Natural_Language_Processing/Text classification with Switch Transformer/text_classification_with_switch_transformer.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "nonprofit-blast",
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://www.slideshare.net/hoondori97/switch-transformers-paper-review\n",
    "\n",
    "# https://ichi.pro/ko/google-ui-switch-transformer-ihae-158654144880486"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "accompanied-turkish",
   "metadata": {},
   "source": [
    "## **구현 미완성 상태**\n",
    "- loss 가 1로 수렴하고 test accuracy 가 50%로 일정하게 나오는 문제가 있음"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sensitive-identification",
   "metadata": {
    "id": "I8_RaBBRgKV4"
   },
   "source": [
    "# Text classification with Switch Transformer"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "decreased-judges",
   "metadata": {
    "id": "dlbv5MVJgKV8"
   },
   "source": [
    "## Introduction\n",
    "\n",
    "This example demonstrates the implementation of the\n",
    "[Switch Transformer](https://arxiv.org/abs/2101.03961) model for text\n",
    "classification.\n",
    "\n",
    "The Switch Transformer replaces the feedforward network (FFN) layer in the standard\n",
    "Transformer with a Mixture of Expert (MoE) routing layer, where each expert operates\n",
    "independently on the tokens in the sequence. This allows increasing the model size without\n",
    "increasing the computation needed to process each example.\n",
    "\n",
    "Note that, for training the Switch Transformer efficiently, data and model parallelism\n",
    "need to be applied, so that expert modules can run simultaneously, each on its own accelerator.\n",
    "While the implementation described in the paper uses the\n",
    "[TensorFlow Mesh](https://github.com/tensorflow/mesh) framework for distributed training,\n",
    "this example presents a simple, non-distributed implementation of the Switch Transformer\n",
    "model for demonstration purposes."
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "completed-lender",
   "metadata": {},
   "source": [
    "![image.png](attachment:2088adfc-72ce-4f89-a3c5-099dbbb132aa.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "norman-folks",
   "metadata": {},
   "source": [
    "* 토큰 수 / 전문가 수"
   ]
  },
  {
   "attachments": {
    "37de9dd4-55db-45b4-95c6-d2bdecaad8a8.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "christian-tenant",
   "metadata": {},
   "source": [
    "![image.png](attachment:37de9dd4-55db-45b4-95c6-d2bdecaad8a8.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fixed-spine",
   "metadata": {
    "id": "0xWLy1iUgKV-"
   },
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "former-provision",
   "metadata": {
    "id": "tLszWpcogKV_"
   },
   "outputs": [],
   "source": [
    "# import tensorflow as tf\n",
    "# from tensorflow import keras\n",
    "# from tensorflow.keras import layers\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "\n",
    "import glob\n",
    "import pandas as pd\n",
    "import math"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "handmade-elizabeth",
   "metadata": {
    "id": "KAsqZQISgKWC"
   },
   "source": [
    "## Download and prepare dataset \n",
    "* ibdb dataset (text gen with GPT)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "coordinate-ranking",
   "metadata": {},
   "source": [
    "### 데이터프레임 직접 생성"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "interested-hunter",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_text_list_from_files(files):\n",
    "    text_list = []\n",
    "    for name in files:\n",
    "        with open(name) as f:\n",
    "            for line in f:\n",
    "                text_list.append(line)\n",
    "    return text_list\n",
    "\n",
    "# label -> pos : 1, neg : 0 \n",
    "def get_data_from_text_files(folder_name):\n",
    "\n",
    "    pos_files = glob.glob(\"datasets/aclImdb/\" + folder_name + \"/pos/*.txt\")\n",
    "    pos_texts = get_text_list_from_files(pos_files)\n",
    "    neg_files = glob.glob(\"datasets/aclImdb/\" + folder_name + \"/neg/*.txt\")\n",
    "    neg_texts = get_text_list_from_files(neg_files)\n",
    "    df = pd.DataFrame(\n",
    "        {\n",
    "            \"review\": pos_texts + neg_texts,\n",
    "            \"sentiment\": [1] * len(pos_texts) + [0] * len(neg_texts),\n",
    "        }\n",
    "    )\n",
    "    # sampling 후 reset_index : index 초기화 (https://yganalyst.github.io/data_handling/Pd_2/)\n",
    "    # 두 데이터 프레임을 합치면서 index를 0부터 초기화, drop=True : 기존 index를 버림\n",
    "    df = df.sample(len(df)).reset_index(drop=True)\n",
    "    return df\n",
    "\n",
    "\n",
    "train_df = get_data_from_text_files(\"train\")\n",
    "test_df = get_data_from_text_files(\"test\")\n",
    "\n",
    "all_data = train_df.append(test_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "racial-jefferson",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>review</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [review, sentiment]\n",
       "Index: []"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "naughty-orange",
   "metadata": {},
   "source": [
    "### torchtext 이용"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "raised-amsterdam",
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://wikidocs.net/60691\n",
    "# https://pytorch.org/text/_modules/torchtext/data/field.html\n",
    "\n",
    "import torchtext\n",
    "from torchtext.legacy import data, datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "national-leave",
   "metadata": {},
   "outputs": [],
   "source": [
    "max_len = 200  # Only consider the first 200 words of each movie review\n",
    "\n",
    "TEXT = data.Field(sequential=True, fix_length=max_len, batch_first=True, lower=True) # text는 sequence \n",
    "LABEL = data.Field(sequential=False, batch_first=True)           # label은 sequence가 아님\n",
    "\n",
    "trainset, testset = datasets.IMDB.splits(TEXT, LABEL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "intimate-antarctica",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# of train :  25000\n",
      "# of test :  25000\n"
     ]
    }
   ],
   "source": [
    "print(\"# of train : \", len(trainset))\n",
    "print(\"# of test : \", len(testset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "constitutional-knitting",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<torchtext.legacy.data.example.Example object at 0x7f3ff97e5320>\n",
      "{'text': ['this', 'is', 'the', 'touching', 'story', 'of', 'two', 'families', 'in', 'israel', 'and', 'the', 'relationships', 'within', 'each', 'family.', 'each', 'family', 'has', 'a', 'gay', 'son.', 'the', 'stories', 'are', 'interrelated', 'at', 'that', 'point', 'but', 'this', 'film', 'is', 'about', 'all', 'of', 'the', 'family', 'members,', 'not', 'just', 'the', 'two', 'sons.', 'the', 'portraits', 'of', 'each', 'of', 'the', 'family', 'members', 'in', 'both', 'families', 'are', 'well', 'drawn', 'and', 'the', 'story', 'is', 'consistently', 'interesting', 'if', 'a', 'bit', 'bleak.'], 'label': 'pos'}\n"
     ]
    }
   ],
   "source": [
    "print(trainset[1])\n",
    "print(vars(trainset[1])) # __dict__ 어트리뷰트를 반환한다. (객체(object)의 내부 변수가 저장된 딕셔너리)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "answering-attachment",
   "metadata": {},
   "source": [
    "### build vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "honey-scheme",
   "metadata": {
    "id": "gs6890VLgKWC"
   },
   "outputs": [],
   "source": [
    "# vocab_size = 20000  # Only consider the top 20k words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fleet-tower",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "TEXT.build_vocab(trainset, min_freq=14) # 단어 집합 생성\n",
    "LABEL.build_vocab(trainset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "opposite-reception",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "단어 집합의 크기 : 20988\n",
      "클래스의 개수 : 2\n"
     ]
    }
   ],
   "source": [
    "vocab_size = len(TEXT.vocab)\n",
    "n_classes = 2\n",
    "print('단어 집합의 크기 : {}'.format(vocab_size))\n",
    "print('클래스의 개수 : {}'.format(n_classes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "furnished-landscape",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
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293, 'john': 294, 'once': 295, 'seeing': 296, 'simply': 297, \"you're\": 298, 'american': 299, 'fun': 300, 'special': 301, 'completely': 302, 'everyone': 303, 'play': 304, 'true': 305, 'again': 306, 'reason': 307, 'read': 308, 'used': 309, 'well,': 310, 'need': 311, 'given': 312, 'until': 313, 'nice': 314, 'beautiful': 315, 'use': 316, 'high': 317, 'sense': 318, 'truly': 319, 'place': 320, 'idea': 321, '--': 322, 'help': 323, 'version': 324, 'try': 325, 'less': 326, 'rest': 327, 'black': 328, 'money': 329, 'came': 330, 'job': 331, 'second': 332, 'dvd': 333, 'excellent': 334, 'recommend': 335, 'ending': 336, 'tell': 337, 'getting': 338, 'shot': 339, 'keep': 340, 'instead': 341, 'actor': 342, '(and': 343, 'gives': 344, 'full': 345, 'said': 346, 'let': 347, 'half': 348, 'enjoy': 349, 'poor': 350, 'couple': 351, 'day': 352, 'himself': 353, 'playing': 354, 'definitely': 355, 'supposed': 356, 'audience': 357, 'early': 358, 'become': 359, 'along': 360, 'felt': 361, 'effects': 362, 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'great,': 1161, 'opinion': 1162, 'familiar': 1163, 'setting': 1164, 'utterly': 1165, 'background': 1166, 'in.': 1167, 'likes': 1168, 'bought': 1169, 'dream': 1170, 'fit': 1171, 'incredible': 1172, 'monster': 1173, 'jane': 1174, 'situation': 1175, 'involving': 1176, 'public': 1177, 'screen.': 1178, '\"i': 1179, 'otherwise': 1180, 'starring': 1181, 'dumb': 1182, 'focus': 1183, 'glad': 1184, 'members': 1185, 'remake': 1186, 'crew': 1187, 'role.': 1188, 'van': 1189, 'acting.': 1190, 'successful': 1191, 'won': 1192, 'younger': 1193, 'apart': 1194, 'science': 1195, 'solid': 1196, 'boys': 1197, 'rate': 1198, 'series,': 1199, 'sitting': 1200, 'surprise': 1201, 'dog': 1202, 'street': 1203, 'die': 1204, 'generally': 1205, 'truth': 1206, 'ultimately': 1207, 'great.': 1208, 'baby': 1209, 'walk': 1210, '/>my': 1211, 'romance': 1212, 'world.': 1213, 'potential': 1214, 'managed': 1215, \"movie's\": 1216, 'cop': 1217, 'laughing': 1218, 'slasher': 1219, 'thinks': 1220, 'twist': 1221, 'suspense': 1222, 'scott': 1223, 'was,': 1224, 'bored': 1225, 'times.': 1226, '/>all': 1227, 'directing': 1228, 'doctor': 1229, 'not.': 1230, 'today': 1231, 'effect': 1232, 'knowing': 1233, 'singing': 1234, 'chemistry': 1235, '30': 1236, 'adult': 1237, 'catch': 1238, 'cover': 1239, 'bizarre': 1240, 'impossible': 1241, 'mentioned': 1242, 'acted': 1243, 'added': 1244, 'air': 1245, 'intelligent': 1246, 'speak': 1247, 'book,': 1248, 'fully': 1249, 'explain': 1250, 'match': 1251, 'likely': 1252, 'remains': 1253, 'cast,': 1254, 'changed': 1255, 'cinematic': 1256, 'convincing': 1257, 'escape': 1258, 'business': 1259, 'stick': 1260, 'win': 1261, 'clever': 1262, 'equally': 1263, 'first,': 1264, 'indeed': 1265, 'trouble': 1266, 'much.': 1267, 'thrown': 1268, 'note': 1269, 'produced': 1270, 'years,': 1271, 'failed': 1272, 'rare': 1273, '/>one': 1274, 'cause': 1275, 'computer': 1276, 'credit': 1277, 'dancing': 1278, 'mary': 1279, 'producers': 1280, 'pick': 1281, 'violent': 1282, 'historical': 1283, 'series.': 1284, 'steve': 1285, 'thanks': 1286, '15': 1287, 'effective': 1288, 'tony': 1289, 'choice': 1290, 'contains': 1291, 'cute': 1292, 'development': 1293, 'music,': 1294, \"you'd\": 1295, 'band': 1296, 'off,': 1297, 'sent': 1298, 'comedy.': 1299, 'hoping': 1300, 'military': 1301, 'shooting': 1302, 'south': 1303, 'central': 1304, 'longer': 1305, 'scene.': 1306, 'success': 1307, 'aspect': 1308, 'cartoon': 1309, 'constantly': 1310, 'off.': 1311, 'ability': 1312, 'cold': 1313, 'ok': 1314, 'script,': 1315, 'excuse': 1316, '10.': 1317, 'concept': 1318, 'studio': 1319, '/>so': 1320, 'college': 1321, 'immediately': 1322, 'state': 1323, 'not,': 1324, 'cult': 1325, 'know,': 1326, 'nobody': 1327, 'puts': 1328, 'surprisingly': 1329, 'walking': 1330, 'later,': 1331, 'tension': 1332, 'do.': 1333, 'exciting': 1334, 'frank': 1335, 'silent': 1336, 'society': 1337, 'brothers': 1338, 'fire': 1339, 'list': 1340, 'tone': 1341, 'ghost': 1342, 'surely': 1343, 'mean,': 1344, 'fear': 1345, 'minor': 1346, 'sam': 1347, 'spirit': 1348, 'throw': 1349, 'literally': 1350, 'beautifully': 1351, 'force': 1352, 'reasons': 1353, 'trip': 1354, 'ever.': 1355, 'jim': 1356, 'was.': 1357, 'la': 1358, 'laughs': 1359, 'questions': 1360, '(': 1361, 'depth': 1362, 'tough': 1363, 'died': 1364, 'sweet': 1365, '\"a': 1366, 'flat': 1367, 'makers': 1368, 'enough,': 1369, 'stands': 1370, 'villain': 1371, 'gun': 1372, 'loves': 1373, 'man.': 1374, 'best.': 1375, \"hasn't\": 1376, 'indian': 1377, 'no,': 1378, 'nudity': 1379, 'pace': 1380, 'suggest': 1381, 'together.': 1382, 'amusing': 1383, 'girlfriend': 1384, 'respect': 1385, 'adaptation': 1386, 'anyway,': 1387, 'images': 1388, 'include': 1389, 'mad': 1390, 'falling': 1391, 'natural': 1392, 'thank': 1393, 'company': 1394, 'fake': 1395, 'lacks': 1396, 'presented': 1397, 'revenge': 1398, 'shoot': 1399, 'merely': 1400, 'touch': 1401, 'joke': 1402, 'party': 1403, 'terms': 1404, 'day.': 1405, 'master': 1406, 'office': 1407, 'brief': 1408, 'oh,': 1409, 'either.': 1410, 'impressive': 1411, 'mainly': 1412, 'pass': 1413, 'pointless': 1414, 'somewhere': 1415, 'america': 1416, 'example,': 1417, 'impression': 1418, 'day,': 1419, 'control': 1420, 'appeal': 1421, 'christopher': 1422, 'director,': 1423, 'drawn': 1424, 'proves': 1425, 'about.': 1426, 'innocent': 1427, 'putting': 1428, 'thing.': 1429, 'standard': 1430, 'appearance': 1431, 'chase': 1432, 'naked': 1433, 'prison': 1434, 'sick': 1435, 'wild': 1436, '\"': 1437, 'chris': 1438, 'rated': 1439, 'serial': 1440, 'world,': 1441, 'audiences': 1442, 'becoming': 1443, 'heavy': 1444, 'in,': 1445, 'provides': 1446, '8': 1447, 'fell': 1448, 'harry': 1449, 'love,': 1450, 'mysterious': 1451, 'subtle': 1452, 'lovely': 1453, 'mess': 1454, 'share': 1455, 'cat': 1456, 'fellow': 1457, 'acts': 1458, 'army': 1459, 'detective': 1460, 'normal': 1461, 'reminded': 1462, 'support': 1463, 'suppose': 1464, 'appeared': 1465, 'followed': 1466, 'sure,': 1467, 'touching': 1468, 'finding': 1469, 'fun.': 1470, 'giant': 1471, 'role,': 1472, '(not': 1473, 'actors.': 1474, 'complex': 1475, 'drug': 1476, 'helps': 1477, 'meaning': 1478, 'narrative': 1479, 'thoroughly': 1480, 'absolute': 1481, 'minutes.': 1482, 'terrific': 1483, 'did.': 1484, 'pull': 1485, 'action,': 1486, 'adds': 1487, 'aspects': 1488, 'charles': 1489, 'offers': 1490, 'rented': 1491, 'seemingly': 1492, 'still,': 1493, 'with.': 1494, 'store': 1495, 'disturbing': 1496, 'fair': 1497, 'magic': 1498, 'point,': 1499, 'turning': 1500, 'element': 1501, 'held': 1502, 'language': 1503, 'stuck': 1504, 'tired': 1505, 'value': 1506, 'charming': 1507, 'effects,': 1508, 'paid': 1509, 'thats': 1510, 'wondering': 1511, 'slowly': 1512, 'supposedly': 1513, 'attack': 1514, 'books': 1515, 'brain': 1516, 'funniest': 1517, 'mood': 1518, 'painful': 1519, 'picked': 1520, 'themes': 1521, 'thus': 1522, 'delivers': 1523, 'onto': 1524, \"shouldn't\": 1525, 'water': 1526, 'island': 1527, 'minutes,': 1528, 'moral': 1529, 'self': 1530, 'awful.': 1531, 'charlie': 1532, 'lived': 1533, 'million': 1534, 'sadly': 1535, 'billy': 1536, 'critics': 1537, \"man's\": 1538, 'soldiers': 1539, 'journey': 1540, 'plan': 1541, 'wrong.': 1542, 'henry': 1543, 'pictures': 1544, 'redeeming': 1545, 'available': 1546, 'bruce': 1547, 'hand,': 1548, 'movie!': 1549, 'negative': 1550, 'ok,': 1551, 'twists': 1552, 'opportunity': 1553, 'performance.': 1554, 'vampire': 1555, 'willing': 1556, 'carry': 1557, 'presence': 1558, 'to.': 1559, 'changes': 1560, 'damn': 1561, 'key': 1562, 'led': 1563, 'dad': 1564, 'random': 1565, 'script.': 1566, 'sexy': 1567, 'actor,': 1568, 'bottom': 1569, 'edge': 1570, 'zombies': 1571, 'allowed': 1572, 'drive': 1573, 'government': 1574, 'green': 1575, 'hidden': 1576, 'interesting.': 1577, 'teenage': 1578, '/>for': 1579, 'cast.': 1580, 'laughed': 1581, 'lose': 1582, 'martial': 1583, 'project': 1584, 'track': 1585, 'away.': 1586, 'bother': 1587, 'flying': 1588, 'image': 1589, 'includes': 1590, 'other.': 1591, 'values': 1592, 'award': 1593, 'boring.': 1594, 'gang': 1595, 'mix': 1596, 'really,': 1597, 'thing,': 1598, 'though.': 1599, 'adventure': 1600, 'christian': 1601, 'everybody': 1602, 'issues': 1603, 'pieces': 1604, 'super': 1605, '(with': 1606, 'boring,': 1607, 'filming': 1608, 'helped': 1609, 'instead,': 1610, 'seen,': 1611, 'six': 1612, 'time.<br': 1613, 'camp': 1614, 'describe': 1615, 'family.': 1616, 'favourite': 1617, 'personally': 1618, 'jerry': 1619, 'lets': 1620, '7': 1621, 'era': 1622, 'interesting,': 1623, 'ready': 1624, 'train': 1625, 'before.': 1626, 'motion': 1627, 'outstanding': 1628, 'stunning': 1629, \"character's\": 1630, 'asks': 1631, 'awesome': 1632, 'compare': 1633, 'creative': 1634, 'honestly': 1635, 'masterpiece': 1636, 'rarely': 1637, 'feelings': 1638, 'impressed': 1639, 'approach': 1640, 'channel': 1641, 'road': 1642, 'step': 1643, 'aside': 1644, 'humour': 1645, 'intended': 1646, 'reminds': 1647, 'allow': 1648, 'artistic': 1649, 'book.': 1650, 'fascinating': 1651, 'names': 1652, 'audience.': 1653, 'beat': 1654, 'else.': 1655, 'mental': 1656, 'moved': 1657, 'pathetic': 1658, 'provide': 1659, 'compelling': 1660, 'deeply': 1661, 'hair': 1662, 'technical': 1663, 'tragic': 1664, 'alan': 1665, 'notice': 1666, 'now.': 1667, 'yet,': 1668, 'b': 1669, 'brian': 1670, 'ending.': 1671, 'overall,': 1672, 'student': 1673, 'victim': 1674, 'wearing': 1675, 'century': 1676, 'comedies': 1677, 'physical': 1678, 'west': 1679, 'comedic': 1680, 'speaking': 1681, 'yes': 1682, 'chinese': 1683, 'done.': 1684, 'family,': 1685, 'performance,': 1686, 'wife,': 1687, 'wonderfully': 1688, 'afraid': 1689, 'inspired': 1690, 'opinion,': 1691, 'wanting': 1692, 'back.': 1693, 'blue': 1694, 'continue': 1695, 'law': 1696, 'money.': 1697, 'purpose': 1698, 'culture': 1699, 'holds': 1700, 'struggle': 1701, 'better,': 1702, 'case,': 1703, 'color': 1704, 'developed': 1705, 'direct': 1706, 'gorgeous': 1707, 'gotten': 1708, 'listen': 1709, 'sat': 1710, 'search': 1711, 'accept': 1712, 'build': 1713, 'difference': 1714, 'house,': 1715, 'planet': 1716, \"80's\": 1717, 'desperate': 1718, 'details': 1719, 'hotel': 1720, 'mr': 1721, 'place.': 1722, 'situations': 1723, 'toward': 1724, 'trash': 1725, '(if': 1726, 'honest': 1727, 'mediocre': 1728, 'stewart': 1729, 'disappointed.': 1730, 'do,': 1731, 'independent': 1732, 'member': 1733, 'nowhere': 1734, 'answer': 1735, 'born': 1736, 'deliver': 1737, 'kelly': 1738, 'london': 1739, 'made,': 1740, 'ms.': 1741, 'realized': 1742, 'sense.': 1743, 'taste': 1744, 'woman,': 1745, 'worthy': 1746, '/>when': 1747, 'offer': 1748, 'stephen': 1749, 'be,': 1750, 'before,': 1751, 'confused': 1752, 'constant': 1753, 'it?': 1754, 'places': 1755, 'intense': 1756, 'marriage': 1757, 'smart': 1758, 'smith': 1759, 'watch,': 1760, 'for.': 1761, 'fresh': 1762, 'himself.': 1763, 'job.': 1764, 'seven': 1765, 'don': 1766, 'emotions': 1767, 'religious': 1768, 'began': 1769, 'impact': 1770, 'latter': 1771, 'nasty': 1772, 'original,': 1773, 'professional': 1774, 'best,': 1775, 'building': 1776, 'costumes': 1777, 'dialogue,': 1778, 'double': 1779, 'hated': 1780, 'part,': 1781, 'batman': 1782, 'apparent': 1783, 'climax': 1784, 'love.': 1785, 'spot': 1786, 'alien': 1787, 'down.': 1788, 'extreme': 1789, 'hurt': 1790, 'shock': 1791, 'asked': 1792, 'creating': 1793, 'cry': 1794, 'genius': 1795, \"hadn't\": 1796, 'introduced': 1797, 'ride': 1798, \"today's\": 1799, 'trust': 1800, '(like': 1801, '9': 1802, 'capture': 1803, 'church': 1804, 'extra': 1805, 'limited': 1806, 'manage': 1807, 'skip': 1808, 'ahead': 1809, 'cinema.': 1810, 'noir': 1811, 'photography': 1812, 'animals': 1813, 'charm': 1814, 'growing': 1815, 'accent': 1816, 'blame': 1817, 'deserve': 1818, 'exception': 1819, 'information': 1820, 'much,': 1821, 'murders': 1822, 'producer': 1823, 'pulled': 1824, 'ray': 1825, 'starting': 1826, 'students': 1827, 'terrible.': 1828, 'besides': 1829, 'martin': 1830, 'numerous': 1831, 'other,': 1832, 'quick': 1833, 'trailer': 1834, 'whenever': 1835, 'whilst': 1836, 'zero': 1837, 'bloody': 1838, 'fiction': 1839, 'genre.': 1840, 'likable': 1841, 'girl,': 1842, 'kinda': 1843, 'treated': 1844, 'according': 1845, 'featuring': 1846, 'keeping': 1847, 'loud': 1848, 'porn': 1849, 'see.': 1850, 'superior': 1851, 'tim': 1852, 'attractive': 1853, 'captain': 1854, 'fred': 1855, 'grand': 1856, 'russian': 1857, 'so.': 1858, 'terribly': 1859, 'winning': 1860, '/>to': 1861, 'actresses': 1862, 'ago,': 1863, 'academy': 1864, 'animal': 1865, 'long,': 1866, 'right.': 1867, 'scenery': 1868, 'unusual': 1869, '90': 1870, 'al': 1871, 'count': 1872, 'disappointing': 1873, 'addition': 1874, 'boss': 1875, 'discover': 1876, 'dreams': 1877, 'jason': 1878, 'mixed': 1879, 'phone': 1880, 'somebody': 1881, 'week': 1882, 'dealing': 1883, 'door': 1884, 'dvd.': 1885, 'ed': 1886, 'mistake': 1887, 'okay': 1888, 'prove': 1889, 'returns': 1890, 'uncle': 1891, 'cgi': 1892, 'flick.': 1893, 'normally': 1894, 'soul': 1895, 'unbelievable': 1896, '6': 1897, 'emotion': 1898, 'loses': 1899, 'rape': 1900, 'together,': 1901, '/>while': 1902, 'anybody': 1903, 'finish': 1904, 'international': 1905, 'joan': 1906, 'justice': 1907, 'news': 1908, 'responsible': 1909, 'summer': 1910, \"they've\": 1911, 'thin': 1912, \"/>i'm\": 1913, 'point.': 1914, 'recommended': 1915, 'wooden': 1916, '?': 1917, 'angry': 1918, 'fun,': 1919, 'genuinely': 1920, 'lies': 1921, 'original.': 1922, 'pain': 1923, 'relationships': 1924, 'understanding': 1925, \"we've\": 1926, 'woods': 1927, 'americans': 1928, 'are,': 1929, 'arthur': 1930, 'arts': 1931, 'father,': 1932, 'originally': 1933, 'portray': 1934, 'bar': 1935, 'current': 1936, 'deals': 1937, 'dying': 1938, 'scientist': 1939, 'therefore': 1940, '100': 1941, '40': 1942, 'bond': 1943, 'danny': 1944, 'desire': 1945, 'european': 1946, 'night,': 1947, \"one's\": 1948, 'teen': 1949, 'affair': 1950, 'hopes': 1951, 'okay,': 1952, 'remarkable': 1953, 'adults': 1954, 'allows': 1955, 'childhood': 1956, 'criminal': 1957, 'jeff': 1958, 'mind.': 1959, 'psychological': 1960, 'saved': 1961, 'scared': 1962, 'sheer': 1963, 'soldier': 1964, 'with,': 1965, 'agent': 1966, 'andy': 1967, 'aware': 1968, 'grew': 1969, 'unable': 1970, 'content': 1971, 'expectations': 1972, 'finest': 1973, 'low-budget': 1974, 'proved': 1975, 'ultimate': 1976, 'allen': 1977, 'finished': 1978, 'location': 1979, 'private': 1980, 'race': 1981, 'surprising': 1982, 'them.<br': 1983, 'traditional': 1984, 'alive': 1985, 'bed': 1986, 'brutal': 1987, 'continues': 1988, 'forgotten': 1989, 'numbers': 1990, 'opera': 1991, 'pop': 1992, 'short,': 1993, 'suspect': 1994, 'wrong,': 1995, 'cliché': 1996, 'club': 1997, \"director's\": 1998, 'discovers': 1999, 'eat': 2000, 'eddie': 2001, 'gonna': 2002, 'hits': 2003, 'moments,': 2004, 'regular': 2005, 'today.': 2006, '(for': 2007, 'epic': 2008, 'kevin': 2009, 'learned': 2010, 'lighting': 2011, 'loving': 2012, 'opens': 2013, 'shocking': 2014, 'boyfriend': 2015, 'date': 2016, 'dressed': 2017, 'mom': 2018, 'music.': 2019, 'page': 2020, 'seconds': 2021, 'see,': 2022, 'breaks': 2023, 'confusing': 2024, 'fan,': 2025, 'guy,': 2026, 'happening': 2027, 'lord': 2028, 'noticed': 2029, 'bigger': 2030, 'calls': 2031, 'dangerous': 2032, 'dirty': 2033, 'faces': 2034, 'gene': 2035, 'met': 2036, 'plane': 2037, 'twice': 2038, 'victims': 2039, 'yeah,': 2040, 'cops': 2041, 'driving': 2042, 'johnny': 2043, 'performances,': 2044, 'through.': 2045, 'majority': 2046, 'right,': 2047, 'screen,': 2048, 'to,': 2049, '(played': 2050, 'hospital': 2051, 'jump': 2052, 'nick': 2053, 'saving': 2054, 'utter': 2055, \"70's\": 2056, 'bits': 2057, 'forces': 2058, 'grace': 2059, 'holes': 2060, 'jean': 2061, 'land': 2062, 'radio': 2063, 'ugly': 2064, 'event': 2065, 'friends,': 2066, 'painfully': 2067, 'practically': 2068, 'steal': 2069, 'awful,': 2070, 'caused': 2071, 'essentially': 2072, 'garbage': 2073, 'higher': 2074, 'manner': 2075, 'necessary': 2076, 'overly': 2077, 'soap': 2078, 'visit': 2079, 'adam': 2080, 'collection': 2081, 'creature': 2082, 'design': 2083, 'ending,': 2084, 'reach': 2085, 'treat': 2086, 'unknown': 2087, 'creates': 2088, 'dies': 2089, 'fail': 2090, 'media': 2091, 'sign': 2092, 'conclusion': 2093, 'genuine': 2094, 'golden': 2095, 'pleasure': 2096, 'received': 2097, 'apartment': 2098, 'festival': 2099, 'paris': 2100, 'stone': 2101, 'captured': 2102, 'commentary': 2103, 'delightful': 2104, 'direction,': 2105, 'drama,': 2106, 'filmmaker': 2107, 'judge': 2108, 'mike': 2109, 'movie?': 2110, 'nicely': 2111, 'personality': 2112, '(although': 2113, '(but': 2114, '(even': 2115, 'crappy': 2116, 'dick': 2117, 'discovered': 2118, 'entertaining.': 2119, 'more,': 2120, 'system': 2121, 'teacher': 2122, 'area': 2123, 'connection': 2124, 'douglas': 2125, 'enough.': 2126, 'heads': 2127, 'himself,': 2128, 'industry': 2129, 'intriguing': 2130, 'involves': 2131, 'like,': 2132, 'native': 2133, 'performances.': 2134, 'prince': 2135, 'relate': 2136, 'sean': 2137, 'who,': 2138, 'witch': 2139, '/': 2140, 'ancient': 2141, 'anthony': 2142, 'energy': 2143, 'reviewers': 2144, 'states': 2145, 'effects.': 2146, 'food': 2147, 'foreign': 2148, 'lacking': 2149, 'occasionally': 2150, 'tears': 2151, 'watching.': 2152, 'described': 2153, 'jimmy': 2154, 'largely': 2155, 'learns': 2156, 'national': 2157, 'night.': 2158, 'twenty': 2159, 'williams': 2160, 'capable': 2161, 'develop': 2162, 'done,': 2163, 'job,': 2164, 'pacing': 2165, 'ran': 2166, 'sight': 2167, 'spanish': 2168, 'unnecessary': 2169, '/>overall,': 2170, 'asking': 2171, 'bright': 2172, 'death.': 2173, 'detail': 2174, 'fill': 2175, 'fox': 2176, 'history.': 2177, 'laughable': 2178, 'loose': 2179, 'money,': 2180, 'picture.': 2181, 'queen': 2182, 'stock': 2183, 'actions': 2184, 'blonde': 2185, 'broken': 2186, 'deserved': 2187, \"here's\": 2188, 'house.': 2189, 'joy': 2190, 'action.': 2191, 'ago.': 2192, 'itself,': 2193, 'portraying': 2194, 'roles.': 2195, 'tend': 2196, ':': 2197, 'away,': 2198, 'believes': 2199, 'bob': 2200, 'captures': 2201, 'clothes': 2202, 'intelligence': 2203, 'passion': 2204, 'proper': 2205, 'quiet': 2206, 'ship': 2207, 'tragedy': 2208, 'wide': 2209, 'below': 2210, 'choose': 2211, 'davis': 2212, 'empty': 2213, 'fights': 2214, 'long.': 2215, 'months': 2216, 'pair': 2217, 'part.': 2218, 'portrays': 2219, 'standing': 2220, '/>you': 2221, 'around.': 2222, 'boy,': 2223, 'classic.': 2224, 'cross': 2225, 'engaging': 2226, 'fat': 2227, 'gary': 2228, 'ground': 2229, 'issue': 2230, 'lover': 2231, 'place,': 2232, 'remembered': 2233, 'ring': 2234, 'kate': 2235, 'others.': 2236, 'screaming': 2237, 'theatre': 2238, 'combination': 2239, 'director.': 2240, 'knowledge': 2241, 'losing': 2242, 'powers': 2243, 'record': 2244, 'strongly': 2245, 'absurd': 2246, 'ann': 2247, 'assume': 2248, 'bringing': 2249, 'folks': 2250, 'unexpected': 2251, 'vhs': 2252, 'virtually': 2253, 'walks': 2254, 'war,': 2255, 'curious': 2256, 'endless': 2257, 'gangster': 2258, 'graphic': 2259, 'hearing': 2260, 'jackson': 2261, 'over.': 2262, 'passed': 2263, 'roll': 2264, 'station': 2265, 'steals': 2266, 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'remain': 2327, 'smile': 2328, 'bank': 2329, 'beautiful,': 2330, 'bet': 2331, 'bland': 2332, 'ever,': 2333, 'fits': 2334, 'legend': 2335, 'park': 2336, 'santa': 2337, 'style,': 2338, 'theatrical': 2339, 'travel': 2340, 'visually': 2341, '****': 2342, 'faith': 2343, 'jennifer': 2344, 'morgan': 2345, 'rob': 2346, 'son,': 2347, 'suit': 2348, 'till': 2349, 'worse.': 2350, '\"what': 2351, '(though': 2352, '/>at': 2353, '/>even': 2354, 'castle': 2355, 'claim': 2356, 'days.': 2357, 'holding': 2358, 'lines,': 2359, 'marry': 2360, 'miles': 2361, 'obsessed': 2362, 'pretentious': 2363, 'serves': 2364, 'stupid,': 2365, 'today,': 2366, 'united': 2367, 'artist': 2368, 'asian': 2369, 'horribly': 2370, 'lives.': 2371, 'seriously,': 2372, 'sing': 2373, 'spoil': 2374, 'superman': 2375, 'taylor': 2376, 'wall': 2377, 'war.': 2378, '50': 2379, 'about,': 2380, 'hanging': 2381, 'least,': 2382, 'murdered': 2383, 'rise': 2384, 'stars.': 2385, 'suffers': 2386, 'around,': 2387, 'barbara': 2388, 'conflict': 2389, 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'spending': 3410, 'spoof': 3411, 'stanley': 3412, 'suspense,': 3413, 'then.': 3414, 'wishes': 3415, ':)': 3416, 'answers': 3417, 'ass': 3418, 'base': 3419, 'bo': 3420, 'dead.': 3421, 'develops': 3422, 'go,': 3423, 'j.': 3424, 'jr.': 3425, 'lazy': 3426, 'levels': 3427, 'marvelous': 3428, 'meanwhile,': 3429, 'old.': 3430, 'par': 3431, 'person.': 3432, 'politics': 3433, 'praise': 3434, 'really.': 3435, 'rings': 3436, 'sad,': 3437, 'sets,': 3438, 'shines': 3439, 'skill': 3440, 'spoken': 3441, 'theory': 3442, \"they'd\": 3443, 'thousand': 3444, 'tons': 3445, 'troubled': 3446, 'video.': 3447, '/>from': 3448, 'attempted': 3449, 'breath': 3450, 'bus': 3451, 'catholic': 3452, 'disappointment.': 3453, 'either,': 3454, 'ensemble': 3455, 'fbi': 3456, 'freeman': 3457, 'increasingly': 3458, 'inspector': 3459, 'ironic': 3460, 'kurt': 3461, 'lion': 3462, 'narration': 3463, 'once,': 3464, 'opinion.': 3465, 'own,': 3466, 'shoots': 3467, 'slapstick': 3468, 'structure': 3469, 'usual,': 3470, 'believing': 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3531, 'oil': 3532, 'per': 3533, 'ralph': 3534, 'shows.': 3535, 'sings': 3536, 'strictly': 3537, 'stylish': 3538, 'talent.': 3539, 'term': 3540, 'viewer.': 3541, 'wanna': 3542, 'wins': 3543, '/>by': 3544, 'alice': 3545, 'annoyed': 3546, 'balance': 3547, 'because,': 3548, 'chasing': 3549, 'city.': 3550, 'enemy': 3551, 'etc': 3552, 'evil,': 3553, 'flight': 3554, 'goofy': 3555, 'hiding': 3556, 'killer.': 3557, 'movement': 3558, 'nuclear': 3559, 'pet': 3560, 'pleasantly': 3561, 'realise': 3562, 'rule': 3563, 'says,': 3564, 'status': 3565, 'studios': 3566, 'suggests': 3567, 'surprises': 3568, 'tight': 3569, '/>well,': 3570, '1st': 3571, 'aunt': 3572, 'budget.': 3573, 'bugs': 3574, 'dress': 3575, 'enters': 3576, 'everyone.': 3577, 'far,': 3578, 'frightening': 3579, 'have.': 3580, 'network': 3581, 'philip': 3582, 'represents': 3583, 'split': 3584, 'steps': 3585, 'strikes': 3586, 'there.<br': 3587, 'tradition': 3588, 'tribute': 3589, 'uninteresting': 3590, 'accepted': 3591, 'colors': 3592, 'dollars': 3593, 'equal': 3594, 'flow': 3595, 'grim': 3596, 'hardy': 3597, 'homeless': 3598, 'identify': 3599, 'masterpiece.': 3600, 'navy': 3601, 'opposed': 3602, 'prevent': 3603, 'quirky': 3604, 'shadow': 3605, 'sorry,': 3606, 'striking': 3607, 'tales': 3608, 'treasure': 3609, '(no': 3610, '1.': 3611, 'andrew': 3612, 'appearing': 3613, 'cabin': 3614, 'cell': 3615, 'code': 3616, 'directorial': 3617, 'driver': 3618, 'dude': 3619, 'essence': 3620, 'handful': 3621, 'imagery': 3622, 'inspiration': 3623, 'jay': 3624, 'kid,': 3625, 'neat': 3626, 'nine': 3627, 'paper': 3628, 'repeat': 3629, 'requires': 3630, 'risk': 3631, 'rival': 3632, 'sequel.': 3633, '(except': 3634, 'aforementioned': 3635, 'attention.': 3636, 'bore': 3637, 'burns': 3638, 'chan': 3639, 'court': 3640, 'crash': 3641, 'emma': 3642, 'entertainment,': 3643, 'fifteen': 3644, 'funnier': 3645, 'germany': 3646, 'gotta': 3647, 'guessing': 3648, 'matter.': 3649, 'moment.': 3650, 'r': 3651, 'sexually': 3652, 'shut': 3653, 'specific': 3654, 'substance': 3655, 'technically': 3656, 'teeth': 3657, 'thriller.': 3658, 'uncomfortable': 3659, 'wondered': 3660, \"/>i've\": 3661, '10,': 3662, 'blockbuster': 3663, 'caine': 3664, 'comical': 3665, 'contact': 3666, 'courage': 3667, 'does,': 3668, 'enjoyable.': 3669, 'entry': 3670, 'europe': 3671, 'eyes.': 3672, 'forgive': 3673, 'idea,': 3674, 'look,': 3675, 'nice,': 3676, 'paced': 3677, 'pacino': 3678, 'problems,': 3679, 'profound': 3680, 'pulling': 3681, 'quote': 3682, 'release.': 3683, 'shall': 3684, 'shots,': 3685, 'slight': 3686, 'task': 3687, 'thought,': 3688, 'two.': 3689, '\"it\\'s': 3690, 'chances': 3691, 'chilling': 3692, 'everything.': 3693, 'girls,': 3694, 'head,': 3695, 'holiday': 3696, 'kicks': 3697, 'men.': 3698, 'noble': 3699, 'once.': 3700, 'performing': 3701, 'pitt': 3702, 'plus,': 3703, 'problem.': 3704, 'pushed': 3705, 'real-life': 3706, 'release,': 3707, 'rid': 3708, 'scary,': 3709, 'screening': 3710, 'silly,': 3711, 'stranger': 3712, 'struck': 3713, 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'rushed': 4486, 'severe': 4487, 'sex.': 4488, 'slap': 4489, \"someone's\": 4490, 'storyline.': 4491, 'suspects': 4492, 'threatening': 4493, 'tree': 4494, 'turkey': 4495, 'undoubtedly': 4496, 'vast': 4497, 'versus': 4498, 'writer,': 4499, \"60's\": 4500, 'argue': 4501, 'audio': 4502, 'big,': 4503, 'chased': 4504, 'chases': 4505, 'comparing': 4506, 'conventional': 4507, 'dave': 4508, 'dentist': 4509, 'fears': 4510, 'glorious': 4511, 'had.': 4512, 'hardcore': 4513, 'hell.': 4514, 'hints': 4515, 'hip': 4516, 'hooked': 4517, 'jealous': 4518, 'lame.': 4519, 'mafia': 4520, 'pace,': 4521, 'performers': 4522, 'photographed': 4523, 'possibility': 4524, 'rap': 4525, 'rip-off': 4526, 'rogers': 4527, 'ruth': 4528, 'shy': 4529, 'song,': 4530, 'spin': 4531, 'techniques': 4532, 'villain,': 4533, 'web': 4534, 'aging': 4535, 'beneath': 4536, 'chair': 4537, 'charisma': 4538, 'cheap,': 4539, 'combine': 4540, 'composed': 4541, 'conspiracy': 4542, 'contained': 4543, 'corner': 4544, 'crisis': 4545, 'defeat': 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4726, 'viewers.': 4727, 'worthless': 4728, 'yet.': 4729, 'you.<br': 4730, '\"la': 4731, '..': 4732, '/>do': 4733, '/>now,': 4734, '24': 4735, 'alongside': 4736, 'also.': 4737, 'amounts': 4738, 'baker': 4739, 'bible': 4740, 'bleak': 4741, 'chain': 4742, 'cheese': 4743, 'cole': 4744, 'crimes': 4745, 'depicts': 4746, 'destroying': 4747, 'disagree': 4748, 'documentaries': 4749, 'engaged': 4750, 'episodes.': 4751, 'ginger': 4752, 'goal': 4753, 'gray': 4754, 'hal': 4755, 'horses': 4756, 'i.e.': 4757, 'inspiring': 4758, 'interest,': 4759, 'isolated': 4760, 'it:': 4761, 'joined': 4762, 'le': 4763, 'less.': 4764, 'one-liners': 4765, 'orson': 4766, 'oscars': 4767, 'points.': 4768, 'racial': 4769, 'reads': 4770, 'rebel': 4771, 'reunion': 4772, 'set.': 4773, 'sexuality': 4774, 'shorts': 4775, 'size': 4776, 'sons': 4777, 'superb.': 4778, 'union': 4779, 'walls': 4780, 'x': 4781, '/>maybe': 4782, '1/2': 4783, '80': 4784, 'abc': 4785, 'behave': 4786, 'birthday': 4787, 'blake': 4788, 'centers': 4789, 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'jumped': 4908, 'little.': 4909, 'lowest': 4910, 'movie;': 4911, 'nowadays': 4912, 'occur': 4913, 'perry': 4914, 'philosophical': 4915, 'result,': 4916, 'sad.': 4917, 'set,': 4918, 'side.': 4919, 'simplistic': 4920, 'situations,': 4921, 'spread': 4922, 'swear': 4923, 'topless': 4924, 'trap': 4925, 'weak,': 4926, 'wishing': 4927, 'wonderful,': 4928, 'worlds': 4929, 'wwii': 4930, '/>finally,': 4931, 'accent.': 4932, 'alternate': 4933, 'awfully': 4934, 'banned': 4935, 'blank': 4936, 'blond': 4937, 'broadcast': 4938, 'buddies': 4939, 'car.': 4940, 'cary': 4941, 'century.': 4942, 'cg': 4943, 'chaplin': 4944, 'childish': 4945, 'class.': 4946, 'classical': 4947, 'comments,': 4948, 'crap,': 4949, 'dancer': 4950, 'dire': 4951, 'discovery': 4952, 'distance': 4953, 'duo': 4954, 'global': 4955, 'guilt': 4956, 'hudson': 4957, 'instance': 4958, 'judy': 4959, 'lay': 4960, \"lee's\": 4961, 'made-for-tv': 4962, 'miller': 4963, 'nervous': 4964, 'official': 4965, 'pathetic.': 4966, 'persona': 4967, 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'warming': 7444, 'wider': 7445, '\"who': 7446, '(particularly': 7447, '/>bottom': 7448, '/>good': 7449, 'acquired': 7450, \"actors'\": 7451, 'advertised': 7452, 'attacking': 7453, 'audiences,': 7454, 'avoid.': 7455, 'bacall': 7456, 'begs': 7457, 'bizarre,': 7458, 'boom': 7459, 'bored.': 7460, 'brendan': 7461, 'button': 7462, 'carla': 7463, 'cecil': 7464, 'celebrated': 7465, 'claustrophobic': 7466, 'clear.': 7467, 'climax,': 7468, 'climb': 7469, 'colin': 7470, 'comedians': 7471, 'complex,': 7472, 'confusing.': 7473, 'connections': 7474, 'convicted': 7475, 'conviction': 7476, 'corny,': 7477, 'crazy.': 7478, 'define': 7479, 'descent': 7480, 'destiny': 7481, 'details.': 7482, 'doctors': 7483, \"dvd's\": 7484, 'dylan': 7485, 'engrossing': 7486, 'enhanced': 7487, 'fast.': 7488, 'fiancé': 7489, 'fingers': 7490, 'flimsy': 7491, 'fuller': 7492, 'good\"': 7493, 'helpful': 7494, \"hero's\": 7495, 'high.': 7496, 'honesty': 7497, 'however.': 7498, 'impressive,': 7499, 'incomprehensible': 7500, 'insipid': 7501, 'interact': 7502, 'interests': 7503, 'intricate': 7504, 'invite': 7505, 'japan,': 7506, 'jess': 7507, 'jews': 7508, 'jules': 7509, 'lavish': 7510, 'lead.': 7511, 'leap': 7512, 'legacy': 7513, \"life's\": 7514, 'limit': 7515, 'lost,': 7516, 'maniac': 7517, 'marshall': 7518, 'marvel': 7519, 'misery': 7520, 'mobile': 7521, 'modest': 7522, 'musicians': 7523, 'naughty': 7524, 'noises': 7525, 'note:': 7526, 'omen': 7527, 'pants': 7528, 'parallels': 7529, 'peculiar': 7530, 'previews': 7531, 'rats': 7532, 'readily': 7533, 'relentlessly': 7534, 'remake,': 7535, 'remembers': 7536, 'repressed': 7537, 'romp': 7538, 'roth': 7539, \"scott's\": 7540, 'seasoned': 7541, 'setup': 7542, 'shallow,': 7543, 'shockingly': 7544, 'sixth': 7545, 'slapped': 7546, 'sleep.': 7547, 'slip': 7548, 'slowly,': 7549, 'soft-core': 7550, 'some,': 7551, 'someone,': 7552, 'sound.': 7553, 'stare': 7554, 'state,': 7555, 'subtle,': 7556, 'suddenly,': 7557, 'suspected': 7558, 'terrorists': 7559, 'unbelievable,': 7560, 'understand,': 7561, 'unlikeable': 7562, 'vibrant': 7563, 'wastes': 7564, 'weaker': 7565, 'well-made': 7566, 'white.': 7567, 'winchester': 7568, \"writer's\": 7569, 'writers,': 7570, 'yard': 7571, '\"get': 7572, '\"that': 7573, \"'i\": 7574, '/>***': 7575, '/>great': 7576, '/>oh': 7577, \"1930's\": 7578, '2004': 7579, '3)': 7580, '90%': 7581, 'abruptly': 7582, 'acceptance': 7583, 'accepting': 7584, 'accurately': 7585, 'agency': 7586, 'alright,': 7587, 'analysis': 7588, 'antonio': 7589, 'approached': 7590, 'arriving': 7591, 'assembled': 7592, 'attending': 7593, 'banter': 7594, 'bike': 7595, \"bug's\": 7596, 'bull': 7597, 'campaign': 7598, \"che's\": 7599, 'cinema.<br': 7600, 'clash': 7601, 'confusing,': 7602, 'conventions': 7603, 'corpses': 7604, 'crashing': 7605, 'crippled': 7606, 'dad,': 7607, 'damaged': 7608, 'dark.': 7609, 'dashing': 7610, 'debate': 7611, 'defeated': 7612, 'diverse': 7613, 'en': 7614, 'equipment': 7615, 'ever!': 7616, 'fantasies': 7617, 'festival,': 7618, 'fog': 7619, 'fun!': 7620, 'games,': 7621, 'gems': 7622, 'grabbed': 7623, 'guests': 7624, 'hack': 7625, 'happy,': 7626, 'heartbreaking': 7627, 'hit.': 7628, 'hope,': 7629, 'huh?': 7630, 'immense': 7631, 'immortal': 7632, 'important,': 7633, 'inconsistent': 7634, 'indicate': 7635, 'insightful': 7636, 'instinct': 7637, 'integrity': 7638, 'ironically': 7639, \"jane's\": 7640, \"keaton's\": 7641, 'kitty': 7642, 'know.<br': 7643, 'leads.': 7644, 'loretta': 7645, 'love.<br': 7646, 'low-key': 7647, 'magic,': 7648, 'males': 7649, 'marc': 7650, 'mark.': 7651, 'masks': 7652, 'medieval': 7653, 'monkeys': 7654, 'musician': 7655, 'mysteriously': 7656, 'nails': 7657, 'ominous': 7658, 'operation': 7659, 'outstanding.': 7660, 'overacting': 7661, 'overlong': 7662, 'palance': 7663, 'pale': 7664, 'paranoia': 7665, 'parking': 7666, 'party.': 7667, 'passengers': 7668, 'peaceful': 7669, 'perfection.': 7670, 'personality.': 7671, 'pitiful': 7672, 'pounds': 7673, 'producer,': 7674, 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7735, 'crew,': 7736, 'cries': 7737, 'cruelty': 7738, 'cuban': 7739, 'cute.': 7740, 'dancing,': 7741, 'darth': 7742, 'deliciously': 7743, 'delightfully': 7744, 'depth,': 7745, 'depth.': 7746, 'details,': 7747, 'did.<br': 7748, 'distribution': 7749, 'do.<br': 7750, \"doesn't.\": 7751, 'dominated': 7752, 'door.': 7753, 'dumbest': 7754, 'elsewhere.': 7755, 'embarrassingly': 7756, 'enthusiastic': 7757, 'evidently': 7758, 'experience.<br': 7759, 'eyre': 7760, 'favorites.': 7761, 'film...': 7762, 'fontaine': 7763, 'free.': 7764, 'garner': 7765, 'genie': 7766, 'gillian': 7767, 'glasses': 7768, 'gone,': 7769, 'guns,': 7770, 'harm': 7771, 'havoc': 7772, 'heartwarming': 7773, 'heck,': 7774, 'her?': 7775, 'hopeless': 7776, 'hot,': 7777, 'husbands': 7778, 'insist': 7779, 'jared': 7780, 'kidman': 7781, 'kidnapping': 7782, \"killer's\": 7783, 'kolchak': 7784, 'lately': 7785, 'lauren': 7786, 'london.': 7787, 'longing': 7788, 'luis': 7789, 'mars': 7790, 'mercy': 7791, 'messing': 7792, 'messy': 7793, 'miserably': 7794, 'musical.': 7795, 'natives': 7796, 'nolan': 7797, 'obsessive': 7798, 'painful.': 7799, 'passable': 7800, 'perception': 7801, 'pirate': 7802, 'pointing': 7803, 'portrayals': 7804, 'posey': 7805, 'posing': 7806, 'present,': 7807, 'public.': 7808, 'punishment': 7809, 'pursued': 7810, 'question.': 7811, 'quickly,': 7812, 'quiet,': 7813, 'ramones': 7814, 'rapist': 7815, 'rear': 7816, 'recommendation': 7817, 'regards': 7818, 'reign': 7819, 'relax': 7820, 'remembering': 7821, 'resembling': 7822, 'roots': 7823, 'sensible': 7824, 'separated': 7825, 'servant': 7826, 'set-up': 7827, 'shades': 7828, 'sixties': 7829, 'spit': 7830, \"stewart's\": 7831, 'story\"': 7832, 'suggesting': 7833, 'thankfully,': 7834, 'travesty': 7835, 'twist,': 7836, 'unique,': 7837, 'unoriginal': 7838, 'unsure': 7839, 'unusually': 7840, 'viewings': 7841, 'vince': 7842, 'virtual': 7843, 'voiced': 7844, 'warriors': 7845, 'wasted.': 7846, 'worse.<br': 7847, 'wrong!': 7848, '\"house': 7849, '\"movie\"': 7850, '\"they': 7851, '(more': 7852, ').': 7853, '/>only': 7854, '10/10.': 7855, 'affairs': 7856, 'africa,': 7857, 'album': 7858, 'altered': 7859, 'amrita': 7860, 'avid': 7861, 'background,': 7862, 'bacon': 7863, 'bar,': 7864, 'bogus': 7865, \"branagh's\": 7866, 'cal': 7867, 'choice,': 7868, 'christine': 7869, 'clan': 7870, 'comparison.': 7871, 'concerned.': 7872, 'conveniently': 7873, 'couch': 7874, 'crap.<br': 7875, 'crawford': 7876, 'credit.': 7877, 'dates': 7878, 'dazzling': 7879, 'delighted': 7880, 'depictions': 7881, 'depths': 7882, 'detail.': 7883, 'disappears': 7884, 'distracted': 7885, 'dumped': 7886, 'edgy': 7887, 'elevator': 7888, 'emotion,': 7889, 'england.': 7890, 'error': 7891, 'exciting.': 7892, 'excuses': 7893, 'exploding': 7894, 'explosions': 7895, 'fast-paced': 7896, 'fest': 7897, 'foxx': 7898, 'freaking': 7899, 'friendship,': 7900, 'genius,': 7901, 'georges': 7902, 'glimpses': 7903, 'gone.': 7904, 'greatness': 7905, 'hammy': 7906, 'heavy-handed': 7907, 'hinted': 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8028, 'daniels': 8029, 'dated,': 8030, 'dirt': 8031, 'disguise': 8032, 'divorced': 8033, \"doctor's\": 8034, 'doom': 8035, 'dumb,': 8036, 'economic': 8037, 'erika': 8038, 'escaping': 8039, 'excellently': 8040, 'exclusively': 8041, 'explosive': 8042, 'feature,': 8043, 'feeble': 8044, 'fields': 8045, 'find.': 8046, 'firstly,': 8047, 'forgetting': 8048, 'fresh,': 8049, 'generate': 8050, 'goldie': 8051, 'grainy': 8052, 'grayson': 8053, 'group.': 8054, 'guards': 8055, 'gwyneth': 8056, 'heels': 8057, 'heights': 8058, 'humans,': 8059, 'immature': 8060, 'info': 8061, 'informed': 8062, 'inhabitants': 8063, 'intensely': 8064, 'j': 8065, 'juliette': 8066, 'kansas': 8067, 'leather': 8068, 'live-action': 8069, 'looking,': 8070, 'lurking': 8071, 'malone': 8072, 'masses': 8073, 'mathieu': 8074, 'meandering': 8075, 'merits': 8076, 'miniseries': 8077, 'mrs': 8078, 'ms': 8079, 'mystical': 8080, 'neurotic': 8081, 'old-fashioned': 8082, 'one)': 8083, 'orleans': 8084, 'package': 8085, 'pathetic,': 8086, \"person's\": 8087, 'poetry': 8088, 'popped': 8089, 'possesses': 8090, 'powerful,': 8091, 'preposterous': 8092, 'produces': 8093, 'psychology': 8094, 'quinn': 8095, 'racing': 8096, 'rape,': 8097, 'record,': 8098, 'reel': 8099, 'reflected': 8100, 'rehash': 8101, 'reid': 8102, 'remember.': 8103, 'ross': 8104, 'rounded': 8105, 'russia': 8106, 'scotland': 8107, 'senior': 8108, 'seymour': 8109, 'sf': 8110, 'slide': 8111, 'spacey': 8112, 'special,': 8113, 'spice': 8114, 'spies': 8115, 'steam': 8116, 'stinker': 8117, 'story?': 8118, 'tonight': 8119, 'trouble.': 8120, 'vile': 8121, 'vintage': 8122, 'wall.': 8123, 'warns': 8124, 'yokai': 8125, '\"new': 8126, '\"oh,': 8127, '(unless': 8128, '/>4.': 8129, '/>7/10': 8130, '/>because': 8131, 'actors.<br': 8132, 'admired': 8133, 'adrian': 8134, 'agent,': 8135, 'ally': 8136, 'ambition': 8137, 'ample': 8138, 'angles,': 8139, 'anxious': 8140, 'anyway.