Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dexter/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import collections\n",
    "import os\n",
    "import tensorflow as tf\n",
    "from keras.models import Sequential, load_model\n",
    "from keras.layers import Dense, Activation, Embedding, Flatten, Dropout, TimeDistributed, Reshape, Lambda\n",
    "from keras.layers import LSTM\n",
    "from keras.optimizers import RMSprop, Adam, SGD\n",
    "from keras import backend as K\n",
    "from keras.utils import to_categorical\n",
    "from keras.callbacks import ModelCheckpoint\n",
    "import numpy as np\n",
    "import argparse\n",
    "import pdb\n",
    "\n",
    "\"\"\"To run this code, you'll need to first download and extract the text dataset\n",
    "    from here: http://www.fit.vutbr.cz/~imikolov/rnnlm/simple-examples.tgz. Change the\n",
    "    data_path variable below to your local exraction path\"\"\"\n",
    "\n",
    "data_path = \"./simple-examples/data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[9970, 9971, 9972, 9974, 9975]\n",
      "{'the': 0, '<unk>': 1, '<eos>': 2, 'N': 3, 'of': 4, 'to': 5, 'a': 6, 'in': 7, 'and': 8, \"'s\": 9, 'that': 10, 'for': 11, '$': 12, 'is': 13, 'it': 14, 'said': 15, 'on': 16, 'by': 17, 'at': 18, 'as': 19, 'from': 20, 'million': 21, 'with': 22, 'mr.': 23, 'was': 24, 'be': 25, 'are': 26, 'its': 27, 'he': 28, 'but': 29, 'has': 30, 'an': 31, \"n't\": 32, 'will': 33, 'have': 34, 'new': 35, 'or': 36, 'company': 37, 'they': 38, 'this': 39, 'year': 40, 'which': 41, 'would': 42, 'about': 43, 'says': 44, 'more': 45, 'were': 46, 'market': 47, 'billion': 48, 'his': 49, 'had': 50, 'their': 51, 'up': 52, 'u.s.': 53, 'one': 54, 'than': 55, 'who': 56, 'some': 57, 'been': 58, 'also': 59, 'stock': 60, 'other': 61, 'share': 62, 'not': 63, 'we': 64, 'corp.': 65, 'if': 66, 'when': 67, 'i': 68, 'last': 69, 'president': 70, 'shares': 71, 'years': 72, 'all': 73, 'first': 74, 'two': 75, 'because': 76, 'trading': 77, 'after': 78, 'could': 79, 'inc.': 80, 'sales': 81, '&': 82, 'there': 83, 'out': 84, 'business': 85, 'only': 86, 'do': 87, 'such': 88, 'can': 89, 'most': 90, 'into': 91, 'york': 92, 'may': 93, 'over': 94, 'co.': 95, 'group': 96, 'many': 97, 'government': 98, 'now': 99, 'federal': 100, 'companies': 101, 'no': 102, 'time': 103, 'bank': 104, 'so': 105, 'any': 106, 'cents': 107, 'people': 108, 'quarter': 109, 'you': 110, 'exchange': 111, 'prices': 112, 'even': 113, 'what': 114, 'price': 115, 'investors': 116, 'say': 117, 'down': 118, 'rose': 119, 'while': 120, 'much': 121, 'yesterday': 122, 'week': 123, 'under': 124, 'securities': 125, 'months': 126, 'them': 127, 'bonds': 128, 'big': 129, 'next': 130, 'interest': 131, 'three': 132, 'earlier': 133, \"'\": 134, 'net': 135, 'earnings': 136, 'major': 137, 'make': 138, 'state': 139, 'american': 140, 'chairman': 141, 'financial': 142, 'did': 143, 'these': 144, 'investment': 145, 'board': 146, 'still': 147, 'through': 148, 'stocks': 149, 'those': 150, 'chief': 151, 'just': 152, 'industry': 153, 'executive': 154, 'since': 155, 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'forces': 1254, 'institutional': 1255, 'premium': 1256, 'santa': 1257, 'separately': 1258, 'sports': 1259, 'takes': 1260, 'win': 1261, 'avoid': 1262, 'cable': 1263, 'contributed': 1264, 'moved': 1265, 'nissan': 1266, 'overall': 1267, 'safety': 1268, 'spend': 1269, 'thomas': 1270, 'valley': 1271, 'benefit': 1272, 'chain': 1273, 'conservative': 1274, 'managing': 1275, 'owners': 1276, 'review': 1277, 'salomon': 1278, 'sometimes': 1279, 'southern': 1280, 'trader': 1281, 'widely': 1282, 'authority': 1283, 'baker': 1284, 'book': 1285, 'create': 1286, 'cuts': 1287, 'develop': 1288, 'electronic': 1289, 'provisions': 1290, 'willing': 1291, 'appear': 1292, 'asset': 1293, 'bell': 1294, 'beyond': 1295, 'deals': 1296, 'debentures': 1297, 'electronics': 1298, 'engineering': 1299, 'improved': 1300, 'indicated': 1301, 'larger': 1302, 'opposition': 1303, 'properties': 1304, 'provided': 1305, 'provides': 1306, 'reflecting': 1307, 'relatively': 1308, 'totaled': 1309, 'appears': 1310, 'backed': 1311, 'goes': 1312, 'hands': 1313, 'materials': 1314, 'measures': 1315, 'met': 1316, 'policies': 1317, 'speculation': 1318, 'substantial': 1319, 'target': 1320, 'works': 1321, 'alone': 1322, 'brands': 1323, 'climbed': 1324, 'council': 1325, 'date': 1326, 'highly': 1327, 'houses': 1328, 'individuals': 1329, 'internal': 1330, 'motors': 1331, 'negative': 1332, 'offers': 1333, 'proceeds': 1334, 'purchases': 1335, 'read': 1336, 'stay': 1337, 'adding': 1338, 'feet': 1339, 'hutton': 1340, 'image': 1341, 'investigation': 1342, 'maintain': 1343, 'nasdaq': 1344, 'pence': 1345, 'planning': 1346, 'social': 1347, 'stanley': 1348, 'tell': 1349, 'version': 1350, 'amounts': 1351, 'appropriations': 1352, 'carrier': 1353, 'class': 1354, 'customer': 1355, 'disaster': 1356, 'lawyer': 1357, 'miles': 1358, 'mutual': 1359, 'passed': 1360, 'practice': 1361, 'reach': 1362, 'so-called': 1363, 'someone': 1364, 'store': 1365, 'story': 1366, 'students': 1367, 'treatment': 1368, 'capital-gains': 1369, 'chance': 1370, 'charles': 1371, 'cited': 1372, 'consultant': 1373, 'drugs': 1374, 'education': 1375, 'everyone': 1376, 'finally': 1377, 'interested': 1378, 'jury': 1379, 'lawmakers': 1380, 'lawson': 1381, 'necessary': 1382, 'option': 1383, 'positions': 1384, 'prevent': 1385, 'publicly': 1386, 'rating': 1387, 'regulatory': 1388, 'worked': 1389, 'approach': 1390, 'attributed': 1391, 'bids': 1392, 'commodity': 1393, 'else': 1394, 'experts': 1395, 'list': 1396, 'minority': 1397, 'moving': 1398, 'negotiations': 1399, 'neither': 1400, 'police': 1401, 'rejected': 1402, 'republican': 1403, 'soviets': 1404, 'standards': 1405, 'success': 1406, 'tough': 1407, 'world-wide': 1408, 'accounting': 1409, 'ads': 1410, 'attention': 1411, 'competitors': 1412, 'eventually': 1413, 'expectations': 1414, 'nor': 1415, 'otc': 1416, 'raising': 1417, 'reorganization': 1418, 'stand': 1419, 'swiss': 1420, 'considering': 1421, 'dividends': 1422, 'entire': 1423, 'factors': 1424, 