplained': 18695, 'aircraft': 698, 'scot': 15592, 'endeavour': 6011, 'semen': 15773, 'sperm': 16731, 'mouthed': 11804, \"freeman's\": 7233, 'allude': 799, 'preserve': 13756, 'enlist': 6066, 'zemeckis': 19946, 'kgb': 9932, 'imperialist': 8979, 'targeting': 17682, 'breakout': 2402, 'begun': 1824, 'spanglish': 16667, 'child-like': 3238, \"cheadle's\": 3163, 'lang': 10179, 'scoop': 15579, 'cheech': 3179, 'marin': 11043, 'wane': 19310, 'inherit': 9224, 'eighteen': 5824, 'spiderman': 16742, 'offense': 12474, 'painstakingly': 12843, 'acutely': 498, 'composing': 3772, 'emphasizing': 5973, 'macgyver': 10824, 'showtime': 16083, 'atlantis': 1343, \"castle's\": 2955, 'showman': 16081, 'second-rate': 15683, 'disservice': 5266, 'ploy': 13447, 'lanchester': 10164, 'kovacs': 10059, 'gingold': 7603, \"novak's\": 12314, 'eel': 5794, 'cartoonist': 2920, 'propelled': 13937, 'judgmental': 9789, 'ziyi': 19960, 'reunites': 14893, 'historic': 8547, 'bicker': 1967, 'dario': 4577, 'parliament': 12944, 'ass': 1278, 'topping': 18156, 'shaolin': 15930, 'monastery': 11661, 'assisted': 1301, \"gangster's\": 7421, 'chow': 3294, 'doorway': 5420, 'runway': 15284, 'instructed': 9315, 'flap': 6923, 'resonates': 14818, 'copying': 4080, \"there're\": 17900, 'ulli': 18541, 'toto': 18186, 'morbidly': 11722, 'subterranean': 17273, 'spew': 16732, 'romania': 15146, 'auteur': 1427, 'scattered': 15520, 'gratification': 7842, 'hazard': 8294, 'paean': 12831, 'altar': 821, 'inanimate': 9052, 'optical': 12595, \"hell's\": 8399, \"armstrong's\": 1199, 'tarnish': 17684, 'offscreen': 12487, \"london's\": 10605, 'melvin': 11314, '1948': 104, 'myrna': 11921, 'ownership': 12800, 'achieving': 460, 'connecticut': 3887, 'architect': 1155, 'tweak': 18486, 'maneuver': 10962, 'laconic': 10128, 'federation': 6707, 'tos': 18178, 'mmm': 11598, 'polarisdib': 13503, 'dissertation': 5265, 'erupts': 6181, 'tenement': 17804, 'dilapidated': 5099, 'nascent': 11994, 'slippery': 16367, 'undoing': 18672, 'sammo': 15385, 'tang': 17656, 'poisonous': 13491, 'wandered': 19307, 'film.the': 6826, 'stomped': 17068, 'ft': 7298, \"general's\": 7499, 'underwood': 18661, 'kidney': 9959, 'progressive': 13896, 'terminally': 17823, 'auction': 1396, 'donor': 5404, 'bradford': 2355, 'sizzle': 16252, 'phelps': 13241, 'aw': 1469, 'macaulay': 10818, \"cooper's\": 4065, 'partnership': 12970, 'cavalry': 3001, 'cheyenne': 3223, 'canyon': 2807, 'mcadam': 11201, 'life-long': 10429, 'millard': 11463, 'walton': 19302, 'uncredited': 18610, 'travolta': 18319, \"gilley's\": 7591, 'stubborn': 17191, 'hard-working': 8192, 'throbbing': 17982, \"thompson's\": 17945, 'wentworth': 19496, 'overhears': 12749, 'premium': 13734, 'courtney': 4175, 'wahlberg': 19262, 'tentacle': 17811, \"baby's\": 1527, 'spontaneity': 16794, 'superhuman': 17380, 'envision': 6123, 'triton': 18385, 'bouncy': 2311, 'over-rated': 12726, '6/10': 262, 'catalog': 2964, 'fawning': 6682, 'fondling': 7046, 'backside': 1547, 'thematic': 17887, 'spanning': 16670, 'distasteful': 5273, 'deconstructed': 4705, 'lining': 10503, 'set-piece': 15850, 'stupor': 17222, 'avatar': 1454, 'weakling': 19409, 'textile': 17861, 'fabric': 6517, 'thesiger': 17910, 'fangoria': 6601, 'diverting': 5319, 'gaiman': 7385, 'overshadowed': 12769, 'miscasting': 11534, 'bogie': 2193, 'sr': 16854, 'depressive': 4892, 'skywalker': 16295, 'marsden': 11076, 'grudgingly': 7964, 'observes': 12415, 'heartache': 8341, 'renewed': 14703, 'multiplex': 11850, 'boone': 2250, \"uncle's\": 18590, 'pained': 12840, 'mourning': 11799, 'accustomed': 453, 'sub-par': 17240, 'lon': 10603, 'chaney': 3095, 'made-up': 10852, 'calendar': 2733, 'treacherous': 18321, 'duplicitous': 5653, 'analyzing': 917, 'pagan': 12832, 'famine': 6586, 'symbolizes': 17559, 'synonymous': 17574, 'pinjar': 13335, 'crouching': 4352, 'packaging': 12824, 'raccoon': 14196, 'erudite': 6179, 'violated': 19151, 'working-class': 19742, 'illuminate': 8907, 'adjustment': 536, 'genteel': 7522, 'artistically': 1247, 'dam': 4525, 'kingpin': 9985, 'mayer': 11193, 'cohn': 3569, 'lending': 10342, 'cahn': 2719, 'richly': 14980, 'orphaned': 12645, 'britton': 2475, 'brigadoon': 2444, \"ocean's\": 12445, 'fragment': 7170, 'frustratingly': 7292, 'repertoire': 14724, 'scandinavian': 15494, 'perpetrated': 13172, 'donovan': 5405, 'educating': 5790, 'esteem': 6212, 'forbids': 7073, 'well-meaning': 19478, 'weary': 19418, 'trainer': 18251, 'expressionism': 6461, 'drank': 5501, 'victimized': 19094, 'capote': 2821, 'truman': 18422, 'cultivated': 4415, 'advancement': 580, 'situational': 16243, \"capote's\": 2822, 'dictated': 5062, 'pertinent': 13205, 'emergence': 5940, 'forsythe': 7130, 'elmer': 5900, 'gantry': 7424, 'reprehensible': 14746, 'theatrics': 17883, 'pinpoint': 13342, 'purveyor': 14101, 'initiated': 9236, 'constitutes': 3945, 'vicariously': 19085, 'othello': 12663, \"fishburne's\": 6891, 'abridged': 384, 'treason': 18324, 'cacoyannis': 2703, 'euripides': 6237, 'chronological': 3313, 'story-telling': 17092, 'odysseus': 12457, 'clearer': 3429, 'desolation': 4940, 'probing': 13848, 'austere': 1419, 'achilles': 461, 'centered': 3046, 'garb': 7430, 'narrates': 11981, 'patriotism': 13021, 'thirst': 17935, 'stripped': 17160, 'agonizingly': 666, 'ethical': 6231, 'carbon': 2844, 'flicker': 6963, 'implore': 8998, 'insensitive': 9273, 'predatory': 13699, 'utopia': 18946, 'irrespective': 9509, 'sensuality': 15800, 'steering': 16988, 'glove': 7671, '6.5': 261, 'eclipsed': 5754, 'serenity': 15824, 'multi-million': 11848, 'shoot-outs': 16044, 'pickford': 13294, 'tourneur': 18203, \"brown's\": 2521, 'selma': 15770, 'brolin': 2494, 'stitch': 17054, 'intensive': 9349, 'clause': 3411, 'mastermind': 11131, 'hark': 8208, 'soccer': 16514, 'ekin': 5835, 'koo': 10049, 'proficient': 13880, 'landon': 10175, 'sponge': 16791, 'tragically': 18243, \"ritchie's\": 15052, 'uh': 18538, 'cheeky': 3181, 'dudikoff': 5607, 'reiner': 14602, 'sondra': 16590, 'locke': 10577, 'reviving': 14924, 'biggs': 1982, 'rudd': 15248, 'greenhouse': 7876, 'correction': 4111, 'below-average': 1864, 'recipient': 14442, 'situated': 16241, 'adopts': 562, 'thereof': 17907, 'mumbling': 11856, 'physique': 13282, 'growling': 7957, 'arabian': 1138, 'jaffar': 9588, 'veidt': 19019, 'bagdad': 1572, 'abu': 401, 'sabu': 15322, 'duprez': 5655, 'colossal': 3625, 'ingram': 9214, 'korda': 10052, 'collaborator': 3589, 'provoked': 13999, 'menzies': 11342, 'urgent': 18917, 'miklos': 11444, \"preminger's\": 13732, 'glamour': 7633, 'malicious': 10931, 'jeanne': 9649, 'seberg': 15678, 'strode': 17167, 'armour': 1196, 'warwick': 19357, 'precedes': 13687, 'clair': 3378, 'mise-en-scene': 11539, 'massacred': 11118, 'giveaway': 7621, 'springwood': 16826, 'barr': 1678, 'breckin': 2414, 'self-contained': 15745, 'bratty': 2381, 'benevolent': 1882, 'leisurely': 10334, 'astutely': 1330, \"gilligan's\": 7596, 'plucky': 13450, 'irascible': 9494, 'coot': 4068, 'splendor': 16776, 'sonic': 16595, 'kiddie': 9950, 'fast-food': 6642, 'succumb': 17299, 'wodehouse': 19694, 'beta': 1931, 'screen-time': 15618, 'loading': 10561, 'mississippi': 11568, \"cody's\": 3554, 'entice': 6104, 'sooooo': 16606, 'unreasonable': 18822, 'moan': 11601, 'rosa': 15179, 'dominick': 5388, 'luciano': 10731, 'trudge': 18413, 'wrestlemania': 19790, 'yearly': 19866, 'diminished': 5111, 'independently': 9113, 'cemented': 3038, 'gunpoint': 8030, 'damaging': 4528, 'curb': 4429, 'savant': 15468, 'rehearsing': 14593, 'bios': 2023, 'big-name': 1975, 'uglier': 18534, 'overkill': 12750, 'mm': 11597, 'yash': 19855, 'barbed': 1651, 'bubonic': 2552, 'sub-titles': 17243, 'replaying': 14734, 'lagoon': 10137, 'jaime': 9595, 'back-to-back': 1538, \"trek's\": 18337, 'picard': 13288, 'breathtakingly': 2413, 'netherlands': 12115, '500': 249, 'teaser': 17739, \"o'conor\": 12367, \"christie's\": 3303, 'troll': 18393, 'criminally': 4302, 'ronny': 15164, 