LSTM_Classification.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "LSTM_Classification.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ontf6osK3JmS",
        "colab_type": "code",
        "outputId": "7e777c04-31ee-4316-d7f6-7e2dac7d98a0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 87
        }
      },
      "source": [
        "nltk.download('wordnet')\n",
        "nltk.download('punkt')\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "import unicodedata, re, string\n",
        "from nltk import word_tokenize\n",
        "\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "from torch.utils.data import TensorDataset, DataLoader\n",
        "\n",
        "from tqdm import tqdm\n",
        "from bs4 import BeautifulSoup\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import os\n",
        "from nltk.stem import WordNetLemmatizer\n",
        "lemmatizer = WordNetLemmatizer()"
      ],
      "execution_count": 158,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
            "[nltk_data]   Package wordnet is already up-to-date!\n",
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "64WVjR33-7Hs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df_train = pd.read_csv(\"train.tsv\", sep=\"\\t\")\n",
        "df_test = pd.read_csv(\"test.tsv\", sep=\"\\t\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qBAICA4b_wSs",
        "colab_type": "code",
        "outputId": "89ae9f2f-a706-48ad-f3fc-81400f62f730",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 274
        }
      },
      "source": [
        "dist = df_train.groupby([\"Sentiment\"]).size()\n",
        "\n",
        "#fig, ax = plt.subplots(figsize=(12,8))\n",
        "plt.bar(dist.keys(), dist.values)\n",
        "plt.show()"
      ],
      "execution_count": 160,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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nOI6dBwceAcc87GXr/OFwc11comP4jd5ZHfOoh9ml2c1fC7Y+7h+oyTEPAAC4MCIkcWVV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\nrkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Dv_eFQjR_zqj",
        "colab_type": "code",
        "outputId": "307690a2-337d-4907-b589-571ff881bc58",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "def clean_sentences(df):\n",
        "    reviews = []\n",
        "    for sent in tqdm(df['Phrase']):\n",
        "        review_text = BeautifulSoup(sent).get_text()\n",
        "        review_text = re.sub(\"[^a-zA-Z]\",\" \", review_text)\n",
        "        #tokenize the sentences\n",
        "        words = word_tokenize(review_text.lower())\n",
        "        #lemmatize each word to its lemma\n",
        "        lemma_words = [lemmatizer.lemmatize(i) for i in words]\n",
        "        reviews.append(lemma_words)\n",
        "\n",
        "    return(reviews)\n",
        "  \n",
        "df_train['Words'] = df_train['Phrase'].apply(nltk.word_tokenize)\n",
        "df_train['Words'] = clean_sentences(df_train)\n",
        "df_test['Words'] = clean_sentences(df_test)\n"
      ],
      "execution_count": 161,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
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            "  ' Beautiful Soup.' % markup)\n",
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          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wyVMlYvbAAuN",
        "colab_type": "code",
        "outputId": "4b9b0e98-bb4c-45a9-e01e-8de80c4edd9f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 107
        }
      },
      "source": [
        "#vocabulary\n",
        "word_set = set()\n",
        "for l in df_train['Words']:\n",
        "    for e in l:\n",
        "        word_set.add(e)\n",
        "        \n",
        "word_to_int = {word: ii for ii, word in enumerate(word_set, 1)}\n",
        "print(word_set)\n",
        "print(word_to_int)\n",
        "# Check if they are still the same lenght\n",
        "print(len(word_set))\n",
        "print(len(word_to_int))"
      ],
      "execution_count": 162,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'involved', 'logistically', 'supporting', 'animator', 'schmidt', 'asset', 'screening', 'yo', 'butthead', 'perception', 'grasping', 'ordeal', 'e', 'redundant', 'del', 'simpson', 'checklist', 'flavorful', 'pitted', 'passionately', 'unbearably', 'promoter', 'hermetic', 'lukewarm', 'moan', 'assembles', 'drowsy', 'heft', 'overkill', 'stubbornly', 'ish', 'infidelity', 'headed', 'j', 'stacked', 'trio', 'fair', 'sexploitation', 'loses', 'blanket', 'luscious', 'insistence', 'newfoundland', 'spectrum', 'squirming', 'conceptual', 'scholar', 'bristle', 'incinerates', 'stain', 'pact', 'leave', 'relic', 'reggio', 'hackneyed', 'satan', 'poet', 'raison', 'follows', 'martial', 'direct', 'diver', 'maneuver', 'scripting', 'distinction', 'ready', 'keeping', 'truncated', 'previous', 'pasolini', 'chelsea', 'awfully', 'retaliation', 'ape', 'feces', 'aplenty', 'phoned', 'weirdly', 'hottest', 'yosuke', 'lighting', 'outdated', 'immediately', 'uncouth', 'turf', 'bjorkness', 'ba', 'adrenalin', 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'scorcese': 1389, 'performed': 1390, 'endangered': 1391, 'person': 1392, 'fully': 1393, 'afterlife': 1394, 'pursuing': 1395, 'philosophically': 1396, 'morose': 1397, 'crusty': 1398, 'plaguing': 1399, 'memorable': 1400, 'christelle': 1401, 'compete': 1402, 'document': 1403, 'readily': 1404, 'hunnam': 1405, 'chuck': 1406, 'completely': 1407, 'deuce': 1408, 'bucket': 1409, 'vid': 1410, 'subjective': 1411, 'suffered': 1412, 'playful': 1413, 'defines': 1414, 'underwear': 1415, 'tchaikovsky': 1416, 'declared': 1417, 'determination': 1418, 'jez': 1419, 'penn': 1420, 'lagaan': 1421, 'ordered': 1422, 'themed': 1423, 'savaged': 1424, 'bewildering': 1425, 'bloodsucker': 1426, 'wo': 1427, 'spending': 1428, 'african': 1429, 'zipper': 1430, 'wildly': 1431, 'unlike': 1432, 'wallet': 1433, 'invisible': 1434, 'triteness': 1435, 'versus': 1436, 'hanky': 1437, 'eloquence': 1438, 'nanook': 1439, 'earns': 1440, 'scared': 1441, 'liotta': 1442, 'arrive': 1443, 'lung': 1444, 'flashbulb': 1445, 'paralyzed': 1446, 'upside': 1447, 'hurt': 1448, 'frenzy': 1449, 'simultaneously': 1450, 'infirmity': 1451, 'honey': 1452, 'championship': 1453, 'artfully': 1454, 'perversity': 1455, 'singer': 1456, 'unfathomable': 1457, 'theatrically': 1458, 'tend': 1459, 'galinsky': 1460, 'spoil': 1461, 'loneliness': 1462, 'undistinguished': 1463, 'alienation': 1464, 'suitably': 1465, 'mosque': 1466, 'davy': 1467, 'association': 1468, 'inquiry': 1469, 'auto': 1470, 'commiserating': 1471, 'usurp': 1472, 'warren': 1473, 'gay': 1474, 'slowest': 1475, 'hibiscus': 1476, 'nimble': 1477, 'caring': 1478, 'sewer': 1479, 'ennui': 1480, 'staged': 1481, 'fathom': 1482, 'bitterly': 1483, 'profiling': 1484, 'mined': 1485, 'firmly': 1486, 'enjoyable': 1487, 'bille': 1488, 'cheech': 1489, 'seigner': 1490, 'kim': 1491, 'revigorates': 1492, 'pinochet': 1493, 'underscore': 1494, 'reading': 1495, 'disturbed': 1496, 'arthouse': 1497, 'brook': 1498, 'fellowship': 1499, 'socio': 1500, 'whirl': 1501, 'coltish': 1502, 'apple': 1503, 'usher': 1504, 'setup': 1505, 'creates': 1506, 'zone': 1507, 'theory': 1508, 'corporate': 1509, 'interminably': 1510, 'relaxed': 1511, 'develops': 1512, 'rearing': 1513, 'reflection': 1514, 'unfamiliar': 1515, 'ayala': 1516, 'clash': 1517, 'autobiographical': 1518, 'rudimentary': 1519, 'appropriate': 1520, 'his': 1521, 'thoughtfulness': 1522, 'pencil': 1523, 'happen': 1524, 'pore': 1525, 'grain': 1526, 'bluto': 1527, 'better': 1528, 'virtuosic': 1529, 'folktale': 1530, 'fall': 1531, 'cavorting': 1532, 'tea': 1533, 'hitting': 1534, 'diesel': 1535, 'stringently': 1536, 'chef': 1537, 'interchangeable': 1538, 'voiced': 1539, 'circuit': 1540, 'zinger': 1541, 'clothed': 1542, 'succeeded': 1543, 'river': 1544, 'panoramic': 1545, 'cloyingly': 1546, 'sorrow': 1547, 'undermined': 1548, 'paved': 1549, 'haphazard': 1550, 'again': 1551, 'marveled': 1552, 'longing': 1553, 'sensitively': 1554, 'assed': 1555, 'kraft': 1556, 'creature': 1557, 'sedate': 1558, 'paul': 1559, 'excitement': 1560, 'subtext': 1561, 'overstating': 1562, 'demme': 1563, 'dipstick': 1564, 'unsuccessful': 1565, 'evoke': 1566, 'you': 1567, 'contemptible': 1568, 'brilliance': 1569, 'amusing': 1570, 'chewy': 1571, 'deepa': 1572, 'crazed': 1573, 'doze': 1574, 'quasi': 1575, 'advancing': 1576, 'unfolding': 1577, 'bowser': 1578, 'hackle': 1579, 'enjoyment': 1580, 'magic': 1581, 'idiotically': 1582, 'struggling': 1583, 'burst': 1584, 'delirium': 1585, 'herald': 1586, 'miniseries': 1587, 'pungent': 1588, 'brass': 1589, 'swallow': 1590, 'defiance': 1591, 'zwick': 1592, 'parent': 1593, 'enlightened': 1594, 'drama': 1595, 'labyrinthine': 1596, 'we': 1597, 'prettiest': 1598, 'slugfest': 1599, 'half': 1600, 'reviewer': 1601, 'policy': 1602, 'cremaster': 1603, 'comfy': 1604, 'zhuangzhuang': 1605, 'unless': 1606, 'dumbness': 1607, 'seriocomic': 1608, 'intrigue': 1609, 'direction': 1610, 'fork': 1611, 'donald': 1612, 'butter': 1613, 'inconclusive': 1614, 'honk': 1615, 'haute': 1616, 'laurence': 1617, 'ce': 1618, 'burningly': 1619, 'road': 1620, 'forget': 1621, 'idea': 1622, 'construct': 1623, 'graphic': 1624, 'cristo': 1625, 'fruitful': 1626, 'assert': 1627, 'shorty': 1628, 'conducted': 1629, 'higher': 1630, 'lucia': 1631, 'credibility': 1632, 'expects': 1633, 'neat': 1634, 'trinity': 1635, 'adherent': 1636, 'frei': 1637, 'throwback': 1638, 'inauspicious': 1639, 'negate': 1640, 'mid': 1641, 'call': 1642, 'considered': 1643, 'wounded': 1644, 'cheeky': 1645, 'posit': 1646, 'orphan': 1647, 'overflowing': 1648, 'fraser': 1649, 'tot': 1650, 'attitude': 1651, 'orlean': 1652, 'refreshing': 1653, 'sens': 1654, 'pointless': 1655, 'baffled': 1656, 'steinberg': 1657, 'idiosyncratic': 1658, 'eroticized': 1659, 'bestowing': 1660, 'longevity': 1661, 'abuse': 1662, 'miraculous': 1663, 'vector': 1664, 'broader': 1665, 'choppy': 1666, 'apply': 1667, 'junkie': 1668, 'contradiction': 1669, 'unrepentantly': 1670, 'uncreative': 1671, 'parsec': 1672, 'accessible': 1673, 'spied': 1674, 'consigned': 1675, 'selecting': 1676, 'intriguing': 1677, 'outweigh': 1678, 'repelled': 1679, 'robustness': 1680, 'celeb': 1681, 'reporter': 1682, 'enamored': 1683, 'easier': 1684, 'cost': 1685, 'enthusiasm': 1686, 'fragmentary': 1687, 'squarely': 1688, 'doings': 1689, 'clad': 1690, 'black': 1691, 'putting': 1692, 'existed': 1693, 'chesterton': 1694, 'bailly': 1695, 'larger': 1696, 'hope': 1697, 'painful': 1698, 'fetched': 1699, 'vividly': 1700, 'encourages': 1701, 'jeremy': 1702, 'blatantly': 1703, 'persona': 1704, 'imitating': 1705, 'bowel': 1706, 'gandalf': 1707, 'morning': 1708, 'assaultive': 1709, 'hypnotically': 1710, 'endeavor': 1711, 'among': 1712, 'rowdy': 1713, 'cheapo': 1714, 'paean': 1715, 'dare': 1716, 'granddad': 1717, 'educates': 1718, 'harsh': 1719, 'may': 1720, 'winger': 1721, 'rode': 1722, 'projection': 1723, 'gold': 1724, 'smashing': 1725, 'augmented': 1726, 'mere': 1727, 'drumbeat': 1728, 'breakdown': 1729, 'lovable': 1730, 'schneider': 1731, 'nyc': 1732, 'london': 1733, 'sparse': 1734, 'avoids': 1735, 'varying': 1736, 'squeezed': 1737, 'milk': 1738, 'waltzed': 1739, 'inconceivable': 1740, 'stranger': 1741, 'lacey': 1742, 'continuum': 1743, 'gulp': 1744, 'flavour': 1745, 'bravura': 1746, 'cookie': 1747, 'humiliation': 1748, 'coen': 1749, 'concludes': 1750, 'drawling': 1751, 'mature': 1752, 'progress': 1753, 'bilked': 1754, 'bankruptcy': 1755, 'positively': 1756, 'attached': 1757, 'matter': 1758, 'deserve': 1759, 'neither': 1760, 'retooling': 1761, 'ashley': 1762, 'fulfilling': 1763, 'unexplainable': 1764, 'x': 1765, 'ka': 1766, 'vigil': 1767, 'shadyac': 1768, 'flaw': 1769, 'relentlessly': 1770, 'pitifully': 1771, 'scam': 1772, 'rocawear': 1773, 'clock': 1774, 'cgi': 1775, 'seem': 1776, 'thin': 1777, 'disgrace': 1778, 'distasteful': 1779, 'prostituted': 1780, 'nor': 1781, 'jeunet': 1782, 'embody': 1783, 'drunken': 1784, 'plotless': 1785, 'admission': 1786, 'stayed': 1787, 'howard': 1788, 'confuses': 1789, 'lighter': 1790, 'daunting': 1791, 'archival': 1792, 'doubtful': 1793, 'spookiness': 1794, 'definitive': 1795, 'noyce': 1796, 'conspicuously': 1797, 'victimized': 1798, 'amorality': 1799, 'exhaustingly': 1800, 'lopez': 1801, 'portraying': 1802, 'last': 1803, 'ended': 1804, 'courtney': 1805, 'powerful': 1806, 'cake': 1807, 'eloquently': 1808, 'frighten': 1809, 'transgressive': 1810, 'somber': 1811, 'mobius': 1812, 'underachieves': 1813, 'boilerplate': 1814, 'expressiveness': 1815, 'kindness': 1816, 'midlife': 1817, 'raving': 1818, 'perpetrated': 1819, 'insanely': 1820, 'sequel': 1821, 'da': 1822, 'selby': 1823, 'bowl': 1824, 'approach': 1825, 'undermines': 1826, 'overrun': 1827, 'aid': 1828, 'cheery': 1829, 'spot': 1830, 'gary': 1831, 'weighted': 1832, 'kevin': 1833, 'pastry': 1834, 'teenaged': 1835, 'demented': 1836, 'chronicle': 1837, 'dumber': 1838, 'ledger': 1839, 'complicated': 1840, 'overlapping': 1841, 'least': 1842, 'lunar': 1843, 'checkout': 1844, 'tinted': 1845, 'unlikely': 1846, 'goodly': 1847, 'milked': 1848, 'testimony': 1849, 'intimacy': 1850, 'kudos': 1851, 'goofiness': 1852, 'enormous': 1853, 'eroticism': 1854, 'tarantula': 1855, 'designed': 1856, 'internalized': 1857, 'repetitious': 1858, 'celebrityhood': 1859, 'septuagenarian': 1860, 'elemental': 1861, 'how': 1862, 'energy': 1863, 'texture': 1864, 'joker': 1865, 'juxtaposition': 1866, 'instinct': 1867, 'influential': 1868, 'kiddie': 1869, 'removed': 1870, 'jay': 1871, 'travis': 1872, 'doris': 1873, 'yiddish': 1874, 'clown': 1875, 'plague': 1876, 'decency': 1877, 'stitched': 1878, 'fate': 1879, 'piercingly': 1880, 'ticket': 1881, 'bathing': 1882, 'upping': 1883, 'bogging': 1884, 'tuning': 1885, 'concentration': 1886, 'access': 1887, 'g': 1888, 'injects': 1889, 'sanctimoniousness': 1890, 'bind': 1891, 'arwen': 1892, 'theron': 1893, 'viewpoint': 1894, 'revulsion': 1895, 'languishing': 1896, 'babe': 1897, 'gigantic': 1898, 'chair': 1899, 'monsoon': 1900, 'tap': 1901, 'ninety': 1902, 'scriptwriter': 1903, 'expanded': 1904, 'tomfoolery': 1905, 'embodies': 1906, 'parmentier': 1907, 'humanist': 1908, 'rewritten': 1909, 'solipsistic': 1910, 'max': 1911, 'shore': 1912, 'preaching': 1913, 'paper': 1914, 'falter': 1915, 'defeatingly': 1916, 'irresistible': 1917, 'dustin': 1918, 'race': 1919, 'nonjudgmental': 1920, 'resolved': 1921, 'garcia': 1922, 'truffaut': 1923, 'stylishly': 1924, 'anew': 1925, 'choppiness': 1926, 'insulting': 1927, 'host': 1928, 'eerily': 1929, 'vacant': 1930, 'arbitrary': 1931, 'jane': 1932, 'nicholas': 1933, 'inversion': 1934, 'enjoying': 1935, 'wiseman': 1936, 'royally': 1937, 'kunis': 1938, 'interest': 1939, 'selection': 1940, 'monitor': 1941, 'pounding': 1942, 'sinister': 1943, 'struck': 1944, 'ease': 1945, 'mariah': 1946, 'downbeat': 1947, 'almodovar': 1948, 'richer': 1949, 'lifted': 1950, 'begs': 1951, 'climactic': 1952, 'bmx': 1953, 'figuring': 1954, 'begrudge': 1955, 'oversexed': 1956, 'jury': 1957, 'talent': 1958, 'wordless': 1959, 'about': 1960, 'potter': 1961, 'tucker': 1962, 'wised': 1963, 'cheapened': 1964, 'assurance': 1965, 'stale': 1966, 'want': 1967, 'ought': 1968, 'illustrates': 1969, 'magi': 1970, 'ending': 1971, 'martin': 1972, 'everyone': 1973, 'blandness': 1974, 'neverland': 1975, 'weaponry': 1976, 'avid': 1977, 'hirosue': 1978, 'plug': 1979, 'sly': 1980, 'mar': 1981, 'suspend': 1982, 'etre': 1983, 'founding': 1984, 'burden': 1985, 'jacques': 1986, 'beautifully': 1987, 'jordan': 1988, 'leaner': 1989, 'gaining': 1990, 'graceless': 1991, 'di': 1992, 'shyamalan': 1993, 'kinnear': 1994, 'story': 1995, 'agile': 1996, 'soil': 1997, 'greek': 1998, 'amuses': 1999, 'abbott': 2000, 'dishonesty': 2001, 'corner': 2002, 'stuffy': 2003, 'birmingham': 2004, 'mood': 2005, 'spielbergian': 2006, 'credulous': 2007, 'synergistic': 2008, 'standard': 2009, 'monotone': 2010, 'shrek': 2011, 'stodgy': 2012, 'abbreviated': 2013, 'maybe': 2014, 'unfortunately': 2015, 'mimetic': 2016, 'renowned': 2017, 'impressively': 2018, 'boosted': 2019, 'artful': 2020, 'juliette': 2021, 'thornberry': 2022, 'ringside': 2023, 'lapse': 2024, 'irreverence': 2025, 'zaza': 2026, 'baked': 2027, 'witnessed': 2028, 'halftime': 2029, 'musset': 2030, 'unstable': 2031, 'chop': 2032, 'heavy': 2033, 'nuclear': 2034, 'trifecta': 2035, 'lingers': 2036, 'holofcenter': 2037, 'dazzle': 2038, 'otherwise': 2039, 'mania': 2040, 'blonde': 2041, 'ooze': 2042, 'sap': 2043, 'lending': 2044, 'lacking': 2045, 'puportedly': 2046, 'armageddon': 2047, 'dear': 2048, 'enthrall': 2049, 'warming': 2050, 'particular': 2051, 'hippopotamus': 2052, 'depiction': 2053, 'inclination': 2054, 'tar': 2055, 'ugh': 2056, 'garage': 2057, 'newton': 2058, 'possession': 2059, 'ame': 2060, 'asked': 2061, 'attending': 2062, 'yang': 2063, 'schindler': 2064, 'wounding': 2065, 'tarkovsky': 2066, 'melancholy': 2067, 'kosashvili': 2068, 'randomness': 2069, 'oomph': 2070, 'leaning': 2071, 'chicanery': 2072, 'fresh': 2073, 'scheme': 2074, 'wondrously': 2075, 'reworking': 2076, 'haranguing': 2077, 'severely': 2078, 'diverting': 2079, 'caruso': 2080, 'mel': 2081, 'wrong': 2082, 'welsh': 2083, 'ferris': 2084, 'till': 2085, 'pause': 2086, 'hey': 2087, 'benigni': 2088, 'societal': 2089, 'usually': 2090, 'iced': 2091, 'try': 2092, 'prescribed': 2093, 'reduces': 2094, 'reside': 2095, 'memoir': 2096, 'inhabitant': 2097, 'shudder': 2098, 'ilk': 2099, 'uninitiated': 2100, 'reassure': 2101, 'bullock': 2102, 'sanctimonious': 2103, 'ah': 2104, 'ordinary': 2105, 'generically': 2106, 'sultry': 2107, 'con': 2108, 'cuss': 2109, 'supposed': 2110, 'matched': 2111, 