'fixed': 1425, 'grand': 1426, 'heavily': 1427, 'lack': 1428, 'manhattan': 1429, 'mexico': 1430, 'mostly': 1431, 'northern': 1432, 'petroleum': 1433, 'popular': 1434, 'remaining': 1435, 'retirement': 1436, 'society': 1437, 'sought': 1438, 'spread': 1439, '30-year': 1440, 'access': 1441, 'anyone': 1442, 'art': 1443, 'brown': 1444, 'chapter': 1445, 'export': 1446, 'fight': 1447, 'giving': 1448, 'immediately': 1449, 'magazines': 1450, 'modest': 1451, 'monetary': 1452, 'november': 1453, 'ones': 1454, 'opening': 1455, 'output': 1456, 'ownership': 1457, 'person': 1458, 'real-estate': 1459, 'trend': 1460, 'typically': 1461, 'bridge': 1462, 'bureau': 1463, 'copper': 1464, 'criminal': 1465, 'events': 1466, 'exchanges': 1467, 'film': 1468, 'forecast': 1469, 'gulf': 1470, 'hour': 1471, 'improvement': 1472, 'items': 1473, 'litigation': 1474, 'ltd': 1475, 'mean': 1476, 'opportunity': 1477, 'particular': 1478, 'pentagon': 1479, 'reform': 1480, 'risks': 1481, 'saw': 1482, 'scientists': 1483, 'victims': 1484, 'acquisitions': 1485, 'aircraft': 1486, 'bidding': 1487, 'college': 1488, 'complete': 1489, 'concerned': 1490, 'england': 1491, 'everything': 1492, 'gives': 1493, 'laws': 1494, 'minutes': 1495, 'monthly': 1496, 'moscow': 1497, 'municipal': 1498, 'pending': 1499, 'reduction': 1500, 'regional': 1501, 'travel': 1502, 'usx': 1503, 'aimed': 1504, 'c$': 1505, 'clearly': 1506, 'cover': 1507, 'design': 1508, 'details': 1509, 'e.': 1510, 'gets': 1511, 'homes': 1512, 'lloyd': 1513, 'lose': 1514, 'owner': 1515, 'park': 1516, 'principal': 1517, 'room': 1518, 'traditional': 1519, 'trouble': 1520, 'weak': 1521, 'year-ago': 1522, 'accept': 1523, 'apple': 1524, 'broadcasting': 1525, 'carry': 1526, 'certainly': 1527, 'claim': 1528, 'drive': 1529, 'experience': 1530, 'maturity': 1531, 'mortgages': 1532, 'original': 1533, 'restrictions': 1534, 'sources': 1535, 'strength': 1536, 'thatcher': 1537, 'us$': 1538, 'believed': 1539, 'chinese': 1540, 'combined': 1541, 'controls': 1542, 'couple': 1543, 'cray': 1544, 'crime': 1545, 'debate': 1546, 'easy': 1547, 'ending': 1548, 'facility': 1549, 'fraud': 1550, 'global': 1551, 'grow': 1552, 'increasingly': 1553, 'panel': 1554, 'paribas': 1555, 'parties': 1556, 'paul': 1557, 'primarily': 1558, 'relations': 1559, 'requirements': 1560, 'sort': 1561, 'subordinated': 1562, 'thousands': 1563, 'troubled': 1564, 'true': 1565, 'wrote': 1566, 'corn': 1567, 'difference': 1568, 'grew': 1569, 'involving': 1570, 'l.': 1571, 'ohio': 1572, 'players': 1573, 'prepared': 1574, 'ratings': 1575, 'season': 1576, 'segment': 1577, 'split': 1578, 'sun': 1579, 'vehicles': 1580, 'alleged': 1581, 'arizona': 1582, 'broad': 1583, 'centers': 1584, 'chemicals': 1585, 'chips': 1586, 'developing': 1587, 'expansion': 1588, 'goldman': 1589, 'highest': 1590, 'korea': 1591, 'mae': 1592, 'movie': 1593, 'producer': 1594, 'prosecutors': 1595, 'publishing': 1596, 'quite': 1597, 'revised': 1598, 'roughly': 1599, 'technical': 1600, 'tomorrow': 1601, 'tried': 1602, 'actions': 1603, 'automotive': 1604, 'consulting': 1605, 'damaged': 1606, 'declining': 1607, 'employee': 1608, 'except': 1609, 'expensive': 1610, 'gene': 1611, 'guilty': 1612, 'launched': 1613, 'lin': 1614, 'listed': 1615, 'mail': 1616, 'mitsubishi': 1617, 'nations': 1618, 'numbers': 1619, 'painewebber': 1620, 'plunged': 1621, 'powerful': 1622, 'profitable': 1623, 'rated': 1624, 'released': 1625, 'sells': 1626, 'settled': 1627, 'slowing': 1628, 'st.': 1629, 'waiting': 1630, 'advance': 1631, 'am': 1632, 'amid': 1633, 'assistant': 1634, 'bear': 1635, 'buildings': 1636, 'collapse': 1637, 'competitive': 1638, 'corporations': 1639, 'failure': 1640, 'flow': 1641, 'frank': 1642, 'intelligence': 1643, 'live': 1644, 'manville': 1645, 'region': 1646, 'schools': 1647, 'sterling': 1648, 'tests': 1649, 'associated': 1650, 'charged': 1651, 'coupon': 1652, 'georgia-pacific': 1653, 'headed': 1654, 'heart': 1655, 'insurers': 1656, 'm.': 1657, 'navigation': 1658, 'no.': 1659, 'purchased': 1660, 'putting': 1661, 'radio': 1662, 'recovery': 1663, 'represents': 1664, 'republicans': 1665, 'showing': 1666, 'slowdown': 1667, 'steps': 1668, 'ag': 1669, 'appeal': 1670, 'balance': 1671, 'campeau': 1672, 'devices': 1673, 'documents': 1674, 'dozen': 1675, 'effects': 1676, 'environment': 1677, 'exxon': 1678, 'favor': 1679, 'hundreds': 1680, 'material': 1681, 'maybe': 1682, 'nuclear': 1683, 'philip': 1684, 'phone': 1685, 'placed': 1686, 'portion': 1687, 'predicted': 1688, 'request': 1689, 'runs': 1690, 'sachs': 1691, 'signs': 1692, 'trucks': 1693, 'uncertainty': 1694, 'values': 1695, 'voters': 1696, 'adjusted': 1697, 'advertisers': 1698, 'affairs': 1699, 'affected': 1700, 'c.': 1701, 'complex': 1702, 'dispute': 1703, 'editor': 1704, 'election': 1705, 'elections': 1706, 'expand': 1707, 'fears': 1708, 'hotel': 1709, 'jack': 1710, 'krenz': 1711, 'lending': 1712, 'mass.': 1713, 'mind': 1714, 'paris': 1715, 'plus': 1716, 'primary': 1717, 'reflects': 1718, 'release': 1719, 'sears': 1720, 'successful': 1721, 'threat': 1722, 'traffic': 1723, 'underwriters': 1724, 'unlike': 1725, 'utilities': 1726, 'ventures': 1727, 'whom': 1728, 'accepted': 1729, 'afternoon': 1730, 'alan': 1731, 'century': 1732, 'deposits': 1733, 'elsewhere': 1734, 'exercise': 1735, 'fewer': 1736, 'lincoln': 1737, 'mixte': 1738, 'proposals': 1739, 'reasons': 1740, 'relief': 1741, 'shift': 1742, 'stations': 1743, 'surged': 1744, 'town': 1745, 'trillion': 1746, 'unusual': 1747, 'words': 1748, 'accord': 1749, 'adviser': 1750, 'annually': 1751, 'australian': 1752, 'cds': 1753, 'communist': 1754, 'continental': 1755, 'controlled': 1756, 'ease': 1757, 'established': 1758, 'faces': 1759, 'falling': 1760, 'golden': 1761, 'jersey': 1762, 'junk-bond': 1763, 'liability': 1764, 'mixed': 1765, 'pretty': 1766, 'professional': 1767, 'residents': 1768, 'significantly': 1769, 'strategic': 1770, 'structure': 1771, 'tender': 1772, 'throughout': 1773, 'usual': 1774, 'virtually': 1775, 'accused': 1776, 'at&t': 1777, 'baseball': 1778, 'books': 1779, 'break': 1780, 'cities': 1781, 'client': 1782, 'deputy': 1783, 'distribution': 