'relatable': 14616, 'dullest': 5622, 'thinnes': 17932, 'antwone': 1045, 'fisher': 6892, 'quickie': 14160, 'hater': 8264, 'fridge': 7256, \"neighbor's\": 12084, \"lubitsch's\": 10726, 'love-story': 10690, 'prevailing': 13788, 'foolishness': 7060, 'vacuous': 18957, 'packing': 12826, 'underscore': 18642, 'apollonia': 1076, 'jerome': 9676, 'hmmmm': 8569, 'bafta': 1570, 'deluise': 4805, 'duchovny': 5601, 'dead-end': 4633, 'prosecutor': 13955, 'loaf': 10562, 'immersion': 8952, 'pyrotechnic': 14121, 'finnish': 6867, 'darth': 4593, \"jabba's\": 9568, 'undisputed': 18670, 'endor': 6016, 'ewoks': 6302, 'stormtroopers': 17087, 'rotj': 15205, 'faulty': 6668, 'ladd': 10130, 'nypd': 12360, 'prevail': 13787, 'embodied': 5930, 'reinforced': 14604, 're-read': 14363, 'archaic': 1149, \"dalton's\": 4523, 'succinctly': 17297, 'shimizu': 16009, 'akira': 713, 'linklater': 10507, 'fabricated': 6518, 'atom': 1346, \"maugham's\": 11178, 'tobacco': 18089, 'offence': 12468, 'masochist': 11111, 'separating': 15813, 'criticizing': 4325, 'westerner': 19504, 'abject': 369, 'distribute': 5293, 'deceptive': 4683, 'loni': 10625, 'stroker': 17170, \"wilder's\": 19602, 'showcasing': 16074, 'marylee': 11103, 'demure': 4839, 'banner': 1637, 'patriarchal': 13015, 'impossibly': 9010, 'boyhood': 2340, 'panache': 12876, 'blinding': 2112, 'adept': 528, 'blaring': 2081, 'occupant': 12433, 'tolkien': 18113, 'elf': 5871, 'gandalf': 7413, 'aragorn': 1140, 'lau': 10227, 'macarthur': 10816, 'shading': 15894, 'mccarthy': 11208, 'touted': 18204, '1942': 98, 'roosevelt': 15173, '·': 19992, \"macarthur's\": 10817, 'evacuated': 6246, 'cowardice': 4190, 'pledge': 13430, 'flanders': 6922, 'congress': 3880, 'mockumentary': 11611, 'upstate': 18908, 'labute': 10116, 'powder': 13638, 'anesthesia': 945, 'masturbating': 11137, 'crap-fest': 4230, 'greenlight': 7877, 'dine': 5119, 'storyteller': 17096, 'banana': 1616, \"derek's\": 4901, 'orangutan': 12604, 'racket': 14208, 'unnamed': 18792, 'pretense': 13780, 'parador': 12914, 'happy-go-lucky': 8178, 'pb': 13064, 'bulgaria': 2583, 'diet': 5076, 'cathy': 2987, 'sheffer': 15975, 'batty': 1744, 'yvette': 19925, 'recital': 14443, 'alternatively': 831, 'undergo': 18627, 'pitcher': 13358, 'sit-com': 16235, 'engineering': 6039, 'alphabet': 817, 'flailing': 6916, 'ooh': 12559, 'mannequin': 10987, 'thhe': 17918, 'goldfish': 7708, 'jox': 9770, 'babs': 1524, 'chime': 3251, 'cuss': 4458, 'maslin': 11110, 'new-age': 12130, 'farting': 6630, '1,000': 21, 'unsavory': 18836, 'stitzer': 17055, 'proudly': 13981, 'apatow': 1068, 'trish': 18382, 'precursor': 13697, 'liberating': 10411, 'inflicted': 9192, 'desensitized': 4922, 'obliged': 12400, 'wuthering': 19820, 'wellington': 19487, 'ceased': 3013, 'redeemed': 14501, 'whichever': 19530, 'notoriously': 12308, 'grammar': 7810, 'visa': 19171, 'post-war': 13605, 'veneer': 19026, 'everett': 6268, 'horton': 8694, 'well-intentioned': 19475, 'interruption': 9393, 'gaunt': 7470, 'tic': 18011, 'figuring': 6811, 'completion': 3757, 'ceylon': 3065, 'reclaim': 14449, 'umm': 18554, 'dork': 5427, 'unlucky': 18784, 'chap': 3108, 'fecal': 6703, 'broom': 2507, \"d'amato\": 4496, 'udo': 18531, 'declare': 4695, \"george's\": 7534, 'exorcism': 6394, 'mcclure': 11210, 'islamic': 9533, 'craze': 4251, 'hustler': 8808, 'bro': 2476, 'wonderland': 19714, 'cranked': 4227, 'jazzy': 9637, 'war-time': 19322, 'printer': 13822, 'deux': 4993, 'sarne': 15429, 'supremely': 17411, 'agreeing': 670, 'indicates': 9123, 'embodies': 5931, 'touchstone': 18190, 'intrusion': 9442, 'ticking': 18015, 'poked': 13494, 'santos': 15417, 'paulo': 13040, 'prompt': 13926, \"york's\": 19895, 'astray': 1327, 'decked': 4693, 'stewardess': 17025, 'autopilot': 1444, 'draining': 5490, 'hijacking': 8508, 'joyce': 9772, 'half-breed': 8100, 'noonan': 12261, 'newmar': 12142, 'jameson': 9601, 'traci': 18223, 'sandwich': 15401, 'smear': 16422, 'draper': 5503, 'estimation': 6218, \"dan's\": 4540, 'lilly': 10470, 'gulp': 8010, 'intimately': 9414, 'unintelligible': 18745, 'visayan': 19173, 'cutter': 4474, 'booed': 2238, 'sacrificing': 15330, 'blackout': 2062, 'uncovered': 18606, 'comedienne': 3652, 'breath-taking': 2407, 'outlet': 12695, 'nobel': 12218, 'navigate': 12033, 'celestine': 3028, 'eyelid': 6507, 'earring': 5715, 'herald': 8433, 'brass': 2379, 'satisfactorily': 15446, 'unresolved': 18829, \"falk's\": 6568, \"lennon's\": 10347, 'impostor': 9011, 'scorpion': 15588, 'rhino': 14955, 'passport': 12987, 'bordering': 2265, 'conscientious': 3909, 'tightening': 18030, 'noose': 12262, 'spoofing': 16798, 'echoing': 5751, 'carrère': 2911, 'lassalle': 10206, 'philippe': 13249, 'pâquerette': 14124, 'dimitri': 5115, 'marcus': 11021, 'clovis': 3502, 'maléfique': 10939, 'offending': 12472, 'pesci': 13217, 'dunk': 5644, 'cellar': 3033, 'well-played': 19480, 'programmed': 13889, 'interpersonal': 9383, 'sticky': 17031, 'sg1': 15888, 'threshold': 17974, 'wuhl': 19817, '43': 233, 'syrupy': 17582, 'brashear': 2378, 'strong-willed': 17174, 'delpy': 4802, 'tinker': 18061, 'axis': 1504, 'ersatz': 6177, 'yorkshire': 19898, 'recapture': 14430, '1912': 69, 'freeing': 7230, 'searcher': 15666, 'ronda': 15161, '1952': 109, '35mm': 216, 'gershwin': 7548, \"gershwin's\": 7549, 'singin': 16210, 'cyd': 4485, 'lise': 10517, 'introductory': 9437, 'maurice': 11180, 'celeste': 3025, 'conducting': 3841, 'november': 12320, 'resumed': 14860, 'impressionist': 9019, 'henri': 8425, \"kelly's\": 9909, 'renoir': 14706, 'sumptuous': 17357, \"kurosawa's\": 10094, 'heavyweight': 8367, 'shone': 16040, 'photographing': 13273, 'calmly': 2747, 'arthouse': 1232, 'malcom': 10924, 'definetly': 4751, 'gillian': 7594, 'tangle': 17660, 'trifle': 18369, 'monotony': 11680, 'scavenger': 15521, 'instill': 9310, 'procedure': 13851, 'droll': 5561, 'threesome': 17973, 'boyd': 2336, 'vying': 19247, 'taffy': 17607, 'grader': 7795, 'sickly': 16121, 'hearse': 8334, 'carla': 2867, 'devos': 5020, 'clicked': 3448, 'realist': 14399, 'pictured': 13303, 'jonestown': 9748, 'newcombe': 12133, 'bjm': 2049, 'busted': 2660, 'fast-forwarding': 6644, 'lingerie': 10499, 'compensation': 3734, 'macintosh': 10833, 'tobey': 18091, 'maguire': 10890, 'specter': 16707, 'nothingness': 12298, \"gadget's\": 7377, 'peel': 13092, 'chic': 3227, 'convertible': 4036, 'dispense': 5245, 'overwhelm': 12782, 'bourgeois': 2315, 'pension': 13120, 'ode': 12455, 'rigged': 15010, 'meal': 11247, 'waver': 19390, 'moonwalker': 11708, 'arjun': 1185, 'manu': 11001, \"latter's\": 10225, 'outshine': 12706, 'choke': 3271, 'idiocy': 8871, 'replaces': 14731, 'priya': 13836, 'milo': 11471, 'thankless': 17872, 'aditya': 531, 'kapur': 9852, 'yr': 19909, 'hacking': 8066, 'unlock': 18783, 'thee': 17884, 'pours': 13633, 'dusk': 5662, 'til': 18034, 'culminates': 4408, 'eternally': 6225, '44': 234, 'intercourse': 9360, 'substituting': 17272, 'pout': 13634, 'lolita': 10599, 'plowright': 13446, 'soft-spoken': 16536, 'good-natured': 7728, 'acute': 497, 'sickness': 16122, 'subjecting': 17249, 'two-part': 18507, 'garry': 7452, \"o'connell\": 12364, 'brewster': 2432, 'stile': 17036, 'drowns': 5576, 'remedy': 14671, 'francine': 7184, 'forbes': 7070, 'database': 4600, 'gallon': 7399, \"o'shea\": 12375, 'snooze': 16489, 'rasuk': 14322, 'baptism': 1642, 'easygoing': 5734, 'fag': 6541, 'bathe': 1724, 'feces': 6704, 'manos': 10995, 'fatty': 6664, 'swore': 17543, 'midler': 11425, 'captivity': 2836, 'diego': 5074, 'colleen': 3603, 'gobble': 7684, 'bathed': 1725, 'mace': 10822, 'prance': 13662, 'machina': 10827, 'approve': 1126, 'dreamer': 5521, 'prone': 13929, 'mindlessly': 11490, 'unnoticed': 18798, 'demonstrating': 4836, 'tattooed': 17703, 'steiner': 16991, 'shear': 15964, 'razor': 14355, \"kate's\": 9872, '000': 13, 'bribe': 2435, 'bio': 2015, 'slanted': 16305, 'protestant': 13972, 'chopra': 3284, 'dungeon': 5643, 'orcs': 12612, \"tolkien's\": 18114, 