'ramble': 2112, 'described': 2113, 'wayne': 2114, 'location': 2115, 'christian': 2116, 'circus': 2117, 'destin': 2118, 'forgiven': 2119, 'trotting': 2120, 'mass': 2121, 'reminded': 2122, 'norm': 2123, 'valuable': 2124, 'brightly': 2125, 'berry': 2126, 'ship': 2127, 'speaking': 2128, 'doppelganger': 2129, 'sluggish': 2130, 'walker': 2131, 'dreamlike': 2132, 'mafia': 2133, 'st': 2134, 'gordy': 2135, 'unpleasantly': 2136, 'devos': 2137, 'blockage': 2138, 'status': 2139, 'queasy': 2140, 'wednesday': 2141, 'chore': 2142, 'lucratively': 2143, 'duddy': 2144, 'appointed': 2145, 'unforgettable': 2146, 'fastball': 2147, 'rohmer': 2148, 'swanson': 2149, 'distorts': 2150, 'suggests': 2151, 'expeditious': 2152, 'rollicking': 2153, 'vicarious': 2154, 'trope': 2155, 'eclair': 2156, 'avenue': 2157, 'roundelay': 2158, 'ferocity': 2159, 'razzle': 2160, 'fiction': 2161, 'achieved': 2162, 'melange': 2163, 'toughest': 2164, 'un': 2165, 'ring': 2166, 'customarily': 2167, 'tipped': 2168, 'united': 2169, 'equally': 2170, 'borrows': 2171, 'pretentious': 2172, 'pillowcase': 2173, 'quinn': 2174, 'broken': 2175, 'futile': 2176, 'tobey': 2177, 'putter': 2178, 'digest': 2179, 'ized': 2180, 'abused': 2181, 'counterproductive': 2182, 'los': 2183, 'occasionally': 2184, 'inexplicably': 2185, 'toxic': 2186, 'prepared': 2187, 'sophisticated': 2188, 'kramer': 2189, 'zealand': 2190, 'etched': 2191, 'treasure': 2192, 'promotes': 2193, 'computerized': 2194, 'midwest': 2195, 'equilibrium': 2196, 'transparency': 2197, 'undeserving': 2198, 'underworld': 2199, 'beach': 2200, 'artiste': 2201, 'racism': 2202, 'giles': 2203, 'drivel': 2204, 'compassionately': 2205, 'confluence': 2206, 'franc': 2207, 'writer': 2208, 'victorious': 2209, 'discourse': 2210, 'cutoff': 2211, 'stability': 2212, 'ineffable': 2213, 'anguished': 2214, 'anton': 2215, 'lapping': 2216, 'snipe': 2217, 'tiring': 2218, 'started': 2219, 'template': 2220, 'middling': 2221, 'reveal': 2222, 'remark': 2223, 'conscious': 2224, 'exposure': 2225, 'studied': 2226, 'perceptiveness': 2227, 'graduated': 2228, 'hotter': 2229, 'including': 2230, 'male': 2231, 'occur': 2232, 'grow': 2233, 'bruised': 2234, 'arriving': 2235, 'deleting': 2236, 'bowling': 2237, 'striking': 2238, 'randolph': 2239, 'focusing': 2240, 'fizz': 2241, 'angling': 2242, 'vulgar': 2243, 'pimple': 2244, 'cardoso': 2245, 'slacker': 2246, 'recharged': 2247, 'snl': 2248, 'dadaist': 2249, 'fragment': 2250, 'nonsensical': 2251, 'campbell': 2252, 'saddest': 2253, 'spinner': 2254, 'facet': 2255, 'operational': 2256, 'shattering': 2257, 'mick': 2258, 'nuanced': 2259, 'domination': 2260, 'pilot': 2261, 'fil': 2262, 'treachery': 2263, 'punk': 2264, 'greatest': 2265, 'rapidly': 2266, 'check': 2267, 'calvin': 2268, 'limitation': 2269, 'metal': 2270, 'goose': 2271, 'revenge': 2272, 'shining': 2273, 'thousand': 2274, 'photograph': 2275, 'vietnam': 2276, 'wildest': 2277, 'ghostbusters': 2278, 'morph': 2279, 'thewlis': 2280, 'holly': 2281, 'lessen': 2282, 'cox': 2283, 'current': 2284, 'engulfed': 2285, 'entity': 2286, 'botched': 2287, 'partisan': 2288, 'subject': 2289, 'gloriously': 2290, 'undermining': 2291, 'nihilistic': 2292, 'humility': 2293, 'roland': 2294, 'tailor': 2295, 'root': 2296, 'widget': 2297, 'stylized': 2298, 'leon': 2299, 'lushly': 2300, 'arrives': 2301, 'trail': 2302, 'ode': 2303, 'sticky': 2304, 'rendition': 2305, 'mccann': 2306, 'afterschool': 2307, 'immune': 2308, 'aerial': 2309, 'geared': 2310, 'breen': 2311, 'cad': 2312, 'probation': 2313, 'imagery': 2314, 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'homosexuality': 4381, 'costuming': 4382, 'unspools': 4383, 'infamy': 4384, 'stray': 4385, 'communal': 4386, 'untidily': 4387, 'aan': 4388, 'serviceability': 4389, 'sydow': 4390, 'doctorate': 4391, 'analytical': 4392, 'skateboard': 4393, 'screeching': 4394, 'smutty': 4395, 'greater': 4396, 'navigate': 4397, 'washed': 4398, 'fatal': 4399, 'screwed': 4400, 'thoughtful': 4401, 'danang': 4402, 'meaning': 4403, 'stripping': 4404, 'cylinder': 4405, 'bullseye': 4406, 'omission': 4407, 'gaudy': 4408, 'twinkling': 4409, 'collection': 4410, 'haunted': 4411, 'aimlessly': 4412, 'hoot': 4413, 'bird': 4414, 'managed': 4415, 'lad': 4416, 'spielberg': 4417, 'gone': 4418, 'address': 4419, 'push': 4420, 'assignment': 4421, 'smoker': 4422, 'wimp': 4423, 'parade': 4424, 'facile': 4425, 'variation': 4426, 'obscenity': 4427, 'derivative': 4428, 'stagey': 4429, 'deft': 4430, 'bob': 4431, 'flickering': 4432, 'lavish': 4433, 'nadir': 4434, 'ankle': 4435, 'hr': 4436, 'blight': 4437, 'largest': 4438, 'bickle': 4439, 'clever': 4440, 'foursome': 4441, 'drawn': 4442, 'outburst': 4443, 'sc': 4444, 'payback': 4445, 'persistent': 4446, 'harangue': 4447, 'murphy': 4448, 'dismay': 4449, 'dynamism': 4450, 'unqualified': 4451, 'ia': 4452, 'norris': 4453, 'televised': 4454, 'hangover': 4455, 'imaginable': 4456, 'spinning': 4457, 'claustrophobic': 4458, 'humor': 4459, 'unsettling': 4460, 'friendship': 4461, 'cinephile': 4462, 'spousal': 4463, 'disquieting': 4464, 'town': 4465, 'minutia': 4466, 'scored': 4467, 'gun': 4468, 'attributable': 4469, 'defuses': 4470, 'inclusiveness': 4471, 'assailant': 4472, 'begin': 4473, 'lectured': 4474, 'cherished': 4475, 'youth': 4476, 'befuddled': 4477, 'sobering': 4478, 'roussillon': 4479, 'vapid': 4480, 'pleasure': 4481, 'modem': 4482, 'promise': 4483, 'underestimated': 4484, 'monte': 4485, 'sorry': 4486, 'barred': 4487, 'footage': 4488, 'lab': 4489, 'sturdiest': 4490, 'prejudice': 4491, 'cloudy': 4492, 'motivated': 4493, 'energized': 4494, 'gon': 4495, 'rug': 4496, 'nietzsche': 4497, 'sparking': 4498, 'bourne': 4499, 'wore': 4500, 'strictly': 4501, 'weighty': 4502, 'brian': 4503, 'agreed': 4504, 'anomie': 4505, 'robotic': 4506, 'harks': 4507, 'perversely': 4508, 'creativity': 4509, 'homicide': 4510, 'provocative': 4511, 'infusion': 4512, 'preordained': 4513, 'motorcycle': 4514, 'overlong': 4515, 'tried': 4516, 'luther': 4517, 'tolerable': 4518, 'dense': 4519, 'dislikable': 4520, 'reporting': 4521, 'resulted': 4522, 'standup': 4523, 'continue': 4524, 'modicum': 4525, 'hypnotic': 4526, 'pleased': 4527, 'muckraking': 4528, 'pageant': 4529, 'job': 4530, 'moldy': 4531, 'shortcoming': 4532, 'understatement': 4533, 'pep': 4534, 'overheated': 4535, 'bee': 4536, 'enveloping': 4537, 'fallible': 4538, 'languidly': 4539, 'trudge': 4540, 'sprinkled': 4541, 'unusually': 4542, 'godfrey': 4543, 'triviality': 4544, 'twisty': 4545, 'bogged': 4546, 'femme': 4547, 'distinguishes': 4548, 'stark': 4549, 'flamboyant': 4550, 'shallow': 4551, 'somewhat': 4552, 'eric': 4553, 'trickery': 4554, 'stubborn': 4555, 'material': 4556, 'guard': 4557, 'agers': 4558, 'have': 4559, 'fussing': 4560, 'facade': 4561, 'ancillary': 4562, 'introspective': 4563, 'slowed': 4564, 'inside': 4565, 'sha': 4566, 'streak': 4567, 'lizard': 4568, 'mope': 4569, 'subtly': 4570, 'artnering': 4571, 'unlaughable': 4572, 'fighter': 4573, 'repeating': 4574, 'simpleminded': 4575, 'schtick': 4576, 'barrier': 4577, 'severe': 4578, 'civil': 4579, 'succumbing': 4580, 'birkenau': 4581, 'christine': 4582, 'larky': 4583, 'sideshow': 4584, 'protective': 4585, 'sweetheart': 4586, 'entering': 4587, 'luck': 4588, 'dime': 4589, 'distinct': 4590, 'merges': 4591, 'epicenter': 4592, 'flattering': 4593, 'grace': 4594, 'servicable': 4595, 'asiaphiles': 4596, 'massoud': 4597, 'comparison': 4598, 'overripe': 4599, 'fantasma': 4600, 'blade': 4601, 'depress': 4602, 'worth': 4603, 'revelation': 4604, 'cotton': 4605, 'stanza': 4606, 'doctor': 4607, 'log': 4608, 'lilo': 4609, 'ackerman': 4610, 'trading': 4611, 'flung': 4612, 'treacly': 4613, 'traveler': 4614, 'tumultuous': 4615, 'wrestler': 4616, 'drew': 4617, 'defies': 4618, 'claustrophobia': 4619, 'exploiting': 4620, 'presence': 4621, 'cringe': 4622, 'unburdened': 4623, 'joan': 4624, 'undertaken': 4625, 'regimented': 4626, 'exotic': 4627, 'superior': 4628, 'store': 4629, 'yank': 4630, 'diane': 4631, 'clout': 4632, 'regeneration': 4633, 'dimension': 4634, 'aboriginal': 4635, 'noise': 4636, 'naqoyqatsi': 4637, 'reject': 4638, 'detachment': 4639, 'belittle': 4640, 'graveyard': 4641, 'satire': 4642, 'ballot': 4643, 'leaving': 4644, 'hilarity': 4645, 'pixar': 4646, 'witless': 4647, 'rain': 4648, 'chemically': 4649, 'likably': 4650, 'prissy': 4651, 'sophisticate': 4652, 'fact': 4653, 'dreaded': 4654, 'thirteen': 4655, 'zoom': 4656, 'confines': 4657, 'salt': 4658, 'traditional': 4659, 'explosive': 4660, 'vainly': 4661, 'disgust': 4662, 'engineering': 4663, 'marinated': 4664, 'sanctimony': 4665, 'wankery': 4666, 'honor': 4667, 'personable': 4668, 'acting': 4669, 'bungling': 4670, 'bop': 4671, 'cast': 4672, 'trifle': 4673, 'go': 4674, 'procedure': 4675, 'anybody': 4676, 'wedding': 4677, 'wheeling': 4678, 'keep': 4679, 'agreement': 4680, 'ridiculousness': 4681, 'yi': 4682, 'seeming': 4683, 'recalling': 4684, 'fiercely': 4685, 'hating': 4686, 'accountant': 4687, 'a': 4688, 'whooshing': 4689, 'blow': 4690, 'sexiness': 4691, 'permeates': 4692, 'skyscraper': 4693, 'parris': 4694, 'near': 4695, 'masterful': 4696, 'palette': 4697, 'charade': 4698, 'evenly': 4699, 'myers': 4700, 'meander': 4701, 'faced': 4702, 'degrading': 4703, 'timely': 4704, 'rag': 4705, 'chamber': 4706, 'disposible': 4707, 'offensive': 4708, 'authentically': 4709, 'visualize': 4710, 'mira': 4711, 'peppering': 4712, 'chocolate': 4713, 'imposter': 4714, 'civic': 4715, 'tentative': 4716, 'inject': 4717, 'vigorously': 4718, 'accent': 4719, 'dumbo': 4720, 'pell': 4721, 'eerie': 4722, 'apted': 4723, 'wheezing': 4724, 'grandness': 4725, 'control': 4726, 'antitrust': 4727, 'cosby': 4728, 'crocodile': 4729, 'suffocating': 4730, 'gunfight': 4731, 'castro': 4732, 'parlor': 4733, 'idiotic': 4734, 'kinda': 4735, 'bidder': 4736, 'frosty': 4737, 'trance': 4738, 'prepare': 4739, 'accomplishes': 4740, 'paint': 4741, 'believer': 4742, 'reminds': 4743, 'mad': 4744, 'spirituality': 4745, 'er': 4746, 'substantial': 4747, 'serve': 4748, 'thi': 4749, 'vardalos': 4750, 'heartily': 4751, 'disconnection': 4752, 'effect': 4753, 'foolish': 4754, 'conclusion': 4755, 'inexpressible': 4756, 'stripped': 4757, 'teddy': 4758, 'imply': 4759, 'sensuous': 4760, 'kumble': 4761, 'deliver': 4762, 'sever': 4763, 'skill': 4764, 'hooked': 4765, 'pimental': 4766, 'warner': 4767, 'labor': 4768, 'thirty': 4769, 'tupac': 4770, 'indigenous': 4771, 'photography': 4772, 'firth': 4773, 'hewitt': 4774, 'wound': 4775, 'prominent': 4776, 'thoughtless': 4777, 'bartleby': 4778, 'blunt': 4779, 'reverence': 4780, 'disabled': 4781, 'accompanying': 4782, 'knockout': 4783, 'humane': 4784, 'dollar': 4785, 'bilingual': 4786, 'doorstep': 4787, 'bedroom': 4788, 'playlist': 4789, 'distinguishable': 4790, 'verne': 4791, 'hossein': 4792, 'schoolers': 4793, 'entire': 4794, 'whopping': 4795, 'stable': 4796, 'unembarrassing': 4797, 'scattershot': 4798, 'scenic': 4799, 'demonic': 4800, 'raccoon': 4801, 'heading': 4802, 'transmogrification': 4803, 'ambience': 4804, 'transplant': 4805, 'tackling': 4806, 'warning': 4807, 'overcoming': 4808, 'pasach': 4809, 'cone': 4810, 'rich': 4811, 'victory': 4812, 'libidinous': 4813, 'scant': 4814, 'give': 4815, 'blip': 4816, 'group': 4817, 'clause': 4818, 'short': 4819, 'gained': 4820, 'cuter': 4821, 'expecting': 4822, 'enlivens': 4823, 'dramatizing': 4824, 'pervasive': 4825, 'geneva': 4826, 'blood': 4827, 'fiennes': 4828, 'humming': 4829, 'raffish': 4830, 'moronic': 4831, 'extraordinary': 4832, 'lottery': 4833, 'flog': 4834, 'concentrating': 4835, 'creek': 4836, 'destructiveness': 4837, 'success': 4838, 'valiant': 4839, 'eyeball': 4840, 're': 4841, 'uplift': 4842, 'proceeding': 4843, 'ominous': 4844, 'uncomfortably': 4845, 'pyrotechnic': 4846, 'nursery': 4847, 'purr': 4848, 'conventional': 4849, 'tub': 4850, 'middle': 4851, 'mankind': 4852, 'gosford': 4853, 'hunter': 4854, 'vivacious': 4855, 'lump': 4856, 'slow': 4857, 'handgun': 4858, 'catapulting': 4859, 'prozac': 4860, 'gory': 4861, 'laptop': 4862, 'compatible': 4863, 'atrocity': 4864, 'unintentional': 4865, 'bold': 4866, 'halfway': 4867, 'gregory': 4868, 'describes': 4869, 'verge': 4870, 'recycle': 4871, 'endgame': 4872, 'disoriented': 4873, 'rape': 4874, 'bolder': 4875, 'poetics': 4876, 'lament': 4877, 'nerd': 4878, 'polson': 4879, 'liked': 4880, 'would': 4881, 'country': 4882, 'forgettable': 4883, 'jon': 4884, 'rut': 4885, 'snake': 4886, 'bigger': 4887, 'tattered': 4888, 'mortality': 4889, 'globetrotter': 4890, 'plate': 4891, 'illustrated': 4892, 'turmoil': 4893, 'dogtown': 4894, 'gradually': 4895, 'sewage': 4896, 'wide': 4897, 'gray': 4898, 'emergence': 4899, 'finch': 4900, 'bergman': 4901, 'anthropology': 4902, 'bedfellow': 4903, 'peculiarly': 4904, 'anywhere': 4905, 'fret': 4906, 'chimney': 4907, 'contriving': 4908, 'bullfighter': 4909, 'determined': 4910, 'spirit': 4911, 'humanism': 4912, 'anticipation': 4913, 'joyous': 4914, 'boyd': 4915, 'blisteringly': 4916, 'translate': 4917, 'thanks': 4918, 'targeted': 4919, 'crisp': 4920, 'prayer': 4921, 'photo': 4922, 'tomcat': 4923, 'tart': 4924, 'semimusical': 4925, 'flee': 4926, 'metro': 4927, 'reason': 4928, 'unity': 4929, 'rip': 4930, 'underachiever': 4931, 'there': 4932, 'fai': 4933, 'chicago': 4934, 'requiring': 4935, 'amiable': 4936, 'populace': 4937, 'concealment': 4938, 'heremakono': 4939, 'family': 4940, 'digital': 4941, 'libertine': 4942, 'chateau': 4943, 'pathetic': 4944, 'attentive': 4945, 'join': 4946, 'base': 4947, 'jeong': 4948, 'armed': 4949, 'sam': 4950, 'performer': 4951, 'received': 4952, 'realized': 4953, 'flippant': 4954, 'hades': 4955, 'disingenuous': 4956, 'corpus': 4957, 'infantile': 4958, 'directionless': 4959, 'variety': 4960, 'key': 4961, 'understated': 4962, 'immersive': 4963, 'donna': 4964, 'criminal': 4965, 'fang': 4966, 'pill': 4967, 'astringent': 4968, 'reminder': 4969, 'angelique': 4970, 'gratuitous': 4971, 'beware': 4972, 'composition': 4973, 'sampi': 4974, 'preview': 4975, 'centered': 4976, 'did': 4977, 'treatment': 4978, 'fleeing': 4979, 'underdone': 4980, 'kilmer': 4981, 'reassuringly': 4982, 'gawky': 4983, 'teenage': 4984, 'away': 4985, 'commenting': 4986, 'argot': 4987, 'banking': 4988, 'toe': 4989, 'bons': 4990, 'puttingly': 4991, 'strangling': 4992, 'advised': 4993, 'encountering': 4994, 'aftertaste': 4995, 'conceive': 4996, 'swaying': 4997, 'dana': 4998, 'verve': 4999, 'belgian': 5000, 'sucked': 5001, 'underneath': 5002, 'attal': 5003, 'grows': 5004, 'underbelly': 5005, 'mandy': 5006, 'populates': 5007, 'modern': 5008, 'useful': 5009, 'shrewdly': 5010, 'card': 5011, 'stretched': 5012, 'transform': 5013, 'preposterous': 5014, 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'moron': 5071, 'lear': 5072, 'seventeen': 5073, 'collegiate': 5074, 'macnaughton': 5075, 'found': 5076, 'conspirator': 5077, 'largely': 5078, 'caricature': 5079, 'flagging': 5080, 'setpiece': 5081, 'sermon': 5082, 'cornball': 5083, 'seductive': 5084, 'defining': 5085, 'dismal': 5086, 'reyes': 5087, 'zippy': 5088, 'toddler': 5089, 'plumbing': 5090, 'slight': 5091, 'avant': 5092, 'muzak': 5093, 'deconstruction': 5094, 'cheapen': 5095, 'meld': 5096, 'begging': 5097, 'flexible': 5098, 'blue': 5099, 'pristine': 5100, 'goyer': 5101, 'zoe': 5102, 'ii': 5103, 'restatement': 5104, 'diaz': 5105, 'critical': 5106, 'mesmerize': 5107, 'dip': 5108, 'should': 5109, 'surfeit': 5110, 'tangled': 5111, 'hook': 5112, 'arty': 5113, 'racing': 5114, 'widen': 5115, 'turgid': 5116, 'grant': 5117, 'friel': 5118, 'hippie': 5119, 'handedly': 5120, 'uncompelling': 5121, 'minority': 5122, 'lyrical': 5123, 'morality': 5124, 'prism': 5125, 'league': 5126, 'fleshed': 5127, 'edition': 5128, 'composure': 5129, 'cuaron': 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6391, 'tight': 6392, 'hypothesis': 6393, 'muttering': 6394, 'dire': 6395, 'juliet': 6396, 'fellow': 6397, 'encumbers': 6398, 'kilt': 6399, 'society': 6400, 'frustrated': 6401, 'take': 6402, 'hereby': 6403, 'deblois': 6404, 'intimately': 6405, 'routinely': 6406, 'jersey': 6407, 'superficial': 6408, 'minutely': 6409, 'susan': 6410, 'cleavage': 6411, 'tornatore': 6412, 'added': 6413, 'claustrophic': 6414, 'macy': 6415, 'meaningful': 6416, 'generate': 6417, 'lumpy': 6418, 'dim': 6419, 'accuracy': 6420, 'subdues': 6421, 'tremendous': 6422, 'floria': 6423, 'instalment': 6424, 'crank': 6425, 'us': 6426, 'pallid': 6427, 'minnie': 6428, 'pastiche': 6429, 'apartheid': 6430, 'interviewee': 6431, 'rescue': 6432, 'fundamentally': 6433, 'wartime': 6434, 'recite': 6435, 'evening': 6436, 'ill': 6437, 'artsploitation': 6438, 'bicentennial': 6439, 'takashi': 6440, 'pink': 6441, 'dated': 6442, 'potshot': 6443, 'shrieky': 6444, 'leanest': 6445, 'glacial': 6446, 'sunk': 6447, 'quaking': 6448, 'misleading': 6449, 'sweeping': 6450, 'chaotic': 6451, 'supposedly': 6452, 'christianity': 6453, 'stocking': 6454, 'bible': 6455, 'freedom': 6456, 'owes': 6457, 'health': 6458, 'panache': 6459, 'iconic': 6460, 'eisenhower': 6461, 'myopic': 6462, 'scripted': 6463, 'snowman': 6464, 'pump': 6465, 'dogme': 6466, 'exercise': 6467, 'discern': 6468, 'watchable': 6469, 'destruction': 6470, 'bluff': 6471, 'involve': 6472, 'bodacious': 6473, 'desperation': 6474, 'khan': 6475, 'manner': 6476, 'stirring': 6477, 'seeking': 6478, 'hardest': 6479, 'expiration': 6480, 'collective': 6481, 'caused': 6482, 'rifkin': 6483, 'recognition': 6484, 'impact': 6485, 'almost': 6486, 'surrender': 6487, 'terrier': 6488, 'melt': 6489, 'dullard': 6490, 'low': 6491, 'dimming': 6492, 'worn': 6493, 'caretaker': 6494, 'breaking': 6495, 'dualistic': 6496, 'russo': 6497, 'credible': 6498, 'outnumber': 6499, 'enriched': 6500, 'itinerant': 6501, 'makhmalbaf': 6502, 'fullness': 