1784, 'february': 1785, 'fire': 1786, 'guidelines': 1787, 'healthy': 1788, 'hearing': 1789, 'hostile': 1790, 'kept': 1791, 'margin': 1792, 'metals': 1793, 'model': 1794, 'nbc': 1795, 'normal': 1796, 'opposed': 1797, 'positive': 1798, 'practices': 1799, 'ready': 1800, 'sci': 1801, 'sides': 1802, 'speed': 1803, 'starting': 1804, 'substantially': 1805, 'supplies': 1806, 'truck': 1807, 'wrong': 1808, 'b.': 1809, 'benchmark': 1810, 'boosted': 1811, 'certificates': 1812, 'coast': 1813, 'confidence': 1814, 'critics': 1815, 'dallas': 1816, 'defendants': 1817, 'fine': 1818, 'finished': 1819, 'hospital': 1820, 'leaving': 1821, 'lee': 1822, 'losing': 1823, 'mayor': 1824, 'opinion': 1825, 'ordered': 1826, 'present': 1827, 'push': 1828, 'seats': 1829, 'seemed': 1830, 'sir': 1831, 'star': 1832, 'telecommunications': 1833, 'thrifts': 1834, 'w.': 1835, 'weakness': 1836, 'wide': 1837, 'agree': 1838, 'amendment': 1839, 'attorneys': 1840, 'barrels': 1841, 'bigger': 1842, 'broker': 1843, 'core': 1844, 'decisions': 1845, 'deposit': 1846, 'double': 1847, 'employment': 1848, 'florida': 1849, 'follows': 1850, 'gone': 1851, 'ground': 1852, 'highway': 1853, 'instruments': 1854, 'judges': 1855, 'liquidity': 1856, 'mainly': 1857, 'managed': 1858, 'moment': 1859, 'n.j.': 1860, 'names': 1861, 'panama': 1862, 'played': 1863, 'pricing': 1864, 'protect': 1865, 'puts': 1866, 'remained': 1867, 'representatives': 1868, 'responsible': 1869, 'uses': 1870, 'weekend': 1871, 'authorities': 1872, 'b.a.t': 1873, 'bit': 1874, 'blacks': 1875, 'burnham': 1876, 'challenge': 1877, 'conventional': 1878, 'crude': 1879, 'decide': 1880, 'doubt': 1881, 'families': 1882, 'finding': 1883, 'ge': 1884, 'minor': 1885, 'operate': 1886, 'pace': 1887, 'parents': 1888, 'per-share': 1889, 'phillips': 1890, 'prior': 1891, 'producing': 1892, 'reflect': 1893, 'reflected': 1894, 'sea': 1895, 'station': 1896, 'stephen': 1897, 'stopped': 1898, 'suggest': 1899, 'abroad': 1900, 'advantage': 1901, 'appeals': 1902, 'ask': 1903, 'candidates': 1904, 'felt': 1905, 'frankfurt': 1906, 'front': 1907, 'ii': 1908, 'influence': 1909, 'leadership': 1910, 'models': 1911, 'nekoosa': 1912, 'none': 1913, 'older': 1914, 'operates': 1915, 'ounce': 1916, 'relationship': 1917, 'rumors': 1918, 'slipped': 1919, 'soared': 1920, 'talking': 1921, 'temporary': 1922, 'urban': 1923, 'utility': 1924, 'aerospace': 1925, 'africa': 1926, 'contrast': 1927, 'courts': 1928, 'cutting': 1929, 'delay': 1930, 'equal': 1931, 'event': 1932, 'houston': 1933, 'immediate': 1934, 'intended': 1935, 'interstate': 1936, 'keeping': 1937, 'mccaw': 1938, 'meetings': 1939, 'oakland': 1940, 'patients': 1941, 'pharmaceutical': 1942, 'purchasing': 1943, 'scandal': 1944, 'settle': 1945, 'statistics': 1946, 'stronger': 1947, 'suggested': 1948, 'suspended': 1949, 'voted': 1950, 'wells': 1951, 'affect': 1952, 'alternative': 1953, 'assistance': 1954, 'boeing': 1955, 'chrysler': 1956, 'church': 1957, 'citing': 1958, 'compromise': 1959, 'confirmed': 1960, 'consultants': 1961, 'determined': 1962, 'direction': 1963, 'discussions': 1964, 'extremely': 1965, 'fairly': 1966, 'fannie': 1967, 'goal': 1968, 'guarantee': 1969, 'italy': 1970, 'joseph': 1971, 'mca': 1972, 'morris': 1973, 'movies': 1974, 'pages': 1975, 'preliminary': 1976, 'save': 1977, 'shopping': 1978, 'studies': 1979, 'sugar': 1980, 'twice': 1981, 'voice': 1982, 'wang': 1983, 'wife': 1984, 'antitrust': 1985, 'appeared': 1986, 'argue': 1987, 'buyer': 1988, 'citicorp': 1989, 'commitments': 1990, 'comparable': 1991, 'coverage': 1992, 'declared': 1993, 'disclose': 1994, 'fe': 1995, 'file': 1996, 'flight': 1997, 'follow': 1998, 'fourth-quarter': 1999, 'green': 2000, 'gross': 2001, 'guarantees': 2002, 'hollywood': 2003, 'lambert': 2004, 'luxury': 2005, 'negotiating': 2006, 'prove': 2007, 'replace': 2008, 'represent': 2009, 'rich': 2010, 'river': 2011, 'safe': 2012, 'senators': 2013, 'silver': 2014, 'six-month': 2015, 'structural': 2016, 'task': 2017, 'training': 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'membership': 2139, 'mine': 2140, 'nobody': 2141, 'obtain': 2142, 'operator': 2143, 'pact': 2144, 'picture': 2145, 'politicians': 2146, 'rival': 2147, 's.a.': 2148, 'scientific': 2149, 'setting': 2150, 'shipping': 2151, 'temporarily': 2152, 'tend': 2153, 'title': 2154, 'type': 2155, 'ultimately': 2156, 'views': 2157, 'abc': 2158, 'agents': 2159, 'branch': 2160, 'choice': 2161, 'circuit': 2162, 'colleagues': 2163, 'controversial': 2164, 'costly': 2165, 'described': 2166, 'expressed': 2167, 'eye': 2168, 'fair': 2169, 'fields': 2170, 'generation': 2171, 'giants': 2172, 'grain': 2173, 'h.': 2174, 'import': 2175, 'indicate': 2176, 'intel': 2177, 'investing': 2178, 'lawsuits': 2179, 'letters': 2180, 'lowered': 2181, 'manufacturer': 2182, 'millions': 2183, 'nature': 2184, 'newly': 2185, 'normally': 2186, 'p.m.': 2187, 'pass': 2188, 'phelan': 2189, 'piece': 2190, 'proceedings': 2191, 'prospects': 2192, 'publisher': 2193, 'reporters': 2194, 'reporting': 2195, 'resignation': 2196, 'ross': 2197, 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'garden': 2257, 'genes': 2258, 'graphics': 2259, 'guaranteed': 2260, 'hampshire': 2261, 'hearings': 2262, 'household': 2263, 'integrated': 2264, 'metric': 2265, 'miller': 2266, 'obligation': 2267, 'offerings': 2268, 'ogilvy': 2269, 'philadelphia': 2270, 'pictures': 2271, 'possibility': 2272, 'pursue': 2273, 'resistance': 2274, 'restaurant': 2275, 'slide': 2276, 'specialty': 2277, 'stage': 2278, 'stearns': 2279, 'succeed': 2280, 'tied': 2281, 'track': 2282, 'unable': 2283, 'visit': 2284, 'voting': 2285, 'warned': 2286, 'asia': 2287, 'assume': 2288, 'b': 2289, 'card': 2290, 'chancellor': 2291, 'check': 2292, 'christmas': 2293, 'circumstances': 2294, 'comments': 2295, 'constitutional': 2296, 'contends': 2297, 'criticism': 2298, 'crop': 2299, 'differences': 2300, 'enormous': 2301, 'excluding': 2302, 'exposure': 2303, 'extended': 2304, 'forecasts': 2305, 'invested': 2306, 'knows': 2307, 'league': 2308, 'limits': 2309, 'mother': 2310, 'music': 2311, 'participants': 2312, 'pick': 2313, 