<br': 8141, 'applies': 8142, 'array': 8143, 'assured': 8144, 'babe': 8145, 'backed': 8146, 'barbra': 8147, 'basinger': 8148, 'biko': 8149, 'bother.': 8150, 'bow': 8151, 'boxer': 8152, 'bud': 8153, 'butcher': 8154, 'chavez': 8155, 'choice.': 8156, 'classy': 8157, 'co-star': 8158, 'color,': 8159, 'concepts': 8160, 'concerned,': 8161, 'confused,': 8162, 'contempt': 8163, 'controlling': 8164, 'critique': 8165, 'deemed': 8166, 'deep,': 8167, 'delicious': 8168, 'derivative': 8169, 'detectives': 8170, 'died,': 8171, 'dismiss': 8172, 'displaying': 8173, 'divine': 8174, 'du': 8175, 'dvds': 8176, 'edith': 8177, 'eli': 8178, 'endlessly': 8179, 'ends,': 8180, 'england,': 8181, 'escape.': 8182, 'evelyn': 8183, 'ever.<br': 8184, 'evolution': 8185, 'farmer': 8186, 'farrell': 8187, 'flaws.': 8188, 'fleshed': 8189, 'foolish': 8190, 'gal': 8191, 'grounds': 8192, 'group,': 8193, 'gunga': 8194, 'harrison': 8195, 'haunt': 8196, 'history.<br': 8197, 'hopkins': 8198, 'human.': 8199, 'hyde': 8200, 'images,': 8201, 'institution': 8202, 'into.': 8203, 'invested': 8204, 'iranian': 8205, 'israeli': 8206, 'item': 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'vividly': 8267, 'votes': 8268, 'weather': 8269, 'whining': 8270, 'witnessing': 8271, '\"love': 8272, '\"not': 8273, '\"one': 8274, '(about': 8275, '(another': 8276, '*1/2': 8277, '/>10/10': 8278, 'a)': 8279, 'admittedly,': 8280, 'always.': 8281, 'applied': 8282, 'ariel': 8283, 'art-house': 8284, 'assassination': 8285, 'atlantis': 8286, 'authorities': 8287, 'average.': 8288, 'awesome,': 8289, 'b)': 8290, 'beatles': 8291, 'bed.': 8292, 'butch': 8293, 'cake': 8294, 'cannon': 8295, 'canyon': 8296, 'characteristics': 8297, 'clara': 8298, 'clive': 8299, 'commanding': 8300, 'conditions': 8301, 'content,': 8302, 'corey': 8303, 'crew.': 8304, 'criticized': 8305, 'disabled': 8306, 'eagerly': 8307, 'ear': 8308, 'earnest': 8309, 'ebert': 8310, 'effective,': 8311, 'effective.': 8312, 'famed': 8313, 'faults': 8314, 'finishing': 8315, 'forgettable.': 8316, 'foundation': 8317, 'frames': 8318, 'freaky': 8319, 'frontier': 8320, 'fundamental': 8321, 'gere': 8322, 'goes.': 8323, 'good-looking': 8324, 'great.<br': 8325, 'ground,': 8326, 'gun.': 8327, 'hawke': 8328, 'here?': 8329, 'holes,': 8330, 'hospital,': 8331, 'humour.': 8332, 'hurt,': 8333, 'hybrid': 8334, 'ignoring': 8335, 'inmates': 8336, 'insights': 8337, 'inspirational': 8338, 'interested.': 8339, 'irene': 8340, 'jacques': 8341, 'junk.': 8342, 'label': 8343, 'leigh': 8344, 'les': 8345, 'liners': 8346, 'lovely,': 8347, 'low.': 8348, 'm.': 8349, 'marriage,': 8350, 'melvyn': 8351, 'memory.': 8352, 'mentality': 8353, 'milo': 8354, 'mind.<br': 8355, 'missile': 8356, 'monty': 8357, 'motive': 8358, 'mouth.': 8359, \"must've\": 8360, 'natalie': 8361, 'noteworthy': 8362, 'nuances': 8363, 'olivia': 8364, 'opposite.': 8365, 'orange': 8366, 'outing': 8367, 'pad': 8368, 'partners': 8369, 'penn': 8370, 'penny': 8371, 'pickford': 8372, 'places.': 8373, 'playboy': 8374, 'police.': 8375, 'polly': 8376, 'pun': 8377, 'qualify': 8378, 'rebellious': 8379, 'repeats': 8380, 'reviewed': 8381, 'roughly': 8382, 'say?': 8383, 'scratch': 8384, 'screwball': 8385, 'seductive': 8386, 'seems,': 8387, 'seen!': 8388, 'sidewalk': 8389, 'somewhere.': 8390, 'stabbed': 8391, 'static': 8392, 'street\"': 8393, 'strings': 8394, 'sydney': 8395, 'them)': 8396, 'thing:': 8397, 'though.<br': 8398, 'tops': 8399, 'triangle': 8400, 'twice,': 8401, 'uncanny': 8402, 'underworld': 8403, 'upside': 8404, 'vader': 8405, 'varied': 8406, 'verbal': 8407, 'victims,': 8408, 'way)': 8409, 'week,': 8410, 'zombi': 8411, '\"black': 8412, '\"good\"': 8413, '\"hey,': 8414, '(e.g.': 8415, '(her': 8416, '/>where': 8417, '19': 8418, 'accompanying': 8419, 'admits': 8420, 'adults,': 8421, 'alcohol': 8422, 'annoy': 8423, 'appearance,': 8424, 'arrest': 8425, 'attractive,': 8426, 'before.<br': 8427, 'belly': 8428, 'between.': 8429, 'biased': 8430, 'bros.': 8431, 'casino': 8432, 'casting.': 8433, 'christianity': 8434, 'christina': 8435, 'christmas.': 8436, 'chuckle': 8437, 'close,': 8438, 'completed': 8439, 'confined': 8440, 'considers': 8441, 'copy.': 8442, 'courtroom': 8443, 'crisp': 8444, 'criticize': 8445, 'crown': 8446, 'days.<br': 8447, 'death.<br': 8448, 'din': 8449, 'doo': 8450, 'dread': 8451, 'dreamy': 8452, 'elite': 8453, 'encountered': 8454, 'evokes': 8455, 'exit': 8456, 'expense': 8457, 'experiencing': 8458, 'extensive': 8459, 'fight,': 8460, 'film),': 8461, 'film-making.': 8462, 'filthy': 8463, 'finishes': 8464, 'flashbacks,': 8465, 'flick.<br': 8466, 'forgets': 8467, 'frozen': 8468, 'gate': 8469, 'gathering': 8470, 'gigantic': 8471, 'guinea': 8472, 'gun,': 8473, 'gypo': 8474, 'habit': 8475, 'hand-held': 8476, 'harriet': 8477, \"hitchcock's\": 8478, 'hughes': 8479, 'impact.': 8480, 'implied': 8481, 'inaccurate': 8482, 'independence': 8483, 'israel': 8484, 'jill': 8485, 'jose': 8486, 'justice,': 8487, 'kathy': 8488, 'laurie': 8489, 'lethal': 8490, 'liam': 8491, 'lighter': 8492, 'limitations': 8493, 'linked': 8494, 'literal': 8495, 'love\"': 8496, 'magic.': 8497, 'marilyn': 8498, 'match,': 8499, \"men's\": 8500, 'mirrors': 8501, 'murky': 8502, 'needing': 8503, \"ol'\": 8504, 'oscar.': 8505, 'outline': 8506, 'pain.': 8507, 'perspective,': 8508, 'phenomenon': 8509, 'poses': 8510, 'present.': 8511, 'produced.': 8512, 'quintessential': 8513, 'rate,': 8514, 'rational': 8515, 'reiser': 8516, 'reunite': 8517, 'ricky': 8518, 'rightly': 8519, 'riot': 8520, 'rome': 8521, 'rope': 8522, 'salman': 8523, 'salt': 8524, 'saw.': 8525, 'screenwriters': 8526, 'seduce': 8527, 'semblance': 8528, 'shred': 8529, 'speeches': 8530, 'spirit.': 8531, 'stallone': 8532, 'stand-up': 8533, 'statue': 8534, 'stereotypes,': 8535, 'stores': 8536, 'strict': 8537, 'stumble': 8538, 'substantial': 8539, 'summed': 8540, 'tasteless': 8541, 'themes,': 8542, 'there?': 8543, 'tire': 8544, 'titular': 8545, 'trivia': 8546, 'try,': 8547, 'unwatchable': 8548, 'unwatchable.': 8549, 'verge': 8550, 'victims.': 8551, 'volume': 8552, 'well...': 8553, 'young.': 8554, 'zizek': 8555, '\"old': 8556, '(why': 8557, '/>every': 8558, \"/>let's\": 8559, \"1960's\": 8560, '1968': 8561, '22': 8562, '8.': 8563, 'about?': 8564, 'accessible': 8565, 'accident,': 8566, 'activity': 8567, 'affair.': 8568, 'american,': 8569, 'anticipation': 8570, 'antonioni': 8571, 'ants': 8572, 'anyways,': 8573, 'apart,': 8574, 'attenborough': 8575, 'awaiting': 8576, 'badly.': 8577, 'benefits': 8578, 'bowl': 8579, 'boys.': 8580, 'brown,': 8581, 'building,': 8582, 'buzz': 8583, \"carpenter's\": 8584, 'characteristic': 8585, \"charlie's\": 8586, 'cindy': 8587, 'cinemas': 8588, 'commitment': 8589, 'committing': 8590, 'community.': 8591, 'company,': 8592, 'day-lewis': 8593, 'deanna': 8594, 'detective,': 8595, 'drinks': 8596, 'drowned': 8597, 'earliest': 8598, 'earth\"': 8599, 'emotions,': 8600, 'entertaining.<br': 8601, 'excess': 8602, 'executives': 8603, 'explained.': 8604, 'feelings.': 8605, 'feminine': 8606, 'fido': 8607, 'filler': 8608, 'flavor': 8609, 'fortunate': 8610, 'france,': 8611, 'fried': 8612, 'fury': 8613, 'gable': 8614, 'gags,': 8615, 'gimmick': 8616, 'globe': 8617, 'hilarity': 8618, 'hit,': 8619, 'illness': 8620, 'inadvertently': 8621, 'incredible.': 8622, 'infinitely': 8623, 'insanity': 8624, 'ironically,': 8625, 'jaws': 8626, 'jury': 8627, 'justified': 8628, 'kill,': 8629, 'life?': 8630, 'lightning': 8631, 'living,': 8632, 'looks,': 8633, 'loyalty': 8634, 'lukas': 8635, \"lynch's\": 8636, 'mabel': 8637, 'mankind': 8638, 'members,': 8639, 'moe': 8640, 'mol': 8641, 'monster,': 8642, 'mood.': 8643, 'mothers': 8644, 'move.': 8645, 'mute': 8646, 'narrated': 8647, 'neglected': 8648, 'numbers.': 8649, 'obvious.': 8650, 'offbeat': 8651, 'otto': 8652, 'pacific': 8653, 'passion,': 8654, 'paula': 8655, 'pound': 8656, 'principle': 8657, 'produced,': 8658, 'profession': 8659, 'psychopath': 8660, 'realization': 8661, 'remake.': 8662, 'reminding': 8663, 'revolt': 8664, 'richardson': 8665, 'rock.': 8666, 'romantic,': 8667, 'roof': 8668, 'route': 8669, 'safely': 8670, 'saint': 8671, 'sammo': 8672, 'sarcastic': 8673, 'screens': 8674, 'second.': 8675, 'sergeant': 8676, 'servants': 8677, 'sherlock': 8678, 'shootout': 8679, 'sick,': 8680, 'skit': 8681, 'soldiers,': 8682, 'stalked': 8683, 'stylized': 8684, 'subject.': 8685, 'sublime': 8686, 'sucker': 8687, 'supreme': 8688, 'tears.': 8689, 'terrific.': 8690, 'third,': 8691, 'three,': 8692, 'through.<br': 8693, 'tool': 8694, 'treat.': 8695, 'unrealistic.': 8696, 'users': 8697, 'vanilla': 8698, 'vanity': 8699, 'vehicles': 8700, 'villainous': 8701, 'wonder,': 8702, 'writer.': 8703, '\"little': 8704, '\"mr.': 8705, '\"where': 8706, '\"you\\'re': 8707, '(despite': 8708, '....': 8709, '/>unlike': 8710, '1972': 8711, '1980': 8712, '28': 8713, 'ace': 8714, 'adapt': 8715, 'alexandre': 8716, 'alike.': 8717, 'anyway?': 8718, 'artwork': 8719, 'avenge': 8720, 'avoids': 8721, 'awakening': 8722, 'bachchan': 8723, 'bar.': 8724, 'battling': 8725, 'behavior.': 8726, 'biting': 8727, 'bored,': 8728, 'box,': 8729, 'boys,': 8730, 'cable.': 8731, 'carmen': 8732, 'cassavetes': 8733, 'cents': 8734, 'channel,': 8735, 'cher': 8736, 'comprehend': 8737, 'computers': 8738, 'concept.': 8739, 'conscience': 8740, 'control,': 8741, 'courtesy': 8742, 'daytime': 8743, 'deliberate': 8744, 'denis': 8745, 'despair': 8746, 'difference.': 8747, 'dukes': 8748, 'dustin': 8749, 'easy.': 8750, 'egyptian': 8751, 'enduring': 8752, 'english.': 8753, 'epitome': 8754, 'evoke': 8755, 'example:': 8756, 'expectation': 8757, 'exterior': 8758, 'favorite.': 8759, 'filth': 8760, 'for.<br': 8761, 'franklin': 8762, 'freaks': 8763, 'fritz': 8764, 'games.': 8765, 'gentleman': 8766, 'gloomy': 8767, 'ground.': 8768, 'herbert': 8769, 'hop': 8770, 'horrified': 8771, 'ideas.': 8772, 'identical': 8773, 'impending': 8774, 'improbable': 8775, 'incidents': 8776, 'inside.': 8777, 'intelligence,': 8778, 'intend': 8779, 'interesting.<br': 8780, 'interior': 8781, 'interrupted': 8782, 'jarring': 8783, 'jodie': 8784, 'kline': 8785, 'landmark': 8786, 'law,': 8787, 'laying': 8788, 'lean': 8789, 'legends': 8790, 'lifeless': 8791, 'loneliness': 8792, 'married,': 8793, 'melody': 8794, 'mesmerizing': 8795, 'minister': 8796, 'miranda': 8797, 'misleading': 8798, 'mitch': 8799, 'mitchum': 8800, 'mom,': 8801, 'mum': 8802, 'necessary.': 8803, 'nerve': 8804, 'newcomer': 8805, 'othello': 8806, 'out\"': 8807, 'outrageously': 8808, 'participants': 8809, 'peck': 8810, 'pg': 8811, 'philo': 8812, 'player,': 8813, 'portrayed.': 8814, 'pre-code': 8815, 'presidential': 8816, 'pretends': 8817, 'pretty,': 8818, 'programs': 8819, 'questioning': 8820, 'readers': 8821, 'regularly': 8822, 'religion.': 8823, 'remainder': 8824, 'rest,': 8825, 'restrained': 8826, 'rhythm': 8827, 'salvage': 8828, 'samuel': 8829, 'schlock': 8830, 'shell': 8831, 'shift': 8832, 'similarity': 8833, 'site,': 8834, 'skeptical': 8835, 'smash': 8836, 'somewhere,': 8837, 'spaghetti': 8838, 'span': 8839, 'spencer': 8840, 'started.': 8841, 'sterling': 8842, 'students.': 8843, 'studied': 8844, 'stuffed': 8845, 'sub-plot': 8846, 'subtext': 8847, 'surround': 8848, 'swinging': 8849, 'targeted': 8850, 'technology,': 8851, 'thompson': 8852, 'top-notch': 8853, 'touching,': 8854, 'tremendously': 8855, 'trier': 8856, 'tuned': 8857, 'unanswered': 8858, 'unfamiliar': 8859, 'unnecessarily': 8860, 'wardrobe': 8861, 'wars,': 8862, 'washed': 8863, \"welles'\": 8864, 'west,': 8865, \"who've\": 8866, 'whole.': 8867, 'widowed': 8868, 'yeti': 8869, '\"go': 8870, '/>final': 8871, \"/>what's\": 8872, '200': 8873, '2003': 8874, '4,': 8875, '8/10.': 8876, \"80's,\": 8877, 'actions.': 8878, 'alike': 8879, 'angie': 8880, 'appearance.': 8881, 'apt': 8882, 'arguing': 8883, 'arguments': 8884, 'assumes': 8885, 'audition': 8886, 'awful.<br': 8887, 'bearing': 8888, 'borders': 8889, 'borrow': 8890, 'bread': 8891, 'bug': 8892, 'bully': 8893, 'camcorder': 8894, 'camp.': 8895, 'cast.<br': 8896, 'castle,': 8897, 'charming.': 8898, 'clad': 8899, 'clear,': 8900, 'clueless': 8901, 'coat': 8902, 'colours': 8903, 'comparable': 8904, 'conan': 8905, 'convincing,': 8906, 'corman': 8907, 'could.': 8908, 'crushed': 8909, 'cut.': 8910, 'decent.': 8911, 'deepest': 8912, 'deer': 8913, 'demise': 8914, 'deputy': 8915, 'dismal': 8916, 'divided': 8917, \"don't,\": 8918, 'dramatically': 8919, 'dreck': 8920, 'e.': 8921, 'e.g.': 8922, 'emotions.': 8923, 'energetic': 8924, 'enigmatic': 8925, 'enjoy,': 8926, 'europe,': 8927, 'excruciating': 8928, 'explanation.': 8929, 'factors': 8930, 'fart': 8931, 'fighting,': 8932, 'finish,': 8933, 'flashing': 8934, 'fluid': 8935, 'follow-up': 8936, 'footage.': 8937, 'forgiven': 8938, 'free,': 8939, 'frontal': 8940, 'gates': 8941, 'genre.<br': 8942, 'germany,': 8943, 'ghostly': 8944, 'giants': 8945, 'girl\"': 8946, 'guinness': 8947, 'harrowing': 8948, 'hateful': 8949, 'hello': 8950, 'here;': 8951, 'homicidal': 8952, 'images.': 8953, 'immigrant': 8954, 'incidentally,': 8955, 'inclined': 8956, 'joining': 8957, 'kent': 8958, \"kubrick's\": 8959, 'leave.': 8960, 'left,': 8961, 'lester': 8962, 'like:': 8963, 'low,': 8964, 'luck.': 8965, 'mannerisms': 8966, 'martian': 8967, 'maureen': 8968, 'mayhem': 8969, 'mistake,': 8970, 'niece': 8971, 'no!': 8972, 'noticeable': 8973, 'odd,': 8974, 'officer,': 8975, 'openly': 8976, 'order.': 8977, 'otherwise.': 8978, 'outfits': 8979, 'own.<br': 8980, 'pacing,': 8981, 'pains': 8982, 'palm': 8983, 'parsons': 8984, 'penned': 8985, 'pin': 8986, 'pole': 8987, 'pose': 8988, 'prison.': 8989, 'psychedelic': 8990, 'pumbaa': 8991, 'puppets': 8992, 'qualifies': 8993, 'religion,': 8994, 'revenge,': 8995, 'rich,': 8996, 'road.': 8997, 'roller': 8998, 'searched': 8999, 'serbian': 9000, 'sergio': 9001, 'serum': 9002, 'she,': 9003, 'shooting,': 9004, 'silliness': 9005, 'skills.': 9006, 'sleaze': 9007, 'someday': 9008, 'soup': 9009, 'spoiling': 9010, 'steele': 9011, 'stroke': 9012, 'stuff.<br': 9013, 'subsequently': 9014, 'sufficient': 9015, 'surgery': 9016, 'suspicion': 9017, 'symbol': 9018, 'tarantino': 9019, 'theatre,': 9020, 'thunderbirds': 9021, 'time\"': 9022, 'toned': 9023, 'tongue-in-cheek': 9024, 'tough,': 9025, 'traits': 9026, 'tube': 9027, 'turkish': 9028, 'turmoil': 9029, 'unfunny,': 9030, 'uniform': 9031, 'veterans': 9032, 'voyage': 9033, 'waking': 9034, 'washington,': 9035, 'watching.<br': 9036, 'weekly': 9037, 'well-done': 9038, 'whiny': 9039, 'wilderness': 9040, 'williams,': 9041, 'window.': 9042, 'wooden,': 9043, 'you\"': 9044, '\"he': 9045, '\"when': 9046, '/>1)': 9047, '/>3/10': 9048, '/>best': 9049, '/>p.s.': 9050, '1990': 9051, \"30's\": 9052, 'accounts': 9053, 'additionally,': 9054, 'affleck': 9055, 'alas': 9056, 'alot': 9057, 'angelina': 9058, 'anita': 9059, 'announced': 9060, 'apartment.': 9061, 'atrocious.': 9062, 'awhile': 9063, 'back.<br': 9064, 'backwards': 9065, \"bakshi's\": 9066, 'bashing': 9067, 'behind.': 9068, 'bend': 9069, 'blames': 9070, 'bondage': 9071, 'bones': 9072, 'box.': 9073, 'budding': 9074, 'bust': 9075, 'camping': 9076, 'capacity': 9077, 'cape': 9078, 'captivated': 9079, 'carey': 9080, 'celebrate': 9081, 'clerk': 9082, 'climbing': 9083, 'clooney': 9084, 'club.': 9085, 'coincidence': 9086, 'compensate': 9087, 'complained': 9088, 'conveying': 9089, 'cookie': 9090, 'coolest': 9091, 'cover,': 9092, 'cycle': 9093, 'davis,': 9094, 'debra': 9095, 'debut,': 9096, 'denise': 9097, 'department.': 9098, 'desert,': 9099, 'developed.': 9100, 'disregard': 9101, 'dragging': 9102, 'dream,': 9103, 'dump': 9104, 'duration': 9105, 'ealing': 9106, 'el': 9107, 'election': 9108, 'exploited': 9109, 'faces,': 9110, 'faded': 9111, 'faith,': 9112, 'fake.': 9113, 'fantasy.': 9114, 'few.': 9115, 'follow,': 9116, 'forever,': 9117, 'fox,': 9118, 'frances': 9119, 'friendship.': 9120, 'gamera': 9121, 'garland': 9122, 'gets.': 9123, 'gielgud': 9124, 'gilbert': 9125, 'gloria': 9126, 'grief': 9127, 'gritty,': 9128, 'grudge': 9129, 'hackman': 9130, 'hadley': 9131, 'hardened': 9132, 'herman': 9133, 'himself.<br': 9134, 'homes': 9135, 'hulk': 9136, 'i.': 9137, 'if,': 9138, 'incestuous': 9139, 'indifferent': 9140, 'inserted': 9141, 'isolation': 9142, \"jack's\": 9143, 'job.<br': 9144, 'knows,': 9145, 'kurosawa': 9146, 'labeled': 9147, 'land,': 9148, 'land.': 9149, 'later.<br': 9150, 'lip': 9151, 'list,': 9152, 'listened': 9153, 'longer.': 9154, 'magically': 9155, 'managing': 9156, 'maximum': 9157, 'meaning.': 9158, 'miyazaki': 9159, 'mortal': 9160, 'movies!': 9161, 'nations': 9162, 'netflix': 9163, 'night\"': 9164, 'nominations': 9165, 'nudity.': 9166, 'optimistic': 9167, 'origins': 9168, 'outdated': 9169, 'pans': 9170, 'paradise': 9171, 'part.<br': 9172, 'pause': 9173, 'paxton': 9174, 'pc': 9175, 'peggy': 9176, 'penelope': 9177, 'perspective.': 9178, 'pfeiffer': 9179, 'phillips': 9180, 'pivotal': 9181, 'please.': 9182, 'plot?': 9183, 'plug': 9184, 'poker': 9185, 'politics,': 9186, 'powerful.': 9187, 'practical': 9188, 'proceed': 9189, 'quaid': 9190, 'r.': 9191, 'raging': 9192, 'ratso': 9193, 'reeve': 9194, 'relevance': 9195, 'relief.': 9196, 'rewarding': 9197, 'saloon': 9198, 'scott,': 9199, 'settings,': 9200, 'sgt.': 9201, 'shameless': 9202, 'shocks': 9203, 'shortcomings': 9204, 'should.': 9205, 'shoulder': 9206, 'sights': 9207, 'smell': 9208, 'sopranos': 9209, 'spain': 9210, 'sparks': 9211, 'sporting': 9212, 'stabbing': 9213, 'statements': 9214, 'station,': 9215, 'stella': 9216, 'stunning,': 9217, 'substitute': 9218, 'summary,': 9219, 'switching': 9220, 'takashi': 9221, 'talking,': 9222, 'tended': 9223, 'testing': 9224, 'thrust': 9225, 'transforms': 9226, 'troma': 9227, 'twice.': 9228, 'undead': 9229, 'unfolding': 9230, 'unsatisfying': 9231, 'up\"': 9232, 'usual.': 9233, 'wash': 9234, 'weaknesses': 9235, 'wendigo': 9236, 'wherever': 9237, 'wilder': 9238, 'windows': 9239, 'woefully': 9240, 'worked.': 9241, 'world\"': 9242, 'youth.': 9243, \"'a\": 9244, '(!)': 9245, '(?)': 9246, '/>aside': 9247, '/>both': 9248, '/>david': 9249, '/>meanwhile,': 9250, '1936': 9251, '1983': 9252, '1996': 9253, '3000': 9254, \"80's.\": 9255, 'accurate.': 9256, 'agenda': 9257, 'ajay': 9258, 'alert': 9259, 'ang': 9260, 'angry,': 9261, 'anticipated': 9262, 'army,': 9263, 'artistry': 9264, 'award.': 9265, 'begun': 9266, 'beowulf': 9267, 'bland,': 9268, 'bombs': 9269, 'boredom.': 9270, 'brazilian': 9271, 'breast': 9272, 'caricature': 9273, 'cena': 9274, 'centuries': 9275, 'cheering': 9276, 'chill': 9277, 'cigarette': 9278, 'clichés.': 9279, 'clothes,': 9280, 'cohesive': 9281, 'colored': 9282, 'comment.': 9283, 'communication': 9284, 'completely.': 9285, 'confines': 9286, 'confuse': 9287, 'convenient': 9288, 'cry.': 9289, 'd.': 9290, 'dancing.': 9291, \"david's\": 9292, 'decade.': 9293, 'defending': 9294, 'demille': 9295, 'despise': 9296, 'discussed': 9297, 'distinctive': 9298, 'diving': 9299, 'e': 9300, 'employee': 9301, 'encouraged': 9302, 'engaging,': 9303, 'escape,': 9304, 'europa': 9305, 'europeans': 9306, 'evening.': 9307, 'everywhere.': 9308, 'faces.': 9309, 'fascinating,': 9310, 'features.': 9311, 'feeling,': 9312, 'fiction.': 9313, 'figure,': 9314, 'filmed,': 9315, 'first-rate': 9316, 'flock': 9317, 'folks.': 9318, 'forget.': 9319, 'gap': 9320, 'gaps': 9321, 'grant,': 9322, 'growth': 9323, 'gus': 9324, 'ham': 9325, 'happen.<br': 9326, 'harlow': 9327, 'hers': 9328, 'him!': 9329, 'hines': 9330, 'hope.': 9331, 'hostile': 9332, 'hunted': 9333, 'hyped': 9334, 'informs': 9335, 'japan.': 9336, 'je': 9337, 'jewel': 9338, 'jude': 9339, 'july': 9340, 'kathleen': 9341, 'kazan': 9342, 'kidding': 9343, 'last.': 9344, 'lionel': 9345, 'logan': 9346, 'logic,': 9347, 'mean.': 9348, 'mediocre.': 9349, 'mock': 9350, 'money.<br': 9351, 'mormon': 9352, 'murders,': 9353, 'myrna': 9354, 'naschy': 9355, 'nbc': 9356, 'nearest': 9357, 'nemesis': 9358, 'ninety': 9359, 'noir,': 9360, 'note.': 9361, 'occupied': 9362, 'olsen': 9363, 'omar': 9364, 'one?': 9365, 'opera,': 9366, 'overbearing': 9367, 'phenomenal': 9368, 'pictures.': 9369, 'polar': 9370, 'possession': 9371, 'potter': 9372, 'powers.': 9373, 'predictably': 9374, 'preminger': 9375, 'presence,': 9376, 'presence.': 9377, 'put,': 9378, 'relationships.': 9379, 'rendering': 9380, 'reserved': 9381, 'resistance': 9382, 'ritual': 9383, 'river.': 9384, 'roles.<br': 9385, 'romeo': 9386, 'rosario': 9387, 'russ': 9388, 'sand': 9389, 'sanders': 9390, 'satire,': 9391, 'sebastian': 9392, 'shahid': 9393, 'shaped': 9394, 'siblings': 9395, 'sinks': 9396, 'skinny': 9397, 'slept': 9398, \"smith's\": 9399, 'snuff': 9400, 'sophia': 9401, 'speaking,': 9402, 'spirit,': 9403, 'stab': 9404, 'stinks': 9405, 'stream': 9406, 'sundance': 9407, 'survive.': 9408, 'survives': 9409, 'sustain': 9410, 'taylor,': 9411, 'tell.': 9412, 'ten.': 9413, 'thieves': 9414, 'thinking.': 9415, 'timberlake': 9416, 'tokyo': 9417, 'torture.': 9418, 'transport': 9419, 'trite,': 9420, 'uninteresting.': 9421, 'villains,': 9422, 'warrant': 9423, 'watchable,': 9424, 'worms': 9425, 'younger,': 9426, 'zodiac': 9427, '\"jane': 9428, '\"to': 9429, \"'70s\": 9430, '(albeit': 9431, '(george': 9432, '(william': 9433, '/>first,': 9434, '/>however': 9435, '/>richard': 9436, '/>who': 9437, \"1980's\": 9438, '1984': 9439, '30s': 9440, '5,': 9441, 'abandon': 9442, 'absorbing': 9443, 'absurd.': 9444, 'advised': 9445, 'aggressive': 9446, 'amid': 9447, 'anger,': 9448, 'angst': 9449, 'anthology': 9450, 'anymore,': 9451, 'apartment,': 9452, 'around.<br': 9453, 'artist,': 9454, 'back!': 9455, 'balanced': 9456, 'bars': 9457, 'battlestar': 9458, 'bogart': 9459, 'boyer': 9460, 'boyle': 9461, 'breakfast': 9462, 'breathing': 9463, 'cheech': 9464, 'chew': 9465, 'childhood.': 9466, 'chong': 9467, 'close-up': 9468, 'combining': 9469, 'confronts': 9470, 'contributes': 9471, 'controls': 9472, 'cops,': 9473, 'counter': 9474, 'created.': 9475, 'creek': 9476, 'crosses': 9477, 'cypher': 9478, 'dame': 9479, 'debbie': 9480, 'debt': 9481, 'denying': 9482, 'depend': 9483, 'desired': 9484, 'disgrace': 9485, 'dj': 9486, 'doing,': 9487, 'dominate': 9488, 'duel': 9489, 'educated': 9490, 'electronic': 9491, 'engaging.': 9492, 'enormously': 9493, 'ernie': 9494, 'execution.': 9495, 'explosions,': 9496, 'fades': 9497, 'fascinating.': 9498, 'feat': 9499, 'federal': 9500, 'fetish': 9501, 'figure.': 9502, 'finale.': 9503, 'floor,': 9504, 'flower': 9505, 'flowers': 9506, 'flows': 9507, 'foil': 9508, 'force.': 9509, 'frantic': 9510, 'further.': 9511, 'gilliam': 9512, 'god-awful': 9513, 'grass': 9514, 'gretchen': 9515, 'grip': 9516, 'grossly': 9517, 'hallmark': 9518, 'harsh,': 9519, 'hats': 9520, 'heroine,': 9521, 'humorous,': 9522, 'id': 9523, 'inform': 9524, 'instincts': 9525, 'intriguing.': 9526, 'intro': 9527, 'investigator': 9528, 'judgment': 9529, 'juliet': 9530, 'kidnaps': 9531, 'kris': 9532, 'late.': 9533, 'lays': 9534, 'life!': 9535, 'lifts': 9536, 'mad,': 9537, 'magician': 9538, 'maintaining': 9539, 'making,': 9540, 'man.<br': 9541, 'martin,': 9542, 'masked': 9543, 'mason': 9544, 'mcqueen': 9545, 'mice': 9546, 'mick': 9547, \"miike's\": 9548, 'mine.': 9549, 'misty': 9550, 'mixes': 9551, 'moments.<br': 9552, 'monster.': 9553, 'movement,': 9554, 'necessity': 9555, 'net': 9556, 'nightmarish': 9557, 'nolte': 9558, 'nonetheless,': 9559, 'ny': 9560, 'obstacles': 9561, 'option': 9562, 'outlandish': 9563, 'owners': 9564, 'papers': 9565, 'participate': 9566, 'paths': 9567, 'people?': 9568, 'permanent': 9569, 'photography.': 9570, 'pixar': 9571, 'plodding': 9572, 'possible.<br': 9573, 'producers,': 9574, 'psychologist': 9575, 'pursuing': 9576, 'realistically': 9577, 'rebels': 9578, 'redundant': 9579, 'resolved': 9580, 'reverse': 9581, 'revival': 9582, 'rewarded': 9583, 'rolls': 9584, 'rounds': 9585, 'rupert': 9586, 'sane': 9587, 'satanic': 9588, 'say:': 9589, 'scratching': 9590, 'screened': 9591, 'seasons,': 9592, 'sheets': 9593, 'shop,': 9594, 'showcases': 9595, 'sickening': 9596, 'singer,': 9597, 'socially': 9598, 'solid,': 9599, 'sondra': 9600, 'sonny': 9601, 'strung': 9602, 'studio,': 9603, 'switches': 9604, 't&a': 9605, 'talents.': 9606, 'tcm': 9607, 'tightly': 9608, 'torture,': 9609, 'transported': 9610, 'traumatic': 9611, 'tripe': 9612, 'turkey.': 9613, 'turns,': 9614, \"tv's\": 9615, 'vain': 9616, 'variation': 9617, 'wagner': 9618, 'wall,': 9619, 'wesley': 9620, \"who'd\": 9621, 'wire': 9622, 'would.': 9623, 'youth,': 9624, '\"i\\'ll': 9625, '\"is': 9626, '\"night': 9627, '\"real': 9628, '\"white': 9629, '(and,': 9630, '(something': 9631, '),': 9632, '/>before': 9633, '/>okay,': 9634, '/>those': 9635, '1971': 9636, '2002': 9637, '2007': 9638, '7/10.': 9639, '75': 9640, 'aaron': 9641, 'absorbed': 9642, 'actually.': 9643, 'addressed': 9644, 'affecting': 9645, \"altman's\": 9646, 'am,': 9647, 'animals.': 9648, 'answered': 9649, 'anytime': 9650, 'are:': 9651, 'arrow': 9652, 'article': 9653, 'auto': 9654, 'axe': 9655, 'beautifully.': 9656, 'belief.': 9657, 'belt': 9658, 'biker': 9659, 'bikini': 9660, 'bonnie': 9661, 'bothers': 9662, 'bsg': 9663, 'building.': 9664, 'burke': 9665, 'busby': 9666, 'candidate': 9667, 'cannes': 9668, 'cares?': 9669, 'carlos': 9670, 'cartoons,': 9671, 'circa': 9672, 'cliched': 9673, 'clunky': 9674, 'cohen': 9675, 'college.': 9676, 'coming.': 9677, 'commentary,': 9678, 'community,': 9679, 'condemned': 9680, 'connie': 9681, 'contestant': 9682, 'contestants': 9683, 'contrast,': 9684, 'county': 9685, 'creasy': 9686, 'crossed': 9687, 'cut,': 9688, 'defy': 9689, 'developed,': 9690, 'directed.': 9691, 'disgust': 9692, 'distinctly': 9693, 'district': 9694, 'dramatic,': 9695, 'earns': 9696, 'efforts.': 9697, 'elsewhere': 9698, 'energy.': 9699, 'entirety': 9700, 'entrance': 9701, 'entries': 9702, 'examine': 9703, 'expresses': 9704, 'factual': 9705, 'failed.': 9706, 'fake,': 9707, 'families.': 9708, 'fare.': 9709, 'file': 9710, 'flew': 9711, 'fools': 9712, 'formula.': 9713, 'ghetto': 9714, \"girls'\": 9715, 'grandma': 9716, 'han': 9717, \"hartley's\": 9718, 'hysterically': 9719, 'imaginary': 9720, 'immediately.': 9721, 'incredible,': 9722, 'instances': 9723, 'intentional': 9724, 'interviewed': 9725, 'irritated': 9726, 'it!!': 9727, 'jack,': 9728, 'jane,': 9729, 'jedi': 9730, 'joker': 9731, 'keys': 9732, \"kids'\": 9733, 'knocking': 9734, 'laughter,': 9735, 'laughter.': 9736, 'likable.': 9737, 'lingering': 9738, 'liu': 9739, 'lovers,': 9740, 'loy': 9741, 'ludicrous.': 9742, 'lunch': 9743, 'mae': 9744, 'manic': 9745, 'meteor': 9746, 'middle-class': 9747, 'misunderstood': 9748, 'momentum': 9749, 'mouths': 9750, 'muslims': 9751, 'mythical': 9752, 'not?': 9753, 'occult': 9754, 'offend': 9755, 'officially': 9756, 'one:': 9757, 'only,': 9758, 'orphan': 9759, 'others.<br': 9760, 'owner,': 9761, 'oz': 9762, 'painter': 9763, 'paintings': 9764, \"palma's\": 9765, 'park.': 9766, 'partner,': 9767, 'pedestrian': 9768, 'pegg': 9769, 'people\"': 9770, 'pieces.': 9771, 'pilots': 9772, 'plague.': 9773, 'plagued': 9774, 'pleasure.': 9775, 'pretentious,': 9776, 'priceless': 9777, 'principals': 9778, 'progresses': 9779, 'projected': 9780, 'protagonist,': 9781, 'protective': 9782, 'puppy': 9783, 'puzzle': 9784, 'queen,': 9785, 'questions,': 9786, 'race,': 9787, 'rambling': 9788, 'recently.': 9789, 'recover': 9790, 'redneck': 9791, 'reject': 9792, 'representing': 9793, 'respect,': 9794, 'riff': 9795, 'right.<br': 9796, 'ring,': 9797, 'robbed': 9798, 'robertson': 9799, 'rookie': 9800, 'ruled': 9801, 'scares,': 9802, 'scorsese': 9803, 'see.<br': 9804, 'sentimentality': 9805, 'sentinel': 9806, 'shore': 9807, 'shoved': 9808, 'show!': 9809, 'shown.': 9810, \"sister's\": 9811, 'slower': 9812, 'snowy': 9813, 'soul,': 9814, 'stabs': 9815, 'state.': 9816, 'sunk': 9817, 'surface,': 9818, 'swallow': 9819, 't.': 9820, 'tackle': 9821, 'talk.': 9822, 'theaters,': 9823, 'thelma': 9824, 'theories': 9825, 'todays': 9826, 'touch.': 9827, 'ultimatum': 9828, 'uncertain': 9829, 'used,': 9830, 'valid': 9831, 'varying': 9832, 'war.<br': 9833, 'werewolves': 9834, 'whatever.': 9835, 'wielding': 9836, 'wig': 9837, 'wong': 9838, 'woods.': 9839, '\"best': 9840, '\"dark': 9841, '\"dead': 9842, '(is': 9843, '(whose': 9844, '/>everything': 9845, '/>technically': 9846, '1995': 9847, '1997': 9848, '21': 9849, '300': 9850, 'accidental': 9851, 'adult,': 9852, 'aesthetic': 9853, 'africa.': 9854, 'agony': 9855, 'ali': 9856, 'alley': 9857, 'americans,': 9858, 'are.<br': 9859, 'armstrong': 9860, 'arquette': 9861, 'available.': 9862, 'berkeley': 9863, 'bitch': 9864, 'book.<br': 9865, 'borrows': 9866, 'brett': 9867, 'britney': 9868, 'brooke': 9869, 'budgets': 9870, 'burgess': 9871, 'burnt': 9872, 'cartoon,': 9873, 'cliches': 9874, 'colleagues': 9875, 'college,': 9876, 'come,': 9877, 'comprised': 9878, 'controversy': 9879, 'corn': 9880, 'count.': 9881, 'crashed': 9882, 'crowded': 9883, 'day\"': 9884, 'deal.': 9885, 'decline': 9886, 'degrees': 9887, 'devotion': 9888, 'disco': 9889, 'disney,': 9890, 'document': 9891, 'dominic': 9892, 'drab': 9893, 'duvall': 9894, 'dwight': 9895, 'dynamics': 9896, 'edge.': 9897, 'encourages': 9898, 'enough.<br': 9899, 'especially,': 9900, 'event.': 9901, 'fairbanks': 9902, 'fascist': 9903, 'fassbinder': 9904, 'fatale': 9905, 'favor,': 9906, 'feast': 9907, 'fiery': 9908, 'fishburne': 9909, 'flowing': 9910, 'fright': 9911, 'fuel': 9912, 'fulfill': 9913, 'galaxy': 9914, 'given.': 9915, 'gods': 9916, 'goldblum': 9917, 'govinda': 9918, 'half-way': 9919, 'happening,': 9920, 'highway': 9921, 'hip-hop': 9922, 'hippies': 9923, 'imaginable': 9924, 'increase': 9925, 'inexperienced': 9926, 'interplay': 9927, 'invention': 9928, 'irving': 9929, 'isabelle': 9930, 'it!<br': 9931, 'iv': 9932, 'janet': 9933, 'jar': 9934, 'jersey': 9935, 'journey,': 9936, 'jr': 9937, 'kelly,': 9938, 'killers.': 9939, 'kirsten': 9940, 'knightley': 9941, 'krueger': 9942, 'lars': 9943, 'lds': 9944, 'linear': 9945, 'locate': 9946, 'location,': 9947, 'locations.': 9948, 'longoria': 9949, 'manipulate': 9950, 'marisa': 9951, 'mark,': 9952, 'market.': 9953, 'mention,': 9954, 'mine,': 9955, 'modern-day': 9956, 'narrative,': 9957, 'needed.': 9958, 'nightclub': 9959, 'niven': 9960, 'norm': 9961, 'notices': 9962, \"o'hara\": 9963, 'observation': 9964, 'on?': 9965, 'original.<br': 9966, 'oscar-winning': 9967, 'outstanding,': 9968, 'overshadowed': 9969, 'owe': 9970, 'paired': 9971, 'parrot': 9972, 'phase': 9973, 'phones': 9974, 'plate': 9975, 'plotting': 9976, 'pocket': 9977, 'policy': 9978, 'politicians': 9979, 'portuguese': 9980, 'preachy': 9981, 'prefers': 9982, 'pressed': 9983, 'proceedings.': 9984, 'prolific': 9985, 'question:': 9986, 'questions.': 9987, 'rampant': 9988, 'replacement': 9989, 'replacing': 9990, 'repulsive': 9991, 'retrieve': 9992, 'reunited': 9993, 'rivers': 9994, 'sammy': 9995, 'sarandon': 9996, 'seconds.': 9997, 'secure': 9998, 'seeing,': 9999, 'self-indulgent': 10000, 'sequels,': 10001, 'shannon': 10002, 'shepherd': 10003, 'signature': 10004, 'silverman': 10005, \"simon's\": 10006, 'sketches': 10007, 'sly': 10008, 'so-so': 10009, 'sour': 10010, 'speak,': 10011, 'spectacle': 10012, 'standard.': 10013, 'stars.<br': 10014, 'steaming': 10015, 'straight,': 10016, 'structure,': 10017, 'suave': 10018, 'summer,': 10019, 'surface.': 10020, 'suspenseful,': 10021, 'tasty': 10022, 'tedious,': 10023, 'thin,': 10024, 'tickets': 10025, 'time...': 10026, 'time?': 10027, 'torturing': 10028, 'towers': 10029, 'traffic': 10030, 'traps': 10031, 'treatment.': 10032, 'trilogy.': 10033, 'trivial': 10034, 'unconventional': 10035, 'unhinged': 10036, 'unleashed': 10037, 'unsympathetic': 10038, 'us.<br': 10039, 'vampires,': 10040, 'vision,': 10041, 'void': 10042, 'warned.': 10043, 'wartime': 10044, 'wayans': 10045, 'win.': 10046, 'winner.': 10047, 'worrying': 10048, 'year.<br': 10049, 'youtube': 10050, 'zane': 10051, '\"death': 10052, '\"plot\"': 10053, '(mostly': 10054, '(peter': 10055, '(well': 10056, '/>about': 10057, '/>definitely': 10058, '/>let': 10059, '/>then,': 10060, '/>unfortunately': 10061, '1990s': 10062, '1999': 10063, '23': 10064, '40s': 10065, ':-)': 10066, 'above.': 10067, 'accurate,': 10068, 'action.<br': 10069, 'adaptation,': 10070, 'alarm': 10071, 'allen,': 10072, 'alliance': 10073, 'alter': 10074, 'arrogance': 10075, 'associate': 10076, 'awarded': 10077, 'band,': 10078, 'bates': 10079, 'battle.': 10080, 'be?': 10081, 'beckinsale': 10082, 'begins.': 10083, 'behaving': 10084, 'believable.<br': 10085, 'bittersweet': 10086, 'black.': 10087, 'bon': 10088, 'brain.': 10089, 'brides': 10090, 'brothers.': 10091, 'cab': 10092, 'cain': 10093, 'cancer': 10094, 'cat.': 10095, 'charges': 10096, 'cheap.': 10097, 'cheerful': 10098, 'chemical': 10099, 'cliché,': 10100, 'concentrated': 10101, 'conscious': 10102, 'consumed': 10103, 'continuous': 10104, 'corbett': 10105, 'correctly': 10106, 'counting': 10107, \"country's\": 10108, 'counts': 10109, 'crap!': 10110, 'curiously': 10111, 'cutter': 10112, 'danger,': 10113, 'defining': 10114, 'deserved.': 10115, 'deservedly': 10116, 'determination': 10117, 'determine': 10118, 'digging': 10119, 'dilemma': 10120, 'direct-to-video': 10121, 'disappointment,': 10122, 'distributed': 10123, 'doug': 10124, 'drowning': 10125, 'drunk,': 10126, 'dud': 10127, 'dumber': 10128, 'dvd.<br': 10129, 'echoes': 10130, 'effortlessly': 10131, 'efforts,': 10132, 'elected': 10133, 'emphasize': 10134, 'enchanted': 10135, 'energy,': 10136, 'enjoy!': 10137, 'environment.': 10138, 'evans': 10139, 'everywhere,': 10140, 'excels': 10141, 'expressing': 10142, 'eyes.<br': 10143, 'faint': 10144, 'farrah': 10145, 'fat,': 10146, 'fault.': 10147, 'feet.': 10148, 'fewer': 10149, 'filmmaker,': 10150, 'flag': 10151, 'fleeing': 10152, 'followers': 10153, 'food,': 10154, 'for?': 10155, 'freeze': 10156, 'fruit': 10157, 'funding': 10158, 'funny?': 10159, 'gackt': 10160, 'glossy': 10161, 'got.': 10162, 'gut': 10163, 'half-hour': 10164, 'hannah': 10165, 'heath': 10166, 'heaven.': 10167, 'herd': 10168, 'here).': 10169, 'ho': 10170, 'home.<br': 10171, 'homicide': 10172, 'hooker': 10173, 'hotel,': 10174, 'icy': 10175, 'identified': 10176, 'ii,': 10177, 'illustrate': 10178, 'imitate': 10179, 'imprisoned': 10180, 'increasing': 10181, 'interspersed': 10182, 'is!': 10183, 'is)': 10184, 'jordan': 10185, 'kindly': 10186, 'liberties': 10187, 'loud.': 10188, 'lover.': 10189, 'lunatic': 10190, 'lure': 10191, 'luxury': 10192, 'mandy': 10193, 'means.': 10194, 'melodrama,': 10195, 'members.': 10196, 'mermaid': 10197, 'mess.<br': 10198, 'meyer': 10199, 'minnelli': 10200, 'mode': 10201, 'morning,': 10202, 'motivated': 10203, 'names,': 10204, 'nerdy': 10205, 'novelist': 10206, 'now!': 10207, 'nun': 10208, 'oblivious': 10209, 'odyssey': 10210, 'ongoing': 10211, 'operating': 10212, 'origin': 10213, 'overtly': 10214, 'paranoid': 10215, 'period.<br': 10216, 'perverted': 10217, 'placing': 10218, 'planes': 10219, 'platform': 10220, 'players.': 10221, 'pompous': 10222, 'portions': 10223, 'post-war': 10224, 'pour': 10225, 'prejudice': 10226, 'prologue': 10227, 'promoting': 10228, 'properly.': 10229, 'python': 10230, 'race.': 10231, 'reckless': 10232, 'recurring': 10233, 'reese': 10234, 'relates': 10235, 'relaxed': 10236, 'remark': 10237, 'reported': 10238, 'representative': 10239, 'republic': 10240, 'result.': 10241, 'rice': 10242, 'ride,': 10243, 'river,': 10244, 'role)': 10245, \"romero's\": 10246, 'rousing': 10247, 'sailor': 10248, 'saw,': 10249, 'scattered': 10250, 'seconds,': 10251, 'self,': 10252, 'senator': 10253, 'sensual': 10254, 'serials': 10255, 'sexist': 10256, 'shaggy': 10257, 'shanghai': 10258, 'sharp,': 10259, 'shiny': 10260, 'since,': 10261, 'slugs': 10262, 'spiral': 10263, 'stairs': 10264, 'stalker': 10265, 'stance': 10266, 'stereotypes.': 10267, 'stone,': 10268, 'strong.': 10269, 'students,': 10270, 'stupid.<br': 10271, 'sucking': 10272, 'supports': 10273, 'sylvia': 10274, 'tactics': 10275, 'tell,': 10276, 'that:': 10277, 'theatre.': 10278, 'tools': 10279, 'treating': 10280, 'trip.': 10281, 'trouble,': 10282, 'tsui': 10283, 'unique.': 10284, 'unrealistic,': 10285, 'unwilling': 10286, 'usually,': 10287, 'val': 10288, 'valentine': 10289, \"verhoeven's\": 10290, 'vigilante': 10291, 'want,': 10292, 'well-acted': 10293, 'wheel': 10294, 'witchcraft': 10295, '(now': 10296, '(think': 10297, '***spoilers***': 10298, '/>grade:': 10299, '/>nothing': 10300, '/>people': 10301, '/>second,': 10302, '/>sure,': 10303, '/>yet': 10304, '1940s': 10305, '80s,': 10306, 'accents,': 10307, 'actresses,': 10308, 'adaptation.': 10309, 'adaption': 10310, 'admiration': 10311, 'afterwards.': 10312, 'allan': 10313, 'arc': 10314, 'assortment': 10315, 'atrocious,': 10316, 'august': 10317, 'automatic': 10318, 'awareness': 10319, 'awful!': 10320, 'b-movies': 10321, 'band.': 10322, 'barney': 10323, 'barrel': 10324, 'bats': 10325, 'benny': 10326, 'betrayal': 10327, 'betrayed': 10328, 'black-and-white': 10329, 'blaise': 10330, 'blandings': 10331, 'bless': 10332, 'bloom': 10333, 'brat': 10334, 'bridges': 10335, 'busey': 10336, 'campus': 10337, 'care,': 10338, 'cedric': 10339, 'chaotic': 10340, 'characterisation': 10341, 'chases,': 10342, 'chevy': 10343, 'china,': 10344, 'chip': 10345, 'clay': 10346, 'climbs': 10347, 'clothes.': 10348, 'columbia': 10349, 'complications': 10350, 'composition': 10351, 'concentrates': 10352, 'consisted': 10353, 'context.': 10354, 'continuously': 10355, 'contrived,': 10356, 'convict': 10357, 'cooking': 10358, 'cover.': 10359, 'cow': 10360, 'cracks': 10361, \"craven's\": 10362, 'croc': 10363, 'crooked': 10364, 'crosby': 10365, 'cushing': 10366, 'dad.': 10367, 'dance.': 10368, 'dealer': 10369, 'deliver.': 10370, 'desert.': 10371, 'differently': 10372, 'dillinger': 10373, 'directors.': 10374, 'disgusting.': 10375, 'diversity': 10376, 'drugs.': 10377, 'drum': 10378, 'duck': 10379, \"eastwood's\": 10380, 'embarrass': 10381, 'enhances': 10382, 'era.<br': 10383, 'ernest': 10384, 'extraordinarily': 10385, 'face.<br': 10386, 'fame,': 10387, 'far-fetched': 10388, 'ferrell': 10389, 'field,': 10390, 'fight.': 10391, 'filming.': 10392, 'fires': 10393, 'first-time': 10394, 'fluff': 10395, 'forced.': 10396, 'forward.': 10397, 'frankenstein': 10398, 'freaked': 10399, 'gay.': 10400, 'ghastly': 10401, 'gorgeous,': 10402, 'gorilla': 10403, 'gypsy': 10404, 'handicapped': 10405, 'happenings': 10406, 'hawn': 10407, 'heroes,': 10408, 'holes.': 10409, 'howling': 10410, 'idea.<br': 10411, 'incidental': 10412, 'influential': 10413, 'interestingly': 10414, 'iq': 10415, 'issues.': 10416, 'iturbi': 10417, 'jo': 10418, 'journey.': 10419, 'killers,': 10420, 'knack': 10421, 'largest': 10422, 'leave,': 10423, 'lighthearted': 10424, 'likeable': 10425, 'lindsey': 10426, 'lindy': 10427, 'lola': 10428, 'lowe': 10429, 'luckily,': 10430, 'macdonald': 10431, 'machine,': 10432, 'mama': 10433, 'manipulated': 10434, 'manipulation': 10435, 'marrying': 10436, 'marvin': 10437, 'meaning,': 10438, 'meantime,': 10439, 'miraculously': 10440, \"miyazaki's\": 10441, 'mockery': 10442, 'moderately': 10443, 'motel': 10444, 'motorcycle': 10445, 'murders.': 10446, 'name)': 10447, 'nerves': 10448, 'newman': 10449, 'noting': 10450, 'ordeal': 10451, 'oscar,': 10452, 'ostensibly': 10453, 'overall.': 10454, \"parents'\": 10455, 'pauline': 10456, 'pen': 10457, 'perceived': 10458, 'personality,': 10459, 'perverse': 10460, 'photograph': 10461, 'plot:': 10462, 'plots,': 10463, 'product.': 10464, 'profoundly': 10465, 'prolonged': 10466, 'prone': 10467, 'protest': 10468, 'psyche': 10469, 'races': 10470, 'randall': 10471, 'rapid': 10472, 'ravishing': 10473, 're': 10474, 'reason.<br': 10475, 'relied': 10476, 'revolution,': 10477, 'richly': 10478, 'rotting': 10479, 'runaway': 10480, 'satisfying.': 10481, 'scale.': 10482, 'scarlett': 10483, 'scheming': 10484, 'schneider': 10485, 'seventh': 10486, 'shah': 10487, 'ship,': 10488, 'shock,': 10489, 'singing,': 10490, 'slew': 10491, 'slim': 10492, 'slips': 10493, 'smile.': 10494, 'spectacular.': 10495, 'spotted': 10496, 'stephanie': 10497, 'stern': 10498, 'strengths': 10499, 'stumbling': 10500, 'substance,': 10501, 'suck.': 10502, 'taboo': 10503, 'tacked': 10504, 'tastes': 10505, 'teacher,': 10506, 'themes.': 10507, 'theodore': 10508, 'thirties': 10509, 'tierney': 10510, 'tobe': 10511, 'tolerate': 10512, 'torment': 10513, 'toxic': 10514, 'transparent': 10515, 'traveled': 10516, 'turn.': 10517, 'unattractive': 10518, 'unclear': 10519, 'unconvincing.': 10520, 'undercover': 10521, 'underwear': 10522, 'unimaginative': 10523, 'unstable': 10524, 'upbeat': 10525, 'update': 10526, 'vapid': 10527, 'vargas': 10528, 'vincenzo': 10529, 'vivian': 10530, 'want.': 10531, 'waste.': 10532, 'we,': 10533, 'wedding.': 10534, 'wings': 10535, 'woke': 10536, 'yell': 10537, 'zelah': 10538, '\"bad\"': 10539, '\"happy': 10540, '\"horror\"': 10541, '\"on': 10542, '\"red': 10543, '(christopher': 10544, '/>**': 10545, '/>2)': 10546, '/>anyone': 10547, '/>besides': 10548, '/>directed': 10549, \"/>here's\": 10550, '/>paul': 10551, '/>which': 10552, '11,': 10553, '1933': 10554, '1945': 10555, '1978': 10556, 'actions,': 10557, 'adele': 10558, 'admirer': 10559, 'alienate': 10560, 'alone.<br': 10561, 'amazon': 10562, 'ambiance': 10563, 'any.': 10564, 'approach,': 10565, 'arty': 10566, 'authenticity': 10567, 'babes': 10568, 'baron': 10569, 'beetle': 10570, 'behaves': 10571, 'bert': 10572, 'betrays': 10573, 'biopic': 10574, 'blessed': 10575, 'bosses': 10576, 'bothering': 10577, 'boundaries': 10578, 'boyfriend.': 10579, 'brunette': 10580, 'bury': 10581, 'cameraman': 10582, \"can't.\": 10583, 'cap': 10584, 'carnage': 10585, 'casually': 10586, 'chamberlain': 10587, 'chock': 10588, 'chops': 10589, 'christmas,': 10590, 'church.': 10591, 'cinematographic': 10592, 'circles': 10593, \"city's\": 10594, 'cocaine': 10595, 'cockney': 10596, 'coke': 10597, 'colleague': 10598, 'combs': 10599, 'conductor': 10600, 'conflict,': 10601, 'constraints': 10602, 'cook,': 10603, 'cop.': 10604, 'copy,': 10605, 'counted': 10606, 'course)': 10607, 'cry,': 10608, 'cyborg': 10609, 'czech': 10610, 'daisy': 10611, 'dangers': 10612, 'delve': 10613, 'dental': 10614, 'derived': 10615, 'distinguished': 10616, 'dodgy': 10617, 'dollars.': 10618, 'doyle': 10619, 'dreaming': 10620, 'edmund': 10621, 'elder': 10622, 'elevate': 10623, 'ended.': 10624, 'expand': 10625, 'fabric': 10626, 'factor.': 10627, 'fame.': 10628, 'fate.': 10629, 'favorite,': 10630, 'fiend': 10631, 'fifties': 10632, 'fights,': 10633, 'film-making,': 10634, 'filming,': 10635, 'filmmaker.': 10636, 'finely': 10637, 'flipping': 10638, 'format.': 10639, 'found.': 10640, 'frog': 10641, 'fuss': 10642, 'garfield': 10643, 'gathered': 10644, 'genetic': 10645, 'gestures': 10646, 'goals': 10647, 'golf': 10648, 'gordon,': 10649, 'government,': 10650, 'grave.': 10651, 'grisly': 10652, 'guy\"': 10653, 'happiness.': 10654, 'hayes': 10655, 'house\"': 10656, 'huge,': 10657, 'hugo': 10658, 'humanity,': 10659, 'imitating': 10660, 'interpretations': 10661, 'it´s': 10662, 'joint': 10663, 'jolie': 10664, 'keanu': 10665, 'kinski': 10666, 'lacking.': 10667, 'leaps': 10668, 'license': 10669, 'long.<br': 10670, 'looking.': 10671, 'lopez': 10672, 'lovers.': 10673, 'lucio': 10674, 'madeleine': 10675, 'mail': 10676, 'mexico.': 10677, 'mister': 10678, 'mobster': 10679, \"mom's\": 10680, 'monologue': 10681, 'monotonous': 10682, 'mood,': 10683, \"moore's\": 10684, 'morals': 10685, 'motions': 10686, 'mythology': 10687, 'natural.': 10688, 'needlessly': 10689, 'networks': 10690, 'nifty': 10691, 'nightmare.': 10692, 'non-existent.': 10693, 'notions': 10694, 'observations': 10695, 'opportunity.': 10696, 'order,': 10697, 'originals': 10698, 'outside,': 10699, 'pairing': 10700, 'periods': 10701, 'pirates': 10702, 'played.': 10703, 'playing.': 10704, 'politician': 10705, 'preaching': 10706, 'prevented': 10707, 'products': 10708, 'profanity': 10709, 'progression': 10710, 'protecting': 10711, 'psychiatric': 10712, 'puzzled': 10713, 'quirky,': 10714, 'ram': 10715, 'rampage': 10716, 'realism.': 10717, 'recommend.': 10718, 'recreate': 10719, 'redford': 10720, 'reluctantly': 10721, 'return.': 10722, 'revive': 10723, 'rider': 10724, 'road,': 10725, 'robbers': 10726, 'rourke': 10727, 'sacrifices': 10728, 'safe,': 10729, 'sale': 10730, 'sci-fi,': 10731, 'scientist,': 10732, 'screenplays': 10733, 'scripting': 10734, 'seat.': 10735, 'secret.': 10736, 'sections': 10737, 'seems.': 10738, 'segment,': 10739, 'session': 10740, 'shamelessly': 10741, 'shocking,': 10742, 'show\"': 10743, 'slam': 10744, 'slashers': 10745, 'slaves': 10746, 'slows': 10747, 'snowman': 10748, 'someone.': 10749, 'sometimes.': 10750, 'sore': 10751, 'spider': 10752, 'spitting': 10753, 'spotlight': 10754, 'stepped': 10755, 'stereotyped': 10756, 'stones': 10757, 'stop.': 10758, 'straight-to-video': 10759, 'structure.': 10760, 'student,': 10761, 'stupidity.': 10762, 'succession': 10763, 'suit.': 10764, 'surpasses': 10765, 'surprises.': 10766, 'sweeping': 10767, 'swiss': 10768, 'tapes': 10769, 'targets': 10770, 'terms.': 10771, 'thinking?': 10772, 'thurman': 10773, 'today.<br': 10774, 'tone.': 10775, \"town's\": 10776, 'trains': 10777, 'trash,': 10778, 'tricked': 10779, 'universe.': 10780, 'unnecessary.': 10781, 'up:': 10782, 'urgency': 10783, 'use.': 10784, 'used.': 10785, 'version.<br': 10786, 'vet': 10787, 'victim,': 10788, \"victoria's\": 10789, 'watcher': 10790, 'weekend.': 10791, 'whatever,': 10792, 'wholesome': 10793, 'widower': 10794, 'willingly': 10795, 'wine': 10796, 'wood,': 10797, 'zorro': 10798, '!!!': 10799, '\"an': 10800, '\"hollywood': 10801, '\"midnight': 10802, '(did': 10803, '(whom': 10804, '/>5.': 10805, '/>eye': 10806, '/>take': 10807, '/>unless': 10808, '10.