6503, 'transcendence': 6504, 'gai': 6505, 'piquant': 6506, 'cooker': 6507, 'hiatus': 6508, 'binks': 6509, 'feminist': 6510, 'between': 6511, 'dared': 6512, 'tsai': 6513, 'completist': 6514, 'rush': 6515, 'sympathy': 6516, 'established': 6517, 'israel': 6518, 'controversy': 6519, 'profit': 6520, 'slowly': 6521, 'puff': 6522, 'importance': 6523, 'unsaid': 6524, 'clearasil': 6525, 'instruct': 6526, 'orbit': 6527, 'sunbaked': 6528, 'folksy': 6529, 'fumbled': 6530, 'virus': 6531, 'hour': 6532, 'gooding': 6533, 'obscenely': 6534, 'diciness': 6535, 'woozy': 6536, 'suspended': 6537, 'describe': 6538, 'forthright': 6539, 'quickie': 6540, 'stormy': 6541, 'outrageously': 6542, 'fourth': 6543, 'sassy': 6544, 'reception': 6545, 'broder': 6546, 'goer': 6547, 'primary': 6548, 'underwater': 6549, 'demi': 6550, 'escaped': 6551, 'lodging': 6552, 'vampire': 6553, 'hong': 6554, 'cocktail': 6555, 'hawley': 6556, 'bravado': 6557, 'panky': 6558, 'equipment': 6559, 'restoring': 6560, 'greta': 6561, 'miami': 6562, 'caterer': 6563, 'boast': 6564, 'dis': 6565, 'consummate': 6566, 'fifty': 6567, 'getting': 6568, 'defensive': 6569, 'override': 6570, 'bona': 6571, 'provoke': 6572, 'substance': 6573, 'invented': 6574, 'arnie': 6575, 'later': 6576, 'predictably': 6577, 'weekend': 6578, 'headline': 6579, 'lensing': 6580, 'canada': 6581, 'pun': 6582, 'al': 6583, 'judge': 6584, 'prose': 6585, 'consigliere': 6586, 'dogged': 6587, 'principal': 6588, 'subconscious': 6589, 'danny': 6590, 'comic': 6591, 'gathering': 6592, 'ethnic': 6593, 'competent': 6594, 'terry': 6595, 'forcefully': 6596, 'genteel': 6597, 'vile': 6598, 'clothes': 6599, 'berlin': 6600, 'shadow': 6601, 'nine': 6602, 'indulges': 6603, 'wider': 6604, 'breed': 6605, 'pinhead': 6606, 'portion': 6607, 'appeared': 6608, 'viscerally': 6609, 'ze': 6610, 'mention': 6611, 'cinderella': 6612, 'tickled': 6613, 'excuse': 6614, 'abrasive': 6615, 'principle': 6616, 'bettany': 6617, 'boom': 6618, 'mojo': 6619, 'suitcase': 6620, 'dolphin': 6621, 'midriff': 6622, 'intrusive': 6623, 'catsup': 6624, 'glitzy': 6625, 'owned': 6626, 'always': 6627, 'sticking': 6628, 'sandwich': 6629, 'statham': 6630, 'tunney': 6631, 'preferring': 6632, 'stymied': 6633, 'affection': 6634, 'effective': 6635, 'giant': 6636, 'eludes': 6637, 'classified': 6638, 'dangerfield': 6639, 'k': 6640, 'sending': 6641, 'unseemly': 6642, 'essayist': 6643, 'peppered': 6644, 'laugher': 6645, 'inner': 6646, 'liking': 6647, 'why': 6648, 'serendipity': 6649, 'stand': 6650, 'disquietingly': 6651, 'columbus': 6652, 'devastated': 6653, 'link': 6654, 'zhao': 6655, 'delusion': 6656, 'apparent': 6657, 'compass': 6658, 'underutilized': 6659, 'yeah': 6660, 'regimen': 6661, 'only': 6662, 'lactating': 6663, 'quitting': 6664, 'ton': 6665, 'cognizant': 6666, 'initially': 6667, 'judd': 6668, 'creaky': 6669, 'xxx': 6670, 'cogent': 6671, 'anarchic': 6672, 'china': 6673, 'source': 6674, 'hot': 6675, 'size': 6676, 'subzero': 6677, 'publicist': 6678, 'high': 6679, 'measured': 6680, 'slide': 6681, 'expands': 6682, 'embalmed': 6683, 'jackal': 6684, 'relied': 6685, 'noir': 6686, 'bernard': 6687, 'cowering': 6688, 'orleans': 6689, 'dramatize': 6690, 'telenovela': 6691, 'desplat': 6692, 'convincing': 6693, 'unsure': 6694, 'cheek': 6695, 'courtroom': 6696, 'downward': 6697, 'sugarman': 6698, 'bouncing': 6699, 'confined': 6700, 'others': 6701, 'indecent': 6702, 'deer': 6703, 'perennial': 6704, 'amusement': 6705, 'ninth': 6706, 'marginally': 6707, 'elevates': 6708, 'frustrates': 6709, 'goddammit': 6710, 'unwillingness': 6711, 'limply': 6712, 'matthew': 6713, 'garth': 6714, 'rating': 6715, 'no': 6716, 'bombay': 6717, 'incomprehensible': 6718, 'rocket': 6719, 'purer': 6720, 'indication': 6721, 'unassuming': 6722, 'anarchist': 6723, 'sheerly': 6724, 'threefold': 6725, 'penned': 6726, 'education': 6727, 'band': 6728, 'child': 6729, 'cacoyannis': 6730, 'feat': 6731, 'calling': 6732, 'operates': 6733, 'retread': 6734, 'frothing': 6735, 'electoral': 6736, 'spall': 6737, 'richness': 6738, 'prelude': 6739, 'end': 6740, 'prom': 6741, 'keenest': 6742, 'oliveira': 6743, 'mull': 6744, 'unified': 6745, 'jerking': 6746, 'vin': 6747, 'sleight': 6748, 'welcomed': 6749, 'concubine': 6750, 'named': 6751, 'evade': 6752, 'muy': 6753, 'signpost': 6754, 'gain': 6755, 'terminal': 6756, 'ragged': 6757, 'attach': 6758, 'shainberg': 6759, 'broke': 6760, 'electronic': 6761, 'viewer': 6762, 'finish': 6763, 'david': 6764, 'bolado': 6765, 'crime': 6766, 'rash': 6767, 'episodic': 6768, 'obscure': 6769, 'ballistic': 6770, 'scorpion': 6771, 'contradictory': 6772, 'poise': 6773, 'freakish': 6774, 'believed': 6775, 'terrorism': 6776, 'syrup': 6777, 'mask': 6778, 'hated': 6779, 'delightful': 6780, 'oscar': 6781, 'dedication': 6782, 'pandemonium': 6783, 'muster': 6784, 'esther': 6785, 'evolve': 6786, 'appetite': 6787, 'coast': 6788, 'unsurprising': 6789, 'dredge': 6790, 'front': 6791, 'discount': 6792, 'steinis': 6793, 'scummy': 6794, 'trial': 6795, 'documentarians': 6796, 'nohe': 6797, 'matchmaking': 6798, 'atmospherics': 6799, 'freeman': 6800, 'gritty': 6801, 'pasty': 6802, 'exxon': 6803, 'uneventful': 6804, 'fishy': 6805, 'expressive': 6806, 'masala': 6807, 'kong': 6808, 'upstaged': 6809, 'upon': 6810, 'backmasking': 6811, 'bluer': 6812, 'liberation': 6813, 'moist': 6814, 'deserves': 6815, 'newsreel': 6816, 'inevitable': 6817, 'stalked': 6818, 'paid': 6819, 'denouement': 6820, 'clumsiness': 6821, 'flam': 6822, 'onion': 6823, 'r': 6824, 'endear': 6825, 'looseness': 6826, 'granger': 6827, 'ingeniously': 6828, 'ludicrous': 6829, 'eke': 6830, 'mat': 6831, 'flurry': 6832, 'burr': 6833, 'sneaky': 6834, 'overflow': 6835, 'educate': 6836, 'villeneuve': 6837, 'fluff': 6838, 'screaming': 6839, 'cerebral': 6840, 'mgm': 6841, 'formidable': 6842, 'prosaic': 6843, 'hair': 6844, 'adhering': 6845, 'rubbish': 6846, 'park': 6847, 'hispanic': 6848, 'overwhelmed': 6849, 'observant': 6850, 'chick': 6851, 'chastity': 6852, 'humorously': 6853, 'affluence': 6854, 'workman': 6855, 'frustrating': 6856, 'deportment': 6857, 'romp': 6858, 'jerry': 6859, 'punching': 6860, 'sharply': 6861, 'preliminary': 6862, 'flash': 6863, 'learned': 6864, 'trend': 6865, 'grubbing': 6866, 'tracking': 6867, 'rembrandt': 6868, 'eddie': 6869, 'dickens': 6870, 'could': 6871, 'appears': 6872, 'disintegrates': 6873, 'unapologetic': 6874, 'winner': 6875, 'embrace': 6876, 'erects': 6877, 'transit': 6878, 'hinton': 6879, 'speak': 6880, 'congratulatory': 6881, 'sleeve': 6882, 'timed': 6883, 'inexpressive': 6884, 'ditty': 6885, 'behavior': 6886, 'overused': 6887, 'awry': 6888, 'wiel': 6889, 'raucously': 6890, 'taymor': 6891, 'wolfe': 6892, 'armenian': 6893, 'jennifer': 6894, 'roughage': 6895, 'fresnadillo': 6896, 'rounded': 6897, 'safely': 6898, 'four': 6899, 'eschews': 6900, 'enlightening': 6901, 'hart': 6902, 'iconoclastic': 6903, 'wholesome': 6904, 'steamy': 6905, 'cq': 6906, 'spiced': 6907, 'aimed': 6908, 'facial': 6909, 'abhorrent': 6910, 'namesake': 6911, 'painted': 6912, 'guzman': 6913, 'submerging': 6914, 'sleepwalk': 6915, 'committed': 6916, 'contructed': 6917, 'delectable': 6918, 'daydream': 6919, 'converted': 6920, 'spiritually': 6921, 'grit': 6922, 'delicious': 6923, 'amiably': 6924, 'fulfills': 6925, 'tick': 6926, 'imaginary': 6927, 'unconned': 6928, 'curmudgeonly': 6929, 'beckons': 6930, 'fetching': 6931, 'acquire': 6932, 'stiletto': 6933, 'amish': 6934, 'working': 6935, 'stumble': 6936, 'idiom': 6937, 'gravitational': 6938, 'adversity': 6939, 'transcend': 6940, 'outlandish': 6941, 'jaw': 6942, 'grad': 6943, 'calculation': 6944, 'cleaving': 6945, 'rapt': 6946, 'stillborn': 6947, 'imitative': 6948, 'dullest': 6949, 'inflammatory': 6950, 'diop': 6951, 'patricio': 6952, 'slim': 6953, 'cancer': 6954, 'trivialize': 6955, 'passage': 6956, 'flatulence': 6957, 'tame': 6958, 'convince': 6959, 'fisk': 6960, 'ed': 6961, 'second': 6962, 'coda': 6963, 'experienced': 6964, 'violinist': 6965, 'systematically': 6966, 'marshall': 6967, 'deflated': 6968, 'enchantment': 6969, 'fanatic': 6970, 'por': 6971, 'vaudeville': 6972, 'afterthought': 6973, 'fi': 6974, 'egregious': 6975, 'manifesto': 6976, 'deeply': 6977, 'embroils': 6978, 'notice': 6979, 'melville': 6980, 'broadside': 6981, 'tuck': 6982, 'eat': 6983, 'soundtrack': 6984, 'ugly': 6985, 'growing': 6986, 'hearing': 6987, 'bag': 6988, 'bloodshed': 6989, 'tully': 6990, 'latch': 6991, 'playstation': 6992, 'blame': 6993, 'pascale': 6994, 'rusted': 6995, 'hairier': 6996, 'painter': 6997, 'disregard': 6998, 'ensuing': 6999, 'dicaprio': 7000, 'equlibrium': 7001, 'deathly': 7002, 'disappears': 7003, 'television': 7004, 'plotted': 7005, 'ugliness': 7006, 'criticizing': 7007, 'suit': 7008, 'doggie': 7009, 'unacceptable': 7010, 'lust': 7011, 'redgrave': 7012, 'smartly': 7013, 'spews': 7014, 'her': 7015, 'impudent': 7016, 'fine': 7017, 'nicholson': 7018, 'reactionary': 7019, 'spaniel': 7020, 'tummy': 7021, 'blithely': 7022, 'winking': 7023, 'marina': 7024, 'sara': 7025, 'three': 7026, 'illness': 7027, 'derisive': 7028, 'alienate': 7029, 'kapur': 7030, 'ball': 7031, 'killing': 7032, 'manhunter': 7033, 'bloodstream': 7034, 'violence': 7035, 'travail': 7036, 'catholic': 7037, 'requires': 7038, 'refracting': 7039, 'top': 7040, 'aussie': 7041, 'byplay': 7042, 'early': 7043, 'brutality': 7044, 'structure': 7045, 'remorse': 7046, 'soldier': 7047, 'behold': 7048, 'continent': 7049, 'exploitation': 7050, 'coke': 7051, 'runner': 7052, 'despite': 7053, 'anonymous': 7054, 'uncovers': 7055, 'hubristic': 7056, 'buff': 7057, 'villainess': 7058, 'entranced': 7059, 'foreign': 7060, 'sustained': 7061, 'theater': 7062, 'anderson': 7063, 'guitar': 7064, 'sordid': 7065, 'roh': 7066, 'developing': 7067, 'strictness': 7068, 'jeffrey': 7069, 'sorvino': 7070, 'minimalist': 7071, 'lipstick': 7072, 'telling': 7073, 'stack': 7074, 'et': 7075, 'caviezel': 7076, 'gallery': 7077, 'filter': 7078, 'american': 7079, 'bleakness': 7080, 'slummer': 7081, 'hurley': 7082, 'outright': 7083, 'contemporary': 7084, 'delete': 7085, 'javier': 7086, 'solemnly': 7087, 'meant': 7088, 'freshness': 7089, 'award': 7090, 'seesawing': 7091, 'naturalistic': 7092, 'overwhelms': 7093, 'highlight': 7094, 'franchise': 7095, 'resorting': 7096, 'punchier': 7097, 'timelessness': 7098, 'literate': 7099, 'rhapsodic': 7100, 'rhetoric': 7101, 'aggressively': 7102, 'soporific': 7103, 'spader': 7104, 'turturro': 7105, 'pompeo': 7106, 'meinhof': 7107, 'shatters': 7108, 'wrenching': 7109, 'maker': 7110, 'adequate': 7111, 'mccoist': 7112, 'flourish': 7113, 'engages': 7114, 'slice': 7115, 'facing': 7116, 'clue': 7117, 'robot': 7118, 'portraiture': 7119, 'well': 7120, 'documentary': 7121, 'laughed': 7122, 'indulging': 7123, 'nixon': 7124, 'ribisi': 7125, 'dave': 7126, 'solace': 7127, 'pixilated': 7128, 'marketing': 7129, 'varmint': 7130, 'flynn': 7131, 'kate': 7132, 'unabashedly': 7133, 'bitter': 7134, 'presentation': 7135, 'churn': 7136, 'cello': 7137, 'todd': 7138, 'ferrera': 7139, 'defeated': 7140, 'junk': 7141, 'stonehenge': 7142, 'purport': 7143, 'asparagus': 7144, 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7259, 'roach': 7260, 'soderbergh': 7261, 'compels': 7262, 'spit': 7263, 'thesps': 7264, 'niche': 7265, 'carlos': 7266, 'hobbled': 7267, 'ringing': 7268, 'exquisitely': 7269, 'fit': 7270, 'contrived': 7271, 'suggested': 7272, 'swoony': 7273, 'industry': 7274, 'record': 7275, 'pretension': 7276, 'microscope': 7277, 'milquetoast': 7278, 'circular': 7279, 'picaresque': 7280, 'filipino': 7281, 'doubt': 7282, 'favor': 7283, 'repetitive': 7284, 'trim': 7285, 'field': 7286, 'meaty': 7287, 'impostor': 7288, 'mirren': 7289, 'baboon': 7290, 'sci': 7291, 'jumbo': 7292, 'sinise': 7293, 'tastelessness': 7294, 'masterpeice': 7295, 'stanley': 7296, 'tune': 7297, 'nonethnic': 7298, 'sentimental': 7299, 'tremor': 7300, 'phonograph': 7301, 'standout': 7302, 'wannabe': 7303, 'were': 7304, 'dawson': 7305, 'buzz': 7306, 'lifestyle': 7307, 'time': 7308, 'overwhelming': 7309, 'wonder': 7310, 'veggie': 7311, 'undying': 7312, 'adding': 7313, 'tool': 7314, 'errol': 7315, 'uniformly': 7316, 'historically': 7317, 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'advertised': 7376, 'pulpiness': 7377, 'click': 7378, 'non': 7379, 'piscopo': 7380, 'streamed': 7381, 'circumstantial': 7382, 'tube': 7383, 'erotically': 7384, 'holofcener': 7385, 'goldman': 7386, 'confounded': 7387, 'overeager': 7388, 'respective': 7389, 'paradoxically': 7390, 'satisfied': 7391, 'conjured': 7392, 'roar': 7393, 'coffee': 7394, 'judaism': 7395, 'disaster': 7396, 'lower': 7397, 'seductively': 7398, 'veers': 7399, 'boorish': 7400, 'journalist': 7401, 'epilogue': 7402, 'cassavetes': 7403, 'encyclopedia': 7404, 'faith': 7405, 'adept': 7406, 'snap': 7407, 'recycled': 7408, 'dominate': 7409, 'agitator': 7410, 'examining': 7411, 'sway': 7412, 'crushingly': 7413, 'redemption': 7414, 'clumsily': 7415, 'wheel': 7416, 'binoche': 7417, 'flex': 7418, 'ferret': 7419, 'hardy': 7420, 'plethora': 7421, 'lecter': 7422, 'scientific': 7423, 'complication': 7424, 'predicament': 7425, 'charmless': 7426, 'hopefully': 7427, 'overstays': 7428, 'civics': 7429, 'captor': 7430, 'affectionately': 7431, 'jargon': 7432, 'invokes': 7433, 'virtue': 7434, 'admire': 7435, 'dozen': 7436, 'laughably': 7437, 'crystallize': 7438, 'having': 7439, 'pledge': 7440, 'adapted': 7441, 'jokey': 7442, 'lethargic': 7443, 'establishes': 7444, 'occasional': 7445, 'depalma': 7446, 'kinetic': 7447, 'subtler': 7448, 'luncher': 7449, 'float': 7450, 'vague': 7451, 'alagna': 7452, 'nationalist': 7453, 'homiletic': 7454, 'vent': 7455, 'satisfactorily': 7456, 'robotically': 7457, 'fitfully': 7458, 'schedule': 7459, 'crew': 7460, 'war': 7461, 'heal': 7462, 'vignette': 7463, 'hopeless': 7464, 'niccol': 7465, 'mile': 7466, 'slain': 7467, 'amir': 7468, 'reaching': 7469, 'portrayed': 7470, 'conspicuous': 7471, 'perry': 7472, 'estela': 7473, 'assault': 7474, 'ohlinger': 7475, 'seeping': 7476, 'budding': 7477, 'sabotaged': 7478, 'derived': 7479, 'clotted': 7480, 'conscientious': 7481, 'tickle': 7482, 'gabriele': 7483, 'dominates': 7484, 'ala': 7485, 'straddle': 7486, 'instantly': 7487, 'hierarchy': 7488, 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7604, 'stammering': 7605, 'holland': 7606, 'rhapsodizes': 7607, 'multilayered': 7608, 'loser': 7609, 'foot': 7610, 'tim': 7611, 'omitted': 7612, 'sunshine': 7613, 'street': 7614, 'perfectly': 7615, 'maintaining': 7616, 'kura': 7617, 'mechanism': 7618, 'basic': 7619, 'feed': 7620, 'massacre': 7621, 'vocalized': 7622, 'dislocation': 7623, 'focused': 7624, 'genre': 7625, 'mourning': 7626, 'tabloid': 7627, 'signature': 7628, 'convenience': 7629, 'comprehend': 7630, 'hell': 7631, 'stumblebum': 7632, 'skeleton': 7633, 'piercing': 7634, 'cusack': 7635, 'purdy': 7636, 'noble': 7637, 'jokester': 7638, 'thatcher': 7639, 'damaged': 7640, 'pursuer': 7641, 'framed': 7642, 'bazadona': 7643, 'crawlies': 7644, 'elm': 7645, 'unfinished': 7646, 'thunderstorm': 7647, 'secondary': 7648, 'strand': 7649, 'compromised': 7650, 'vivre': 7651, 'coordinated': 7652, 'net': 7653, 'densely': 7654, 'mini': 7655, 'poorly': 7656, 'satisfactory': 7657, 'mullan': 7658, 'agony': 7659, 'sky': 7660, 'associate': 7661, 'requirement': 7662, 'actual': 7663, 'kicking': 7664, 'package': 7665, 'brave': 7666, 'mistake': 7667, 'paris': 7668, 'privileged': 7669, 'discomfort': 7670, 'grip': 7671, 'ethnicity': 7672, 'decent': 7673, 'recommend': 7674, 'naturalism': 7675, 'filmmaking': 7676, 'haynes': 7677, 'byzantine': 7678, 'leafing': 7679, 'grab': 7680, 'stop': 7681, 'introducing': 7682, 'brent': 7683, 'twinkle': 7684, 'confession': 7685, 'heated': 7686, 'indictment': 7687, 'confounding': 7688, 'informed': 7689, 'abstract': 7690, 'banter': 7691, 'satisfy': 7692, 'flail': 7693, 'psychology': 7694, 'crispin': 7695, 'sepia': 7696, 'wistful': 7697, 'woodman': 7698, 'challenging': 7699, 'demonstrate': 7700, 'noisy': 7701, 'wealthy': 7702, 'masked': 7703, 'blob': 7704, 'debris': 7705, 'rejected': 7706, 'fetid': 7707, 'accomplished': 7708, 'coming': 7709, 'antwone': 7710, 'bielinsky': 7711, 'identification': 7712, 'nonsense': 7713, 'lamb': 7714, 'patrolman': 7715, 'solemn': 7716, 'crisper': 7717, 'slogan': 7718, 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'voice': 7778, 'expressly': 7779, 'iq': 7780, 'quicksand': 7781, 'match': 7782, 'tanovic': 7783, 'ear': 7784, 'footing': 7785, 'falcon': 7786, 'redeemed': 7787, 'dig': 7788, 'eliminating': 7789, 'travesty': 7790, 'incognito': 7791, 'foster': 7792, 'hurried': 7793, 'scrutinize': 7794, 'utilizing': 7795, 'macabre': 7796, 'nostalgia': 7797, 'gushy': 7798, 'evaporates': 7799, 'kaufman': 7800, 'grinder': 7801, 'geographical': 7802, 'cinematographer': 7803, 'reeboir': 7804, 'inextricably': 7805, 'conflicted': 7806, 'ally': 7807, 'camouflaging': 7808, 'avuncular': 7809, 'autocritique': 7810, 'respecting': 7811, 'busting': 7812, 'irredeemably': 7813, 'avenger': 7814, 'davis': 7815, 'disposable': 7816, 'disinterest': 7817, 'denis': 7818, 'unfunny': 7819, 'titled': 7820, 'aloft': 7821, 'chopsocky': 7822, 'baio': 7823, 'keel': 7824, 'diverges': 7825, 'liberty': 7826, 'thomas': 7827, 'earnestness': 7828, 'returned': 7829, 'wreaks': 7830, 'overburdened': 7831, 'agnostic': 7832, 'party': 7833, 'flopping': 7834, 'though': 7835, 'threat': 7836, 'clam': 7837, 'information': 7838, 'admirable': 7839, 'insignificance': 7840, 'budget': 7841, 'love': 7842, 'boggling': 7843, 'masochism': 7844, 'forcing': 7845, 'leery': 7846, 'anniversary': 7847, 'tang': 7848, 'robert': 7849, 'v': 7850, 'bolt': 7851, 'intermingling': 7852, 'watery': 7853, 'coherent': 7854, 'consists': 7855, 