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'branches': 2372, 'calif': 2373, 'calling': 2374, 'carried': 2375, 'cells': 2376, 'citizens': 2377, 'code': 2378, 'commodities': 2379, 'currencies': 2380, 'default': 2381, 'democracy': 2382, 'douglas': 2383, 'extend': 2384, 'faced': 2385, 'facing': 2386, 'fashion': 2387, 'father': 2388, 'foods': 2389, 'formerly': 2390, 'frequently': 2391, 'friendly': 2392, 'friends': 2393, 'grown': 2394, 'heard': 2395, 'hills': 2396, 'inventories': 2397, 'lawrence': 2398, 'martin': 2399, 'match': 2400, 'messrs.': 2401, 'modern': 2402, 'newspapers': 2403, 'otherwise': 2404, 'possibly': 2405, 'published': 2406, 'quick': 2407, 'requires': 2408, 'retailing': 2409, 'rooms': 2410, 'ruled': 2411, 'secondary': 2412, 'signal': 2413, 'speech': 2414, 'stock-market': 2415, 'suits': 2416, 'tower': 2417, 'tumbled': 2418, 'unemployment': 2419, 'widespread': 2420, 'after-tax': 2421, 'alternatives': 2422, 'answer': 2423, 'apply': 2424, 'approve': 2425, 'atlanta': 2426, 'attractive': 2427, 'badly': 2428, 'brewing': 2429, 'carries': 2430, 'caught': 2431, 'cellular': 2432, 'contributions': 2433, 'disappointing': 2434, 'donald': 2435, 'employers': 2436, 'encourage': 2437, 'equivalent': 2438, 'expanded': 2439, 'expense': 2440, 'filled': 2441, 'gasoline': 2442, 'gop': 2443, 'handle': 2444, 'hunt': 2445, 'massive': 2446, 'merchandise': 2447, 'merely': 2448, 'moderate': 2449, 'networks': 2450, 'observers': 2451, 'peabody': 2452, 'playing': 2453, 'progress': 2454, 'prospect': 2455, 'ran': 2456, 'retain': 2457, 'seeks': 2458, 'son': 2459, 'stories': 2460, 'subcommittee': 2461, 'supposed': 2462, 'thin': 2463, 'turning': 2464, 'turns': 2465, 'unsecured': 2466, 'walter': 2467, 'allegations': 2468, 'applied': 2469, 'appointed': 2470, 'assembly': 2471, 'blood': 2472, 'bringing': 2473, 'causing': 2474, 'changing': 2475, 'closer': 2476, 'consolidated': 2477, 'daniel': 2478, 'editorial': 2479, 'fast': 2480, 'fellow': 2481, 'gap': 2482, 'guy': 2483, 'hall': 2484, 'handling': 2485, 'hired': 2486, 'identified': 2487, 'impossible': 2488, 'mac': 2489, 'machinery': 2490, 'maxwell': 2491, 'memory': 2492, 'metal': 2493, 'nicaragua': 2494, 'orange': 2495, 'pilot': 2496, 'population': 2497, 'predict': 2498, 'prompted': 2499, 'pulled': 2500, 'pushing': 2501, 'race': 2502, 'recorded': 2503, 'resume': 2504, 'sees': 2505, 'site': 2506, 'sophisticated': 2507, 'spain': 2508, 'steady': 2509, 'storage': 2510, 'sunday': 2511, 'surprised': 2512, 'surprising': 2513, 'tobacco': 2514, 'transfer': 2515, 'troubles': 2516, 'yeargin': 2517, 'allowing': 2518, 'applications': 2519, 'aside': 2520, 'boom': 2521, 'bottom': 2522, 'cautious': 2523, 'channel': 2524, 'complained': 2525, 'dealing': 2526, 'delays': 2527, 'downturn': 2528, 'educational': 2529, 'elaborate': 2530, 'eliminate': 2531, 'enforcement': 2532, 'establish': 2533, 'fast-food': 2534, 'flights': 2535, 'franchise': 2536, 'greenspan': 2537, 'hanover': 2538, 'harder': 2539, 'heads': 2540, 'hear': 2541, 'honecker': 2542, 'insurer': 2543, 'introduce': 2544, 'lawsuit': 2545, 'maintenance': 2546, 'massachusetts': 2547, 'maximum': 2548, 'merchant': 2549, 'nec': 2550, 'nixon': 2551, 'northeast': 2552, 'numerous': 2553, 'one-year': 2554, 'opec': 2555, 'ought': 2556, 'parliament': 2557, 'plastic': 2558, 'player': 2559, 'portfolios': 2560, 'priority': 2561, 'profitability': 2562, 'pulp': 2563, 'reading': 2564, 'recalls': 2565, 'resulted': 2566, 'revenues': 2567, 'severe': 2568, 'specialist': 2569, 'subsidiaries': 2570, 'sudden': 2571, 'table': 2572, 'theory': 2573, 'thompson': 2574, 'threatened': 2575, 'three-month': 2576, 'viacom': 2577, 'video': 2578, 'violations': 2579, 'wait': 2580, 'worker': 2581, 'a$': 2582, 'announce': 2583, 'billions': 2584, 'bloc': 2585, 'bob': 2586, 'campbell': 2587, 'carrying': 2588, 'chains': 2589, 'chamber': 2590, 'claimed': 2591, 'compensation': 2592, 'connection': 2593, 'consumption': 2594, 'containers': 2595, 'counsel': 2596, 'dead': 2597, 'dealer': 2598, 'determine': 2599, 'developers': 2600, 'egg': 2601, 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2716, 'besides': 2717, 'blue': 2718, 'blue-chip': 2719, 'bulk': 2720, 'consensus': 2721, 'considerable': 2722, 'corry': 2723, 'covering': 2724, 'daiwa': 2725, 'des': 2726, 'du': 2727, 'efficient': 2728, 'el': 2729, 'engine': 2730, 'engineers': 2731, 'english': 2732, 'exclusive': 2733, 'fifth': 2734, 'forms': 2735, 'generate': 2736, 'goals': 2737, 'harris': 2738, 'holiday': 2739, 'icahn': 2740, 'mci': 2741, 'mesa': 2742, 'metropolitan': 2743, 'mills': 2744, 'places': 2745, 'procedures': 2746, 'psyllium': 2747, 'quiet': 2748, 'ranging': 2749, 'restaurants': 2750, 'resulting': 2751, 'retailer': 2752, 'rockefeller': 2753, 'royal': 2754, 'scale': 2755, 'schedule': 2756, 'sensitive': 2757, 'somewhat': 2758, 'stable': 2759, 'standing': 2760, 'strongly': 2761, 'turmoil': 2762, 'weaker': 2763, 'wonder': 2764, 'airways': 2765, 'apparent': 2766, 'argument': 2767, 'arrangement': 2768, 'asian': 2769, 'beat': 2770, 'behalf': 2771, 'brazil': 2772, 'broader': 2773, 'broken': 2774, 'clean': 2775, 'cleveland': 2776, 'combination': 2777, 'competing': 2778, 'concept': 2779, 'conduct': 2780, 'conducted': 2781, 'convert': 2782, 'convicted': 2783, 'davis': 2784, 'dean': 2785, 'deaths': 2786, 'defend': 2787, 'defensive': 2788, 'delayed': 2789, 'delta': 2790, 'disk': 2791, 'donaldson': 2792, 'doubled': 2793, 'earth': 2794, 'economics': 2795, 'edison': 2796, 'eggs': 2797, 'expire': 2798, 'fit': 2799, 'friend': 2800, 'gen.': 2801, 'gonzalez': 2802, 'guide': 2803, 'hardly': 2804, 'hot': 2805, 'incentives': 2806, 'initiative': 2807, 'involve': 2808, 'jim': 2809, 'las': 2810, 'latin': 2811, 'learning': 2812, 'location': 2813, 'looked': 2814, 'marine': 2815, 'miami': 2816, 'mich.': 2817, 'poll': 2818, 'pressures': 2819, 'regime': 2820, 'registered': 2821, 'sell-off': 2822, 'send': 2823, 'slid': 2824, 'spirits': 2825, 'surplus': 2826, 'taiwan': 2827, 'variety': 2828, 'victory': 2829, 'a.m.': 2830, 'abandoned': 2831, 'acts': 2832, 'address': 2833, 'allen': 2834, 'allianz': 2835, 'answers': 