<br': 10809, '18th': 10810, '1970': 10811, \"70's.\": 10812, '9.': 10813, ';': 10814, 'aboard': 10815, 'abundance': 10816, 'achieving': 10817, 'addict': 10818, 'advances': 10819, 'advice,': 10820, 'aftermath': 10821, 'ages,': 10822, 'all)': 10823, 'all?': 10824, 'alternately': 10825, 'amateurish.': 10826, 'appealing.': 10827, 'artist.': 10828, 'astonishingly': 10829, 'awards.': 10830, 'bach': 10831, 'ball.': 10832, 'beach,': 10833, 'benoit': 10834, 'billion': 10835, 'bodies,': 10836, 'boost': 10837, 'burial': 10838, 'bursts': 10839, 'characters;': 10840, 'chiba': 10841, 'chuckles': 10842, 'circumstances,': 10843, 'cliffhanger': 10844, 'clone': 10845, 'clutter': 10846, 'coal': 10847, 'collecting': 10848, 'comeback': 10849, 'comment,': 10850, 'confirmed': 10851, 'conflicted': 10852, 'consideration': 10853, 'contemplate': 10854, 'courageous': 10855, 'cultures': 10856, 'dangerously': 10857, 'darkly': 10858, 'desired.': 10859, 'detached': 10860, 'diego': 10861, 'diner': 10862, 'disappointing,': 10863, 'disaster,': 10864, 'discernible': 10865, 'distinction': 10866, 'distorted': 10867, 'division': 10868, 'dopey': 10869, 'downbeat': 10870, 'dreadful,': 10871, 'dreadfully': 10872, 'echo': 10873, 'element,': 10874, 'empathize': 10875, 'enchanting': 10876, 'end!': 10877, 'engine': 10878, 'ensues': 10879, 'epic,': 10880, 'espionage': 10881, 'existential': 10882, 'existing': 10883, 'expanded': 10884, 'families,': 10885, 'fanatic': 10886, 'faye': 10887, 'feature-length': 10888, 'finale,': 10889, 'fixed': 10890, 'flamboyant': 10891, 'flames': 10892, 'fleeting': 10893, 'frat': 10894, 'fulfilling': 10895, 'functions': 10896, 'funky': 10897, 'furniture': 10898, 'fuzzy': 10899, 'gamut': 10900, 'garnered': 10901, 'gear': 10902, 'gena': 10903, 'germany.': 10904, 'gig': 10905, 'glance': 10906, 'goldsworthy': 10907, 'gorgeous.': 10908, 'government.': 10909, 'graduate': 10910, 'grips': 10911, \"harry's\": 10912, 'heard.': 10913, 'heaven,': 10914, 'henchman': 10915, 'hesitate': 10916, 'his/her': 10917, 'holt': 10918, 'hooked.': 10919, 'humans.': 10920, 'hunky': 10921, 'icons': 10922, 'idealistic': 10923, 'illustrates': 10924, 'imagery,': 10925, 'imagine.': 10926, 'immersed': 10927, 'inaccuracies': 10928, 'is...': 10929, \"its'\": 10930, \"john's\": 10931, 'jolly': 10932, \"jones'\": 10933, 'knights': 10934, 'korea': 10935, 'laboratory': 10936, 'lampoon': 10937, 'lara': 10938, 'laser': 10939, 'lewis,': 10940, 'library.': 10941, 'lists': 10942, 'lo': 10943, 'loss.': 10944, 'lurid': 10945, 'lyrical': 10946, 'madison': 10947, 'mans': 10948, 'many.': 10949, 'marred': 10950, 'masterson': 10951, 'meal': 10952, 'men\"': 10953, \"michael's\": 10954, 'midget': 10955, 'mischievous': 10956, 'mole': 10957, 'moon\"': 10958, 'movie!!': 10959, 'movie),': 10960, 'muscular': 10961, 'music.<br': 10962, 'myrtle': 10963, 'narration,': 10964, 'narrative.': 10965, 'nuanced': 10966, 'observe': 10967, 'operate': 10968, 'orlando': 10969, 'outta': 10970, 'overboard': 10971, 'paper,': 10972, 'patty': 10973, 'perceive': 10974, 'performances.<br': 10975, 'pia': 10976, 'placement': 10977, 'plays,': 10978, 'poe': 10979, 'poke': 10980, 'potent': 10981, 'practicing': 10982, 'preacher': 10983, 'precise': 10984, 'prevalent': 10985, 'programme': 10986, 'promise,': 10987, 'proverbial': 10988, 'purposes': 10989, 'raunchy': 10990, 'razor': 10991, 'real.<br': 10992, 'recalls': 10993, 'recovering': 10994, 'regain': 10995, 'replies': 10996, 'requisite': 10997, 'resolve': 10998, 'respond': 10999, 'rests': 11000, 'rivalry': 11001, 'rivals': 11002, 'robbing': 11003, 'robotic': 11004, 'routines': 11005, 'sake,': 11006, 'scenarios': 11007, 'screaming,': 11008, 'scriptwriter': 11009, 'seats': 11010, 'services': 11011, 'seth': 11012, 'sexuality,': 11013, 'shady': 11014, 'shakespearean': 11015, 'shawn': 11016, 'sight.': 11017, \"sinatra's\": 11018, 'sincerity': 11019, 'singing.': 11020, 'sisters,': 11021, 'sitcoms': 11022, 'sky.': 11023, 'slipped': 11024, 'sorry.': 11025, 'sounds,': 11026, 'spelled': 11027, \"spielberg's\": 11028, 'spontaneous': 11029, 'stadium': 11030, 'strikingly': 11031, 'structured': 11032, 'studio.': 11033, 'stupidest': 11034, 'submit': 11035, 'subtitles.': 11036, 'successful,': 11037, 'successful.': 11038, 'system,': 11039, 'taker': 11040, 'tape,': 11041, 'teenager.': 11042, 'ten,': 11043, \"that'll\": 11044, 'there!': 11045, 'these,': 11046, 'things.<br': 11047, 'things:': 11048, 'time;': 11049, 'tolerance': 11050, 'tomb': 11051, 'train,': 11052, 'tramp': 11053, 'treasure.': 11054, 'truths': 11055, 'tunnel': 11056, 'twists.': 11057, 'vignettes': 11058, 'vision.': 11059, 'walk,': 11060, 'wedding,': 11061, 'wee': 11062, 'where,': 11063, 'whimsical': 11064, 'whites': 11065, 'window,': 11066, 'wrongly': 11067, 'yells': 11068, '\"but': 11069, '\"hey': 11070, '\"mystery': 11071, '\"return': 11072, \"'n'\": 11073, \"'s\": 11074, '(voiced': 11075, '(which,': 11076, '(without': 11077, '(yes': 11078, '...<br': 11079, '/>4': 11080, '/>9/10': 11081, '/>given': 11082, '/>highly': 11083, '/>more': 11084, '/>watching': 11085, '101': 11086, '3-d': 11087, '4)': 11088, '700': 11089, '9/10.': 11090, 'abu': 11091, 'academic': 11092, 'achievements': 11093, 'add,': 11094, 'adopt': 11095, 'ads': 11096, 'agent.': 11097, 'ahead.': 11098, 'ambiguity': 11099, 'amoral': 11100, 'and...': 11101, 'animations': 11102, 'anime,': 11103, 'answering': 11104, 'appeal,': 11105, 'applause': 11106, 'approach.': 11107, 'area,': 11108, 'asia': 11109, 'asleep.': 11110, 'assist': 11111, 'astounding': 11112, 'attack,': 11113, 'attack.': 11114, \"author's\": 11115, 'beard': 11116, 'believed.': 11117, 'beware': 11118, 'bias': 11119, 'bimbo': 11120, 'bites': 11121, 'bloke': 11122, 'board,': 11123, 'bombed': 11124, 'bonham': 11125, 'booker': 11126, 'borderline': 11127, 'both,': 11128, 'brave,': 11129, 'brit': 11130, 'brutal,': 11131, 'bunch.': 11132, 'bye': 11133, 'capitalize': 11134, 'capt.': 11135, 'captive': 11136, 'cemetery': 11137, \"chan's\": 11138, 'changes.': 11139, 'chloe': 11140, 'choke': 11141, 'clarence': 11142, 'clark,': 11143, 'classic.<br': 11144, 'click': 11145, 'colman': 11146, 'color.': 11147, 'come.<br': 11148, 'comical.': 11149, 'compliment': 11150, 'concentration': 11151, 'confirm': 11152, 'confronting': 11153, 'confused.': 11154, 'connecting': 11155, 'conniving': 11156, 'corporation': 11157, 'coverage': 11158, 'coward': 11159, 'cringing': 11160, 'crowd.': 11161, 'crude,': 11162, 'culminating': 11163, 'dash': 11164, 'deadpan': 11165, 'deaths.': 11166, 'deed': 11167, 'didnt': 11168, 'disgruntled': 11169, 'drastically': 11170, 'easily.': 11171, 'eliminate': 11172, 'embarrassing.': 11173, 'emmy': 11174, 'ended,': 11175, 'entertained,': 11176, 'exudes': 11177, 'eyed': 11178, 'features,': 11179, 'feelings,': 11180, 'fighting.': 11181, 'find,': 11182, 'fleet': 11183, 'ford,': 11184, 'france.': 11185, 'freed': 11186, 'full-length': 11187, 'gaining': 11188, 'gently': 11189, 'geoffrey': 11190, 'georgia': 11191, 'gino': 11192, 'gladly': 11193, 'goodbye': 11194, 'gooding': 11195, 'grandpa': 11196, 'grating': 11197, 'grim,': 11198, 'groove': 11199, 'groundbreaking': 11200, 'gruff': 11201, 'guided': 11202, 'hard-boiled': 11203, 'harris,': 11204, 'harron': 11205, 'hector': 11206, 'high-school': 11207, 'him;': 11208, 'hiring': 11209, 'honesty,': 11210, 'hooper': 11211, 'hurting': 11212, 'huston': 11213, 'illustrated': 11214, 'impressed.': 11215, 'inconsistencies': 11216, 'inherited': 11217, 'inside,': 11218, 'integrated': 11219, 'intelligently': 11220, 'islands': 11221, 'it.\"': 11222, 'it?<br': 11223, 'juan': 11224, 'kells': 11225, 'kiddie': 11226, 'known.': 11227, 'latino': 11228, 'lawyer,': 11229, 'liz': 11230, 'loner': 11231, 'longtime': 11232, 'looney': 11233, 'lovingly': 11234, 'lynch,': 11235, 'mack': 11236, 'marcel': 11237, 'marine': 11238, 'mary,': 11239, 'matching': 11240, 'matters.': 11241, 'me).': 11242, 'meek': 11243, 'memories.': 11244, 'mentioned.': 11245, 'merry': 11246, 'middle,': 11247, 'minute,': 11248, 'mira': 11249, 'moron': 11250, 'most.': 11251, \"murphy's\": 11252, 'mysterious,': 11253, 'nailed': 11254, 'nasty,': 11255, 'occasions': 11256, 'officials': 11257, 'opposition': 11258, 'organization': 11259, 'others)': 11260, 'ounce': 11261, 'outside.': 11262, 'padded': 11263, \"paul's\": 11264, 'peace.': 11265, 'pierre': 11266, 'pizza': 11267, 'point?': 11268, 'pokes': 11269, 'porn.': 11270, 'presumed': 11271, 'prevents': 11272, 'process,': 11273, 'pursues': 11274, 'qualities.': 11275, 'reagan': 11276, 'register': 11277, 'render': 11278, 'respectively.': 11279, 'responds': 11280, 'retain': 11281, 'rhyme': 11282, 'ridden': 11283, 'rodney': 11284, 'rogue': 11285, 'roll.': 11286, 'romances': 11287, 'romanian': 11288, 'rushes': 11289, 'saddest': 11290, 'salesman': 11291, 'saying.': 11292, 'sentenced': 11293, 'shameful': 11294, 'shotgun': 11295, 'shown,': 11296, 'simpler': 11297, 'skimpy': 11298, 'skipping': 11299, 'slater': 11300, 'smug': 11301, 'snippets': 11302, 'societal': 11303, 'spade': 11304, 'spreading': 11305, 'stalks': 11306, 'stations': 11307, 'steamy': 11308, 'stinks.': 11309, 'submarine': 11310, 'suicide,': 11311, 'swearing': 11312, 'table,': 11313, 'tasks': 11314, 'tech': 11315, 'temper': 11316, 'terminator': 11317, 'tess': 11318, 'thankful': 11319, 'this;': 11320, 'tolerable': 11321, 'tones': 11322, 'torch': 11323, 'toss': 11324, 'touching.': 11325, 'transcends': 11326, 'transferred': 11327, 'trauma': 11328, 'travis': 11329, 'trilogy,': 11330, 'unborn': 11331, 'universe,': 11332, 'unlucky': 11333, 'unnecessary,': 11334, 'unravel': 11335, 'vampire,': 11336, 'vengeful': 11337, 'victim.': 11338, 'visceral': 11339, 'voodoo': 11340, 'walken,': 11341, 'way:': 11342, 'weary': 11343, 'wise,': 11344, 'wit,': 11345, 'worked,': 11346, 'woven': 11347, 'wrong?': 11348, 'ww2': 11349, 'yourself.<br': 11350, 'zero.': 11351, '\"look': 11352, '\"special': 11353, '\"well,': 11354, '\"what\\'s': 11355, '(jack': 11356, '(still': 11357, '(tom': 11358, '/>****': 11359, '/>and,': 11360, '/>being': 11361, '/>michael': 11362, '/>none': 11363, '/>sadly,': 11364, '/>tom': 11365, '1000': 11366, '1987': 11367, '2008': 11368, \"40's\": 11369, '70s.': 11370, 'acquire': 11371, 'addresses': 11372, 'addressing': 11373, 'affair,': 11374, 'afternoon.': 11375, 'agree.': 11376, 'aircraft': 11377, 'allied': 11378, 'analyze': 11379, 'anchors': 11380, 'anti': 11381, 'anything.<br': 11382, 'appears,': 11383, 'approximately': 11384, 'arnie': 11385, 'asset': 11386, 'attributed': 11387, 'bartender': 11388, 'beth': 11389, 'bing': 11390, 'blends': 11391, 'bomb.': 11392, 'boot': 11393, 'boots': 11394, 'boss.': 11395, 'break,': 11396, 'breakdown': 11397, 'breakthrough': 11398, 'breathe': 11399, 'brush': 11400, 'burden': 11401, 'byron': 11402, 'canceled': 11403, 'candle': 11404, 'candy:': 11405, 'caprica': 11406, 'career.<br': 11407, 'caron': 11408, 'case.<br': 11409, 'cases,': 11410, 'celebrities': 11411, 'chamber': 11412, 'chemistry.': 11413, 'classics.': 11414, 'clockwork': 11415, 'co-worker': 11416, 'collette': 11417, 'commentary.': 11418, 'concludes': 11419, 'conduct': 11420, 'consisting': 11421, 'cowardly': 11422, 'dafoe': 11423, 'daria': 11424, 'darkness.': 11425, 'deborah': 11426, 'dedication': 11427, 'defines': 11428, 'delirious': 11429, 'destructive': 11430, 'diabolical': 11431, 'diary': 11432, 'disjointed,': 11433, 'disorder': 11434, 'dive': 11435, 'dodge': 11436, 'dogs,': 11437, 'dom': 11438, 'dragons': 11439, 'dreamed': 11440, 'drivel.': 11441, 'dunst': 11442, 'dynamite': 11443, 'easy,': 11444, 'employees': 11445, 'engagement': 11446, 'ensuing': 11447, 'eponymous': 11448, 'exceedingly': 11449, 'excitement,': 11450, 'exposes': 11451, 'exposing': 11452, 'fails.': 11453, 'faux': 11454, 'fear.': 11455, 'feared': 11456, 'female,': 11457, 'fierce': 11458, 'films)': 11459, 'flip': 11460, 'force,': 11461, 'framing': 11462, 'freedom,': 11463, 'generation.': 11464, 'god!': 11465, 'gold.': 11466, 'good;': 11467, 'hairy': 11468, 'handsome,': 11469, 'hans': 11470, 'hardest': 11471, 'harilal': 11472, 'hayworth': 11473, 'helena': 11474, 'hockey': 11475, 'honest.': 11476, 'hot.': 11477, 'hum': 11478, 'hypnotic': 11479, 'identities': 11480, 'idol': 11481, 'imply': 11482, 'india.': 11483, 'indulge': 11484, 'influences': 11485, 'informative': 11486, 'insane.': 11487, 'insanely': 11488, 'insert': 11489, 'insisted': 11490, 'into,': 11491, \"it'd\": 11492, 'jealousy': 11493, 'jigsaw': 11494, 'johnson,': 11495, 'kenny': 11496, 'know?': 11497, 'knows.': 11498, 'launched': 11499, 'lawn': 11500, 'lens': 11501, 'lifelong': 11502, 'made!': 11503, 'madman': 11504, 'make,': 11505, 'mandatory': 11506, 'marx': 11507, 'mates': 11508, 'may,': 11509, 'me:': 11510, 'meadows': 11511, 'miami': 11512, 'miller,': 11513, 'missing,': 11514, 'mocking': 11515, 'monks': 11516, 'motion,': 11517, 'mourning': 11518, 'mutated': 11519, 'myra': 11520, 'naval': 11521, 'nicely.': 11522, 'noam': 11523, 'norris': 11524, 'noted,': 11525, 'nowadays,': 11526, 'nutty': 11527, 'obscene': 11528, 'october': 11529, 'of.<br': 11530, 'offensive,': 11531, 'olympic': 11532, 'oriental': 11533, 'outlaw': 11534, 'overacts': 11535, 'overwhelmed': 11536, 'page,': 11537, 'palestinian': 11538, 'partial': 11539, 'patriotic': 11540, 'payoff': 11541, 'paz': 11542, 'picture.<br': 11543, 'pilot,': 11544, 'planted': 11545, 'prank': 11546, 'predator': 11547, 'predicted': 11548, 'presentation.': 11549, 'production.<br': 11550, 'promise.': 11551, 'protection': 11552, 'racist,': 11553, 'raid': 11554, 'rapes': 11555, 'really?': 11556, 'regal': 11557, 'relaxing': 11558, 'remarkable.': 11559, 'renders': 11560, 'replay': 11561, 'reportedly': 11562, 'retains': 11563, 'retelling': 11564, 'riders': 11565, 'rodriguez': 11566, 'routine.': 11567, 'rowlands': 11568, 'run-of-the-mill': 11569, 'sales': 11570, 'sammi': 11571, 'sandy': 11572, 'screamed': 11573, 'sea.': 11574, 'secluded': 11575, 'see!': 11576, 'segal': 11577, 'self-centered': 11578, 'self.': 11579, 'semi': 11580, 'seriousness': 11581, 'shepard': 11582, 'shoe': 11583, 'shout': 11584, 'skills,': 11585, 'smallest': 11586, 'smile,': 11587, 'snappy': 11588, 'some.': 11589, 'speak.': 11590, 'spectacular,': 11591, 'spells': 11592, 'spine': 11593, 'spinning': 11594, 'spoilers,': 11595, 'spoofs': 11596, 'spree': 11597, 'stares': 11598, 'stepmother': 11599, 'stiles': 11600, 'stirring': 11601, 'stoic': 11602, 'strange.': 11603, 'stray': 11604, 'streets,': 11605, \"streisand's\": 11606, 'stretches': 11607, 'stretching': 11608, 'sucks,': 11609, 'surprises,': 11610, 'tashan': 11611, 'tenant': 11612, 'thailand': 11613, 'threads': 11614, 'thrills,': 11615, 'track,': 11616, 'traumatized': 11617, 'trendy': 11618, 'trip,': 11619, 'trusted': 11620, 'uneasy': 11621, 'unemployed': 11622, 'universally': 11623, 'vega': 11624, 'villains.': 11625, 'visconti': 11626, 'volumes': 11627, 'warehouse': 11628, 'weirdness': 11629, 'western.': 11630, 'why.<br': 11631, 'witch,': 11632, 'wrestler': 11633, 'x-files': 11634, 'yep,': 11635, '\"man': 11636, '\"of': 11637, '\"sex': 11638, '\"that\\'s': 11639, '(charles': 11640, '/>no,': 11641, '10)': 11642, '1951': 11643, '1973': 11644, '1976': 11645, '26': 11646, '6.': 11647, '95': 11648, 'abortion': 11649, 'absurd,': 11650, 'accompany': 11651, 'acknowledged': 11652, 'adapting': 11653, 'addiction': 11654, 'adequately': 11655, 'admission': 11656, 'ago.<br': 11657, 'aims': 11658, 'ala': 11659, 'aliens,': 11660, 'all-star': 11661, 'allies': 11662, 'anchor': 11663, \"anderson's\": 11664, 'angle,': 11665, 'annoyingly': 11666, 'apollo': 11667, 'appalled': 11668, 'army.': 11669, 'artistically': 11670, 'attempt.': 11671, 'awakens': 11672, 'aztec': 11673, 'backwoods': 11674, 'bash': 11675, 'battle,': 11676, 'believability': 11677, 'believer': 11678, 'bernsen': 11679, 'bigfoot': 11680, 'bitchy': 11681, 'blazing': 11682, 'bout': 11683, 'boyish': 11684, 'brashear': 11685, 'bryan': 11686, 'calculated': 11687, 'candy,': 11688, \"carlito's\": 11689, 'castle.': 11690, 'cause.': 11691, 'cells': 11692, 'certainly,': 11693, 'changed.': 11694, 'cheesiness': 11695, 'cheung': 11696, 'chewing': 11697, 'chocolate': 11698, 'chop': 11699, 'cillian': 11700, 'classified': 11701, 'clumsily': 11702, 'co-wrote': 11703, 'cody': 11704, 'coffin': 11705, 'collaboration': 11706, 'collector': 11707, 'colony': 11708, 'coma': 11709, 'comic-book': 11710, 'commendable': 11711, 'compares': 11712, 'competing': 11713, 'conclusion.<br': 11714, 'connor': 11715, 'cons': 11716, 'contrary,': 11717, 'contrived.': 11718, 'cradle': 11719, 'crass': 11720, 'cuts,': 11721, \"dad's\": 11722, 'damsel': 11723, 'dares': 11724, \"day's\": 11725, 'deal,': 11726, 'deeds': 11727, 'delight.': 11728, 'denver': 11729, 'desk': 11730, 'destruction.': 11731, 'detracts': 11732, 'direction.<br': 11733, 'dirty,': 11734, 'disappearance': 11735, 'disdain': 11736, 'documents': 11737, 'downward': 11738, 'drawings': 11739, 'dripped': 11740, 'dripping': 11741, 'drugged': 11742, 'einstein': 11743, 'elisha': 11744, 'email': 11745, 'employs': 11746, 'epics': 11747, 'even,': 11748, 'explodes': 11749, 'faith.': 11750, 'fashions': 11751, 'fellini': 11752, 'figuring': 11753, 'flop.': 11754, 'forced,': 11755, 'friends.<br': 11756, 'frightening,': 11757, \"fulci's\": 11758, 'future.<br': 11759, 'g': 11760, 'geisha': 11761, 'gem,': 11762, 'gershwin': 11763, 'girlfriends': 11764, 'glenda': 11765, 'glow': 11766, 'go.<br': 11767, 'grady': 11768, 'greta': 11769, 'guardian': 11770, 'haines': 11771, 'hating': 11772, 'he/she': 11773, 'heard,': 11774, 'heart-warming': 11775, 'heavenly': 11776, 'hungarian': 11777, 'hurt.': 11778, 'image,': 11779, 'implies': 11780, 'impossible.': 11781, 'information.': 11782, 'inhabit': 11783, 'inhabited': 11784, 'instead.<br': 11785, 'integral': 11786, 'intentions,': 11787, 'intriguing,': 11788, 'investment': 11789, 'irrational': 11790, 'it!!!': 11791, 'jacket': 11792, 'jan': 11793, 'justification': 11794, 'kareena': 11795, 'katie': 11796, 'kinky': 11797, 'kinnear': 11798, 'knowledge,': 11799, 'knows?': 11800, \"lady's\": 11801, 'laughing,': 11802, 'leader,': 11803, 'lee.': 11804, 'legend,': 11805, 'length,': 11806, 'length.': 11807, 'lent': 11808, 'lightweight': 11809, 'line.<br': 11810, 'lives.<br': 11811, 'location.': 11812, 'locks': 11813, 'loony': 11814, 'loren': 11815, 'loss,': 11816, 'luthor': 11817, 'macmurray': 11818, 'madness,': 11819, 'marginally': 11820, 'marital': 11821, 'masquerading': 11822, 'maurice': 11823, 'mccarthy': 11824, 'melancholy': 11825, 'melodrama.': 11826, 'michaels': 11827, 'middle.': 11828, 'min': 11829, 'mining': 11830, 'monsters,': 11831, 'moss': 11832, 'movie..': 11833, 'muriel': 11834, 'musicals.': 11835, 'must-see.': 11836, 'naked,': 11837, 'natural,': 11838, 'norma': 11839, 'normal,': 11840, 'northam': 11841, 'number,': 11842, 'number.': 11843, 'observing': 11844, 'occurring': 11845, 'oddly,': 11846, 'of)': 11847, 'orchestra': 11848, 'originality.': 11849, 'paris.': 11850, 'percent': 11851, 'perfected': 11852, 'phoenix': 11853, 'playful': 11854, 'playwright': 11855, 'plods': 11856, 'point:': 11857, 'poking': 11858, 'porn,': 11859, 'porter': 11860, 'prehistoric': 11861, 'prestigious': 11862, 'presume': 11863, 'programming': 11864, 'psychologically': 11865, 'quaint': 11866, 'rabid': 11867, 'racism,': 11868, 'ranging': 11869, 'raping': 11870, 're-make': 11871, 'recognise': 11872, 'reputation.': 11873, 'restore': 11874, 'rewrite': 11875, 'rightfully': 11876, 'rogers,': 11877, 'ryan,': 11878, 'sack': 11879, 'sara': 11880, 'scooby-doo': 11881, 'sealed': 11882, 'sensational': 11883, 'sequels.': 11884, 'seriously.<br': 11885, 'sets.': 11886, 'shocking.': 11887, 'shorts,': 11888, 'shouts': 11889, 'sight,': 11890, 'smitten': 11891, 'solving': 11892, 'soprano': 11893, 'soulless': 11894, 'spectacularly': 11895, 'spelling': 11896, 'staging': 11897, 'stalk': 11898, 'staple': 11899, 'stardom': 11900, 'starship': 11901, 'station.': 11902, 'story!': 11903, 'story;': 11904, 'strained': 11905, 'stripped': 11906, 'struggled': 11907, 'subtitled': 11908, 'superfluous': 11909, 'supermarket': 11910, 'supportive': 11911, 'surrounds': 11912, 'tables': 11913, 'talented,': 11914, 'taut': 11915, 'teddy': 11916, 'tedious.': 11917, 'terrible.<br': 11918, 'that).': 11919, 'themselves.<br': 11920, 'these.': 11921, 'timmy': 11922, 'tomorrow': 11923, 'touch,': 11924, 'trailer.': 11925, 'train.': 11926, 'transform': 11927, 'travolta': 11928, 'type.': 11929, 'unbearably': 11930, 'understandably': 11931, 'unnatural': 11932, 'uptight': 11933, 'valerie': 11934, 'vera': 11935, 'violently': 11936, 'waits': 11937, 'warden': 11938, 'warning:': 11939, 'warped': 11940, 'was!': 11941, 'watch!': 11942, 'well;': 11943, 'what.': 11944, 'wicker': 11945, 'wondrous': 11946, 'worth,': 11947, 'wrath': 11948, 'writers.': 11949, 'yearning': 11950, '\"baby': 11951, '\"before': 11952, '\"evil': 11953, '\"hero\"': 11954, '\"home': 11955, '\"le': 11956, '\"no,': 11957, '\"our': 11958, '\"plan': 11959, '\"there\\'s': 11960, '\"war': 11961, \"'80s\": 11962, \"(he's\": 11963, '/>1/10': 11964, '/>3': 11965, '/>go': 11966, '/>next': 11967, '/>secondly,': 11968, '/>still': 11969, '/>things': 11970, '/>three': 11971, '/>without': 11972, '10!': 11973, '1994': 11974, '7,': 11975, '70s,': 11976, '73': 11977, '85': 11978, \"90's.\": 11979, 'ability,': 11980, 'abstract': 11981, 'acclaim': 11982, 'afternoon,': 11983, 'alexandra': 11984, 'alright.': 11985, 'angry.': 11986, 'anguish': 11987, 'annual': 11988, 'anyhow,': 11989, 'anywhere,': 11990, 'apologize': 11991, 'architect': 11992, 'arkin': 11993, \"austen's\": 11994, 'author,': 11995, 'authors': 11996, 'ballroom': 11997, 'bart': 11998, 'basil': 11999, 'battlefield': 12000, 'bauer': 12001, 'begin.': 12002, 'begins,': 12003, \"ben's\": 12004, 'blah,': 12005, 'blending': 12006, 'blinded': 12007, 'blockbusters': 12008, 'bond,': 12009, 'bonding': 12010, 'boogie': 12011, 'branch': 12012, 'breathtaking.': 12013, 'brent': 12014, 'brick': 12015, 'brilliant!': 12016, 'brilliant.<br': 12017, 'brink': 12018, 'buddy,': 12019, 'but...': 12020, 'buttons': 12021, 'california,': 12022, 'cancelled': 12023, 'cathy': 12024, 'cbc': 12025, 'changed,': 12026, \"cinema's\": 12027, 'classic!': 12028, 'classmates': 12029, 'clean,': 12030, 'clever.': 12031, 'clichéd,': 12032, 'co': 12033, 'cocktail': 12034, 'cocky': 12035, 'colonial': 12036, 'comedy?': 12037, 'compassionate': 12038, 'confirms': 12039, 'confusion,': 12040, 'connects': 12041, 'contend': 12042, 'converted': 12043, 'coppola': 12044, 'counterpart': 12045, 'countries.': 12046, 'creature,': 12047, 'crispin': 12048, 'criticisms': 12049, 'crooks': 12050, 'crop': 12051, 'crummy': 12052, 'cunningham': 12053, 'dani': 12054, 'darius': 12055, 'dated.': 12056, 'daylight': 12057, 'death\"': 12058, 'decapitated': 12059, 'della': 12060, 'demonstration': 12061, 'denouement': 12062, 'department,': 12063, 'destination': 12064, 'detective.': 12065, 'different.<br': 12066, 'distinguish': 12067, 'doctor.': 12068, 'doris': 12069, 'doses': 12070, 'download': 12071, 'downtown': 12072, 'drained': 12073, 'dreyfuss': 12074, 'drift': 12075, 'edge,': 12076, 'elmer': 12077, 'elsa': 12078, 'employ': 12079, 'englund': 12080, 'enjoyable.<br': 12081, 'episode.<br': 12082, 'etc...': 12083, 'eternity': 12084, 'ethel': 12085, 'europe.': 12086, 'ewan': 12087, 'exploitative': 12088, 'extras:': 12089, 'facility': 12090, 'fanning': 12091, 'fast-forward': 12092, 'feinstone': 12093, 'fighters': 12094, 'filmmakers,': 12095, 'flavia': 12096, 'fondness': 12097, 'foreboding': 12098, 'formidable': 12099, 'game.<br': 12100, 'get,': 12101, 'goods': 12102, 'grain': 12103, 'graveyard': 12104, 'hardships': 12105, 'hate.': 12106, 'heap': 12107, 'hedy': 12108, 'hepburn': 12109, 'her!': 12110, 'here!': 12111, 'hes': 12112, 'high-tech': 12113, 'hilarious.<br': 12114, 'homosexuality': 12115, 'hopeful': 12116, 'horror.<br': 12117, 'hostage': 12118, 'hottest': 12119, \"howard's\": 12120, 'identity,': 12121, 'idiot.': 12122, \"imdb's\": 12123, 'imperial': 12124, 'impressions': 12125, 'incest': 12126, 'inch': 12127, 'incorporate': 12128, 'industry,': 12129, 'informer': 12130, 'inherently': 12131, 'inject': 12132, 'innocent,': 12133, 'insane,': 12134, 'inspires': 12135, 'intellectually': 12136, 'intends': 12137, 'intense,': 12138, 'intense.': 12139, 'interest.<br': 12140, 'interpret': 12141, 'intrigue,': 12142, 'invent': 12143, 'is;': 12144, 'is?': 12145, 'issue.': 12146, 'jackson,': 12147, 'jewelry': 12148, 'jobs,': 12149, 'johansson': 12150, 'juice': 12151, 'kamal': 12152, 'known,': 12153, 'l': 12154, 'lake.': 12155, 'lansbury': 12156, 'large,': 12157, 'latter,': 12158, 'lecture': 12159, 'lennon': 12160, 'leopold': 12161, 'lighten': 12162, 'limp': 12163, 'love?': 12164, 'lowered': 12165, 'lump': 12166, 'lured': 12167, 'made?': 12168, 'maniacal': 12169, 'mannered': 12170, 'married.': 12171, 'martino': 12172, 'mercifully': 12173, 'mercilessly': 12174, 'micheal': 12175, 'mom.': 12176, 'monica': 12177, 'monumental': 12178, 'murderers': 12179, 'musicals,': 12180, 'natali': 12181, 'neighbor,': 12182, 'nonetheless.': 12183, 'nonsense,': 12184, 'nora': 12185, 'notch.': 12186, 'notice.': 12187, \"o'\": 12188, 'oddball': 12189, 'offense': 12190, 'one).': 12191, 'one;': 12192, 'opposing': 12193, 'optimism': 12194, 'orchestral': 12195, 'originality,': 12196, 'out?': 12197, 'outdoor': 12198, 'overt': 12199, 'overwrought': 12200, \"pacino's\": 12201, 'participation': 12202, 'particular.': 12203, 'pass.': 12204, 'penchant': 12205, 'pieces,': 12206, 'player.': 12207, 'pouring': 12208, 'preserved': 12209, 'priest,': 12210, 'program,': 12211, 'promotional': 12212, 'proudly': 12213, 'rain,': 12214, 'ranges': 12215, 'ranked': 12216, 'rate.': 12217, 'realism,': 12218, 'recreation': 12219, 'reeks': 12220, 'reno': 12221, 'respects': 12222, 'restraint': 12223, 'resume': 12224, 'rko': 12225, 'rugged': 12226, 'sacrificed': 12227, 'sarcasm': 12228, 'satisfaction': 12229, 'satisfactory': 12230, 'satisfied.': 12231, 'scenario.': 12232, 'sequel.<br': 12233, 'sh*t': 12234, 'shaolin': 12235, \"ship's\": 12236, 'shooting.': 12237, 'similar,': 12238, 'sins': 12239, 'skipped': 12240, 'slaughtered': 12241, 'sleep,': 12242, 'slow-motion': 12243, 'small-town': 12244, 'smarter': 12245, 'snipes': 12246, 'sons,': 12247, 'spaceship': 12248, 'spots,': 12249, 'standard,': 12250, 'starters,': 12251, 'states,': 12252, 'stealth': 12253, 'stinker.': 12254, \"stone's\": 12255, 'storytelling,': 12256, 'storytelling.': 12257, 'strain': 12258, 'strangest': 12259, 'stylistic': 12260, 'suggestive': 12261, 'surpassed': 12262, 'symbols': 12263, 'systems': 12264, 'talky': 12265, 'teamed': 12266, \"ted's\": 12267, 'temporary': 12268, 'tensions': 12269, 'theo': 12270, 'theory,': 12271, 'therapy': 12272, 'throwaway': 12273, 'tide': 12274, 'time).': 12275, 'timing,': 12276, 'topped': 12277, 'track.': 12278, 'transitions': 12279, 'travelling': 12280, 'unappealing': 12281, 'underdeveloped': 12282, 'understatement.': 12283, 'up?': 12284, 'vampires.': 12285, 'vaudeville': 12286, 'virtue': 12287, 'visuals.': 12288, 'voting': 12289, 'weaves': 12290, 'welcomed': 12291, 'wilson,': 12292, 'worm': 12293, 'would,': 12294, 'wounds': 12295, 'wright': 12296, 'writer-director': 12297, 'zany': 12298, 'zhang': 12299, 'zoom': 12300, '!<br': 12301, '\"comedy\"': 12302, '\"high': 12303, '$1': 12304, '(actually': 12305, '(ben': 12306, '(daniel': 12307, \"(there's\": 12308, '.the': 12309, '/>apart': 12310, '/>or': 12311, '1944': 12312, '1950': 12313, '1963': 12314, '1977': 12315, '1985': 12316, '1986': 12317, '48': 12318, '500': 12319, \"70's,\": 12320, '8th': 12321, '99%': 12322, ';)': 12323, 'abuse,': 12324, 'adept': 12325, 'again?': 12326, 'ambitions': 12327, 'animators': 12328, 'announces': 12329, 'annoys': 12330, 'antagonist': 12331, 'any,': 12332, 'apocalypse': 12333, 'apple': 12334, 'aptly': 12335, 'artemisia': 12336, 'artful': 12337, 'arts,': 12338, 'aspects.': 12339, 'astronaut': 12340, 'ate': 12341, 'athletic': 12342, 'atmospheric,': 12343, 'atomic': 12344, 'atop': 12345, 'aura': 12346, 'azumi': 12347, 'b-grade': 12348, 'baddie': 12349, 'banana': 12350, 'banks': 12351, 'bathing': 12352, 'batman:': 12353, 'become.': 12354, 'beginning.<br': 12355, 'berenger': 12356, 'bets': 12357, 'better!': 12358, 'better)': 12359, 'billing': 12360, 'biological': 12361, 'bishop': 12362, 'blondell': 12363, 'boarding': 12364, 'boards': 12365, 'boat.': 12366, 'bonds': 12367, 'boot.': 12368, 'bore.': 12369, \"brando's\": 12370, 'bruckheimer': 12371, 'btk': 12372, 'bubble': 12373, 'bucket': 12374, 'bullies': 12375, 'butchered': 12376, 'cage,': 12377, 'careers.': 12378, 'carlito': 12379, 'carole': 12380, 'caroline': 12381, 'cgi,': 12382, 'changes,': 12383, 'characterizations': 12384, 'cheat': 12385, 'children.<br': 12386, 'clarity': 12387, 'climate': 12388, 'climatic': 12389, 'clyde': 12390, 'coaster': 12391, 'coburn': 12392, 'competently': 12393, 'complains': 12394, 'complement': 12395, 'conclusions': 12396, 'confederate': 12397, 'confession': 12398, 'consequence': 12399, 'contemplating': 12400, 'cortez': 12401, 'costumes.': 12402, 'countryside,': 12403, 'criminal,': 12404, 'critics,': 12405, 'cunning': 12406, 'cursed': 12407, 'cynicism': 12408, 'darkest': 12409, \"davis'\": 12410, 'declare': 12411, 'declared': 12412, 'delves': 12413, 'demeanor': 12414, 'depardieu': 12415, 'desolate': 12416, 'detroit': 12417, 'di': 12418, 'digs': 12419, 'dim': 12420, 'discount': 12421, 'duchovny': 12422, 'dusty': 12423, 'dwarf': 12424, 'edges': 12425, 'elementary': 12426, 'elsewhere,': 12427, 'enthralling': 12428, 'equals': 12429, 'escapist': 12430, 'etc)': 12431, 'etc.),': 12432, 'evolved': 12433, 'exception,': 12434, 'excitement.': 12435, 'exhibit': 12436, 'existence,': 12437, 'experts': 12438, 'explained,': 12439, 'fare,': 12440, 'fate,': 12441, 'field.': 12442, 'filmmaking': 12443, 'finnish': 12444, 'flee': 12445, 'flirting': 12446, 'fodder': 12447, 'formerly': 12448, 'franchise.': 12449, 'franchot': 12450, 'from?': 12451, 'fur': 12452, 'gannon': 12453, 'garage': 12454, 'gentlemen': 12455, 'ghosts,': 12456, 'girl.<br': 12457, 'godard': 12458, \"goldsworthy's\": 12459, 'good-natured': 12460, 'good?': 12461, 'gory,': 12462, 'gravity': 12463, 'greene': 12464, 'hall,': 12465, 'hanzo': 12466, 'headache': 12467, 'heather': 12468, 'hence,': 12469, 'his,': 12470, 'honorable': 12471, 'housing': 12472, 'impressively': 12473, 'incorrect': 12474, 'insignificant': 12475, 'interpreted': 12476, 'invariably': 12477, 'invest': 12478, 'irresponsible': 12479, 'jail.': 12480, 'jurassic': 12481, 'katherine': 12482, 'keaton,': 12483, 'kilmer': 12484, 'knees': 12485, 'laden': 12486, 'lake,': 12487, 'lane,': 12488, 'lang': 12489, 'law.': 12490, 'layered': 12491, 'legend.': 12492, 'legion': 12493, 'liberty': 12494, 'liked.': 12495, 'locale': 12496, 'looks.': 12497, 'lt.': 12498, 'ludicrously': 12499, 'm': 12500, 'madly': 12501, 'madness.': 12502, 'maintained': 12503, 'makeup,': 12504, \"man'\": 12505, 'marquis': 12506, 'mastermind': 12507, 'maybe.': 12508, 'meanings': 12509, 'meet,': 12510, 'mentor': 12511, 'misplaced': 12512, 'monday': 12513, 'monsters.': 12514, 'monstrous': 12515, 'morons': 12516, 'motion.': 12517, 'mouth,': 12518, 'movie!!!': 12519, 'movie.\"': 12520, 'movies)': 12521, 'movies?': 12522, 'nana': 12523, 'never,': 12524, 'news.': 12525, 'night.<br': 12526, 'non-existent,': 12527, 'nope.': 12528, 'not!': 12529, 'obnoxious,': 12530, 'oprah': 12531, 'overtones': 12532, 'pals': 12533, 'pam': 12534, 'perfectly,': 12535, 'persuade': 12536, 'phantasm': 12537, 'pilot.': 12538, 'plan.': 12539, 'plane,': 12540, 'plane.': 12541, 'popular.': 12542, 'pornographic': 12543, 'portrayal.': 12544, 'powerfully': 12545, 'premiered': 12546, 'primal': 12547, 'professionals': 12548, 'prostitution': 12549, 'public,': 12550, 'queens': 12551, 'rant': 12552, 'rea': 12553, 'read.': 12554, 'reasoning': 12555, 'redeemed': 12556, 'redemption.': 12557, 'registered': 12558, 'relief,': 12559, 'renowned': 12560, 'rental.': 12561, 'reruns': 12562, 'resembled': 12563, 'resorting': 12564, 'revealed.': 12565, 'ripoff': 12566, 'roller-coaster': 12567, 'rooted': 12568, 'row,': 12569, 'russians': 12570, 'sarne': 12571, 'scantily': 12572, 'scarcely': 12573, 'seasons.': 12574, 'seuss': 12575, 'sg-1': 12576, 'shadowy': 12577, 'sharks': 12578, 'sheen': 12579, 'shook': 12580, 'shrink': 12581, 'significantly': 12582, 'sky,': 12583, 'slash': 12584, 'smith.': 12585, 'snap': 12586, 'sordid': 12587, 'sources': 12588, 'sparse': 12589, 'springs': 12590, 'squeeze': 12591, 'stable': 12592, 'stake': 12593, 'stalwart': 12594, 'stepping': 12595, 'subdued': 12596, 'sucked,': 12597, 'supplies': 12598, 'surgeon': 12599, 'surrogate': 12600, 'suspended': 12601, 'suzanne': 12602, 'sympathetic,': 12603, 'table.': 12604, 'take.': 12605, 'talentless': 12606, 'teenager,': 12607, 'temptation': 12608, 'tense,': 12609, 'the,': 12610, 'thorn': 12611, 'throughout.<br': 12612, 'thunder': 12613, 'tina': 12614, 'tired,': 12615, 'twentieth': 12616, 'uncover': 12617, 'unfairly': 12618, 'unfunny.': 12619, 'uniquely': 12620, 'unnamed': 12621, 'untalented': 12622, 'unwittingly': 12623, 'upstairs': 12624, 'versatile': 12625, 'vhs.': 12626, 'vibe': 12627, \"victim's\": 12628, 'vietnam,': 12629, 'viggo': 12630, 'village.': 12631, 'voters': 12632, 'wait.': 12633, 'warhols': 12634, 'warm,': 12635, 'wars\"': 12636, 'waving': 12637, 'way?': 12638, \"wayne's\": 12639, 'weekend,': 12640, 'wherein': 12641, 'wipe': 12642, \"wood's\": 12643, 'worry,': 12644, '\"citizen': 12645, '\"der': 12646, '\"king': 12647, '\"life': 12648, '\"lost': 12649, '\"rob': 12650, '\"scary': 12651, '\"well': 12652, '(along': 12653, '(good': 12654, '(jennifer': 12655, '(remember': 12656, \"(she's\": 12657, '(sorry': 12658, '/>2': 12659, '/>our': 12660, '/>too': 12661, '/>was': 12662, '1969': 12663, '1989': 12664, '5th': 12665, 'ably': 12666, 'aboriginal': 12667, 'across.': 12668, 'act.<br': 12669, 'adored': 12670, 'albert,': 12671, 'answer,': 12672, 'archer': 12673, 'aristocratic': 12674, 'armor': 12675, 'aspect.': 12676, 'assignment': 12677, 'assistance': 12678, 'association': 12679, 'assorted': 12680, 'attractive.': 12681, 'autobiography': 12682, 'away!': 12683, 'awesome!': 12684, 'backdrops': 12685, 'backing': 12686, 'bald': 12687, 'behavior,': 12688, 'beta': 12689, 'billie': 12690, 'bits,': 12691, 'blackmail': 12692, 'bloodbath': 12693, 'blue,': 12694, 'board.': 12695, 'bodyguard': 12696, 'bombing': 12697, 'botched': 12698, 'bowling': 12699, 'bravo': 12700, 'bursting': 12701, 'cable,': 12702, 'cake.': 12703, 'california.': 12704, 'canada,': 12705, 'cannibals': 12706, 'caper': 12707, 'carnival': 12708, 'carpet': 12709, 'cars.': 12710, 'cassie': 12711, 'casted': 12712, 'category,': 12713, 'ceremony': 12714, 'charlie,': 12715, 'cheadle': 12716, 'cheek': 12717, 'china.': 12718, 'choices.': 12719, 'christ,': 12720, 'christie': 12721, 'clearly,': 12722, 'co-written': 12723, 'coarse': 12724, 'coen': 12725, 'cold.': 12726, 'collection,': 12727, 'collins': 12728, 'coming,': 12729, 'companions': 12730, 'conception': 12731, 'consequences.': 12732, 'consummate': 12733, 'context,': 12734, 'continuity,': 12735, 'contrasting': 12736, 'convent': 12737, 'convention': 12738, 'coop': 12739, 'corbin': 12740, 'could,': 12741, 'court,': 12742, 'crater': 12743, 'credibility.': 12744, 'creeps': 12745, 'danced': 12746, 'decade,': 12747, 'decades.': 12748, 'december': 12749, 'decency': 12750, 'declares': 12751, 'degree,': 12752, 'degree.': 12753, 'delia': 12754, 'dern': 12755, 'developments': 12756, 'director.<br': 12757, 'director/writer': 12758, 'disappearing': 12759, 'disease.': 12760, 'documented': 12761, 'douglas,': 12762, 'downfall': 12763, 'draft': 12764, 'drain': 12765, 'drama.<br': 12766, 'economy': 12767, 'eddy': 12768, 'edited,': 12769, 'egg': 12770, 'eldest': 12771, 'elliot': 12772, 'embark': 12773, 'embarks': 12774, 'emerged': 12775, 'emerging': 12776, 'enjoyably': 12777, 'entertains': 12778, 'environment,': 12779, 'erratic': 12780, 'etc.).': 12781, 'everything.<br': 12782, 'exclusive': 12783, 'fable': 12784, 'fail.': 12785, 'fails,': 12786, 'failure,': 12787, 'failures': 12788, 'famous,': 12789, 'fantastically': 12790, 'fateful': 12791, 'fiancée': 12792, 'film\"': 12793, 'films:': 12794, 'flamenco': 12795, 'food.': 12796, 'forgettable,': 12797, 'frightening.': 12798, 'furthermore': 12799, 'geeky': 12800, 'goat': 12801, 'grieving': 12802, 'guarded': 12803, 'guise': 12804, 'happier': 12805, 'harp': 12806, 'heal': 12807, 'heart.<br': 12808, 'helmet': 12809, 'hispanic': 12810, 'hoffman,': 12811, 'hooks': 12812, 'hoover': 12813, 'hopefully,': 12814, 'horse.': 12815, 'how,': 12816, 'humiliating': 12817, 'humphrey': 12818, 'hunter,': 12819, 'imagining': 12820, 'immediately,': 12821, 'impression.': 12822, 'india,': 12823, 'injury': 12824, 'injustice': 12825, 'intellect': 12826, 'interiors': 12827, 'isabel': 12828, 'ivan': 12829, 'jam': 12830, 'january': 12831, 'jerky': 12832, 'jobs.': 12833, 'joking': 12834, 'joshua': 12835, 'jovi': 12836, 'joyous': 12837, 'juicy': 12838, 'kings': 12839, 'kisses': 12840, 'laced': 12841, 'laputa': 12842, 'laugh-out-loud': 12843, 'legs,': 12844, 'level.<br': 12845, 'links': 12846, 'listing': 12847, 'literally,': 12848, 'locales': 12849, 'loudly': 12850, 'lung': 12851, 'madsen': 12852, 'maiden': 12853, 'malevolent': 12854, 'man!': 12855, 'man\",': 12856, 'management': 12857, \"mann's\": 12858, 'martians': 12859, 'masterpiece.<br': 12860, 'media,': 12861, 'melbourne': 12862, 'michel': 12863, 'mission,': 12864, 'months.': 12865, 'movie-making': 12866, 'myriad': 12867, 'names.': 12868, 'natasha': 12869, 'nauseating': 12870, 'needed,': 12871, 'norwegian': 12872, 'nowadays.': 12873, \"o'brien\": 12874, 'olds': 12875, 'operatic': 12876, 'oppressive': 12877, 'owning': 12878, 'pacing.': 12879, 'paper.': 12880, 'parisian': 12881, 'parker,': 12882, 'parodies': 12883, 'patch': 12884, 'paul,': 12885, 'pauses': 12886, 'pertwee': 12887, 'place?': 12888, 'play.<br': 12889, 'players,': 12890, 'plays.': 12891, 'policemen': 12892, 'ponder': 12893, 'portrayed,': 12894, 'posh': 12895, 'postman': 12896, 'practices': 12897, 'praying': 12898, 'preferably': 12899, 'premier': 12900, 'price.': 12901, 'program.': 12902, 'progressed': 12903, 'progressively': 12904, 'prop': 12905, 'propaganda.': 12906, 'purse': 12907, 'q': 12908, 'qualified': 12909, 'quirks': 12910, 'radiation': 12911, 'raving': 12912, 'recipe': 12913, 'reckon': 12914, 'recognised': 12915, 'refusing': 12916, 'remaking': 12917, 'rescues': 12918, 'restless': 12919, 'retirement': 12920, 'revelations': 12921, 'revolution.': 12922, 'revolve': 12923, 'revolver': 12924, 'rights,': 12925, 'roaming': 12926, 'rochester.': 12927, 'roll,': 12928, 'romania': 12929, 'rub': 12930, 'russo': 12931, 'sailors': 12932, \"sandler's\": 12933, 'sans': 12934, 'sasquatch': 12935, 'says.': 12936, 'scarecrows': 12937, 'scarier': 12938, 'scaring': 12939, 'scary.<br': 12940, 'schedule': 12941, 'score:': 12942, 'sensitivity': 12943, 'sentences': 12944, 'series)': 12945, 'shakes': 12946, 'shattered': 12947, 'shaun': 12948, 'shelter': 12949, 'sheridan': 12950, 'sherry': 12951, 'sibling': 12952, 'simplest': 12953, 'sleeper': 12954, 'sneaking': 12955, 'so...': 12956, 'soldiers.': 12957, 'sophistication': 12958, 'sort.': 12959, 'sorta': 12960, 'spliced': 12961, 'sprinkled': 12962, 'stands,': 12963, 'started,': 12964, 'stefan': 12965, 'stink': 12966, 'stomach.': 12967, 'stoned': 12968, 'stripper': 12969, \"studio's\": 12970, 'succeed.': 12971, 'sunrise': 12972, 'surfers': 12973, 'sybil': 12974, 'tarzan,': 12975, \"taylor's\": 12976, 'tearing': 12977, 'tears,': 12978, 'technological': 12979, 'tel': 12980, 'tepid': 12981, 'terrific,': 12982, 'terror.': 12983, 'tested': 12984, 'thai': 12985, 'there`s': 12986, 'this)': 12987, 'tho': 12988, 'those.': 12989, 'threaten': 12990, 'thrillers,': 12991, 'timed': 12992, 'toll': 12993, 'tomei': 12994, 'tourists': 12995, 'townspeople': 12996, 'true.<br': 12997, 'turd': 12998, 'turtle': 12999, 'undertaker': 13000, 'uninteresting,': 13001, 'unsuccessful': 13002, 'variations': 13003, 'versions,': 13004, 'viewpoint': 13005, 'villagers': 13006, 'visitor': 13007, 'w/': 13008, 'wants.': 13009, 'watched,': 13010, 'whatsoever.<br': 13011, 'wheelchair': 13012, 'wind\"': 13013, 'winston': 13014, 'wraps': 13015, 'zu': 13016, '\"let': 13017, '\"mad': 13018, \"'what\": 13019, '(1)': 13020, '(before': 13021, '(check': 13022, '(chris': 13023, '(hence': 13024, '(mainly': 13025, '(mark': 13026, '(much': 13027, '/>3)': 13028, '/>did': 13029, '/>during': 13030, '/>everyone': 13031, '/>someone': 13032, '/>thank': 13033, '0/10': 13034, '80%': 13035, 'abducted': 13036, 'abominable': 13037, 'abomination': 13038, 'abound': 13039, 'accomplishment': 13040, 'actors/actresses': 13041, 'adventurous': 13042, 'advertisement': 13043, 'agree,': 13044, 'ahead,': 13045, 'airing': 13046, 'alain': 13047, 'all...': 13048, 'allegedly': 13049, 'allison': 13050, 'allusions': 13051, 'altogether.': 13052, 'amateurish,': 13053, 'amiable': 13054, 'answer.': 13055, 'anti-hero': 13056, 'anyone?': 13057, 'art.<br': 13058, \"arthur's\": 13059, 'aspects,': 13060, 'astonished': 13061, 'astute': 13062, 'atrocities': 13063, 'attitude,': 13064, 'attracts': 13065, 'awkwardly': 13066, 'b/c': 13067, 'baddies': 13068, 'ball,': 13069, 'balloon': 13070, 'barman': 13071, 'barnes': 13072, 'bastard': 13073, 'batman.': 13074, 'battles,': 13075, 'be!': 13076, 'be:': 13077, 'beers': 13078, 'belle': 13079, 'best!': 13080, 'bickering': 13081, 'bills': 13082, 'blended': 13083, 'boils': 13084, 'bores': 13085, 'bouncing': 13086, 'box-office': 13087, 'brute': 13088, 'buffy': 13089, \"burton's\": 13090, \"cage's\": 13091, 'caine,': 13092, 'capote': 13093, 'capsule': 13094, 'caring,': 13095, 'castro': 13096, 'cavalry': 13097, 'celebrating': 13098, 'celluloid.': 13099, 'chandler': 13100, 'character)': 13101, 'chase,': 13102, 'chat': 13103, 'chews': 13104, 'chore': 13105, 'clinic': 13106, 'cloak': 13107, 'co.': 13108, 'collapse': 13109, 'comic,': 13110, 'commands': 13111, 'condescending': 13112, 'confesses': 13113, 'continent': 13114, 'continuation': 13115, 'coping': 13116, 'correct.': 13117, 'corridors': 13118, 'cracker': 13119, 'crash,': 13120, 'credible.': 13121, 'crenna': 13122, 'crowe': 13123, 'cruella': 13124, 'customers': 13125, 'dakota': 13126, 'dane': 13127, 'darling': 13128, 'dealers': 13129, 'deliverance': 13130, 'descends': 13131, 'did!': 13132, 'disagree.': 13133, 'discussions': 13134, 'dish': 13135, 'does.<br': 13136, \"doesn't,\": 13137, 'dominick': 13138, 'doubt.': 13139, 'dreaded': 13140, 'dreadful.': 13141, 'drummer': 13142, 'dry.': 13143, 'dying,': 13144, 'dying.': 13145, 'eagle': 13146, 'edits': 13147, 'efficient': 13148, 'elevated': 13149, 'elliott': 13150, 'end?': 13151, 'enjoyed.': 13152, 'ensues.': 13153, 'entertainment.<br': 13154, 'enthralled': 13155, 'everett': 13156, 'evil\"': 13157, 'exceptions': 13158, 'exist,': 13159, 'existed.': 13160, 'exists.': 13161, 'explanations': 13162, 'extend': 13163, 'extreme.': 13164, 'familiarity': 13165, 'fans.<br': 13166, 'farce,': 13167, 'feisty': 13168, 'fernando': 13169, 'filmic': 13170, 'filmmakers.': 13171, 'fit.': 13172, 'flea': 13173, 'fleming': 13174, 'float': 13175, 'foggy': 13176, 'forbes': 13177, 'foremost': 13178, 'forties': 13179, 'frenetic': 13180, 'funds': 13181, 'funnier.': 13182, 'furry': 13183, 'gang.': 13184, 'gangs': 13185, 'garbage,': 13186, 'garbage.<br': 13187, 'gay,': 13188, 'giovanna': 13189, 'glory.': 13190, 'graces': 13191, 'gram': 13192, 'graphically': 13193, 'grumpy': 13194, 'guns.': 13195, 'haired': 13196, 'hallucinations': 13197, 'happened?': 13198, 'healing': 13199, 'heartily': 13200, 'heir': 13201, 'hick': 13202, 'holocaust': 13203, 'horrible!': 13204, 'horse,': 13205, 'hostel': 13206, 'hosts': 13207, 'house.<br': 13208, 'houses,': 13209, 'ideals': 13210, 'identity.': 13211, 'illiterate': 13212, 'implication': 13213, 'indicates': 13214, 'inducing': 13215, 'insulted': 13216, 'intelligent.': 13217, 'irritating.': 13218, 'izzard': 13219, 'jessie': 13220, 'joanna': 13221, 'joy,': 13222, 'joy.': 13223, 'judges': 13224, 'kaufman': 13225, 'keitel': 13226, 'kentucky': 13227, 'kidding.': 13228, 'kindness': 13229, 'krishna': 13230, 'kusturica': 13231, 'ladies,': 13232, 'late-night': 13233, 'latter.': 13234, 'laughs.<br': 13235, 'lawyers': 13236, 'leno': 13237, 'like.<br': 13238, 'lin': 13239, 'lines.<br': 13240, 'locke': 13241, 'logic.': 13242, 'looses': 13243, 'lost.<br': 13244, 'lubitsch': 13245, 'luscious': 13246, 'luzhin': 13247, 'machine.': 13248, 'mad.': 13249, 'marathon': 13250, 'marvelously': 13251, 'memory,': 13252, 'miniature': 13253, 'mins': 13254, 'mitchell,': 13255, 'mj': 13256, 'modern,': 13257, 'more!': 13258, 'mostly,': 13259, 'mountains,': 13260, 'movie!