'drug': 7856, 'conan': 7857, 'nary': 7858, 'lagging': 7859, 'oily': 7860, 'mormon': 7861, 'past': 7862, 'vulnerable': 7863, 'novelty': 7864, 'notting': 7865, 'besides': 7866, 'blacked': 7867, 'bless': 7868, 'rea': 7869, 'hitch': 7870, 'awakening': 7871, 'survivable': 7872, 'ladder': 7873, 'composer': 7874, 'excessively': 7875, 'gifted': 7876, 'doa': 7877, 'part': 7878, 'frozen': 7879, 'pissed': 7880, 'temptingly': 7881, 'freight': 7882, 'freewheeling': 7883, 'toback': 7884, 'lovely': 7885, 'improbably': 7886, 'engine': 7887, 'rubbo': 7888, 'dv': 7889, 'mana': 7890, 'date': 7891, 'shockingly': 7892, 'co': 7893, 'need': 7894, 'nervous': 7895, 'artsy': 7896, 'frantic': 7897, 'punny': 7898, 'consumerist': 7899, 'amc': 7900, 'crummy': 7901, 'revisiting': 7902, 'fondness': 7903, 'tragedy': 7904, 'hearted': 7905, 'cook': 7906, 'glancing': 7907, 'frequent': 7908, 'shackle': 7909, 'shameful': 7910, 'clayburgh': 7911, 'drive': 7912, 'distracts': 7913, 'drawer': 7914, 'forsaken': 7915, 'ballroom': 7916, 'calamity': 7917, 'fulfill': 7918, 'another': 7919, 'priceless': 7920, 'humorless': 7921, 'mettle': 7922, 'sloppiness': 7923, 'allowing': 7924, 'standardized': 7925, 'carved': 7926, 'wertmuller': 7927, 'hitchcock': 7928, 'tradition': 7929, 'prankster': 7930, 'emaciated': 7931, 'dizzy': 7932, 'peploe': 7933, 'moodiness': 7934, 'landscape': 7935, 'ye': 7936, 'spill': 7937, 'groggy': 7938, 'damning': 7939, 'dependence': 7940, 'remained': 7941, 'reduction': 7942, 'extravagantly': 7943, 'mine': 7944, 'appealing': 7945, 'bracing': 7946, 'library': 7947, 'refresh': 7948, 'impervious': 7949, 'unforgivingly': 7950, 'unlikeable': 7951, 'hyped': 7952, 'filming': 7953, 'grind': 7954, 'gabbiest': 7955, 'believable': 7956, 'paced': 7957, 'youthful': 7958, 'ismail': 7959, 'romanek': 7960, 'grey': 7961, 'delirious': 7962, 'fabian': 7963, 'dalrymple': 7964, 'illuminate': 7965, 'maudlin': 7966, 'sour': 7967, 'county': 7968, 'restate': 7969, 'shaky': 7970, 'kiss': 7971, 'exaggerated': 7972, 'unconvincing': 7973, 'jacquot': 7974, 'kieran': 7975, 'edward': 7976, 'doofus': 7977, 'logic': 7978, 'salute': 7979, 'destroying': 7980, 'extrusion': 7981, 'piano': 7982, 'specificity': 7983, 'soliloquy': 7984, 'bombshell': 7985, 'ace': 7986, 'restage': 7987, 'mccrudden': 7988, 'inspire': 7989, 'unturned': 7990, 'resistance': 7991, 'hallmark': 7992, 'excited': 7993, 'scorn': 7994, 'auditorium': 7995, 'actioners': 7996, 'pant': 7997, 'loopiness': 7998, 'disney': 7999, 'proving': 8000, 'precocious': 8001, 'collar': 8002, 'simmer': 8003, 'buddy': 8004, 'banzai': 8005, 'lang': 8006, 'energizes': 8007, 'heaped': 8008, 'bland': 8009, 'intention': 8010, 'grunge': 8011, 'blazingly': 8012, 'affectation': 8013, 'shum': 8014, 'skateboarder': 8015, 'dick': 8016, 'lashing': 8017, 'astray': 8018, 'complexity': 8019, 'bewildered': 8020, 'depending': 8021, 'formuliac': 8022, 'suggest': 8023, 'riding': 8024, 'theology': 8025, 'begley': 8026, 'spinoff': 8027, 'hews': 8028, 'stadium': 8029, 'attraction': 8030, 'evoking': 8031, 'kirsten': 8032, 'gaghan': 8033, 'wickedly': 8034, 'cletis': 8035, 'neutral': 8036, 'postapocalyptic': 8037, 'wispy': 8038, 'sonny': 8039, 'kahn': 8040, 'forgets': 8041, 'happily': 8042, 'shadowy': 8043, 'merrily': 8044, 'honestly': 8045, 'spends': 8046, 'crossroad': 8047, 'empire': 8048, 'faster': 8049, 'nonchalant': 8050, 'pabulum': 8051, 'islander': 8052, 'accepting': 8053, 'ryder': 8054, 'belt': 8055, 'overdue': 8056, 'tearing': 8057, 'satisfaction': 8058, 'literary': 8059, 'elect': 8060, 'nettelbeck': 8061, 'doe': 8062, 'lurid': 8063, 'impassive': 8064, 'ethnographic': 8065, 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10241, 'abraham': 10242, 'frame': 10243, 'bumper': 10244, 'queen': 10245, 'hmmmmm': 10246, 'com': 10247, 'veggietales': 10248, 'truckzilla': 10249, 'ensemble': 10250, 'eagerness': 10251, 'grisham': 10252, 'malkovich': 10253, 'unravels': 10254, 'acute': 10255, 'eighth': 10256, 'solving': 10257, 'gooeyness': 10258, 'perspective': 10259, 'degenerating': 10260, 'escape': 10261, 'finest': 10262, 'gedeck': 10263, 'crude': 10264, 'scarpia': 10265, 'natured': 10266, 'sharpener': 10267, 'le': 10268, 'elevated': 10269, 'toast': 10270, 'twohy': 10271, 'exact': 10272, 'uninspired': 10273, 'cup': 10274, 'resuscitate': 10275, 'goldberg': 10276, 'engrossing': 10277, 'nuance': 10278, 'perfervid': 10279, 'unaware': 10280, 'yours': 10281, 'capably': 10282, 'channeling': 10283, 'hick': 10284, 'witness': 10285, 'serbian': 10286, 'tezuka': 10287, 'capture': 10288, 'spicy': 10289, 'ahead': 10290, 'specimen': 10291, 'crap': 10292, 'differently': 10293, 'staggered': 10294, 'younger': 10295, 'rake': 10296, 'evergreen': 10297, 'mandel': 10298, 'collect': 10299, 'historic': 10300, 'ingredient': 10301, 'exasperated': 10302, 'inquisitive': 10303, 'bent': 10304, 'alias': 10305, 'hooting': 10306, 'curse': 10307, 'celebi': 10308, 'exploitative': 10309, 'pompous': 10310, 'stainton': 10311, 'sustains': 10312, 'regular': 10313, 'foible': 10314, 'aspires': 10315, 'womanhood': 10316, 'moved': 10317, 'havoc': 10318, 'imperious': 10319, 'nasty': 10320, 'helga': 10321, 'tryingly': 10322, 'ridiculous': 10323, 'snazzy': 10324, 'relatively': 10325, 'behave': 10326, 'intro': 10327, 'gas': 10328, 'despairing': 10329, 'accurately': 10330, 'brew': 10331, 'handbag': 10332, 'compared': 10333, 'eats': 10334, 'contemplative': 10335, 'anxious': 10336, 'conservative': 10337, 'arrangement': 10338, 'close': 10339, 'miller': 10340, 'hardhearted': 10341, 'might': 10342, 'decade': 10343, 'type': 10344, 'eroti': 10345, 'daddy': 10346, 'hairline': 10347, 'recently': 10348, 'godard': 10349, 'brisk': 10350, 'minimally': 10351, 'thick': 10352, 'cell': 10353, 'fad': 10354, 'absurd': 10355, 'pleasing': 10356, 'false': 10357, 'wen': 10358, 'glee': 10359, 'incompetent': 10360, 'camouflage': 10361, 'stone': 10362, 'mythologizing': 10363, 'achieves': 10364, 'misfire': 10365, 'achievement': 10366, 'skit': 10367, 'homo': 10368, 'u': 10369, 'thumb': 10370, 'notwithstanding': 10371, 'demographically': 10372, 'timid': 10373, 'famed': 10374, 'sympathizing': 10375, 'appearance': 10376, 'scoob': 10377, 'vainglorious': 10378, 'strangeness': 10379, 'dan': 10380, 'function': 10381, 'steadfast': 10382, 'fable': 10383, 'contrasting': 10384, 'beause': 10385, 'fearless': 10386, 'diva': 10387, 'destructive': 10388, 'restored': 10389, 'odour': 10390, 'proposal': 10391, 'hem': 10392, 'moviemaking': 10393, 'enthralling': 10394, 'disconcertingly': 10395, 'authenticate': 10396, 'chicken': 10397, 'enough': 10398, 'nutty': 10399, 'horton': 10400, 'serial': 10401, 'awkward': 10402, 'suburban': 10403, 'dress': 10404, 'retaining': 10405, 'flabbergasting': 10406, 'drowning': 10407, 'insultingly': 10408, 'brainless': 10409, 'gerardo': 10410, 'existent': 10411, 'imax': 10412, 'dry': 10413, 'artless': 10414, 'distance': 10415, 'acclaimed': 10416, 'iteration': 10417, 'satirical': 10418, 'astounds': 10419, 'ignites': 10420, 'unexamined': 10421, 'rotten': 10422, 'simmering': 10423, 'tension': 10424, 'warmth': 10425, 'wimmer': 10426, 'averse': 10427, 'editor': 10428, 'manoel': 10429, 'screwball': 10430, 'honored': 10431, 'sane': 10432, 'drown': 10433, 'whimsical': 10434, 'chuckle': 10435, 'populated': 10436, 'guiltless': 10437, 'weirder': 10438, 'seth': 10439, 'sleaze': 10440, 'opinion': 10441, 'crucifixion': 10442, 'purposeful': 10443, 'infectiously': 10444, 'verdict': 10445, 'throughout': 10446, 'patent': 10447, 'curiosity': 10448, 'lurks': 10449, 'genuinely': 10450, 'fistfight': 10451, 'sayles': 10452, 'generating': 10453, 'mcmullen': 10454, 'encouraging': 10455, 'look': 10456, 'sudden': 10457, 'detailed': 10458, 'nowhere': 10459, 'delivery': 10460, 'ridiculously': 10461, 'toss': 10462, 'relief': 10463, 'urine': 10464, 'hannibal': 10465, 'relying': 10466, 'regurgitates': 10467, 'lobby': 10468, 'loop': 10469, 'fun': 10470, 'myself': 10471, 'imparted': 10472, 'waited': 10473, 'worthy': 10474, 'progression': 10475, 'fabulousness': 10476, 'lousy': 10477, 'lull': 10478, 'cattaneo': 10479, 'welles': 10480, 'ribcage': 10481, 'zzzzzzzzz': 10482, 'initiation': 10483, 'maintained': 10484, 'focus': 10485, 'sneak': 10486, 'treated': 10487, 'insubstantial': 10488, 'dos': 10489, 'final': 10490, 'ai': 10491, 'furious': 10492, 'proverbial': 10493, 'meager': 10494, 'traffic': 10495, 'plea': 10496, 'true': 10497, 'marker': 10498, 'perfection': 10499, 'resonance': 10500, 'reassures': 10501, 'swear': 10502, 'encountered': 10503, 'gasp': 10504, 'spittingly': 10505, 'elicited': 10506, 'roger': 10507, 'sweetly': 10508, 'wire': 10509, 'sociopath': 10510, 'tambor': 10511, 'radiant': 10512, 'palmed': 10513, 'cadence': 10514, 'smeary': 10515, 'sympathize': 10516, 'invitingly': 10517, 'deliberate': 10518, 'heartbreak': 10519, 'convey': 10520, 'comfortable': 10521, 'shu': 10522, 'study': 10523, 'arc': 10524, 'puritanical': 10525, 'out': 10526, 'listening': 10527, 'canvas': 10528, 'knuckled': 10529, 'recount': 10530, 'buck': 10531, 'riveting': 10532, 'indignation': 10533, 'unaffected': 10534, 'bling': 10535, 'adjusting': 10536, 'spiked': 10537, 'superficiality': 10538, 'mistress': 10539, 'criticizes': 10540, 'deform': 10541, 'enabling': 10542, 'plasma': 10543, 'traditionally': 10544, 'fizzle': 10545, 'matured': 10546, 'jarring': 10547, 'corruption': 10548, 'simulation': 10549, 'inexplicable': 10550, 'conjure': 10551, 'harshness': 10552, 'nicolas': 10553, 'persistence': 10554, 'loopy': 10555, 'tale': 10556, 'bugsy': 10557, 'blithe': 10558, 'histrionics': 10559, 'hitchens': 10560, 'barris': 10561, 'flavor': 10562, 'covered': 10563, 'iconography': 10564, 'trajectory': 10565, 'punchlines': 10566, 'redemptive': 10567, 'native': 10568, 'permitting': 10569, 'barrel': 10570, 'seinfeld': 10571, 'distinguished': 10572, 'absorb': 10573, 'wizard': 10574, 'grooved': 10575, 'trapping': 10576, 'obligation': 10577, 'lugosi': 10578, 'scar': 10579, 'fuddy': 10580, 'realistic': 10581, 'primal': 10582, 'ungainly': 10583, 'banality': 10584, 'awake': 10585, 'shortest': 10586, 'riff': 10587, 'tolerance': 10588, 'turk': 10589, 'stabbing': 10590, 'factory': 10591, 'force': 10592, 'remade': 10593, 'threadbare': 10594, 'craig': 10595, 'pony': 10596, 'unspool': 10597, 'schticky': 10598, 'upset': 10599, 'solo': 10600, 'stuporously': 10601, 'razzie': 10602, 'acknowledging': 10603, 'scare': 10604, 'tony': 10605, 'beat': 10606, 'negligible': 10607, 'right': 10608, 'ver': 10609, 'tank': 10610, 'bot': 10611, 'turntablists': 10612, 'visit': 10613, 'craftsman': 10614, 'sixed': 10615, 'wealth': 10616, 'puzzling': 10617, 'telegraphed': 10618, 'tinseltown': 10619, 'whether': 10620, 'slap': 10621, 'deniro': 10622, 'plummet': 10623, 'sparked': 10624, 'fascinating': 10625, 'emptily': 10626, 'journalism': 10627, 'preferably': 10628, 'appetizing': 10629, 'floating': 10630, 'schiffer': 10631, 'stereotype': 10632, 'capable': 10633, 'realizing': 10634, 'vein': 10635, 'motherhood': 10636, 'dreadfully': 10637, 'yale': 10638, 'mom': 10639, 'cute': 10640, 'account': 10641, 'grounding': 10642, 'coppola': 10643, 'irksome': 10644, 'bush': 10645, 'lodge': 10646, 'possessed': 10647, 'yong': 10648, 'monument': 10649, 'throwing': 10650, 'in': 10651, 'reader': 10652, 'gifford': 10653, 'rehearsed': 10654, 'confrontation': 10655, 'disposition': 10656, 'idiocy': 10657, 'twenty': 10658, 'diatribe': 10659, 'ararat': 10660, 'howlingly': 10661, 'entertains': 10662, 'bite': 10663, 'luke': 10664, 'spoof': 10665, 'smallness': 10666, 'admirer': 10667, 'scandalous': 10668, 'plummer': 10669, 'servant': 10670, 'masculine': 10671, 'strong': 10672, 'chuckling': 10673, 'amaze': 10674, 'use': 10675, 'adventurous': 10676, 'thrives': 10677, 'drying': 10678, 'slew': 10679, 'amid': 10680, 't': 10681, 'renner': 10682, 'sucking': 10683, 'whenever': 10684, 'bare': 10685, 'tired': 10686, 'clive': 10687, 'assayas': 10688, 'godzilla': 10689, 'belinsky': 10690, 'crafty': 10691, 'outward': 10692, 'weakness': 10693, 'guarded': 10694, 'delivers': 10695, 'disappointment': 10696, 'knock': 10697, 'italicized': 10698, 'bopper': 10699, 'who': 10700, 'breezy': 10701, 'decay': 10702, 'full': 10703, 'mtv': 10704, 'speculation': 10705, 'assembly': 10706, 'australia': 10707, 'list': 10708, 'definitely': 10709, 'bale': 10710, 'accepts': 10711, 'red': 10712, 'shag': 10713, 'ensure': 10714, 'unhappily': 10715, 'central': 10716, 'specie': 10717, 'viewed': 10718, 'wanders': 10719, 'knight': 10720, 'impetuousness': 10721, 'woven': 10722, 'incoherent': 10723, 'sprecher': 10724, 'with': 10725, 'carried': 10726, 'narrated': 10727, 'ernest': 10728, 'mongering': 10729, 'allen': 10730, 'reference': 10731, 'singing': 10732, 'avert': 10733, 'artist': 10734, 'empowerment': 10735, 'disneyland': 10736, 'hype': 10737, 'cribbing': 10738, 'vibe': 10739, 'validated': 10740, 'celebrity': 10741, 'cockney': 10742, 'secretly': 10743, 'chosen': 10744, 'tantamount': 10745, 'candor': 10746, 'll': 10747, 'snowball': 10748, 'neighborhood': 10749, 'ray': 10750, 'benchmark': 10751, 'lonely': 10752, 'chatty': 10753, 'disassociation': 10754, 'coughed': 10755, 'cultivation': 10756, 'insatiable': 10757, 'imagine': 10758, 'unsympathetic': 10759, 'rosario': 10760, 'backhanded': 10761, 'magnifique': 10762, 'embarrassingly': 10763, 'rob': 10764, 'ballplayer': 10765, 'fetishistic': 10766, 'inc': 10767, 'kev': 10768, 'suggestive': 10769, 'wisp': 10770, 'gambling': 10771, 'gilliam': 10772, 'america': 10773, 'twin': 10774, 'wildcard': 10775, 'untrained': 10776, 'stallone': 10777, 'rude': 10778, 'python': 10779, 'pie': 10780, 'redefinition': 10781, 'wonderous': 10782, 'heightened': 10783, 'silbersteins': 10784, 'kozmo': 10785, 'weakly': 10786, 'suspiciously': 10787, 'odyssey': 10788, 'breathtakingly': 10789, 'animatronic': 10790, 'pub': 10791, 'exchange': 10792, 'nailbiter': 10793, 'capacity': 10794, 'pageantry': 10795, 'perform': 10796, 'arm': 10797, 'tunnel': 10798, 'marking': 10799, 'serb': 10800, 'warn': 10801, 'correctness': 10802, 'attract': 10803, 'bad': 10804, 'unusual': 10805, 'verbally': 10806, 'metaphysical': 10807, 'shred': 10808, 'burke': 10809, 'doubting': 10810, 'experimentation': 10811, 'streamlined': 10812, 'silberling': 10813, 'glazed': 10814, 'institution': 10815, 'cahill': 10816, 'rewarded': 10817, 'surveyed': 10818, 'porcelain': 10819, 'passable': 10820, 'demon': 10821, 'brody': 10822, 'underdog': 10823, 'lay': 10824, 'save': 10825, 'serrault': 10826, 'unstinting': 10827, 'creepiest': 10828, 'hibernation': 10829, 'echelon': 10830, 'sight': 10831, 'retreat': 10832, 'carefully': 10833, 'fancy': 10834, 'suffers': 10835, 'preceded': 10836, 'raunchy': 10837, 'nicest': 10838, 'classic': 10839, 'drained': 10840, 'british': 10841, 'visuals': 10842, 'fuss': 10843, 'elude': 10844, 'doc': 10845, 'meandering': 10846, 'rot': 10847, 'transfigures': 10848, 'cruelly': 10849, 'moderately': 10850, 'recommendation': 10851, 'michael': 10852, 'dicey': 10853, 'harmlessly': 10854, 'blimp': 10855, 'moretti': 10856, 'flying': 10857, 'smartest': 10858, 'westbrook': 10859, 'stuffiest': 10860, 'william': 10861, 'regarding': 10862, 'being': 10863, 'ultimate': 10864, 'inherently': 10865, 'realization': 10866, 'appearing': 10867, 'bait': 10868, 'digit': 10869, 'ownership': 10870, 'office': 10871, 'futuristic': 10872, 'wince': 10873, 'tonally': 10874, 'difficulty': 10875, 'golden': 10876, 'nolan': 10877, 'warm': 10878, 'aspire': 10879, 'reducing': 10880, 'patronizing': 10881, 'mapquest': 10882, 'fearlessness': 10883, 'leaky': 10884, 'hate': 10885, 'africa': 10886, 'plastic': 10887, 'smash': 10888, 'plan': 10889, 'captive': 10890, 'medical': 10891, 'deal': 10892, 'bard': 10893, 'brecht': 10894, 'sketched': 10895, 'dispassionate': 10896, 'widowmaker': 10897, 'grieving': 10898, 'shaggy': 10899, 'howler': 10900, 'choreography': 10901, 'excruciatingly': 10902, 'relieved': 10903, 'advanced': 10904, 'phantasm': 10905, 'omniscient': 10906, 'operatic': 10907, 'jae': 10908, 'role': 10909, 'than': 10910, 'batman': 10911, 'striving': 10912, 'gobble': 10913, 'intricate': 10914, 'elliptically': 10915, 'oblivious': 10916, 'abel': 10917, 'virtually': 10918, 'imbue': 10919, 'molina': 10920, 'somebody': 10921, 'miscellaneous': 10922, 'tough': 10923, 'charlize': 10924, 'sweep': 10925, 'deliberately': 10926, 'gadzooks': 10927, 'developed': 10928, 'thumpingly': 10929, 'below': 10930, 'jonathan': 10931, 'hallucinogenic': 10932, 'deemed': 10933, 'intriguingly': 10934, 'importantly': 10935, 'tighter': 10936, 'harbor': 10937, 'mattei': 10938, 'besson': 10939, 'genevieve': 10940, 'vaguely': 10941, 'potato': 10942, 'affirmational': 10943, 'grocery': 10944, 'indulge': 10945, 'behalf': 10946, 'startle': 10947, 'sterile': 10948, 'emotionally': 10949, 'scrawled': 10950, 'tape': 10951, 'bound': 10952, 'attention': 10953, 'remove': 10954, 'admitting': 10955, 'uwe': 10956, 'scary': 10957, 'cocoon': 10958, 'whodunit': 10959, 'fill': 10960, 'deckhand': 10961, 'lobbyist': 10962, 'overdone': 10963, 'raped': 10964, 'blethyn': 10965, 'pit': 10966, 'chiller': 10967, 'monsterous': 10968, 'orange': 10969, 'politically': 10970, 'overstated': 10971, 'eloquent': 10972, 'lulled': 10973, 'appalling': 10974, 'swiftly': 10975, 'manipulative': 10976, 'plight': 10977, 'scariest': 10978, 'nouvelle': 10979, 'sleekness': 10980, 'dunno': 10981, 'fragile': 10982, 'candidate': 10983, 'stunningly': 10984, 'coarse': 10985, 'colleague': 10986, 'torn': 10987, 'emailed': 10988, 'entirely': 10989, 'morgen': 10990, 'absurdity': 10991, 'shankman': 10992, 'conversion': 10993, 'blueblood': 10994, 'rethink': 10995, 'pairing': 10996, 'dy': 10997, 'watercolor': 10998, 'tov': 10999, 