2836, 'arm': 2837, 'arthur': 2838, 'body': 2839, 'borrowing': 2840, 'broke': 2841, 'collection': 2842, 'compete': 2843, 'confident': 2844, 'democrat': 2845, 'departure': 2846, 'device': 2847, 'discussing': 2848, 'distributed': 2849, 'districts': 2850, 'eased': 2851, 'edition': 2852, 'effectively': 2853, 'engaged': 2854, 'enter': 2855, 'experiments': 2856, 'favorable': 2857, 'forest': 2858, 'guard': 2859, 'hoped': 2860, 'identify': 2861, 'indian': 2862, 'island': 2863, 'lilly': 2864, 'linked': 2865, 'meant': 2866, 'merc': 2867, 'occurred': 2868, 'peace': 2869, 'permanent': 2870, 'pont': 2871, 'poverty': 2872, 'precious': 2873, 'principle': 2874, 'program-trading': 2875, 'purposes': 2876, 'reasonable': 2877, 'recapitalization': 2878, 'renewed': 2879, 'repair': 2880, 'requiring': 2881, 'respond': 2882, 'responded': 2883, 'rey': 2884, 'rock': 2885, 'round': 2886, 'seeing': 2887, 'sellers': 2888, 'shall': 2889, 'sotheby': 2890, 'trip': 2891, 'van': 2892, 'waste': 2893, 'wave': 2894, 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'carnival': 3069, 'catch': 3070, 'checks': 3071, 'cia': 3072, 'comfortable': 3073, 'consideration': 3074, 'counter': 3075, 'dealings': 3076, 'detailed': 3077, 'developments': 3078, 'divided': 3079, 'draw': 3080, 'dutch': 3081, 'falls': 3082, 'fla.': 3083, 'flying': 3084, 'foreign-exchange': 3085, 'freeway': 3086, 'g.': 3087, 'gamble': 3088, 'giuliani': 3089, 'holder': 3090, 'imposed': 3091, 'indicators': 3092, 'interbank': 3093, 'kennedy': 3094, 'kids': 3095, 'korean': 3096, 'legislators': 3097, 'liberal': 3098, 'lies': 3099, 'marcos': 3100, 'maynard': 3101, 'merksamer': 3102, 'milk': 3103, 'mips': 3104, 'nasa': 3105, 'nervous': 3106, 'opponents': 3107, 'organized': 3108, 'originally': 3109, 'overnight': 3110, 'owed': 3111, 'pill': 3112, 'pinkerton': 3113, 'planes': 3114, 'promote': 3115, 'recover': 3116, 'referring': 3117, 'refinery': 3118, 'regulation': 3119, 'relative': 3120, 'remarks': 3121, 'replaced': 3122, 'requested': 3123, 'sciences': 3124, 'selected': 3125, 'slump': 3126, 'sons': 3127, 'starts': 3128, 'stateswest': 3129, 'steep': 3130, 'stone': 3131, 'succeeding': 3132, 'telegraph': 3133, 'tight': 3134, 'totally': 3135, 'treaty': 3136, 'unions': 3137, 'vegas': 3138, 'viewed': 3139, 'wish': 3140, 'wood': 3141, 'zealand': 3142, 'activists': 3143, 'african': 3144, 'allegedly': 3145, 'analysis': 3146, 'anybody': 3147, 'apart': 3148, 'appropriate': 3149, 'asbestos': 3150, 'attitude': 3151, 'barely': 3152, 'barney': 3153, 'bartlett': 3154, 'bet': 3155, 'boren': 3156, 'burden': 3157, 'businessmen': 3158, 'carl': 3159, 'category': 3160, 'cleared': 3161, 'contras': 3162, 'controlling': 3163, 'controversy': 3164, 'curb': 3165, 'deadline': 3166, 'departments': 3167, 'disappointed': 3168, 'disease': 3169, 'emerging': 3170, 'ends': 3171, 'entirely': 3172, 'exist': 3173, 'expert': 3174, 'famous': 3175, 'farmer': 3176, 'features': 3177, 'findings': 3178, 'fired': 3179, 'fixed-rate': 3180, 'foot': 3181, 'founded': 3182, 'freight': 3183, 'galileo': 3184, 'gary': 3185, 'grants': 3186, 'gyrations': 3187, 'handled': 3188, 'indication': 3189, 'indictment': 3190, 'joining': 3191, 'labor-management': 3192, 'leads': 3193, 'lewis': 3194, 'load': 3195, 'maintained': 3196, 'maryland': 3197, 'mature': 3198, 'medicine': 3199, 'memories': 3200, 'mercantile': 3201, 'mgm': 3202, 'obvious': 3203, 'participation': 3204, 'penalties': 3205, 'penalty': 3206, 'permitted': 3207, 'polish': 3208, 'presented': 3209, 'presidential': 3210, 'programming': 3211, 'promises': 3212, 'proved': 3213, 'publications': 3214, 'raises': 3215, 'rare': 3216, 'readers': 3217, 'receipts': 3218, 'remove': 3219, 'representative': 3220, 'rescue': 3221, 'resort': 3222, 'restore': 3223, 'retire': 3224, 'rural': 3225, 'sam': 3226, 'showtime': 3227, 'speculators': 3228, 'start-up': 3229, 'stated': 3230, 'steven': 3231, 'straight': 3232, 'stress': 3233, 'sued': 3234, 'swap': 3235, 'technique': 3236, 'thinking': 3237, 'vary': 3238, 'visitors': 3239, 'winning': 3240, 'acres': 3241, 'attracted': 3242, 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'upper': 4394, 'upscale': 4395, 'v.': 4396, 'violate': 4397, 'vision': 4398, 'wary': 4399, 'wathen': 4400, 'wealth': 4401, 'welcome': 4402, 'withdraw': 4403, 'year-end': 4404, 'yes': 4405, 'yielding': 4406, 'abortion-rights': 4407, 'acknowledges': 4408, 'adverse': 4409, 'affair': 4410, 'agreeing': 4411, 'alaska': 4412, 'alcohol': 4413, 'alive': 4414, 'alter': 4415, 'altogether': 4416, 'amounted': 4417, 'anderson': 4418, 'antar': 4419, 'apartheid': 4420, 'apiece': 4421, 'arkansas': 4422, 'armstrong': 4423, 'array': 4424, 'assigned': 4425, 'assurance': 4426, 'atmosphere': 4427, 'attempted': 4428, 'banning': 4429, 'bears': 4430, 'beneficial': 4431, 'bernstein': 4432, 'bitter': 4433, 'bottle': 4434, 'bugs': 4435, 'bus': 4436, 'camera': 4437, 'champion': 4438, 'christie': 4439, 'cineplex': 4440, 'clearance': 4441, 'column': 4442, 'combat': 4443, 'combine': 4444, 'communication': 4445, 'coniston': 4446, 'consisting': 4447, 'consolidation': 4448, 'copyright': 4449, 'couples': 4450, 'creates': 4451, 'daly': 4452, 'decker': 4453, 'decrease': 4454, 'defaults': 4455, 'della': 4456, 'denver': 4457, 'depositary': 4458, 'designer': 4459, 'designs': 4460, 'deutsche': 4461, 'dingell': 4462, 'discussion': 4463, 'diseases': 4464, 'drink': 4465, 'edelman': 4466, 'eli': 4467, 'emissions': 4468, 'enacted': 4469, 'entrepreneur': 4470, 'excessive': 4471, 'fares': 4472, 'feature': 4473, 'femina': 4474, 'ftc': 4475, 'full-year': 4476, 'functions': 4477, 'fundamentals': 4478, 'furniture': 4479, 'gathering': 4480, 'glasnost': 4481, 'gould': 4482, 'guys': 4483, 'harvest': 4484, 'haven': 4485, 'heading': 4486, 'heritage': 4487, 'high-quality': 4488, 'historical': 4489, 'hoffman': 4490, 'hybrid': 4491, 'impose': 4492, 'indicted': 4493, 'insiders': 4494, 'instrument': 4495, 'intend': 4496, 'interim': 4497, 'israeli': 4498, 'kasparov': 4499, 'khmer': 4500, 'knocked': 4501, 'latter': 4502, 'lay': 4503, 'leasing': 4504, 'legitimate': 4505, 'letting': 4506, 'libor': 