'kirkland': 9996, 'harvard': 8245, 'costello': 4130, 'knotts': 10031, 'sheppard': 15994, '55': 255, 'tmnt': 18082, 'shredder': 16086, 'ferdie': 6741, 'salesman': 15369, 'wrecked': 19785, 'ideological': 8869, 'gleefully': 7642, 'liberated': 10410, 'get-go': 7556, 'knuckle': 10041, 'luxurious': 10793, 'initiate': 9235, 'intermittent': 9375, 'girlfight': 7611, 'karyn': 9868, 'unleashing': 18776, 'best-selling': 1927, 'gunning': 8028, 'pander': 12882, 'freely': 7231, 'dribble': 5538, 'pluto': 13461, 'dot': 5434, 'in-your-face': 9044, 'gutsy': 8039, 'glossed': 7669, 'gripe': 7920, 'lain': 10140, 'implant': 8987, 'attache': 1355, 'diplomatic': 5129, 'swashbuckling': 17488, \"duke's\": 5619, 'babbling': 1520, 'nursery': 12347, 'slipstream': 16369, 'weirdest': 19452, 'dementia': 4817, 'bureaucracy': 2616, 'taping': 17673, \"day's\": 4620, 'patchy': 13001, 'pavement': 13046, 'mastered': 11128, 'soggy': 16542, 'lifeboat': 10430, 'movie.it': 11813, 'storyboard': 17094, 'stool': 17076, 'improbably': 9027, 'macdowell': 10821, 'gum': 8012, 'stench': 16996, \"clark's\": 3391, 'invests': 9470, 'haver': 8278, 'dye': 5686, '(=': 1, 'agape': 646, 'myrtle': 11923, 'ishii': 9528, 'benkei': 1886, 'timeline': 18047, 'pieced': 13308, 'consistency': 3929, \"grey's\": 7896, 'daly': 4524, 'baywatch': 1751, 'lusting': 10788, 'tutor': 18477, 'blended': 2100, 'kissed': 9999, 'herb': 8434, 'modicum': 11626, 'cipher': 3352, 'ciaran': 3336, 'teddy': 17753, 'good.the': 7729, 'shelby': 15979, 'superpower': 17390, 'smallville': 16412, 'lucci': 10729, 'harrelson': 8226, 'downfall': 5457, 'tracing': 18224, 'binge': 2010, 'dice': 5056, 'nausicaa': 12031, 'saccharine': 15323, 'overdrive': 12746, 'compose': 3769, \"edison's\": 5775, 'resolving': 14813, 'determining': 4980, 'manufacturer': 11005, 'infancy': 9171, 'pepsi': 13128, 'punching': 14064, 'dialouge': 5044, 'smuggler': 16447, 'stroheim': 17168, 'progressing': 13894, 'reputed': 14769, 'populist': 13559, \"schindler's\": 15538, 'vol': 19213, 'schrader': 15558, 'self-indulgence': 15750, 'life-affirming': 10428, 'merrill': 11362, 'template': 17784, 'revolve': 14930, 'sematary': 15771, 'trusting': 18429, 'spaced': 16656, 'copycat': 4079, 'anachronism': 906, 'anachronistic': 907, 'excepting': 6335, 'wheeler': 19520, 'contra': 3996, 'reactor': 14381, 'befuddled': 1813, 'jelly': 9661, 'aggressively': 658, 'suzy': 17473, 'carole': 2888, 'lombard': 10601, 'petrified': 13230, 'malefique': 10927, 'tint': 18062, 'valette': 18971, 'astounded': 1323, 'artemisia': 1229, 'flu': 7005, 'freeway': 7234, 'touring': 18199, 'pastor': 12994, 'ab': 345, 'akshaye': 715, 'obese': 12387, 'over-acted': 12720, 'dramedy': 5500, 'sherry': 16000, 'hangover': 8157, 'blier': 2108, 'donnie': 5403, 'jovi': 9768, 'arly': 1189, '10-15': 33, 'riker': 15019, 'full-length': 7316, 'liberally': 10409, 'unwillingness': 18879, 'tremaine': 18339, 'consumption': 3961, 'voyeur': 19237, 'undergoes': 18628, \"pervert's\": 13214, 'zenith': 19949, 'saddening': 15333, 'sadism': 15339, 'subway': 17285, 'jeepers': 9653, 'wring': 19795, 'sideline': 16129, 'self-respect': 15759, 'derision': 4902, 'tmtm': 18083, 'grodin': 7932, 'leaping': 10286, 'cohesion': 3567, 'maddox': 10847, 'dabney': 4499, 'coleman': 3585, 'attributed': 1390, 'thought-out': 17955, 'perk': 13162, 'bfg': 1959, \"dahl's\": 4509, 'cherished': 3210, 'supervision': 17393, 'thwart': 18004, 'man-eating': 10949, '88': 305, 'zest': 19952, 'pork': 13561, 'wisecrack': 19665, 'clashing': 3395, 'patriarch': 13014, \"china's\": 3257, \"liu's\": 10540, 'ming': 11496, 'regulation': 14585, 'emphasized': 5971, 'pr': 13649, 'flung': 7012, 'mahatma': 10891, 'gandhi': 7414, 'harilal': 8207, 'khanna': 9935, 'shefali': 15974, 'boxed': 2331, 'hayden': 8289, 'surgical': 17422, 'awareness': 1484, 'probe': 13847, 'outstandingly': 12712, 'vigorous': 19123, 'avalanche': 1451, 'levinson': 10391, 'norwegian': 12282, 'posting': 13611, 'norway': 12281, 'coping': 4074, 'churning': 3332, 'truer': 18418, 'slum': 16397, 'mustang': 11903, 'chi': 3224, 'friel': 7259, 'gibberish': 7574, 'delving': 4810, 'formation': 7119, 'superficially': 17376, \"cole's\": 3584, 'symbolically': 17557, 'gordon-levitt': 7750, 'danza': 4569, 'milton': 11474, 'galactica': 7392, 'caprica': 2825, 'offset': 12488, 'distributing': 5295, 'promotional': 13925, 'email': 5916, 'speakeasy': 16686, 'mccoy': 11214, 'trenholm': 18346, 'untouchable': 18865, 'cod': 3550, \"fool's\": 7055, 'thorough': 17950, 'rig': 15007, 'crescendo': 4293, 'oc': 12428, 'loan': 10563, 're-released': 14365, \"stanwyck's\": 16920, 'jessie': 9684, 'skepticism': 16266, 'autobiographical': 1437, 'bonkers': 2230, 'locust': 10581, 'prospective': 13957, 'michele': 11405, 'ameche': 866, '5/5': 246, 'senile': 15785, 'stagecoach': 16871, 'gunfight': 8019, 'entail': 6084, 'yarn': 19854, 'suburbia': 17282, 'maclean': 10836, 'rushing': 15292, 'winding': 19636, 'exuberance': 6495, 'ravage': 14341, 'soothing': 16608, 'burtynsky': 2645, 'roaming': 15069, 'dependent': 4874, 'hulce': 8749, 'lenny': 10348, 'fragmented': 7171, 'tepper': 17816, 'heals': 8323, 'fared': 6614, 'sims': 16193, 'beery': 1807, 'no-nonsense': 12214, 'shakespearian': 15910, 'hometown': 8620, \"frankie's\": 7197, 'snotty': 16494, 'flik': 6966, '½': 19994, 'concubine': 3826, 'catalogue': 2965, 'civilized': 3372, 'has-been': 8249, 'omega': 12528, 'pope': 13548, 'vatican': 19009, 'jean-marc': 9645, 'lowbrow': 10708, 'low-grade': 10704, 'exhibited': 6379, 'fanatical': 6592, 'repetition': 14725, 'anticipates': 1028, 'cutie': 4472, 'condemning': 3831, 'risky': 15047, 'despises': 4948, 'asshole': 1295, 'fatalistic': 6654, \"o'neal\": 12372, 'weakly': 19410, 'powered': 13642, 'libre': 10417, 'attain': 1363, 'comparative': 3717, 'well-cast': 19466, 'depended': 4873, 'callous': 2745, 'distinguishing': 5281, 'mixed-up': 11589, 'romantically': 15150, 'delinquency': 4790, \"brando's\": 2375, 'forefront': 7084, 'classroom': 3404, 'cybil': 4480, 'moonlighting': 11706, 'relied': 14641, 'stockholm': 17057, 'shadowed': 15896, 'lingo': 10502, 'complemented': 3751, 'shard': 15937, 'half-assed': 8098, 'weakens': 19406, 'moto': 11784, 'dvr': 5675, 'sinker': 16222, 'blinking': 2116, 'torturous': 18175, 'vader': 18959, 'yoda': 19889, 'anakin': 909, 'kitsch': 10005, 'fatigue': 6663, 'herbie': 8436, 'bending': 1875, 'renny': 14704, 'harlin': 8213, 'juxtaposing': 9835, 'artifice': 1238, \"harlin's\": 8214, 'mid-air': 11415, 'gabe': 7369, 'impressively': 9022, 'rooker': 15167, 'matinee': 11156, 'undermined': 18635, 'myles': 11918, 'frakes': 7174, \"mclaglen's\": 11236, 'strive': 17164, 'priyanka': 13838, 'babel': 1522, 'ransom': 14296, 'perdition': 13139, 'smoothly': 16443, 'bewitched': 1955, 'mallory': 10934, 'lined': 10493, 'sage': 15353, 'finlayson': 6865, 'mule': 11839, 'clutching': 3513, 'finance': 6844, 'politely': 13513, 'creasy': 4259, 'pita': 13354, \"creasy's\": 4260, 'pappy': 12906, 'blow-up': 2152, 'vernon': 19060, 'leone': 10359, 'pumped': 14058, \"original's\": 12636, 'dissolve': 5269, 'schizophreniac': 15540, 'disrespect': 5260, 'wheelchair-bound': 19519, 'revisiting': 14920, 'evade': 6248, 'feuding': 6771, 'acquitted': 476, \"planet's\": 13386, 'unpopular': 18806, 'moran': 11720, 'margot': 11033, 'skerritt': 16267, 'hitokiri': 8563, 'hideo': 8484, 'gosha': 7762, 'shintaro': 16015, 'katsu': 9880, 'goyokin': 7781, 'izo': 9562, 'long-haired': 10611, 'guevara': 7988, 'billboard': 1996, 'dullness': 5623, \"guevara's\": 7989, 'hypocrite': 8830, 'specialized': 16694, 'workaholic': 19738, 'curl': 4436, \"barker's\": 1669, 'weissmuller': 19457, 'weismuller': 19456, 'mahoney': 10893, 'sensual': 15799, 'unthinkable': 18861, \"tarzan's\": 17689, 'frosty': 7283, 'institute': 9313, 'illinois': 8902, 'minnesota': 11511, 'brinke': 2464, 'olen': 12512, 'deposit': 4884, '1-10': 22, 'crunch': 4379, 'hartman': 