'complex': 11000, 'annals': 11001, 'unrelated': 11002, 'clone': 11003, 'draw': 11004, 'usual': 11005, 'cho': 11006, 'accident': 11007, 'tron': 11008, 'proof': 11009, 'backdrop': 11010, 'bestowed': 11011, 'appetizer': 11012, 'diplomacy': 11013, 'squirt': 11014, 'stuffing': 11015, 'tasteful': 11016, 'ouzo': 11017, 'afghan': 11018, 'amount': 11019, 'antagonism': 11020, 'strung': 11021, 'elvira': 11022, 'hoofing': 11023, 'proportion': 11024, 'clocked': 11025, 'delay': 11026, 'lux': 11027, 'curling': 11028, 'forged': 11029, 'independence': 11030, 'invention': 11031, 'affirming': 11032, 'dad': 11033, 'doodled': 11034, 'until': 11035, 'finely': 11036, 'cheering': 11037, 'shamefully': 11038, 'fantastically': 11039, 'wishing': 11040, 'john': 11041, 'alexander': 11042, 'bigelow': 11043, 'themselves': 11044, 'unsophisticated': 11045, 'graceland': 11046, 'rez': 11047, 'dazed': 11048, 'unprecedented': 11049, 'intentional': 11050, 'april': 11051, 'thought': 11052, 'punishment': 11053, 'diabolical': 11054, 'avarice': 11055, 'muddle': 11056, 'kjell': 11057, 'bourgeois': 11058, 'sitcom': 11059, 'sublime': 11060, 'bonanza': 11061, 'shown': 11062, 'borrowed': 11063, 'event': 11064, 'admit': 11065, 'mob': 11066, 'bondish': 11067, 'cedar': 11068, 'property': 11069, 'elbow': 11070, 'theological': 11071, 'crave': 11072, 'jeffs': 11073, 'sergio': 11074, 'nonfiction': 11075, 'same': 11076, 'pleasant': 11077, 'chen': 11078, 'extravaganza': 11079, 'byway': 11080, 'side': 11081, 'joel': 11082, 'washout': 11083, 'ardent': 11084, 'snobbery': 11085, 'cinematically': 11086, 'kimmel': 11087, 'toward': 11088, 'turkey': 11089, 'rant': 11090, 'ante': 11091, 'potemkin': 11092, 'changing': 11093, 'involvement': 11094, 'affirms': 11095, 'schaeffer': 11096, 'employment': 11097, 'fencing': 11098, 'unfulfilled': 11099, 'informative': 11100, 'goo': 11101, 'alchemical': 11102, 'through': 11103, 'frightening': 11104, 'clearly': 11105, 'curiously': 11106, 'washy': 11107, 'bask': 11108, 'unhinged': 11109, 'pinocchio': 11110, 'defeat': 11111, 'satiric': 11112, 'tunisian': 11113, 'plagued': 11114, 'fabricated': 11115, 'guarantee': 11116, 'improvement': 11117, 'mushy': 11118, 'distress': 11119, 'farewell': 11120, 'inducing': 11121, 'courageousness': 11122, 'basis': 11123, 'housing': 11124, 'dreamed': 11125, 'briefly': 11126, 'venus': 11127, 'multiple': 11128, 'reported': 11129, 'hence': 11130, 'argento': 11131, 'steven': 11132, 'stay': 11133, 'fubar': 11134, 'burger': 11135, 'lighten': 11136, 'kafkaesque': 11137, 'alcatraz': 11138, 'occupied': 11139, 'strict': 11140, 'dangerously': 11141, 'structuring': 11142, 'agreeably': 11143, 'curtsy': 11144, 'limbo': 11145, 'shovel': 11146, 'eternity': 11147, 'clutch': 11148, 'itis': 11149, 'cub': 11150, 'animation': 11151, 'created': 11152, 'construction': 11153, 'residence': 11154, 'mouse': 11155, 'bronx': 11156, 'slapped': 11157, 'demanding': 11158, 'akin': 11159, 'marked': 11160, 'effortless': 11161, 'artefact': 11162, 'interpret': 11163, 'pen': 11164, 'contraption': 11165, 'guillen': 11166, 'hypertime': 11167, 'paxton': 11168, 'sharpie': 11169, 'observer': 11170, 'inactive': 11171, 'nonconformist': 11172, 'aspect': 11173, 'skewed': 11174, 'shock': 11175, 'salvage': 11176, 'sexism': 11177, 'thinker': 11178, 'uproarious': 11179, 'unerring': 11180, 'wrinkle': 11181, 'phenomenal': 11182, 'unearth': 11183, 'poky': 11184, 'terrible': 11185, 'liana': 11186, 'slop': 11187, 'aesthetic': 11188, 'sober': 11189, 'druggy': 11190, 'souvlaki': 11191, 'fish': 11192, 'fringe': 11193, 'metaphor': 11194, 'fluke': 11195, 'fulford': 11196, 'ouija': 11197, 'plucking': 11198, 'remember': 11199, 'pride': 11200, 'palaver': 11201, 'order': 11202, 'delhi': 11203, 'brainpower': 11204, 'creep': 11205, 'posey': 11206, 'carmen': 11207, 'recreated': 11208, 'gender': 11209, 'jerky': 11210, 'courage': 11211, 'hashiguchi': 11212, 'brazil': 11213, 'completists': 11214, 'moviemakers': 11215, 'despicable': 11216, 'novel': 11217, 'emerge': 11218, 'villain': 11219, 'astonishingly': 11220, 'forge': 11221, 'drink': 11222, 'plumb': 11223, 'naturedly': 11224, 'superficially': 11225, 'semitism': 11226, 'abysmal': 11227, 'wry': 11228, 'nurture': 11229, 'self': 11230, 'vexing': 11231, 'upheaval': 11232, 'create': 11233, 'kilter': 11234, 'careless': 11235, 'romething': 11236, 'teen': 11237, 'served': 11238, 'down': 11239, 'pesky': 11240, 'subtlety': 11241, 'too': 11242, 'seek': 11243, 'wherever': 11244, 'smirk': 11245, 'activism': 11246, 'unremarkable': 11247, 'tian': 11248, 'elysian': 11249, 'graze': 11250, 'mouthpiece': 11251, 'streetwise': 11252, 'ayatollah': 11253, 'anarchy': 11254, 'blind': 11255, 'stammer': 11256, 'million': 11257, 'ignorant': 11258, 'rediscovering': 11259, 'telegram': 11260, 'decided': 11261, 'unit': 11262, 'pressed': 11263, 'destiny': 11264, 'disappoint': 11265, 'jason': 11266, 'trusted': 11267, 'ethereal': 11268, 'provokes': 11269, 'jonze': 11270, 'placing': 11271, 'crossing': 11272, 'instilled': 11273, 'scruffy': 11274, 'sychowski': 11275, 'ozpetek': 11276, 'teeth': 11277, 'crooning': 11278, 'schematic': 11279, 'epitaph': 11280, 'exterior': 11281, 'configuration': 11282, 'couple': 11283, 'playfulness': 11284, 'terri': 11285, 'fashion': 11286, 'campy': 11287, 'copycat': 11288, 'reproduce': 11289, 'livelier': 11290, 'subculture': 11291, 'outrage': 11292, 'avary': 11293, 'christ': 11294, 'sillified': 11295, 'otherness': 11296, 'brooding': 11297, 'pulchritude': 11298, 'accompanied': 11299, 'crawly': 11300, 'rolled': 11301, 'tapping': 11302, 'greaseball': 11303, 'seam': 11304, 'bring': 11305, 'leaf': 11306, 'grimly': 11307, 'cleaner': 11308, 'nod': 11309, 'instance': 11310, 'splashed': 11311, 'suge': 11312, 'wait': 11313, 'smith': 11314, 'huge': 11315, 'copyof': 11316, 'baring': 11317, 'amazement': 11318, 'seamy': 11319, 'specific': 11320, 'camerawork': 11321, 'marginal': 11322, 'gratitude': 11323, 'underlying': 11324, 'athon': 11325, 'conceal': 11326, 'smoother': 11327, 'scarily': 11328, 'tenderly': 11329, 'rover': 11330, 'bed': 11331, 'cruel': 11332, 'swimming': 11333, 'face': 11334, 'ritter': 11335, 'speedy': 11336, 'orc': 11337, 'brilliant': 11338, 'decibel': 11339, 'claw': 11340, 'em': 11341, 'eileen': 11342, 'sickeningly': 11343, 'joy': 11344, 'primarily': 11345, 'resonate': 11346, 'guy': 11347, 'thoroughly': 11348, 'settled': 11349, 'apology': 11350, 'giggly': 11351, 'cube': 11352, 'vacuum': 11353, 'subscriber': 11354, 'ghetto': 11355, 'lynch': 11356, 'installment': 11357, 'generous': 11358, 'tail': 11359, 'quite': 11360, 'allusion': 11361, 'their': 11362, 'seemingly': 11363, 'around': 11364, 'superhero': 11365, 'innumerable': 11366, 'unimaginable': 11367, 'former': 11368, 'refitting': 11369, 'reinvention': 11370, 'narrow': 11371, 'playfully': 11372, 'recognizes': 11373, 'shapeless': 11374, 'leroy': 11375, 'halfwit': 11376, 'city': 11377, 'football': 11378, 'insists': 11379, 'russian': 11380, 'coated': 11381, 'therefore': 11382, 'comedy': 11383, 'windtalker': 11384, 'rubin': 11385, 'costly': 11386, 'lawrence': 11387, 'smart': 11388, 'iceberg': 11389, 'raw': 11390, 'devil': 11391, 'jelly': 11392, 'your': 11393, 'refreshes': 11394, 'harmed': 11395, 'support': 11396, 'compelled': 11397, 'sharing': 11398, 'learning': 11399, 'signal': 11400, 'any': 11401, 'long': 11402, 'huppert': 11403, 'undead': 11404, 'lawman': 11405, 'runteldat': 11406, 'smoothly': 11407, 'debatable': 11408, 'justifying': 11409, 'snide': 11410, 'trailer': 11411, 'gamely': 11412, 'palate': 11413, 'scarface': 11414, 'shakespearean': 11415, 'picpus': 11416, 'rancid': 11417, 'discipline': 11418, 'sword': 11419, 'quivering': 11420, 'twister': 11421, 'iben': 11422, 'spout': 11423, 'moratorium': 11424, 'filmmaker': 11425, 'wiseacre': 11426, 'costars': 11427, 'seems': 11428, 'aesthetically': 11429, 'breast': 11430, 'traveled': 11431, 'imagining': 11432, 'savor': 11433, 'hijinks': 11434, 'knucklehead': 11435, 'simpering': 11436, 'flailing': 11437, 'rope': 11438, 'battlefield': 11439, 'painless': 11440, 'cipher': 11441, 'aaliyah': 11442, 'available': 11443, 'vat': 11444, 'flowery': 11445, 'accumulates': 11446, 'jaglomized': 11447, 'paulette': 11448, 'credit': 11449, 'hedonistic': 11450, 'nationwide': 11451, 'hiding': 11452, 'called': 11453, 'cry': 11454, 'offend': 11455, 'compressed': 11456, 'derek': 11457, 'naked': 11458, 'unfortunate': 11459, 'adrenaline': 11460, 'h': 11461, 'cause': 11462, 'gamesmanship': 11463, 'whoopee': 11464, 'adroit': 11465, 'greenlight': 11466, 'harder': 11467, 'ruggero': 11468, 'generated': 11469, 'telegraph': 11470, 'dismally': 11471, 'thud': 11472, 'rigor': 11473, 'bedtime': 11474, 'laughingly': 11475, 'boiling': 11476, 'companionable': 11477, 'amateur': 11478, 'favorite': 11479, 'aristocracy': 11480, 'soiree': 11481, 'denizen': 11482, 'dong': 11483, 'happening': 11484, 'casual': 11485, 'beacon': 11486, 'jonah': 11487, 'graceful': 11488, 'typed': 11489, 'scratch': 11490, 'musty': 11491, 'soulful': 11492, 'chris': 11493, 'fuel': 11494, 'das': 11495, 'infinite': 11496, 'bounce': 11497, 'demand': 11498, 'skewering': 11499, 'dependent': 11500, 'upends': 11501, 'untalented': 11502, 'laugther': 11503, 'purposefully': 11504, 'befuddling': 11505, 'induced': 11506, 'cash': 11507, 'exposing': 11508, 'buscemi': 11509, 'splatter': 11510, 'mclaughlin': 11511, 'aim': 11512, 'innuendo': 11513, 'equate': 11514, 'rewarding': 11515, 'dopey': 11516, 'portugal': 11517, 'penetrating': 11518, 'sophomore': 11519, 'beer': 11520, 'arrived': 11521, 'malle': 11522, 'restrained': 11523, 'class': 11524, 'despairingly': 11525, 'mildly': 11526, 'option': 11527, 'anti': 11528, 'gondry': 11529, 'rachel': 11530, 'celebration': 11531, 'i': 11532, 'come': 11533, 'nourishing': 11534, 'given': 11535, 'interesting': 11536, 'survival': 11537, 'negotiate': 11538, 'foreman': 11539, 'lathan': 11540, 'uncommitted': 11541, 'rubenesque': 11542, 'depicted': 11543, 'discontent': 11544, 'report': 11545, 'melodrama': 11546, 'handicap': 11547, 'felt': 11548, 'stained': 11549, 'outshined': 11550, 'label': 11551, 'realize': 11552, 'drift': 11553, 'donovan': 11554, 'crawling': 11555, 'affair': 11556, 'frolic': 11557, 'caved': 11558, 'reverse': 11559, 'especially': 11560, 'workshop': 11561, 'advises': 11562, 'kingdom': 11563, 'malapropism': 11564, 'cling': 11565, 'preachy': 11566, 'horror': 11567, 'ho': 11568, 'boldly': 11569, 'profound': 11570, 'pathos': 11571, 'segal': 11572, 'girlfriend': 11573, 'hilarious': 11574, 'topnotch': 11575, 'probing': 11576, 'lola': 11577, 'lint': 11578, 'rarely': 11579, 'academy': 11580, 'alluring': 11581, 'strength': 11582, 'compulsion': 11583, 'reparation': 11584, 'arrogant': 11585, 'eagle': 11586, 'videologue': 11587, 'gap': 11588, 'romanticization': 11589, 'comparing': 11590, 'laden': 11591, 'orgasm': 11592, 'diamond': 11593, 'promisingly': 11594, 'elie': 11595, 'handily': 11596, 'lead': 11597, 'moisture': 11598, 'aided': 11599, 'negative': 11600, 'commercial': 11601, 'hymn': 11602, 'retro': 11603, 'arliss': 11604, 'boil': 11605, 'ruffle': 11606, 'opportunism': 11607, 'aware': 11608, 'na': 11609, 'machination': 11610, 'grating': 11611, 'case': 11612, 'meanderings': 11613, 'eventful': 11614, 'starting': 11615, 'wisely': 11616, 'hard': 11617, 'glorification': 11618, 'balloon': 11619, 'hit': 11620, 'muddy': 11621, 'shallower': 11622, 'throwaway': 11623, 'barrymore': 11624, 'product': 11625, 'description': 11626, 'steadily': 11627, 'mercilessly': 11628, 'splashy': 11629, 'freshly': 11630, 'gump': 11631, 'dwell': 11632, 'leer': 11633, 'tract': 11634, 'benevolent': 11635, 'morrissette': 11636, 'lyric': 11637, 'bet': 11638, 'limit': 11639, 'rice': 11640, 'infatuation': 11641, 'hoult': 11642, 'manage': 11643, 'blarney': 11644, 'girardot': 11645, 'wanton': 11646, 'hash': 11647, 'unflattering': 11648, 'besco': 11649, 'kline': 11650, 'curve': 11651, 'ourselves': 11652, 'howling': 11653, 'reginald': 11654, 'runaway': 11655, 'drum': 11656, 'balding': 11657, 'christopher': 11658, 'ceremony': 11659, 'knoxville': 11660, 'advertisement': 11661, 'profundity': 11662, 'suffer': 11663, 'magazine': 11664, 'merited': 11665, 'leone': 11666, 'seldhal': 11667, 'taylor': 11668, 'qutting': 11669, 'behind': 11670, 'movie': 11671, 'unconventional': 11672, 'mechanical': 11673, 'bleu': 11674, 'mishmash': 11675, 'altar': 11676, 'represented': 11677, 'joylessly': 11678, 'medem': 11679, 'edited': 11680, 'reserved': 11681, 'introduces': 11682, 'san': 11683, 'immersed': 11684, 'layer': 11685, 'emphasis': 11686, 'pal': 11687, 'eight': 11688, 'miscalculates': 11689, 'examine': 11690, 'joint': 11691, 'embellishment': 11692, 'process': 11693, 'screenwriting': 11694, 'oversized': 11695, 'analysis': 11696, 'undressed': 11697, 'tech': 11698, 'word': 11699, 'enchanting': 11700, 'tolkien': 11701, 'advance': 11702, 'rafael': 11703, 'backwater': 11704, 'and': 11705, 'perplexing': 11706, 'carter': 11707, 'skillfully': 11708, 'sarah': 11709, 'anatomical': 11710, 'psychological': 11711, 'inexperienced': 11712, 'sillier': 11713, 'together': 11714, 'increasingly': 11715, 'barlow': 11716, 'botch': 11717, 'cultivated': 11718, 'workout': 11719, 'bergmanesque': 11720, 'culled': 11721, 'jiang': 11722, 'respite': 11723, 'telanovela': 11724, 'minimum': 11725, 'indecipherable': 11726, 'decter': 11727, 'advice': 11728, 'tartakovsky': 11729, 'ick': 11730, 'tu': 11731, 'eyed': 11732, 'sonnenfeld': 11733, 'dearly': 11734, 'enhance': 11735, 'running': 11736, 'endless': 11737, 'niblet': 11738, 'dahmer': 11739, 'elder': 11740, 'forster': 11741, 'coo': 11742, 'depression': 11743, 'blacklight': 11744, 'leg': 11745, 'george': 11746, 'louis': 11747, 'thinking': 11748, 'communicates': 11749, 'continuity': 11750, 'vera': 11751, 'risk': 11752, 'unorthodox': 11753, 'immaculate': 11754, 'concession': 11755, 'attempted': 11756, 'heap': 11757, 'ate': 11758, 'vonnegut': 11759, 'neeson': 11760, 'require': 11761, 'lucas': 11762, 'inventiveness': 11763, 'dying': 11764, 'opportunist': 11765, 'lethargically': 11766, 'female': 11767, 'crucial': 11768, 'marshaled': 11769, 'ground': 11770, 'written': 11771, 'corpse': 11772, 'surreal': 11773, 'melodramatic': 11774, 'horse': 11775, 'villainous': 11776, 'formula': 11777, 'dripping': 11778, 'threatening': 11779, 'incoherence': 11780, 'cloud': 11781, 'liman': 11782, 'gothic': 11783, 'achero': 11784, 'dunst': 11785, 'revolution': 11786, 'desire': 11787, 'pawn': 11788, 'indulgently': 11789, 'relish': 11790, 'empowered': 11791, 'preserve': 11792, 'slasher': 11793, 'contempt': 11794, 'step': 11795, 'affords': 11796, 'dulled': 11797, 'array': 11798, 'serenely': 11799, 'juvenile': 11800, 'intergalactic': 11801, 'crisis': 11802, 'expressionistic': 11803, 'similarly': 11804, 'copious': 11805, 'quentin': 11806, 'dating': 11807, 'refusal': 11808, 'interweaves': 11809, 'cesspool': 11810, 'delf': 11811, 'strange': 11812, 'unimpeachable': 11813, 'moralizing': 11814, 'hank': 11815, 'searing': 11816, 'stepdad': 11817, 'lit': 11818, 'cd': 11819, 'scathingly': 11820, 'transparently': 11821, 'implicitly': 11822, 'universe': 11823, 'trenchant': 11824, 'apparently': 11825, 'logical': 11826, 'tooth': 11827, 'photographic': 11828, 'taiwanese': 11829, 'meditative': 11830, 'launching': 11831, 'studded': 11832, 'slightly': 11833, 'gutless': 11834, 'shanghai': 11835, 'detract': 11836, 'jacqueline': 11837, 'pleasuring': 11838, 'mush': 11839, 'showgirl': 11840, 'owen': 11841, 'perpetually': 11842, 'reaffirms': 11843, 'laconic': 11844, 'standby': 11845, 'twisted': 11846, 'dull': 11847, 'extracting': 11848, 'remains': 11849, 'clueless': 11850, 'academic': 11851, 'glass': 11852, 'nearly': 11853, 'implies': 11854, 'ransacked': 11855, 'brash': 11856, 'affability': 11857, 'cyber': 11858, 'brussels': 11859, 'conceivable': 11860, 'sparkling': 11861, 'chimp': 11862, 'crappy': 11863, 'mantra': 11864, 'sexpot': 11865, 'beguiling': 11866, 'wildean': 11867, 'pleasingly': 11868, 'enforcement': 11869, 'pool': 11870, 'break': 11871, 'schoolboy': 11872, 'betty': 11873, 'mockumentary': 11874, 'session': 11875, 'malnourished': 11876, 'related': 11877, 'convoluted': 11878, 'eastern': 11879, 'sentimentalist': 11880, 'brush': 11881, 'joseph': 11882, 'muck': 11883, 'elli': 11884, 'hooliganism': 11885, 'menacing': 11886, 'mourns': 11887, 'glamour': 11888, 'plastered': 11889, 'schizophrenia': 11890, 'folly': 11891, 'handedness': 11892, 'sham': 11893, 'sand': 11894, 'bedside': 11895, 'modernized': 11896, 'woolly': 11897, 'hollowness': 11898, 'berkley': 11899, 'carlen': 11900, 'inuit': 11901, 'good': 11902, 'humanly': 11903, 'practically': 11904, 'awful': 11905, 'refers': 11906, 'twinkly': 11907, 'fabulous': 11908, 'fritter': 11909, 'plane': 11910, 'tufano': 11911, 'sprawl': 11912, 'retina': 11913, 'stoner': 11914, 'wondered': 11915, 'consciousness': 11916, 'dual': 11917, 'discretion': 11918, 'spiritless': 11919, 'mechanic': 11920, 'door': 11921, 'woman': 11922, 'mcdowell': 11923, 'surprised': 11924, 'pad': 11925, 'uhhh': 11926, 'wizened': 11927, 'hermocrates': 11928, 'immediacy': 11929, 'kirkegaard': 11930, 'graduation': 11931, 'recompense': 11932, 'derailed': 11933, 'giovanni': 11934, 'impeccable': 11935, 'existential': 11936, 'stockwell': 11937, 'animaton': 11938, 'frustration': 11939, 'maintain': 11940, 'juan': 11941, 'conception': 11942, 'laughable': 11943, 'whence': 11944, 'lot': 11945, 'miscalculation': 11946, 'critic': 11947, 'outsider': 11948, 'neurasthenic': 11949, 'seduces': 11950, 'organizing': 11951, 'bloated': 11952, 'here': 11953, 'stunning': 11954, 'emigre': 11955, 'parody': 11956, 'hyphenate': 11957, 'resemble': 11958, 'waving': 11959, 'pin': 11960, 'calibre': 11961, 