<br': 13261, 'movies:': 13262, 'murdered,': 13263, 'myths': 13264, 'neglect': 13265, 'neither.': 13266, 'ninjas': 13267, 'noticing': 13268, 'novels,': 13269, 'nuance': 13270, \"o'sullivan\": 13271, 'om': 13272, 'omega': 13273, 'one-sided': 13274, 'open.': 13275, 'orgy': 13276, 'owl': 13277, 'paragraph': 13278, 'parks': 13279, 'participating': 13280, 'pbs': 13281, 'peek': 13282, 'penguin': 13283, 'picturesque': 13284, 'pinnacle': 13285, 'pitched': 13286, 'plotted': 13287, 'plummer': 13288, 'predecessor': 13289, 'prejudices': 13290, 'pressures': 13291, 'preventing': 13292, 'priests': 13293, 'productions.': 13294, 'prophecy': 13295, 'prototype': 13296, 'provoke': 13297, 'punished': 13298, 'rack': 13299, 'raul': 13300, 'recapture': 13301, 'recommending': 13302, 'reflecting': 13303, 'refuge': 13304, 'rehearsal': 13305, 'request': 13306, 'rewind': 13307, 'right-wing': 13308, 'risks': 13309, 'roads': 13310, 'rohmer': 13311, \"rosemary's\": 13312, 'rosenstrasse': 13313, 'rules,': 13314, 'rusty': 13315, 'sacred': 13316, 'sardonic': 13317, 'satire.': 13318, 'scarlet': 13319, 'scenario,': 13320, 'scene:': 13321, 'searches': 13322, 'seduced': 13323, 'seduction': 13324, 'sensibilities': 13325, 'shakespeare,': 13326, 'sheep': 13327, 'sho': 13328, 'shortened': 13329, 'shrill': 13330, 'silk': 13331, 'simpsons': 13332, 'sites': 13333, 'sixty': 13334, 'skillfully': 13335, 'slug': 13336, 'soldier,': 13337, 'soldier.': 13338, 'soooo': 13339, 'sophomoric': 13340, 'spawned': 13341, 'spoiler,': 13342, 'spot.': 13343, 'stardust': 13344, 'starlet': 13345, 'start?': 13346, 'stills': 13347, 'stir': 13348, 'strapped': 13349, 'stricken': 13350, 'stubborn': 13351, 'stupidly': 13352, 'style.<br': 13353, 'sub-plots': 13354, 'subconscious': 13355, 'superstar': 13356, 'swamp': 13357, 'sweat': 13358, 'sweden': 13359, 'swift': 13360, 'task.': 13361, 'tea,': 13362, 'technology.': 13363, 'teeth.': 13364, 'terms,': 13365, 'textbook': 13366, 'the<br': 13367, 'thematic': 13368, 'they,': 13369, 'this...': 13370, 'thoughts.': 13371, 'throwback': 13372, 'tight,': 13373, 'time),': 13374, 'times)': 13375, 'tiresome,': 13376, 'titles.': 13377, 'tree,': 13378, 'triad': 13379, 'tricky': 13380, 'turgid': 13381, 'turner,': 13382, 'unconscious': 13383, 'underdog': 13384, 'uneven,': 13385, 'uninspiring': 13386, 'upon.': 13387, 'usage': 13388, 'v': 13389, 'vaughn': 13390, 'vcr': 13391, 'villa': 13392, 'vipul': 13393, 'wars.': 13394, 'was:': 13395, 'washing': 13396, 'weirdo': 13397, 'welcome.': 13398, 'well-meaning': 13399, \"wells'\": 13400, 'werewolf,': 13401, 'wheels': 13402, 'willem': 13403, 'wires': 13404, 'worldwide': 13405, 'worship': 13406, 'wronged': 13407, 'wwii.': 13408, 'youngsters': 13409, 'zatoichi': 13410, '\"are': 13411, '\"basic': 13412, '\"dirty': 13413, '\"three': 13414, '(*1/2)': 13415, '(apart': 13416, '(danny': 13417, \"(i've\": 13418, '(jon': 13419, '(other': 13420, '(since': 13421, '(thank': 13422, '(two': 13423, '/>7': 13424, '/>based': 13425, '/>dvd': 13426, '/>throughout': 13427, '1939': 13428, '1946': 13429, '1979': 13430, '1980s.': 13431, '1988': 13432, '1991': 13433, '2006,': 13434, '6th': 13435, 'abbott': 13436, 'acting?': 13437, 'actively': 13438, 'aimless': 13439, 'aimlessly': 13440, 'along.<br': 13441, 'amuse': 13442, 'amusingly': 13443, 'angel,': 13444, 'annoyance': 13445, 'anonymous': 13446, 'anyway)': 13447, 'anyways': 13448, 'apocalyptic': 13449, 'archive': 13450, 'associates': 13451, 'attendant': 13452, 'attitude.': 13453, 'aunts': 13454, 'babysitter': 13455, 'bag.': 13456, 'bait': 13457, 'basis.': 13458, 'batman,': 13459, 'beckham': 13460, 'belonged': 13461, 'between,': 13462, 'bizarre.': 13463, 'blaxploitation': 13464, 'bleed': 13465, 'blink': 13466, 'born,': 13467, \"boys'\": 13468, 'bravery': 13469, 'brock': 13470, \"caine's\": 13471, 'campbell,': 13472, 'candy.': 13473, 'caretaker': 13474, 'cartoons.': 13475, 'cavemen': 13476, 'ceiling': 13477, 'celine': 13478, 'cell,': 13479, 'censors': 13480, 'censorship': 13481, 'chained': 13482, 'chalk': 13483, 'cheaper': 13484, 'chester': 13485, 'christensen': 13486, 'cloth': 13487, 'collar': 13488, 'communism': 13489, 'competitive': 13490, 'complexities': 13491, 'compulsive': 13492, 'conceit': 13493, 'condition.': 13494, 'conquer': 13495, 'consequently': 13496, 'cos': 13497, 'costs,': 13498, 'cram': 13499, 'crawl': 13500, 'creations': 13501, 'criminally': 13502, 'criminals.': 13503, 'critic,': 13504, 'crushing': 13505, 'crypt': 13506, 'custody': 13507, 'dahmer': 13508, 'darkman': 13509, 'data': 13510, 'deaths,': 13511, 'decades,': 13512, 'deck': 13513, 'deftly': 13514, 'delivery.': 13515, 'demanded': 13516, 'dense': 13517, 'depressing,': 13518, 'devilish': 13519, 'director)': 13520, 'disappoint.': 13521, 'disasters': 13522, 'disbelief,': 13523, 'disney.': 13524, 'disservice': 13525, 'distraction': 13526, 'downside': 13527, 'dress,': 13528, 'dud.': 13529, 'dug': 13530, 'earning': 13531, 'easiest': 13532, 'effects.<br': 13533, 'effort.<br': 13534, 'effortless': 13535, 'electricity': 13536, 'enables': 13537, 'enlisted': 13538, 'environmental': 13539, 'envy': 13540, 'ethics': 13541, 'evening,': 13542, \"everybody's\": 13543, 'ewoks': 13544, 'exhibits': 13545, 'expertise': 13546, 'expressions.': 13547, 'extent,': 13548, 'extent.': 13549, 'external': 13550, 'extreme,': 13551, 'eyre\"': 13552, 'fairness,': 13553, 'familiar,': 13554, 'farce.': 13555, 'father.<br': 13556, 'favor.': 13557, 'finance': 13558, 'flame': 13559, 'flips': 13560, 'focus.': 13561, 'footsteps': 13562, 'format,': 13563, 'frame,': 13564, 'frost': 13565, 'gage': 13566, 'gallery': 13567, 'gays': 13568, 'geniuses': 13569, 'genres,': 13570, 'gerald': 13571, \"get's\": 13572, 'gibson': 13573, 'giggle': 13574, 'given,': 13575, 'glee': 13576, 'good)': 13577, 'goodman': 13578, 'grabbing': 13579, 'granger': 13580, 'grin': 13581, 'gripe': 13582, 'grocery': 13583, 'grounded': 13584, 'guilt,': 13585, 'hale': 13586, 'harmony': 13587, 'hate,': 13588, 'have.<br': 13589, 'heightened': 13590, 'help.<br': 13591, 'henchmen': 13592, 'heroes.': 13593, 'hideously': 13594, 'hilary': 13595, 'him)': 13596, 'hometown': 13597, 'horn': 13598, 'humorous.': 13599, 'ichi': 13600, 'imagine,': 13601, 'immigrants': 13602, 'impossibly': 13603, 'incessant': 13604, 'interacting': 13605, 'interested,': 13606, 'intertwined': 13607, 'inviting': 13608, 'it?\"': 13609, 'italy,': 13610, 'jameson': 13611, 'jed': 13612, 'jesus,': 13613, 'jonestown': 13614, \"kurosawa's\": 13615, 'lately,': 13616, 'ledger': 13617, 'lesson.': 13618, 'lessons.': 13619, 'levy': 13620, 'lieutenant': 13621, 'lincoln,': 13622, 'liza': 13623, \"london's\": 13624, 'lovable,': 13625, 'luc': 13626, 'ma': 13627, 'magnificent,': 13628, 'mamet': 13629, 'man?': 13630, 'marching': 13631, 'marcus': 13632, 'marijuana': 13633, 'marvellous': 13634, 'massey': 13635, 'mcadams': 13636, 'measures': 13637, 'mediocre,': 13638, 'metaphysical': 13639, 'mills': 13640, 'miscast.': 13641, 'mismatched': 13642, 'mission.': 13643, 'model,': 13644, 'moment.<br': 13645, 'morning.': 13646, 'move,': 13647, 'movie-going': 13648, 'murderer,': 13649, 'muted': 13650, \"n'\": 13651, 'naive,': 13652, 'naming': 13653, 'narcissistic': 13654, 'neeson': 13655, 'neon': 13656, 'neutral': 13657, 'nintendo': 13658, 'no-nonsense': 13659, \"nobody's\": 13660, 'normally,': 13661, 'nostril': 13662, 'nothing.<br': 13663, 'novice': 13664, \"o'neill\": 13665, 'observed': 13666, 'off!': 13667, 'off-screen': 13668, 'officer.': 13669, 'olive': 13670, 'organs': 13671, 'outbursts': 13672, 'overdone,': 13673, 'ozzy': 13674, 'p.': 13675, 'pacino,': 13676, 'padding': 13677, 'panned': 13678, 'pathos': 13679, 'pavarotti': 13680, 'pepper': 13681, 'percentage': 13682, 'permanently': 13683, 'perpetually': 13684, 'peterson': 13685, 'phrases': 13686, 'platoon': 13687, 'please!': 13688, 'poet': 13689, 'polite': 13690, 'poorest': 13691, 'posed': 13692, 'pressing': 13693, 'pretty.': 13694, 'profanity,': 13695, 'prophet': 13696, 'purposely': 13697, 'putrid': 13698, 'puzzling': 13699, 'quick,': 13700, 'ranting': 13701, 'rebecca': 13702, 'rebellion': 13703, 'reception': 13704, 'redeems': 13705, 'redemption,': 13706, 'refugee': 13707, 'regime': 13708, 'regrets': 13709, 'reincarnation': 13710, 'repetitive,': 13711, 'reporter,': 13712, 'researching': 13713, 'restricted': 13714, 'resurrect': 13715, 'resurrected': 13716, 'revisit': 13717, 'ridiculous.<br': 13718, 'right!': 13719, 'rigid': 13720, 'ring.': 13721, 'robber': 13722, 'rubbish,': 13723, 'rumors': 13724, 'runner': 13725, 'said:': 13726, 'says:': 13727, 'science-fiction': 13728, 'screwing': 13729, 'scriptwriters': 13730, 'seal': 13731, 'secretary,': 13732, 'sensation': 13733, 'service.': 13734, 'sessions': 13735, 'sexy.': 13736, 'shack': 13737, 'shaq': 13738, 'shatner': 13739, 'sheriff.': 13740, 'shifting': 13741, 'ship.': 13742, 'shop.': 13743, 'sickness': 13744, 'simon,': 13745, 'site.': 13746, 'skeleton': 13747, 'slapping': 13748, 'sleepy': 13749, 'smack': 13750, 'sneaks': 13751, 'socialist': 13752, \"soderbergh's\": 13753, 'solved': 13754, 'spared': 13755, 'spectrum': 13756, 'speeding': 13757, 'st': 13758, 'statement.': 13759, 'subtitles,': 13760, 'suit,': 13761, 'superman,': 13762, 'support.': 13763, 'supporters': 13764, 'surprising,': 13765, 'surprising.': 13766, 'suspect,': 13767, 'sweet.': 13768, 'sykes': 13769, 'syndrome': 13770, 'tall,': 13771, 'teens,': 13772, 'telling.': 13773, 'thankless': 13774, 'think)': 13775, 'threats': 13776, 'tighter': 13777, 'time:': 13778, 'transplant': 13779, 'trey': 13780, 'uh,': 13781, 'um,': 13782, 'unbearable.': 13783, 'uncle,': 13784, 'unfinished': 13785, 'upbringing': 13786, 'ursula': 13787, 'utilized': 13788, 'vacuous': 13789, 'video.<br': 13790, 'vietnamese': 13791, 'village,': 13792, 'vincente': 13793, 'virgin,': 13794, 'vonnegut': 13795, 'voyager': 13796, 'wasted,': 13797, 'ways.<br': 13798, 'wb': 13799, 'well!': 13800, 'westerns.': 13801, 'wickedly': 13802, 'willy': 13803, 'woman\"': 13804, 'women.<br': 13805, 'wooden.': 13806, 'world?': 13807, 'worth.': 13808, 'worthless.': 13809, 'wrenching': 13810, 'zombie,': 13811, '\"and': 13812, '\"first': 13813, '\"friday': 13814, '\"from': 13815, '\"hot': 13816, '\"she': 13817, \"'60s\": 13818, '(2)': 13819, '(here': 13820, '(stephen': 13821, '(steve': 13822, '(usually': 13823, '(while': 13824, '/>acting': 13825, '/>along': 13826, '/>bad': 13827, '/>basically,': 13828, '/>finally': 13829, '/>her': 13830, '/>such': 13831, '/>ultimately,': 13832, '180': 13833, '1930s,': 13834, '1934': 13835, '1959': 13836, '1:': 13837, '2000,': 13838, '2001,': 13839, '3:': 13840, '400': 13841, '5)': 13842, 'abilities.': 13843, 'ability.': 13844, 'absurdly': 13845, 'accents.': 13846, 'accustomed': 13847, 'actor.<br': 13848, 'afraid.': 13849, 'afterwards,': 13850, 'agatha': 13851, 'all;': 13852, 'allegory': 13853, 'almighty': 13854, 'amber': 13855, 'anderson,': 13856, 'andrea': 13857, 'angle.': 13858, 'another.<br': 13859, 'appalling.': 13860, 'arbitrary': 13861, 'archie': 13862, 'arthur,': 13863, 'ashraf': 13864, 'assumption': 13865, 'astronauts': 13866, 'atlantic': 13867, 'atrocity': 13868, 'attachment': 13869, 'auteur': 13870, 'autistic': 13871, 'avalanche': 13872, 'baffled': 13873, 'baseketball': 13874, 'basket': 13875, 'begged': 13876, 'ben,': 13877, 'bethany': 13878, 'bleak,': 13879, 'bleeding': 13880, 'bliss': 13881, 'boast': 13882, 'boat,': 13883, 'bonanza': 13884, 'boob': 13885, 'boogeyman': 13886, 'brain,': 13887, 'brennan': 13888, 'britain,': 13889, 'brits': 13890, 'budget.<br': 13891, 'bump': 13892, 'bumps': 13893, 'busted': 13894, 'campers': 13895, 'carlyle': 13896, 'carradine,': 13897, 'catalog': 13898, 'cent': 13899, 'centres': 13900, 'chairman': 13901, 'chang': 13902, 'chapters': 13903, 'charisma,': 13904, 'chase.': 13905, 'checks': 13906, 'chen': 13907, 'childlike': 13908, 'choreographer': 13909, 'classroom': 13910, 'cloud': 13911, 'colourful': 13912, 'compound': 13913, 'conflict.': 13914, 'construct': 13915, 'convicts': 13916, 'core,': 13917, 'correctness': 13918, 'costume,': 13919, 'counts.': 13920, 'cracked': 13921, 'craving': 13922, 'created,': 13923, 'criminals,': 13924, 'criticizing': 13925, 'critics.': 13926, 'crouse': 13927, 'crow': 13928, \"cusack's\": 13929, 'dam': 13930, 'danger.': 13931, 'dared': 13932, 'daughters,': 13933, 'dawson,': 13934, 'design.': 13935, 'destroyed.': 13936, 'dev': 13937, 'devastated': 13938, 'dialogs,': 13939, 'dignified': 13940, 'disappointment.<br': 13941, 'disappoints': 13942, 'disbelief.': 13943, 'disconnected': 13944, 'displeasure': 13945, 'disrespect': 13946, 'distracting.': 13947, 'distress': 13948, 'doing.<br': 13949, 'dominates': 13950, 'donner': 13951, 'dreck.': 13952, 'driver,': 13953, 'drown': 13954, 'dual': 13955, 'dubbing,': 13956, 'durbin': 13957, 'duties': 13958, 'dyke': 13959, 'eighth': 13960, 'elephants': 13961, 'elevates': 13962, 'ella': 13963, 'else?': 13964, 'em': 13965, 'empty.': 13966, 'encouraging': 13967, 'end...': 13968, 'endearing.': 13969, 'endured': 13970, 'enemy,': 13971, 'engages': 13972, 'engrossed': 13973, 'erik': 13974, 'everybody,': 13975, 'evocative': 13976, 'evolves': 13977, 'examined': 13978, 'example)': 13979, 'explanation,': 13980, 'explode': 13981, 'expressive': 13982, 'extras,': 13983, 'extravagant': 13984, 'face\"': 13985, 'facts.': 13986, 'fading': 13987, 'fagin': 13988, 'far.<br': 13989, 'farmers': 13990, 'fatally': 13991, 'fault,': 13992, 'faults,': 13993, 'fearing': 13994, 'films;': 13995, 'finished,': 13996, 'flawed,': 13997, 'flood': 13998, 'floriane': 13999, \"flynn's\": 14000, 'following.': 14001, 'forgiveness': 14002, 'formal': 14003, 'formula,': 14004, 'forth.': 14005, 'franchise,': 14006, 'freely': 14007, 'frenzy': 14008, 'freshman': 14009, 'front,': 14010, 'gandolfini': 14011, 'geared': 14012, 'geek': 14013, 'generation,': 14014, 'generous.': 14015, 'gil': 14016, 'gimmicks': 14017, 'goddess': 14018, 'grace,': 14019, 'grace.': 14020, 'graduated': 14021, 'grendel': 14022, \"griffith's\": 14023, 'grown-up': 14024, 'gym': 14025, 'had.<br': 14026, 'hail': 14027, 'hailed': 14028, 'hamming': 14029, 'hams': 14030, 'haunts': 14031, 'hazzard': 14032, 'heroine.': 14033, 'hesitation': 14034, 'highlight.': 14035, 'highlighted': 14036, 'hitchcock,': 14037, 'hogan': 14038, 'horses,': 14039, 'humor.<br': 14040, 'idiocy': 14041, 'idle': 14042, 'ii\"': 14043, 'illusion': 14044, 'implications': 14045, 'improvised': 14046, 'in?': 14047, 'incompetence': 14048, 'incorporated': 14049, 'indulgent': 14050, 'infant': 14051, 'inflicted': 14052, 'inherit': 14053, 'initially,': 14054, 'innuendo': 14055, 'instrumental': 14056, 'intended.': 14057, 'invading': 14058, 'irreverent': 14059, 'irwin': 14060, 'itchy': 14061, 'james,': 14062, \"jim's\": 14063, 'jock': 14064, 'john,': 14065, 'jungle,': 14066, 'kill.': 14067, 'killings,': 14068, 'kornbluth': 14069, 'kristofferson': 14070, 'lange': 14071, 'lastly,': 14072, 'laugh.<br': 14073, 'lengths': 14074, 'life)': 14075, 'lifetime.': 14076, \"lincoln's\": 14077, 'listener': 14078, 'll': 14079, 'log': 14080, 'lol.': 14081, 'lommel': 14082, 'lonely,': 14083, 'long-suffering': 14084, 'lord,': 14085, 'lorenzo': 14086, 'lorre': 14087, 'low-budget,': 14088, 'macy,': 14089, 'malcolm': 14090, 'male,': 14091, 'manchu': 14092, 'manners': 14093, 'marjorie': 14094, 'marlene': 14095, \"martin's\": 14096, 'mask,': 14097, 'materials': 14098, 'maverick': 14099, 'mcdowell': 14100, 'meditation': 14101, 'melinda': 14102, 'melt': 14103, 'memories,': 14104, 'men.<br': 14105, 'mexico,': 14106, 'midler': 14107, 'misfire': 14108, 'mish-mash': 14109, 'mistake.<br': 14110, 'mistakes.': 14111, 'modicum': 14112, 'monotone': 14113, 'morse': 14114, 'mother.<br': 14115, 'motif': 14116, 'mud': 14117, 'mutants': 14118, 'need.': 14119, 'neo': 14120, 'niche': 14121, 'noah': 14122, 'norton': 14123, 'noticeably': 14124, \"o'toole\": 14125, 'occasion,': 14126, 'one\"': 14127, 'one-liners,': 14128, 'opponent': 14129, 'oral': 14130, 'ordinary,': 14131, 'ourselves.': 14132, 'outbreak': 14133, 'overcomes': 14134, 'overseas': 14135, 'passive': 14136, 'path.': 14137, 'patriarch': 14138, 'payed': 14139, 'peasant': 14140, 'penalty': 14141, 'perpetual': 14142, 'person.<br': 14143, 'pickup': 14144, 'pita': 14145, \"planet's\": 14146, 'plantation': 14147, 'plants': 14148, 'point\"': 14149, 'pond': 14150, 'popular,': 14151, \"powell's\": 14152, 'powers,': 14153, 'pows': 14154, 'preceded': 14155, 'preserve': 14156, 'principles': 14157, 'print.': 14158, 'privilege': 14159, 'profile': 14160, 'proposes': 14161, 'pros': 14162, 'prospect': 14163, 'pure,': 14164, 'quality.<br': 14165, 'quoting': 14166, 'raggedy': 14167, 'rang': 14168, 'ranger': 14169, 'reality.<br': 14170, 'really.<br': 14171, 'recognizes': 14172, 'recommended!': 14173, 'recreated': 14174, 'recruits': 14175, 'redgrave': 14176, 'reduce': 14177, 'renny': 14178, 'reprising': 14179, 'republican': 14180, 'returns,': 14181, 'reversed': 14182, 'ripe': 14183, 'rizzo': 14184, 'roach': 14185, 'roaring': 14186, 'robots,': 14187, 'robs': 14188, 'roommates': 14189, 'rosanna': 14190, 'rudy': 14191, 'rule,': 14192, 'sacrificing': 14193, 'sadness,': 14194, 'satellite': 14195, 'scale,': 14196, 'scared,': 14197, 'scared.': 14198, 'scarred': 14199, \"scene's\": 14200, 'scenic': 14201, 'seaside': 14202, 'seminal': 14203, 'sensibility': 14204, 'sesame': 14205, 'shakespeare.': 14206, 'sheila': 14207, 'sherman': 14208, 'shield': 14209, 'shot.<br': 14210, 'sing.': 14211, 'singular': 14212, 'slapstick,': 14213, 'slavery': 14214, 'sleazy,': 14215, 'slut': 14216, 'smarmy': 14217, 'smashing': 14218, 'smuggling': 14219, 'sober': 14220, 'sorrow': 14221, 'space\"': 14222, 'speed.': 14223, 'spin-off': 14224, \"stanwyck's\": 14225, 'story-telling': 14226, 'straw': 14227, 'streets.': 14228, 'strive': 14229, 'subtleties': 14230, 'subversive': 14231, 'sufficiently': 14232, 'summer.': 14233, 'surf': 14234, 'surroundings': 14235, 'suspiciously': 14236, 'sutherland,': 14237, 'swat': 14238, 'swayze': 14239, 'tainted': 14240, 'talents,': 14241, 'talking.': 14242, 'tangled': 14243, 'tango': 14244, 'teacher.': 14245, 'telly': 14246, 'that...': 14247, 'theatres': 14248, 'throats': 14249, 'thumb': 14250, 'tiger,': 14251, 'today!': 14252, \"tom's\": 14253, 'transforming': 14254, 'trees,': 14255, 'tremors': 14256, 'trent': 14257, 'trial.': 14258, 'tribulations': 14259, 'trigger': 14260, 'tripe.': 14261, 'two.<br': 14262, 'types,': 14263, 'uk,': 14264, 'uk.': 14265, 'un': 14266, 'uneducated': 14267, 'uniforms': 14268, 'unknown.': 14269, 'unremarkable': 14270, 'untimely': 14271, 'upper-class': 14272, 'uttered': 14273, 'vacation.': 14274, 'vault': 14275, 'vets': 14276, 'vinnie': 14277, 'visually,': 14278, 'vulnerability': 14279, 'wanda': 14280, 'warning.': 14281, 'wayward': 14282, 'weeks.': 14283, 'weissmuller': 14284, 'werner': 14285, 'westerns,': 14286, 'whacked': 14287, 'whip': 14288, 'wild,': 14289, 'witless': 14290, 'wits': 14291, 'wwi': 14292, 'wyatt': 14293, 'y': 14294, 'yarn': 14295, 'yet.<br': 14296, \"young's\": 14297, 'zenia': 14298, 'zombie.': 14299, '\"action\"': 14300, '\"at': 14301, '\"blood': 14302, '\"blue': 14303, '\"last': 14304, '\"make': 14305, '\"men': 14306, '\"must': 14307, '\"planet': 14308, '\"titanic\"': 14309, '\"young': 14310, '$5': 14311, '(almost': 14312, '(barbara': 14313, '(besides': 14314, '(jason': 14315, '(jean': 14316, '(kevin': 14317, '(many': 14318, '(oh,': 14319, '(or,': 14320, '-the': 14321, '/>add': 14322, '/>anyway': 14323, '/>jack': 14324, '/>later': 14325, '/>never': 14326, '/>poor': 14327, '/>robert': 14328, '/>worth': 14329, '100.': 14330, '1940': 14331, \"1940's\": 14332, '1943': 14333, '1953': 14334, '1966': 14335, '1970s,': 14336, '1974': 14337, '1981': 14338, '1982': 14339, '1993': 14340, '2/10.': 14341, '50%': 14342, '64': 14343, '98': 14344, 'abbot': 14345, 'achievement.': 14346, 'admirably': 14347, 'adult.': 14348, 'afghanistan': 14349, 'agreeing': 14350, 'ahmad': 14351, 'akira': 14352, 'alienated': 14353, 'amazes': 14354, 'amazing!': 14355, 'american.': 14356, \"andy's\": 14357, 'aniston': 14358, \"ann's\": 14359, 'apartheid': 14360, 'approval': 14361, 'approved': 14362, 'arrange': 14363, \"artist's\": 14364, 'as:': 14365, 'ask,': 14366, 'aspirations': 14367, 'attacks.': 14368, 'awake.': 14369, 'bad?': 14370, 'badly,': 14371, 'badness': 14372, 'baker,': 14373, 'based,': 14374, 'batwoman': 14375, 'bedroom,': 14376, 'beginnings': 14377, 'behind,': 14378, 'benjamin': 14379, 'bits.': 14380, 'blessing': 14381, 'bomber': 14382, 'bond.': 14383, 'boobs': 14384, \"book's\": 14385, 'book)': 14386, 'borg': 14387, 'boring!': 14388, 'brandon': 14389, 'brash': 14390, 'broadcasting': 14391, \"brothers'\": 14392, \"brown's\": 14393, 'bubba': 14394, 'buffs.': 14395, 'canned': 14396, 'capitalist': 14397, 'carbon': 14398, 'caught,': 14399, 'center,': 14400, 'chair,': 14401, \"chaplin's\": 14402, 'characterization,': 14403, 'characterized': 14404, 'charge,': 14405, 'charley': 14406, 'cheats': 14407, 'cheers': 14408, 'chef': 14409, 'cherish': 14410, 'chicago,': 14411, 'chief,': 14412, 'choir': 14413, 'circuit': 14414, 'city\"': 14415, 'civilians': 14416, 'claw': 14417, 'closes': 14418, 'closeups': 14419, 'closure': 14420, 'coastal': 14421, 'collapsing': 14422, 'comedian,': 14423, 'comically': 14424, 'comics,': 14425, 'commentaries': 14426, 'commercials,': 14427, 'commercials.': 14428, 'commonly': 14429, 'compelling.': 14430, 'compilation': 14431, 'complex.': 14432, 'component': 14433, 'compositions': 14434, 'concluded': 14435, 'conquest': 14436, 'consequently,': 14437, 'contacts': 14438, 'contents': 14439, 'contrasts': 14440, 'conversation,': 14441, 'copious': 14442, 'cowboy\"': 14443, 'creation,': 14444, 'creative,': 14445, 'creeped': 14446, 'criminal.': 14447, 'crisis,': 14448, 'crisis.': 14449, 'cristina': 14450, 'crowds': 14451, 'cues': 14452, 'culkin': 14453, 'curtain': 14454, 'customs': 14455, 'cyborgs': 14456, 'd.w.': 14457, 'dancer,': 14458, 'daphne': 14459, 'decision.': 14460, 'definately': 14461, 'delightful,': 14462, 'democratic': 14463, 'denied': 14464, 'dependent': 14465, 'depression,': 14466, 'depression.': 14467, 'description.': 14468, 'devils': 14469, 'diaz': 14470, 'dickinson': 14471, 'dictator': 14472, \"didn't,\": 14473, 'discipline': 14474, 'disgusting,': 14475, 'ditto': 14476, 'do!': 14477, 'dock': 14478, 'downs': 14479, 'dramatic.': 14480, 'drifter': 14481, 'drivers': 14482, 'dunne': 14483, 'earth.<br': 14484, 'ease.': 14485, 'ecstasy': 14486, 'edison': 14487, 'eerily': 14488, 'effect.<br': 14489, 'elicit': 14490, 'eliminated': 14491, 'elusive': 14492, 'emotional,': 14493, 'engineer': 14494, 'ensures': 14495, 'epic.': 14496, 'episodic': 14497, 'epps': 14498, \"eric's\": 14499, 'ernst': 14500, 'essay': 14501, 'establishes': 14502, 'etc).': 14503, 'evolve': 14504, 'ex-con': 14505, 'ex-girlfriend': 14506, 'example).': 14507, 'experiences.': 14508, 'explicitly': 14509, 'extras.': 14510, 'fallon': 14511, 'famous.': 14512, 'farewell': 14513, 'farnsworth': 14514, 'father-son': 14515, 'favorites,': 14516, 'feeds': 14517, 'feet,': 14518, 'ferry': 14519, 'festivals': 14520, 'fictitious': 14521, \"filmmaker's\": 14522, 'filter': 14523, 'financially': 14524, 'fire\"': 14525, 'fireworks': 14526, 'first.<br': 14527, 'following:': 14528, 'forget,': 14529, 'forgiving': 14530, 'forsythe': 14531, 'fort': 14532, 'forum': 14533, 'fox.': 14534, 'frame.': 14535, 'french,': 14536, 'frenchman': 14537, 'fresh.': 14538, 'fricker': 14539, 'gains': 14540, 'galactica': 14541, 'gang,': 14542, 'gaping': 14543, 'gardens': 14544, 'generates': 14545, 'gertrude': 14546, 'ghost,': 14547, 'gifts': 14548, 'giggles': 14549, 'godfather,': 14550, 'goings': 14551, 'gold,': 14552, 'good-hearted': 14553, 'goth': 14554, 'graphics,': 14555, 'grease': 14556, 'guiding': 14557, 'guiness': 14558, 'hacks': 14559, 'handing': 14560, 'happened.<br': 14561, 'harlem': 14562, 'harry,': 14563, 'hat,': 14564, 'head.<br': 14565, 'heads.': 14566, 'heartless': 14567, 'hearty': 14568, 'heavyweight': 14569, 'hilarious!': 14570, 'historians': 14571, 'hollywood.<br': 14572, 'horror\"': 14573, 'hurry': 14574, 'immune': 14575, 'impersonating': 14576, 'impersonation': 14577, 'impresses': 14578, 'improving': 14579, 'incarnation': 14580, 'included.': 14581, 'indifference': 14582, 'inspiration.': 14583, 'instrument': 14584, 'interviews,': 14585, 'intimacy': 14586, 'introduced,': 14587, 'irritating,': 14588, 'jabba': 14589, 'jackass': 14590, \"joe's\": 14591, 'joe,': 14592, 'jones.': 14593, 'joys': 14594, 'jungle.': 14595, 'kermit': 14596, 'kerr': 14597, 'kong.': 14598, 'korda': 14599, 'kramer': 14600, 'lambert': 14601, 'lap': 14602, 'learnt': 14603, 'levels,': 14604, 'lied': 14605, 'lights,': 14606, 'like?': 14607, 'lillian': 14608, 'limbs': 14609, 'logo': 14610, 'lol': 14611, 'longer,': 14612, 'lot.<br': 14613, 'low-rent': 14614, 'luck,': 14615, 'mac': 14616, 'majestic': 14617, 'malden': 14618, 'malta': 14619, 'marines': 14620, 'market,': 14621, 'mastery': 14622, 'match.<br': 14623, 'matrix,': 14624, 'meanders': 14625, 'measured': 14626, 'mechanic': 14627, 'melodramatic,': 14628, 'meredith': 14629, 'met.': 14630, 'miners': 14631, 'minutes!': 14632, 'minutes)': 14633, 'miraculous': 14634, 'misfits': 14635, 'misogynistic': 14636, 'missions': 14637, 'moderate': 14638, 'money!': 14639, 'monroe': 14640, 'monstrosity': 14641, 'more?': 14642, 'morgan,': 14643, 'morgana': 14644, 'mpaa': 14645, 'munchies': 14646, 'muni': 14647, 'murphy,': 14648, 'muscle': 14649, 'must,': 14650, 'mustache': 14651, 'mystic': 14652, 'necessary,': 14653, 'needle': 14654, \"needn't\": 14655, 'needs.': 14656, 'nell': 14657, 'never-ending': 14658, 'nielsen': 14659, 'noir.': 14660, 'now)': 14661, 'numbing': 14662, 'obscurity': 14663, 'olympia': 14664, 'on)': 14665, 'one-note': 14666, 'open,': 14667, 'operates': 14668, 'opponents': 14669, 'organ': 14670, 'outcome.': 14671, 'outs': 14672, 'over-the-top,': 14673, 'owed': 14674, 'page.': 14675, 'paresh': 14676, 'partner.': 14677, 'patient,': 14678, 'pedro': 14679, 'performance)': 14680, 'performers.': 14681, 'perspectives': 14682, 'picker': 14683, 'pictured': 14684, 'pits': 14685, 'pitt,': 14686, 'planets': 14687, 'plethora': 14688, 'poorly.': 14689, 'pornography': 14690, 'position,': 14691, 'pranks': 14692, 'preach': 14693, 'predecessor,': 14694, 'predictability': 14695, 'premises': 14696, 'preparation': 14697, 'presented.': 14698, 'price,': 14699, 'prints': 14700, 'proceeded': 14701, 'productions,': 14702, 'progresses,': 14703, 'propaganda,': 14704, 'psychopathic': 14705, 'puns': 14706, 'puri': 14707, 'qualities,': 14708, 'quarters': 14709, 'r-rated': 14710, 'radioactive': 14711, 'raft': 14712, 'railroad': 14713, 'rainer': 14714, 'rajpal': 14715, 'recall,': 14716, 'recommended,': 14717, 'red,': 14718, 'refreshingly': 14719, 'reginald': 14720, 'rejection': 14721, 'relegated': 14722, 'removing': 14723, 'repair': 14724, 'rescuing': 14725, 'resorts': 14726, 'retire': 14727, 'retro': 14728, 'revealed,': 14729, 'risky': 14730, 'robbie': 14731, 'robot,': 14732, 'rockets': 14733, 'rules.': 14734, 'sabu': 14735, 'saddled': 14736, 'sake.': 14737, 'sample': 14738, 'sanity': 14739, \"santa's\": 14740, 'sap': 14741, 'scene)': 14742, 'scenes:': 14743, 'schemes': 14744, 'scream,': 14745, 'seducing': 14746, 'self-conscious': 14747, 'sentimental,': 14748, 'sentiments': 14749, \"series'\": 14750, 'shadows,': 14751, 'shelves': 14752, 'shoestring': 14753, 'showtime': 14754, 'shy,': 14755, 'siege': 14756, 'signal': 14757, 'signals': 14758, 'signing': 14759, \"sirk's\": 14760, 'situation.<br': 14761, 'skill.': 14762, 'skin,': 14763, 'skips': 14764, 'skywalker': 14765, 'sloane': 14766, 'smart.': 14767, 'smoothly': 14768, 'society.<br': 14769, 'somber': 14770, 'someones': 14771, \"stallone's\": 14772, 'stereotyping': 14773, 'stevenson': 14774, 'stimulating': 14775, 'stop-motion': 14776, 'story)': 14777, 'streak': 14778, 'sunset': 14779, 'suppose,': 14780, 'surely,': 14781, 'surreal,': 14782, 'susannah': 14783, 'suspect.': 14784, 'suspects,': 14785, 'suspicions': 14786, 'sync': 14787, 'tackles': 14788, 'telegraphed': 14789, 'territory,': 14790, 'territory.': 14791, 'terrorism': 14792, 'testimony': 14793, 'those,': 14794, 'ticked': 14795, 'tits': 14796, 'tomato': 14797, 'tony,': 14798, 'towns': 14799, 'traces': 14800, 'traditions': 14801, 'tragic,': 14802, 'transcend': 14803, 'transvestite': 14804, 'tree.': 14805, 'tribal': 14806, 'trophy': 14807, 'truck.': 14808, 'tucker': 14809, 'turkey,': 14810, 'tv.<br': 14811, 'undeniable': 14812, 'unfolds,': 14813, 'unimpressive': 14814, 'unnerving': 14815, 'unquestionably': 14816, 'unstoppable': 14817, 'upsetting': 14818, 'usa,': 14819, 'usa.': 14820, 'verdict:': 14821, 'voices,': 14822, 'vomit': 14823, 'walters': 14824, 'watered': 14825, 'way!': 14826, 'way).': 14827, 'weaver': 14828, 'well).': 14829, 'whomever': 14830, 'whore': 14831, 'widmark,': 14832, 'within.': 14833, 'wonderland': 14834, 'words:': 14835, 'writings': 14836, 'wry': 14837, 'yeah.': 14838, 'years!': 14839, 'zealand': 14840, '\"art\"': 14841, '\"be': 14842, '\"dr.': 14843, '\"family': 14844, '\"full': 14845, '\"going': 14846, '\"gone': 14847, '\"making': 14848, '\"yeah,': 14849, \"'n\": 14850, '(best': 14851, '(complete': 14852, '(frank': 14853, '(great': 14854, '(unlike': 14855, '(watch': 14856, '-and': 14857, '/>6.': 14858, '/>any': 14859, '/>basically': 14860, '/>fans': 14861, '/>give': 14862, '/>james': 14863, '/>speaking': 14864, '/>spoilers': 14865, '/>yes': 14866, '1/10.': 14867, '150': 14868, '1920s': 14869, \"1990's\": 14870, '2005,': 14871, '65': 14872, '8,': 14873, ':.': 14874, 'a,': 14875, 'a<br': 14876, 'accompanies': 14877, 'acquainted': 14878, 'acting:': 14879, 'action-packed': 14880, 'aditya': 14881, 'affections': 14882, 'affluent': 14883, 'again:': 14884, 'ah': 14885, 'ailing': 14886, 'alex,': 14887, 'allure': 14888, 'alluring': 14889, 'also.<br': 14890, 'angeles,': 14891, \"anna's\": 14892, 'ant': 14893, 'anti-war': 14894, \"antonioni's\": 14895, 'anyone.<br': 14896, 'apologies': 14897, 'appallingly': 14898, 'appropriate.': 14899, 'arch': 14900, 'architecture': 14901, 'arizona': 14902, 'arms,': 14903, 'arresting': 14904, 'arrows': 14905, 'ash': 14906, 'asleep,': 14907, 'assembly': 14908, 'austrian': 14909, 'authentic.': 14910, 'awards,': 14911, 'awkward,': 14912, 'azaria': 14913, 'b&w': 14914, 'baby\"': 14915, 'bags': 14916, 'balancing': 14917, 'bank,': 14918, 'basics': 14919, 'beef': 14920, 'been.<br': 14921, 'before?': 14922, 'began.': 14923, 'behalf': 14924, 'behold': 14925, 'betrayal,': 14926, 'biographical': 14927, 'bit.<br': 14928, 'blackie': 14929, 'blurred': 14930, 'bogdanovich': 14931, 'boggles': 14932, 'bolt': 14933, 'boredom,': 14934, 'born.': 14935, 'breath.': 14936, 'bright,': 14937, 'brightest': 14938, 'broadway.': 14939, \"brooks'\": 14940, 'brown.': 14941, 'bullying': 14942, 'bum': 14943, 'bureau': 14944, 'camera-work,': 14945, 'camera.<br': 14946, 'cancel': 14947, 'candidates': 14948, 'cannibalistic': 14949, 'canvas': 14950, \"capote's\": 14951, 'captivating.': 14952, 'carrier': 14953, 'cash.': 14954, \"cat's\": 14955, 'center.': 14956, 'cesar': 14957, 'chaplin,': 14958, 'characters:': 14959, 'characters?': 14960, 'cheered': 14961, 'cheese.': 14962, 'chemistry,': 14963, 'choices,': 14964, 'chopping': 14965, 'cliché.': 14966, 'closeup': 14967, 'clouds': 14968, 'club\"': 14969, 'collage': 14970, 'combo': 14971, 'comedian.': 14972, 'compliments': 14973, 'comprehensive': 14974, 'compromise': 14975, 'conceal': 14976, 'concentrating': 14977, 'condition,': 14978, 'conquers': 14979, 'contrasted': 14980, 'copyright': 14981, 'corners': 14982, 'corruption,': 14983, 'country.<br': 14984, 'course.<br': 14985, 'cousins': 14986, 'craziness': 14987, 'criterion': 14988, 'crowd,': 14989, 'crowning': 14990, 'cruel,': 14991, 'culminates': 14992, 'cursing': 14993, \"dante's\": 14994, 'deformed': 14995, 'degenerates': 14996, 'demise.': 14997, \"derek's\": 14998, 'detailing': 14999, 'devgan': 15000, 'devious': 15001, 'dial': 15002, 'differ': 15003, 'difficult,': 15004, 'discarded': 15005, 'distributors': 15006, 'doors,': 15007, 'dorm': 15008, 'drawback': 15009, 'dreamlike': 15010, 'dreary,': 15011, 'drums': 15012, 'drunk.': 15013, 'duchess': 15014, 'dumps': 15015, 'duryea': 15016, 'effeminate': 15017, 'eleanor': 15018, \"elvira's\": 15019, 'emergency': 15020, 'eminently': 15021, 'emotionless': 15022, 'emptiness': 15023, 'enlightened': 15024, 'establishment': 15025, 'ethereal': 15026, 'ex-wife': 15027, 'exceeded': 15028, 'excellence': 15029, 'excesses': 15030, 'exchanges': 15031, 'execute': 15032, 'exhausted': 15033, 'exhilarating': 15034, 'experimenting': 15035, 'eyebrows': 15036, 'factory.': 15037, 'familiar.': 15038, 'fanatical': 15039, 'fanny': 15040, 'fantastical': 15041, 'farrelly': 15042, 'farther': 15043, 'fathom': 15044, 'fearless': 15045, 'fencing': 15046, 'fetching': 15047, 'fights.': 15048, 'film-maker': 15049, 'financed': 15050, 'finished.': 15051, 'finney': 15052, 'flashback,': 15053, 'flaw,': 15054, 'flawless.': 15055, 'flees': 15056, 'flesh.': 15057, 'fling': 15058, 'focus,': 15059, 'forming': 15060, 'forrest': 15061, 'found,': 15062, 'frail': 15063, 'fraud': 15064, 'freudian': 15065, 'friendships': 15066, 'frosty': 15067, 'frustratingly': 15068, 'fugitive': 15069, 'fund': 15070, 'funny)': 15071, 'garcia': 15072, \"george's\": 15073, 'german,': 15074, 'gesture': 15075, \"gilliam's\": 15076, 'girl)': 15077, 'gladiator': 15078, 'glorified': 15079, 'glue': 15080, 'go!': 15081, 'gomez': 15082, 'goofy,': 15083, 'griffin': 15084, 'gross-out': 15085, 'guerrilla': 15086, 'guevara': 15087, 'gunfight': 15088, 'gusto': 15089, 'guts,': 15090, 'guys\"': 15091, 'h.g.': 15092, 'hackenstein': 15093, 'hagen': 15094, 'half-baked': 15095, 'happiness,': 15096, 'harbor': 15097, 'helicopters': 15098, \"henry's\": 15099, 'heres': 15100, 'heritage': 15101, 'hillbilly': 15102, 'his.': 15103, 'historian': 15104, 'hiv': 15105, 'holland': 15106, 'honour': 15107, 'horrendous.': 15108, 'hosted': 15109, 'hubby': 15110, 'idyllic': 15111, 'imaginable.': 15112, 'impact,': 15113, 'impossible,': 15114, 'inbred': 15115, 'incoherent,': 15116, 'induce': 15117, 'information,': 15118, 'ingredient': 15119, 'innate': 15120, 'insisting': 15121, 'interestingly,': 15122, 'internet.': 15123, 'inventor': 15124, 'investigates': 15125, 'it\".': 15126, 'italians': 15127, 'ivy': 15128, 'jail,': 15129, 'jayne': 15130, 'jeep': 15131, 'judge,': 15132, 'kane,': 15133, 'keeler': 15134, 'kerry': 15135, 'kriemhild': 15136, 'lady\"': 15137, \"lampoon's\": 15138, 'lana': 15139, 'lanza': 15140, 'lapses': 15141, 'laughed,': 15142, 'launching': 15143, 'lawrence,': 15144, 'least)': 15145, 'least.<br': 15146, 'lecherous': 15147, 'less.<br': 15148, 'library,': 15149, 'lie.': 15150, 'life;': 15151, 'lifetime,': 15152, 'lili': 15153, 'lions': 15154, 'liotta': 15155, 'long-time': 15156, 'loosing': 15157, 'losses': 15158, 'luminous': 15159, 'lynch.': 15160, 'magnificent.': 15161, 'magnificently': 15162, 'make-up,': 15163, 'marketed': 15164, 'marking': 15165, \"mary's\": 15166, 'material.<br': 15167, 'maturity': 15168, 'mcdermott': 15169, 'mcgavin': 15170, 'mcgregor': 15171, 'medium.': 15172, 'meet.': 15173, 'memorably': 15174, 'merit.': 15175, 'michael,': 15176, 'midway': 15177, \"might've\": 15178, 'mind-numbing': 15179, 'mind-numbingly': 15180, 'mindset': 15181, 'minions': 15182, 'monologues': 15183, 'mortensen': 15184, 'motley': 15185, 'motor': 15186, 'muddy': 15187, 'multitude': 15188, 'murdered.': 15189, 'muster': 15190, 'my,': 15191, \"nation's\": 15192, 'nefarious': 15193, 'nicely,': 15194, 'no-budget': 15195, 'nods': 15196, 'november': 15197, 'now?': 15198, 'offensive.': 15199, 'one-liners.': 15200, 'ones.<br': 15201, 'opening,': 15202, 'oriented': 15203, 'orphanage': 15204, 'outrage': 15205, 'outset': 15206, 'overdone.': 15207, 'overused': 15208, 'overwhelm': 15209, \"page's\": 15210, 'palette': 15211, 'palpable': 15212, 'parked': 15213, 'passions': 15214, 'paycheck': 15215, 'peace,': 15216, 'peaks': 15217, 'persuades': 15218, 'pervasive': 15219, 'photographic': 15220, 'phyllis': 15221, 'pioneer': 15222, 'piper': 15223, 'pity.': 15224, 'pleasures': 15225, 'poignancy': 15226, 'points:': 15227, \"polanski's\": 15228, 'pool.': 15229, 'post-apocalyptic': 15230, 'powered': 15231, 'ppv': 15232, 'praising': 15233, 'president.': 15234, 'probable': 15235, 'product,': 15236, 'professionally': 15237, 'professor,': 15238, 'progresses.': 15239, 'prophetic': 15240, 'prostitutes': 15241, 'proud.': 15242, 'pullman': 15243, 'punch.': 15244, 'punchline': 15245, 'rage,': 15246, 'railway': 15247, 'rally': 15248, 'raoul': 15249, 're-watch': 15250, 'recite': 15251, 'recruit': 15252, 'references,': 15253, 'reflections': 15254, 'refreshing,': 15255, 'regardless,': 15256, 'regulars': 15257, 'released.<br': 15258, 'renee': 15259, 'rents': 15260, 'reprise': 15261, 'researcher': 15262, 'retained': 15263, 'retreat': 15264, 'reunion.': 15265, 'revered': 15266, 'reverend': 15267, 'riddled': 15268, 'ringo': 15269, 'ripley': 15270, 'roland': 15271, 'saif': 15272, 'saints': 15273, 'scan': 15274, \"school's\": 15275, 'scoop': 15276, 'seattle': 15277, 'section.': 15278, 'select': 15279, 'self-absorbed': 15280, 'settings.': 15281, 'settles': 15282, 'sfx': 15283, 'shocker': 15284, 'sholay': 15285, 'short.<br': 15286, 'should,': 15287, 'shudder': 15288, 'sickly': 15289, 'simba': 15290, 'simulated': 15291, 'sinatra,': 15292, 'singer.': 15293, 'singleton': 15294, 'situated': 15295, 'sized': 15296, 'skill,': 15297, 'skillful': 15298, 'sliding': 15299, 'slit': 15300, 'slob': 15301, 'smashed': 15302, 'smashes': 15303, 'solidly': 15304, 'something?': 15305, 'speed,': 15306, 'spoilers.<br': 15307, 'spoilt': 15308, 'spouting': 15309, 'spray': 15310, 'squarely': 15311, 'ss': 15312, 'stand.': 15313, 'starving': 15314, 'stature': 15315, 'strives': 15316, 'stunts,': 15317, 'summarize': 15318, 'sun,': 15319, 'superlative': 15320, 'supplied': 15321, 'sustained': 15322, 'sweetness': 15323, 'tasteful': 15324, 'tastes.': 15325, 'tattooed': 15326, 'technique,': 15327, 'tedium': 15328, 'teenagers,': 15329, 'teens.': 15330, 'terminal': 15331, 'terrible!': 15332, 'texas,': 15333, 'texture': 15334, 'thereafter': 15335, 'thin.': 15336, 'think.<br': 15337, 'throat.': 15338, 'thug': 15339, 'timing.': 15340, 'tin': 15341, 'title)': 15342, \"tolkien's\": 15343, 'tornado': 15344, 'tosses': 15345, 'tracey': 15346, 'tragically': 15347, 'trashed': 15348, 'trips': 15349, 'turns.': 15350, 'ubiquitous': 15351, 'ugly.': 15352, 'unfaithful': 15353, 'unforgivable': 15354, 'unwanted': 15355, 'up)': 15356, 'utmost': 15357, 'varma': 15358, 'vary': 15359, 'veers': 15360, 'vehicle.': 15361, 'viewings.': 15362, 'vivah': 15363, 'vows': 15364, 'waiter': 15365, 'wallet': 15366, 'warnings': 15367, 'website,': 15368, 'welch': 15369, 'well)': 15370, 'well-crafted': 15371, 'welles,': 15372, 'wildlife': 15373, 'wimpy': 15374, 'wiser': 15375, 'wolves': 15376, 'work!': 15377, 'wreck,': 15378, 'wrinkle': 15379, 'yoda': 15380, '\"10': 15381, '\"actors\"': 15382, '\"cinderella\"': 15383, '\"down': 15384, '\"rosemary\\'s': 15385, '\"something': 15386, '\"too': 15387, '\"twist\"': 15388, '\"your': 15389, '#2': 15390, '(apparently': 15391, '(looking': 15392, '(mary': 15393, '(possibly': 15394, '(too': 15395, '(who,': 15396, '/>2/10': 15397, '/>again,': 15398, '/>last': 15399, '1932': 15400, '1967': 15401, '1980s,': 15402, '2004,': 15403, '250': 15404, '3\"': 15405, '3/4': 15406, '4/10.': 15407, '88': 15408, '99': 15409, ':(': 15410, ':)<br': 15411, ';-)': 15412, 'a-list': 15413, 'abhay': 15414, 'abiding': 15415, 'abigail': 15416, 'aborted': 15417, 'acts,': 15418, \"adam's\": 15419, 'adrenaline': 15420, 'adulterous': 15421, 'advice:': 15422, 'affinity': 15423, 'age.<br': 15424, 'agonizing': 15425, 'airline': 15426, 'akshaye': 15427, 'alarming': 15428, 'alike,': 15429, 'alpha': 15430, 'altering': 15431, 'amaze': 15432, 'anal': 15433, 'anniversary': 15434, 'antidote': 15435, 'apes,': 15436, 'applauded': 15437, 'apprentice': 15438, 'approve': 15439, 'argued': 15440, 'arises': 15441, 'arm.': 15442, 'armageddon': 15443, 'armies': 15444, 'artists.': 15445, 'ashton': 15446, 'ask?': 15447, 'askey': 15448, 'attain': 15449, 'attempt,': 15450, 'attentions': 15451, 'attributes': 15452, 'await': 15453, 'aweigh': 15454, 'bad;': 15455, 'baffling': 15456, 'bafta': 15457, 'bake': 15458, 'banging': 15459, 'barn': 15460, 'basement.': 15461, 'basis,': 15462, 'bass': 15463, 'bean': 15464, 'bear.': 15465, 'bee': 15466, 'begin,': 15467, 'belief,': 15468, 'belonging': 15469, 'bemused': 15470, 'benefited': 15471, 'bennett': 15472, 'big-budget': 15473, 'bird,': 15474, 'blah.': 15475, 'bland.': 15476, 'bloodthirsty': 15477, 'bloody,': 15478, 'bodies.': 15479, 'booth': 15480, 'bottom.': 15481, 'breasts,': 15482, 'breathtaking,': 15483, 'breezy': 15484, 'brightly': 15485, 'broadway,': 15486, \"bronte's\": 15487, 'bros': 15488, 'bucks,': 15489, 'buildings,': 15490, 'by-the-numbers': 15491, 'byrne': 15492, 'calibre': 15493, 'callahan': 15494, 'capitalism': 15495, 'care.<br': 15496, \"carrey's\": 15497, 'carter,': 15498, 'case)': 15499, 'catalyst': 15500, 'chains': 15501, 'challenger': 15502, 'character:': 15503, 'characterization.': 15504, 'choice.<br': 15505, 'chow': 15506, 'city.<br': 15507, 'cleaned': 15508, 'clifford': 15509, 'cobra': 15510, 'cold-blooded': 15511, 'coleman': 15512, 'collected': 15513, 'commend': 15514, 'commentators': 15515, 'comparison,': 15516, 'concluding': 15517, 'consciousness': 15518, 'convenience': 15519, 'cooper,': 15520, 'corleone': 15521, 'corporations': 15522, 'correct,': 15523, 'corrupted': 15524, 'costner': 15525, 'council': 15526, 'cramped': 15527, 'creature.': 15528, 'creatures.': 15529, 'creepiness': 15530, 'crook': 15531, 'daisies': 15532, 'dallas': 15533, 'danning': 15534, \"danny's\": 15535, 'darkened': 15536, 'darryl': 15537, \"dawson's\": 15538, 'dead-on': 15539, 'dear,': 15540, 'deception': 15541, 'delivers.': 15542, 'democracy': 15543, 'demons,': 15544, 'demonstrating': 15545, 'derive': 15546, 'desire,': 15547, 'device,': 15548, \"didn't.<br\": 15549, 'die\"': 15550, 'dietrich': 15551, 'differs': 15552, 'dime': 15553, 'dinner.': 15554, 'dismissed': 15555, 'distasteful': 15556, 'distraught': 15557, 'distributor': 15558, 'disturb': 15559, 'dogma': 15560, 'dollars,': 15561, 'drinking,': 15562, 'drive,': 15563, 'dry,': 15564, 'dukakis': 15565, 'duped': 15566, 'early.': 15567, 'elia': 15568, 'eloquent': 15569, 'enthusiastically': 15570, 'escalating': 15571, 'escapes,': 15572, 'eustache': 15573, 'everybody.': 15574, 'evidence.': 15575, 'exceptions,': 15576, 'excessively': 15577, 'executed,': 15578, 'exorcist': 15579, 'exploiting': 15580, 'exuberant': 15581, 'faked': 15582, 'farcical': 15583, 'fashionable': 15584, 'favours': 15585, 'fawcett': 15586, 'fence': 15587, 'fetched': 15588, 'fiennes': 15589, 'film-': 15590, 'films!': 15591, 'films),': 15592, 'fitzgerald': 15593, 'fled': 15594, 'flesh-eating': 15595, 'foch': 15596, 'fool,': 15597, 'foremost,': 15598, 'forest.': 15599, 'forgotten,': 15600, 'four.': 15601, 'frank,': 15602, 'from...<br': 15603, 'fulfilled': 15604, 'futile': 15605, 'gabe': 15606, 'gals': 15607, 'gaze': 15608, 'gear,': 15609, 'gellar': 15610, 'gen.': 15611, 'generally,': 15612, 'george,': 15613, 'geraldine': 15614, 'gets,': 15615, \"glover's\": 15616, 'glover,': 15617, 'goo': 15618, 'governments': 15619, 'gown': 15620, 'grandparents': 15621, 'graves': 15622, 'great;': 15623, 'grind': 15624, 'guides': 15625, 'gullible': 15626, 'hacking': 15627, 'hamill': 15628, 'hamlet,': 15629, 'handy': 15630, 'happening.<br': 15631, 'hat.': 15632, 'hawk': 15633, 'heavens': 15634, 'heavy,': 15635, 'henderson': 15636, 'her)': 15637, 'here),': 15638, 'heroin': 15639, 'hill,': 15640, 'hilton': 15641, 'hitler,': 15642, 'hitler.': 15643, 'holidays': 15644, 'hoot': 15645, 'hotel.': 15646, 'howard,': 15647, 'hug': 15648, 'humdrum': 15649, 'humiliated': 15650, 'humming': 15651, 'idiots,': 15652, 'image.': 15653, 'imagery.': 15654, 'imposed': 15655, 'improves': 15656, 'income': 15657, 'increased': 15658, 'indicating': 15659, 'ineptly': 15660, 'infantile': 15661, 'infectious': 15662, 'insomnia': 15663, 'instructor': 15664, 'interminable': 15665, 'interviewing': 15666, 'irresistible': 15667, 'irs': 15668, 'ivory': 15669, 'jackman': 15670, 'jaffar': 15671, 'jagger': 15672, 'janine': 15673, 'janitor': 15674, 'journalists': 15675, 'kari': 15676, 'keller': 15677, 'kibbutz': 15678, 'know!': 15679, 'kong,': 15680, 'krell': 15681, 'leadership': 15682, 'leia': 15683, 'life...': 15684, 'life:': 15685, 'lifestyle,': 15686, 'locker': 15687, \"logan's\": 15688, 'lon': 15689, 'loop': 15690, 'loose.': 15691, 'loyalty,': 15692, \"luke's\": 15693, 'lupino': 15694, 'lynn': 15695, \"macarthur's\": 15696, 'maclean': 15697, 'magazines': 15698, 'mahatma': 15699, 'manager,': 15700, 'manga': 15701, 'manipulates': 15702, 'manipulating': 15703, 'manner.<br': 15704, 'massacre,': 15705, 'mattei': 15706, 'maze': 15707, 'mc': 15708, 'me...': 15709, 'measure.': 15710, 'medicine': 15711, 'megan': 15712, 'memoirs': 15713, 'menu': 15714, 'miles,': 15715, 'millennium': 15716, 'minds.': 15717, 'miscasting': 15718, 'mistakenly': 15719, 'mistakes,': 15720, 'mix.': 15721, 'modeling': 15722, 'monastery': 15723, 'montages': 15724, 'month.': 15725, 'mormons': 15726, 'movement.': 15727, 'movements,': 15728, 'moviegoers': 15729, 'much!': 15730, 'mumbling': 15731, 'mutilated': 15732, 'mystery.