8243, 'over-used': 12729, 'cosmo': 4126, 'verma': 19055, 'ka': 9839, 'impersonal': 8981, 'expansion': 6401, 'coop': 4063, 'abhay': 363, 'soha': 16543, 'microfilm': 11411, 'blaze': 2090, 'payroll': 13061, 'lorna': 10660, 'low-brow': 10702, 'sinful': 16205, 'unbridled': 18579, 'whew': 19529, 'calvet': 2748, 'falsely': 6577, 'denizen': 4849, 'ingmar': 9213, 'nursing': 12348, 'gaffe': 7380, 'zealot': 19941, 'distributed': 5294, 'hopelessness': 8667, 'miya': 11592, 'chart': 3142, 'mummified': 11859, 'co-produced': 3519, 'winkler': 19647, 'rounding': 15217, 'stagnant': 16878, 'forsaken': 7129, 'percent': 13134, 'ambient': 857, 'repugnant': 14764, 'abounds': 381, 'inconvenient': 9092, 'pulse': 14054, 'blossoming': 2149, 'rodney': 15119, 'dangerfield': 4552, 'ski': 16271, 'cutesy': 4470, 'concocted': 3823, 'appointed': 1111, 'utilizes': 18943, 'gonzalez': 7721, 'searing': 15668, 'nondescript': 12251, 'cultist': 4414, 'chico': 3232, 'skeptic': 16264, 'fave': 6672, 'conditioned': 3835, 'habitat': 8061, 'debris': 4661, 'full-blown': 7313, 'schizophrenia': 15539, 'adelaide': 526, '07': 19, 'publication': 14032, 'dramatisation': 5497, 'longed': 10617, 'mind-boggling': 11484, 'cruising': 4375, 'aspire': 1275, 'drive-by': 5553, 'injection': 9241, 'bloodthirsty': 2142, 'economical': 5757, 'infection': 9177, 'lydia': 10797, 'mcqueen': 11241, 'aneta': 946, 'corsaut': 4120, 'dweller': 5679, 'plot-line': 13440, '1935': 90, 'fragility': 7169, 'brace': 2350, 'prayed': 13669, 'luc': 10727, 'unisol': 18757, 'wcw': 19400, 'tough-guy': 18193, \"west's\": 19502, 'hillary': 8517, 'oooh': 12560, 'removing': 14691, 'badge': 1564, 'application': 1106, 'jeroen': 9675, 'renée': 14713, 'soutendijk': 16643, 'carnal': 2882, 'bisexual': 2032, 'cuteness': 4467, \"christine's\": 3306, 'thom': 17941, 'tintin': 18063, 'herge': 8442, 'publishing': 14039, 'elementary': 5862, 'dearly': 4647, 'dtv': 5590, 'insurmountable': 9329, 'ling': 10496, 'gymnastics': 8054, 'freakin': 7214, 'promo': 13917, 'julius': 9806, 'dermot': 4907, 'mulroney': 11844, 'cv': 4477, 'anaconda': 908, 'joyless': 9774, 'pressured': 13769, 'publish': 14036, 'jekyll': 9660, 'monique': 11668, 'afghanistan': 625, 'equipped': 6145, 'launcher': 10238, 'handgun': 8142, 'grenade': 7889, 'waldemar': 19275, 'ailment': 688, '06': 18, 'stifler': 17033, 'trident': 18365, 'supermodel': 17388, 'robs': 15094, 'fetus': 6768, 'year-olds': 19865, 'lawsuit': 10258, 'ruling': 15269, 'franciosa': 7185, 'unease': 18681, 'dewaere': 5028, \"earth's\": 5717, 'rumble': 15270, 'insistence': 9288, 'entanglement': 6086, 'dwells': 5681, 'gaudy': 7468, 'biggie': 1981, 'ophelia': 12580, 'esp': 6196, 'charlton': 3136, 'sledge': 16332, 'territorial': 17837, 'methodical': 11387, 'donkey': 5399, 'purchasing': 14080, 'continental': 3985, 'nastassja': 11999, 'manning': 10991, \"sutherland's\": 17470, 'scorcese': 15582, \"lord's\": 10652, 'untold': 18864, 'orbach': 12605, 'contradictory': 4003, 'rue': 15255, 'suv': 17471, 'mortally': 11753, 'forwarding': 7143, 'escapade': 6186, \"pickford's\": 13295, 'scuffle': 15642, \"mary's\": 11100, 'fiancée': 6781, 'growl': 7956, 'decaying': 4673, 'mala': 10920, 'nineteen': 12192, 'nosferatu': 12284, 'rejecting': 14612, 'unger': 18721, 'pitting': 13365, 'congo': 3874, 'replete': 14735, \"kim's\": 9972, 'mckenzie': 11233, 'sax': 15479, '250,000': 192, 'intrinsically': 9430, 'interface': 9366, 'truthfully': 18434, 'empathetic': 5963, 'gunfire': 8021, 'gob': 7683, 'swarming': 17486, 'nuit': 12335, 'qualm': 14135, 'assures': 1316, 'sofa': 16532, 'stocking': 17058, 'pryor': 14008, 'underused': 18656, 'interwoven': 9410, 'loveable': 10691, 'maturity': 11173, 'wwf': 19825, 'blazer': 2091, 'lawler': 10251, 'charter': 3143, 'crain': 4219, 'survey': 17445, \"mummy's\": 11861, 'foran': 7068, 'bey': 1956, 'kharis': 9936, 'waist': 19266, 'serene': 15823, 'costuming': 4134, 'craggy': 4217, 'vicar': 19084, 'beckham': 1790, 'pitch-perfect': 13356, 'knightley': 10021, 'teammate': 17729, 'benefited': 1880, 'conte': 3970, 'warlock': 19333, 'selfless': 15765, 'crusader': 4381, 'unimportant': 18736, 'koyaanisqatsi': 10061, 'leftover': 10315, 'commercialism': 3687, 'janice': 9612, 'catered': 2979, 'serviceman': 15844, 'travis': 18318, 'tombstone': 18124, 'jeopardy': 9670, 'pleads': 13420, \"owner's\": 12799, 'raggedy': 14229, 'looney': 10637, 'treaty': 18332, 'steak': 16974, 'prompted': 13927, 'tatum': 17704, 'swayed': 17492, 'bloodless': 2137, 'revere': 14907, 'grounded': 7950, 'sander': 15397, 'kicker': 9946, 'z-grade': 19928, \"billy's\": 2003, 'rumour': 15273, 'chávez': 3333, 'financed': 6845, 'registration': 14578, 'x-ray': 19835, 'knowingly': 10034, 'livingston': 10551, 'ensuring': 6083, \"domino's\": 5392, 'bentley': 1892, 'momentous': 11651, 'ulysses': 18549, 'schnaas': 15549, 'watered-down': 19379, 'sprayed': 16818, \"antwone's\": 1046, 'gauntlet': 7471, \"ebert's\": 5743, \"cruise's\": 4374, 'soon-to-be': 16602, 'barbaric': 1648, 'reworked': 14941, 'alaska': 726, 'dishonest': 5215, 'entrepreneur': 6116, 'embittered': 5929, 'meena': 11286, 'unheard': 18728, 'hatton': 8268, 'assurance': 1313, 'luzhin': 10795, 'defence': 4732, 'delicately': 4783, 'scenic': 15527, 'j-horror': 9565, 'cactus': 2704, 'cannibalism': 2799, 'squeezing': 16848, 'neo-noir': 12100, 'freakish': 7216, \"o'neil\": 12373, 'swirling': 17531, 'bruise': 2529, 'astral': 1326, 'spoiling': 16787, 'duff': 5613, 'sfx': 15886, 'atari': 1332, '42': 231, 'vortex': 19228, 'hanzo': 8165, 'shogunate': 16037, 'treasury': 18327, 'yorkers': 19897, 'madam': 10844, 'fraulein': 7209, 'doktor': 5363, 'aloof': 813, 'nauseatingly': 12028, 'hormone': 8675, 'falcon': 6566, 'weirdly': 19453, 'undetected': 18667, 'spandex': 16666, 'storage': 17083, 'debonair': 4658, 'b-rate': 1515, 'peppered': 13127, 're-edited': 14360, 'pryce': 14007, 'fulfills': 7311, 'shep': 15991, 'elsa': 5904, 'chong': 3275, 'reconstruction': 14472, 'mcmahon': 11237, 'roz': 15236, 'serpent': 15836, 'hodgepodge': 8581, 'slump': 16400, 'eisenhower': 5831, 'bargained': 1664, 'surge': 17419, 'receptionist': 14439, 'picturesque': 13304, 'lumpy': 10767, 'genetics': 7513, 'gasoline': 7459, 'filter': 6837, 'forlorn': 7115, 'pre-release': 13676, 'kindergarten': 9977, 'joint': 9736, \"england's\": 6041, 'sponsored': 16793, 'defeating': 4730, 'zimmer': 19957, 'deception': 4682, 'kip': 9991, 'grumpy': 7969, 'grounding': 7951, 'indicator': 9127, 'magnate': 10880, 'merchandise': 11345, 'trustworthy': 18430, 'toot': 18144, 'organize': 12626, 'headless': 8310, 'evaluation': 6250, 'barring': 1688, 'exemplifies': 6372, 'ivanna': 9558, 'jagged': 9590, 'wrongfully': 19809, 'songwriter': 16593, 'unemployment': 18687, 't-rex': 17586, 'commonplace': 3701, 'nudge': 12329, 'signing': 16151, 'yacht': 19841, 'vierde': 19110, 'krabbe': 10062, \"sullivan's\": 17342, \"boss's\": 2292, 'caulfield': 2993, 'babylon': 1528, 'gusto': 8036, 'foursome': 7156, 'hacker': 8065, 'soo': 16599, \"canada's\": 2778, 'parlor': 12945, 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'scowl': 15600, 'vacant': 18954, 'cecilia': 3015, 'ayers': 1505, 'fong': 7049, 'animosity': 972, 'swordsman': 17542, 'definately': 4747, 'luna': 10768, 'afro': 635, 'sampson': 15388, 'stripe': 17159, 'coonskin': 4062, 'conservatory': 3919, 'shovel': 16067, 'lifelike': 10432, 'peckinpah': 13078, 'learnt': 10292, \"peter's\": 13225, 'darcy': 4571, 'rekindle': 14615, 'slaughtering': 16322, 'floored': 6987, 'natalia': 12005, 'enlightening': 6064, 'endorse': 6017, 'watanabe': 19371, 'shearer': 15965, 'securing': 15697, 'wolfman': 19702, 'daninsky': 4561, 'antihero': 1033, 'naschy': 11995, 'yeti': 19884, 'enable': 5988, 'enabling': 5991, 'chained': 3073, \"frankenstein's\": 7195, \"naschy's\": 11996, 'lurch': 10777, 'nebraska': 12055, 'bravely': 2386, 'ugliest': 18535, 'offed': 12467, 'vue': 19241, 'audiard': 1399, 