'o': 11962, 'archive': 11963, 'reek': 11964, 'anthony': 11965, 'uptight': 11966, 'guest': 11967, 'he': 11968, 'thing': 11969, 'pulpy': 11970, 'turbulent': 11971, 'holding': 11972, 'panorama': 11973, 'interview': 11974, 'sodden': 11975, 'choreographed': 11976, 'pushiness': 11977, 'reworked': 11978, 'iris': 11979, 'swooning': 11980, 'racial': 11981, 'ruinous': 11982, 'wafer': 11983, 'followed': 11984, 'bubbly': 11985, 'lunch': 11986, 'nicely': 11987, 'dash': 11988, 'dust': 11989, 'botching': 11990, 'inane': 11991, 'crassness': 11992, 'uplifter': 11993, 'vh': 11994, 'swagger': 11995, 'machinery': 11996, 'whoop': 11997, 'chillingly': 11998, 'eudora': 11999, 'empathize': 12000, 'appreciation': 12001, 'justine': 12002, 'teacher': 12003, 'hardscrabble': 12004, 'burnt': 12005, 'insomnia': 12006, 'whirling': 12007, 'thou': 12008, 'pg': 12009, 'kick': 12010, 'clooney': 12011, 'byatt': 12012, 'greatly': 12013, 'wear': 12014, 'mend': 12015, 'different': 12016, 'thandie': 12017, 'oedekerk': 12018, 'whacking': 12019, 'bear': 12020, 'kalesniko': 12021, 'shabby': 12022, 'tepid': 12023, 'comfortably': 12024, 'substantive': 12025, 'unnoticed': 12026, 'towards': 12027, 'lacked': 12028, 'reminding': 12029, 'bond': 12030, 'sea': 12031, 'board': 12032, 'swift': 12033, 'sounding': 12034, 'harris': 12035, 'retains': 12036, 'sweaty': 12037, 'anonymity': 12038, 'dog': 12039, 'styx': 12040, 'fiasco': 12041, 'dwarf': 12042, 'revived': 12043, 'arduous': 12044, 'intellectually': 12045, 'strongman': 12046, 'delayed': 12047, 'cope': 12048, 'stifled': 12049, 'green': 12050, 'make': 12051, 'investigate': 12052, 'hollywood': 12053, 'remaining': 12054, 'transport': 12055, 'went': 12056, 'news': 12057, 'trap': 12058, 'ridley': 12059, 'platitude': 12060, 'eyre': 12061, 'chai': 12062, 'groundbreaking': 12063, 'recovered': 12064, 'lends': 12065, 'unwatchable': 12066, 'fred': 12067, 'sunday': 12068, 'misty': 12069, 'opts': 12070, 'culprit': 12071, 'barely': 12072, 'gave': 12073, 'sheridan': 12074, 'unadorned': 12075, 'dooper': 12076, 'marcken': 12077, 'fuse': 12078, 'jake': 12079, 'inadvertent': 12080, 'racy': 12081, 'hardened': 12082, 'transporter': 12083, 'sugarcoated': 12084, 'lock': 12085, 'peek': 12086, 'credulity': 12087, 'ol': 12088, 'swim': 12089, 'yu': 12090, 'servitude': 12091, 'vengeance': 12092, 'slack': 12093, 'catharsis': 12094, 'houseboat': 12095, 'reese': 12096, 'sit': 12097, 'island': 12098, 'hug': 12099, 'beyond': 12100, 'palestinian': 12101, 'moralism': 12102, 'oodles': 12103, 'traced': 12104, 'flatula': 12105, 'integrates': 12106, 'impulse': 12107, 'ca': 12108, 'unleashed': 12109, 'continuation': 12110, 'explore': 12111, 'pumpkin': 12112, 'easy': 12113, 'soft': 12114, 'pas': 12115, 'bone': 12116, 'democracie': 12117, 'impossible': 12118, 'promenade': 12119, 'devastation': 12120, 'cape': 12121, 'ripe': 12122, 'trimming': 12123, 'tormented': 12124, 'bjarne': 12125, 'caine': 12126, 'believe': 12127, 'weaver': 12128, 'tonal': 12129, 'illustrating': 12130, 'going': 12131, 'psychedelic': 12132, 'those': 12133, 'swirling': 12134, 'resurrect': 12135, 'build': 12136, 'mendes': 12137, 'trivializes': 12138, 'overstylized': 12139, 'these': 12140, 'eh': 12141, 'plausible': 12142, 'hardman': 12143, 'siren': 12144, 'preposterousness': 12145, 'adorably': 12146, 'subtlest': 12147, 'hugely': 12148, 'science': 12149, 'fustily': 12150, 'royal': 12151, 'garbus': 12152, 'swing': 12153, 'mixed': 12154, 'bela': 12155, 'propulsive': 12156, 'marathon': 12157, 'wary': 12158, 'accomodates': 12159, 'irish': 12160, 'bar': 12161, 'essentially': 12162, 'pick': 12163, 'translating': 12164, 'directly': 12165, 'seat': 12166, 'motorized': 12167, 'criterion': 12168, 'scald': 12169, 'renaissance': 12170, 'michel': 12171, 'individual': 12172, 'sting': 12173, 'theatre': 12174, 'fests': 12175, 'executed': 12176, 'survived': 12177, 'rampantly': 12178, 'unpersuasive': 12179, 'sometimes': 12180, 'charisma': 12181, 'pianist': 12182, 'physique': 12183, 'testing': 12184, 'abbass': 12185, 'drooling': 12186, 'pessimist': 12187, 'consolation': 12188, 'andie': 12189, 'pretend': 12190, 'suited': 12191, 'dignified': 12192, 'smaller': 12193, 'claud': 12194, 'fearing': 12195, 'unhidden': 12196, 'unnecessary': 12197, 'minimal': 12198, 'resume': 12199, 'venturesome': 12200, 'cussing': 12201, 'commended': 12202, 'beginning': 12203, 'stagecraft': 12204, 'typical': 12205, 'slipperiness': 12206, 'revitalize': 12207, 'answer': 12208, 'balm': 12209, 'marred': 12210, 'unemotive': 12211, 'cocky': 12212, 'rae': 12213, 'damme': 12214, 'predictability': 12215, 'desolate': 12216, 'gulpilil': 12217, 'certainly': 12218, 'desecration': 12219, 'sprightly': 12220, 'probably': 12221, 'adored': 12222, 'bloodbath': 12223, 'creed': 12224, 'judging': 12225, 'pratfall': 12226, 'reel': 12227, 'uncanny': 12228, 'mein': 12229, 'piss': 12230, 'staid': 12231, 'samira': 12232, 'thriller': 12233, 'amused': 12234, 'misuse': 12235, 'blessed': 12236, 'creative': 12237, 'mcdonald': 12238, 'affirm': 12239, 'amok': 12240, 'tundra': 12241, 'bittersweet': 12242, 'repulsive': 12243, 'objectivity': 12244, 'replaced': 12245, 'patriot': 12246, 'thread': 12247, 'paranoia': 12248, 'histrionic': 12249, 'riviera': 12250, 'unashamedly': 12251, 'enters': 12252, 'descends': 12253, 'forage': 12254, 'artificiality': 12255, 'degenerate': 12256, 'lunatic': 12257, 'studio': 12258, 'perspicacious': 12259, 'imprint': 12260, 'sublimely': 12261, 'baaaaaaaaad': 12262, 'viewing': 12263, 'due': 12264, 'except': 12265, 'ignored': 12266, 'insistently': 12267, 'snapshot': 12268, 'forward': 12269, 'liberal': 12270, 'rubber': 12271, 'chardonne': 12272, 'agape': 12273, 'enigma': 12274, 'aiello': 12275, 'unpleasantness': 12276, 'nurse': 12277, 'garbage': 12278, 'dissing': 12279, 'influence': 12280, 'englishman': 12281, 'atop': 12282, 'pickup': 12283, 'goofy': 12284, 'comprehension': 12285, 'state': 12286, 'tested': 12287, 'pileup': 12288, 'escort': 12289, 'ardently': 12290, 'cribbed': 12291, 'scented': 12292, 'irreconcilable': 12293, 'stoked': 12294, 'terrorizing': 12295, 'profane': 12296, 'leontine': 12297, 'rodan': 12298, 'mobility': 12299, 'august': 12300, 'spare': 12301, 'muccino': 12302, 'present': 12303, 'effectiveness': 12304, 'slickly': 12305, 'tiniest': 12306, 'cackle': 12307, 'grisly': 12308, 'stupid': 12309, 'enthusiastic': 12310, 'gilmore': 12311, 'careening': 12312, 'ignoring': 12313, 'wallop': 12314, 'schultz': 12315, 'unflinching': 12316, 'gleaned': 12317, 'lingered': 12318, 'fire': 12319, 'uncompromising': 12320, 'mark': 12321, 'lived': 12322, 'workable': 12323, 'fraction': 12324, 'scarlet': 12325, 'controlled': 12326, 'hyperbolic': 12327, 'lyricism': 12328, 'spiritual': 12329, 'used': 12330, 'superlative': 12331, 'retrospective': 12332, 'predict': 12333, 'passing': 12334, 'flatman': 12335, 'website': 12336, 'canny': 12337, 'princess': 12338, 'circumstance': 12339, 'associated': 12340, 'epiphany': 12341, 'receives': 12342, 'scientist': 12343, 'recognizably': 12344, 'singh': 12345, 'applying': 12346, 'hunk': 12347, 'disparate': 12348, 'sketch': 12349, 'stultifying': 12350, 'spine': 12351, 'murdock': 12352, 'projector': 12353, 'mcwilliams': 12354, 'toilet': 12355, 'tied': 12356, 'aaa': 12357, 'forrest': 12358, 'hunger': 12359, 'overladen': 12360, 'plato': 12361, 'funky': 12362, 'carl': 12363, 'literally': 12364, 'facetious': 12365, 'blemish': 12366, 'majidi': 12367, 'compendium': 12368, 'rival': 12369, 'south': 12370, 'filmgoing': 12371, 'allegory': 12372, 'expert': 12373, 'inelegant': 12374, 'warden': 12375, 'ingratiating': 12376, 'dealer': 12377, 'lucky': 12378, 'troubadour': 12379, 'inadvertently': 12380, 'marxian': 12381, 'add': 12382, 'promised': 12383, 'kurt': 12384, 'uninspiring': 12385, 'mike': 12386, 'blair': 12387, 'camaraderie': 12388, 'timeout': 12389, 'die': 12390, 'vice': 12391, 'masseur': 12392, 'underway': 12393, 'riled': 12394, 'persuasive': 12395, 'afloat': 12396, 'hobnail': 12397, 'developmentally': 12398, 'venezuelan': 12399, 'colonialism': 12400, 'seldahl': 12401, 'wicked': 12402, 'augustinian': 12403, 'barrie': 12404, 'discovery': 12405, 'thematically': 12406, 'refuse': 12407, 'clerk': 12408, 'uzumaki': 12409, 'thrust': 12410, 'bailiwick': 12411, 'concentrate': 12412, 'investigator': 12413, 'maelstrom': 12414, 'orchestrating': 12415, 'parlance': 12416, 'undernourished': 12417, 'convert': 12418, 'antic': 12419, 'plex': 12420, 'nationally': 12421, 'pained': 12422, 'hysteric': 12423, 'mould': 12424, 'deficit': 12425, 'sprawling': 12426, 'sorely': 12427, 'goofball': 12428, 'hudson': 12429, 'fluidity': 12430, 'horde': 12431, 'area': 12432, 'whirlwind': 12433, 'governmental': 12434, 'labored': 12435, 'classy': 12436, 'military': 12437, 'laura': 12438, 'maturity': 12439, 'seduce': 12440, 'polanski': 12441, 'reconciliation': 12442, 'bv': 12443, 'skinny': 12444, 'bald': 12445, 'culkin': 12446, 'jesse': 12447, 'floundering': 12448, 'approaching': 12449, 'chord': 12450, 'lighted': 12451, 'boundless': 12452, 'succeed': 12453, 'abyss': 12454, 'payne': 12455, 'slopped': 12456, 'parallel': 12457, 'barry': 12458, 'angel': 12459, 'fleeting': 12460, 'absorbed': 12461, 'reiner': 12462, 'vaunted': 12463, 'trifling': 12464, 'pauline': 12465, 'petter': 12466, 'hop': 12467, 'fist': 12468, 'horribly': 12469, 'shaw': 12470, 'juni': 12471, 'cooler': 12472, 'uncertain': 12473, 'breakingly': 12474, 'checking': 12475, 'grumbling': 12476, 'beginner': 12477, 'architecture': 12478, 'waged': 12479, 'indescribably': 12480, 'karmen': 12481, 'melancholic': 12482, 'difference': 12483, 'gluing': 12484, 'manhattan': 12485, 'inspired': 12486, 'morrison': 12487, 'quotation': 12488, 'dishonorable': 12489, 'rama': 12490, 'grasp': 12491, 'required': 12492, 'enjoyably': 12493, 'stitch': 12494, 'cinemantic': 12495, 'bartlett': 12496, 'piffle': 12497, 'increase': 12498, 'cleanflicks': 12499, 'tackle': 12500, 'realist': 12501, 'gnashing': 12502, 'observed': 12503, 'arnold': 12504, 'sewing': 12505, 'scheming': 12506, 'overwhelm': 12507, 'excites': 12508, 'helluva': 12509, 'bringing': 12510, 'prehistoric': 12511, 'invite': 12512, 'derry': 12513, 'counting': 12514, 'unimaginatively': 12515, 'occurs': 12516, 'mattel': 12517, 'bratt': 12518, 'caesar': 12519, 'balance': 12520, 'proclaim': 12521, 'concerned': 12522, 'inability': 12523, 'musical': 12524, 'commitment': 12525, 'rohypnol': 12526, 'grenade': 12527, 'suicide': 12528, 'creation': 12529, 'droning': 12530, 'known': 12531, 'morbid': 12532, 'sell': 12533, 'upscale': 12534, 'kill': 12535, 'aleck': 12536, 'wackiness': 12537, 'abrupt': 12538, 'somnambulant': 12539, 'practice': 12540, 'undeserved': 12541, 'prevention': 12542, 'laurice': 12543, 'rick': 12544, 'surrealistic': 12545, 'secondhand': 12546, 'nation': 12547, 'lumpish': 12548, 'afterwards': 12549, 'neighbor': 12550, 'carpenter': 12551, 'encourage': 12552, 'extension': 12553, 'misfit': 12554, 'orchestrated': 12555, 'addams': 12556, 'scorcher': 12557, 'enchanted': 12558, 'brawny': 12559, 'elegant': 12560, 'exude': 12561, 'viva': 12562, 'visible': 12563, 'dot': 12564, 'loyalty': 12565, 'fascination': 12566, 'convention': 12567, 'prime': 12568, 'disconnect': 12569, 'truthful': 12570, 'brett': 12571, 'shark': 12572, 'confining': 12573, 'misconceived': 12574, 'delightfully': 12575, 'darkly': 12576, 'extremist': 12577, 'phenomenon': 12578, 'unsettled': 12579, 'redeem': 12580, 'scuttled': 12581, 'discernible': 12582, 'spooky': 12583, 'indistinct': 12584, 'lightest': 12585, 'analyze': 12586, 'deftly': 12587, 'castle': 12588, 'thoughtlessly': 12589, 'giving': 12590, 'jangle': 12591, 'producer': 12592, 'insider': 12593, 'unbelievable': 12594, 'sale': 12595, 'dedicated': 12596, 'c': 12597, 'tenet': 12598, 'corcuera': 12599, 'smile': 12600, 'appreciative': 12601, 'decommissioned': 12602, 'outwardly': 12603, 'simplistic': 12604, 'myrtle': 12605, 'fuzziness': 12606, 'user': 12607, 'tamer': 12608, 'wintry': 12609, 'juice': 12610, 'wazoo': 12611, 'disturbance': 12612, 'heroine': 12613, 'juicy': 12614, 'pint': 12615, 'panic': 12616, 'patronising': 12617, 'unimpressively': 12618, 'whatever': 12619, 'awakens': 12620, 'loving': 12621, 'sequin': 12622, 'prolonged': 12623, 'planned': 12624, 'honest': 12625, 'place': 12626, 'alienating': 12627, 'lumbering': 12628, 'threw': 12629, 'maiden': 12630, 'peralta': 12631, 'larson': 12632, 'millisecond': 12633, 'brady': 12634, 'liar': 12635, 'skillful': 12636, 'squanders': 12637, 'unlock': 12638, 'mystic': 12639, 'icon': 12640, 'occurrence': 12641, 'frontal': 12642, 'basement': 12643, 'autistic': 12644, 'open': 12645, 'pat': 12646, 'attracting': 12647, 'terror': 12648, 'bawdy': 12649, 'fanboy': 12650, 'dorm': 12651, 'brim': 12652, 'collage': 12653, 'detention': 12654, 'astounding': 12655, 'patriarchal': 12656, 'biz': 12657, 'generally': 12658, 'coinage': 12659, 'optimism': 12660, 'grub': 12661, 'maguire': 12662, 'meyjes': 12663, 'radiates': 12664, 'then': 12665, 'armenia': 12666, 'adoring': 12667, 'sought': 12668, 'ironically': 12669, 'excellence': 12670, 'affectingly': 12671, 'moral': 12672, 'seated': 12673, 'contour': 12674, 'aplomb': 12675, 'biter': 12676, 'mutilation': 12677, 'dismember': 12678, 'growth': 12679, 'emperor': 12680, 'equal': 12681, 'margot': 12682, 'imbecilic': 12683, 'stripe': 12684, 'thrill': 12685, 'ving': 12686, 'articulate': 12687, 'ultra': 12688, 'nonconformity': 12689, 'oh': 12690, 'empathy': 12691, 'underdeveloped': 12692, 'myth': 12693, 'glamorous': 12694, 'noticed': 12695, 'definite': 12696, 'myriad': 12697, 'murk': 12698, 'koshashvili': 12699, 'callow': 12700, 'invents': 12701, 'delivered': 12702, 'stroll': 12703, 'reassembled': 12704, 'australian': 12705, 'dumped': 12706, 'ingenue': 12707, 'blake': 12708, 'switchblade': 12709, 'endured': 12710, 'solondz': 12711, 'joke': 12712, 'wal': 12713, 'austen': 12714, 'bellyaching': 12715, 'hitchcockianism': 12716, 'mired': 12717, 'glucose': 12718, 'trace': 12719, 'colorful': 12720, 'succession': 12721, 'climate': 12722, 'ploddingly': 12723, 'ryoko': 12724, 'giggling': 12725, 'celebratory': 12726, 'speck': 12727, 'assumption': 12728, 'denied': 12729, 'incongruous': 12730, 'undergo': 12731, 'private': 12732, 'screen': 12733, 'friedman': 12734, 'upfront': 12735, 'charm': 12736, 'uneasy': 12737, 'justifies': 12738, 'gourmet': 12739, 'accentuating': 12740, 'appeal': 12741, 'chaos': 12742, 'romeo': 12743, 'disorienting': 12744, 'familial': 12745, 'plodding': 12746, 'loquacious': 12747, 'loved': 12748, 'jeff': 12749, 'institutionalized': 12750, 'monopoly': 12751, 'distillation': 12752, 'aftermath': 12753, 'bypassing': 12754, 'realism': 12755, 'ivan': 12756, 'comparatively': 12757, 'goodwill': 12758, 'relevant': 12759, 'dancing': 12760, 'effectively': 12761, 'erin': 12762, 'affectionate': 12763, 'transparent': 12764, 'rockumentary': 12765, 'procession': 12766, 'examines': 12767, 'balkan': 12768, 'staging': 12769, 'tolstoy': 12770, 'officially': 12771, 'flinch': 12772, 'precious': 12773, 'overcooked': 12774, 'significant': 12775, 'stereotyped': 12776, 'stardom': 12777, 'prefeminist': 12778, 'missive': 12779, 'silver': 12780, 'tequila': 12781, 'cresting': 12782, 'charlie': 12783, 'cheap': 12784, 'prep': 12785, 'hamstrung': 12786, 'induce': 12787, 'baader': 12788, 'election': 12789, 'hawn': 12790, 'jeanette': 12791, 'bustling': 12792, 'spontaneous': 12793, 'sixty': 12794, 'sharper': 12795, 'bore': 12796, 'bryan': 12797, 'varies': 12798, 'freudian': 12799, 'miyazaki': 12800, 'assured': 12801, 'geniality': 12802, 'baggage': 12803, 'province': 12804, 'elite': 12805, 'whit': 12806, 'prefabricated': 12807, 'icy': 12808, 'appreciated': 12809, 'dimensional': 12810, 'popular': 12811, 'lazier': 12812, 'backbone': 12813, 'diverse': 12814, 'magnificent': 12815, 'calorie': 12816, 'workplace': 12817, 'stomach': 12818, 'overacted': 12819, 'misconstrued': 12820, 'wizardry': 12821, 'malleable': 12822, 'tempting': 12823, 'alternate': 12824, 'underline': 12825, 'gasping': 12826, 'silence': 12827, 'chasm': 12828, 'studiously': 12829, 'destroy': 12830, 'maintains': 12831, 'tread': 12832, 'inadequate': 12833, 'capra': 12834, 'dullingly': 12835, 'isolated': 12836, 'impressionistic': 12837, 'pipe': 12838, 'gratefully': 12839, 'palma': 12840, 'collide': 12841, 'lazily': 12842, 'applauded': 12843, 'platter': 12844, 'geddes': 12845, 'classroom': 12846, 'charlotte': 12847, 'recreational': 12848, 'rendered': 12849, 'ash': 12850, 'also': 12851, 'stanford': 12852, 'spouting': 12853, 'gracefully': 12854, 'hollow': 12855, 'stacy': 12856, 'offering': 12857, 'transcript': 12858, 'binary': 12859, 'college': 12860, 'sociological': 12861, 'handed': 12862, 'paste': 12863, 'imponderably': 12864, 'deserved': 12865, 'drab': 12866, 'care': 12867, 'limerick': 12868, 'secret': 12869, 'winded': 12870, 'aptitude': 12871, 'taxicab': 12872, 'fierce': 12873, 'impersonal': 12874, 'watchful': 12875, 'agitprop': 12876, 'tango': 12877, 'indeed': 12878, 'paltrow': 12879, 'lack': 12880, 'load': 12881, 'fiendish': 12882, 'element': 12883, 'immense': 12884, 'sleep': 12885, 'legend': 12886, 'fuddled': 12887, 'theatrical': 12888, 'activity': 12889, 'disorientated': 12890, 'accessibility': 12891, 'derive': 12892, 'chatter': 12893, 'disappointed': 12894, 'eee': 12895, 'odor': 12896, 'hammer': 12897, 'elmo': 12898, 'unreachable': 12899, 'bodily': 12900, 'occasion': 12901, 'lan': 12902, 'manual': 12903, 'unexplained': 12904, 'rous': 12905, 'finding': 12906, 'wit': 12907, 'spice': 12908, 'numbered': 12909, 'quietude': 12910, 'deny': 12911, 'famous': 12912, 'curious': 12913, 'reasonably': 12914, 'firsthand': 12915, 'period': 12916, 'drawing': 12917, 'shohei': 12918, 