4507, 'losers': 4508, 'madison': 4509, 'magnetic': 4510, 'married': 4511, 'mere': 4512, 'mexican': 4513, 'mid-october': 4514, 'miniscribe': 4515, 'minpeco': 4516, 'montreal': 4517, 'movements': 4518, 'n.j': 4519, 'nashua': 4520, 'nato': 4521, 'negotiate': 4522, 'nl': 4523, 'obligations': 4524, 'occasionally': 4525, 'ocean': 4526, 'odd': 4527, 'oregon': 4528, 'overcome': 4529, 'passengers': 4530, 'payroll': 4531, 'perception': 4532, 'phase': 4533, 'picking': 4534, 'popularity': 4535, 'private-sector': 4536, 'privatization': 4537, 'proceed': 4538, 'promotional': 4539, 'protesters': 4540, 'prudential': 4541, 'publicity': 4542, 'pursuit': 4543, 'qualify': 4544, 'quit': 4545, 'rain': 4546, 'recommendations': 4547, 'redeem': 4548, 'refuse': 4549, 'regardless': 4550, 'regions': 4551, 'registration': 4552, 'reject': 4553, 'remainder': 4554, 'respect': 4555, 'rosen': 4556, 'salaries': 4557, 'salespeople': 4558, 'sanford': 4559, 'seize': 4560, 'serves': 4561, 'settlements': 4562, 'shevardnadze': 4563, 'shock': 4564, 'shuttle': 4565, 'signing': 4566, 'singer': 4567, 'slashed': 4568, 'smoke': 4569, 'soaring': 4570, 'societe': 4571, 'southeast': 4572, 'southwest': 4573, 'sparked': 4574, 'speculated': 4575, 'spirit': 4576, 'stages': 4577, 'steinberg': 4578, 'stemmed': 4579, 'stockholm': 4580, 'strict': 4581, 'stuck': 4582, 'suggesting': 4583, 'tax-exempt': 4584, 'teddy': 4585, 'tendered': 4586, 'threatening': 4587, 'topic': 4588, 'tougher': 4589, 'toy': 4590, 'tremendous': 4591, 'tries': 4592, 'unconstitutional': 4593, 'understanding': 4594, 'urge': 4595, 'vaccine': 4596, 'violence': 4597, 'volokh': 4598, 'wear': 4599, 'wider': 4600, 'winners': 4601, 'wire': 4602, 'witness': 4603, 'writers': 4604, 'wrongdoing': 4605, '190-point': 4606, 'actor': 4607, 'advising': 4608, 'alfred': 4609, 'amended': 4610, 'angeles-based': 4611, 'anheuser': 4612, 'anxiety': 4613, 'anymore': 4614, 'apples': 4615, 'architecture': 4616, 'arguing': 4617, 'arrangements': 4618, 'arrested': 4619, 'ashland': 4620, 'assassination': 4621, 'attendants': 4622, 'attracting': 4623, 'authors': 4624, 'automatic': 4625, 'azoff': 4626, 'ball': 4627, 'banc': 4628, 'bancorp': 4629, 'barrier': 4630, 'beatrice': 4631, 'beneficiaries': 4632, 'bennett': 4633, 'blocking': 4634, 'boesky': 4635, 'border': 4636, 'bourbon': 4637, 'bureaucracy': 4638, 'businessman': 4639, 'careful': 4640, 'cargo': 4641, 'catalog': 4642, 'chances': 4643, 'chandler': 4644, 'cheating': 4645, 'chicago-based': 4646, 'choices': 4647, 'christian': 4648, 'communists': 4649, 'commuters': 4650, 'concerning': 4651, 'conclusion': 4652, 'conn': 4653, 'constantly': 4654, 'contended': 4655, 'conversations': 4656, 'cope': 4657, 'counted': 4658, 'counterparts': 4659, 'crops': 4660, 'cruise': 4661, 'crunch': 4662, 'cs': 4663, 'cuba': 4664, 'cubic': 4665, 'cup': 4666, 'd.t.': 4667, 'dan': 4668, 'dark': 4669, 'dataproducts': 4670, 'derivative': 4671, 'describes': 4672, 'desk': 4673, 'detail': 4674, 'deterioration': 4675, 'dialogue': 4676, 'diamond': 4677, 'diminished': 4678, 'dinner': 4679, 'disappointment': 4680, 'doubts': 4681, 'drawing': 4682, 'drinking': 4683, 'dubbed': 4684, 'earning': 4685, 'edt': 4686, 'enhanced': 4687, 'enjoy': 4688, 'entering': 4689, 'enterprise': 4690, 'equaling': 4691, 'ethics': 4692, 'evaluation': 4693, 'exception': 4694, 'exercisable': 4695, 'expertise': 4696, 'federally': 4697, 'feed': 4698, 'feels': 4699, 'filipino': 4700, 'filling': 4701, 'fines': 4702, 'finnish': 4703, 'flows': 4704, 'forest-products': 4705, 'fort': 4706, 'four-year': 4707, 'fresenius': 4708, 'fruit': 4709, 'gates': 4710, 'god': 4711, 'goldberg': 4712, 'greenville': 4713, 'greenwich': 4714, 'grenfell': 4715, 'grows': 4716, 'gte': 4717, 'historically': 4718, 'hughes': 4719, 'illegally': 4720, 'indexing': 4721, 'influential': 4722, 'integration': 4723, 'intention': 4724, 'intermediate': 4725, 'interpublic': 4726, 'invited': 4727, 'iran-contra': 4728, 'issuance': 4729, 'jet': 4730, 'journalists': 4731, 'keeps': 4732, 'ky.': 4733, 'larry': 4734, 'lbo': 4735, 'listen': 4736, 'longstanding': 4737, 'manila': 4738, 'marvin': 4739, 'methods': 4740, 'minimal': 4741, 'minnesota': 4742, 'misleading': 4743, 'municipals': 4744, 'n.': 4745, 'naturally': 4746, 'near-term': 4747, 'neighborhoods': 4748, 'nfl': 4749, 'nih': 4750, 'nsc': 4751, 'observed': 4752, 'oklahoma': 4753, 'oliver': 4754, 'orleans': 4755, 'overhead': 4756, 'parker': 4757, 'patents': 4758, 'pcs': 4759, 'percent': 4760, 'perform': 4761, 'peterson': 4762, 'phenomenon': 4763, 'pitch': 4764, 'politically': 4765, 'preference': 4766, 'preserve': 4767, 'prince': 4768, 'proposing': 4769, 'prosecutor': 4770, 'provigo': 4771, 'quantities': 4772, 'quotron': 4773, 'radiation': 4774, 'raider': 4775, 'recall': 4776, 'receivables': 4777, 'reduces': 4778, 'reopen': 4779, 'restructured': 4780, 'returning': 4781, 'reviewing': 4782, 'rises': 4783, 'robertson': 4784, 'rochester': 4785, 'rtc': 4786, 'saving': 4787, 'scientist': 4788, 'score': 4789, 'seattle': 4790, 'settling': 4791, 'shake': 4792, 'sick': 4793, 'signaled': 4794, 'signals': 4795, 'solve': 4796, 'sooner': 4797, 'specializes': 4798, 'specify': 4799, 'spoke': 4800, 'sport': 4801, 'steam': 4802, 'stems': 4803, 'straszheim': 4804, 'suisse': 4805, 'survival': 4806, 'switched': 4807, 'taxation': 4808, 'techniques': 4809, 'temblor': 4810, 'tested': 4811, 'thereafter': 4812, 'toshiba': 4813, 'transplants': 4814, 'understood': 4815, 'upjohn': 4816, 'warming': 4817, 'weakened': 4818, 'wearing': 4819, 'weisfield': 4820, 'wines': 4821, 'wins': 4822, 'witnesses': 4823, 'writes': 4824, 'xerox': 4825, 'yale': 4826, 'zurich': 4827, 'absorb': 4828, 'accrued': 4829, 'adjust': 4830, 'agnelli': 4831, 'ambassador': 4832, 'andersson': 4833, 'antonio': 4834, 'anxious': 4835, 'appellate': 4836, 'arab': 4837, 'aspect': 4838, 'asserted': 4839, 'assurances': 4840, 'automatically': 4841, 'avoided': 4842, 'azt': 4843, 'backer': 4844, 'bargain': 4845, 'barred': 4846, 'barry': 4847, 'battery': 4848, 'bernard': 4849, 'bidder': 4850, 'billing': 4851, 'bogart': 4852, 'booming': 4853, 'boyd': 