'veil': 19020, 'serrault': 15837, 'lopez': 10650, 'manny': 10992, \"peckinpah's\": 13079, 'gandolfini': 7416, 'risen': 15042, 'falco': 6565, 'imperioli': 8980, 'prohibition': 13898, 'dressler': 5534, 'higgins': 8490, 'benny': 1888, 'emerson': 5944, 'red-headed': 14497, 'babette': 1523, 'weirder': 19451, 'sheridan': 15995, 'recites': 14445, 'impossibility': 9008, 'dictate': 5061, 'stupider': 17218, 'anne-marie': 984, 'carface': 2861, 'barres': 1683, 'x-rated': 19834, 'sexo': 15877, 'samberg': 15382, '93': 318, 'roseanne': 15188, 'baked': 1584, 'pittsburgh': 13366, 'pennsylvania': 13118, '60,000': 264, 'undiscovered': 18669, 'forbid': 7071, 'flirtatious': 6976, 'argues': 1173, 'seasonal': 15671, 'delta': 4803, 'fateful': 6657, 'disrupted': 5262, \"roy's\": 15229, 'banker': 1632, 'cato': 2988, 'awestruck': 1492, 'whimper': 19534, 'blue-collar': 2157, 'illiteracy': 8903, 'marketplace': 11060, 'foley': 7033, '007': 14, 'lesbianism': 10366, 'floriane': 6993, 'chick-flick': 3230, 'mcguire': 11227, 'reverence': 14909, 'reincarnated': 14599, 'romanian': 15147, 'modeled': 11615, 'disparity': 5241, 'mazursky': 11199, 'mutt': 11913, 'redfield': 14507, \"student's\": 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'morricone': 11745, 'arduous': 1162, 'crust': 4385, 'photogenic': 13268, 'satiric': 15442, 'cate': 2974, 'barnes': 1674, 'mischief': 11536, 'itchy': 9553, 'hauled': 8270, 'barb': 1645, \"beatty's\": 1779, 'bugged': 2574, 'ch': 3068, 'stoolie': 17077, 'provocation': 13996, 'dome': 5375, 'zenia': 19948, 'blackmailed': 2059, 'chari': 3124, 'dodger': 5351, 'fountain': 7154, 'leung': 10383, 'maddy': 10848, 'vendetta': 19025, 'silvio': 16170, 'unwelcome': 18877, 'pseudo': 14010, 'clinging': 3464, 'enforcer': 6030, 'lowlife': 10715, 'pee': 13089, 'irishman': 9499, 'typed': 18516, 'garson': 7453, 'com': 3637, 'mcconaughey': 11211, 'indicative': 9126, 'gong': 7719, 'devon': 5019, 'sawa': 15477, 'schwartzman': 15562, 'distinguishes': 5280, 'viennese': 19109, 'auditorium': 1406, \"huston's\": 8811, 'misrepresentation': 11561, \"o'connor's\": 12366, 'shantytown': 15929, 'ni': 12148, 'regretted': 14582, 'poehler': 13469, 'aligned': 764, 'tangible': 17659, 'fabrication': 6519, 'conducted': 3840, 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'aftertaste': 641, 'luana': 10724, 'unmarried': 18785, '1931': 86, 'scalpel': 15489, 'seductress': 15707, 'underage': 18619, \"love's\": 10688, 'tamblyn': 17644, 'juarez': 9779, 'capitol': 2820, 'ramon': 14265, 'sheila': 15977, 'restores': 14846, 'made-for-television': 10850, '180': 61, 'hingle': 8531, 'caleb': 2732, 'emile': 5946, 'mcdonald': 11217, 'apartheid': 1064, 'underscored': 18643, 'milyang': 11476, 'quiz': 14180, 'feudal': 6770, 'warlord': 19334, 'halperin': 8114, 'sociopath': 16525, 'skinner': 16282, 'claudio': 3408, 'dumbrille': 5632, 'pendleton': 13108, 'hard-earned': 8188, 'tamer': 17648, 'tha': 17864, 'nietzsche': 12173, 'awakened': 1476, 'captivate': 2832, 'founder': 7152, 'ditzy': 5310, 'winfield': 19642, 'outweigh': 12717, 'defenseless': 4740, 'hasty': 8256, \"valentine's\": 18967, 'satirizing': 15444, 'self-aware': 15741, 'replicate': 14737, 'ruiz': 15263, 'wilford': 19607, 'brimley': 2458, 'stall': 16895, 'browsing': 2524, 'oshii': 12658, 'burger': 2621, 'ghibli': 7562, 'voicing': 19209, 'siegel': 16136, 'story-wise': 17093, 'surrealism': 17435, 'andrei': 937, 'tarkovsky': 17683, 'panther': 12893, 'misgiving': 11546, 'toad': 18086, '84': 301, 'beckett': 1789, 'anniversary': 987, 'hijinks': 8509, 'gentileschi': 7523, 'dismally': 5226, 'nervously': 12111, 'kalifornia': 9845, 'steadily': 16972, 'preconceived': 13695, 'chalkboard': 3078, 'indescribably': 9115, 'aaa': 340, 'prays': 13672, 'zeal': 19939, 'doesnt': 5356, 'sartain': 15431, \"ollie's\": 12521, 'self-parody': 15755, 'demolition': 4829, 'robotech': 15092, 'intergalactic': 9370, 'cornfield': 4100, 'cyclops': 4484, 'shuttle': 16109, 'soda': 16529, 'dissolution': 5268, 'stunted': 17214, 'shoot-out': 16043, 'cathartic': 2983, 'stagger': 16874, 'practitioner': 13655, 'prestige': 13770, 'wrench': 19787, 'deconstruction': 4706, 'backyard': 1555, 'penthouse': 13122, 'mcbain': 11204, 'bulletproof': 2594, 'eleniak': 5864, 'boyz': 2344, 'reinforces': 14605, 'ti': 18007, 'booby': 2237, 'diver': 5313, 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'kanin': 9849, 'scumbag': 15647, 'wenders': 19490, 'war-torn': 19323, 'gymkata': 8052, 'howler': 8731, 'germ': 7542, 'nauseum': 12030, 'ullman': 18542, 'cyber': 4479, 'tracker': 18227, 'wincott': 19633, 'bankruptcy': 1635, 'villians': 19140, 'hypnotist': 8825, 'patter': 13028, 'weston': 19505, \"emma's\": 5953, 'heighten': 8386, 'rampling': 14271, 'heretic': 8441, 'kat': 9870, 'pintilie': 13343, 'motherly': 11773, 'shrew': 16088, 'restoring': 14847, 'bled': 2095, 'casa': 2928, 'paintball': 12845, 'victorious': 19100, 'continual': 3986, 'skillful': 16275, 'platitude': 13400, 'vinny': 19147, 'unsuccessfully': 18851, 'boothe': 2257, 'likeness': 10459, 'athlete': 1336, 'hawthorne': 8286, 'reclusive': 14451, 'supervisor': 17394, 'occupying': 12438, 'simmering': 16177, 'self-assured': 15740, 'usher': 18933, 'screwing': 15626, 'stag': 16869, 'legitimacy': 10325, 'nigel': 12175, 'gleeful': 7641, 'unfocused': 18707, 'classed': 3397, 'gwen': 8046, 'aback': 346, 'buddhist': 2561, 'colombian': 3615, 'díaz': 5697, 'medley': 11283, 'luger': 10747, 'yokozuna': 19892, 'dibiase': 5054, 'bam': 1610, 'beaton': 1776, 'susie': 17455, 'temptress': 17794, 'fanfare': 6599, \"lester's\": 10374, 'lookout': 10633, \"want's\": 19317, 'biko': 1990, 'inanity': 9053, 'demme': 4822, 'burr': 2636, 'tassi': 17692, '17th': 59, 'oversexed': 12768, 'license': 10418, 'bosom': 2290, 'czechoslovakia': 4494, 'trnka': 18391, \"down's\": 5451, 'yossi': 19899, 'celie': 3030, 'winfrey': 19643, 'avery': 1460, 'bazooka': 1752, 'hauser': 8275, 'slumming': 16399, 'schmaltzy': 15546, 'rode': 15115, 'repulsed': 14765, 'electrocution': 5855, 'goldeneye': 7707, 'tumor': 18455, 'giovanna': 7607, 'giuseppe': 7619, 'intervening': 9402, 'luchino': 10730, 'risking': 15046, 'sherman': 15999, 'royale': 15231, 'hyper': 8820, \"hyde's\": 8816, 'tucked': 18445, 'ussr': 18935, \"chuck's\": 3318, 'spaceballs': 16653, 'plagiarism': 13378, 'lottery': 10673, 'rooted': 15175, 'mash': 11107, '1926': 80, \"garbo's\": 7435, 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\"play's\": 13405, 'quotient': 14187, 'imprint': 9023, 'placid': 13376, '32': 212, 'mousy': 11802, 'infatuation': 9175, 'engages': 6034, 'remastered': 14670, 'scaffolding': 15486, 'endurance': 6020, 'starkly': 16934, 'pinch': 13330, 'inferno': 9181, 'ringer': 15022, 'viggo': 19120, 'mortensen': 11754, 'outgoing': 12690, 'plastered': 13394, 'integration': 9334, \"bacon's\": 1557, 'characterised': 3116, 'weisz': 19458, 'warmed': 19337, 'aggression': 656, 'smirk': 16430, \"powell's\": 13640, 'femininity': 6733, 'helmet': 8408, \"individual's\": 9136, 'nice-looking': 12152, 'languid': 10183, 'elevated': 5867, 'atoz': 1350, 'wolfe': 19701, 'muertos': 11833, 'dramatization': 5498, 'comparatively': 3718, 'ripper': 15038, 'gellar': 7492, 'unfriendly': 18717, 'moscow': 11760, 'pronunciation': 13932, 'morph': 11741, 'pluck': 13448, 'mounting': 11797, \"greene's\": 7873, 'tamed': 17647, 'doubtlessly': 5443, \"leone's\": 10360, 'agitated': 661, 'burglar': 2623, 'film--and': 6821, 'one-joke': 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8600, 'hermione': 8446, 'yaphet': 19852, 'kotto': 10058, 'agnostic': 663, 'hume': 8764, 'idiotically': 8876, 'totalitarian': 18184, 'socio-political': 16523, \"pasolini's\": 12976, 'defender': 4736, 'true-life': 18415, 'nixon': 12210, 'clap': 3383, 'jarvis': 9629, 'persuasion': 13202, 'dwindling': 5683, 'weighed': 19445, 'naturalness': 12020, 'unconditional': 18596, 'shrieking': 16091, 'plummet': 13456, 