'note': 12919, 'outstanding': 12920, 'anecdote': 12921, 'aging': 12922, 'nerved': 12923, 'warped': 12924, 'rank': 12925, 'retooled': 12926, 'dictum': 12927, 'shamelessly': 12928, 'claus': 12929, 'waydowntown': 12930, 'starving': 12931, 'airy': 12932, 'omits': 12933, 'pete': 12934, 'paying': 12935, 'bewilderingly': 12936, 'denial': 12937, 'tropic': 12938, 'hailed': 12939, 'apocalypse': 12940, 'formulaic': 12941, 'expend': 12942, 'frighteningly': 12943, 'charming': 12944, 'lascivious': 12945, 'bursting': 12946, 'crazier': 12947, 'still': 12948, 'witted': 12949, 'shade': 12950, 'babysitter': 12951, 'hussein': 12952, 'misplaced': 12953, 'hipness': 12954, 'decomposition': 12955, 'nesbitt': 12956, 'chomp': 12957, 'unsteady': 12958, 'crash': 12959, 'traverse': 12960, 'incessantly': 12961, 'mcbeal': 12962, 'flatfooted': 12963, 'bon': 12964, 'sugary': 12965, 'merci': 12966, 'qatsi': 12967, 'equation': 12968, 'unanswered': 12969, 'freeing': 12970, 'visual': 12971, 'recommending': 12972, 'grew': 12973, 'exclusively': 12974, 'kincaid': 12975, 'assume': 12976, 'reconciled': 12977, 'soulless': 12978, 'blended': 12979, 'caddyshack': 12980, 'absolutely': 12981, 'carrying': 12982, 'disease': 12983, 'auteil': 12984, 'cousin': 12985, 'single': 12986, 'hothouse': 12987, 'ideal': 12988, 'indie': 12989, 'provides': 12990, 'yourself': 12991, 'hodgepodge': 12992, 'derision': 12993, 'jumbled': 12994, 'local': 12995, 'mediocre': 12996, 'quintet': 12997, 'opera': 12998, 'masquerade': 12999, 'tossed': 13000, 'documenting': 13001, 'ache': 13002, 'interpersonal': 13003, 'shocking': 13004, 'slippery': 13005, 'underventilated': 13006, 'hopped': 13007, 'brazenly': 13008, 'duke': 13009, 'writing': 13010, 'ambiguous': 13011, 'backed': 13012, 'flabby': 13013, 'screenwriter': 13014, 'clamorous': 13015, 'plumbed': 13016, 'alarm': 13017, 'mulholland': 13018, 'chabrol': 13019, 'rapid': 13020, 'sooooo': 13021, 'obsession': 13022, 'frequently': 13023, 'numbingly': 13024, 'coasting': 13025, 'cult': 13026, 'fincher': 13027, 'tavernier': 13028, 'condescension': 13029, 'response': 13030, 'gasm': 13031, 'grown': 13032, 'musing': 13033, 'grandstanding': 13034, 'scoring': 13035, 'repeated': 13036, 'comedian': 13037, 'necessary': 13038, 'sissako': 13039, 'gunfest': 13040, 'unengaging': 13041, 'phoney': 13042, 'mcgrath': 13043, 'transpose': 13044, 'extent': 13045, 'scooby': 13046, 'ron': 13047, 'battery': 13048, 'suddenly': 13049, 'dreamworks': 13050, 'lullaby': 13051, 'electric': 13052, 'carlin': 13053, 'atrociously': 13054, 'visceral': 13055, 'biography': 13056, 'pretty': 13057, 'frisson': 13058, 'boldface': 13059, 'ripping': 13060, 'boat': 13061, 'gum': 13062, 'curdling': 13063, 'activist': 13064, 'boosterism': 13065, 'interlocked': 13066, 'distort': 13067, 'szpilman': 13068, 'acerbic': 13069, 'tearjerker': 13070, 'fussy': 13071, 'mingles': 13072, 'crudely': 13073, 'sporadic': 13074, 'obvious': 13075, 'considerably': 13076, 'weirdo': 13077, 'arch': 13078, 'bearable': 13079, 'core': 13080, 'radical': 13081, 'gunplay': 13082, 'compassionate': 13083, 'sized': 13084, 'iran': 13085, 'posterity': 13086, 'alive': 13087, 'marcus': 13088, 'infant': 13089, 'taking': 13090, 'lector': 13091, 'whimsicality': 13092, 'veneer': 13093, 'insensitivity': 13094, 'ghastly': 13095, 'wife': 13096, 'terminally': 13097, 'tender': 13098, 'deok': 13099, 'barbershop': 13100, 'my': 13101, 'tenderness': 13102, 'byler': 13103, 'bodice': 13104, 'tonto': 13105, 'jfk': 13106, 'spade': 13107, 'droll': 13108, 'light': 13109, 'capricious': 13110, 'elegy': 13111, 'losing': 13112, 'psychologizing': 13113, 'savour': 13114, 'opaque': 13115, 'conformity': 13116, 'knitting': 13117, 'boy': 13118, 'aldrich': 13119, 'unconditional': 13120, 'perhaps': 13121, 'crooned': 13122, 'barrage': 13123, 'harvard': 13124, 'unrecoverable': 13125, 'disservice': 13126, 'veracity': 13127, 'track': 13128, 'lillard': 13129, 'etc': 13130, 'hewn': 13131, 'sturdiness': 13132, 'bronze': 13133, 'tom': 13134, 'tormentor': 13135, 'cricket': 13136, 'following': 13137, 'hearty': 13138, 'retold': 13139, 'veered': 13140, 'teenager': 13141, 'goth': 13142, 'drill': 13143, 'scrape': 13144, 'veteran': 13145, 'columbia': 13146, 'shifting': 13147, 'proved': 13148, 'mess': 13149, 'couch': 13150, 'border': 13151, 'gift': 13152, 'stimulating': 13153, 'convenient': 13154, 'lumpen': 13155, 'leavened': 13156, 'perpetrating': 13157, 'replete': 13158, 'schmaltzy': 13159, 'pot': 13160, 'afford': 13161, 'earthly': 13162, 'knickknack': 13163, 'show': 13164, 'sensationalize': 13165, 'sporadically': 13166, 'frankly': 13167, 'abdul': 13168, 'insecure': 13169, 'cunningham': 13170, 'chill': 13171, 'energetic': 13172, 'pocket': 13173, 'nuttgens': 13174, 'everyday': 13175, 'stylings': 13176, 'mcadams': 13177, 'emulates': 13178, 'heartwarmingly': 13179, 'kaige': 13180, 'demeanour': 13181, 'nicky': 13182, 'revolutionary': 13183, 'partnership': 13184, 'stance': 13185, 'reach': 13186, 'mumbo': 13187, 'dean': 13188, 'seedy': 13189, 'unmistakable': 13190, 'tightened': 13191, 'sandeman': 13192, 'labute': 13193, 'reinforcement': 13194, 'farm': 13195, 'barbarism': 13196, 'bloodwork': 13197, 'capped': 13198, 'educational': 13199, 'narc': 13200, 'settle': 13201, 'gallic': 13202, 'sisterly': 13203, 'bohos': 13204, 'pursue': 13205, 'peaked': 13206, 'revelled': 13207, 'macdowell': 13208, 'aurelie': 13209, 'imitation': 13210, 'kok': 13211, 'pressure': 13212, 'mire': 13213, 'manager': 13214, 'contorting': 13215, 'undisputed': 13216, 'inadequately': 13217, 'shorter': 13218, 'illuminated': 13219, 'marketable': 13220, 'bathtub': 13221, 'washington': 13222, 'afflicts': 13223, 'drenched': 13224, 'haywire': 13225, 'leaping': 13226, 'blubber': 13227, 'alt': 13228, 'documented': 13229, 'grenoble': 13230, 'arising': 13231, 'staggeringly': 13232, 'shameless': 13233, 'incredible': 13234, 'rosenthal': 13235, 'banger': 13236, 'mart': 13237, 'trumped': 13238, 'blinding': 13239, 'fever': 13240, 'surprise': 13241, 'rather': 13242, 'cortez': 13243, 'eccentric': 13244, 'dealing': 13245, 'unrepentant': 13246, 'ripoff': 13247, 'cautionary': 13248, 'chainsaw': 13249, 'underrated': 13250, 'reclaiming': 13251, 'ziyi': 13252, 'romero': 13253, 'worst': 13254, 'nuld': 13255, 'chiefly': 13256, 'ghoulish': 13257, 'imagination': 13258, 'dope': 13259, 'visually': 13260, 'disloyal': 13261, 'guilt': 13262, 'parking': 13263, 'encompassing': 13264, 'beck': 13265, 'degraded': 13266, 'patting': 13267, 's': 13268, 'pooper': 13269, 'execution': 13270, 'cynicism': 13271, 'teetering': 13272, 'anomaly': 13273, 'faux': 13274, 'reunion': 13275, 'mordantly': 13276, 'otto': 13277, 'tucked': 13278, 'meat': 13279, 'pastel': 13280, 'rail': 13281, 'manages': 13282, 'cliche': 13283, 'interplay': 13284, 'shop': 13285, 'overwrought': 13286, 'dridi': 13287, 'danis': 13288, 'stoppard': 13289, 'metropolitan': 13290, 'norrington': 13291, 'bruin': 13292, 'altering': 13293, 'gaunt': 13294, 'price': 13295, 'kendall': 13296, 'elbowed': 13297, 'hatred': 13298, 'frenetic': 13299, 'rinzler': 13300, 'visitor': 13301, 'spawn': 13302, 'diggs': 13303, 'invulnerable': 13304, 'addiction': 13305, 'snubbing': 13306, 'get': 13307, 'mutates': 13308, 'insular': 13309, 'auschwitz': 13310, 'crafting': 13311, 'styled': 13312, 'psychodrama': 13313, 'waiting': 13314, 'subtitled': 13315, 'roughshod': 13316, 'backlash': 13317, 'mind': 13318, 'emerged': 13319, 'narcotized': 13320, 'duly': 13321, 'cracker': 13322, 'english': 13323, 'horizon': 13324, 'overture': 13325, 'slobbering': 13326, 'become': 13327, 'hill': 13328, 'disappointing': 13329, 'giddy': 13330, 'customer': 13331, 'breitbart': 13332, 'oprahfication': 13333, 'healthy': 13334, 'bumbling': 13335, 'strain': 13336, 'confronting': 13337, 'covering': 13338, 'uproar': 13339, 'flame': 13340, 'photographed': 13341, 'combustion': 13342, 'space': 13343, 'misfortune': 13344, 'horrified': 13345, 'untold': 13346, 'witlessness': 13347, 'hundred': 13348, 'objective': 13349, 'schrader': 13350, 'rock': 13351, 'lesbian': 13352, 'galvanize': 13353, 'exclamation': 13354, 'cumulative': 13355, 'razor': 13356, 'damage': 13357, 'watching': 13358, 'shimmeringly': 13359, 'bothered': 13360, 'big': 13361, 'dole': 13362, 'decrepit': 13363, 'jackie': 13364, 'drowned': 13365, 'western': 13366, 'late': 13367, 'yard': 13368, 'fundamental': 13369, 'lush': 13370, 'unschooled': 13371, 'conflicting': 13372, 'offbeat': 13373, 'irritating': 13374, 'bash': 13375, 'ado': 13376, 'drain': 13377, 'fahrenheit': 13378, 'blueprint': 13379, 'spiritualism': 13380, 'smug': 13381, 'jaglom': 13382, 'knowing': 13383, 'indian': 13384, 'acumen': 13385, 'deja': 13386, 'bought': 13387, 'think': 13388, 'liven': 13389, 'intellect': 13390, 'butler': 13391, 'bubba': 13392, 'acolyte': 13393, 'whip': 13394, 'conversation': 13395, 'oddity': 13396, 'neurotic': 13397, 'choke': 13398, 'dismiss': 13399, 'skirt': 13400, 'angeles': 13401, 'wasted': 13402, 'levy': 13403, 'nonbeliever': 13404, 'clung': 13405, 'costner': 13406, 'barney': 13407, 'explored': 13408, 'seamstress': 13409, 'cable': 13410, 'ww': 13411, 'speaks': 13412, 'radio': 13413, 'appealingly': 13414, 'shaped': 13415, 'wholly': 13416, 'rapture': 13417, 'nubile': 13418, 'foundering': 13419, 'evolves': 13420, 'identity': 13421, 'several': 13422, 'margin': 13423, 'annie': 13424, 'learn': 13425, 'purely': 13426, 'dizzily': 13427, 'cheatfully': 13428, 'theatrics': 13429, 'absolute': 13430, 'kibosh': 13431, 'smoke': 13432, 'pollute': 13433, 'libido': 13434, 'sincere': 13435, 'shooting': 13436, 'nice': 13437, 'search': 13438, 'robbery': 13439, 'austere': 13440, 'festival': 13441, 'lin': 13442, 'jules': 13443, 'darker': 13444, 'ethan': 13445, 'either': 13446, 'import': 13447, 'intacto': 13448, 'befallen': 13449, 'hopping': 13450, 'moving': 13451, 'draft': 13452, 'classical': 13453, 'freshening': 13454, 'video': 13455, 'ingenuity': 13456, 'fairlane': 13457, 'talker': 13458, 'disguise': 13459, 'disjointed': 13460, 'philippe': 13461, 'scoopers': 13462, 'assassin': 13463, 'rarest': 13464, 'month': 13465, 'tep': 13466, 'banal': 13467, 'bottomlessly': 13468, 'lisa': 13469, 'third': 13470, 'answered': 13471, 'depict': 13472, 'nightmarish': 13473, 'home': 13474, 'coulda': 13475, 'glumly': 13476, 'shouting': 13477, 'louise': 13478, 'goofiest': 13479, 'inviting': 13480, 'render': 13481, 'imogen': 13482, 'pose': 13483, 'ruh': 13484, 'pokey': 13485, 'wei': 13486, 'intolerance': 13487, 'noticeable': 13488, 'accompanies': 13489, 'shame': 13490, 'skunk': 13491, 'whereas': 13492, 'handling': 13493, 'enervating': 13494, 'sabotage': 13495, 'german': 13496, 'japanimator': 13497, 'endlessly': 13498, 'obligatory': 13499, 'hokum': 13500, 'offended': 13501, 'actorliness': 13502, 'fix': 13503, 'antonio': 13504, 'approximation': 13505, 'presented': 13506, 'duplicate': 13507, 'wai': 13508, 'mibii': 13509, 'pea': 13510, 'sputter': 13511, 'spectacle': 13512, 'simplicity': 13513, 'heavyweight': 13514, 'eternally': 13515, 'help': 13516, 'deploys': 13517, 'forbidden': 13518, 'remembering': 13519, 'showdown': 13520, 'herzog': 13521, 'reputedly': 13522, 'blast': 13523, 'doldrums': 13524, 'expansion': 13525, 'apart': 13526, 'stephen': 13527, 'gourd': 13528, 'insanity': 13529, 'koury': 13530, 'miscast': 13531, 'spat': 13532, 'marvel': 13533, 'winning': 13534, 'evolution': 13535, 'landau': 13536, 'salacious': 13537, 'relative': 13538, 'clamoring': 13539, 'conduit': 13540, 'phrase': 13541, 'tenth': 13542, 'unbearable': 13543, 'remarkable': 13544, 'failure': 13545, 'hired': 13546, 'la': 13547, 'discus': 13548, 'mother': 13549, 'dey': 13550, 'marry': 13551, 'involving': 13552, 'treasured': 13553, 'automatic': 13554, 'bugged': 13555, 'yorkers': 13556, 'feast': 13557, 'swathe': 13558, 'attempt': 13559, 'f': 13560, 'bruce': 13561, 'controlling': 13562, 'floyd': 13563, 'entertainingly': 13564, 'imperfection': 13565, 'conviction': 13566, 'sacrificed': 13567, 'unprovoked': 13568, 'slanted': 13569, 'altogether': 13570, 'crack': 13571, 'sy': 13572, 'wilder': 13573, 'underground': 13574, 'violated': 13575, 'redneck': 13576, 'spoofing': 13577, 'elfriede': 13578, 'lofty': 13579, 'hide': 13580, 'devaluation': 13581, 'paraphrase': 13582, 'prospect': 13583, 'era': 13584, 'imamura': 13585, 'moulin': 13586, 'stereo': 13587, 'paw': 13588, 'reprieve': 13589, 'companionship': 13590, 'handsomely': 13591, 'delivering': 13592, 'misogyny': 13593, 'quibble': 13594, 'underconfident': 13595, 'cutthroat': 13596, 'round': 13597, 'devious': 13598, 'phoenix': 13599, 'ralph': 13600, 'olive': 13601, 'lewd': 13602, 'ireland': 13603, 'incorporate': 13604, 'nurtured': 13605, 'transformed': 13606, 'diminishing': 13607, 'confused': 13608, 'motion': 13609, 'distaste': 13610, 'collectively': 13611, 'effortlessly': 13612, 'utter': 13613, 'clarify': 13614, 'exiled': 13615, 'copenhagen': 13616, 'lucid': 13617, 'sweet': 13618, 'unsatisfactorily': 13619, 'shower': 13620, 'assures': 13621, 'outcome': 13622, 'allied': 13623, 'inspiring': 13624, 'yellow': 13625, 'prevails': 13626, 'depraved': 13627, 'skullduggery': 13628, 'farce': 13629, 'niftiest': 13630, 'clinch': 13631, 'shimizu': 13632, 'unresolved': 13633, 'lighthearted': 13634, 'cornpone': 13635, 'symbiotic': 13636, 'antonia': 13637, 'ably': 13638, 'necessity': 13639, 'brockovich': 13640, 'airless': 13641, 'combat': 13642, 'watt': 13643, 'complexly': 13644, 'percussion': 13645, 'lohman': 13646, 'exciting': 13647, 'isolation': 13648, 'marine': 13649, 'hairdo': 13650, 'cooper': 13651, 'reflective': 13652, 'enormously': 13653, 'swank': 13654, 'lifetime': 13655, 'sandbox': 13656, 'praiseworthy': 13657, 'leguizamo': 13658, 'pretentiousness': 13659, 'conflagration': 13660, 'interpretation': 13661, 'crazy': 13662, 'flamboyance': 13663, 'first': 13664, 'suffering': 13665, 'ample': 13666, 'image': 13667, 'woefully': 13668, 'astronomically': 13669, 'absence': 13670, 'possibility': 13671, 'loosely': 13672, 'aged': 13673, 'included': 13674, 'outtake': 13675, 'pray': 13676, 'collinwood': 13677, 'louiso': 13678, 'since': 13679, 'conforms': 13680, 'cloak': 13681, 'aggravating': 13682, 'farcically': 13683, 'introduce': 13684, 'puzzled': 13685, 'schlocky': 13686, 'chase': 13687, 'survey': 13688, 'dismissive': 13689, 'carmichael': 13690, 'mcdormand': 13691, 'recording': 13692, 'imagined': 13693, 'verbal': 13694, 'fluxing': 13695, 'schmaltz': 13696, 'hidebound': 13697, 'reflexive': 13698, 'reacting': 13699, 'trainspotting': 13700, 'ballsy': 13701, 'sytle': 13702, 'pet': 13703, 'corbett': 13704, 'atlantic': 13705, 'manically': 13706, 'jagger': 13707, 'bo': 13708, 'senseless': 13709, 'uplifting': 13710, 'viveka': 13711, 'hushed': 13712, 'tashlin': 13713, 'vanished': 13714, 'pathetically': 13715, 'eyelid': 13716, 'samurai': 13717, 'physician': 13718, 'audacity': 13719, 'when': 13720, 'cardellini': 13721, 'amorous': 13722, 'dubbed': 13723, 'contemptuous': 13724, 'motif': 13725, 'ultimately': 13726, 'lau': 13727, 'gutter': 13728, 'flood': 13729, 'thoughtfully': 13730, 'autopsy': 13731, 'cipherlike': 13732, 'klein': 13733, 'intolerant': 13734, 'layered': 13735, 'cleansing': 13736, 'grimy': 13737, 'surrealist': 13738, 'freddy': 13739, 'ponderous': 13740, 'repellent': 13741, 'mai': 13742, 'champion': 13743, 'heady': 13744, 'mesmerised': 13745}\n",
            "13745\n",
            "13745\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uzW489fkBWGT",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        },
        "outputId": "6ae3d6fd-c4bf-4f75-ce92-7dede2b2763f"
      },
      "source": [
        "df_train['Tokens'] = df_train['Words'].apply(lambda l: [word_to_int[word] for word in l])\n",
        "df_train['Tokens'].head()"
      ],
      "execution_count": 163,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    [4688, 539, 8481, 1132, 211, 879, 8928, 5604, ...\n",
              "1    [4688, 539, 8481, 1132, 211, 879, 8928, 5604, ...\n",
              "2                                          [4688, 539]\n",
              "3                                               [4688]\n",
              "4                                                [539]\n",
              "Name: Tokens, dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 163
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t7J09AqkB3nH",
        "colab_type": "code",
        "outputId": "781ab3d4-9268-43a4-f5a6-6d4e083e6559",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "word_to_int['a']"
      ],
      "execution_count": 164,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "4688"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 164
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-tWXQm3vCaTP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "87a8299a-d17a-4828-c87a-24c052ee5ab6"
      },
      "source": [
        "max_len = df_train['Tokens'].str.len().max()\n",
        "print(max_len)"
      ],
      "execution_count": 165,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "48\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4K__6EYHEz3q",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 262
        },
        "outputId": "161776d2-1d23-4e94-ee0c-59dfb2a0eb42"
      },
      "source": [
        "all_tokens = np.array([t for t in df_train['Tokens']])\n",
        "encoded_labels = np.array([l for l in df_train['Sentiment']])\n",
        "print(len(all_tokens))\n",
        "print(encoded_labels)\n",
        "# Create blank rows\n",
        "features = np.zeros((len(all_tokens), max_len), dtype=int)\n",
        "# for each phrase, add zeros at the end \n",
        "for i, row in enumerate(all_tokens):\n",
        "    features[i, :len(row)] = row\n",