<br': 15733, 'narration.': 15734, 'nasty.': 15735, 'naturalistic': 15736, 'news,': 15737, 'next.<br': 15738, 'normal.': 15739, 'notes,': 15740, 'notoriety': 15741, 'o.': 15742, 'occupation': 15743, 'offer,': 15744, 'offspring': 15745, 'on...': 15746, 'opportunity,': 15747, 'opted': 15748, 'opus': 15749, 'oscars,': 15750, 'oscars.': 15751, 'output': 15752, 'over-acting': 15753, 'overnight': 15754, 'overuse': 15755, 'painting.': 15756, 'panahi': 15757, 'pang': 15758, 'parole': 15759, 'partition': 15760, 'partnership': 15761, 'pathetically': 15762, 'peckinpah': 15763, 'performed.': 15764, 'pets': 15765, 'pimp': 15766, 'pity,': 15767, 'played,': 15768, 'pleasure,': 15769, 'poisoned': 15770, 'policies': 15771, 'positions': 15772, 'positives': 15773, 'precursor': 15774, 'preference': 15775, 'presented,': 15776, 'pretentious.': 15777, 'priceless.': 15778, 'pride,': 15779, 'printed': 15780, 'problems.<br': 15781, 'profit': 15782, 'profits': 15783, 'projection': 15784, 'promising.': 15785, 'promotion': 15786, 'pronounce': 15787, 'pub': 15788, 'punched': 15789, 'punish': 15790, 'purposes,': 15791, 'purposes.': 15792, 'questioned': 15793, 'quotable': 15794, 'quoted': 15795, 'radiant': 15796, 'raider': 15797, 'raw,': 15798, 'reacts': 15799, 'reasons:': 15800, 'received.': 15801, 'refusal': 15802, 'relieved': 15803, 'religions': 15804, 'relish': 15805, 'rene': 15806, 'research.': 15807, 'revel': 15808, 'revolting': 15809, 'reworking': 15810, 'rich.': 15811, 'richard,': 15812, 'richardson,': 15813, 'ritter,': 15814, 'rocking': 15815, 'ronny': 15816, 'routine,': 15817, 'routinely': 15818, 'roy\"': 15819, 'rumor': 15820, 'rushing': 15821, 'sabotage': 15822, 'saga.': 15823, 'same.<br': 15824, 'sappy,': 15825, 'scares.': 15826, 'scars': 15827, 'scene).': 15828, 'science.': 15829, 'screws': 15830, 'scripted,': 15831, 'scripts,': 15832, 'se': 15833, 'sea,': 15834, 'seeds': 15835, 'selma': 15836, 'sen': 15837, 'separation': 15838, 'seventies,': 15839, 'shade': 15840, 'shaken': 15841, 'sharply': 15842, 'sheet': 15843, 'shes': 15844, 'shops': 15845, 'shrek': 15846, 'shunned': 15847, 'shuttle': 15848, 'simple:': 15849, 'sisters.': 15850, 'sixteen': 15851, 'slaps': 15852, 'slasher,': 15853, 'slow-moving': 15854, 'smacks': 15855, 'small.': 15856, 'snaps': 15857, \"society's\": 15858, 'software': 15859, 'solves': 15860, 'somethings': 15861, 'soo': 15862, 'sooo': 15863, 'spectator': 15864, 'spiderman': 15865, 'spins': 15866, 'spoilers.': 15867, 'spoofing': 15868, 'sport,': 15869, 'spun': 15870, 'staggering': 15871, 'staircase': 15872, 'stamp': 15873, 'stand-out': 15874, 'stated,': 15875, 'status.': 15876, 'steadily': 15877, 'stems': 15878, 'sterile': 15879, 'stick.': 15880, 'stormy': 15881, 'strands': 15882, 'strength,': 15883, 'struggle,': 15884, 'stuff!': 15885, 'stupid!': 15886, 'subtlety.': 15887, 'superiors': 15888, 'suspects.': 15889, \"sutherland's\": 15890, 't.v': 15891, 'tailor': 15892, 'talent.<br': 15893, 'tape.': 15894, 'target,': 15895, 'target.': 15896, 'telephone': 15897, 'tenderness': 15898, 'teri': 15899, 'terrorized': 15900, 'theirs': 15901, 'them...': 15902, 'themed': 15903, 'then.<br': 15904, 'therein': 15905, 'thief,': 15906, 'thing\"': 15907, 'thinly': 15908, 'thoughtful,': 15909, 'three.': 15910, 'til': 15911, 'toe': 15912, 'tom,': 15913, 'tomlinson': 15914, 'toro': 15915, 'townsend': 15916, 'traditionally': 15917, 'tragic.': 15918, 'trial,': 15919, 'troopers': 15920, 'tropical': 15921, 'trumpet': 15922, 'truthful': 15923, 'trying,': 15924, 'twisted,': 15925, 'two-dimensional': 15926, 'tying': 15927, 'typecast': 15928, 'uncertainty': 15929, 'uncredited': 15930, 'undermines': 15931, 'underused': 15932, 'unheard': 15933, 'uniqueness': 15934, 'unoriginal,': 15935, 'use,': 15936, 'usher': 15937, 'utilizing': 15938, 'uttering': 15939, 'venezuelan': 15940, 'veronica': 15941, 'veronika': 15942, 'version)': 15943, 'versions.': 15944, 'vhs,': 15945, 'vic': 15946, 'view.<br': 15947, 'violent.': 15948, \"vonnegut's\": 15949, 'waist': 15950, 'walls.': 15951, 'wandered': 15952, 'war\"': 15953, 'wary': 15954, 'way),': 15955, 'way;': 15956, 'weapons,': 15957, 'while.<br': 15958, 'williams.': 15959, 'winner,': 15960, 'winners': 15961, 'wipes': 15962, 'woeful': 15963, \"won't.\": 15964, 'wonder.': 15965, 'worse!': 15966, 'wrapping': 15967, 'wray': 15968, 'wreak': 15969, 'wrestlemania': 15970, 'ww': 15971, 'wwii,': 15972, \"york's\": 15973, 'yuppie': 15974, 'yuzna': 15975, 'z': 15976, \"zizek's\": 15977, '\"1\"': 15978, '\"acting\"': 15979, '\"bend': 15980, '\"by': 15981, '\"can': 15982, '\"castle': 15983, '\"el': 15984, '\"funny\"': 15985, '\"normal\"': 15986, '\"out': 15987, '\"right': 15988, '\"saturday': 15989, '\"serious\"': 15990, '\"story\"': 15991, '\"worst': 15992, \"'bad\": 15993, '(alan': 15994, '(later': 15995, '(literally)': 15996, '(matthew': 15997, '(no,': 15998, '(note': 15999, '(sometimes': 16000, '(then': 16001, '(those': 16002, '(tony': 16003, '***1/2': 16004, ',the': 16005, '...and': 16006, \"/>'the\": 16007, '/>1': 16008, '/>forget': 16009, '/>instead': 16010, '/>look': 16011, '/>mr.': 16012, '/>seriously,': 16013, '/>set': 16014, '/>spoiler': 16015, \"1950's.\": 16016, '1958': 16017, '1998': 16018, '2006.': 16019, '80s.': 16020, '`a': 16021, 'abandoning': 16022, 'abe': 16023, 'abusing': 16024, 'accusations': 16025, 'achieve.': 16026, 'achingly': 16027, 'activist': 16028, 'actor)': 16029, 'administration': 16030, 'adolf': 16031, 'adventures,': 16032, 'aerial': 16033, 'aggression': 16034, 'alejandro': 16035, 'alienation': 16036, 'all).': 16037, 'alligator': 16038, 'amazingly,': 16039, 'amos': 16040, 'analysis,': 16041, 'animal,': 16042, 'annoying.<br': 16043, 'anticipating': 16044, 'anxiety': 16045, 'apparent.': 16046, 'applying': 16047, 'artificially': 16048, 'ashamed.': 16049, 'attends': 16050, 'attention.<br': 16051, 'attraction.': 16052, 'auditioning': 16053, 'ava': 16054, 'awaited': 16055, 'award,': 16056, 'award-winning': 16057, 'awfulness': 16058, 'awry': 16059, 'b/w': 16060, 'balcony': 16061, 'barrel.': 16062, 'barren': 16063, 'bases': 16064, 'beach.': 16065, 'beat.': 16066, 'becky': 16067, 'begin?': 16068, 'beings,': 16069, 'bel': 16070, 'belgian': 16071, 'believably': 16072, 'berlin,': 16073, 'betray': 16074, 'bible.': 16075, 'bicycle': 16076, 'bigoted': 16077, 'bill.': 16078, 'birds,': 16079, 'bizarrely': 16080, 'blockbuster.': 16081, 'bloodshed': 16082, 'blurry': 16083, 'bombastic': 16084, 'book!': 16085, 'bozz': 16086, 'braveheart': 16087, 'brawl': 16088, 'brazil': 16089, 'breathless': 16090, 'breckinridge': 16091, 'bret': 16092, 'brief,': 16093, \"britain's\": 16094, 'bronte': 16095, 'buff,': 16096, 'bunker': 16097, 'burying': 16098, 'bus.': 16099, 'caged': 16100, 'candles': 16101, 'capshaw': 16102, 'carefree': 16103, 'careless': 16104, 'carface': 16105, 'cargo': 16106, 'carnal': 16107, 'carson': 16108, 'caruso': 16109, 'casa': 16110, 'celebrates': 16111, 'celeste': 16112, 'chair.': 16113, 'chance.<br': 16114, 'charge.': 16115, 'chiller': 16116, 'chubby': 16117, 'chunk': 16118, \"cinderella's\": 16119, 'classify': 16120, 'client': 16121, 'clinton': 16122, 'co-workers': 16123, 'co-writer': 16124, 'coincidences': 16125, 'comatose': 16126, 'comfortably': 16127, 'comforting': 16128, 'commentator': 16129, \"company's\": 16130, 'competition.': 16131, 'complete.': 16132, 'compromised': 16133, 'concrete': 16134, 'condensed': 16135, 'conflicting': 16136, 'confusion.': 16137, 'congratulate': 16138, 'connolly': 16139, 'constance': 16140, 'constructive': 16141, 'continual': 16142, 'continuity.': 16143, 'convert': 16144, 'corner,': 16145, 'cosmic': 16146, 'costuming': 16147, 'course).': 16148, 'courtney': 16149, 'crash.': 16150, 'crawling': 16151, 'creative.': 16152, 'credits.<br': 16153, 'crime.<br': 16154, 'crimes.': 16155, 'critically': 16156, 'crouching': 16157, 'cube,': 16158, 'curiosity.': 16159, 'cusack,': 16160, 'customary': 16161, 'cuts.': 16162, 'damaging': 16163, 'damn,': 16164, 'dangerous,': 16165, 'darkwolf': 16166, 'deathstalker': 16167, 'deathtrap': 16168, 'decaying': 16169, 'declaration': 16170, 'decorated': 16171, 'decrepit': 16172, 'deep.': 16173, 'defeating': 16174, 'degenerate': 16175, 'delivered.': 16176, 'denholm': 16177, 'depressing.': 16178, 'despair,': 16179, 'detention': 16180, 'dicaprio': 16181, \"dickens'\": 16182, 'die.<br': 16183, 'dillon': 16184, 'disappointed!': 16185, 'disfigured': 16186, 'disillusioned': 16187, 'disorder.': 16188, 'dispatch': 16189, 'disrespectful': 16190, 'distracts': 16191, 'dives': 16192, 'dna': 16193, 'doesnt': 16194, 'dominant': 16195, 'doorway': 16196, 'dorky': 16197, 'drag.': 16198, 'dramas,': 16199, 'duncan': 16200, 'dvd!': 16201, 'dye': 16202, \"earth's\": 16203, 'ebay': 16204, 'edinburgh': 16205, 'eggs': 16206, 'eileen': 16207, 'electrical': 16208, 'electronics': 16209, 'elisabeth': 16210, 'else!': 16211, \"elvis'\": 16212, 'emil': 16213, 'emphasizes': 16214, 'emulate': 16215, 'ending!': 16216, 'ending?': 16217, 'enraged': 16218, 'entertain.': 16219, 'entertainer': 16220, 'entirely.': 16221, 'envelope': 16222, 'erase': 16223, 'erroll': 16224, 'evolving': 16225, 'examines': 16226, 'excited,': 16227, 'exists,': 16228, 'exquisitely': 16229, 'extraordinary.': 16230, 'extremes': 16231, 'faceless': 16232, 'factory,': 16233, 'facts,': 16234, 'fairytale': 16235, 'faithfully': 16236, 'favorable': 16237, 'favourites': 16238, 'felt,': 16239, 'fiasco': 16240, 'fineman': 16241, 'flare': 16242, 'flesh,': 16243, 'floats': 16244, 'florida.': 16245, 'flow.': 16246, 'fluffy': 16247, 'folklore': 16248, 'fool.': 16249, 'fooling': 16250, 'formulaic,': 16251, 'fourteen': 16252, 'freedom.': 16253, 'freshness': 16254, 'friendly,': 16255, 'gags.': 16256, 'gambler': 16257, \"garbo's\": 16258, 'gasp': 16259, 'getaway': 16260, 'giggling': 16261, \"gilligan's\": 16262, \"girlfriend's\": 16263, 'gleefully': 16264, 'glorify': 16265, 'glossed': 16266, 'goons': 16267, 'gopal': 16268, 'governor': 16269, 'graceful': 16270, 'grandmother,': 16271, 'greedy,': 16272, 'grindhouse': 16273, 'groovy': 16274, 'guard,': 16275, 'guidance': 16276, 'gum': 16277, 'guru': 16278, 'habits': 16279, 'hacked': 16280, 'halt': 16281, 'hammered': 16282, 'hammerhead': 16283, 'hanson': 16284, 'harris.': 16285, 'hayden': 16286, 'headache.': 16287, 'heiress': 16288, 'herrings': 16289, 'heterosexual': 16290, 'hilliard': 16291, 'hoffman)': 16292, 'homophobic': 16293, 'honor.': 16294, 'hordes': 16295, 'horrendously': 16296, 'horror/thriller': 16297, 'hottie': 16298, 'house?': 16299, 'how?': 16300, 'humane': 16301, 'humiliation': 16302, 'hunk': 16303, 'hurts.': 16304, 'hustler': 16305, 'hype.': 16306, 'ill-fated': 16307, 'imagines': 16308, 'immoral': 16309, 'impaled': 16310, 'imposing': 16311, 'impoverished': 16312, 'in-depth': 16313, 'incomprehensible.': 16314, 'incorporates': 16315, 'increases': 16316, 'indicative': 16317, 'induced': 16318, 'infatuated': 16319, 'infidelity': 16320, 'inheritance': 16321, 'innocence,': 16322, 'insecure': 16323, 'instruments': 16324, 'internet,': 16325, 'interview,': 16326, 'inventing': 16327, 'jeanette': 16328, 'jerk,': 16329, 'johnston': 16330, 'josie': 16331, 'justifies': 16332, 'ka': 16333, 'kattan': 16334, 'kennedy,': 16335, 'keyboard': 16336, 'khouri': 16337, 'ki': 16338, 'kids.<br': 16339, 'killer.<br': 16340, 'killings.': 16341, 'kiss,': 16342, 'knightly': 16343, 'lamas': 16344, 'lamest': 16345, 'late.<br': 16346, 'leak': 16347, 'leaning': 16348, 'legally': 16349, 'lemon': 16350, 'lesson,': 16351, 'lest': 16352, 'letdown': 16353, 'levant': 16354, 'lifting': 16355, 'liked,': 16356, 'likewise,': 16357, 'liner': 16358, 'linking': 16359, 'liquor': 16360, 'liven': 16361, 'lizard': 16362, 'lombard': 16363, 'lorna': 16364, 'loved.': 16365, 'lovely.': 16366, 'luise': 16367, 'lures': 16368, 'lyle': 16369, 'machine\"': 16370, \"madonna's\": 16371, 'magazine.': 16372, 'maguire': 16373, 'manor': 16374, 'mansion,': 16375, 'manufactured': 16376, 'masterpieces,': 16377, 'matrix.': 16378, 'maya': 16379, 'me;': 16380, 'medal': 16381, 'mega': 16382, 'member,': 16383, 'metaphors': 16384, 'milland': 16385, 'mimic': 16386, 'mines': 16387, 'mins.': 16388, 'miracles': 16389, 'misleading.': 16390, 'missed,': 16391, 'mostel': 16392, 'mounted': 16393, 'mraovich': 16394, 'mugging': 16395, 'multi': 16396, 'multi-million': 16397, 'nanny': 16398, 'narrates': 16399, 'newcombe': 16400, 'newest': 16401, 'newspapers': 16402, 'nicky': 16403, 'nope,': 16404, 'nubile': 16405, \"o'clock\": 16406, 'obstacle': 16407, 'one...': 16408, 'ordering': 16409, 'organic': 16410, 'outfit.': 16411, 'owner.': 16412, 'package.': 16413, 'painful,': 16414, 'panties': 16415, 'parody,': 16416, 'parody.': 16417, 'participated': 16418, 'pasolini': 16419, 'passenger': 16420, 'passionate,': 16421, 'pasted': 16422, 'pastiche': 16423, 'pastor': 16424, 'patiently': 16425, 'patsy': 16426, 'peers': 16427, 'perfect.<br': 16428, 'perky': 16429, 'persistent': 16430, 'personalities.': 16431, 'philadelphia': 16432, 'pickpocket': 16433, 'pinned': 16434, 'plainly': 16435, 'poignant,': 16436, 'pointlessly': 16437, 'poisonous': 16438, 'populate': 16439, 'port': 16440, 'possessing': 16441, 'possibilities.': 16442, 'post-modern': 16443, 'poured': 16444, 'pov': 16445, 'pre-teen': 16446, 'precision': 16447, 'pregnant.': 16448, \"preminger's\": 16449, \"prince's\": 16450, 'privileged': 16451, 'progressive': 16452, 'prominently': 16453, 'properly,': 16454, \"public's\": 16455, 'puke': 16456, 'punctuated': 16457, 'punks': 16458, 'pupils': 16459, 'quick.': 16460, 'quips': 16461, 'rancid': 16462, 'ransom': 16463, 'rarity': 16464, 're-runs': 16465, 'reacting': 16466, 'reasons.<br': 16467, 'recognizing': 16468, 'recovered': 16469, 'recruited': 16470, 'refined': 16471, 'refrain': 16472, 'reinforced': 16473, 'relive': 16474, 'remarkable,': 16475, 'remembered.': 16476, 'remorse': 16477, 'renegade': 16478, 'renoir': 16479, 'repellent': 16480, 'researched': 16481, 'resentment': 16482, 'respectful': 16483, 'responses': 16484, 'restoration': 16485, 'reunion,': 16486, 'review.<br': 16487, 'rico': 16488, 'ridley': 16489, 'riley': 16490, 'ringing': 16491, 'robby': 16492, 'romantic.': 16493, 'romy': 16494, 'room\"': 16495, 'roscoe': 16496, 'rosie': 16497, 'ruling': 16498, 'rushed,': 16499, \"russell's\": 16500, 'sabretooth': 16501, 'satiric': 16502, 'saturated': 16503, 'scalise': 16504, 'scam': 16505, 'scandal': 16506, 'scenes;': 16507, \"scorsese's\": 16508, 'scream.': 16509, 'screening,': 16510, 'senseless,': 16511, 'sentence.': 16512, 'serviceable': 16513, 'shadow,': 16514, 'shapes': 16515, 'shaving': 16516, 'shawshank': 16517, 'shearer': 16518, 'shin-ae': 16519, 'shock.': 16520, 'shorts.': 16521, 'showing,': 16522, 'silly.<br': 16523, 'sitcom,': 16524, 'slang': 16525, 'slick,': 16526, 'slightest.': 16527, 'slutty': 16528, 'so)': 16529, 'societies': 16530, 'softcore': 16531, 'soles': 16532, 'solitary': 16533, 'soon.<br': 16534, 'sooooo': 16535, 'sorvino': 16536, 'south,': 16537, 'sparkling': 16538, 'special.<br': 16539, 'specialized': 16540, 'speech,': 16541, 'splash': 16542, 'splitting': 16543, 'sporadically': 16544, 'squandered': 16545, 'staden': 16546, 'standup': 16547, 'startled': 16548, 'stewart.': 16549, 'stiff,': 16550, 'stilted,': 16551, 'stoop': 16552, 'storyline.<br': 16553, 'strangely,': 16554, 'strangled': 16555, 'stressed': 16556, 'strips': 16557, 'studios,': 16558, 'stylish,': 16559, 'sub-genre': 16560, 'submitted': 16561, 'succeeding': 16562, 'suck,': 16563, 'suicidal': 16564, \"sullivan's\": 16565, 'sullivan,': 16566, 'sultry': 16567, 'summarized': 16568, 'supremely': 16569, 'sway': 16570, 'sweeps': 16571, 'swell': 16572, 'switzerland': 16573, 'swords': 16574, 'tack': 16575, 'tea.': 16576, 'teaming': 16577, 'technically,': 16578, 'televised': 16579, 'temperature': 16580, 'that),': 16581, 'thespian': 16582, 'they?': 16583, 'thirteen': 16584, 'though:': 16585, 'throne': 16586, 'times\"': 16587, 'too)': 16588, 'too).': 16589, 'townsfolk': 16590, 'trading': 16591, 'tradition,': 16592, 'training,': 16593, 'trait': 16594, 'tripping': 16595, 'trite.': 16596, 'triumphs': 16597, 'truly,': 16598, 'turbulent': 16599, 'uncovers': 16600, 'unprecedented': 16601, 'unrated': 16602, 'unscrupulous': 16603, 'unto': 16604, 'us)': 16605, 'viewer.<br': 16606, 'visionary': 16607, 'vulgarity': 16608, 'wally': 16609, 'wanted.': 16610, 'warrants': 16611, 'was...': 16612, 'weapon.': 16613, 'weave': 16614, 'werewolf.': 16615, \"williams'\": 16616, 'willingness': 16617, 'win,': 16618, 'wind,': 16619, 'wolverine': 16620, 'wonderful!': 16621, 'word:': 16622, 'working-class': 16623, 'worlds,': 16624, 'worries': 16625, 'wrote,': 16626, 'wtc': 16627, 'wyoming': 16628, 'yvonne': 16629, '\"as': 16630, '\"back': 16631, '\"dog': 16632, '\"family\"': 16633, '\"final': 16634, '\"new\"': 16635, '\"sweet': 16636, '\"tarzan': 16637, '\"who\\'s': 16638, '\"wild': 16639, \"'i'm\": 16640, '(again,': 16641, '(al': 16642, '(gene': 16643, '(look': 16644, '(made': 16645, '(often': 16646, '(yet': 16647, ',and': 16648, '/>4)': 16649, '/>back': 16650, '/>can': 16651, '/>honestly,': 16652, '/>lots': 16653, '/>nevertheless,': 16654, '/>note:': 16655, '/>ok': 16656, '/>peter': 16657, '/>please,': 16658, '/>plot': 16659, '/>really': 16660, '/>save': 16661, '/>think': 16662, '/>whether': 16663, '1999,': 16664, '2002,': 16665, '27': 16666, '60s.': 16667, '7th': 16668, '86': 16669, '90s.': 16670, ':d': 16671, '??': 16672, 'abroad': 16673, 'absorb': 16674, 'abundant': 16675, 'acquaintance': 16676, 'actors!': 16677, 'adams,': 16678, 'adjust': 16679, 'admitting': 16680, 'adopts': 16681, 'advertisements': 16682, 'again)': 16683, 'again...': 16684, 'alba': 16685, 'albums': 16686, 'alexis': 16687, 'alien,': 16688, 'amazing.<br': 16689, 'amicus': 16690, 'anakin': 16691, 'analogy': 16692, 'and<br': 16693, 'andie': 16694, 'andrei': 16695, 'andy,': 16696, 'animated,': 16697, 'anime.': 16698, 'anna,': 16699, 'announce': 16700, 'appreciates': 16701, 'ardent': 16702, 'areas,': 16703, 'arise': 16704, 'arms.': 16705, 'articulate': 16706, 'aspire': 16707, 'ass,': 16708, 'ass.': 16709, 'assassinate': 16710, 'australia,': 16711, 'aviv': 16712, 'awaits': 16713, 'ax': 16714, 'b-movie.': 16715, 'bacall,': 16716, 'back\"': 16717, 'backstage': 16718, 'backward': 16719, 'backyard': 16720, 'bad)': 16721, 'bagdad': 16722, \"baker's\": 16723, 'balance.': 16724, \"band's\": 16725, 'bank.': 16726, 'barbarian': 16727, 'barton': 16728, 'bashed': 16729, 'bat,': 16730, 'bathtub': 16731, 'battered': 16732, 'bava': 16733, 'bear,': 16734, \"beatty's\": 16735, 'beau': 16736, 'befriended': 16737, 'behaved': 16738, 'behaviors': 16739, 'behold,': 16740, 'bell,': 16741, 'bells': 16742, 'benet': 16743, 'bevy': 16744, 'bewildered': 16745, 'big.': 16746, 'bigelow': 16747, 'bitterness': 16748, 'blaine': 16749, 'blindly': 16750, 'blockbuster,': 16751, 'bloodless': 16752, 'boman': 16753, 'boone': 16754, 'boxes': 16755, 'boy.<br': 16756, 'boyfriends': 16757, 'boys\"': 16758, 'brilliance.': 16759, 'brisk': 16760, 'browsing': 16761, 'buck,': 16762, 'buckets': 16763, 'bumped': 16764, 'bus,': 16765, 'butterfly': 16766, 'cahill': 16767, 'calamity': 16768, 'callous': 16769, 'cambodian': 16770, 'cameos.': 16771, 'camps': 16772, 'canoe': 16773, 'canon': 16774, 'caribbean': 16775, \"carla's\": 16776, 'carlisle': 16777, 'cassandra': 16778, 'cassel': 16779, 'cast:': 16780, 'caucasian': 16781, 'ceases': 16782, 'celestial': 16783, 'cement': 16784, 'character-driven': 16785, 'charging': 16786, 'charity': 16787, 'childish,': 16788, 'chimney': 16789, 'churned': 16790, 'cinderella,': 16791, 'civilian': 16792, 'civilization,': 16793, 'cleaner': 16794, 'cleese': 16795, 'cleveland': 16796, 'close.<br': 16797, 'clubs': 16798, 'clumsy,': 16799, 'coach,': 16800, 'colorful,': 16801, 'columbine': 16802, 'comes,': 16803, 'commenter': 16804, 'communities': 16805, 'compensated': 16806, 'concert,': 16807, 'condemn': 16808, 'conducted': 16809, 'conference': 16810, 'congress': 16811, 'conjure': 16812, 'constitutes': 16813, 'controversial,': 16814, 'corner.': 16815, 'costello': 16816, 'cotton': 16817, 'counterparts': 16818, 'crammed': 16819, 'crank': 16820, 'crap?': 16821, 'creatures,': 16822, 'criteria': 16823, 'criticism.': 16824, 'crusty': 16825, 'culp': 16826, 'curious.': 16827, 'currie': 16828, 'daft': 16829, 'dahl': 16830, 'dangling': 16831, 'danielle': 16832, 'darkness,': 16833, 'debating': 16834, 'defeats': 16835, 'defended': 16836, 'degrading': 16837, 'delayed': 16838, 'dench': 16839, 'depraved': 16840, 'desi': 16841, 'device.': 16842, 'devised': 16843, 'dialog.<br': 16844, 'dialogues,': 16845, 'dien': 16846, 'digitally': 16847, 'dignity.': 16848, 'dining': 16849, 'dinner,': 16850, 'dire.': 16851, 'disgraceful': 16852, 'disparate': 16853, 'don´t': 16854, 'doodle': 16855, 'doolittle': 16856, 'dot': 16857, 'drawn,': 16858, 'dream\"': 16859, 'dreamworks': 16860, 'drill': 16861, 'dull.<br': 16862, 'dwell': 16863, 'dyer': 16864, \"eddie's\": 16865, 'educate': 16866, 'education.': 16867, 'effects\"': 16868, 'egan': 16869, 'ego,': 16870, 'egypt': 16871, 'eighties,': 16872, 'eighties.': 16873, 'either!': 16874, 'elegance': 16875, 'element.': 16876, 'enable': 16877, 'ends.<br': 16878, 'enforcement': 16879, 'escort': 16880, 'euro': 16881, 'evangelical': 16882, 'evoked': 16883, 'exceeds': 16884, 'excellent.<br': 16885, 'except,': 16886, 'excrement': 16887, 'excursion': 16888, 'existent': 16889, 'expert,': 16890, 'explain.': 16891, 'exploitation.': 16892, 'expressionist': 16893, 'extends': 16894, 'extension': 16895, 'eye.<br': 16896, 'eyeballs': 16897, 'factor,': 16898, 'faking': 16899, 'fanatics': 16900, 'favored': 16901, 'fearful': 16902, 'female.': 16903, 'fend': 16904, 'figures,': 16905, 'film!<br': 16906, 'film-noir': 16907, 'fiona': 16908, 'firemen': 16909, 'firstly': 16910, 'fists': 16911, 'fixing': 16912, 'flawless,': 16913, 'flaws.<br': 16914, 'foley': 16915, 'forward,': 16916, 'forwarding': 16917, 'francois': 16918, 'freeman,': 16919, 'frighten': 16920, 'frodo': 16921, 'fundamentally': 16922, 'gadgets': 16923, 'gail': 16924, 'gargantuan': 16925, 'garson': 16926, 'gentle,': 16927, 'glimmer': 16928, 'gloriously': 16929, 'goal.': 16930, 'goers': 16931, 'gossip': 16932, 'gracie': 16933, 'gradual': 16934, 'greed,': 16935, 'grizzled': 16936, 'gunshot': 16937, 'hagar': 16938, 'haphazard': 16939, 'happen?': 16940, 'hark': 16941, 'hayward': 16942, 'heaven\"': 16943, 'heinous': 16944, 'hermann': 16945, 'heroines': 16946, 'hesitant': 16947, 'hid': 16948, 'him...': 16949, 'hindu': 16950, 'histrionics': 16951, \"hoffman's\": 16952, 'holden': 16953, 'homemade': 16954, 'homework': 16955, 'hoods': 16956, 'horrible.<br': 16957, 'humiliate': 16958, 'hunger': 16959, 'hypocrisy': 16960, 'i.e.,': 16961, 'ideology': 16962, 'illness,': 16963, 'illness.': 16964, 'impeccably': 16965, 'impose': 16966, 'in!': 16967, 'inconsequential': 16968, 'indy': 16969, 'innocence.': 16970, 'innocently': 16971, 'inspiring.': 16972, 'installment,': 16973, 'intellectuals': 16974, 'intending': 16975, 'intercut': 16976, 'interwoven': 16977, 'intimidating': 16978, 'intruder': 16979, 'iowa': 16980, 'irani': 16981, 'ireland,': 16982, 'irony,': 16983, 'islam': 16984, 'it-': 16985, 'it..': 16986, 'italy.': 16987, 'jafar': 16988, 'jane.': 16989, 'jewels': 16990, 'jonny': 16991, 'josé': 16992, 'judgement': 16993, 'judi': 16994, 'kei': 16995, 'keira': 16996, 'keystone': 16997, 'kill\"': 16998, 'knife,': 16999, 'knives': 17000, 'knox': 17001, 'knoxville': 17002, 'ladies.': 17003, 'laid-back': 17004, 'lam': 17005, 'landlord': 17006, 'landscape,': 17007, \"lang's\": 17008, 'lately.': 17009, 'laughed.': 17010, 'leonardo': 17011, 'lesbians': 17012, 'linger': 17013, 'lingers': 17014, 'listens': 17015, 'loach': 17016, 'loneliness,': 17017, 'long-lost': 17018, 'longs': 17019, 'look.<br': 17020, 'lotr': 17021, 'low-grade': 17022, \"lugosi's\": 17023, 'lulu': 17024, 'lurks': 17025, 'male.': 17026, 'manoj': 17027, 'manson': 17028, 'mardi': 17029, 'marina': 17030, 'marriages': 17031, 'marshal': 17032, 'masculine': 17033, \"master's\": 17034, 'mat': 17035, \"matthau's\": 17036, 'maugham': 17037, 'max.': 17038, 'mcgovern': 17039, 'me.\"': 17040, 'mean-spirited': 17041, 'merchant': 17042, 'merits,': 17043, 'merk': 17044, 'meyers': 17045, 'mia': 17046, 'might,': 17047, 'millard': 17048, 'min.': 17049, 'misadventures': 17050, 'misfit': 17051, 'mix,': 17052, 'models,': 17053, 'momentarily': 17054, 'monitor': 17055, \"monster's\": 17056, 'moon,': 17057, 'moon.': 17058, 'moves,': 17059, 'moves.': 17060, 'movie\".': 17061, 'movie-': 17062, 'movies;': 17063, 'murderer.': 17064, 'musician,': 17065, 'naked.': 17066, 'name.<br': 17067, 'napoleon': 17068, 'nat': 17069, 'neck,': 17070, 'neighbours': 17071, 'nelson,': 17072, 'network.': 17073, 'nevada': 17074, 'neve': 17075, 'newton': 17076, 'nightmares.': 17077, 'noble,': 17078, 'noel': 17079, 'non-linear': 17080, 'nonstop': 17081, 'nose.': 17082, 'noses': 17083, 'notch,': 17084, 'nuns': 17085, 'occasions,': 17086, 'occurred.': 17087, 'of\"': 17088, 'ogre': 17089, 'oozes': 17090, 'operations': 17091, 'opposite,': 17092, 'oppressed': 17093, 'option.': 17094, 'options': 17095, 'ossessione': 17096, 'outlook': 17097, 'overwhelmingly': 17098, 'page\"': 17099, 'paine': 17100, 'parental': 17101, 'passion.': 17102, 'passionately': 17103, 'past.<br': 17104, 'patently': 17105, 'path,': 17106, 'pawn': 17107, 'payne': 17108, \"penn's\": 17109, 'people;': 17110, 'perennial': 17111, 'personnel': 17112, 'peruvian': 17113, 'phone.': 17114, 'pidgeon': 17115, 'piercing': 17116, 'pigs': 17117, 'pistol': 17118, 'plan,': 17119, 'plausibility': 17120, 'plump': 17121, 'poetry,': 17122, 'pointless.<br': 17123, 'politics.': 17124, 'pondering': 17125, 'pope': 17126, 'portraits': 17127, 'posting': 17128, 'postwar': 17129, 'potato': 17130, 'praises': 17131, 'predicament': 17132, 'prem': 17133, 'prepares': 17134, 'priest.': 17135, 'productive': 17136, 'projects.': 17137, 'prompted': 17138, 'prostitute.': 17139, 'protagonists,': 17140, 'pseudo': 17141, 'psychiatrist,': 17142, 'psycho.': 17143, 'puerile': 17144, 'pulse': 17145, 'punching': 17146, 'radically': 17147, 'raiders': 17148, 'rainbow': 17149, 'ramon': 17150, 'ranking': 17151, 'rape.': 17152, 'razzie': 17153, 'reciting': 17154, 'reconciliation': 17155, 'relieve': 17156, 'reprises': 17157, 'residence': 17158, 'resonance': 17159, 'restores': 17160, 'results.<br': 17161, 'retaining': 17162, 'retread': 17163, 'revelation.': 17164, 'rewards': 17165, 'rhonda': 17166, 'ricardo': 17167, 'righteous': 17168, 'rival,': 17169, 'roberts,': 17170, 'rocks,': 17171, 'roddy': 17172, 'romance.<br': 17173, 'rose,': 17174, 'rosemary': 17175, 'rudd': 17176, 'ruler': 17177, 'running,': 17178, 'saccharine': 17179, 'scarface': 17180, 'scenes?': 17181, 'school.<br': 17182, 'science,': 17183, 'scoring': 17184, 'screening.': 17185, 'segment.': 17186, 'selfish,': 17187, 'sentinel\"': 17188, 'serbs': 17189, 'sergeants': 17190, 'service,': 17191, 'settling': 17192, 'seventies.': 17193, \"shaw's\": 17194, 'shenanigans': 17195, 'shia': 17196, 'shootings': 17197, 'short-lived': 17198, 'shriek': 17199, 'sides,': 17200, 'sierra': 17201, 'silently': 17202, 'similarly,': 17203, 'since.<br': 17204, 'sing,': 17205, \"singin'\": 17206, 'single-handedly': 17207, 'slammed': 17208, 'slashing': 17209, 'sleuth': 17210, 'sloppy,': 17211, 'sluggish': 17212, 'snoop': 17213, 'sock': 17214, 'socks': 17215, 'sofia': 17216, 'soha': 17217, 'sorcery': 17218, 'sorts,': 17219, 'south.': 17220, 'speakers': 17221, 'spears': 17222, 'speech.': 17223, 'splendidly': 17224, 'spot,': 17225, 'stairs,': 17226, 'star.<br': 17227, 'start.<br': 17228, 'starts.': 17229, 'stoltz': 17230, 'stooge': 17231, 'storms': 17232, \"story'\": 17233, 'strategy': 17234, 'stratton': 17235, 'striving': 17236, 'styles,': 17237, 'successes': 17238, 'suffering.': 17239, 'sugary': 17240, 'suite': 17241, 'sumptuous': 17242, 'superb.<br': 17243, 'support,': 17244, 'surprised,': 17245, 'surrealism': 17246, 'surrealistic': 17247, 'suspense.<br': 17248, 'swanson': 17249, 'swear,': 17250, 'sweep': 17251, 'swordsman': 17252, 'synchronized': 17253, \"t'aime\": 17254, 'take,': 17255, 'tanks': 17256, 'tapping': 17257, 'tastes,': 17258, 'teenagers.': 17259, 'teller': 17260, 'temporarily': 17261, 'tenants': 17262, 'tens': 17263, 'tent': 17264, 'terrorize': 17265, 'th': 17266, 'than,': 17267, 'that`s': 17268, 'thaw': 17269, 'theft': 17270, 'thing!': 17271, 'thirds': 17272, 'thwarted': 17273, 'tigerland': 17274, 'timely': 17275, 'timid': 17276, 'titanic,': 17277, 'titanic.': 17278, 'tito': 17279, 'tortures': 17280, 'tow': 17281, 'towel': 17282, 'transformations': 17283, 'trappings': 17284, 'travel,': 17285, 'travesty.': 17286, 'troubling': 17287, 'two-thirds': 17288, 'tyrone': 17289, 'uncomfortably': 17290, 'uncommon': 17291, 'uncompromising': 17292, 'undermined': 17293, 'undeveloped': 17294, 'uninspired.': 17295, 'unjustly': 17296, 'unknowingly': 17297, 'unlikable,': 17298, 'unpretentious': 17299, 'unusual,': 17300, 'valiant': 17301, 'variety.': 17302, 'vehicle,': 17303, 'velvet': 17304, 'venezuela': 17305, 'verdict': 17306, 'views,': 17307, 'viking': 17308, 'violence.<br': 17309, 'virginity': 17310, 'virus.': 17311, 'visibly': 17312, 'visitors': 17313, 'volunteer': 17314, 'wai': 17315, 'wal-mart': 17316, \"walken's\": 17317, 'walker,': 17318, 'wallach': 17319, 'warfare': 17320, \"washington's\": 17321, 'weapons.': 17322, 'well-written,': 17323, 'whichever': 17324, \"who'll\": 17325, 'who.': 17326, 'wilderness.': 17327, 'winslet': 17328, 'witch.': 17329, 'witherspoon': 17330, 'woman.<br': 17331, 'worthy.': 17332, 'write,': 17333, 'write.': 17334, 'yacht': 17335, 'yawn': 17336, 'you.\"': 17337, 'yours': 17338, 'zabriskie': 17339, 'zone.': 17340, 'zooms': 17341, '\"braveheart\"': 17342, '\"dressed': 17343, '\"for': 17344, '\"great\"': 17345, '\"hamlet\"': 17346, '\"lord': 17347, '\"lost\"': 17348, '\"made': 17349, '\"national': 17350, '\"once': 17351, '\"saving': 17352, '\"seed\"': 17353, '\"stay': 17354, '\"true\"': 17355, '\"whipped\"': 17356, \"'in\": 17357, \"'man\": 17358, '(bill': 17359, '(dennis': 17360, '(ian': 17361, '(quite': 17362, \"(who's\": 17363, '(yeah,': 17364, '/>-the': 17365, '/>according': 17366, '/>actually,': 17367, '/>excellent': 17368, '/>film': 17369, '/>firstly,': 17370, '/>movie': 17371, '/>obviously': 17372, '/>through': 17373, '1/3': 17374, '17,': 17375, '1938': 17376, \"1970's,\": 17377, '1970s.': 17378, '1992': 17379, '4:': 17380, '5.1': 17381, '6,': 17382, '7.5/10': 17383, '747': 17384, 'a.k.a.': 17385, 'absurdist': 17386, 'accuses': 17387, 'actors)': 17388, 'adultery': 17389, 'adulthood': 17390, 'advancement': 17391, 'advancing': 17392, 'affable': 17393, 'africans': 17394, 'afterward': 17395, 'aiello': 17396, 'aired,': 17397, 'aliens.': 17398, 'ambient': 17399, 'americans.': 17400, 'ancestor': 17401, \"andrews'\": 17402, 'angles.': 17403, 'answers.': 17404, 'anticipation.': 17405, \"anybody's\": 17406, 'apartments': 17407, 'appear.': 17408, 'appearances,': 17409, 'appropriate,': 17410, 'archaeologist': 17411, 'archetypal': 17412, 'arctic': 17413, 'arena': 17414, 'argues': 17415, 'aristocrat': 17416, 'arnold,': 17417, 'arrogant,': 17418, 'arthur.': 17419, 'articles': 17420, 'asano': 17421, 'asks,': 17422, 'assisted': 17423, 'atwill': 17424, 'avoid,': 17425, 'awhile.': 17426, 'backbone': 17427, 'bargained': 17428, 'barker': 17429, 'barking': 17430, 'barrage': 17431, 'base,': 17432, 'basement,': 17433, 'bathsheba': 17434, 'baxter': 17435, 'beast,': 17436, 'beautiful!': 17437, 'beautiful.<br': 17438, 'beds': 17439, 'behold.': 17440, 'beings.': 17441, 'benicio': 17442, 'benson': 17443, \"bettie's\": 17444, 'beyond.': 17445, 'bilge': 17446, 'binoche': 17447, 'bio': 17448, \"black's\": 17449, 'blackadder': 17450, 'blasting': 17451, 'bloated': 17452, 'blocks': 17453, 'blur': 17454, 'boiling': 17455, 'booze': 17456, 'brass': 17457, 'bravura': 17458, 'bridge.': 17459, 'broader': 17460, 'broderick': 17461, 'btw,': 17462, 'bucks.': 17463, 'budgeted': 17464, 'bullied': 17465, 'burns,': 17466, 'burton,': 17467, 'buttgereit': 17468, 'button.': 17469, 'butts': 17470, 'buy.': 17471, 'bygone': 17472, 'cafe': 17473, 'café': 17474, \"cain's\": 17475, 'call,': 17476, 'calvin': 17477, 'camaraderie': 17478, 'came.': 17479, 'can.<br': 17480, 'canada.': 17481, 'cane': 17482, 'captain,': 17483, 'cards.': 17484, 'carr': 17485, 'cause,': 17486, 'caution': 17487, 'censored': 17488, 'cgi.': 17489, \"chamberlain's\": 17490, 'chaney': 17491, 'character?': 17492, 'characters)': 17493, 'charmed': 17494, 'cheeky': 17495, 'child\"': 17496, 'chord': 17497, 'choreography,': 17498, 'christian,': 17499, 'cleared': 17500, 'clinical': 17501, 'clones': 17502, 'clue.': 17503, 'clutches': 17504, 'colbert': 17505, 'collapses': 17506, 'comedy;': 17507, 'comet': 17508, 'coming-of-age': 17509, 'committee': 17510, 'common.': 17511, 'communicating': 17512, 'communists': 17513, 'completely,': 17514, 'components': 17515, 'conclusion:': 17516, 'concoction': 17517, 'connelly': 17518, 'conroy': 17519, 'contradict': 17520, 'contributing': 17521, 'contributions': 17522, 'copying': 17523, 'corinne': 17524, 'corky': 17525, 'correctly,': 17526, 'cost.': 17527, 'counterpoint': 17528, \"couple's\": 17529, 'cousin,': 17530, 'creepiest': 17531, 'cringed': 17532, 'curiosity,': 17533, 'curious,': 17534, 'curtis,': 17535, 'cutest': 17536, 'cybill': 17537, 'dale': 17538, 'days\"': 17539, 'dazzled': 17540, \"dead'\": 17541, 'debut.': 17542, 'decadent': 17543, 'decently': 17544, 'deceptive': 17545, 'decoration': 17546, 'deft': 17547, 'delon': 17548, 'deluise': 17549, 'demi': 17550, 'departed': 17551, 'depravity': 17552, 'desire.': 17553, 'despised': 17554, 'development.<br': 17555, 'devil,': 17556, 'devout': 17557, 'diagnosed': 17558, 'dig!': 17559, 'digest': 17560, 'dim-witted': 17561, 'dimensions': 17562, 'dingo': 17563, 'disability': 17564, 'disk': 17565, 'display,': 17566, 'disposal': 17567, 'distaste': 17568, 'distraction.': 17569, 'distribution.': 17570, 'doubles': 17571, 'down!': 17572, 'dramas.': 17573, 'drawn-out': 17574, 'drifting': 17575, 'drone': 17576, 'drowns': 17577, 'dubbed,': 17578, 'dublin': 17579, 'duds': 17580, 'duff': 17581, 'dusk': 17582, 'earthquake': 17583, 'economical': 17584, 'editors': 17585, 'effective.<br': 17586, 'effectiveness': 17587, 'egotistical': 17588, 'embittered': 17589, 'emotionally,': 17590, 'employment': 17591, 'end)': 17592, 'endeavor': 17593, 'endurance': 17594, 'enemy.': 17595, 'englishman': 17596, 'enjoyment.': 17597, 'ensue': 17598, 'entranced': 17599, 'epilogue': 17600, 'esoteric': 17601, 'evidenced': 17602, 'evil.<br': 17603, 'evoking': 17604, 'exactly,': 17605, 'excellent!': 17606, 'exceptional.': 17607, 'executing': 17608, 'exemplifies': 17609, 'exhibited': 17610, 'experiment,': 17611, 'experiment.': 17612, 'expression.': 17613, 'extract': 17614, 'extraneous': 17615, 'eyeball': 17616, 'eyes\"': 17617, 'facets': 17618, 'failed,': 17619, 'fails.<br': 17620, 'famously': 17621, 'feat.': 17622, 'fenton': 17623, 'few,': 17624, \"films'\": 17625, 'finch': 17626, 'fisherman': 17627, 'flickering': 17628, 'flirt': 17629, 'flirts': 17630, 'fluff.': 17631, 'follow.<br': 17632, \"fonda's\": 17633, 'footlight': 17634, 'forgives': 17635, 'forth,': 17636, \"foster's\": 17637, 'foster,': 17638, 'fraction': 17639, 'franz': 17640, 'frustration,': 17641, \"fuller's\": 17642, 'garish': 17643, 'gathers': 17644, 'genres.': 17645, 'glamour': 17646, 'gleason': 17647, 'godmother': 17648, 'gojoe': 17649, 'good...': 17650, 'goofs': 17651, 'goose': 17652, 'got,': 17653, 'gracefully': 17654, 'grade.': 17655, 'grandeur': 17656, 'grandiose': 17657, 'grandson': 17658, 'gratitude': 17659, 'greatness.': 17660, 'greats': 17661, 'greenaway': 17662, 'grinding': 17663, 'gripping.': 17664, 'gruesome,': 17665, 'guerrero': 17666, 'guess.<br': 17667, 'gutter': 17668, 'gyllenhaal': 17669, 'halloween,': 17670, 'hanks,': 17671, 'harlin': 17672, 'he?': 17673, \"heaven's\": 17674, 'hectic': 17675, 'heed': 17676, 'hewitt': 17677, 'hickock': 17678, 'hiking': 17679, 'him).': 17680, 'hitch': 17681, 'hitchhiker': 17682, \"homer's\": 17683, 'honourable': 17684, 'hoot.': 17685, 'horses.': 17686, 'hour.<br': 17687, 'how.': 17688, 'hundstage': 17689, 'hunter.': 17690, 'hyde,': 17691, 'hysteria': 17692, 'icing': 17693, 'ida': 17694, 'idiot,': 17695, 'igor': 17696, 'ii:': 17697, 'illustrious': 17698, 'imo': 17699, 'impeccable': 17700, 'import': 17701, 'impressionable': 17702, 'included,': 17703, 'incomparable': 17704, 'individuals,': 17705, 'ineffective': 17706, 'influence,': 17707, 'ingenuity': 17708, 'ingmar': 17709, 'inherits': 17710, 'injects': 17711, 'inmate': 17712, 'innocent.': 17713, 'insect': 17714, 'insects': 17715, 'inserting': 17716, 'insufferable': 17717, 'intact': 17718, 'intact.': 17719, 'intensity,': 17720, 'intrusive': 17721, 'irons': 17722, 'ironside': 17723, 'is).': 17724, \"isn't,\": 17725, 'it.)': 17726, 'it.i': 17727, \"jackie's\": 17728, 'jackson.': 17729, 'janeane': 17730, 'japanese.': 17731, 'jerks': 17732, 'jim\"': 17733, 'jim,': 17734, 'jj': 17735, 'job!': 17736, 'joke.<br': 17737, 'journalism': 17738, \"kate's\": 17739, 'kate,': 17740, 'kelly.': 17741, 'kennel': 17742, 'key,': 17743, 'killing,': 17744, 'kissed': 17745, 'kit': 17746, 'kitsch': 17747, 'knowledgeable': 17748, \"kyle's\": 17749, 'languages': 17750, 'larger-than-life': 17751, 'lau': 17752, 'layer': 17753, 'lazy,': 17754, 'leader.': 17755, 'league,': 17756, 'leagues': 17757, 'leaping': 17758, 'less)': 17759, 'lick': 17760, 'lie,': 17761, 'lightly': 17762, 'lila': 17763, 'lined': 17764, 'lips.': 17765, 'literally.': 17766, 'looming': 17767, 'loose,': 17768, 'loosely)': 17769, 'loser.': 17770, 'loved,': 17771, 'loving,': 17772, 'lumiere': 17773, 'machinations': 17774, 'madame': 17775, 'madeline': 17776, 'magnetic': 17777, 'magnum': 17778, 'malicious': 17779, 'maltin': 17780, 'mankind.': 17781, 'mantegna': 17782, 'marie,': 17783, 'massively': 17784, 'master,': 17785, 'masturbation': 17786, 'math': 17787, 'matte': 17788, \"may's\": 17789, 'media.': 17790, 'meetings': 17791, 'messes': 17792, \"mgm's\": 17793, 'milestone': 17794, 'misunderstanding': 17795, 'mode.': 17796, 'modine': 17797, 'morgue': 17798, 'mount': 17799, 'mouse,': 17800, 'movies).': 17801, 'must.': 17802, 'nacho': 17803, 'narratives': 17804, 'nary': 17805, 'neck.': 17806, 'neighbors,': 17807, 'nerds': 17808, 'newcomers': 17809, 'next?': 17810, 'nice.<br': 17811, 'noirs': 17812, 'noisy': 17813, 'noriko': 17814, 'not)': 17815, 'nothing!': 17816, \"novel's\": 17817, 'novels.': 17818, 'nuke': 17819, 'nurse,': 17820, 'nutshell,': 17821, 'nyc,': 17822, 'o.k.': 17823, 'occasions.': 17824, 'odd.': 17825, 'off\"': 17826, 'off?': 17827, 'offset': 17828, 'offside': 17829, 'olen': 17830, \"olivier's\": 17831, 'on;': 17832, 'opinion)': 17833, 'opinion.<br': 17834, 'ordinary.': 17835, 'originated': 17836, 'orwell': 17837, 'oscar-worthy': 17838, 'ott': 17839, 'out;': 17840, 'outcast': 17841, 'outlet': 17842, 'outraged': 17843, 'overplayed': 17844, 'overrated.': 17845, 'overthrow': 17846, 'overweight': 17847, 'oxygen': 17848, 'oz,': 17849, 'packing': 17850, 'pakistani': 17851, 'pales': 17852, 'paperhouse': 17853, 'partying': 17854, 'passages': 17855, 'passed.': 17856, 'patriotism': 17857, 'patterns': 17858, 'penis': 17859, 'penultimate': 17860, 'peripheral': 17861, 'permission': 17862, 'perpetrated': 17863, 'perplexing': 17864, 'persona.': 17865, 'photographer,': 17866, 'piles': 17867, 'pimlico': 17868, 'pipe': 17869, 'plastered': 17870, 'playing,': 17871, 'pleasant.': 17872, 'plot!': 17873, \"plot's\": 17874, 'plots.': 17875, 'plunges': 17876, 'pokémon': 17877, 'poop': 17878, 'popcorn,': 17879, 'position.': 17880, 'positive,': 17881, 'positive.': 17882, 'pounding': 17883, 'powell,': 17884, 'power.<br': 17885, 'preceding': 17886, 'pregnant,': 17887, 'presentation,': 17888, 'president,': 17889, 'pretension': 17890, 'prime.': 17891, 'princess,': 17892, 'priya': 17893, 'problem.<br': 17894, 'problematic': 17895, 'professional,': 17896, 'promising,': 17897, 'promo': 17898, 'pronounced': 17899, 'proportion': 17900, \"protagonist's\": 17901, 'protected': 17902, 'provokes': 17903, 'publicly': 17904, 'publish': 17905, 'pumped': 17906, 'puzzles': 17907, 'q&a': 17908, 'quincy': 17909, 'random,': 17910, 'rao': 17911, 'ratings.': 17912, 'ratio': 17913, 're-read': 17914, 'realising': 17915, 'reel.': 17916, 'reflective': 17917, 'refreshing.': 17918, 'renewed': 17919, 'replete': 17920, 'reply': 17921, 'reporters': 17922, 'reporting': 17923, 'requiring': 17924, 'respectively,': 17925, 'resurrection': 17926, 'return,': 17927, 'reviewer,': 17928, 'reviewers,': 17929, 'revolved': 17930, 'reynolds,': 17931, 'rhymes': 17932, 'richards,': 17933, 'richer': 17934, 'rifles': 17935, 'risqué': 17936, 'robot.': 17937, \"rochester's\": 17938, 'roll.<br': 17939, 'rory': 17940, 'round,': 17941, 'rubbing': 17942, 'runner,': 17943, 'running.': 17944, 'russell,': 17945, 's&m': 17946, 'sacrifice,': 17947, 'sad.<br': 17948, 'safety.': 17949, 'sailing': 17950, 'salute': 17951, 'scant': 17952, 'scenes!': 17953, 'schizophrenic': 17954, 'schumacher': 17955, 'scott.': 17956, 'screen!': 17957, 'scrooge,': 17958, 'seamlessly': 17959, 'secondly': 17960, 'secret,': 17961, 'seduces': 17962, 'seeing.<br': 17963, 'self-serving': 17964, 'sensitive,': 17965, 'shallow.': 17966, 'shane': 17967, 'shattering': 17968, 'shaved': 17969, 'sheedy': 17970, 'shelly': 17971, 'shootouts': 17972, 'short:': 17973, 'show)': 17974, 'showcasing': 17975, 'shrieking': 17976, 'silent,': 17977, 'silliest': 17978, 'sketchy': 17979, 'skin.': 17980, 'skinned': 17981, 'slides': 17982, 'so!': 17983, 'soaked': 17984, 'somerset': 17985, 'spain,': 17986, 'spans': 17987, 'speaker': 17988, 'spewing': 17989, 'spill': 17990, 'spots.': 17991, 'spouts': 17992, 'spree.': 17993, 'stagnant': 17994, 'stakes': 17995, 'stallion': 17996, 'status,': 17997, 'sticky': 17998, 'still.': 17999, 'strains': 18000, 'streetcar': 18001, 'strength.': 18002, 'stuntman': 18003, 'stunts.': 18004, 'subjective': 18005, 'subtitle': 18006, 'subtle.': 18007, 'sucks!': 18008, 'sullavan': 18009, 'superimposed': 18010, 'surly': 18011, 'surpass': 18012, 'surprise!': 18013, 'surrender': 18014, 'survive,': 18015, 'sweaty': 18016, 'sympathetic.': 18017, 'sympathise': 18018, 't-rex': 18019, 'tailored': 18020, 'tales,': 18021, 'tapped': 18022, 'tastefully': 18023, \"team's\": 18024, 'tease': 18025, 'techniques,': 18026, 'techno': 18027, 'television.<br': 18028, 'telling,': 18029, 'tennessee': 18030, 'terrifically': 18031, 'terror,': 18032, 'terrorizing': 18033, 'tests': 18034, 'then?': 18035, 'there\"': 18036, 'theresa': 18037, \"thing's\": 18038, 'thing?': 18039, 'thirst': 18040, \"thompson's\": 18041, 'thorough': 18042, 'thoughts,': 18043, 'thrills.': 18044, 'tilly': 18045, 'tired.': 18046, 'tissue': 18047, 'todesking': 18048, 'tolerated': 18049, 'translates': 18050, 'trap.': 18051, 'trees.': 18052, \"trier's\": 18053, 'trump': 18054, 'trying.': 18055, 'two-hour': 18056, 'unabashed': 18057, 'unattractive,': 18058, 'unbalanced': 18059, 'unbeknownst': 18060, 'under-appreciated': 18061, 'underbelly': 18062, 'unfathomable': 18063, 'unforgettable.': 18064, 'uninspired,': 18065, 'unorthodox': 18066, 'unwillingness': 18067, 'upsets': 18068, 'us?': 18069, 'vanishes': 18070, 'venoms': 18071, 'ventures': 18072, 'verbally': 18073, 'versa.': 18074, 'vh1': 18075, 'videos,': 18076, 'viewers.<br': 18077, 'vikings': 18078, 'villainess': 18079, 'violin': 18080, 'virginal': 18081, 'virtues': 18082, 'virus,': 18083, 'vixen': 18084, 'voice-overs': 18085, 'voices.': 18086, 'wait!': 18087, 'wants,': 18088, 'warners': 18089, 'weeks,': 18090, 'weisz': 18091, 'well-intentioned': 18092, 'wendt': 18093, 'whips': 18094, 'wide-eyed': 18095, 'wind.': 18096, 'winding': 18097, 'witty.': 18098, 'womanizing': 18099, 'wondering,': 18100, 'work?': 18101, 'workers,': 18102, 'working.': 18103, 'wrecks': 18104, 'wrought': 18105, 'wu': 18106, 'wwf': 18107, 'yadda': 18108, 'yearn': 18109, 'yes!': 18110, 'you?\"': 18111, 'zach': 18112, 'zero,': 18113, 'zoo': 18114, '\"animal': 18115, '\"attack': 18116, '\"batman': 18117, '\"come': 18118, '\"cool\"': 18119, '\"great': 18120, '\"jokes\"': 18121, '\"killer': 18122, '\"les': 18123, '\"live': 18124, '\"only': 18125, '\"over': 18126, '\"power': 18127, '\"r\"': 18128, '\"show': 18129, '\"there': 18130, '\"two': 18131, '\"welcome': 18132, '\"zombie\"': 18133, \"'movie'\": 18134, '(among': 18135, '(aside': 18136, '(being': 18137, '(e.g.,': 18138, '(ie': 18139, '(joan': 18140, '(leslie': 18141, '(matt': 18142, '(oh': 18143, '(ray': 18144, '(save': 18145, '(walter': 18146, '(was': 18147, '/>8': 18148, '/>check': 18149, '/>direction': 18150, '/>episode': 18151, '/>george': 18152, '/>have': 18153, '/>jim': 18154, '/>looking': 18155, '/>otherwise,': 18156, '/>pretty': 18157, '/>sorry': 18158, '/>sound': 18159, '/>story': 18160, '/>their': 18161, '/>whatever': 18162, '/>william': 18163, '17th': 18164, '18,': 18165, \"1920's\": 18166, '1930s.': 18167, '1935': 18168, '1950s,': 18169, '1950s.': 18170, \"1970's.