'devoured': 5026, \"reid's\": 14596, 'curator': 4428, 'parasitic': 12928, 'monetary': 11663, '’': 19997, 'waning': 19312, '–': 19996, 'amorous': 891, '“': 19998, '”': 19999, 'maugham': 11177, 'flirting': 6977, 'plank': 13387, 'goodnight': 7736, '4.5': 226, 'hinting': 8534, \"victoria's\": 19098, 'introverted': 9440, 'disapproving': 5164, 'flemming': 6955, 'bowling': 2327, 'distortion': 5283, 'smithereens': 16435, 'opted': 12594, 'walston': 19298, 'greenstreet': 7878, 'privy': 13834, 'advertise': 592, 'objectionable': 12393, 'chocolat': 3266, 'checkout': 3177, 'bureaucratic': 2618, 'vent': 19035, 'cogent': 3560, 'milking': 11459, \"government's\": 7776, 'ambush': 864, 'olympic': 12524, 'butter': 2671, 'mussolini': 11898, 'pumpkin': 14060, 'eglantine': 5814, 'poppins': 13552, 'rake': 14254, 'categorize': 2975, 'everyman': 6276, 'muddle': 11830, 'ettore': 6234, 'scola': 15576, 'antonietta': 1039, 'gabriele': 7372, 'marcello': 11017, 'compound': 3775, 'reindeer': 14601, 'alias': 753, 'floozy': 6988, 'artificially': 1241, 'prescient': 13746, 'gonzo': 7722, 'leftist': 10314, 'hammett': 8130, 'advancing': 581, 'extermination': 6477, 'matriarch': 11160, 'vermin': 19056, 'communion': 3707, 'high-pitched': 8492, 'reused': 14895, 'venomous': 19034, 'moriarty': 11732, 'gratefully': 7841, 'departs': 4869, 'elisabeth': 5885, \"star's\": 16924, 'railly': 14235, 'nihilism': 12185, 'inflation': 9189, 'gi': 7567, 'headquarters': 8316, 'sykes': 17551, 'rafael': 14223, 'internally': 9379, 'antique': 1035, 'annette': 985, 'evan': 6251, 'erected': 6153, 'dreamcast': 5519, 'ps2': 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'squirt': 16853, 'crossbow': 4345, \"crowe's\": 4358, 'darius': 4578, 'infinity': 9187, 'over-sized': 12727, 'mania': 10968, 'empathise': 5964, 'strife': 17152, 'baddest': 1562, 'nearing': 12051, 'hokum': 8590, 'blooper': 2145, 'container': 3966, 'iberia': 8842, 'connecting': 3888, 'rover': 15223, 'smiley': 16428, 'grown-ups': 7960, 'everytown': 6282, 'shrunk': 16098, 'first-class': 6883, 'modification': 11627, 'modine': 11629, 'kara': 9853, 'cubitt': 4399, 'impactful': 8964, 'diminish': 5110, 'koko': 10045, 'through-out': 17985, 'longs': 10623, 'subordinate': 17258, 'oscar-worthy': 12657, 'pounding': 13629, 'hypnotizes': 8827, 'wart': 19355, 'fiber': 6783, 'sling': 16363, 'hawaiian': 8281, 'besotted': 1924, 'deficiency': 4744, 'sepia': 15815, 'coulier': 4143, \"madonna's\": 10863, 'aimée': 695, \"carol's\": 2887, 'portugal': 13581, 'ascension': 1254, '999': 326, 'tetsurô': 17856, 'maetel': 10869, 'honky': 8638, \"woody's\": 19729, 'jackman': 9575, 'jan-michael': 9605, 'shu': 16100, 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'intrepid': 9422, 'crawling': 4249, 'lovell': 10694, 'enigma': 6053, 'kessler': 9925, 'posture': 13614, 'mckenna': 11232, \"celeste's\": 3026, 'analog': 911, 'priscilla': 13825, 'pleasurable': 13428, 'dolores': 5370, 'armand': 1192, 'louque': 10684, 'uninitiated': 18741, 'biopics': 2022, \"astaire's\": 1318, 'publicist': 14033, 'nemo': 12098, 'wired': 19660, 'mcdowall': 11220, 'blurry': 2165, 'banking': 1633, 'imperfection': 8977, \"alison's\": 769, 'testosterone': 17854, 'loc': 10570, 'monarchy': 11660, 'whiner': 19539, 'moynahan': 11819, 'davidson': 4611, 'molina': 11643, 'porsche': 13568, 'loopy': 10642, 'yun': 19919, 'antithesis': 1036, 'sufferer': 17313, 'minimalist': 11501, 'electrician': 5851, 'hf': 8473, 'culled': 4406, 'vietnamese': 19113, 'florence': 6992, 'dogged': 5359, 'seoul': 15809, 'jannings': 9615, 'dutifully': 5667, 'yadda': 19844, 'oy': 12805, 'pasolini': 12975, 'seminar': 15777, 'morrison': 11747, 'cloudy': 3500, 'slime': 16361, 'bolo': 2209, 'pier': 13309, 'adjani': 533, 'trelkovsky': 18338, 'tito': 18079, 'berserker': 1917, 'sparing': 16673, 'unprotected': 18813, 'preservation': 13755, \"anybody's\": 1053, '1.50': 24, 'visiteurs': 19183, 'disgraceful': 5204, 'innards': 9250, 'catering': 2980, 'paolo': 12898, 'notre': 12309, 'outsmart': 12710, 'spore': 16804, 'ummm': 18555, 'hutton': 8813, 'song-and-dance': 16592, \"kazan's\": 9889, 'channing': 3103, 'profundity': 13886, 'misinformation': 11552, 'bulldozer': 2591, 'armin': 1194, 'splashed': 16769, 'aja': 709, 'cackling': 2701, '58': 258, 'bg': 1960, 'quarterback': 14140, 'ruse': 15289, 'cough': 4139, 'minton': 11515, 'kundry': 10089, 'poised': 13487, 'revelatory': 14904, \"seberg's\": 15679, 'funk': 7337, 'post-production': 13604, 'irksome': 9500, 'horne': 8678, 'beyonce': 1957, 'raved': 14344, 'encouraging': 6003, 'pitfall': 13360, \"jerry's\": 9678, 'floundering': 6997, 'unarmed': 18563, 'microwave': 11413, 'swelling': 17515, 'evacuee': 6247, 'anders': 930, 'dillman': 5102, 'bulgarian': 2584, 'mozart': 11820, 'maternity': 11150, 'sludge': 16394, 'impenetrable': 8974, 'slowness': 16392, 'sweeney': 17505, 'recycling': 14495, \"crew's\": 4296, 'bogged': 2189, 'jargon': 9625, 'chintzy': 3261, 'snarl': 16463, 'giovanni': 7608, 'kor': 10051, 'hombre': 8611, 'md': 11244, 'brazen': 2391, 'claudius': 3409, 'gravedigger': 7848, 'ghoul': 7565, \"dog's\": 5358, 'canine': 2794, 'pooch': 13535, '«': 19990, '»': 19993, 'slow-paced': 16387, 'mowbray': 11817, \"davis's\": 4613, 'mabel': 10812, \"mabel's\": 10813, 'sooo': 16604, 'circling': 3355, 'lanky': 10185, 'girly': 7616, 'cheney': 3204, 'ringmaster': 15024, 'kristy': 10078, 'swanson': 17482, 'fry': 7294, 'unending': 18688, 'upgrade': 18891, 'reasoned': 14416, 'imitates': 8940, 'drumming': 5583, 'possessive': 13597, 'proposed': 13947, 'incentive': 9062, 'skater': 16258, 'silently': 16157, 'socialism': 16516, 'latter-day': 10226, 'flic': 6961, 'molestation': 11639, 'durante': 5657, 'decameron': 4669, 'carroll': 2907, 'shrouded': 16096, 'labyrinthine': 10118, 'tussle': 18476, 'pioneering': 13346, 'wizardry': 19691, 'reluctance': 14653, 'condemnation': 3829, 'misuse': 11582, 'mai': 10894, 'wishful': 19671, 'druid': 5580, 'rockwell': 15110, 'bello': 1856, 'combatant': 3642, 'outlawed': 12694, 'regurgitated': 14586, 'celebi': 3018, 'om': 12526, 'puri': 14085, 'dillinger': 5101, 'beck': 1787, 'braindead': 2363, 'mammy': 10946, 'hannibal': 8162, 'lecter': 10302, 'compulsory': 3790, 'sigourney': 16152, 'osborne': 12651, 'smelly': 16425, 'morita': 11733, 'nuff': 12332, 'expressionistic': 6463, 'unsuitable': 18852, 'amateurishly': 845, 'zatoichi': 19938, 'indictment': 9128, 'self-referential': 15758, 'silva': 16165, \"corbett's\": 4083, 'fictionalized': 6787, 'rafiki': 14224, 'hyena': 8817, 'centipede': 3049, 'binoculars': 2014, 'viciously': 19089, 'urging': 18918, 'erica': 6158, 'free-spirited': 7226, 'cheh': 3197, 'embassy': 5924, 'gung-ho': 8023, 'amick': 876, 'arbuckle': 1142, 'bravado': 2383, 'ramtha': 14274, 'atlantian': 1341, 'gael': 7378, 'leatherface': 10297, \"argento's\": 1169, 'full-frontal': 7315, 'downed': 5454, 'moby': 11606, 'transference': 18267, 'whaling': 19510, 'traveller': 18313, 'tivo': 18081, 'requested': 14771, 'invade': 9444, 'portobello': 13574, 'cite': 3361, 'bendix': 1876, 'negro': 12082, 'elena': 5863, '41': 230, 'roberto': 15086, 'rossellini': 15197, 'flurry': 7013, 'legitimately': 10327, 'michell': 11406, 'gallows': 7400, 'munro': 11869, 'shapiro': 15935, \"natali's\": 12004, '1900s': 68, 'merging': 11356, \"sam's\": 15380, 'mencia': 11329, 'cover-up': 4182, 'numar': 12337, 'bandage': 1620, 'deviation': 5008, 'mohr': 11634, 'rv': 15306, 'soaring': 16510, 'bowery': 2323, 'carlin': 2869, 'rationale': 14331, 'barred': 1680, 'impartial': 8967, 'devote': 5021, 'slow-burning': 16384, 'thade': 17865, 'boiled': 2197, 'tambor': 17645, 'tome': 18125, 'implicit': 8995, 'doubly': 5437, 'farscape': 6627, \"zombie's\": 19967, 'cashier': 2935, 'matlin': 11159, 'marlee': 11064, 'chanting': 3105, 'buddhism': 2560, 'gojoe': 7701, 'streetcar': 17135, 'chariot': 3125, 'servo': 15846, 'strummer': 17186, 'lutz': 10792, 'tanya': 17667, 