4854, 'boys': 4855, 'breach': 4856, 'breakers': 4857, 'breaks': 4858, 'brings': 4859, 'cabinet': 4860, 'carter': 4861, 'catastrophic': 4862, 'charlotte': 4863, 'chose': 4864, 'chunk': 4865, 'columnist': 4866, 'commercials': 4867, 'concentrated': 4868, 'confrontation': 4869, 'considers': 4870, 'consistent': 4871, 'consists': 4872, 'constant': 4873, 'contel': 4874, 'convenience': 4875, 'convention': 4876, 'corruption': 4877, 'cultural': 4878, 'defeat': 4879, 'defendant': 4880, 'delegation': 4881, 'dell': 4882, 'demonstrations': 4883, 'dentsu': 4884, 'depreciation': 4885, 'disagree': 4886, 'disputes': 4887, 'dissident': 4888, 'distance': 4889, 'dodge': 4890, 'doors': 4891, 'drought': 4892, 'dry': 4893, 'earthquakes': 4894, 'eat': 4895, 'engage': 4896, 'entrepreneurs': 4897, 'error': 4898, 'errors': 4899, 'exceeding': 4900, 'existence': 4901, 'expired': 4902, 'fate': 4903, 'fcc': 4904, 'forget': 4905, 'furs': 4906, 'gillett': 4907, 'glenn': 4908, 'gradually': 4909, 'guber-peters': 4910, 'guess': 4911, 'half-hour': 4912, 'hartford': 4913, 'hawaii': 4914, 'hearst': 4915, 'helmsley': 4916, 'households': 4917, 'ima': 4918, 'imminent': 4919, 'indexes': 4920, 'indianapolis': 4921, 'indicator': 4922, 'infected': 4923, 'initiatives': 4924, 'inquiries': 4925, 'interviews': 4926, 'ira': 4927, 'islands': 4928, 'item': 4929, 'joe': 4930, 'justify': 4931, 'knowledge': 4932, 'launching': 4933, 'levy': 4934, 'listing': 4935, 'lived': 4936, 'locations': 4937, 'lock': 4938, 'logic': 4939, 'long-distance': 4940, 'mancuso': 4941, 'mandatory': 4942, 'marginal': 4943, 'mess': 4944, 'missile': 4945, 'mount': 4946, 'murray': 4947, 'negotiators': 4948, 'nippon': 4949, 'norfolk': 4950, 'norman': 4951, 'northwest': 4952, 'outcry': 4953, 'outlays': 4954, 'pan': 4955, 'passage': 4956, 'passing': 4957, 'perestroika': 4958, 'perfect': 4959, 'perfectly': 4960, 'performing': 4961, 'persistent': 4962, 'personally': 4963, 'philippine': 4964, 'philosophy': 4965, 'pills': 4966, 'platinum': 4967, 'poorly': 4968, 'pressing': 4969, 'pride': 4970, 'procedure': 4971, 'prolonged': 4972, 'promising': 4973, 'proponents': 4974, 'proteins': 4975, 'province': 4976, 'publishes': 4977, 'quantum': 4978, 'quietly': 4979, 'ranges': 4980, 'ratners': 4981, 'reader': 4982, 'receives': 4983, 'recommend': 4984, 'recommendation': 4985, 'refunding': 4986, 'remarkable': 4987, 'removing': 4988, 'repairs': 4989, 'requirement': 4990, 'richter': 4991, 'rockwell': 4992, 'ru-486': 4993, 'rubles': 4994, 'rush': 4995, 'saks': 4996, 'salesman': 4997, 'sank': 4998, 'savings-and-loan': 4999, 'screens': 5000, 'scrutiny': 5001, 'seeds': 5002, 'seized': 5003, 'serial': 5004, 'shadow': 5005, 'sheets': 5006, 'shippers': 5007, 'sierra': 5008, 'sister': 5009, 'sites': 5010, 'skase': 5011, 'slip': 5012, 'solely': 5013, 'soybeans': 5014, 'spy': 5015, 'squibb': 5016, 'steelmakers': 5017, 'stevens': 5018, 'strain': 5019, 'strange': 5020, 'structured': 5021, 'subjects': 5022, 'sugarman': 5023, 'suitor': 5024, 'supports': 5025, 'sweetened': 5026, 'talent': 5027, 'tariffs': 5028, 'tasks': 5029, 'taste': 5030, 'temple': 5031, 'text': 5032, 'topped': 5033, 'toronto-based': 5034, 'trees': 5035, 'trim': 5036, 'trimmed': 5037, 'unexpected': 5038, 'universities': 5039, 'unocal': 5040, 'unrelated': 5041, 'vermont': 5042, 'virus': 5043, 'warm': 5044, 'wellington': 5045, 'whitten': 5046, 'widened': 5047, 'wind': 5048, 'withdrew': 5049, 'yamaichi': 5050, '300-a-share': 5051, 'academy': 5052, 'acceptable': 5053, 'acceptances': 5054, 'accepting': 5055, 'accessories': 5056, 'accompanied': 5057, 'administrator': 5058, 'advantages': 5059, 'affidavit': 5060, 'aided': 5061, 'aims': 5062, 'alexander': 5063, 'alleges': 5064, 'anticipates': 5065, 'appealed': 5066, 'appearance': 5067, 'arnold': 5068, 'artists': 5069, 'assured': 5070, 'austin': 5071, 'banxquote': 5072, 'beta': 5073, 'boosts': 5074, 'borough': 5075, 'boss': 5076, 'brazilian': 5077, 'bruce': 5078, 'cabrera': 5079, 'capable': 5080, 'carbide': 5081, 'ciba-geigy': 5082, 'circle': 5083, 'clothes': 5084, 'collect': 5085, 'contrary': 5086, 'conversation': 5087, 'creek': 5088, 'crowded': 5089, 'dated': 5090, 'deductions': 5091, 'deeper': 5092, 'defended': 5093, 'deficits': 5094, 'depository': 5095, 'deregulation': 5096, 'destroy': 5097, 'destruction': 5098, 'dictator': 5099, 'disciplinary': 5100, 'discovery': 5101, 'disobedience': 5102, 'disputed': 5103, 'distribute': 5104, 'document': 5105, 'dogs': 5106, 'donated': 5107, 'doubling': 5108, 'drain': 5109, 'dump': 5110, 'eating': 5111, 'elizabeth': 5112, 'embassy': 5113, 'entities': 5114, 'equity-purchase': 5115, 'establishing': 5116, 'evident': 5117, 'excellent': 5118, 'execute': 5119, 'farms': 5120, 'federated': 5121, 'fitzwater': 5122, 'flexible': 5123, 'forfeiture': 5124, 'fought': 5125, 'freeman': 5126, 'frequent': 5127, 'function': 5128, 'funny': 5129, 'gaining': 5130, 'gambling': 5131, 'gauge': 5132, 'genentech': 5133, 'genuine': 5134, 'ginnie': 5135, 'growers': 5136, 'guzman': 5137, 'hampered': 5138, 'handed': 5139, 'hidden': 5140, 'hole': 5141, 'homefed': 5142, 'homeowners': 5143, 'illuminating': 5144, 'inadequate': 5145, 'inches': 5146, 'incident': 5147, 'inco': 5148, 'industrywide': 5149, 'influenced': 5150, 'informal': 5151, 'institutes': 5152, 'instructions': 5153, 'insulin': 5154, 'intellectual': 5155, 'intelogic': 5156, 'interpretation': 5157, 'interpreted': 5158, 'issuers': 5159, 'issuing': 5160, 'jay': 5161, 'jewish': 5162, 'judiciary': 5163, 'k.': 5164, 'laff': 5165, 'lie': 5166, 'lights': 5167, 'likes': 5168, 'lion': 5169, 'lows': 5170, 'lucky': 5171, 'lung': 5172, 'lure': 5173, 'manufacture': 5174, 'manufactured': 5175, 'max': 5176, 'mcduffie': 5177, 'microsystems': 5178, 'minerals': 5179, 'mistake': 5180, 'mounted': 5181, 'mounting': 5182, 'mtm': 5183, 'native': 5184, 'noncallable': 5185, 'norton': 5186, 'ourselves': 5187, 'oversees': 5188, 'patterns': 5189, 'peck': 5190, 'penney': 5191, 'pinnacle': 5192, 'politburo': 5193, 'port': 5194, 'postal': 5195, 'postponed': 5196, 'practical': 5197, 'predecessor': 5198, 'pregnancy': 5199, 'pressed': 