        "\n",
        "#print first 3 values of the feature matrix \n",
        "print(features[:3])"
      ],
      "execution_count": 166,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "156060\n",
            "[1 2 2 ... 3 2 2]\n",
            "[[ 4688   539  8481  1132   211   879  8928  5604  8458  2865 11902  1341\n",
            "    879  2271  2865 12851 11902  1341   879  6135   158  8481   254  2184\n",
            "   1999  8514   957  8481   254 11019   159   472  8481  4688  1995     0\n",
            "      0     0     0     0     0     0     0     0     0     0     0     0]\n",
            " [ 4688   539  8481  1132   211   879  8928  5604  8458  2865 11902  1341\n",
            "    879  2271     0     0     0     0     0     0     0     0     0     0\n",
            "      0     0     0     0     0     0     0     0     0     0     0     0\n",
            "      0     0     0     0     0     0     0     0     0     0     0     0]\n",
            " [ 4688   539     0     0     0     0     0     0     0     0     0     0\n",
            "      0     0     0     0     0     0     0     0     0     0     0     0\n",
            "      0     0     0     0     0     0     0     0     0     0     0     0\n",
            "      0     0     0     0     0     0     0     0     0     0     0     0]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "23k6Pbj6E2uI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 87
        },
        "outputId": "416b90b6-e8c7-40a3-932b-470de84dbb1a"
      },
      "source": [
        "split_frac = 0.8\n",
        "\n",
        "## split data into training, validation, and test data (features and labels, x and y)\n",
        "\n",
        "split_idx = int(len(features)*0.8)\n",
        "train_x, remaining_x = features[:split_idx], features[split_idx:]\n",
        "train_y, remaining_y = encoded_labels[:split_idx], encoded_labels[split_idx:]\n",
        "\n",
        "test_idx = int(len(remaining_x)*0.5)\n",
        "val_x, test_x = remaining_x[:test_idx], remaining_x[test_idx:]\n",
        "val_y, test_y = remaining_y[:test_idx], remaining_y[test_idx:]\n",
        "\n",
        "## print out the shapes of  resultant feature data\n",
        "print(\"\\t\\t\\tFeature Shapes:\")\n",
        "print(\"Train set: \\t\\t{}\".format(train_x.shape), \n",
        "      \"\\nValidation set: \\t{}\".format(val_x.shape),\n",
        "      \"\\nTest set: \\t\\t{}\".format(test_x.shape))"
      ],
      "execution_count": 167,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\t\t\tFeature Shapes:\n",
            "Train set: \t\t(124848, 48) \n",
            "Validation set: \t(15606, 48) \n",
            "Test set: \t\t(15606, 48)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7g1EBuIDE6WM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        },
        "outputId": "2b363190-b020-46b7-b85a-9b43a44b174a"
      },
      "source": [
        "# create Tensor datasets\n",
        "train_data = TensorDataset(torch.from_numpy(train_x), torch.from_numpy(train_y))\n",
        "valid_data = TensorDataset(torch.from_numpy(val_x), torch.from_numpy(val_y))\n",
        "test_data = TensorDataset(torch.from_numpy(test_x), torch.from_numpy(test_y))\n",
        "\n",
        "# dataloaders\n",
        "batch_size = 54\n",
        "\n",
        "# make sure the SHUFFLE your training data\n",
        "train_loader = DataLoader(train_data, shuffle=True, batch_size=batch_size)\n",
        "valid_loader = DataLoader(valid_data, shuffle=True, batch_size=batch_size)\n",
        "test_loader = DataLoader(test_data, shuffle=True, batch_size=batch_size)\n",
        "\n",
        "# Check the size of the loaders (how many batches inside)\n",
        "print(len(train_loader))\n",
        "print(len(valid_loader))\n",
        "print(len(test_loader))"
      ],
      "execution_count": 168,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2312\n",
            "289\n",
            "289\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8Pxrfy5zFDuA",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "class SentimentRNN(nn.Module):\n",
        "    \"\"\"\n",
        "    The RNN model that will be used to perform Sentiment analysis.\n",
        "    \"\"\"\n",
        "\n",
        "    def __init__(self, vocab_size, output_size, embedding_dim, hidden_dim, n_layers, drop_prob=0.5):\n",
        "        super(SentimentRNN, self).__init__()\n",
        "\n",
        "        self.output_size = output_size\n",
        "        self.n_layers = n_layers\n",
        "        self.hidden_dim = hidden_dim\n",
        "        \n",
        "        # embedding and LSTM layers\n",
        "        self.embedding = nn.Embedding(vocab_size, embedding_dim)\n",
        "        self.lstm = nn.LSTM(embedding_dim, hidden_dim, n_layers, \n",
        "                            dropout=drop_prob, batch_first=True)##单向LSTM\n",
        "        \n",
        "        # dropout layer\n",
        "        self.dropout = nn.Dropout(0.3)\n",
        "        \n",
        "        # linear\n",
        "        self.fc = nn.Linear(hidden_dim, output_size)##单向LSTM\n",
        "        \n",
        "    def forward(self, x, hidden):\n",
        "        batch_size = x.size(0)\n",
        "        #print(\"the size of x is\", x.size())\n",
        "        # embeddings and lstm_out\n",
        "        embeds = self.embedding(x)\n",
        "        #print(\"embeds's size is\",embeds.size())\n",
        "        #print(\"hidden's size is\", len(hidden[1]))\n",
        "        lstm_out, hidden = self.lstm(embeds, hidden)\n",
        "        #print(\"out's size is\", lstm_out.size())\n",
        "        # transform lstm output to input size of linear layers\n",
        "        lstm_out = lstm_out.transpose(0,1)\n",
        "        lstm_out = lstm_out[-1]\n",
        "\n",
        "        out = self.dropout(lstm_out)\n",
        "        out = self.fc(out)        \n",
        "\n",
        "        return out, hidden\n",
        "    \n",
        "    def init_hidden(self, batch_size):\n",
        "        ''' Initializes hidden state '''\n",
        "        # Create two new tensors with sizes n_layers x batch_size x hidden_dim,\n",
        "        # initialized to zero, for hidden state and cell state of LSTM\n",
        "        weight = next(self.parameters()).data\n",
        "        hidden = (weight.new(self.n_layers, batch_size, self.hidden_dim).zero_(),\n",
        "                      weight.new(self.n_layers, batch_size, self.hidden_dim).zero_())\n",
        "        #print(hidden)\n",
        "        return hidden\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B8e6lHrXFfUR",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        },
        "outputId": "f076fb83-4e1c-4e2f-b1f1-b3508f819fd8"
      },
      "source": [
        "vocab_size = len(word_to_int)+1 # +1 for the 0 padding\n",
        "output_size = 5\n",
        "embedding_dim = 400\n",
        "hidden_dim = 256\n",
        "n_layers = 2\n",
        "\n",
        "net = SentimentRNN(vocab_size, output_size, embedding_dim, hidden_dim, n_layers)\n",
        "\n",
        "print(net)"
      ],
      "execution_count": 207,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "SentimentRNN(\n",
            "  (embedding): Embedding(13746, 400)\n",
            "  (lstm): LSTM(400, 256, num_layers=2, batch_first=True, dropout=0.5)\n",
            "  (dropout): Dropout(p=0.3, inplace=False)\n",
            "  (fc): Linear(in_features=256, out_features=5, bias=True)\n",
            ")\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sx6wYkFMFlgY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "lr=0.003\n",
        "\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = torch.optim.Adam(net.parameters(), lr=lr)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MHm2aIcBFpHB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "4798c6f9-b0aa-42a5-a2f3-54bc2f5f9f66"
      },
      "source": [
        "epochs = 3 # 3-4 is approx where I noticed the validation loss stop decreasing\n",
        "\n",
        "counter = 0\n",
        "print_every = 100\n",
        "clip=5 # gradient clipping\n",
        "\n",
        "# move model to GPU, if available\n",
        "#if(train_on_gpu):\n",
        "#    net.cuda()\n",
        "\n",
        "net.train()\n",
        "# train for some number of epochs\n",
        "for e in range(epochs):\n",
        "    # initialize hidden state\n",
        "    h = net.init_hidden(batch_size)\n",
        "\n",
        "    # batch loop\n",
        "    for inputs, labels in train_loader:\n",
        "        \n",
        "        #print(inputs.size())\n",
        "        counter += 1\n",
        "\n",
        "    \n",
        "        h = tuple([each.data for each in h])\n",
        "\n",
        "        # zero accumulated gradients\n",
        "        net.zero_grad()\n",
        "\n",
        "        # get the output from the model\n",
        "        output, h = net(inputs, h)\n",
        "        # calculate the loss and perform backprop\n",
        "        loss = criterion(output, labels)\n",
        "        loss.backward()\n",
        "        # `clip_grad_norm` helps prevent the exploding gradient problem in RNNs / LSTMs.\n",
        "        nn.utils.clip_grad_norm_(net.parameters(), clip)\n",
        "        optimizer.step()\n",
        "\n",
        "        # loss stats\n",
        "        if counter % print_every == 0:\n",
        "            # Get validation loss\n",
        "            val_h = net.init_hidden(batch_size)\n",
        "            val_losses = []\n",
        "            net.eval()\n",
        "            for inputs, labels in valid_loader:\n",
        "\n",
        "                # Creating new variables for the hidden state, otherwise\n",
        "                # we'd backprop through the entire training history\n",
        "                val_h = tuple([each.data for each in val_h])\n",
        "\n",
        "                #if(train_on_gpu):\n",
        "                #    inputs, labels = inputs.cuda(), labels.cuda()\n",
        "\n",
        "                output, val_h = net(inputs, val_h)\n",
        "                val_loss = criterion(output, labels)\n",
        "\n",
        "                val_losses.append(val_loss.item())\n",
        ".L\n",
        "            net.train()\n",
        "            print(\"Epoch: {}/{}...\".format(e+1, epochs),\n",
        "                  \"Step: {}...\".format(counter),\n",
        "                  \"Loss: {:.6f}...\".format(loss.item()),\n",
        "                  \"Val Loss: {:.6f}\".format(np.mean(val_losses)))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch: 1/3... Step: 100... Loss: 1.212199... Val Loss: 1.306470\n",
            "Epoch: 1/3... Step: 200... Loss: 1.275084... Val Loss: 1.306045\n",
            "Epoch: 1/3... Step: 300... Loss: 1.277319... Val Loss: 1.302296\n",
            "Epoch: 1/3... Step: 400... Loss: 1.116318... Val Loss: 1.310381\n",
            "Epoch: 1/3... Step: 500... Loss: 1.248131... Val Loss: 1.305886\n",
            "Epoch: 1/3... Step: 600... Loss: 1.342008... Val Loss: 1.301867\n",
            "Epoch: 1/3... Step: 700... Loss: 1.283794... Val Loss: 1.303953\n",
            "Epoch: 1/3... Step: 800... Loss: 1.239092... Val Loss: 1.307689\n",
            "Epoch: 1/3... Step: 900... Loss: 1.301800... Val Loss: 1.300407\n",
            "Epoch: 1/3... Step: 1000... Loss: 1.236304... Val Loss: 1.304329\n",
            "Epoch: 1/3... Step: 1100... Loss: 1.199864... Val Loss: 1.302939\n",
            "Epoch: 1/3... Step: 1200... Loss: 1.419592... Val Loss: 1.303062\n",
            "Epoch: 1/3... Step: 1300... Loss: 1.186372... Val Loss: 1.300815\n",
            "Epoch: 1/3... Step: 1400... Loss: 1.276218... Val Loss: 1.267355\n",
            "Epoch: 1/3... Step: 1500... Loss: 1.002968... Val Loss: 1.245688\n",
            "Epoch: 1/3... Step: 1600... Loss: 1.225069... Val Loss: 1.238234\n",
            "Epoch: 1/3... Step: 1700... Loss: 1.201643... Val Loss: 1.240984\n",
            "Epoch: 1/3... Step: 1800... Loss: 1.161363... Val Loss: 1.226008\n",
            "Epoch: 1/3... Step: 1900... Loss: 1.134568... Val Loss: 1.216424\n",
            "Epoch: 1/3... Step: 2000... Loss: 1.082214... Val Loss: 1.204413\n",
            "Epoch: 1/3... Step: 2100... Loss: 1.230673... Val Loss: 1.229822\n",
            "Epoch: 1/3... Step: 2200... Loss: 1.040179... Val Loss: 1.200553\n",
            "Epoch: 1/3... Step: 2300... Loss: 1.130573... Val Loss: 1.199654\n",
            "Epoch: 2/3... Step: 2400... Loss: 1.193185... Val Loss: 1.183860\n",
            "Epoch: 2/3... Step: 2500... Loss: 1.178694... Val Loss: 1.174177\n",
            "Epoch: 2/3... Step: 2600... Loss: 1.076613... Val Loss: 1.180891\n",
            "Epoch: 2/3... Step: 2700... Loss: 0.893991... Val Loss: 1.171580\n",
            "Epoch: 2/3... Step: 2800... Loss: 1.089085... Val Loss: 1.153359\n",
            "Epoch: 2/3... Step: 2900... Loss: 1.000112... Val Loss: 1.164974\n",
            "Epoch: 2/3... Step: 3000... Loss: 1.109176... Val Loss: 1.145048\n",
            "Epoch: 2/3... Step: 3100... Loss: 1.099336... Val Loss: 1.141075\n",
            "Epoch: 2/3... Step: 3200... Loss: 1.221912... Val Loss: 1.131199\n",
            "Epoch: 2/3... Step: 3300... Loss: 0.958177... Val Loss: 1.130777\n",
            "Epoch: 2/3... Step: 3400... Loss: 1.027500... Val Loss: 1.121049\n",
            "Epoch: 2/3... Step: 3500... Loss: 0.962381... Val Loss: 1.122682\n",
            "Epoch: 2/3... Step: 3600... Loss: 1.264895... Val Loss: 1.128043\n",
            "Epoch: 2/3... Step: 3700... Loss: 1.032715... Val Loss: 1.116486\n",
            "Epoch: 2/3... Step: 3800... Loss: 1.129034... Val Loss: 1.102943\n",
            "Epoch: 2/3... Step: 3900... Loss: 0.933157... Val Loss: 1.169517\n",
            "Epoch: 2/3... Step: 4000... Loss: 1.125836... Val Loss: 1.108358\n",
            "Epoch: 2/3... Step: 4100... Loss: 0.937364... Val Loss: 1.102040\n",
            "Epoch: 2/3... Step: 4200... Loss: 1.076466... Val Loss: 1.101673\n",
            "Epoch: 2/3... Step: 4300... Loss: 0.919812... Val Loss: 1.071555\n",
            "Epoch: 2/3... Step: 4400... Loss: 0.924493... Val Loss: 1.077707\n",
            "Epoch: 2/3... Step: 4500... Loss: 1.161657... Val Loss: 1.081346\n",
            "Epoch: 2/3... Step: 4600... Loss: 0.939796... Val Loss: 1.092856\n",
            "Epoch: 3/3... Step: 4700... Loss: 0.990341... Val Loss: 1.092036\n",
            "Epoch: 3/3... Step: 4800... Loss: 1.060640... Val Loss: 1.086997\n",
            "Epoch: 3/3... Step: 4900... Loss: 0.792868... Val Loss: 1.077736\n",
            "Epoch: 3/3... Step: 5000... Loss: 0.808780... Val Loss: 1.084344\n",
            "Epoch: 3/3... Step: 5100... Loss: 0.958383... Val Loss: 1.065605\n",
            "Epoch: 3/3... Step: 5200... Loss: 1.044171... Val Loss: 1.067576\n",
            "Epoch: 3/3... Step: 5300... Loss: 0.918110... Val Loss: 1.118791\n",
            "Epoch: 3/3... Step: 5400... Loss: 0.862467... Val Loss: 1.066582\n",
            "Epoch: 3/3... Step: 5500... Loss: 1.002961... Val Loss: 1.094863\n",
            "Epoch: 3/3... Step: 5600... Loss: 0.919004... Val Loss: 1.057444\n",
            "Epoch: 3/3... Step: 5700... Loss: 0.905698... Val Loss: 1.070072\n",
            "Epoch: 3/3... Step: 5800... Loss: 0.884043... Val Loss: 1.047964\n",
            "Epoch: 3/3... Step: 5900... Loss: 0.851728... Val Loss: 1.087438\n",
            "Epoch: 3/3... Step: 6000... Loss: 0.717275... Val Loss: 1.040781\n",
            "Epoch: 3/3... Step: 6100... Loss: 0.770428... Val Loss: 1.054304\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BPQv1oKuFtWk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Get test data loss and accuracy\n",
        "\n",
        "test_losses = [] # track loss\n",
        "num_correct = 0\n",
        "\n",
        "# init hidden state\n",
        "h = net.init_hidden(batch_size)\n",
        "\n",
        "net.eval()\n",
        "# iterate over test data\n",
        "for inputs, labels in test_loader:\n",
        "\n",
        "    # Creating new variables for the hidden state, otherwise\n",
        "    # we'd backprop through the entire training history\n",
        "    h = tuple([each.data for each in h])\n",
        "\n",
        "    # get predicted outputs\n",
        "    output, h = net(inputs, h)\n",
        "    \n",
        "    # calculate loss\n",
        "    test_loss = criterion(output, labels)\n",
        "    test_losses.append(test_loss.item())\n",
        "    \n",
        "    # convert output probabilities to predicted class\n",
        "    _, pred = torch.max(output,1)\n",
        "    \n",
        "    # compare predictions to true label\n",
        "    correct_tensor = pred.eq(labels.view_as(pred))\n",
        "    correct = np.squeeze(correct_tensor.numpy()) if not train_on_gpu else np.squeeze(correct_tensor.cpu().numpy())\n",
        "    num_correct += np.sum(correct)\n",
        "\n",
        "# -- stats! -- ##\n",
        "# avg test loss\n",
        "print(\"Test loss: {:.3f}\".format(np.mean(test_losses)))\n",
        "\n",
        "# accuracy over all test data\n",
        "test_acc = num_correct/len(test_loader.dataset)\n",
        "print(\"Test accuracy: {:.3f}\".format(test_acc))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sbZsMI13UmTw",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}