\": 18171, '1975': 18172, '1986,': 18173, '1993,': 18174, '3/10.': 18175, \"50's.\": 18176, \"60's,\": 18177, '60s,': 18178, '9,': 18179, 'aag': 18180, 'about!': 18181, 'accent.<br': 18182, 'accuse': 18183, 'achilles': 18184, 'action/adventure': 18185, 'ada': 18186, 'adultery,': 18187, 'adv.': 18188, 'advocate': 18189, 'afi': 18190, 'afterward.': 18191, 'again;': 18192, 'agents,': 18193, 'agnes': 18194, 'alberto': 18195, 'alcoholism': 18196, 'allegorical': 18197, 'alternating': 18198, 'ancestors': 18199, 'android': 18200, 'angered': 18201, \"anne's\": 18202, 'answer:': 18203, 'anthem': 18204, 'appealed': 18205, 'appealing,': 18206, 'appear,': 18207, 'appease': 18208, 'appetite': 18209, 'appreciated.': 18210, 'appreciative': 18211, 'arrangement': 18212, 'arrangements': 18213, 'ask.': 18214, 'aspect,': 18215, 'assert': 18216, 'assumptions': 18217, 'atmosphere.<br': 18218, 'awesomely': 18219, 'b-': 18220, 'back-story': 18221, 'backgrounds.': 18222, 'bad:': 18223, 'bands,': 18224, 'bathroom.': 18225, 'bearded': 18226, 'bears,': 18227, 'beauties': 18228, 'bernie': 18229, 'berry': 18230, 'best-selling': 18231, 'betsy': 18232, 'bhandarkar': 18233, 'big-time': 18234, \"bill's\": 18235, 'bill,': 18236, 'birth,': 18237, 'blasts': 18238, 'blonde,': 18239, \"bo's\": 18240, 'bob,': 18241, 'bodily': 18242, 'bold,': 18243, 'bolivia': 18244, 'bordering': 18245, 'boring?': 18246, 'borrowing': 18247, 'bounce': 18248, 'bourgeois': 18249, 'boyle,': 18250, 'brain-dead': 18251, 'brains.': 18252, 'brainwashed': 18253, 'breathtakingly': 18254, 'breeding': 18255, 'brighter': 18256, 'brigitte': 18257, 'british.': 18258, 'brosnan,': 18259, 'brutal.': 18260, 'buddy.': 18261, 'buff.': 18262, 'bullets,': 18263, 'bunch,': 18264, 'but.': 18265, 'butchering': 18266, 'butler,': 18267, 'butt.': 18268, 'c)': 18269, 'c-': 18270, 'cameo.': 18271, 'cameras,': 18272, 'campy,': 18273, 'cardinal': 18274, 'casey': 18275, 'cautionary': 18276, 'certainty': 18277, 'chad': 18278, 'chaos.': 18279, 'character;': 18280, 'cheesiest': 18281, 'cherry': 18282, 'cheryl': 18283, 'chico': 18284, 'chilling.': 18285, 'chin': 18286, 'chopper': 18287, 'christianity.': 18288, 'christmas\"': 18289, 'chronological': 18290, 'classics,': 18291, 'cleverness': 18292, 'cloris': 18293, 'clothing,': 18294, 'clunker': 18295, 'code.': 18296, \"cohen's\": 18297, 'cohn': 18298, 'colleen': 18299, 'colour,': 18300, 'commented,': 18301, 'commercial,': 18302, 'commercial.': 18303, 'commonplace': 18304, 'comparatively': 18305, 'compellingly': 18306, 'completing': 18307, 'computer,': 18308, 'computer.': 18309, 'comrades': 18310, 'conscience.': 18311, 'contaminated': 18312, 'contract.': 18313, 'conversation.': 18314, 'convincingly.': 18315, 'core.': 18316, 'corny.': 18317, 'corpse.': 18318, 'costume.': 18319, 'could.<br': 18320, 'count,': 18321, 'countryside.': 18322, 'cowboys': 18323, 'creeping': 18324, 'crimson': 18325, 'cults': 18326, 'cum': 18327, 'curse,': 18328, 'cuteness': 18329, 'cynthia': 18330, 'dance\"': 18331, 'dastardly': 18332, 'day!': 18333, 'dead.<br': 18334, 'debacle': 18335, 'deceptively': 18336, 'degradation': 18337, 'delay': 18338, 'delights': 18339, 'delta': 18340, 'deluded': 18341, 'delusional': 18342, 'demon,': 18343, 'denial': 18344, 'departments': 18345, 'dependable': 18346, 'deplorable': 18347, 'describe.': 18348, 'dialogue.<br': 18349, 'dialogue:': 18350, 'diamonds': 18351, 'diet': 18352, 'difference,': 18353, 'dip': 18354, 'direct,': 18355, 'disappointments': 18356, 'discusses': 18357, 'disguises': 18358, 'disinterested': 18359, 'dispose': 18360, 'disturbing.<br': 18361, 'divorce,': 18362, \"dixon's\": 18363, 'do)': 18364, 'documentaries,': 18365, \"dog's\": 18366, 'dolls,': 18367, 'domineering': 18368, 'don`t': 18369, 'doubtful': 18370, 'doubtless': 18371, \"drew's\": 18372, 'dried': 18373, 'drink,': 18374, 'droll': 18375, 'droning': 18376, 'drooling': 18377, 'drunks': 18378, 'dude,': 18379, 'dungeons': 18380, 'duo.': 18381, 'durante': 18382, 'dust.': 18383, 'dvd)': 18384, 'earp': 18385, 'edgy,': 18386, 'effectively.': 18387, 'eight.<br': 18388, 'eighty': 18389, 'elegant,': 18390, 'elijah': 18391, 'embraced': 18392, 'emergence': 18393, 'emma.': 18394, 'emmanuelle': 18395, 'end).': 18396, 'enjoy.<br': 18397, 'enlists': 18398, 'enrico': 18399, 'entice': 18400, 'enticing': 18401, 'er': 18402, 'eroticism': 18403, 'evidently,': 18404, 'exceptional,': 18405, 'excite': 18406, 'expression,': 18407, 'expressions,': 18408, 'f/x': 18409, 'fair.': 18410, 'fairbanks,': 18411, 'fairness': 18412, 'fame)': 18413, 'fantasies.': 18414, 'fares': 18415, 'fascism': 18416, 'faults.': 18417, 'faulty': 18418, 'fest.': 18419, 'filmography': 18420, 'films).': 18421, 'finer': 18422, 'finlay': 18423, 'firefighters': 18424, 'five,': 18425, 'flashbacks.': 18426, 'floors': 18427, 'foe': 18428, 'foolishly': 18429, 'foot,': 18430, 'ford.': 18431, 'fortunes': 18432, 'foul-mouthed': 18433, 'fragmented': 18434, 'francisco,': 18435, 'francisco.': 18436, 'freakish': 18437, \"freeman's\": 18438, 'from.<br': 18439, 'funeral,': 18440, 'g-girl': 18441, 'gandalf': 18442, 'gangsta': 18443, 'generations.': 18444, 'ghost.': 18445, 'ghosts.': 18446, 'giallo,': 18447, 'giddy': 18448, 'gift,': 18449, 'girls\"': 18450, 'glamor': 18451, 'gloss': 18452, 'goal,': 18453, 'goebbels': 18454, 'going.<br': 18455, 'gospel': 18456, 'graced': 18457, 'graffiti': 18458, 'grainy,': 18459, 'greeted': 18460, 'gremlins': 18461, 'grief,': 18462, 'grinning': 18463, 'gripping,': 18464, 'guy!': 18465, 'guy?': 18466, 'hairdo': 18467, 'hallam': 18468, 'halloween.': 18469, 'hamilton,': 18470, 'hampered': 18471, 'hand.<br': 18472, 'happy.<br': 18473, 'hardship': 18474, 'hardy,': 18475, 'harvard': 18476, 'harvest': 18477, 'hauntingly': 18478, 'hazel': 18479, 'heads,': 18480, 'heated': 18481, 'heaton': 18482, 'helmed': 18483, 'her;': 18484, 'herself.<br': 18485, 'highlighting': 18486, 'him:': 18487, 'hinges': 18488, 'hog': 18489, 'hole.': 18490, 'homosexuality,': 18491, 'honors': 18492, 'hopelessness': 18493, 'hopper,': 18494, 'horrid,': 18495, 'houston': 18496, 'hudson,': 18497, 'hutton': 18498, 'i.q.': 18499, 'ideological': 18500, 'iii,': 18501, 'iii:': 18502, 'illustration': 18503, 'imho': 18504, 'immerse': 18505, 'imo,': 18506, 'incongruous': 18507, 'indicated': 18508, 'individual,': 18509, 'inflict': 18510, 'inhuman': 18511, 'injected': 18512, 'innovative,': 18513, 'ins': 18514, 'insistence': 18515, 'installment.': 18516, 'intentions.': 18517, 'interludes': 18518, 'intervention': 18519, 'intestines': 18520, 'investigative': 18521, 'invitation': 18522, 'ironic,': 18523, 'it!\"': 18524, \"it'\": 18525, 'it...<br': 18526, \"jake's\": 18527, 'janos': 18528, \"japan's\": 18529, 'jeanne': 18530, 'jerome': 18531, \"johnny's\": 18532, \"johnson's\": 18533, 'joyce': 18534, 'just,': 18535, 'justice.<br': 18536, 'kali': 18537, 'katsu': 18538, 'kidnappers': 18539, 'killing.': 18540, 'kingsley': 18541, 'kooky': 18542, 'labour': 18543, \"ladies'\": 18544, 'lassie': 18545, 'leans': 18546, 'leary': 18547, 'legions': 18548, \"lennon's\": 18549, \"levin's\": 18550, 'liar': 18551, 'liberated': 18552, 'librarian': 18553, 'lighting.': 18554, \"lily's\": 18555, 'line\"': 18556, 'literate': 18557, 'liv': 18558, 'loathe': 18559, 'lord.': 18560, 'lose,': 18561, 'louque': 18562, 'low-brow': 18563, 'low-life': 18564, \"lucas'\": 18565, 'ludicrous,': 18566, 'lumet,': 18567, 'lust,': 18568, 'maddy': 18569, 'makings': 18570, 'maltese': 18571, 'maman': 18572, 'man\".': 18573, 'mansion.': 18574, 'marie.': 18575, 'marley': 18576, 'marsha': 18577, 'mastroianni': 18578, 'mate.': 18579, 'matter.<br': 18580, 'matters,': 18581, 'mature,': 18582, 'matured': 18583, \"maugham's\": 18584, 'maxwell': 18585, 'me!\"': 18586, 'me,\"': 18587, 'meaty': 18588, 'mechanics': 18589, 'mediocrity': 18590, 'melvin': 18591, 'mendes': 18592, 'mercury': 18593, 'merit,': 18594, 'mesmerized': 18595, 'met,': 18596, 'meteorite': 18597, 'mid-life': 18598, \"miller's\": 18599, 'minimalist': 18600, 'mirror.': 18601, 'miscast,': 18602, 'misery.': 18603, 'mislead': 18604, 'mistaken.': 18605, 'mobsters': 18606, 'models.': 18607, 'monument': 18608, 'morbius': 18609, 'morphs': 18610, 'morton': 18611, 'motives,': 18612, 'mounting': 18613, 'movie.i': 18614, 'mug': 18615, 'mumbai': 18616, \"mummy's\": 18617, 'murder.<br': 18618, 'muscles': 18619, 'myself.<br': 18620, 'nadir': 18621, 'naomi': 18622, 'nasa': 18623, 'natured': 18624, \"nicholson's\": 18625, 'nightmare,': 18626, 'nominee': 18627, 'nonexistent': 18628, \"novak's\": 18629, 'now\"': 18630, \"o'neal\": 18631, 'obligated': 18632, 'obliged': 18633, 'obscurity.': 18634, 'obtaining': 18635, 'occasionally,': 18636, 'occupy': 18637, 'of?': 18638, 'offenders': 18639, 'one),': 18640, 'oneself': 18641, 'operas': 18642, 'operation,': 18643, 'orca': 18644, 'original)': 18645, 'orleans,': 18646, \"others'\": 18647, 'out-of-place': 18648, 'outlaws': 18649, 'overcoming': 18650, 'overlooked.': 18651, 'overlooking': 18652, 'owing': 18653, 'p.s.': 18654, \"panahi's\": 18655, 'pantheon': 18656, 'parable': 18657, 'parsifal': 18658, 'part:': 18659, 'pass,': 18660, 'passable,': 18661, 'paste': 18662, 'pathetic.<br': 18663, \"paulie's\": 18664, 'pazu': 18665, 'pecker': 18666, 'pee': 18667, 'people!': 18668, 'people)': 18669, 'peppered': 18670, 'performers,': 18671, 'perilous': 18672, 'perils': 18673, 'permeates': 18674, 'perplexed': 18675, 'personal,': 18676, 'perversion': 18677, 'pervert': 18678, 'philippe': 18679, 'phone,': 18680, 'picky': 18681, 'pin-up': 18682, 'pine': 18683, 'pitfalls': 18684, 'plagues': 18685, 'plotline': 18686, 'ploy': 18687, 'pm': 18688, 'poem,': 18689, 'poignant.': 18690, 'point-of-view': 18691, 'pollack': 18692, 'ponderous': 18693, 'poorer': 18694, 'population.': 18695, 'poverty,': 18696, 'praise.': 18697, 'prayer': 18698, 'predecessors': 18699, 'pregnancy': 18700, 'pretense': 18701, 'pretext': 18702, 'pristine': 18703, 'probably,': 18704, 'problem:': 18705, 'producers.': 18706, 'progress,': 18707, 'projects,': 18708, 'protagonists.': 18709, 'protector': 18710, 'protracted': 18711, 'protée': 18712, 'pryor': 18713, 'purchasing': 18714, 'purists': 18715, 'quigley': 18716, 'radio,': 18717, 'ragged': 18718, 'rains': 18719, 'ranma': 18720, 'rapists': 18721, 'raptor': 18722, 'rare.': 18723, 'ratings,': 18724, \"ray's\": 18725, 're-animator': 18726, 'reading.': 18727, 'reason)': 18728, 'reason:': 18729, 'recalled': 18730, 'reels': 18731, 'reform': 18732, 'reinforces': 18733, 'removes': 18734, 'rent,': 18735, 'rent.': 18736, 'repugnant': 18737, 'reputation,': 18738, 'rerun': 18739, 'research,': 18740, 'resolution,': 18741, 'resounding': 18742, 'resourceful': 18743, 'resources.': 18744, 'revived': 18745, 'rhys': 18746, 'riches': 18747, 'ride.<br': 18748, 'rightful': 18749, 'rings,': 18750, 'ringwald': 18751, 'risk.': 18752, 'rocker': 18753, 'rockwell': 18754, 'role),': 18755, \"rose's\": 18756, 'roses': 18757, 'round.': 18758, 'rowan': 18759, \"rukh's\": 18760, 'rule.': 18761, 's***': 18762, 's**t': 18763, 'sail': 18764, 'salem': 18765, 'saps': 18766, 'savage,': 18767, 'scarce': 18768, 'scheduled': 18769, 'schtick': 18770, 'schwarzenegger': 18771, 'scrappy': 18772, 'screenwriter,': 18773, \"script's\": 18774, 'scripts.': 18775, \"seagal's\": 18776, 'section,': 18777, 'separates': 18778, 'servant,': 18779, 'sewer': 18780, 'sexuality.': 18781, 'shabby': 18782, 'shahrukh': 18783, 'sheeta': 18784, \"sheriff's\": 18785, 'shields': 18786, 'shooter': 18787, 'shove': 18788, 'show:': 18789, 'showcased': 18790, 'shows.<br': 18791, 'shtick': 18792, 'sidekick,': 18793, 'silliness,': 18794, 'similar.': 18795, 'simone': 18796, 'single,': 18797, 'singles': 18798, 'sky\"': 18799, 'slackers': 18800, 'sleep.<br': 18801, 'slipping': 18802, 'smoking,': 18803, 'solace': 18804, 'solar': 18805, 'solid.': 18806, 'sonia': 18807, 'sophomore': 18808, 'spanish,': 18809, 'sparkle': 18810, 'spear': 18811, 'specialty': 18812, 'specifically,': 18813, 'speeds': 18814, 'speedy': 18815, 'spider-man': 18816, 'spinster': 18817, 'spits': 18818, 'spoils': 18819, 'spying': 18820, 'statement,': 18821, 'stories.<br': 18822, 'storm,': 18823, 'story...': 18824, 'straight.': 18825, 'stranger,': 18826, 'stroll': 18827, 'stud': 18828, 'sturdy': 18829, 'succeeded.': 18830, 'superior,': 18831, 'superior.': 18832, 'supporter': 18833, 'suppress': 18834, 'survival.': 18835, 'swayed': 18836, 'tackled': 18837, 'tanya': 18838, 'task,': 18839, 'tattoo': 18840, 'taylor.': 18841, 'teased': 18842, 'teeth,': 18843, 'tempered': 18844, 'temple.': 18845, 'tempo': 18846, 'textile': 18847, 'that;': 18848, 'them:': 18849, 'them;': 18850, 'then...': 18851, 'there)': 18852, 'there...': 18853, 'there:': 18854, 'thomas,': 18855, 'thriller.<br': 18856, 'thrilling,': 18857, 'throughly': 18858, 'tia': 18859, 'tibetan': 18860, 'tidy': 18861, 'tierney,': 18862, 'tigers': 18863, 'times!': 18864, 'times;': 18865, 'tintin': 18866, 'tips': 18867, 'tiresome.': 18868, 'title.<br': 18869, 'to?': 18870, 'toes': 18871, 'toolbox': 18872, 'topic,': 18873, 'tossing': 18874, 'tournament': 18875, 'trade,': 18876, 'treacherous': 18877, 'treasure,': 18878, 'treasured': 18879, 'trifle': 18880, 'trinity': 18881, 'trish': 18882, 'troop': 18883, 'truck,': 18884, 'truth.<br': 18885, 'turturro': 18886, 'tv-movie': 18887, 'twenty-five': 18888, 'twisting': 18889, 'twisty': 18890, 'typing': 18891, 'unavailable': 18892, 'unbelievable.<br': 18893, 'uncle.': 18894, 'uncomfortable,': 18895, 'underscores': 18896, 'undisputed': 18897, 'undying': 18898, 'unexpected.': 18899, 'unfortunately.': 18900, 'unity': 18901, 'unleash': 18902, 'unpopular': 18903, 'unravels': 18904, 'unrecognizable': 18905, 'unresolved': 18906, 'unsavory': 18907, 'unsophisticated': 18908, 'unusual.': 18909, 'upon,': 18910, 'urges': 18911, 'useless.': 18912, 'utilize': 18913, \"valentine's\": 18914, 'vengeance.': 18915, 'venice': 18916, 'venom': 18917, 'veritable': 18918, 'videotape': 18919, 'viewing.<br': 18920, 'vijay': 18921, 'visit.': 18922, 'volatile': 18923, 'volunteers': 18924, 'warmed': 18925, 'warning,': 18926, 'warrior,': 18927, 'wayne,': 18928, 'weaknesses,': 18929, 'weed': 18930, 'weeping': 18931, 'weigh': 18932, 'weirdly': 18933, 'wheeler': 18934, 'whine': 18935, 'whodunit': 18936, \"widmark's\": 18937, 'wit.': 18938, 'wolfman': 18939, 'wonderful.<br': 18940, \"woody's\": 18941, 'workings': 18942, 'works.<br': 18943, 'worthwhile,': 18944, 'wreck.': 18945, 'yakuza': 18946, 'yesterday,': 18947, 'you:': 18948, 'yourselves': 18949, 'yuen': 18950, 'zelda': 18951, 'zucker': 18952, '\"alien': 18953, '\"city': 18954, '\"cool': 18955, '\"doctor': 18956, '\"hood': 18957, '\"inspector': 18958, '\"johnny': 18959, '\"kill': 18960, '\"moonstruck\"': 18961, '\"more': 18962, '\"mother': 18963, '\"now': 18964, '\"people': 18965, '\"perfect': 18966, '\"pet': 18967, '\"police': 18968, '\"pulp': 18969, '\"santa': 18970, '\"scream\"': 18971, '\"secret': 18972, '\"seven': 18973, '\"silent': 18974, '\"take': 18975, '\"very': 18976, '\"we\\'re': 18977, '\"written': 18978, '\"yes,': 18979, \"'this\": 18980, '(\"you': 18981, '(2003)': 18982, '(amy': 18983, '(b)': 18984, '(based': 18985, '(brian': 18986, '(can': 18987, '(first': 18988, '(its': 18989, '(jeff': 18990, '(never': 18991, '(really': 18992, '(sort': 18993, '(thanks': 18994, '(will': 18995, '****.': 18996, '*not*': 18997, '...but': 18998, '/>*1/2': 18999, '/>cons:': 19000, '/>get': 19001, '/>normally': 19002, '/>part': 19003, '/>ps:': 19004, '/>seeing': 19005, '/>simply': 19006, '/>sure': 19007, '/>would': 19008, '/>yet,': 19009, \"/>you'll\": 19010, '1.5': 19011, '11th': 19012, '16mm': 19013, '1948': 19014, '1980,': 19015, '1990,': 19016, '1990s.': 19017, '2000.': 19018, '2001.': 19019, '2002.': 19020, '36': 19021, '360': 19022, '42': 19023, '5/10': 19024, '7.5': 19025, '95%': 19026, '>': 19027, 'abandons': 19028, 'abby': 19029, 'acceptable.': 19030, 'accomplishes': 19031, 'account,': 19032, 'acquaintances': 19033, 'acting...': 19034, 'actress.<br': 19035, 'actresses.': 19036, 'acts.': 19037, 'addictive': 19038, 'additions': 19039, 'adequate,': 19040, 'admiring': 19041, 'adorable,': 19042, 'afflicted': 19043, 'afraid,': 19044, 'afterward,': 19045, 'again\"': 19046, 'age\"': 19047, 'age-old': 19048, 'agenda.': 19049, 'alamo': 19050, 'alcoholism,': 19051, 'alfre': 19052, \"alice's\": 19053, 'always)': 19054, 'amnesia': 19055, 'anderson.': 19056, 'angers': 19057, 'animal.': 19058, 'antichrist': 19059, 'appeared.': 19060, 'appointed': 19061, 'appreciate.': 19062, 'appreciating': 19063, 'arabic': 19064, 'archaeological': 19065, 'arcs': 19066, 'areas.': 19067, 'argument.': 19068, 'armand': 19069, 'arrives,': 19070, 'artifacts': 19071, 'arts.': 19072, 'ashes': 19073, 'aside.': 19074, 'asinine': 19075, 'assassins': 19076, 'assaulted': 19077, 'astoundingly': 19078, 'attack.<br': 19079, \"attenborough's\": 19080, 'atypical': 19081, 'audience)': 19082, 'authenticity.': 19083, 'autobiographical': 19084, 'awaken': 19085, 'awkwardness': 19086, 'baby\",': 19087, 'babylon': 19088, 'backseat': 19089, 'backstory': 19090, 'baloo': 19091, 'ban': 19092, 'banality': 19093, 'bandit': 19094, 'bangs': 19095, 'banner': 19096, 'basket:': 19097, 'bathed': 19098, 'beads': 19099, 'bearable': 19100, 'bedroom.': 19101, 'beery': 19102, 'beggars': 19103, 'beliefs,': 19104, 'berserk': 19105, 'biased,': 19106, 'bid': 19107, 'birthday,': 19108, 'bitter,': 19109, 'bitterly': 19110, 'blocking': 19111, 'blooded': 19112, 'boggy': 19113, \"boll's\": 19114, 'bollywood.': 19115, 'boorish': 19116, 'both.<br': 19117, 'bowie': 19118, 'bra': 19119, 'bradford': 19120, 'bride,': 19121, 'brigham': 19122, 'broadly': 19123, 'brody': 19124, 'brooks,': 19125, \"brosnan's\": 19126, \"bruce's\": 19127, 'brushes': 19128, 'bryant': 19129, \"buck's\": 19130, 'budgetary': 19131, 'build-up': 19132, 'bulb': 19133, 'bully,': 19134, 'burgeoning': 19135, 'burstyn': 19136, 'butter': 19137, 'caesar': 19138, 'calmly': 19139, 'campfire': 19140, 'cancer,': 19141, 'can´t': 19142, 'capra': 19143, 'caricatures.': 19144, \"carter's\": 19145, 'cash,': 19146, 'catastrophe': 19147, 'cate': 19148, 'cave.': 19149, 'celie': 19150, 'century.<br': 19151, 'challenge.': 19152, 'channeling': 19153, 'charisma.': 19154, 'cherished': 19155, 'child-like': 19156, 'chilling,': 19157, 'ching': 19158, 'choppy,': 19159, 'chrissy': 19160, 'chronic': 19161, 'churn': 19162, 'cinemax': 19163, 'circumstance': 19164, 'civilization.': 19165, \"clark's\": 19166, 'claymation': 19167, 'cliff,': 19168, 'climax.<br': 19169, 'co-production': 19170, 'coherence': 19171, 'collision': 19172, 'comics.': 19173, 'commando': 19174, 'commandos': 19175, 'companion,': 19176, 'comparison.<br': 19177, 'conceived,': 19178, 'conditions,': 19179, 'conducting': 19180, 'connecticut': 19181, 'contact.': 19182, 'contention': 19183, 'contest,': 19184, 'contradictions': 19185, 'cool.<br': 19186, \"cop's\": 19187, 'coroner': 19188, 'corridor': 19189, \"couldn't.\": 19190, 'countess': 19191, 'courage,': 19192, 'court.': 19193, 'cowboy.': 19194, 'craven,': 19195, 'creation.': 19196, 'creatively': 19197, 'creator,': 19198, 'cromwell': 19199, 'crumbling': 19200, 'cryptic': 19201, 'cult.': 19202, 'curses': 19203, 'cylons': 19204, \"dan's\": 19205, 'darlene': 19206, 'daryl': 19207, 'davis.': 19208, 'day-to-day': 19209, 'dc': 19210, 'dead?': 19211, 'debuted': 19212, 'deem': 19213, 'defence': 19214, 'deja': 19215, 'demographic': 19216, 'demons.': 19217, 'denominator': 19218, 'descending': 19219, 'desdemona': 19220, 'desperation.': 19221, 'destiny.': 19222, 'detractors': 19223, 'devil.': 19224, 'dhoom': 19225, 'dialect': 19226, 'differences.': 19227, 'dilapidated': 19228, 'diluted': 19229, 'diminish': 19230, 'directions.': 19231, 'disappointment!': 19232, 'discovered,': 19233, 'discrimination': 19234, 'disgustingly': 19235, 'dishonest': 19236, 'disposed': 19237, 'distance,': 19238, 'distribute': 19239, 'do).': 19240, 'dolby': 19241, 'domain': 19242, 'domergue': 19243, \"don's\": 19244, 'done!': 19245, 'doodlebops': 19246, 'dope': 19247, 'drafted': 19248, 'dressler': 19249, 'drifts': 19250, 'drumming': 19251, 'drummond': 19252, 'duly': 19253, 'dumbed': 19254, 'dummy': 19255, 'dung': 19256, 'duration.': 19257, 'dwelling': 19258, 'dyan': 19259, 'edited.': 19260, 'editor,': 19261, 'effectively,': 19262, 'efficiently': 19263, 'einstein,': 19264, 'elegantly': 19265, 'elvira,': 19266, 'embodies': 19267, 'embodiment': 19268, 'emilio': 19269, 'emotion.<br': 19270, \"emperor's\": 19271, 'employer': 19272, 'enabled': 19273, 'enabling': 19274, 'endearing,': 19275, 'endorse': 19276, 'endures': 19277, 'energetic,': 19278, 'engineered': 19279, \"england's\": 19280, 'english)': 19281, 'epidemic': 19282, 'errors,': 19283, 'even.': 19284, 'everyone.<br': 19285, 'ex-boyfriend': 19286, 'excerpts': 19287, 'excited.': 19288, 'execs': 19289, 'exorcist,': 19290, 'experienced.': 19291, 'experiences,': 19292, 'exploitation,': 19293, 'fail,': 19294, 'failings': 19295, 'falls,': 19296, 'falsely': 19297, 'family?': 19298, 'fan.<br': 19299, 'farm.': 19300, 'ferrari': 19301, 'fey': 19302, 'fidel': 19303, 'files': 19304, 'filler.': 19305, 'filmmaking.': 19306, 'finale.<br': 19307, 'fine.<br': 19308, 'finish.<br': 19309, 'fisher,': 19310, 'flat-out': 19311, 'flavour': 19312, 'flaw.': 19313, 'flooding': 19314, 'florence': 19315, 'flushed': 19316, 'fondly': 19317, 'foot\"': 19318, 'foot.': 19319, 'foreshadowing': 19320, 'forgettable.<br': 19321, 'forsaken': 19322, 'forthcoming': 19323, 'fortune.': 19324, 'fractured': 19325, 'framework': 19326, \"frankie's\": 19327, 'frantically': 19328, 'freddie': 19329, 'frying': 19330, 'fulfillment': 19331, 'funeral.': 19332, 'gabby': 19333, 'gambling,': 19334, 'gaming': 19335, 'gangsters,': 19336, 'gardener': 19337, 'gas,': 19338, 'genetically': 19339, \"genre's\": 19340, 'genuine,': 19341, 'glances': 19342, 'glass.': 19343, 'glasses,': 19344, 'glen': 19345, 'glory,': 19346, 'goof': 19347, \"gordon's\": 19348, 'gory.': 19349, 'gosh,': 19350, 'grable': 19351, 'grammar': 19352, \"grant's\": 19353, 'green,': 19354, 'greengrass': 19355, 'grieco': 19356, 'grisby': 19357, 'grossed': 19358, 'guard.': 19359, 'gulf': 19360, 'guy.<br': 19361, 'gymnast': 19362, 'ha!': 19363, 'haim': 19364, 'haley': 19365, 'half-hearted': 19366, 'hands.<br': 19367, 'happy-go-lucky': 19368, \"hardy's\": 19369, \"harlin's\": 19370, 'harmon': 19371, 'harper': 19372, 'hartman': 19373, 'hayworth,': 19374, 'hear.': 19375, 'heart-wrenching': 19376, 'hefty': 19377, 'here\"': 19378, 'high\"': 19379, 'hill.': 19380, 'hit-man,': 19381, 'hobgoblins': 19382, 'holmes.': 19383, 'honeymoon': 19384, 'honor,': 19385, 'honored': 19386, 'hopalong': 19387, 'hopes,': 19388, 'hopkins,': 19389, 'hotter': 19390, 'hou': 19391, 'houseman': 19392, 'hunchback': 19393, 'hunt.': 19394, 'hysterical.': 19395, 'icon,': 19396, 'idealism': 19397, 'ideally': 19398, 'idiots.': 19399, 'ill-conceived': 19400, 'imaginative,': 19401, 'imminent': 19402, 'impersonate': 19403, 'implying': 19404, 'impotent': 19405, 'impression,': 19406, 'impromptu': 19407, 'inadequate': 19408, 'incident,': 19409, 'indirectly': 19410, 'indistinguishable': 19411, 'indoor': 19412, 'ineptitude': 19413, 'inimitable': 19414, 'inn': 19415, 'insight,': 19416, 'insipid,': 19417, 'instructions': 19418, 'intended)': 19419, 'intended,': 19420, 'intensity.': 19421, 'intent.': 19422, 'intricacies': 19423, 'invaded': 19424, 'inventive,': 19425, 'invisible.': 19426, 'involved.<br': 19427, 'irritate': 19428, 'irritates': 19429, 'islanders': 19430, 'jacob': 19431, 'jason,': 19432, 'jealousy,': 19433, 'jefferson': 19434, 'jericho': 19435, 'jerk.': 19436, 'jew': 19437, 'jfk': 19438, 'joe.': 19439, 'jokes.<br': 19440, 'journeys': 19441, 'jr.)': 19442, 'jud': 19443, 'jump,': 19444, 'justifiably': 19445, 'k': 19446, 'k.': 19447, 'karisma': 19448, 'kaye': 19449, 'kazaam': 19450, 'klaus': 19451, 'knife.': 19452, 'knowledge.': 19453, 'kristen': 19454, 'lab,': 19455, 'lad': 19456, 'landlady': 19457, 'lapd': 19458, 'lauded': 19459, 'lawyer.': 19460, 'leaden': 19461, 'leila': 19462, 'leon,': 19463, 'lessons,': 19464, 'lifestyle.': 19465, 'lilly': 19466, 'lit,': 19467, 'litter': 19468, 'lively,': 19469, 'loan': 19470, 'loathing': 19471, 'loathsome': 19472, 'lordi': 19473, 'lorne': 19474, 'loser,': 19475, 'love/hate': 19476, \"lover's\": 19477, 'loves.': 19478, 'lsd': 19479, 'luther': 19480, 'luxurious': 19481, 'majesty': 19482, 'making.<br': 19483, 'manhattan,': 19484, 'maradona': 19485, 'mark.<br': 19486, 'marky': 19487, 'mask.': 19488, 'masterpiece!': 19489, 'mate,': 19490, 'mating': 19491, 'mattered': 19492, 'mcbain': 19493, 'mcintire': 19494, 'meager': 19495, 'meantime': 19496, 'meatball': 19497, 'medium,': 19498, 'melts': 19499, 'mention.': 19500, 'mercenary': 19501, 'meter': 19502, 'metropolis': 19503, 'mgm,': 19504, 'miklos': 19505, 'million,': 19506, \"mind's\": 19507, 'minds,': 19508, 'mirror,': 19509, 'mist': 19510, 'moby': 19511, 'mona': 19512, 'monaghan': 19513, 'monarch': 19514, 'moods': 19515, 'moonwalker': 19516, 'moore,': 19517, 'moral,': 19518, 'morale': 19519, \"morgan's\": 19520, 'motivation,': 19521, 'moto': 19522, 'mountains.': 19523, 'movie.the': 19524, 'movies\"': 19525, 'movies),': 19526, 'mysticism': 19527, 'nadia': 19528, 'nameless': 19529, 'namely,': 19530, \"nancy's\": 19531, 'nation,': 19532, 'nature.<br': 19533, 'naïve': 19534, 'nc-17': 19535, 'need,': 19536, \"neighbor's\": 19537, 'neighborhood.': 19538, 'neo-realist': 19539, 'nest': 19540, 'neville': 19541, 'nic': 19542, 'nicer': 19543, 'nick,': 19544, 'nights.': 19545, 'nisha': 19546, 'nominal': 19547, 'nose,': 19548, 'notice,': 19549, 'nursing': 19550, 'nuts.': 19551, 'object,': 19552, 'obligation': 19553, 'obnoxious.': 19554, 'observes': 19555, 'obtained': 19556, 'occurrence': 19557, 'occurs,': 19558, 'ocean,': 19559, 'of:': 19560, 'officers.': 19561, 'ohio': 19562, 'ok.<br': 19563, 'old.<br': 19564, 'older.': 19565, \"ollie's\": 19566, 'onwards': 19567, 'opens,': 19568, 'orchestrated': 19569, 'original?': 19570, 'oscar-nominated': 19571, 'out)': 19572, 'out:': 19573, 'outcome,': 19574, 'outsider': 19575, 'overact': 19576, 'overacting,': 19577, 'pact': 19578, 'palsy': 19579, 'paranoia,': 19580, 'paranormal': 19581, 'paraphrase': 19582, 'parties,': 19583, 'paul.': 19584, 'payment': 19585, 'peer': 19586, 'peet': 19587, 'peril': 19588, 'perkins': 19589, 'personalities,': 19590, 'pesky': 19591, 'philosophy,': 19592, 'photographers': 19593, 'piano,': 19594, 'picnic': 19595, 'pike': 19596, 'pinjar': 19597, 'pipes': 19598, \"pitt's\": 19599, 'place!': 19600, 'plague,': 19601, 'pleasurable': 19602, 'plot;': 19603, 'pod': 19604, 'poetic,': 19605, 'poor.<br': 19606, 'popeye': 19607, 'portman': 19608, 'powerhouse': 19609, 'powerless': 19610, 'practice.': 19611, 'prancing': 19612, 'prayed': 19613, 'predecessor.': 19614, 'premature': 19615, 'pretensions': 19616, 'prince,': 19617, 'prizes': 19618, 'proceedings,': 19619, 'proclaimed': 19620, 'programmes': 19621, 'protagonist.': 19622, 'provoking,': 19623, 'pump': 19624, 'purity': 19625, 'purple\"': 19626, 'purports': 19627, 'quartet': 19628, 'queen.': 19629, 'quotes.': 19630, \"rachel's\": 19631, 'rain\"': 19632, 'ramble': 19633, 'rammed': 19634, 'range.': 19635, 'rapping': 19636, 'rapture': 19637, 'reaction.': 19638, 'rebirth': 19639, 'recognisable': 19640, 'recommendation.': 19641, 'reconcile': 19642, 'reed,': 19643, 'refund': 19644, 'regional': 19645, 'release.<br': 19646, 'removed.': 19647, 'repertoire': 19648, 'replaces': 19649, 'reservation': 19650, 'resonates': 19651, 'respite': 19652, 'restaurant,': 19653, 'retarded.': 19654, 'retrospect,': 19655, 'reunites': 19656, 'reve': 19657, 'revue': 19658, 'ridicule': 19659, 'ridiculed': 19660, 'ridiculous!': 19661, 'ridiculousness': 19662, 'riveting,': 19663, 'robbery.': 19664, 'robinson,': 19665, 'robust': 19666, \"rockin'\": 19667, 'rode': 19668, 'rogers.': 19669, \"rohmer's\": 19670, 'rolling.': 19671, 'rooker': 19672, 'room.<br': 19673, 'rooms,': 19674, 'rubbish.<br': 19675, 'rudolph': 19676, 'runtime': 19677, 'ruthless,': 19678, 'ruthlessly': 19679, 'rvd': 19680, 'saber': 19681, 'safe.': 19682, 'saffron': 19683, 'sam,': 19684, \"satan's\": 19685, 'satisfying,': 19686, 'saura': 19687, 'savior': 19688, 'scary!': 19689, 'schlock.': 19690, 'scholarship': 19691, 'scotland,': 19692, 'screeching': 19693, 'seat,': 19694, 'seated': 19695, 'see?': 19696, 'seem,': 19697, 'sematary': 19698, 'separately': 19699, 'sequel?': 19700, 'serene': 19701, 'sexploitation': 19702, 'shakti': 19703, 'shelf.': 19704, 'shine.': 19705, 'shipped': 19706, 'shocked,': 19707, 'shoes,': 19708, 'shoving': 19709, 'show).': 19710, 'shrewd': 19711, 'shue': 19712, 'shuffle': 19713, 'significance.': 19714, 'silvers': 19715, 'singers,': 19716, 'singularly': 19717, 'siren': 19718, 'skies': 19719, 'sleepwalking': 19720, 'sliced': 19721, 'slot': 19722, 'slowed': 19723, 'slowly.': 19724, 'smells': 19725, 'smith)': 19726, 'snafu': 19727, 'snatch': 19728, 'snatched': 19729, 'sneering': 19730, 'snobby': 19731, 'snow,': 19732, 'soon-to-be': 19733, 'sooraj': 19734, 'spacek': 19735, 'spaces': 19736, 'spain.': 19737, 'sparring': 19738, 'spontaneously': 19739, 'sports.': 19740, 'sprawling': 19741, 'stacy': 19742, 'standards.<br': 19743, 'standpoint': 19744, 'standpoint,': 19745, 'stanwyck,': 19746, 'statues': 19747, 'stepfather': 19748, 'stereo': 19749, 'stewart)': 19750, 'storage': 19751, 'strathairn': 19752, 'streep,': 19753, 'strut': 19754, 'study,': 19755, 'stylistically': 19756, 'success.<br': 19757, 'suits,': 19758, \"superman's\": 19759, 'sure.<br': 19760, 'surroundings.': 19761, 'sweetly': 19762, 'taiwanese': 19763, 'talented.': 19764, 'talkie': 19765, 'tame.': 19766, 'tautou': 19767, 'tenuous': 19768, 'termed': 19769, 'texan': 19770, 'text,': 19771, 'that\"': 19772, 'thee': 19773, 'thematically': 19774, 'theory.': 19775, 'there;': 19776, 'thesis': 19777, 'thought:': 19778, 'tick': 19779, 'to:': 19780, 'tobacco': 19781, 'tobias': 19782, 'toddler': 19783, 'tolerable.': 19784, 'tolerant': 19785, 'tomorrow.': 19786, 'tonight,': 19787, 'topic.': 19788, 'tore': 19789, 'touches.': 19790, 'touring': 19791, 'town.<br': 19792, 'tracked': 19793, 'tracy\"': 19794, 'trades': 19795, 'tradition.': 19796, 'tragedies': 19797, 'transylvania': 19798, 'travelers': 19799, 'trek\"': 19800, 'trelkovsky': 19801, 'tried,': 19802, 'tristan': 19803, 'tub': 19804, 'tunes,': 19805, 'tuning': 19806, 'typed': 19807, 'ufo': 19808, 'ugh.': 19809, 'uncontrollable': 19810, 'undemanding': 19811, 'undercurrent': 19812, 'undermine': 19813, 'understated,': 19814, 'unedited': 19815, 'uneven.': 19816, 'uneventful': 19817, 'unknown,': 19818, 'unpleasant,': 19819, 'unreal.': 19820, 'unrelenting': 19821, 'unspoken': 19822, 'urgent': 19823, 'utilizes': 19824, 'van.': 19825, 'vanished': 19826, 'vegas.': 19827, 'vent': 19828, 'venturing': 19829, 'versatility': 19830, 'verve': 19831, 'vibrant,': 19832, 'victoria,': 19833, 'videos.': 19834, 'vienna': 19835, 'vocals': 19836, 'voluptuous': 19837, \"wagner's\": 19838, 'wagon': 19839, 'walk.': 19840, 'walking,': 19841, 'walls,': 19842, 'wanna-be': 19843, 'warned,': 19844, \"warner's\": 19845, 'wasnt': 19846, 'waste,': 19847, 'wasted.<br': 19848, 'watchers': 19849, 'weight,': 19850, 'west\"': 19851, 'whack': 19852, 'whit': 19853, 'whole.<br': 19854, 'wife.<br': 19855, 'willard': 19856, 'wills': 19857, 'wins.': 19858, 'wiping': 19859, 'wisconsin': 19860, 'wisecracks': 19861, 'witches,': 19862, 'withstand': 19863, 'wodehouse': 19864, 'wonderfully.': 19865, 'worldly': 19866, 'worst.<br': 19867, 'writing.<br': 19868, 'wtf?': 19869, 'x.': 19870, 'xica': 19871, 'yadav': 19872, 'year)': 19873, 'yesterday.': 19874, 'you)': 19875, 'young)': 19876, 'yours.': 19877, 'youssef': 19878, 'youths': 19879, 'zack': 19880, 'zeta-jones': 19881, 'zone,': 19882, 'à': 19883, '\"beyond': 19884, '\"dan': 19885, '\"die': 19886, '\"f\"': 19887, '\"fight': 19888, '\"heaven': 19889, '\"left': 19890, '\"like': 19891, '\"meet': 19892, '\"murder': 19893, '\"nightmare': 19894, '\"play': 19895, '\"pride': 19896, '\"robot': 19897, '\"rock': 19898, '\"romance\"': 19899, '\"time': 19900, '\"under': 19901, '\"zabriskie': 19902, '$20': 19903, \"'30s\": 19904, \"'70's\": 19905, \"'73\": 19906, \"'80's\": 19907, \"'b'\": 19908, \"'love\": 19909, \"'oh\": 19910, \"'real'\": 19911, \"'so\": 19912, '(\"i': 19913, '(almost)': 19914, '(always': 19915, '(big': 19916, '(do': 19917, '(dr.': 19918, '(due': 19919, '(dustin': 19920, '(gary': 19921, '(having': 19922, '(instead': 19923, '(jeremy': 19924, '(kim': 19925, '(lee': 19926, '(martin': 19927, '(note:': 19928, '(obviously': 19929, '(patrick': 19930, '(read': 19931, '(ron': 19932, '(sam': 19933, '(seriously,': 19934, '(tim': 19935, '(vincent': 19936, '(voice': 19937, '***<br': 19938, '/>acting:': 19939, '/>beyond': 19940, '/>does': 19941, '/>except': 19942, '/>kudos': 19943, '/>lastly,': 19944, '/>long': 19945, '/>needless': 19946, '/>over': 19947, '/>overall:': 19948, '/>personally,': 19949, '/>plot:': 19950, '/>right': 19951, '/>sometimes': 19952, '/>special': 19953, '/>taking': 19954, '/>thanks': 19955, '/>third,': 19956, '/>tony': 19957, '/>try': 19958, '10th': 19959, '120': 19960, '1931': 19961, '1942': 19962, '1955': 19963, '1970,': 19964, '1973,': 19965, '1981,': 19966, '1988,': 19967, '2003,': 19968, '2005.': 19969, '2008,': 19970, '33': 19971, '43': 19972, '6/10': 19973, '8.5/10': 19974, '82': 19975, '9/11.': 19976, '?<br': 19977, 'abbey': 19978, 'abilities,': 19979, 'abuse.': 19980, 'accent?': 19981, 'accidents': 19982, 'accomplish.': 19983, 'aching': 19984, 'actuality': 19985, 'addict,': 19986, 'admirers': 19987, 'advantages': 19988, 'advises': 19989, 'affairs,': 19990, 'affectionate': 19991, 'afforded': 19992, 'airport,': 19993, 'albert.': 19994, 'alcoholic,': 19995, \"alex's\": 19996, 'all),': 19997, 'all-american': 19998, 'allen.': 19999, 'alluded': 20000, 'amateurs': 20001, 'ambassador': 20002, 'americanized': 20003, 'anamorphic': 20004, 'anchorman': 20005, 'anger.': 20006, 'anticipate': 20007, 'antithesis': 20008, 'anybody,': 20009, 'anymore.<br': 20010, 'appeared,': 20011, 'appears.': 20012, 'archaic': 20013, 'archibald': 20014, 'arjun': 20015, 'ark': 20016, 'aroused': 20017, 'asians': 20018, 'ask)': 20019, 'astaire,': 20020, 'atlantis,': 20021, 'attempts,': 20022, 'aunt.': 20023, 'authentic,': 20024, 'avail.': 20025, 'avant-garde': 20026, 'avenging': 20027, 'awhile,': 20028, 'b-movie,': 20029, 'babbling': 20030, 'babe,': 20031, 'bach,': 20032, 'backgrounds,': 20033, 'bad...': 20034, 'bailey': 20035, 'bamboo': 20036, 'barbie': 20037, 'barr': 20038, 'basing': 20039, 'batista': 20040, 'before:': 20041, 'befriend': 20042, 'behind-the-scenes': 20043, 'being.<br': 20044, 'bench': 20045, 'best)': 20046, 'bfg': 20047, \"biko's\": 20048, 'bilko': 20049, 'binder': 20050, 'bisexual': 20051, 'blanks': 20052, 'blasted': 20053, 'blows.': 20054, 'boiled': 20055, 'bore,': 20056, 'borne': 20057, 'bounces': 20058, 'bounds': 20059, 'boy\"': 20060, 'boyd': 20061, 'boyhood': 20062, 'brando,': 20063, 'bratty': 20064, 'bravado': 20065, 'bravely': 20066, 'brazil,': 20067, 'breasts.': 20068, 'breeze': 20069, 'broken.': 20070, 'brow': 20071, 'bruce,': 20072, 'bud,': 20073, 'buddies,': 20074, 'bullock': 20075, 'bumbling,': 20076, 'bumping': 20077, 'burrows': 20078, 'buscemi': 20079, 'busy,': 20080, 'cabinet': 20081, 'cad': 20082, 'cagney,': 20083, 'calculating': 20084, 'calm,': 20085, 'camel': 20086, \"cameron's\": 20087, 'captivate': 20088, 'card.': 20089, 'cards,': 20090, 'cares.': 20091, 'carey,': 20092, \"carol's\": 20093, 'carroll': 20094, 'cases.': 20095, 'cast!': 20096, 'casualty': 20097, 'catalogue': 20098, 'cater': 20099, 'caught.': 20100, 'cave,': 20101, 'cecilia': 20102, 'celestine': 20103, 'centerpiece': 20104, 'channels.': 20105, 'character).': 20106, 'charitable': 20107, 'charmingly': 20108, 'charts': 20109, 'cheapest': 20110, 'cheated.': 20111, 'cheek,': 20112, 'chores': 20113, \"christ's\": 20114, \"christy's\": 20115, 'chuckled': 20116, 'chunks': 20117, 'cigar': 20118, 'cigarettes': 20119, 'circular': 20120, 'cities,': 20121, 'cities.': 20122, 'civilized': 20123, 'claudia': 20124, 'clayton': 20125, 'clearer': 20126, 'cliffs': 20127, 'climaxes': 20128, 'close-ups,': 20129, 'closet.': 20130, 'clouds,': 20131, 'co-starred': 20132, 'code,': 20133, 'cohorts': 20134, 'coin': 20135, 'coincidentally,': 20136, 'col.': 20137, 'collects': 20138, 'colonies': 20139, 'colors.': 20140, 'commercially': 20141, 'communicated': 20142, 'complements': 20143, 'complexity.': 20144, 'compose': 20145, 'computers,': 20146, 'concede': 20147, 'conceivable': 20148, 'conditions.': 20149, 'congratulations': 20150, \"connery's\": 20151, 'consecutive': 20152, 'consistency': 20153, 'consuming': 20154, 'contemporaries': 20155, 'contender': 20156, 'contradiction': 20157, 'conviction.': 20158, 'convoluted,': 20159, 'cooler': 20160, \"cowboy'\": 20161, 'cows': 20162, 'crafty': 20163, 'cranked': 20164, 'crazier': 20165, 'creepshow': 20166, 'cricket': 20167, 'cried,': 20168, 'criticise': 20169, 'criticised': 20170, 'crotch': 20171, 'cruz': 20172, 'cuba,': 20173, 'cup.': 20174, 'cured': 20175, 'cylon': 20176, 'dagger': 20177, 'damien': 20178, 'dangerfield': 20179, 'dario': 20180, 'dark\"': 20181, 'dashed': 20182, 'david,': 20183, 'decisions.': 20184, 'delightful.': 20185, 'delivered,': 20186, 'demeaning': 20187, 'deol': 20188, 'depalma': 20189, 'depressed,': 20190, 'depressingly': 20191, 'deprived': 20192, 'descended': 20193, 'descriptions': 20194, 'deserts': 20195, 'deserve.': 20196, 'desired,': 20197, 'desperate,': 20198, 'desperation,': 20199, 'destiny,': 20200, 'det.': 20201, 'difficult.': 20202, 'diminishes': 20203, 'dirty.': 20204, 'disappears.': 20205, 'disclaimer': 20206, 'discomfort': 20207, 'discredit': 20208, 'discs': 20209, 'disease,': 20210, 'dishes': 20211, 'dispute': 20212, 'dissolves': 20213, 'diva': 20214, 'diver': 20215, 'dizzying': 20216, 'doc,': 20217, 'doing?': 20218, 'dolly': 20219, 'dooley': 20220, 'down-to-earth': 20221, 'downer': 20222, 'downhill.': 20223, 'drag,': 20224, 'dramatized': 20225, 'drenched': 20226, 'driver.': 20227, 'due.': 20228, 'e-mail': 20229, 'earthly': 20230, 'eater': 20231, 'ebenezer': 20232, 'echoing': 20233, 'eden': 20234, 'eighteen': 20235, 'embarrassment.': 20236, 'embraces': 20237, 'embracing': 20238, \"emma's\": 20239, 'empire,': 20240, 'employing': 20241, 'enamored': 20242, 'endings.': 20243, 'endowed': 20244, 'engineering': 20245, 'enlist': 20246, 'ensues.<br': 20247, 'ensuring': 20248, 'entangled': 20249, 'episodes.<br': 20250, 'equipment,': 20251, 'equipment.': 20252, 'er,': 20253, 'erica': 20254, 'essentially,': 20255, 'etc..': 20256, 'etched': 20257, 'evacuated': 20258, 'ever)': 20259, 'example),': 20260, 'excel': 20261, 'excellence.': 20262, 'excused': 20263, 'execution,': 20264, 'exhausting': 20265, 'expect.<br': 20266, 'experimentation': 20267, 'experiments.': 20268, 'exploded': 20269, 'explosion.': 20270, 'f-word': 20271, 'facade': 20272, 'fact.<br': 20273, \"falk's\": 20274, 'false.': 20275, 'familial': 20276, 'fans!': 20277, 'fantastic!': 20278, 'farrell,': 20279, 'fave': 20280, 'fears,': 20281, 'feather': 20282, 'federation': 20283, 'fellow,': 20284, 'ferdie': 20285, 'festivals,': 20286, 'final,': 20287, 'fingernails': 20288, 'fired.': 20289, 'fish,': 20290, 'fish.': 20291, \"fishburne's\": 20292, 'fitted': 20293, 'flags': 20294, 'flops': 20295, 'flowers,': 20296, 'flute': 20297, 'foray': 20298, 'forbid': 20299, 'forces,': 20300, 'forces.': 20301, 'foreground': 20302, 'forensic': 20303, 'forever.<br': 20304, 'forgivable': 20305, 'fork': 20306, 'forms.': 20307, 'fortune,': 20308, \"freakin'\": 20309, 'freezing': 20310, 'freud': 20311, 'friend.<br': 20312, 'frighteningly': 20313, 'frustrations': 20314, 'fulfills': 20315, 'funniest,': 20316, 'furlong': 20317, 'g.i.': 20318, 'gameplay': 20319, 'gasping': 20320, 'gazzara': 20321, 'genesis': 20322, 'genitals': 20323, 'giant,': 20324, \"gibson's\": 20325, 'gist': 20326, 'glib': 20327, 'glorifies': 20328, 'god.<br': 20329, 'godzilla,': 20330, 'goldberg,': 20331, 'goldsmith': 20332, 'gong': 20333, 'good).': 20334, 'google': 20335, 'gore.<br': 20336, 'grandfather,': 20337, 'grant)': 20338, 'graphics.': 20339, 'grave,': 20340, 'grayson,': 20341, 'greasy': 20342, 'great)': 20343, 'greetings': 20344, 'grenade': 20345, 'gripped': 20346, 'grit': 20347, 'groan': 20348, 'gross,': 20349, 'grossing': 20350, 'guide,': 20351, 'guidelines': 20352, 'guilt.': 20353, 'gunfire': 20354, 'gunman': 20355, 'gunner': 20356, 'gunshots': 20357, \"guys'\": 20358, 'hallways': 20359, 'ham-fisted': 20360, 'handled,': 20361, 'harassed': 20362, 'harbors': 20363, 'hard-core': 20364, 'hart,': 20365, 'haunting,': 20366, 'hawke,': 20367, 'hazy': 20368, 'headstrong': 20369, 'heartbreaking.': 20370, 'heartbroken': 20371, 'heel': 20372, 'hellman': 20373, 'helm': 20374, 'her:': 20375, 'heyday': 20376, 'highly.': 20377, 'himself!': 20378, 'himself)': 20379, 'hippy': 20380, 'histrionic': 20381, 'hobby': 20382, 'homages': 20383, 'honey,': 20384, 'hood,': 20385, 'hood.': 20386, 'horns': 20387, 'hose': 20388, 'hugging': 20389, 'hype,': 20390, 'hysterical,': 20391, 'iago': 20392, 'iceberg': 20393, 'idealized': 20394, 'ill.': 20395, 'illicit': 20396, 'illustrations': 20397, 'ilona': 20398, 'imaginations': 20399, 'immensely.': 20400, 'immigration': 20401, 'impatient': 20402, 'in\"': 20403, 'inanimate': 20404, 'incomplete': 20405, 'incorporating': 20406, 'incredibly,': 20407, 'indeed.<br': 20408, 'indians,': 20409, 'indictment': 20410, 'individual.': 20411, 'inevitable,': 20412, 'inexcusable': 20413, 'infested': 20414, 'infinite': 20415, 'infuriating': 20416, 'inkling': 20417, 'innocuous': 20418, 'innumerable': 20419, 'inoffensive': 20420, 'insight.': 20421, 'installed': 20422, 'instance.': 20423, 'instructed': 20424, 'insultingly': 20425, 'intention,': 20426, 'intercourse': 20427, 'interference': 20428, 'interlude': 20429, 'interpretation.': 20430, 'interrogation': 20431, 'intolerable': 20432, 'intrinsic': 20433, 'investigation,': 20434, 'invincible': 20435, 'invisibility': 20436, 'iran,': 20437, 'iraq,': 20438, 'irrelevant.': 20439, 'irritatingly': 20440, 'is<br': 20441, 'island\"': 20442, \"isn't.<br\": 20443, 'issue,': 20444, 'issued': 20445, 'itch': 20446, 'j.j.': 20447, 'jean-claude': 20448, 'jeroen': 20449, \"jerry's\": 20450, 'jocks': 20451, 'joey,': 20452, 'johnnie': 20453, 'journal': 20454, 'jump.': 20455, 'justified.': 20456, 'justifying': 20457, 'justly': 20458, 'juxtaposition': 20459, \"karloff's\": 20460, 'keeper': 20461, \"khouri's\": 20462, 'kiefer': 20463, 'killed.<br': 20464, 'killer?': 20465, 'kindergarten': 20466, 'kirkland': 20467, 'knockout': 20468, 'la.': 20469, 'lair': 20470, 'laird': 20471, 'lamarr': 20472, 'lame.<br': 20473, 'landing,': 20474, 'later\"': 20475, 'later)': 20476, 'laugh!': 20477, 'laura,': 20478, 'lea': 20479, 'leaves.': 20480, 'leering': 20481, 'left-wing': 20482, 'leg,': 20483, 'lensman': 20484, 'leo,': 20485, 'leonora': 20486, 'liaison': 20487, 'liberally': 20488, 'lies,': 20489, 'likelihood': 20490, 'limits,': 20491, 'liquid': 20492, 'literature,': 20493, 'lithgow': 20494, 'live.<br': 20495, 'lloyd,': 20496, 'lobby': 20497, 'logically': 20498, 'long-winded': 20499, 'look-alike': 20500, \"lord's\": 20501, 'lords': 20502, 'lori': 20503, 'lottery': 20504, 'lousy,': 20505, 'love!': 20506, 'loves,': 20507, 'lugosi,': 20508, \"lumet's\": 20509, 'lusting': 20510, 'lyrics,': 20511, 'mace': 20512, 'madhur': 20513, 'man,\"': 20514, 'manager.': 20515, 'manhood': 20516, 'manuscript': 20517, 'marches': 20518, 'marianne': 20519, \"marie's\": 20520, 'marin': 20521, 'marxist': 20522, 'mary-kate': 20523, 'masala': 20524, 'mastered': 20525, 'masterwork': 20526, 'matinée': 20527, 'mayer': 20528, 'mcmahon': 20529, 'mean.<br': 20530, 'meaningful,': 20531, 'meld': 20532, 'menacing,': 20533, 'metamorphosis': 20534, 'meticulous': 20535, 'metropolitan': 20536, 'michael.': 20537, 'michele': 20538, 'microphone': 20539, 'mile.': 20540, 'miles.': 20541, 'military,': 20542, 'military.': 20543, 'mimicking': 20544, 'mindless,': 20545, 'minimum.': 20546, 'mirrors,': 20547, 'mistreated': 20548, 'misunderstandings': 20549, 'mm': 20550, 'moaning': 20551, 'modeled': 20552, 'mold': 20553, 'monitors': 20554, 'moody,': 20555, 'moriarty': 20556, 'morita': 20557, 'moronic.': 20558, 'morose': 20559, 'mountain,': 20560, 'moved.': 20561, 'movie-goers': 20562, 'mower': 20563, 'mst': 20564, 'much?': 20565, 'mushrooms': 20566, 'music;': 20567, 'mvp': 20568, 'mythic': 20569, 'mythological': 20570, 'nancy,': 20571, 'narrator,': 20572, \"naschy's\": 20573, 'nation.': 20574, 'nausicaa': 20575, 'nazis,': 20576, 'necessary.<br': 20577, 'neighborhood,': 20578, 'network,': 20579, 'neurotic,': 20580, 'newfound': 20581, 'newhart': 20582, 'nick.': 20583, 'nickname': 20584, 'night!': 20585, 'nineties': 20586, 'ninth': 20587, 'nodding': 20588, 'non-professional': 20589, 'none,': 20590, 'notoriously': 20591, 'nowhere.