'columbus': 3634, 'athleticism': 1338, 'featurettes': 6700, 'gould': 7773, 'domergue': 5376, 'outdoes': 12683, 'zelda': 19945, 'abbey': 352, 'rosalie': 15181, \"fellini's\": 6725, 'pasdar': 12974, 'adolph': 557, 'arcade': 1144, '1.85': 25, 'bloodrayne': 2139, 'flix': 6978, 'flaccid': 6912, 'progressively': 13897, 'rajni': 14252, 'burman': 2630, 'rama': 14258, 'loft': 10583, 'wafer': 19255, 'advisor': 602, 'carney': 2883, 'joaquin': 9711, 'holodeck': 8607, 'brodie': 2487, 'airwolf': 707, 'parameter': 12919, 'nascar': 11993, \"voight's\": 19212, 'janeway': 9610, 'kitamura': 10002, \"hammer's\": 8126, 'larraz': 10200, 'scrape': 15602, 'shank': 15927, \"teal'c\": 17724, 'jaffa': 9587, 'avoidance': 1465, 'dominating': 5383, 'exterminator': 6478, 'constipated': 3943, 'creepier': 4285, 'bothersome': 2302, 'boop': 2251, 'hula': 8748, 'skateboard': 16257, 'stamos': 16900, 'sweetin': 17511, 'starsky': 16940, 'bachman': 1535, 'export': 6451, 'mcgraw': 11225, 'banquet': 1640, 'barkin': 1670, 'toughness': 18196, 'flavia': 6938, 'trainee': 18250, 'reducing': 14519, 'quigley': 14166, 'viola': 19150, 'tate': 17698, \"chiba's\": 3226, 'circulation': 3358, 'bradbury': 2354, 'reproduce': 14758, 'lillie': 10469, 'plateau': 13397, 'weasel': 19419, 'temporal': 17787, 'juda': 9781, 'duality': 5593, 'guetary': 7987, 'grasped': 7835, 'duran': 5656, 'dystopian': 5696, 'caligari': 2739, \"quinn's\": 14169, 'sheffield': 15976, 'tableau': 17591, 'restroom': 14855, 'cr': 4201, \"bill's\": 1995, 'busta': 2659, 'neverending': 12125, 'barbeau': 1649, 'bradshaw': 2357, 'livesey': 10549, 'sookie': 16600, 'penultimate': 13123, 'non-sense': 12248, 'saturn': 15454, 'bonham-carter': 2229, \"roth's\": 15203, 'degenerated': 4764, 'slavic': 16325, 'airliner': 703, 'cotten': 4136, 'sarafina': 15421, 'warms': 19340, \"dexter's\": 5031, 'well-designed': 19469, 'ribisi': 14966, 'memphis': 11324, 'advertises': 595, 'auer': 1408, 'belasco': 1840, 'divorcee': 5327, 'over-dramatized': 12723, 'mariner': 11046, 'ado': 553, 'iago': 8840, 'amends': 868, 'goony': 7744, 'patched': 12999, 'insertion': 9278, 'fai': 6544, 'lok': 10596, 'baton': 1735, 'whimpering': 19535, 'joyful': 9773, \"rooney's\": 15172, 'cédric': 4495, 'lovemaking': 10696, 'cuckoo': 4400, 'cara': 2842, 'meerkat': 11287, 'milius': 11456, 'penetrate': 13110, 'guitarist': 8006, \"flynn's\": 7020, 'rapaport': 14302, 'cady': 2708, 'buries': 2627, 'smugness': 16449, \"cassidy's\": 2946, 'singularly': 16219, 'stimulation': 17044, 'echelon': 5748, 'haim': 8082, 'hopalong': 8660, 'candlelight': 2790, 'yam': 19847, 'adamson': 505, 'auschwitz': 1415, 'kyoto': 10101, 'fletcher': 6959, \"seagal's\": 15654, 'scuddamore': 15641, 'melted': 11311, 'kornbluth': 10056, 'haiku': 8079, 'carlton': 2876, 'sur': 17412, \"carla's\": 2868, 'lupin': 10775, 'chauvinistic': 3155, 'erwin': 6182, 'dw': 5676, 'thaw': 17878, \"lucy's\": 10744, 'huggins': 8743, 'rift': 15006, 'elinore': 5884, 'loophole': 10641, \"joan's\": 9708, 'amour': 894, \"o'leary\": 12371, 'unimaginable': 18734, 'margaux': 11027, 'moocow': 11699, 'condor': 3838, 'pedicab': 13084, 'melancholic': 11295, 'fore': 7081, 'role-playing': 15133, 'tightened': 18029, 'sorting': 16629, 'plaything': 13415, 'delayed': 4775, 're-cut': 14359, 'toon': 18143, 'lumière': 10765, 'balding': 1596, 'r2': 14191, 'lightening': 10444, 'cassavettes': 2942, 'bb': 1754, \"woo's\": 19719, 'paraphrasing': 12926, 'roshan': 15194, 'cynthia': 4491, 'earthy': 5723, 'straightheads': 17103, 'phillipe': 13253, 'filmy': 6835, 'cityscape': 3366, 'upstart': 18907, 'signified': 16150, 'scurry': 15649, 'informant': 9200, 'unbeatable': 18572, 'sikes': 16153, 'patten': 13027, 'undertake': 18652, 'softer': 16539, 'bozz': 2346, 'gimmicky': 7599, 'kazaam': 9887, 'dundee': 5640, 'julien': 9803, 'sato': 15451, 'technicality': 17743, 'mcdoakes': 11216, \"spirit's\": 16759, 'binding': 2008, 'nord': 12266, 'gestapo': 7552, 'provo': 13995, 'trailing': 18246, 'prospector': 13958, \"buck's\": 2555, 'kennel': 9915, 'amigo': 880, 'spicy': 16739, 'yul': 19915, 'brynner': 2543, 'gruner': 7970, 'lavender': 10247, \"poe's\": 13468, 'odious': 12456, 'redemptive': 14506, 'eon': 6127, '1890': 64, 'barclay': 1656, \"jennifer's\": 9667, 'flack': 6913, 'feroz': 6747, \"gandhi's\": 7415, 'hallie': 8108, 'eisenberg': 5830, 'fistfight': 6897, '2022': 182, 'grayce': 7854, 'incubus': 9107, 'nwa': 12355, 'fulfil': 7306, 'carlitos': 2873, 'forge': 7099, 'toenail': 18101, 'forensics': 7092, 'resnais': 14809, 'hagar': 8071, 'thickens': 17920, 'sideshow': 16130, \"peck's\": 13076, 'girlie': 7614, \"orwell's\": 12649, \"einstein's\": 5829, 'intonation': 9420, 'intern': 9377, 'goldwyn': 7713, '3.5': 202, 'cobbled': 3539, 'pressburger': 13765, 'kleinman': 10014, 'juhi': 9795, 'kahn': 9843, 'morty': 11758, 'rainn': 14244, \"soldier's\": 16551, 'gideon': 7578, 'broomstick': 2508, \"panahi's\": 12878, 'maruschka': 11091, 'detmers': 4983, 'childishly': 3241, 'skating': 16259, 'favorably': 6675, 'brake': 2368, 'styrofoam': 17236, 'sillier': 16161, 'drago': 5484, 'gorshin': 7758, 'sausage': 15462, 'southerner': 16646, \"james's\": 9600, 'requiring': 14777, 'lawson': 10257, 'tudor': 18447, \"luzhin's\": 10796, 'premonition': 13735, 'bake': 1583, 'time-travel': 18044, \"rita's\": 15050, 'grisby': 7923, 'craftsman': 4214, 'egon': 5816, 'builder': 2578, 'scratched': 15608, 'caprice': 2826, 'adopting': 560, 'zap': 19937, \"norman's\": 12274, 'rubbing': 15241, 'unruly': 18832, 'steeped': 16986, 'fräulein': 7297, 'tryst': 18437, 'marcy': 11022, 'saath': 15312, 'dhoom': 5034, 'angelopoulos': 954, 'crazier': 4253, \"kyle's\": 10099, 'identifiable': 8862, 'rung': 15279, 'bouzaglo': 2320, 'dominance': 5378, \"prizzi's\": 13840, 'gauri': 7472, 'lordi': 10653, 'eurovision': 6242, 'finland': 6863, \"glover's\": 7673, 'opts': 12600, 'fellowes': 6727, 'splice': 16777, 'quatermain': 14144, 'unused': 18868, 'forged': 7100, 'unwed': 18876, 'sadder': 15334, 'haul': 8269, 'lookin': 10631, 'kyser': 10102, 'correctional': 4112, 'romancing': 15145, 'perú': 13216, 'colombia': 3614, 'bambi': 1611, 'albuquerque': 734, 'valet': 18970, 'negotiate': 12080, 'whoopie': 19574, 'anand': 919, 'meloni': 11308, \"milo's\": 11472, 'azumi': 1510, 'shen': 15989, 'multi-layered': 11847, 'bedknobs': 1797, 'hobson': 8577, 'ori': 12630, 'concur': 3827, 'laird': 10143, 'bubblegum': 2549, 'kumari': 10088, 'pakeezah': 12852, 'scorned': 15587, 'regional': 14575, 'gwizdo': 8047, 'developer': 5000, 'unisols': 18758, 'eliminates': 5881, 'alamo': 721, 'rothrock': 15204, 'immortalized': 8960, 'bamboo': 1612, 'nicola': 12167, 'credibly': 4275, 'philly': 13255, 'midwestern': 11431, 'dalmations': 4521, 'luggage': 10748, 'sicilian': 16116, 'verging': 19048, 'deveraux': 5004, 'journalistic': 9766, 'cusak': 4455, 'interweaving': 9409, 'firode': 6881, 'cacophony': 2702, 'speedman': 16719, 'wuss': 19819, 'allah': 778, \"boyer's\": 2338, 'twig': 18493, 'rattlesnake': 14336, 'kiera': 9961, 'manifested': 10974, 'restrain': 14848, 'rhythmic': 14963, 'driscoll': 5551, 'cookbook': 4052, \"goa'uld\": 7680, 'incoherence': 9078, \"gary's\": 7457, 'redline': 14513, 'fang': 6600, 'nichols': 12158, 'amin': 881, \"rock's\": 15102, 'temperamental': 17779, 'congratulated': 3877, 'beatle': 1774, 'rationalize': 14332, 'govind': 7778, 'gorris': 7757, '1921': 76, 'co-producer': 3520, \"macy's\": 10842, 'coated': 3537, \"owen's\": 12793, 'detection': 4969, 'brisson': 2467, 'flapping': 6924, 'libby': 10407, 'rapping': 14311, 'sternberg': 17015, 'sedate': 15699, 'chazz': 3159, 'peach': 13068, 'vampirism': 18981, 'olympics': 12525, 'walkin': 19284, 'terrier': 17831, 'co-starred': 3523, 'consolation': 3934, 'crockett': 4332, 'tatooine': 17699, 'palpatine': 12869, 'borden': 2262, 'madhubala': 10856, 'punjabi': 14071, 'jen': 9662, 'ranma': 14295, 'lewton': 10397, 'brigham': 2446, 'strident': 