<br': 20592, 'objections': 20593, 'observer': 20594, 'obsolete': 20595, 'oddity': 20596, 'offends': 20597, 'offer.<br': 20598, 'offerings': 20599, 'ole': 20600, 'on\"': 20601, 'oppression': 20602, 'opts': 20603, 'orientation': 20604, 'oshii': 20605, 'out).': 20606, 'outfit,': 20607, 'outtakes': 20608, 'overlong,': 20609, 'overs': 20610, 'pa': 20611, 'painters': 20612, 'painting,': 20613, 'palace,': 20614, 'palatable': 20615, 'paltrow,': 20616, 'paltry': 20617, 'parameters': 20618, \"parker's\": 20619, 'parodying': 20620, 'parting': 20621, 'patented': 20622, 'pathos,': 20623, \"peckinpah's\": 20624, 'perceptive': 20625, 'perfection,': 20626, 'periodically': 20627, 'perlman': 20628, 'permitted': 20629, \"perry's\": 20630, 'persona,': 20631, 'persuaded': 20632, 'pesci': 20633, 'phallic': 20634, 'pills': 20635, 'pino': 20636, 'pioneers': 20637, 'plead': 20638, 'pleads': 20639, 'plight.': 20640, 'plumbing': 20641, 'plus.': 20642, \"poe's\": 20643, 'pointe': 20644, 'polished,': 20645, 'pony': 20646, 'poo': 20647, 'pool,': 20648, 'pornography.': 20649, 'portugal': 20650, 'posse': 20651, 'powder': 20652, 'power\"': 20653, 'pre': 20654, 'preachy.': 20655, \"president's\": 20656, 'presley': 20657, 'previously,': 20658, 'print,': 20659, 'probation': 20660, 'procedure': 20661, 'professional.': 20662, 'proportions.': 20663, 'proposal': 20664, 'proposition': 20665, 'prosecutor': 20666, 'provocative,': 20667, 'prowess': 20668, 'psycho,': 20669, 'puddle': 20670, 'put-upon': 20671, 'pyramid': 20672, 'questionable.': 20673, 'ra': 20674, 'racy': 20675, 'radar': 20676, 'radha': 20677, 'rails': 20678, 'raja': 20679, 'ramblings': 20680, 'rapport': 20681, 'raquel': 20682, 'rathbone': 20683, 'rawal': 20684, 'ray,': 20685, 're-release': 20686, 'reactionary': 20687, 'reb': 20688, 'recap': 20689, 'recommended.<br': 20690, 'reeling': 20691, 'regina': 20692, 'regretted': 20693, 'reincarnated': 20694, 'rekindle': 20695, 'related.': 20696, 'relax,': 20697, 'reliance': 20698, 'remarks.': 20699, 'replies,': 20700, 'report,': 20701, 'repression': 20702, 'requirement': 20703, 'rescue.': 20704, 'reservations': 20705, 'reserve': 20706, 'resides': 20707, 'restrictions': 20708, 'rethink': 20709, 'reversal': 20710, 'revisiting': 20711, 'rican': 20712, 'rip-off.': 20713, 'rip-offs': 20714, 'roam': 20715, 'roar': 20716, 'rochon': 20717, 'roddenberry': 20718, 'rodgers': 20719, 'roeg': 20720, 'romano': 20721, 'romanticized': 20722, 'ronnie': 20723, 'roosevelt': 20724, 'rough,': 20725, 'rubbed': 20726, 'rubble': 20727, 'rufus': 20728, 'rundown': 20729, 'safer': 20730, 'sands': 20731, 'sant': 20732, 'sarah,': 20733, 'satires': 20734, 'savagely': 20735, 'savalas': 20736, 'savvy': 20737, 'saxon': 20738, 'scene),': 20739, \"schindler's\": 20740, 'score.<br': 20741, 'scrap': 20742, 'scratches': 20743, 'sctv': 20744, 'sea\"': 20745, 'season.<br': 20746, 'seconds.<br': 20747, 'secretive': 20748, 'self-destructive': 20749, 'self-righteous': 20750, 'senate': 20751, 'send-up': 20752, 'sensitively': 20753, 'series!': 20754, 'set-pieces': 20755, 'setting.<br': 20756, 'shambles': 20757, 'shefali': 20758, 'shirt,': 20759, 'shoes.': 20760, 'shortage': 20761, 'shouted': 20762, 'shutting': 20763, 'side.<br': 20764, 'sided': 20765, \"sidney's\": 20766, 'silence.': 20767, 'silliness.': 20768, 'sitcom.': 20769, 'skulls': 20770, 'slated': 20771, 'slaughtering': 20772, 'sleepaway': 20773, 'sleepwalkers': 20774, 'sloth': 20775, 'slowing': 20776, 'small-time': 20777, 'smiled': 20778, 'smirk': 20779, 'snapped': 20780, 'sniffing': 20781, 'snipers': 20782, 'snob': 20783, 'snobbish': 20784, 'socialite': 20785, 'soft,': 20786, 'sol': 20787, 'sorts.': 20788, 'soundtrack.<br': 20789, 'spacey,': 20790, 'spanish.': 20791, 'spectacle.': 20792, 'spectators': 20793, 'spoiled,': 20794, 'spoilers<br': 20795, 'spoon': 20796, 'sports,': 20797, 'spot-on': 20798, 'spout': 20799, 'sprayed': 20800, 'spreads': 20801, 'squire': 20802, 'stacey': 20803, 'star-studded': 20804, 'stardom.': 20805, 'starfleet': 20806, 'starters': 20807, 'starts,': 20808, 'stay,': 20809, 'stinking': 20810, 'stock.': 20811, 'stone.': 20812, 'stop,': 20813, 'stores,': 20814, 'story),': 20815, 'story-line': 20816, 'storylines': 20817, 'strays': 20818, 'strokes': 20819, 'stubby': 20820, \"student's\": 20821, 'student.': 20822, 'studios.': 20823, 'study.': 20824, 'stupider': 20825, 'subliminal': 20826, 'subplots,': 20827, 'suckered': 20828, 'suggests,': 20829, 'sullen': 20830, 'sunken': 20831, 'superiority': 20832, 'suppose.': 20833, 'suppressed': 20834, 'surveillance': 20835, 'survivors.': 20836, 'suspenseful.': 20837, 'swearing,': 20838, 'sweden.': 20839, 'sweetheart': 20840, 'swordplay': 20841, 'sworn': 20842, 'sylvester': 20843, 'symbolism.': 20844, 'symbolizes': 20845, 'syrup': 20846, 'tackling': 20847, 'tagged': 20848, 'takes,': 20849, 'talks,': 20850, 'tarnished': 20851, 'tawdry': 20852, 'teachings': 20853, 'technicolor,': 20854, 'template': 20855, 'temple,': 20856, 'tempting': 20857, 'terminally': 20858, 'terrain': 20859, 'terri': 20860, 'test,': 20861, 'test.': 20862, 'that´s': 20863, 'theater.<br': 20864, 'theatrical,': 20865, 'them).': 20866, 'therapist': 20867, 'there).': 20868, 'thing)': 20869, 'this).': 20870, 'thought.<br': 20871, 'threadbare': 20872, 'three.<br': 20873, 'threesome': 20874, 'thrilling.': 20875, 'thunderbird': 20876, 'thwart': 20877, 'timeless.': 20878, \"timmy's\": 20879, \"timon's\": 20880, 'tng': 20881, 'togar': 20882, 'toilet.': 20883, 'torso': 20884, 'touches,': 20885, 'tougher': 20886, 'toughness': 20887, 'trade.': 20888, 'training.': 20889, 'traitor': 20890, 'trashing': 20891, 'treat,': 20892, 'treatment,': 20893, 'trek:': 20894, 'trevor': 20895, 'tribes': 20896, 'trippy': 20897, 'trotta': 20898, 'troubles.': 20899, 'troublesome': 20900, 'troupe': 20901, 'truer': 20902, 'trunk': 20903, 'tunnels': 20904, 'types.': 20905, 'ulrich': 20906, \"uncle's\": 20907, 'unconvincing,': 20908, 'under-rated': 20909, 'undergo': 20910, 'undergoes': 20911, 'underlines': 20912, 'undertone': 20913, 'undertones': 20914, 'underwritten': 20915, 'unexciting': 20916, 'unflinching': 20917, 'unfocused': 20918, 'ungar': 20919, 'unimaginative,': 20920, 'unintelligible': 20921, 'unintended': 20922, 'unisol': 20923, 'unmotivated': 20924, 'unnoticed': 20925, 'unofficial': 20926, 'untrue.': 20927, 'unworthy': 20928, 'upright': 20929, 'urinating': 20930, 'utah': 20931, 'vacant': 20932, 'validity': 20933, 'value.<br': 20934, 'veiled': 20935, 'veneer': 20936, 'vertigo': 20937, 'viable': 20938, 'vicki': 20939, 'victims.<br': 20940, 'viewpoints': 20941, 'virgin.': 20942, 'virgins': 20943, 'vistas': 20944, 'visually.': 20945, 'vivid,': 20946, 'vocabulary': 20947, 'vulcan': 20948, 'w': 20949, 'waco': 20950, 'wade': 20951, 'wanted,': 20952, 'ward,': 20953, 'washington.': 20954, 'wasteland': 20955, 'watchable.<br': 20956, 'wave.': 20957, 'way\"': 20958, 'ways:': 20959, 'wealth,': 20960, 'weapon,': 20961, 'well-developed': 20962, 'well-made,': 20963, 'went.': 20964, 'whereabouts': 20965, 'whipping': 20966, \"wilder's\": 20967, 'wildest': 20968, 'wimp': 20969, 'winger': 20970, 'winter,': 20971, 'wisecracking': 20972, 'without,': 20973, 'won,': 20974, 'wrestlers': 20975, 'x\"': 20976, 'x-men': 20977, 'yang': 20978, 'yanked': 20979, 'yawn.': 20980, 'yearns': 20981, 'years)': 20982, 'years?': 20983, 'you...': 20984, 'zen': 20985, 'zeta': 20986, 'zoe': 20987})\n"
     ]
    }
   ],
   "source": [
    "print(TEXT.vocab.stoi) # 각 단어의 정수 인덱스가 저장되어져 있는 딕셔너리 객체에 접근"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "perfect-craps",
   "metadata": {},
   "outputs": [],
   "source": [
    "vocab_dict = TEXT.vocab.stoi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "nonprofit-injury",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(<bound method Vocab._default_unk_index of <torchtext.legacy.vocab.Vocab object at 0x7f3ff97e51d0>>,\n",
       "            {'<unk>': 0,\n",
       "             '<pad>': 1,\n",
       "             'the': 2,\n",
       "             'a': 3,\n",
       "             'and': 4,\n",
       "             'of': 5,\n",
       "             'to': 6,\n",
       "             'is': 7,\n",
       "             'in': 8,\n",
       "             'i': 9,\n",
       "             'this': 10,\n",
       "             'that': 11,\n",
       "             'it': 12,\n",
       "             '/><br': 13,\n",
       "             'was': 14,\n",
       "             'as': 15,\n",
       "             'for': 16,\n",
       "             'with': 17,\n",
       "             'but': 18,\n",
       "             'on': 19,\n",
       "             'movie': 20,\n",
       "             'his': 21,\n",
       "             'are': 22,\n",
       "             'not': 23,\n",
       "             'film': 24,\n",
       "             'you': 25,\n",
       "             'have': 26,\n",
       "             'he': 27,\n",
       "             'be': 28,\n",
       "             'at': 29,\n",
       "             'one': 30,\n",
       "             'by': 31,\n",
       "             'an': 32,\n",
       "             'they': 33,\n",
       "             'from': 34,\n",
       "             'all': 35,\n",
       "             'who': 36,\n",
       "             'like': 37,\n",
       "             'so': 38,\n",
       "             'just': 39,\n",
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       "             'change': 689,\n",
       "             'comic': 690,\n",
       "             'upon': 691,\n",
       "             'end.': 692,\n",
       "             'simple': 693,\n",
       "             'strange': 694,\n",
       "             'using': 695,\n",
       "             'four': 696,\n",
       "             'knows': 697,\n",
       "             'happened': 698,\n",
       "             'is.': 699,\n",
       "             'named': 700,\n",
       "             'within': 701,\n",
       "             'released': 702,\n",
       "             'usual': 703,\n",
       "             'way.': 704,\n",
       "             'seen.': 705,\n",
       "             'english': 706,\n",
       "             'among': 707,\n",
       "             'movie.<br': 708,\n",
       "             'but,': 709,\n",
       "             'lots': 710,\n",
       "             '/>': 711,\n",
       "             'basically': 712,\n",
       "             'mention': 713,\n",
       "             'slow': 714,\n",
       "             'romantic': 715,\n",
       "             'stuff': 716,\n",
       "             'bunch': 717,\n",
       "             'her.': 718,\n",
       "             'kept': 719,\n",
       "             'typical': 720,\n",
       "             'certain': 721,\n",
       "             'interest': 722,\n",
       "             'films.': 723,\n",
       "             'near': 724,\n",
       "             'city': 725,\n",
       "             'hours': 726,\n",
       "             'overall': 727,\n",
       "             'showing': 728,\n",
       "             '(i': 729,\n",
       "             'blood': 730,\n",
       "             'plot,': 731,\n",
       "             'brought': 732,\n",
       "             'fall': 733,\n",
       "             'murder': 734,\n",
       "             'days': 735,\n",
       "             'body': 736,\n",
       "             '/>and': 737,\n",
       "             'tried': 738,\n",
       "             'song': 739,\n",
       "             'apparently': 740,\n",
       "             'miss': 741,\n",
       "             '/>a': 742,\n",
       "             'him,': 743,\n",
       "             'middle': 744,\n",
       "             'greatest': 745,\n",
       "             'jack': 746,\n",
       "             'life,': 747,\n",
       "             'george': 748,\n",
       "             'film.<br': 749,\n",
       "             'score': 750,\n",
       "             'events': 751,\n",
       "             'happy': 752,\n",
       "             'sad': 753,\n",
       "             '/>as': 754,\n",
       "             'yourself': 755,\n",
       "             'working': 756,\n",
       "             'shots': 757,\n",
       "             'stay': 758,\n",
       "             'talk': 759,\n",
       "             'add': 760,\n",
       "             'cheap': 761,\n",
       "             '(as': 762,\n",
       "             'begins': 763,\n",
       "             'decided': 764,\n",
       "             'age': 765,\n",
       "             'buy': 766,\n",
       "             'so,': 767,\n",
       "             'surprised': 768,\n",
       "             'hear': 769,\n",
       "             'french': 770,\n",
       "             'brother': 771,\n",
       "             'famous': 772,\n",
       "             'alone': 773,\n",
       "             'on.': 774,\n",
       "             'paul': 775,\n",
       "             'became': 776,\n",
       "             \"what's\": 777,\n",
       "             'daughter': 778,\n",
       "             'hate': 779,\n",
       "             'annoying': 780,\n",
       "             'learn': 781,\n",
       "             'richard': 782,\n",
       "             'happen': 783,\n",
       "             '(which': 784,\n",
       "             'please': 785,\n",
       "             'sit': 786,\n",
       "             'songs': 787,\n",
       "             \"you've\": 788,\n",
       "             'de': 789,\n",
       "             'jokes': 790,\n",
       "             'easy': 791,\n",
       "             \"/>it's\": 792,\n",
       "             'nor': 793,\n",
       "             'ten': 794,\n",
       "             'peter': 795,\n",
       "             'sets': 796,\n",
       "             'documentary': 797,\n",
       "             'view': 798,\n",
       "             'experience': 799,\n",
       "             'light': 800,\n",
       "             'too.': 801,\n",
       "             'above': 802,\n",
       "             'funny.': 803,\n",
       "             'cinematography': 804,\n",
       "             'funny,': 805,\n",
       "             'hell': 806,\n",
       "             'possibly': 807,\n",
       "             \"who's\": 808,\n",
       "             'sequence': 809,\n",
       "             'sexual': 810,\n",
       "             'attention': 811,\n",
       "             'king': 812,\n",
       "             'straight': 813,\n",
       "             '1': 814,\n",
       "             'stand': 815,\n",
       "             'hand': 816,\n",
       "             'meets': 817,\n",
       "             'power': 818,\n",
       "             'oh': 819,\n",
       "             'gore': 820,\n",
       "             'episodes': 821,\n",
       "             'word': 822,\n",
       "             'difficult': 823,\n",
       "             'clear': 824,\n",
       "             'elements': 825,\n",
       "             'husband': 826,\n",
       "             'also,': 827,\n",
       "             'red': 828,\n",
       "             'god': 829,\n",
       "             'violence': 830,\n",
       "             'characters.': 831,\n",
       "             'keeps': 832,\n",
       "             'leaves': 833,\n",
       "             'poorly': 834,\n",
       "             'realize': 835,\n",
       "             'means': 836,\n",
       "             'ones': 837,\n",
       "             'japanese': 838,\n",
       "             'television': 839,\n",
       "             'genre': 840,\n",
       "             'roles': 841,\n",
       "             'character,': 842,\n",
       "             'somehow': 843,\n",
       "             'flick': 844,\n",
       "             '5': 845,\n",
       "             'cool': 846,\n",
       "             'out,': 847,\n",
       "             'figure': 848,\n",
       "             'reality': 849,\n",
       "             'possible': 850,\n",
       "             'silly': 851,\n",
       "             'them,': 852,\n",
       "             'eventually': 853,\n",
       "             'towards': 854,\n",
       "             'reading': 855,\n",
       "             'move': 856,\n",
       "             'rent': 857,\n",
       "             'brings': 858,\n",
       "             'doubt': 859,\n",
       "             'scary': 860,\n",
       "             'theme': 861,\n",
       "             'killing': 862,\n",
       "             'lady': 863,\n",
       "             'unfortunately': 864,\n",
       "             'filmed': 865,\n",
       "             'imagine': 866,\n",
       "             'moving': 867,\n",
       "             'previous': 868,\n",
       "             'emotional': 869,\n",
       "             'on,': 870,\n",
       "             'leads': 871,\n",
       "             'rock': 872,\n",
       "             'room': 873,\n",
       "             '(or': 874,\n",
       "             'problems': 875,\n",
       "             'third': 876,\n",
       "             'tom': 877,\n",
       "             'deal': 878,\n",
       "             'say,': 879,\n",
       "             'oscar': 880,\n",
       "             'though,': 881,\n",
       "             'review': 882,\n",
       "             'talent': 883,\n",
       "             'novel': 884,\n",
       "             'comments': 885,\n",
       "             'forget': 886,\n",
       "             'hero': 887,\n",
       "             'leading': 888,\n",
       "             'message': 889,\n",
       "             'enjoyable': 890,\n",
       "             'incredibly': 891,\n",
       "             'level': 892,\n",
       "             'write': 893,\n",
       "             'career': 894,\n",
       "             'ridiculous': 895,\n",
       "             'check': 896,\n",
       "             'better.': 897,\n",
       "             'various': 898,\n",
       "             'plenty': 899,\n",
       "             'animation': 900,\n",
       "             'meant': 901,\n",
       "             'needed': 902,\n",
       "             'personal': 903,\n",
       "             'feature': 904,\n",
       "             'show.': 905,\n",
       "             'writer': 906,\n",
       "             'future': 907,\n",
       "             'herself': 908,\n",
       "             'avoid': 909,\n",
       "             'gone': 910,\n",
       "             'meet': 911,\n",
       "             'create': 912,\n",
       "             'work.': 913,\n",
       "             'hardly': 914,\n",
       "             'begin': 915,\n",
       "             'whom': 916,\n",
       "             'total': 917,\n",
       "             'country': 918,\n",
       "             'manages': 919,\n",
       "             'team': 920,\n",
       "             'theater': 921,\n",
       "             'watch.': 922,\n",
       "             '4': 923,\n",
       "             'forced': 924,\n",
       "             'fairly': 925,\n",
       "             'form': 926,\n",
       "             'up.': 927,\n",
       "             'particular': 928,\n",
       "             'there.': 929,\n",
       "             'hilarious': 930,\n",
       "             'appear': 931,\n",
       "             'points': 932,\n",
       "             'you.': 933,\n",
       "             'now,': 934,\n",
       "             'viewers': 935,\n",
       "             'fantastic': 936,\n",
       "             'effort': 937,\n",
       "             'interested': 938,\n",
       "             'follow': 939,\n",
       "             'unless': 940,\n",
       "             'weak': 941,\n",
       "             'words': 942,\n",
       "             'fast': 943,\n",
       "             'dramatic': 944,\n",
       "             'expecting': 945,\n",
       "             'tale': 946,\n",
       "             'unfortunately,': 947,\n",
       "             'joe': 948,\n",
       "             'zombie': 949,\n",
       "             'male': 950,\n",
       "             'older': 951,\n",
       "             'average': 952,\n",
       "             'her,': 953,\n",
       "             'general': 954,\n",
       "             'political': 955,\n",
       "             'attempts': 956,\n",
       "             'reviews': 957,\n",
       "             'mystery': 958,\n",
       "             'scenes,': 959,\n",
       "             'features': 960,\n",
       "             'sounds': 961,\n",
       "             'subject': 962,\n",
       "             '(a': 963,\n",
       "             'class': 964,\n",
       "             'whatever': 965,\n",
       "             'york': 966,\n",
       "             'pay': 967,\n",
       "             'crap': 968,\n",
       "             'lee': 969,\n",
       "             'up,': 970,\n",
       "             'scene,': 971,\n",
       "             'worked': 972,\n",
       "             'dance': 973,\n",
       "             'decides': 974,\n",
       "             'disney': 975,\n",
       "             'premise': 976,\n",
       "             'then,': 977,\n",
       "             'plain': 978,\n",
       "             'man,': 979,\n",
       "             \"let's\": 980,\n",
       "             'minute': 981,\n",
       "             'badly': 982,\n",
       "             'ask': 983,\n",
       "             'dialog': 984,\n",
       "             '20': 985,\n",
       "             'expected': 986,\n",
       "             'viewing': 987,\n",
       "             'forward': 988,\n",
       "             'open': 989,\n",
       "             'uses': 990,\n",
       "             'wait': 991,\n",
       "             '(who': 992,\n",
       "             'deep': 993,\n",
       "             'social': 994,\n",
       "             'storyline': 995,\n",
       "             'front': 996,\n",
       "             'crime': 997,\n",
       "             'directors': 998,\n",
       "             'writers': 999,\n",
       "             ...})"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vocab_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "judicial-albany",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: '<unk>',\n",
       " 1: '<pad>',\n",
       " 2: 'the',\n",
       " 3: 'a',\n",
       " 4: 'and',\n",
       " 5: 'of',\n",
       " 6: 'to',\n",
       " 7: 'is',\n",
       " 8: 'in',\n",
       " 9: 'i',\n",
       " 10: 'this',\n",
       " 11: 'that',\n",
       " 12: 'it',\n",
       " 13: '/><br',\n",
       " 14: 'was',\n",
       " 15: 'as',\n",
       " 16: 'for',\n",
       " 17: 'with',\n",
       " 18: 'but',\n",
       " 19: 'on',\n",
       " 20: 'movie',\n",
       " 21: 'his',\n",
       " 22: 'are',\n",
       " 23: 'not',\n",
       " 24: 'film',\n",
       " 25: 'you',\n",
       " 26: 'have',\n",
       " 27: 'he',\n",
       " 28: 'be',\n",
       " 29: 'at',\n",
       " 30: 'one',\n",
       " 31: 'by',\n",
       " 32: 'an',\n",
       " 33: 'they',\n",
       " 34: 'from',\n",
       " 35: 'all',\n",
       " 36: 'who',\n",
       " 37: 'like',\n",
       " 38: 'so',\n",
       " 39: 'just',\n",
       " 40: 'or',\n",
       " 41: 'has',\n",
       " 42: 'her',\n",
       " 43: 'about',\n",
       " 44: \"it's\",\n",
       " 45: 'some',\n",
       " 46: 'if',\n",
       " 47: 'out',\n",
       " 48: 'what',\n",
       " 49: 'very',\n",
       " 50: 'when',\n",
       " 51: 'more',\n",
       " 52: 'there',\n",
       " 53: 'she',\n",
       " 54: 'would',\n",
       " 55: 'even',\n",
       " 56: 'good',\n",
       " 57: 'my',\n",
       " 58: 'only',\n",
       " 59: 'their',\n",
       " 60: 'no',\n",
       " 61: 'really',\n",
       " 62: 'had',\n",
       " 63: 'which',\n",
       " 64: 'can',\n",
       " 65: 'up',\n",
       " 66: 'were',\n",
       " 67: 'see',\n",
       " 68: 'than',\n",
       " 69: 'we',\n",
       " 70: '-',\n",
       " 71: 'been',\n",
       " 72: 'into',\n",
       " 73: 'get',\n",
       " 74: 'will',\n",
       " 75: 'story',\n",
       " 76: 'much',\n",
       " 77: 'because',\n",
       " 78: 'most',\n",
       " 79: 'how',\n",
       " 80: 'other',\n",
       " 81: 'also',\n",
       " 82: 'first',\n",
       " 83: 'its',\n",
       " 84: 'time',\n",
       " 85: 'do',\n",
       " 86: \"don't\",\n",
       " 87: 'me',\n",
       " 88: 'great',\n",
       " 89: 'people',\n",
       " 90: 'could',\n",
       " 91: 'make',\n",
       " 92: 'any',\n",
       " 93: '/>the',\n",
       " 94: 'after',\n",
       " 95: 'made',\n",
       " 96: 'then',\n",
       " 97: 'bad',\n",
       " 98: 'think',\n",
       " 99: 'being',\n",
       " 100: 'many',\n",
       " 101: 'him',\n",
       " 102: 'never',\n",
       " 103: 'two',\n",
       " 104: 'too',\n",
       " 105: 'little',\n",
       " 106: 'where',\n",
       " 107: 'well',\n",
       " 108: '<br',\n",
       " 109: 'way',\n",
       " 110: 'watch',\n",
       " 111: 'your',\n",
       " 112: 'it.',\n",
       " 113: 'did',\n",
       " 114: 'does',\n",
       " 115: 'them',\n",
       " 116: 'best',\n",
       " 117: 'movie.',\n",
       " 118: 'know',\n",
       " 119: 'seen',\n",
       " 120: 'love',\n",
       " 121: 'characters',\n",
       " 122: 'character',\n",
       " 123: 'movies',\n",
       " 124: 'these',\n",
       " 125: 'ever',\n",
       " 126: 'still',\n",
       " 127: 'over',\n",
       " 128: 'should',\n",
       " 129: 'films',\n",
       " 130: 'such',\n",
       " 131: 'plot',\n",
       " 132: 'acting',\n",
       " 133: 'while',\n",
       " 134: 'show',\n",
       " 135: 'go',\n",
       " 136: 'those',\n",
       " 137: 'off',\n",
       " 138: 'better',\n",
       " 139: 'film.',\n",
       " 140: 'through',\n",
       " 141: \"doesn't\",\n",
       " 142: 'say',\n",
       " 143: 'something',\n",
       " 144: 'why',\n",
       " 145: \"i'm\",\n",
       " 146: 'makes',\n",
       " 147: \"didn't\",\n",
       " 148: 'watching',\n",
       " 149: 'back',\n",
       " 150: 'scene',\n",
       " 151: 'film,',\n",
       " 152: 'real',\n",
       " 153: 'find',\n",
       " 154: 'new',\n",
       " 155: 'movie,',\n",
       " 156: 'few',\n",
       " 157: 'actually',\n",
       " 158: 'every',\n",
       " 159: 'scenes',\n",
       " 160: 'man',\n",
       " 161: 'life',\n",
       " 162: 'going',\n",
       " 163: 'same',\n",
       " 164: 'nothing',\n",
       " 165: '/>i',\n",
       " 166: 'look',\n",
       " 167: 'another',\n",
       " 168: 'quite',\n",
       " 169: 'lot',\n",
       " 170: 'old',\n",
       " 171: 'want',\n",
       " 172: 'end',\n",
       " 173: 'pretty',\n",
       " 174: 'thing',\n",
       " 175: 'seems',\n",
       " 176: 'got',\n",
       " 177: '&',\n",
       " 178: \"can't\",\n",
       " 179: 'before',\n",
       " 180: 'take',\n",
       " 181: 'years',\n",
       " 182: 'part',\n",
       " 183: 'actors',\n",
       " 184: 'give',\n",
       " 185: 'young',\n",
       " 186: 'may',\n",
       " 187: 'between',\n",
       " 188: 'us',\n",
       " 189: \"that's\",\n",
       " 190: \"i've\",\n",
       " 191: 'without',\n",
       " 192: 'though',\n",
       " 193: 'both',\n",
       " 194: 'things',\n",
       " 195: 'gets',\n",
       " 196: 'big',\n",
       " 197: 'around',\n",
       " 198: 'here',\n",
       " 199: 'thought',\n",
       " 200: 'saw',\n",
       " 201: 'director',\n",
       " 202: 'almost',\n",
       " 203: 'it,',\n",
       " 204: 'now',\n",
       " 205: \"isn't\",\n",
       " 206: 'always',\n",
       " 207: 'must',\n",
       " 208: 'come',\n",
       " 209: 'own',\n",
       " 210: 'work',\n",
       " 211: 'whole',\n",
       " 212: 'cast',\n",
       " 213: 'horror',\n",
       " 214: 'down',\n",
       " 215: 'might',\n",
       " 216: \"there's\",\n",
       " 217: \"he's\",\n",
       " 218: 'bit',\n",
       " 219: 'least',\n",
       " 220: 'probably',\n",
       " 221: 'enough',\n",
       " 222: '\"the',\n",
       " 223: 'feel',\n",
       " 224: 'last',\n",
       " 225: 'original',\n",
       " 226: 'am',\n",
       " 227: 'since',\n",
       " 228: 'rather',\n",
       " 229: 'long',\n",
       " 230: 'far',\n",
       " 231: 'fact',\n",
       " 232: 'kind',\n",
       " 233: 'each',\n",
       " 234: 'world',\n",
       " 235: 'funny',\n",
       " 236: 'found',\n",
       " 237: 'anything',\n",
       " 238: 'worst',\n",
       " 239: 'comes',\n",
       " 240: 'having',\n",
       " 241: 'our',\n",
       " 242: 'making',\n",
       " 243: 'trying',\n",
       " 244: 'action',\n",
       " 245: 'right',\n",
       " 246: 'interesting',\n",
       " 247: 'done',\n",
       " 248: 'however,',\n",
       " 249: 'point',\n",
       " 250: 'believe',\n",
       " 251: 'looks',\n",
       " 252: 'guy',\n",
       " 253: 'put',\n",
       " 254: 'goes',\n",
       " 255: '/>this',\n",
       " 256: 'family',\n",
       " 257: 'played',\n",
       " 258: 'main',\n",
       " 259: 'anyone',\n",
       " 260: 'series',\n",
       " 261: 'hard',\n",
       " 262: \"wasn't\",\n",
       " 263: 'role',\n",
       " 264: 'especially',\n",
       " 265: 'music',\n",
       " 266: 'yet',\n",
       " 267: 'worth',\n",
       " 268: 'seem',\n",
       " 269: 'performance',\n",
       " 270: 'plays',\n",
       " 271: 'takes',\n",
       " 272: 'script',\n",
       " 273: 'watched',\n",
       " 274: 'sure',\n",
       " 275: 'looking',\n",
       " 276: 'during',\n",
       " 277: 'someone',\n",
       " 278: 'minutes',\n",
       " 279: 'different',\n",
       " 280: 'tv',\n",
       " 281: 'although',\n",
       " 282: 'woman',\n",
       " 283: 'set',\n",
       " 284: 'three',\n",
       " 285: 'away',\n",
       " 286: 'times',\n",
       " 287: 'shows',\n",
       " 288: 'maybe',\n",
       " 289: 'comedy',\n",
       " 290: 'girl',\n",
       " 291: 'left',\n",
       " 292: 'everything',\n",
       " 293: 'time.',\n",
       " 294: 'john',\n",
       " 295: 'once',\n",
       " 296: 'seeing',\n",
       " 297: 'simply',\n",
       " 298: \"you're\",\n",
       " 299: 'american',\n",
       " 300: 'fun',\n",
       " 301: 'special',\n",
       " 302: 'completely',\n",
       " 303: 'everyone',\n",
       " 304: 'play',\n",
       " 305: 'true',\n",
       " 306: 'again',\n",
       " 307: 'reason',\n",
       " 308: 'read',\n",
       " 309: 'used',\n",
       " 310: 'well,',\n",
       " 311: 'need',\n",
       " 312: 'given',\n",
       " 313: 'until',\n",
       " 314: 'nice',\n",
       " 315: 'beautiful',\n",
       " 316: 'use',\n",
       " 317: 'high',\n",
       " 318: 'sense',\n",
       " 319: 'truly',\n",
       " 320: 'place',\n",
       " 321: 'idea',\n",
       " 322: '--',\n",
       " 323: 'help',\n",
       " 324: 'version',\n",
       " 325: 'try',\n",
       " 326: 'less',\n",
       " 327: 'rest',\n",
       " 328: 'black',\n",
       " 329: 'money',\n",
       " 330: 'came',\n",
       " 331: 'job',\n",
       " 332: 'second',\n",
       " 333: 'dvd',\n",
       " 334: 'excellent',\n",
       " 335: 'recommend',\n",
       " 336: 'ending',\n",
       " 337: 'tell',\n",
       " 338: 'getting',\n",
       " 339: 'shot',\n",
       " 340: 'keep',\n",
       " 341: 'instead',\n",
       " 342: 'actor',\n",
       " 343: '(and',\n",
       " 344: 'gives',\n",
       " 345: 'full',\n",
       " 346: 'said',\n",
       " 347: 'let',\n",
       " 348: 'half',\n",
       " 349: 'enjoy',\n",
       " 350: 'poor',\n",
       " 351: 'couple',\n",
       " 352: 'day',\n",
       " 353: 'himself',\n",
       " 354: 'playing',\n",
       " 355: 'definitely',\n",
       " 356: 'supposed',\n",
       " 357: 'audience',\n",
       " 358: 'early',\n",
       " 359: 'become',\n",
       " 360: 'along',\n",
       " 361: 'felt',\n",
       " 362: 'effects',\n",
       " 363: 'understand',\n",
       " 364: 'all,',\n",
       " 365: 'remember',\n",
       " 366: 'small',\n",
       " 367: \"couldn't\",\n",
       " 368: 'book',\n",
       " 369: 'entire',\n",
       " 370: 'later',\n",
       " 371: 'absolutely',\n",
       " 372: 'liked',\n",
       " 373: 'together',\n",
       " 374: 'star',\n",
       " 375: 'against',\n",
       " 376: 'fan',\n",
       " 377: 'went',\n",
       " 378: 'wife',\n",
       " 379: 'next',\n",
       " 380: 'doing',\n",
       " 381: 'start',\n",
       " 382: 'perhaps',\n",
       " 383: 'year',\n",
       " 384: 'often',\n",
       " 385: 'hollywood',\n",
       " 386: 'certainly',\n",
       " 387: 'screen',\n",
       " 388: 'several',\n",
       " 389: '(the',\n",
       " 390: 'time,',\n",
       " 391: '2',\n",
       " 392: \"she's\",\n",
       " 393: 'sort',\n",
       " 394: 'night',\n",
       " 395: 'waste',\n",
       " 396: 'human',\n",
       " 397: 'is,',\n",
       " 398: 'becomes',\n",
       " 399: 'short',\n",
       " 400: 'wonderful',\n",
       " 401: '10',\n",
       " 402: 'seemed',\n",
       " 403: 'loved',\n",
       " 404: 'men',\n",
       " 405: 'kids',\n",
       " 406: '\\x96',\n",
       " 407: 'piece',\n",
       " 408: 'war',\n",
       " 409: 'classic',\n",
       " 410: 'father',\n",
       " 411: '.',\n",
       " 412: 'production',\n",
       " 413: 'house',\n",
       " 414: 'home',\n",
       " 415: 'camera',\n",
       " 416: 'else',\n",
       " 417: 'wanted',\n",
       " 418: 'hope',\n",
       " 419: 'women',\n",
       " 420: 'that,',\n",
       " 421: 'totally',\n",
       " 422: 'live',\n",
       " 423: 'course',\n",
       " 424: 'performances',\n",
       " 425: 'lost',\n",
       " 426: 'top',\n",
       " 427: 'based',\n",
       " 428: \"i'd\",\n",
       " 429: 'them.',\n",
       " 430: 'tries',\n",
       " 431: 'line',\n",
       " 432: 'mind',\n",
       " 433: 'video',\n",
       " 434: \"you'll\",\n",
       " 435: 'final',\n",
       " 436: 'able',\n",
       " 437: 'called',\n",
       " 438: 'wants',\n",
       " 439: 'perfect',\n",
       " 440: 'friends',\n",
       " 441: 'gave',\n",
       " 442: \"they're\",\n",
       " 443: 'under',\n",
       " 444: 'death',\n",
       " 445: 'already',\n",
       " 446: 'despite',\n",
       " 447: 'enjoyed',\n",
       " 448: 'story,',\n",
       " 449: 'finally',\n",
       " 450: 'person',\n",
       " 451: 'name',\n",
       " 452: 'either',\n",
       " 453: 'turn',\n",
       " 454: 'sex',\n",
       " 455: 'turns',\n",
       " 456: 'care',\n",
       " 457: 'one.',\n",
       " 458: 'starts',\n",
       " 459: 'written',\n",
       " 460: 'dead',\n",
       " 461: 'problem',\n",
       " 462: 'episode',\n",
       " 463: \"won't\",\n",
       " 464: 'this.',\n",
       " 465: 'low',\n",
       " 466: 'school',\n",
       " 467: 'stupid',\n",
       " 468: 'mean',\n",
       " 469: 'face',\n",
       " 470: 'behind',\n",
       " 471: 'this,',\n",
       " 472: 'me.',\n",
       " 473: 'him.',\n",
       " 474: 'moments',\n",
       " 475: 'lead',\n",
       " 476: 'favorite',\n",
       " 477: 'and,',\n",
       " 478: 'lines',\n",
       " 479: 'sound',\n",
       " 480: 'white',\n",
       " 481: 'head',\n",
       " 482: 'michael',\n",
       " 483: 'stars',\n",
       " 484: 'guess',\n",
       " 485: 'took',\n",
       " 486: 'cannot',\n",
       " 487: 'story.',\n",
       " 488: 'fine',\n",
       " 489: 'budget',\n",
       " 490: 'title',\n",
       " 491: 'good.',\n",
       " 492: 'well.',\n",
       " 493: 'me,',\n",
       " 494: 'kill',\n",
       " 495: 'terrible',\n",
       " 496: 'highly',\n",
       " 497: 'extremely',\n",
       " 498: 'others',\n",
       " 499: 'all.',\n",
       " 500: 'dialogue',\n",
       " 501: 'sometimes',\n",
       " 502: \"film's\",\n",
       " 503: 'evil',\n",
       " 504: 'beginning',\n",
       " 505: 'lack',\n",
       " 506: 'life.',\n",
       " 507: 'style',\n",
       " 508: 'throughout',\n",
       " 509: \"wouldn't\",\n",
       " 510: 'heard',\n",
       " 511: 'obviously',\n",
       " 512: 'boring',\n",
       " 513: 'dark',\n",
       " 514: 'feeling',\n",
       " 515: 'itself',\n",
       " 516: 'fans',\n",
       " 517: 'lives',\n",
       " 518: 'decent',\n",
       " 519: 'works',\n",
       " 520: 'expect',\n",
       " 521: 'soon',\n",
       " 522: 'killer',\n",
       " 523: 'boy',\n",
       " 524: 'good,',\n",
       " 525: 'looked',\n",
       " 526: 'mr.',\n",
       " 527: 'attempt',\n",
       " 528: 'late',\n",
       " 529: 'particularly',\n",
       " 530: 'case',\n",
       " 531: 'amazing',\n",
       " 532: 'course,',\n",
       " 533: 'directed',\n",
       " 534: 'friend',\n",
       " 535: 'fight',\n",
       " 536: 'leave',\n",
       " 537: '/>in',\n",
       " 538: 'wrong',\n",
       " 539: 'quality',\n",
       " 540: '/>it',\n",
       " 541: 'mother',\n",
       " 542: 'picture',\n",
       " 543: 'entertaining',\n",
       " 544: 'save',\n",
       " 545: 'complete',\n",
       " 546: 'thinking',\n",
       " 547: 'close',\n",
       " 548: 'viewer',\n",
       " 549: 'exactly',\n",
       " 550: 'guys',\n",
       " 551: 'taken',\n",
       " 552: 'awful',\n",
       " 553: 'writing',\n",
       " 554: 'finds',\n",
       " 555: 'run',\n",
       " 556: 'whose',\n",
       " 557: 'except',\n",
       " 558: '/>if',\n",
       " 559: 'wonder',\n",
       " 560: 'movies.',\n",
       " 561: 'somewhat',\n",
       " 562: 'living',\n",
       " 563: 'across',\n",
       " 564: 'number',\n",
       " 565: 'police',\n",
       " 566: 'strong',\n",
       " 567: 'told',\n",
       " 568: 'says',\n",
       " 569: 'james',\n",
       " 570: 'movies,',\n",
       " 571: 'opening',\n",
       " 572: 'worse',\n",
       " 573: 'obvious',\n",
       " 574: 'shown',\n",
       " 575: 'parts',\n",
       " 576: 'laugh',\n",
       " 577: 'coming',\n",
       " 578: 'running',\n",
       " 579: '3',\n",
       " 580: 'car',\n",
       " 581: 'films,',\n",
       " 582: 'past',\n",
       " 583: 'direction',\n",
       " 584: 'usually',\n",
       " 585: 'type',\n",
       " 586: 'wish',\n",
       " 587: 'group',\n",
       " 588: 'huge',\n",
       " 589: 'side',\n",
       " 590: 'acting,',\n",
       " 591: 'major',\n",
       " 592: 'taking',\n",
       " 593: 'children',\n",
       " 594: 'supporting',\n",
       " 595: 'girls',\n",
       " 596: 'stop',\n",
       " 597: 'act',\n",
       " 598: 'bad.',\n",
       " 599: 'hour',\n",
       " 600: 'turned',\n",
       " 601: 'tells',\n",
       " 602: 'known',\n",
       " 603: 'none',\n",
       " 604: 'started',\n",
       " 605: 'local',\n",
       " 606: 'knew',\n",
       " 607: 'that.',\n",
       " 608: 'myself',\n",
       " 609: 'killed',\n",
       " 610: 'due',\n",
       " 611: 'here,',\n",
       " 612: 'stories',\n",
       " 613: \"aren't\",\n",
       " 614: 'town',\n",
       " 615: 'single',\n",
       " 616: 'game',\n",
       " 617: 'happens',\n",
       " 618: ',',\n",
       " 619: 'female',\n",
       " 620: 'it.<br',\n",
       " 621: 'again,',\n",
       " 622: 'bring',\n",
       " 623: 'call',\n",
       " 624: 'including',\n",
       " 625: \"i'll\",\n",
       " 626: 'way,',\n",
       " 627: 'brilliant',\n",
       " 628: 'cinema',\n",
       " 629: 'here.',\n",
       " 630: 'son',\n",
       " 631: 'clearly',\n",
       " 632: 'british',\n",
       " 633: 'actress',\n",
       " 634: 'fact,',\n",
       " 635: '/>there',\n",
       " 636: 'mostly',\n",
       " 637: 'humor',\n",
       " 638: 'art',\n",
       " 639: 'david',\n",
       " 640: 'hit',\n",
       " 641: 'talking',\n",
       " 642: 'voice',\n",
       " 643: 'robert',\n",
       " 644: 'involved',\n",
       " 645: 'whether',\n",
       " 646: 'characters,',\n",
       " 647: 'giving',\n",
       " 648: 'child',\n",
       " 649: 'musical',\n",
       " 650: 'one,',\n",
       " 651: 'history',\n",
       " 652: 'order',\n",
       " 653: 'out.',\n",
       " 654: 'ends',\n",
       " 655: 'falls',\n",
       " 656: 'end,',\n",
       " 657: 'heart',\n",
       " 658: 'saying',\n",
       " 659: 'drama',\n",
       " 660: 'easily',\n",
       " 661: '!',\n",
       " 662: 'matter',\n",
       " 663: 'serious',\n",
       " 664: 'again.',\n",
       " 665: 'bad,',\n",
       " 666: 'eyes',\n",
       " 667: 'relationship',\n",
       " 668: 'horrible',\n",
       " 669: 'yes,',\n",
       " 670: 'nearly',\n",
       " 671: 'however',\n",
       " 672: 'modern',\n",
       " 673: 'chance',\n",
       " 674: 'feels',\n",
       " 675: 'beyond',\n",
       " 676: 'kid',\n",
       " 677: 'needs',\n",
       " 678: 'actual',\n",
       " 679: 'cut',\n",
       " 680: \"haven't\",\n",
       " 681: 'appears',\n",
       " 682: 'important',\n",
       " 683: 'similar',\n",
       " 684: 'themselves',\n",
       " 685: 'five',\n",
       " 686: 'example',\n",
       " 687: 'moment',\n",
       " 688: '/>but',\n",
       " 689: 'change',\n",
       " 690: 'comic',\n",
       " 691: 'upon',\n",
       " 692: 'end.',\n",
       " 693: 'simple',\n",
       " 694: 'strange',\n",
       " 695: 'using',\n",
       " 696: 'four',\n",
       " 697: 'knows',\n",
       " 698: 'happened',\n",
       " 699: 'is.',\n",
       " 700: 'named',\n",
       " 701: 'within',\n",
       " 702: 'released',\n",
       " 703: 'usual',\n",
       " 704: 'way.',\n",
       " 705: 'seen.',\n",
       " 706: 'english',\n",
       " 707: 'among',\n",
       " 708: 'movie.<br',\n",
       " 709: 'but,',\n",
       " 710: 'lots',\n",
       " 711: '/>',\n",
       " 712: 'basically',\n",
       " 713: 'mention',\n",
       " 714: 'slow',\n",
       " 715: 'romantic',\n",
       " 716: 'stuff',\n",
       " 717: 'bunch',\n",
       " 718: 'her.',\n",
       " 719: 'kept',\n",
       " 720: 'typical',\n",
       " 721: 'certain',\n",
       " 722: 'interest',\n",
       " 723: 'films.',\n",
       " 724: 'near',\n",
       " 725: 'city',\n",
       " 726: 'hours',\n",
       " 727: 'overall',\n",
       " 728: 'showing',\n",
       " 729: '(i',\n",
       " 730: 'blood',\n",
       " 731: 'plot,',\n",
       " 732: 'brought',\n",
       " 733: 'fall',\n",
       " 734: 'murder',\n",
       " 735: 'days',\n",
       " 736: 'body',\n",
       " 737: '/>and',\n",
       " 738: 'tried',\n",
       " 739: 'song',\n",
       " 740: 'apparently',\n",
       " 741: 'miss',\n",
       " 742: '/>a',\n",
       " 743: 'him,',\n",
       " 744: 'middle',\n",
       " 745: 'greatest',\n",
       " 746: 'jack',\n",
       " 747: 'life,',\n",
       " 748: 'george',\n",
       " 749: 'film.<br',\n",
       " 750: 'score',\n",
       " 751: 'events',\n",
       " 752: 'happy',\n",
       " 753: 'sad',\n",
       " 754: '/>as',\n",
       " 755: 'yourself',\n",
       " 756: 'working',\n",
       " 757: 'shots',\n",
       " 758: 'stay',\n",
       " 759: 'talk',\n",
       " 760: 'add',\n",
       " 761: 'cheap',\n",
       " 762: '(as',\n",
       " 763: 'begins',\n",
       " 764: 'decided',\n",
       " 765: 'age',\n",
       " 766: 'buy',\n",
       " 767: 'so,',\n",
       " 768: 'surprised',\n",
       " 769: 'hear',\n",
       " 770: 'french',\n",
       " 771: 'brother',\n",
       " 772: 'famous',\n",
       " 773: 'alone',\n",
       " 774: 'on.',\n",
       " 775: 'paul',\n",
       " 776: 'became',\n",
       " 777: \"what's\",\n",
       " 778: 'daughter',\n",
       " 779: 'hate',\n",
       " 780: 'annoying',\n",
       " 781: 'learn',\n",
       " 782: 'richard',\n",
       " 783: 'happen',\n",
       " 784: '(which',\n",
       " 785: 'please',\n",
       " 786: 'sit',\n",
       " 787: 'songs',\n",
       " 788: \"you've\",\n",
       " 789: 'de',\n",
       " 790: 'jokes',\n",
       " 791: 'easy',\n",
       " 792: \"/>it's\",\n",
       " 793: 'nor',\n",
       " 794: 'ten',\n",
       " 795: 'peter',\n",
       " 796: 'sets',\n",
       " 797: 'documentary',\n",
       " 798: 'view',\n",
       " 799: 'experience',\n",
       " 800: 'light',\n",
       " 801: 'too.',\n",
       " 802: 'above',\n",
       " 803: 'funny.',\n",
       " 804: 'cinematography',\n",
       " 805: 'funny,',\n",
       " 806: 'hell',\n",
       " 807: 'possibly',\n",
       " 808: \"who's\",\n",
       " 809: 'sequence',\n",
       " 810: 'sexual',\n",
       " 811: 'attention',\n",
       " 812: 'king',\n",
       " 813: 'straight',\n",
       " 814: '1',\n",
       " 815: 'stand',\n",
       " 816: 'hand',\n",
       " 817: 'meets',\n",
       " 818: 'power',\n",
       " 819: 'oh',\n",
       " 820: 'gore',\n",
       " 821: 'episodes',\n",
       " 822: 'word',\n",
       " 823: 'difficult',\n",
       " 824: 'clear',\n",
       " 825: 'elements',\n",
       " 826: 'husband',\n",
       " 827: 'also,',\n",
       " 828: 'red',\n",
       " 829: 'god',\n",
       " 830: 'violence',\n",
       " 831: 'characters.',\n",
       " 832: 'keeps',\n",
       " 833: 'leaves',\n",
       " 834: 'poorly',\n",
       " 835: 'realize',\n",
       " 836: 'means',\n",
       " 837: 'ones',\n",
       " 838: 'japanese',\n",
       " 839: 'television',\n",
       " 840: 'genre',\n",
       " 841: 'roles',\n",
       " 842: 'character,',\n",
       " 843: 'somehow',\n",
       " 844: 'flick',\n",
       " 845: '5',\n",
       " 846: 'cool',\n",
       " 847: 'out,',\n",
       " 848: 'figure',\n",
       " 849: 'reality',\n",
       " 850: 'possible',\n",
       " 851: 'silly',\n",
       " 852: 'them,',\n",
       " 853: 'eventually',\n",
       " 854: 'towards',\n",
       " 855: 'reading',\n",
       " 856: 'move',\n",
       " 857: 'rent',\n",
       " 858: 'brings',\n",
       " 859: 'doubt',\n",
       " 860: 'scary',\n",
       " 861: 'theme',\n",
       " 862: 'killing',\n",
       " 863: 'lady',\n",
       " 864: 'unfortunately',\n",
       " 865: 'filmed',\n",
       " 866: 'imagine',\n",
       " 867: 'moving',\n",
       " 868: 'previous',\n",
       " 869: 'emotional',\n",
       " 870: 'on,',\n",
       " 871: 'leads',\n",
       " 872: 'rock',\n",
       " 873: 'room',\n",
       " 874: '(or',\n",
       " 875: 'problems',\n",
       " 876: 'third',\n",
       " 877: 'tom',\n",
       " 878: 'deal',\n",
       " 879: 'say,',\n",
       " 880: 'oscar',\n",
       " 881: 'though,',\n",
       " 882: 'review',\n",
       " 883: 'talent',\n",
       " 884: 'novel',\n",
       " 885: 'comments',\n",
       " 886: 'forget',\n",
       " 887: 'hero',\n",
       " 888: 'leading',\n",
       " 889: 'message',\n",
       " 890: 'enjoyable',\n",
       " 891: 'incredibly',\n",
       " 892: 'level',\n",
       " 893: 'write',\n",
       " 894: 'career',\n",
       " 895: 'ridiculous',\n",
       " 896: 'check',\n",
       " 897: 'better.',\n",
       " 898: 'various',\n",
       " 899: 'plenty',\n",
       " 900: 'animation',\n",
       " 901: 'meant',\n",
       " 902: 'needed',\n",
       " 903: 'personal',\n",
       " 904: 'feature',\n",
       " 905: 'show.',\n",
       " 906: 'writer',\n",
       " 907: 'future',\n",
       " 908: 'herself',\n",
       " 909: 'avoid',\n",
       " 910: 'gone',\n",
       " 911: 'meet',\n",
       " 912: 'create',\n",
       " 913: 'work.',\n",
       " 914: 'hardly',\n",
       " 915: 'begin',\n",
       " 916: 'whom',\n",
       " 917: 'total',\n",
       " 918: 'country',\n",
       " 919: 'manages',\n",
       " 920: 'team',\n",
       " 921: 'theater',\n",
       " 922: 'watch.',\n",
       " 923: '4',\n",
       " 924: 'forced',\n",
       " 925: 'fairly',\n",
       " 926: 'form',\n",
       " 927: 'up.',\n",
       " 928: 'particular',\n",
       " 929: 'there.',\n",
       " 930: 'hilarious',\n",
       " 931: 'appear',\n",
       " 932: 'points',\n",
       " 933: 'you.',\n",
       " 934: 'now,',\n",
       " 935: 'viewers',\n",
       " 936: 'fantastic',\n",
       " 937: 'effort',\n",
       " 938: 'interested',\n",
       " 939: 'follow',\n",
       " 940: 'unless',\n",
       " 941: 'weak',\n",
       " 942: 'words',\n",
       " 943: 'fast',\n",
       " 944: 'dramatic',\n",
       " 945: 'expecting',\n",
       " 946: 'tale',\n",
       " 947: 'unfortunately,',\n",
       " 948: 'joe',\n",
       " 949: 'zombie',\n",
       " 950: 'male',\n",
       " 951: 'older',\n",
       " 952: 'average',\n",
       " 953: 'her,',\n",
       " 954: 'general',\n",
       " 955: 'political',\n",
       " 956: 'attempts',\n",
       " 957: 'reviews',\n",
       " 958: 'mystery',\n",
       " 959: 'scenes,',\n",
       " 960: 'features',\n",
       " 961: 'sounds',\n",
       " 962: 'subject',\n",
       " 963: '(a',\n",
       " 964: 'class',\n",
       " 965: 'whatever',\n",
       " 966: 'york',\n",
       " 967: 'pay',\n",
       " 968: 'crap',\n",
       " 969: 'lee',\n",
       " 970: 'up,',\n",
       " 971: 'scene,',\n",
       " 972: 'worked',\n",
       " 973: 'dance',\n",
       " 974: 'decides',\n",
       " 975: 'disney',\n",
       " 976: 'premise',\n",
       " 977: 'then,',\n",
       " 978: 'plain',\n",
       " 979: 'man,',\n",
       " 980: \"let's\",\n",
       " 981: 'minute',\n",
       " 982: 'badly',\n",
       " 983: 'ask',\n",
       " 984: 'dialog',\n",
       " 985: '20',\n",
       " 986: 'expected',\n",
       " 987: 'viewing',\n",
       " 988: 'forward',\n",
       " 989: 'open',\n",
       " 990: 'uses',\n",
       " 991: 'wait',\n",
       " 992: '(who',\n",
       " 993: 'deep',\n",
       " 994: 'social',\n",
       " 995: 'storyline',\n",
       " 996: 'front',\n",
       " 997: 'crime',\n",
       " 998: 'directors',\n",
       " 999: 'writers',\n",
       " ...}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "decode_dict = { vocab_dict[k]:k for k in vocab_dict}\n",
    "decode_dict[0]='<unk>'\n",
    "decode_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "integral-differential",
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 50  # Batch size.\n",
    "\n",
    "train_iter, test_iter = data.BucketIterator.splits(\n",
    "        (trainset, testset), batch_size=batch_size, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "optical-navigation",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 113, 1903, 4373,  ...,    1,    1,    1],\n",
      "        [  10, 2932,   24,  ...,    1,    1,    1],\n",
      "        [   9,  308,    2,  ...,   67, 9329,    4],\n",
      "        ...,\n",
      "        [4795,    0,   13,  ...,  700,    0,    4],\n",
      "        [9532,    0,   29,  ...,    1,    1,    1],\n",
      "        [  12,    7,  531,  ...,    1,    1,    1]])\n",
      "torch.Size([50, 200])\n",
      "\n",
      "\n",
      "tensor([1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2,\n",
      "        1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2,\n",
      "        1, 1])\n",
      "torch.Size([50])\n",
      "\n",
      "\n",
      "['did', 'anybody', 'succeed', 'in', 'getting', 'in', 'this', '<unk>', '/><br', \"/>it's\", 'a', 'total', 'mess', 'to', 'me:', 'a', 'vague', '<unk>', 'context', 'instead', 'of', 'a', 'plot,', 'a', 'pretentious', 'imagery', 'as', '<unk>', 'en', 'scene', 'and', 'it', 'lasts', 'two', '<unk>', '/><br', '<unk>', 'on', 'those', 'who', 'wasted', 'money', 'here.', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>']\n",
      "['this', 'indie', 'film', 'looks', 'at', 'the', 'lives', 'of', 'a', 'group', 'of', 'people', 'taking', 'an', 'adult', 'swim', 'class', 'in', '<unk>', 'the', 'plot', 'is', 'fairly', 'thin.', 'what', 'drives', 'the', 'film', 'is', 'the', 'characters,', 'excellently', 'played', 'by', 'mostly', 'unknown', 'actors.', '<unk>', 'in', 'the', 'cast', 'are', '<unk>', 'as', 'a', 'high', 'school', 'teacher', 'experiencing', 'marital', 'problems', 'and', '<unk>', 'as', 'a', 'casino', 'dealer', 'who', '<unk>', 'as', 'a', '<unk>', 'the', 'two', 'actresses', 'give', 'natural', 'performances', 'and', 'work', 'well', 'together.', 'this', 'is', 'an', 'impressive', 'feature', 'film', 'debut', 'for', 'writer', '<unk>', 'and', 'director', '<unk>', 'the', 'latter', 'keeps', 'the', 'narrative', 'moving', 'at', 'a', 'fast', '<unk>', 'the', 'film', 'title', 'and', 'poster', 'suggest', 'something', '<unk>', 'but', 'this', 'is', 'a', 'marvelous', 'little', '<unk>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>', '<pad>']\n"
     ]
    }
   ],
   "source": [
    "# pos : 2, neg : 1\n",
    "for batch_item in train_iter:\n",
    "    print(batch_item.text)\n",
    "    print(batch_item.text.shape)\n",
    "    print('\\n')\n",
    "    print(batch_item.label)\n",
    "    print(batch_item.label.shape)\n",
    "    \n",
    "    print('\\n')\n",
    "    print([decode_dict[idx.item()] for idx in batch_item.text[0]])\n",
    "    print([decode_dict[idx.item()] for idx in batch_item.text[1]])\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "potential-probability",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 4795, 15709,   795,  ...,    27, 17047,    40],\n",
       "        [   12,    14,   824,  ...,    42, 16459,    48],\n",
       "        [ 5191,  9512,   344,  ...,     1,     1,     1],\n",
       "        ...,\n",
       "        [    9,   120,     2,  ...,     1,     1,     1],\n",
       "        [ 7005,   200,    10,  ...,     1,     1,     1],\n",
       "        [    0,   129,    89,  ...,     1,     1,     1]])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "next(iter(train_iter)).text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "traditional-ability",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2,\n",
       "        2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2,\n",
       "        1, 1])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "next(iter(train_iter)).label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "absent-saint",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([50, 200])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "next(iter(train_iter)).text.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "catholic-prize",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_iter, test_iter = data.BucketIterator.splits(\n",
    "        (trainset, testset), batch_size=batch_size, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "portuguese-invalid",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "훈련 데이터의 미니 배치의 개수 : 500\n",
      "테스트 데이터의 미니 배치의 개수 : 500\n"
     ]
    }
   ],
   "source": [
    "# 500 x 50 = 25000 개\n",
    "print('훈련 데이터의 미니 배치의 개수 : {}'.format(len(train_iter)))\n",
    "print('테스트 데이터의 미니 배치의 개수 : {}'.format(len(test_iter)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dimensional-female",
   "metadata": {
    "id": "DvY2m7djgKWD"
   },
   "source": [
    "## Define hyperparameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "southern-hello",
   "metadata": {
    "id": "ACaAsulvgKWE"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tokens per batch: 10000\n"
     ]
    }
   ],
   "source": [
    "# embed_dim = d_model\n",
    "embed_dim = 32  # Embedding size for each token.\n",
    "num_heads = 2  # Number of attention heads\n",
    "ff_dim = 32  # Hidden layer size in feedforward network.\n",
    "num_experts = 10  # Number of experts used in the Switch Transformer.\n",
    "learning_rate = 0.001  # Learning rate.\n",
    "dropout_rate = 0.25  # Dropout rate.\n",
    "num_epochs = 3  # Number of epochs.\n",
    "# maxlen = num_tokens_per_example\n",
    "num_tokens_per_example = 200\n",
    "batch_size = 50\n",
    "\n",
    "num_tokens_per_batch = (\n",
    "    batch_size * num_tokens_per_example\n",
    ")  # Total number of tokens per batch.\n",
    "print(f\"Number of tokens per batch: {num_tokens_per_batch}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "superior-afternoon",
   "metadata": {
    "id": "TJDUU3klgKWF"
   },
   "source": [
    "## Implement token & position embedding layer\n",
    "\n",
    "It consists of two seperate embedding layers, one for tokens, one for token index (positions)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "coordinate-update",
   "metadata": {
    "id": "c5IEvUqYgKWG"
   },
   "outputs": [],
   "source": [
    "class TokenAndPositionEmbedding(nn.Module):\n",
    "    def __init__(self, vocab_size, max_len, embed_dim):\n",
    "        \"\"\"\n",
    "        :param vocab_size: total vocab size\n",
    "        :param max_len: max length of seqeunce\n",
    "        :param embed_dim: embedding size of token embedding\n",
    "        \"\"\"\n",
    "        super().__init__()\n",
    "        self.token_emb = nn.Embedding(num_embeddings=vocab_size, embedding_dim=embed_dim, padding_idx=1)\n",
    "        self.pos_emb = nn.Embedding(num_embeddings=max_len, embedding_dim=embed_dim)\n",
    "\n",
    "    def forward(self, sequence):\n",
    "\n",
    "        max_seq_len = sequence.shape[-1]\n",
    "\n",
    "        positions = torch.tensor(range(max_seq_len)).to(torch.device('cuda' if torch.cuda.is_available() else 'cpu'))\n",
    "        positions = self.pos_emb(positions)\n",
    "        emb_out = self.token_emb(sequence) + positions \n",
    "        return emb_out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "committed-monkey",
   "metadata": {
    "id": "EqTut-JMgKWH"
   },
   "source": [
    "## Implement the feedforward network\n",
    "\n",
    "This is used as the Mixture of Experts in the Switch Transformer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cross-upset",
   "metadata": {
    "id": "WTWzMKdUgKWH"
   },
   "outputs": [],
   "source": [
    "# 이 함수에 의해 expert 개수만큼 FFN 생성하게 됨\n",
    "def create_feedforward_network(embed_dim, ff_dim):\n",
    "    return nn.Sequential(\n",
    "        nn.Linear(embed_dim, ff_dim), \n",
    "        nn.ReLU(),\n",
    "        nn.Linear(ff_dim, ff_dim)\n",
    "    ).to(torch.device('cuda' if torch.cuda.is_available() else 'cpu'))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "twenty-jurisdiction",
   "metadata": {
    "id": "2b7PB60FgKWI"
   },
   "source": [
    "## Implement the load-balanced loss\n",
    "\n",
    "This is an auxiliary loss to encourage a balanced load across experts."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "pleased-yemen",
   "metadata": {},
   "source": [
    "1. router_probs [tokens_per_batch, num_experts]\n",
    "\n",
    "> * 토큰마다 expert 개수만큼 probability를 계산하게되고,가장 높은 probability에 해당하는expert의 FFN을 타고 output 내보냄\n",
    "\n",
    "2. expert_mask [tokens_per_batch, num_experts]\n",
    "\n",
    "> * 가장 높은 probability의 위치를 one-hot으로 표현한 것"
   ]
  },
  {
   "attachments": {
    "75ec0105-9494-4be7-afa0-e2bdd19e9967.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "hawaiian-alias",
   "metadata": {},
   "source": [
    "![image.png](attachment:75ec0105-9494-4be7-afa0-e2bdd19e9967.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "italian-earthquake",
   "metadata": {},
   "source": [
    "* The auxiliary loss of Equation (4) achieves encourages uniform routing since it is\n",
    "minimized under a uniform distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "unable-trance",
   "metadata": {
    "id": "755FX4o4gKWJ"
   },
   "outputs": [],
   "source": [
    "\n",
    "def load_balanced_loss(router_probs, expert_mask):\n",
    "    # router_probs [tokens_per_batch, num_experts] is the probability assigned for\n",
    "    # each expert per token. expert_mask [tokens_per_batch, num_experts] contains\n",
    "    # the expert with the highest router probability in one−hot format.\n",
    "    \n",
    "    device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "    \n",
    "    num_experts = torch.tensor(expert_mask.shape[-1]).to(device)\n",
    "    # Get the fraction of tokens routed to each expert.\n",
    "    # density is a vector of length num experts that sums to 1.\n",
    "    density = torch.mean(expert_mask.type(torch.FloatTensor), dim=0).to(device)\n",
    "    # Get fraction of probability mass assigned to each expert from the router\n",
    "    # across all tokens. density_proxy is a vector of length num experts that sums to 1.\n",
    "    density_proxy = torch.mean(router_probs, dim=0).to(device)\n",
    "    # Want both vectors to have uniform allocation (1/num experts) across all\n",
    "    # num_expert elements. The two vectors will be pushed towards uniform allocation\n",
    "    # when the dot product is minimized.\n",
    "    loss = torch.mean(density_proxy * density) * torch.tensor(num_experts ** 2).type(torch.FloatTensor)\n",
    "    return loss\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "demographic-identifier",
   "metadata": {
    "id": "8DoYX-fwgKWK"
   },
   "source": [
    "### Implement the router as a layer"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "remarkable-persian",
   "metadata": {},
   "source": [
    "* router_probs : linear projection을 통해서 expert 마다 logit값을 구한 후 softmax 확률 도출"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "monetary-income",
   "metadata": {},
   "source": [
    "```\n",
    "# using varying `axis` values\n",
    "y = torch.tensor([[2, 4, 6, 8], [1,3,5,7]])\n",
    "torch.cumsum(y, dim=0)\n",
    "\n",
    "tensor([[ 2,  4,  6,  8],\n",
    "        [ 3,  7, 11, 15]])\n",
    "        \n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "sitting-virginia",
   "metadata": {
    "id": "wnt3pyQggKWK"
   },
   "outputs": [],
   "source": [
    "\n",
    "class Router(nn.Module):\n",
    "    def __init__(self, embed_dim, num_experts, expert_capacity):\n",
    "        super().__init__()\n",
    "        self.num_experts = num_experts\n",
    "        self.route = nn.Linear(embed_dim, num_experts)\n",
    "        self.expert_capacity = expert_capacity\n",
    "        \n",
    "\n",
    "    def forward(self, x, training=False):\n",
    "        # inputs shape: [tokens_per_batch, embed_dim]\n",
    "        # router_logits shape: [tokens_per_batch, num_experts]\n",
    "        router_logits = self.route(x)\n",
    "\n",
    "        if training:\n",
    "            # Add noise for exploration across experts. [0.9, 1.1]\n",
    "            router_logits += torch.FloatTensor(router_logits.shape).uniform_(0.9, 1.1).to(torch.device('cuda' if torch.cuda.is_available() else 'cpu'))\n",
    "\n",
    "        # Probabilities for each token of what expert it should be sent to.\n",
    "        router_probs = F.softmax(router_logits, dim=-1)\n",
    "        # Get the top−1 expert for each token. expert_gate is the top−1 probability\n",
    "        # from the router for each token. expert_index is what expert each token\n",
    "        # is going to be routed to.\n",
    "        \n",
    "        # 확률값, 확률값이 최대인 index\n",
    "        expert_gate, expert_index = torch.topk(router_probs, k=1) # 10000, 1\n",
    "\n",
    "        # expert_mask shape: [tokens_per_batch, num_experts]\n",
    "        # 토큰 별로 행당하는 expert index를 one hot으로 표현\n",
    "        expert_mask = F.one_hot(expert_index, num_classes=self.num_experts) # 10000, 1, 10\n",
    "\n",
    "        # Compute load balancing loss.\n",
    "        aux_loss = load_balanced_loss(router_probs, expert_mask)\n",
    "        # print(f'expert balalancing loss ---> {aux_loss}')\n",
    "        \n",
    "        # Experts have a fixed capacity, ensure we do not exceed it. Construct\n",
    "        # the batch indices, to each expert, with position in expert make sure that\n",
    "        # not more that expert capacity examples can be routed to each expert.\n",
    "        \n",
    "        position_in_expert = (torch.cumsum(expert_mask, dim=0) * expert_mask).type(torch.int32) # 10000, 1, 10\n",
    "        \n",
    "        # Keep only tokens that fit within expert capacity.\n",
    "        # 10000, 1, 10\n",
    "        # true/false\n",
    "        expert_mask *=torch.less(\n",
    "                position_in_expert.type(torch.int32), self.expert_capacity\n",
    "            )\n",
    "        \n",
    "        # tf.one_hot -> keras에서는 index 넘어가는 것 알아서 0으로 만들어 줌\n",
    "        # torch.one_hot은 그렇지 안아서 직접 masking 해줌\n",
    "        \n",
    "        # Opinion : 0으로 되면 값 전달이 안되는데? -> 위의 balance loss 학습으로 균일하게 expert를 부여할 수 있도록 학습되는 과정에서 해결\n",
    "        position_in_expert *= expert_mask\n",
    "\n",
    "        # 10000, 1\n",
    "        # one-hot encoding에서 capacity로 인해 masking 이 됐다면 0, masking 안 됐다면 1로 차원 축소\n",
    "        expert_mask_flat = torch.sum(expert_mask, dim=-1)\n",
    "        \n",
    "        # Mask out the experts that have overflowed the expert capacity.\n",
    "        # expert에 대한 확률값도 masking\n",
    "        expert_gate *= expert_mask_flat\n",
    "        \n",
    "        # Combine expert outputs and scaling with router probability.\n",
    "        # combine_tensor shape: [tokens_per_batch, num_experts, expert_capacity]\n",
    "        \n",
    "        # expert_gate   :  TensorShape([10000, 1])\n",
    "        # expert_mask_flat   :   TensorShape([10000, 10])\n",
    "        # torch.squeeze(F.one_hot(expert_index.long(), num_classes=self.num_experts)  :  TensorShape([10000, 10, 1000])\n",
    "\n",
    "        # TensorShape([10000, 10, 1]) *  TensorShape([10000, 10, 1000])\n",
    "        # TensorShape([10000, 10, 1000])\n",
    "        \n",
    "        # 결론 [tokens_per_batch, num_experts, expert_capacity] shape에 해당하는 expert probability가 들어간다!!\n",
    "        # 어떤 토큰이 어떤 expert의 capacity 순서에서 확률값을 갖는지\n",
    "        combined_tensor = torch.unsqueeze(\n",
    "            expert_gate\n",
    "            * expert_mask_flat\n",
    "            * torch.squeeze(F.one_hot(expert_index.long(), num_classes=self.num_experts), 1),\n",
    "            -1,\n",
    "        ) * torch.squeeze(F.one_hot(position_in_expert.long(), num_classes=self.expert_capacity), 1)\n",
    "       \n",
    "        # Create binary dispatch_tensor [tokens_per_batch, num_experts, expert_capacity]\n",
    "        # that is 1 if the token gets routed to the corresponding expert.\n",
    "        \n",
    "        # keras는 설명과 다르게 구현\n",
    "        # 논문에 의하면 boolean이 맞음\n",
    "        dispatch_tensor = (combined_tensor > 0).type(torch.float32)\n",
    "\n",
    "        return dispatch_tensor, combined_tensor, aux_loss\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "transsexual-behalf",
   "metadata": {
    "id": "hMc5qu_MgKWL"
   },
   "source": [
    "### Implement a Switch layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "hundred-queensland",
   "metadata": {
    "id": "Bx0gv4EigKWL"
   },
   "outputs": [],
   "source": [
    "\n",
    "class Switch(nn.Module):\n",
    "    def __init__(self, num_experts, embed_dim, num_tokens_per_batch, ff_dim, capacity_factor=1):\n",
    "        super().__init__()\n",
    "        self.num_experts = num_experts\n",
    "        self.embed_dim = embed_dim\n",
    "        self.experts = [\n",
    "            create_feedforward_network(self.embed_dim, ff_dim) for _ in range(num_experts)\n",
    "        ]\n",
    "\n",
    "        self.expert_capacity = num_tokens_per_batch // self.num_experts\n",
    "        self.router = Router(embed_dim, self.num_experts, self.expert_capacity)\n",
    "\n",
    "    def forward(self, x):\n",
    "        batch_size = x.shape[0]\n",
    "        num_tokens_per_example = x.shape[1]\n",
    "\n",
    "        # inputs shape:  [batch_size, num_tokens_per_example, embed_dim] -> [num_tokens_per_batch, embed_dim]\n",
    "        # torch.Size([50, 200, 32]) -> torch.Size([10000, 32])\n",
    "        inputs = torch.reshape(x, [num_tokens_per_batch, self.embed_dim])\n",
    "        \n",
    "        \n",
    "        # dispatch_tensor shape: [expert_capacity, num_experts, tokens_per_batch]\n",
    "        # combine_tensor shape: [tokens_per_batch, num_experts, expert_capacity]\n",
    "        \n",
    "        ######\n",
    "        #  1\n",
    "        ######\n",
    "        # keras --> 둘 다 [10000, 10, 1000], 하나는 binary, 하나는 prob.\n",
    "        dispatch_tensor, combine_tensor, aux_loss = self.router(inputs, training=True)\n",
    "        \n",
    "        ######\n",
    "        #  2 dispatch_tensor (binary) 를 통해 FFN output 값 구함\n",
    "        ######        \n",
    "        # expert_inputs shape: [num_experts, expert_capacity, embed_dim]\n",
    "        # [10000, 32] x [10000, 10, 1000] = [10, 1000, 32]\n",
    "        # 아래 코드에 의해 10000개의 token이 10개의 expert, 각 1000개의 capacity에 할당됨\n",
    "        expert_inputs = torch.einsum(\"ab,acd->cdb\", inputs, dispatch_tensor)  # torch.Size([10, 1000, 32])\n",
    "        expert_inputs = torch.reshape(\n",
    "            expert_inputs, [self.num_experts, self.expert_capacity, self.embed_dim]\n",
    "        )\n",
    "        # Dispatch to experts\n",
    "        expert_input_list = torch.unbind(expert_inputs, axis=0) # 행 단위로 분리 [1000,32]\n",
    "        \n",
    "        # 각 expert마다 해당 FFN으로 output 도출\n",
    "        expert_output_list = [\n",
    "            self.experts[idx](expert_input)\n",
    "            for idx, expert_input in enumerate(expert_input_list)\n",
    "        ]\n",
    "        # expert_outputs shape: [expert_capacity, num_experts, embed_dim]\n",
    "        # [1000, 10, 32]\n",
    "        expert_outputs = torch.stack(expert_output_list, dim=1)\n",
    "\n",
    "        ######\n",
    "        #  3 combine (확률값) 이랑 곱해서 넘겨줌\n",
    "        ######\n",
    "        # expert_outputs_combined shape: [tokens_per_batch, embed_dim]\n",
    "        # [1000, 10, 32] x [10000, 10, 1000] = [10000, 32]\n",
    "        expert_outputs_combined = torch.einsum(\n",
    "            \"abc,xba->xc\", expert_outputs, combine_tensor\n",
    "        )\n",
    "        # output shape: [batch_size, num_tokens_per_example, embed_dim]\n",
    "        # [10000, 32] -> [50, 200, 32]\n",
    "        outputs = torch.reshape(\n",
    "            expert_outputs_combined,\n",
    "            [batch_size, num_tokens_per_example, self.embed_dim]\n",
    "        )\n",
    "        return outputs, aux_loss\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "powerful-motor",
   "metadata": {
    "id": "Yh_nSZbygKWL"
   },
   "source": [
    "## Implement a Transformer block layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "proprietary-reader",
   "metadata": {},
   "outputs": [],
   "source": [
    "class MultiHeadAttention(nn.Module):\n",
    "    def __init__(self, heads, d_model, dropout = 0.0, d_k = None):\n",
    "        super().__init__()\n",
    "        \n",
    "        self.d_model = d_model\n",
    "        if d_k:\n",
    "            self.d_k = d_k\n",
    "        else:\n",
    "            self.d_k = d_model // heads\n",
    "        self.h = heads\n",
    "        \n",
    "        self.q_linear = nn.Linear(d_model, heads * d_k)\n",
    "        self.v_linear = nn.Linear(d_model, heads * d_k)\n",
    "        self.k_linear = nn.Linear(d_model, heads * d_k)\n",
    "        self.out = nn.Linear(heads * d_k, d_model)\n",
    "\n",
    "    def attention(self, q, k, v, d_k, mask=None, dropout=None):\n",
    "        \n",
    "        scores = torch.matmul(q, k.transpose(-2, -1)) /  math.sqrt(d_k)\n",
    "\n",
    "        if mask is not None:\n",
    "            mask = mask.unsqueeze(1)\n",
    "            scores = scores.masked_fill(mask == 0, -1e9)\n",
    "\n",
    "        scores = F.softmax(scores, dim=-1)\n",
    "\n",
    "        if dropout is not None:\n",
    "            scores = dropout(scores)\n",
    "\n",
    "        output = torch.matmul(scores, v)\n",
    "        \n",
    "        return output\n",
    "    \n",
    "    def forward(self, q, k, v, mask=None):\n",
    "                \n",
    "        bs = q.size(0)\n",
    "        len_q = q.size(1)\n",
    "        \n",
    "        # perform linear operation and split into h heads\n",
    "        k = self.k_linear(k).view(bs, -1, self.h, self.d_k)\n",
    "        q = self.q_linear(q).view(bs, -1, self.h, self.d_k)\n",
    "        v = self.v_linear(v).view(bs, -1, self.h, self.d_k)\n",
    "        \n",
    "        # transpose to get dimensions bs * h * sl * d_model\n",
    "        k = k.transpose(1,2)\n",
    "        q = q.transpose(1,2)\n",
    "        v = v.transpose(1,2)\n",
    "\n",
    "       # calculate attention using function we will define next\n",
    "        scores = self.attention(q, k, v, self.d_k, mask)                       \n",
    "        # concatenate heads and put through final linear layer\n",
    "        concat = scores.transpose(1,2).contiguous().view(bs, len_q, -1) \n",
    "        output = self.out(concat)\n",
    "    \n",
    "        return output\n",
    "\n",
    "\n",
    "class Norm(nn.Module):\n",
    "    def __init__(self, d_model, eps = 1e-6):\n",
    "        super().__init__()\n",
    "    \n",
    "        self.size = d_model\n",
    "        # create two learnable parameters to calibrate normalisation\n",
    "        self.alpha = nn.Parameter(torch.ones(self.size))\n",
    "        self.bias = nn.Parameter(torch.zeros(self.size))\n",
    "        self.eps = eps\n",
    "        \n",
    "    def forward(self, x):\n",
    "        norm = self.alpha * (x - x.mean(dim=-1, keepdim=True)) \\\n",
    "        / (x.std(dim=-1, keepdim=True) + self.eps) + self.bias\n",
    "        return norm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "favorite-dictionary",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Encoder Block\n",
    "class TransformerBlock(nn.Module):\n",
    "    def __init__(self, embed_dim, num_heads, switch_ffn, dropout = 0.1):\n",
    "        super().__init__()\n",
    "        self.attn = MultiHeadAttention(heads=num_heads, d_model=embed_dim, d_k=embed_dim)\n",
    "        # The ffn can be either a standard feedforward network or a switch\n",
    "        # layer with a Mixture of Experts.\n",
    "        self.ffn = switch_ffn\n",
    "        self.norm_1 = Norm(embed_dim)\n",
    "        self.norm_2 = Norm(embed_dim)\n",
    "        self.dropout_1 = nn.Dropout(dropout)\n",
    "        self.dropout_2 = nn.Dropout(dropout)\n",
    "        \n",
    "    def forward(self, x, mask=None):\n",
    "        # x : torch.Size([50, 200, 32])\n",
    "        # self attention + add&norm\n",
    "        attn_output = self.attn(x, x, x, mask)\n",
    "        attn_output = self.dropout_1(attn_output)\n",
    "        norm_output = self.norm_1(x + attn_output)\n",
    "        \n",
    "        # ffn + add&norm\n",
    "        ffn_output, aux_loss = self.ffn(norm_output)\n",
    "        ffn_output = self.dropout_2(ffn_output)\n",
    "        out = self.norm_2(norm_output + ffn_output)\n",
    "        return out, aux_loss"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "organic-field",
   "metadata": {
    "id": "AVBCj4argKWM"
   },
   "source": [
    "## Implement the classifier\n",
    "\n",
    "The `TransformerBlock` layer outputs one vector for each time step of our input sequence.\n",
    "Here, we take the mean across all time steps and use a feedforward network on top\n",
    "of it to classify text."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "fatty-maximum",
   "metadata": {
    "id": "8WVfp7hOgKWM"
   },
   "outputs": [],
   "source": [
    "class SwitchTransformer(nn.Module):\n",
    "    def __init__(self, device, vocab_size, num_experts, num_tokens_per_example, num_tokens_per_batch, embed_dim, num_heads, ff_dim, dropout):\n",
    "        super(SwitchTransformer, self).__init__()\n",
    "        self.switch = Switch(num_experts, embed_dim, num_tokens_per_batch, ff_dim)\n",
    "        # max length : num_tokens_per_example\n",
    "        self.embedding_layer = TokenAndPositionEmbedding(\n",
    "            vocab_size, num_tokens_per_example, embed_dim\n",
    "        )\n",
    "        self.transformer_block = TransformerBlock(embed_dim, num_heads, switch_ffn=self.switch)\n",
    "        self.linear1 = nn.Linear(embed_dim, ff_dim)\n",
    "        self.linear2 = nn.Linear(ff_dim, 2)\n",
    "        self.dropout_1 = nn.Dropout(dropout)\n",
    "        self.dropout_2 = nn.Dropout(dropout)\n",
    "        \n",
    "    def forward(self, inputs):\n",
    "        x = self.embedding_layer(inputs)\n",
    "        x, aux_loss = self.transformer_block(x)\n",
    "        x = torch.squeeze(torch.mean(x, dim=1)) # tf.keras.layers.GlobalAveragePooling1D\n",
    "        x = self.dropout_1(x)\n",
    "        x = self.dropout_2(F.relu(self.linear1(x)))\n",
    "        outputs = self.linear2(x)\n",
    "\n",
    "        return outputs, aux_loss\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "temporal-serial",
   "metadata": {
    "id": "Nw0jP1GFgKWM"
   },
   "source": [
    "## Train and evaluate the model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "annoying-chamber",
   "metadata": {},
   "source": [
    "```\n",
    "# embed_dim = d_model\n",
    "embed_dim = 32  # Embedding size for each token.\n",
    "num_heads = 2  # Number of attention heads\n",
    "ff_dim = 32  # Hidden layer size in feedforward network.\n",
    "num_experts = 10  # Number of experts used in the Switch Transformer.\n",
    "learning_rate = 0.001  # Learning rate.\n",
    "dropout_rate = 0.25  # Dropout rate.\n",
    "num_epochs = 3  # Number of epochs.\n",
    "# maxlen = num_tokens_per_example\n",
    "num_tokens_per_example = 200\n",
    "batch_size = 50\n",
    "\n",
    "num_tokens_per_batch = (\n",
    "    batch_size * num_tokens_per_example\n",
    ")  # Total number of tokens per batch.\n",
    "print(f\"Number of tokens per batch: {num_tokens_per_batch}\")\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "consecutive-queue",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current device :  cuda\n"
     ]
    }
   ],
   "source": [
    "from tqdm.notebook import tqdm\n",
    "from einops import rearrange\n",
    "\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "# device = 'cpu'\n",
    "print ('Current device : ', device)\n",
    "model = SwitchTransformer(device=device, \n",
    "                          vocab_size=20988, \n",
    "                          num_experts=10,\n",
    "                          num_tokens_per_example=200, \n",
    "                          num_tokens_per_batch=batch_size * num_tokens_per_example, \n",
    "                          embed_dim=32, \n",
    "                          num_heads=2, \n",
    "                          ff_dim=32, \n",
    "                          dropout=0.25).to(device)\n",
    "\n",
    "num_epochs=3\n",
    "total_step = len(train_iter)\n",
    "learning_rate = 0.001\n",
    "\n",
    "criterion =  nn.CrossEntropyLoss(ignore_index=1) # pad index : 1\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "tested-blake",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
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       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=3.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "HBox(children=(FloatProgress(value=0.0, max=500.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:18: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1/3], Step [9/500], Loss: 0.9991\n",
      "Epoch [1/3], Step [19/500], Loss: 1.0004\n",
      "Epoch [1/3], Step [29/500], Loss: 1.0002\n",
      "Epoch [1/3], Step [39/500], Loss: 0.9996\n",
      "Epoch [1/3], Step [49/500], Loss: 1.0010\n",
      "Epoch [1/3], Step [59/500], Loss: 0.9993\n",
      "Epoch [1/3], Step [69/500], Loss: 1.0013\n",
      "Epoch [1/3], Step [79/500], Loss: 1.0006\n",
      "Epoch [1/3], Step [89/500], Loss: 1.0005\n",
      "Epoch [1/3], Step [99/500], Loss: 0.9999\n",
      "Epoch [1/3], Step [109/500], Loss: 0.9993\n",
      "Epoch [1/3], Step [119/500], Loss: 0.9996\n",
      "Epoch [1/3], Step [129/500], Loss: 0.9999\n",
      "Epoch [1/3], Step [139/500], Loss: 0.9997\n",
      "Epoch [1/3], Step [149/500], Loss: 1.0018\n",
      "Epoch [1/3], Step [159/500], Loss: 1.0003\n",
      "Epoch [1/3], Step [169/500], Loss: 1.0009\n",
      "Epoch [1/3], Step [179/500], Loss: 1.0006\n",
      "Epoch [1/3], Step [189/500], Loss: 1.0002\n",
      "Epoch [1/3], Step [199/500], Loss: 0.9996\n",
      "Epoch [1/3], Step [209/500], Loss: 0.9992\n",
      "Epoch [1/3], Step [219/500], Loss: 1.0003\n",
      "Epoch [1/3], Step [229/500], Loss: 1.0004\n",
      "Epoch [1/3], Step [239/500], Loss: 1.0003\n",
      "Epoch [1/3], Step [249/500], Loss: 1.0001\n",
      "Epoch [1/3], Step [259/500], Loss: 1.0003\n",
      "Epoch [1/3], Step [269/500], Loss: 1.0010\n",
      "Epoch [1/3], Step [279/500], Loss: 1.0011\n",
      "Epoch [1/3], Step [289/500], Loss: 1.0023\n",
      "Epoch [1/3], Step [299/500], Loss: 1.0009\n",
      "Epoch [1/3], Step [309/500], Loss: 1.0011\n",
      "Epoch [1/3], Step [319/500], Loss: 0.9999\n",
      "Epoch [1/3], Step [329/500], Loss: 1.0000\n",
      "Epoch [1/3], Step [339/500], Loss: 0.9993\n",
      "Epoch [1/3], Step [349/500], Loss: 0.9998\n",
      "Epoch [1/3], Step [359/500], Loss: 0.9998\n",
      "Epoch [1/3], Step [369/500], Loss: 1.0013\n",
      "Epoch [1/3], Step [379/500], Loss: 1.0000\n",
      "Epoch [1/3], Step [389/500], Loss: 1.0009\n",
      "Epoch [1/3], Step [399/500], Loss: 0.9999\n",
      "Epoch [1/3], Step [409/500], Loss: 1.0002\n",
      "Epoch [1/3], Step [419/500], Loss: 1.0004\n",
      "Epoch [1/3], Step [429/500], Loss: 1.0012\n",
      "Epoch [1/3], Step [439/500], Loss: 1.0003\n",
      "Epoch [1/3], Step [449/500], Loss: 1.0009\n",
      "Epoch [1/3], Step [459/500], Loss: 0.9995\n",
      "Epoch [1/3], Step [469/500], Loss: 1.0002\n",
      "Epoch [1/3], Step [479/500], Loss: 0.9992\n",
      "Epoch [1/3], Step [489/500], Loss: 1.0001\n",
      "Epoch [1/3], Step [499/500], Loss: 1.0013\n",
      "\n",
      "=> Calculating Test Accuracy...\n",
      "=> Test Accuracy : 50.0%\n",
      "==================================================\n"
     ]
    },
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     "text": [
      "Epoch [2/3], Step [9/500], Loss: 1.0012\n",
      "Epoch [2/3], Step [19/500], Loss: 1.0002\n",
      "Epoch [2/3], Step [29/500], Loss: 1.0016\n",
      "Epoch [2/3], Step [39/500], Loss: 1.0003\n",
      "Epoch [2/3], Step [49/500], Loss: 1.0006\n",
      "Epoch [2/3], Step [59/500], Loss: 0.9999\n",
      "Epoch [2/3], Step [69/500], Loss: 0.9999\n",
      "Epoch [2/3], Step [79/500], Loss: 1.0002\n",
      "Epoch [2/3], Step [89/500], Loss: 1.0002\n",
      "Epoch [2/3], Step [99/500], Loss: 1.0005\n",
      "Epoch [2/3], Step [109/500], Loss: 1.0023\n",
      "Epoch [2/3], Step [119/500], Loss: 1.0004\n",
      "Epoch [2/3], Step [129/500], Loss: 1.0000\n",
      "Epoch [2/3], Step [139/500], Loss: 1.0001\n",
      "Epoch [2/3], Step [149/500], Loss: 1.0016\n",
      "Epoch [2/3], Step [159/500], Loss: 1.0003\n",
      "Epoch [2/3], Step [169/500], Loss: 1.0006\n",
      "Epoch [2/3], Step [179/500], Loss: 1.0000\n",
      "Epoch [2/3], Step [189/500], Loss: 1.0013\n",
      "Epoch [2/3], Step [199/500], Loss: 1.0005\n",
      "Epoch [2/3], Step [209/500], Loss: 0.9994\n",
      "Epoch [2/3], Step [219/500], Loss: 1.0000\n",
      "Epoch [2/3], Step [229/500], Loss: 1.0011\n",
      "Epoch [2/3], Step [239/500], Loss: 1.0005\n",
      "Epoch [2/3], Step [249/500], Loss: 1.0014\n",
      "Epoch [2/3], Step [259/500], Loss: 0.9995\n",
      "Epoch [2/3], Step [269/500], Loss: 1.0011\n",
      "Epoch [2/3], Step [279/500], Loss: 1.0010\n",
      "Epoch [2/3], Step [289/500], Loss: 1.0015\n",
      "Epoch [2/3], Step [299/500], Loss: 1.0019\n",
      "Epoch [2/3], Step [309/500], Loss: 1.0016\n",
      "Epoch [2/3], Step [319/500], Loss: 1.0003\n",
      "Epoch [2/3], Step [329/500], Loss: 1.0005\n",
      "Epoch [2/3], Step [339/500], Loss: 1.0002\n",
      "Epoch [2/3], Step [349/500], Loss: 0.9997\n",
      "Epoch [2/3], Step [359/500], Loss: 0.9988\n",
      "Epoch [2/3], Step [369/500], Loss: 1.0000\n",
      "Epoch [2/3], Step [379/500], Loss: 1.0001\n",
      "Epoch [2/3], Step [389/500], Loss: 1.0009\n",
      "Epoch [2/3], Step [399/500], Loss: 1.0002\n",
      "Epoch [2/3], Step [409/500], Loss: 1.0009\n",
      "Epoch [2/3], Step [419/500], Loss: 0.9994\n",
      "Epoch [2/3], Step [429/500], Loss: 1.0005\n",
      "Epoch [2/3], Step [439/500], Loss: 1.0010\n",
      "Epoch [2/3], Step [449/500], Loss: 1.0000\n",
      "Epoch [2/3], Step [459/500], Loss: 1.0011\n",
      "Epoch [2/3], Step [469/500], Loss: 1.0013\n",
      "Epoch [2/3], Step [479/500], Loss: 1.0016\n",
      "Epoch [2/3], Step [489/500], Loss: 1.0002\n",
      "Epoch [2/3], Step [499/500], Loss: 1.0008\n",
      "\n",
      "=> Calculating Test Accuracy...\n",
      "=> Test Accuracy : 50.0%\n",
      "==================================================\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "Epoch [3/3], Step [9/500], Loss: 0.9997\n",
      "Epoch [3/3], Step [19/500], Loss: 0.9992\n",
      "Epoch [3/3], Step [29/500], Loss: 0.9995\n",
      "Epoch [3/3], Step [39/500], Loss: 1.0001\n",
      "Epoch [3/3], Step [49/500], Loss: 0.9996\n",
      "Epoch [3/3], Step [59/500], Loss: 1.0005\n",
      "Epoch [3/3], Step [69/500], Loss: 1.0001\n",
      "Epoch [3/3], Step [79/500], Loss: 1.0002\n",
      "Epoch [3/3], Step [89/500], Loss: 0.9997\n",
      "Epoch [3/3], Step [99/500], Loss: 0.9999\n",
      "Epoch [3/3], Step [109/500], Loss: 1.0001\n",
      "Epoch [3/3], Step [119/500], Loss: 1.0003\n",
      "Epoch [3/3], Step [129/500], Loss: 1.0003\n",
      "Epoch [3/3], Step [139/500], Loss: 0.9997\n",
      "Epoch [3/3], Step [149/500], Loss: 1.0002\n",
      "Epoch [3/3], Step [159/500], Loss: 1.0013\n",
      "Epoch [3/3], Step [169/500], Loss: 1.0002\n",
      "Epoch [3/3], Step [179/500], Loss: 1.0000\n",
      "Epoch [3/3], Step [189/500], Loss: 0.9992\n",
      "Epoch [3/3], Step [199/500], Loss: 1.0004\n",
      "Epoch [3/3], Step [209/500], Loss: 1.0014\n",
      "Epoch [3/3], Step [219/500], Loss: 1.0013\n",
      "Epoch [3/3], Step [229/500], Loss: 0.9995\n",
      "Epoch [3/3], Step [239/500], Loss: 0.9994\n",
      "Epoch [3/3], Step [249/500], Loss: 1.0005\n",
      "Epoch [3/3], Step [259/500], Loss: 0.9995\n",
      "Epoch [3/3], Step [269/500], Loss: 1.0005\n",
      "Epoch [3/3], Step [279/500], Loss: 0.9996\n",
      "Epoch [3/3], Step [289/500], Loss: 1.0004\n",
      "Epoch [3/3], Step [299/500], Loss: 1.0010\n",
      "Epoch [3/3], Step [309/500], Loss: 1.0011\n",
      "Epoch [3/3], Step [319/500], Loss: 1.0009\n",
      "Epoch [3/3], Step [329/500], Loss: 1.0009\n",
      "Epoch [3/3], Step [339/500], Loss: 1.0008\n",
      "Epoch [3/3], Step [349/500], Loss: 1.0015\n",
      "Epoch [3/3], Step [359/500], Loss: 0.9998\n",
      "Epoch [3/3], Step [369/500], Loss: 0.9995\n",
      "Epoch [3/3], Step [379/500], Loss: 0.9997\n",
      "Epoch [3/3], Step [389/500], Loss: 0.9994\n",
      "Epoch [3/3], Step [399/500], Loss: 0.9996\n",
      "Epoch [3/3], Step [409/500], Loss: 1.0005\n",
      "Epoch [3/3], Step [419/500], Loss: 0.9999\n",
      "Epoch [3/3], Step [429/500], Loss: 1.0002\n",
      "Epoch [3/3], Step [439/500], Loss: 1.0005\n",
      "Epoch [3/3], Step [449/500], Loss: 0.9991\n",
      "Epoch [3/3], Step [459/500], Loss: 1.0005\n",
      "Epoch [3/3], Step [469/500], Loss: 1.0006\n",
      "Epoch [3/3], Step [479/500], Loss: 1.0020\n",
      "Epoch [3/3], Step [489/500], Loss: 1.0016\n",
      "Epoch [3/3], Step [499/500], Loss: 1.0002\n",
      "\n",
      "=> Calculating Test Accuracy...\n",
      "=> Test Accuracy : 50.0%\n",
      "==================================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "is_training = model.training\n",
    "\n",
    "for epoch in tqdm(range(0, num_epochs)):    \n",
    "    model.train()\n",
    "    for i_batch, sample_batched in enumerate(tqdm(train_iter)):\n",
    "        \n",
    "        batch_inputs = sample_batched.text.to(device)\n",
    "        batch_targets = sample_batched.label.to(device)\n",
    "        \n",
    "        # Forward\n",
    "        outputs, aux_loss = model(batch_inputs) # batch_inputs : torch.Size([50(bsz), 200]), outputs : torch.Size([50(bsz), 20])\n",
    "\n",
    "        # Compute loss\n",
    "        ce_loss = criterion(outputs, batch_targets-1)\n",
    "        loss = ce_loss + aux_loss \n",
    "\n",
    "        # Backward\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        optimizer.zero_grad()\n",
    "        \n",
    "        if (i_batch+1)%10 == 0:\n",
    "            print('Epoch [{}/{}], Step [{}/{}], Loss: {:.4f}'\n",
    "                  .format(epoch+1, num_epochs, i_batch, total_step, loss.item())) \n",
    "    \n",
    "    print('=> Calculating Test Accuracy...')\n",
    "    correct = 0\n",
    "    total = 0\n",
    "    for i_batch, test_sample_batched in enumerate(test_iter):\n",
    "        model.eval()\n",
    "        \n",
    "        test_batch_inputs = test_sample_batched.text.to(device)\n",
    "        test_batch_targets = test_sample_batched.label.to(device)\n",
    "        \n",
    "        test_outputs, _ = model(test_batch_inputs)\n",
    "        \n",
    "        predictions = torch.argmax(F.softmax(test_outputs, dim=-1), dim=-1)\n",
    "        \n",
    "        total += test_batch_targets.size(0)\n",
    "        correct += (predictions == (test_batch_targets-1)).sum().item()\n",
    "        \n",
    "    accuracy = 100 * correct / total\n",
    "    print(f'=> Test Accuracy : {accuracy}%')\n",
    "    print(\"==================================================\")\n",
    "    # Save the model checkpoints\n",
    "#     torch.save(model.state_dict(), './models/switch_transformer_sent_cl-{}.ckpt'.format(epoch+1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "unlimited-mustang",
   "metadata": {
    "id": "SL97hT62gKWN"
   },
   "source": [
    "## Conclusion\n",
    "\n",
    "Compared to the standard Transformer architecture, the Switch Transformer can have a much\n",
    "larger number of parameters, leading to increased model\n",
    "capacity, while maintaining a reasonable computational cost."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "humanitarian-uniform",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "japanese-destruction",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "amazing-trauma",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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