17151, 'tadashi': 17606, 'thrives': 17980, 'ahmad': 678, 'auteuil': 1426, 'monstervision': 11684, 'distrust': 5299, 'kureishi': 10092, 'aluminium': 837, '\\x8e': 19979, '\\x9e': 19984, 'ek': 5834, 'taft': 17608, 'advani': 582, 'purvis': 14102, 'didactic': 5069, 'hallam': 8106, 'blithe': 2118, \"julian's\": 9801, 'twinkle': 18496, 'prc': 13673, 'bilge': 1992, 'buchfellner': 2553, 'cliver': 3473, 'buildup': 2580, 'valco': 18965, 'liliom': 10466, \"dahmer's\": 4512, 'levi': 10387, 'smita': 16432, 'fertile': 6753, 'dexter': 5030, 'star-studded': 16925, \"pandora's\": 12883, 'protée': 13978, 'choi': 3268, 'tsing': 18439, 'peralta': 13130, 'noll': 12234, 'tritter': 18386, 'towne': 18213, 'bancroft': 1617, 'chandu': 3094, \"gillian's\": 7595, 'santana': 15415, 'chou': 3293, 'overcoat': 12739, 'addison': 518, 'evers': 6271, 'bagman': 1575, 'torrens': 18167, 'baring': 1665, 'ji': 9694, 'eyesight': 6508, 'hilda': 8515, 'sicko': 16123, 'guttenberg': 8041, 'burgade': 2619, \"mcqueen's\": 11242, 'bulging': 2585, 'afi': 626, 'lago': 10136, 'lesser-known': 10370, 'brainy': 2367, 'inxs': 9483, 'dolphin': 5372, 'overseeing': 12767, 'sustains': 17468, 'kiki': 9962, 'warbling': 19324, 'pasteur': 12991, 'dhol': 5033, 'mound': 11792, 'erroll': 6175, 'cordell': 4086, 'alienator': 763, 'buñuel': 2680, 'lemercier': 10336, 'transferring': 18269, 'ilias': 8892, 'nikhil': 12187, \"house's\": 8716, 'estes': 6215, 'hanka': 8159, 'leila': 10332, 'bolan': 2201, 'bloss': 2146, 'panzram': 12897, 'entwined': 6118, 'sibrel': 16113, 'offhand': 12480, '1917': 73, 'defied': 4745, 'barrie': 1686, 'vial': 19079, \"lundgren's\": 10773, 'overpopulation': 12761, 'petiot': 13227, 'rosenlski': 15191, 'maradona': 11012, 'whitaker': 19555, 'schmid': 15547, 'capano': 2813, 'fragasso': 7167, 'kabei': 9841, 'strombel': 17172, 'mayeda': 11192, \"gram's\": 7809, 'kibbutz': 9942, 'borlenghi': 2277, 'tam': 17643, 'prag': 13656, 'balduin': 1597, 'hand-drawn': 8138, 'moag': 11600, \"shin-ae's\": 16012, 'jong-chan': 9749, 'deathly': 4650, '\\x95': 19981, 'tronje': 18395, 'adv': 577, \"eva's\": 6245, 'jeffs': 9659, 'bazza': 1753, 'pooja': 13537, 'tolstoy': 18116, \"chen's\": 3203, 'decoy': 4711, 'jang': 9611, 'leonora': 10361, 'rf': 14950, 'fanshawe': 6604, 'blacksnake': 2063}\n"
]
}
],
"source": [
"# Solution\n",
"vectorizer = CountVectorizer(\n",
" stop_words=list(set(stopwords.words(\"english\")).union(set(punctuation))),\n",
" tokenizer=LemmaTokenizer(),\n",
" max_features=20000,\n",
")\n",
"\n",
"train = vectorizer.fit_transform(X_train)\n",
"\n",
"print(vectorizer.vocabulary_)\n",
"\n",
"test = vectorizer.transform(X_test)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"tags": [
"solution"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" dense (Dense) (None, 50) 1000050 \n",
" \n",
" dropout (Dropout) (None, 50) 0 \n",
" \n",
" dense_1 (Dense) (None, 30) 1530 \n",
" \n",
" dropout_1 (Dropout) (None, 30) 0 \n",
" \n",
" dense_2 (Dense) (None, 20) 620 \n",
" \n",
" dense_3 (Dense) (None, 1) 21 \n",
" \n",
"=================================================================\n",
"Total params: 1,002,221\n",
"Trainable params: 1,002,221\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"# Build a 3 layer simple vanilla neural network\n",
"# Dont forget to add dropout\n",
"\n",
"from tensorflow.keras.layers import Dense, Dropout\n",
"from tensorflow.keras.models import Sequential\n",
"\n",
"\n",
"model = Sequential()\n",
"model.add(Dense(50, activation=\"relu\", input_shape=(test.shape[1],)))\n",
"# Hidden - Layers\n",
"model.add(Dropout(0.5))\n",
"model.add(Dense(30, activation=\"relu\"))\n",
"model.add(Dropout(0.5))\n",
"model.add(Dense(20, activation=\"relu\"))\n",
"# Output- Layer\n",
"model.add(Dense(1, activation=\"sigmoid\"))\n",
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"tags": [
"solution"
]
},
"outputs": [],
"source": [
"model.compile(optimizer=\"adam\", loss=\"binary_crossentropy\", metrics=[\"accuracy\"])\n",
"\n",
"# We need to convert the sparse vector to dense\n",
"results = model.fit(\n",
" train.todense(),\n",
" y_train,\n",
" epochs=10,\n",
" batch_size=512,\n",
" validation_data=(test.todense(), y_test),\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Word embeddings: Featurized representation of words"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<center>\n",
"<figure>\n",
"<img src=\"./images/neuralnets/word_embedding.png\" width=\"700\"/>\n",
"<figcaption>Embedding words in a higher dimensional feature space</figcaption>\n",
"</figure>\n",
"</center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"| <div style=\"width:150px\"></div> | <div style=\"width:150px\"></div> Apple | <div style=\"width:150px\"></div> Orange | <div style=\"width:150px\"></div> Pants | <div style=\"width:150px\"></div> Tiger |\n",
"| :-----------: | :-----------: | :-----------: | :-----------: | :-----------: |\n",
"| Animal |0.01 |0.015 |0.006 | 0.96 |\n",
"| Fruit | 0.99 | 0.97 | -0.001 | -0.01 |\n",
"| Clothing | 0.02 | 0.07 | 0.97 | 0.002 |\n",
"| FeatureX | - | - | - | - |\n",
"| FeatureY | - | - | - | - |\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some models to compute word embeddings:\n",
"- Word2Vec\n",
"- GloVe\n",
"- fastText\n",
"- BERT"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Pretrained embeddings\n",
"\n",
"Example:\n",
"https://fasttext.cc/docs/en/crawl-vectors.html"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install fasttext"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import fasttext\n",
"\n",
"ft = fasttext.load_model(\"./data/cc.en.100.bin\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"words = [\"cat\", \"dog\", \"cream\", \"pizza\", \"car\", \"tractor\"]\n",
"\n",
"word_vectors = {}\n",
"for word in words:\n",
" word_vectors[word] = ft.get_word_vector(word)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from scipy import spatial\n",
"\n",
"\n",
"def compute_similarity(a, b):\n",
" \"\"\"This function computes cosine similarity between two vectors\"\"\"\n",
" return 1 - spatial.distance.cosine(a, b)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# similarities = np.zeros([len(words)]*2)\n",
"similarities = pd.DataFrame(columns=words, index=words)\n",
"for word_a, vec_a in word_vectors.items():\n",
" for word_b, vec_b in word_vectors.items():\n",
" similarities.at[word_a, word_b] = compute_similarity(vec_a, vec_b)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"similarities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Recurrent Neural Networks (RNNs)\n",
"\n",
"RNNs are used for problems such as time-series data, speech recognition and translation.\n",
"\n",
"<center>\n",
"<figure>\n",
"<img src=\"./images/neuralnets/RNNs.png\" width=\"700\"/>\n",
"<figcaption>Recurrent neural network</figcaption>\n",
"</figure>\n",
"</center>"
]
},
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"There are newer variants that overcome some issues with a vanilla RNN:\n",
"- Gated Recurrent Unit (GRU)\n",
"- Long Short Term Memory (LSTM)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Example walkthrough** : https://keras.io/examples/vision/video_classification/"
]
},
{
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"source": [
"### Transformer models\n",
"\n",
"Transformers are models based on an encoder-decoder architecture and mainly using the attention.\n",
"\n",
"<center>\n",
"<figure>\n",
"<img src=\"./images/neuralnets/transformer.png\" width=\"400\"/>\n",
"<figcaption>Transformer architecture</figcaption>\n",
"</figure>\n",
"</center>\n",
"\n",
"[Attention is all you need](https://arxiv.org/abs/1706.03762)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Putting it all together\n",
"\n",
"https://paperswithcode.com/sota/sentiment-analysis-on-imdb"
]
},
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