5200, 'priorities': 5201, 'proportion': 5202, 'prosecution': 5203, 'protecting': 5204, 'provider': 5205, 'questioned': 5206, 'quotas': 5207, 'quotes': 5208, 'reactions': 5209, 'recording': 5210, 'regard': 5211, 'relating': 5212, 'replacing': 5213, 'responses': 5214, 'retiring': 5215, 'reveal': 5216, 'reward': 5217, 'rican': 5218, 'rigid': 5219, 'roderick': 5220, 'rough': 5221, 'routinely': 5222, 's': 5223, 'scared': 5224, 'seemingly': 5225, 'sessions': 5226, 'seven-day': 5227, 'shed': 5228, 'sidelines': 5229, 'slated': 5230, 'slipping': 5231, 'snapped': 5232, 'socialism': 5233, 'solar': 5234, 'somehow': 5235, 'sometime': 5236, 'soup': 5237, 'spots': 5238, 'springs': 5239, 'stalled': 5240, 'statute': 5241, 'stayed': 5242, 'steelmaker': 5243, 'stoll': 5244, 'subsequently': 5245, 'sum': 5246, 'supervision': 5247, 'surfaced': 5248, 'sydney': 5249, 'symptoms': 5250, 'taipei': 5251, 'targeting': 5252, 'tea': 5253, 'ted': 5254, 'tentative': 5255, 'tenure': 5256, 'territory': 5257, 'theft': 5258, 'throwing': 5259, 'tissue': 5260, 'tradition': 5261, 'trail': 5262, 'transfers': 5263, 'translated': 5264, 'tuition': 5265, 'unexpectedly': 5266, 'unilever': 5267, 'unspecified': 5268, 'vans': 5269, 'victor': 5270, 'voices': 5271, 'warns': 5272, 'watson': 5273, 'weaken': 5274, 'whittle': 5275, 'wilson': 5276, 'withdrawn': 5277, '1950s': 5278, 'abandon': 5279, 'acted': 5280, 'actors': 5281, 'affluent': 5282, 'aftershocks': 5283, 'agnos': 5284, 'alberta': 5285, 'alert': 5286, 'allied': 5287, 'allocation': 5288, 'amendments': 5289, 'amsterdam': 5290, 'angels': 5291, 'announcements': 5292, 'anti-abortion': 5293, 'anticipate': 5294, 'appliances': 5295, 'arabia': 5296, 'armed': 5297, 'assess': 5298, 'assumes': 5299, 'athletics': 5300, 'attitudes': 5301, 'audiences': 5302, 'background': 5303, 'ballot': 5304, 'barbara': 5305, 'beautiful': 5306, 'beef': 5307, 'beers': 5308, 'betting': 5309, 'blumenfeld': 5310, 'bofors': 5311, 'bold': 5312, 'bolstered': 5313, 'borrowers': 5314, 'borrowings': 5315, 'bristol-myers': 5316, 'builders': 5317, 'bull': 5318, 'burger': 5319, 'bushel': 5320, 'cambridge': 5321, 'candlestick': 5322, 'capel': 5323, 'carbon': 5324, 'caribbean': 5325, 'casting': 5326, 'catastrophe': 5327, 'census': 5328, 'centennial': 5329, 'challenging': 5330, 'cholesterol': 5331, 'circus': 5332, 'clark': 5333, 'classroom': 5334, 'clinical': 5335, 'colombia': 5336, 'colombian': 5337, 'colon': 5338, 'comfort': 5339, 'comic': 5340, 'complains': 5341, 'comply': 5342, 'computer-driven': 5343, 'concede': 5344, 'conclude': 5345, 'confirmation': 5346, 'conflicts': 5347, 'containing': 5348, 'contains': 5349, 'contemporary': 5350, 'contracted': 5351, 'contributing': 5352, 'cooperative': 5353, 'corner': 5354, 'cost-cutting': 5355, 'counting': 5356, 'courtaulds': 5357, 'courtroom': 5358, 'crown': 5359, 'daughter': 5360, 'decent': 5361, 'defects': 5362, 'del': 5363, 'demanding': 5364, 'depression': 5365, 'designated': 5366, 'desktop': 5367, 'diabetics': 5368, 'dick': 5369, 'discounted': 5370, 'discrepancies': 5371, 'drag': 5372, 'drama': 5373, 'dress': 5374, 'drops': 5375, 'duck': 5376, 'eastman': 5377, 'element': 5378, 'endorsed': 5379, 'enhance': 5380, 'entity': 5381, 'epa': 5382, 'escape': 5383, 'europeans': 5384, 'evaluate': 5385, 'exclude': 5386, 'excuse': 5387, 'exercised': 5388, 'exterior': 5389, 'fails': 5390, 'fancy': 5391, 'favors': 5392, 'felony': 5393, 'fibers': 5394, 'figured': 5395, 'finances': 5396, 'fishing': 5397, 'fits': 5398, 'fixed-income': 5399, 'flagship': 5400, 'fled': 5401, 'foothills': 5402, 'fournier': 5403, 'fraudulent': 5404, 'free-market': 5405, 'gallery': 5406, 'gate': 5407, 'gillette': 5408, 'grip': 5409, 'grocery': 5410, 'hambrecht': 5411, 'hamilton': 5412, 'harm': 5413, 'hedge': 5414, 'henderson': 5415, 'high-definition': 5416, 'highways': 5417, 'hispanic': 5418, 'humana': 5419, 'humans': 5420, 'ideal': 5421, 'impending': 5422, 'impressive': 5423, 'index-arbitrage': 5424, 'indiana': 5425, 'inflation-adjusted': 5426, 'inner': 5427, 'insisting': 5428, 'insolvent': 5429, 'inspired': 5430, 'install': 5431, 'integrity': 5432, 'iran': 5433, 'irving': 5434, 'jon': 5435, 'k': 5436, 'kraft': 5437, 'kravis': 5438, 'kronor': 5439, 'laid': 5440, 'landscape': 5441, 'lesson': 5442, 'limiting': 5443, 'liquidation': 5444, 'lobbyist': 5445, 'london-based': 5446, 'loral': 5447, 'lying': 5448, 'macmillan': 5449, 'marketed': 5450, 'marketer': 5451, 'massacre': 5452, 'mazda': 5453, 'mcgraw-hill': 5454, 'meridian': 5455, 'midland': 5456, 'midst': 5457, 'mike': 5458, 'missed': 5459, 'monitored': 5460, 'moore': 5461, 'multiple': 5462, 'murphy': 5463, 'n.c.': 5464, 'n.v.': 5465, 'narrowly': 5466, 'naval': 5467, 'nbi': 5468, 'neal': 5469, 'newsprint': 5470, 'nominal': 5471, 'non-violent': 5472, 'noticed': 5473, 'notified': 5474, \"o'kicki\": 5475, 'o.': 5476, 'obtaining': 5477, 'offensive': 5478, 'omitted': 5479, 'ongoing': 5480, 'orkem': 5481, 'ousted': 5482, 'override': 5483, 'overtime': 5484, 'pachinko': 5485, 'painting': 5486, 'palestinian': 5487, 'perceived': 5488, 'petrie': 5489, 'photos': 5490, 'plate': 5491, 'polaroid': 5492, 'predictions': 5493, 'pressured': 5494, 'prevented': 5495, 'printed': 5496, 'privilege': 5497, 'profit-taking': 5498, 'prompting': 5499, 'promptly': 5500, 'proof': 5501, 'proving': 5502, 'pulling': 5503, 'pwa': 5504, 'quebec': 5505, 'radical': 5506, 'ramada': 5507, 'rand': 5508, 'ranged': 5509, 'rank': 5510, 'regain': 5511, 'register': 5512, 'regulated': 5513, 'reluctance': 5514, 'renault': 5515, 'resignations': 5516, 'retains': 5517, 'reviews': 5518, 'rewards': 5519, 'rubber': 5520, 'rushed': 5521, 'safer': 5522, 'salesmen': 5523, 'scandals': 5524, 'schwarz': 5525, 'scoring': 5526, 'seconds': 5527, 'sentenced': 5528, 'seventh': 5529, 'shoes': 5530, 'slash': 5531, 'slate': 5532, 'smooth': 5533, 'soybean': 5534, 'spark': 5535, 'speaking': 5536, 'spends': 5537, 'sponsor': 5538, 'sponsors': 5539, 'spur': 5540, 'stabilize': 5541, 'statistical': 5542, 'stiff': 5543, 'strengthened': 5544, 'substance': 5545, 'superconductors': 5546, 'supermarket': 5547, 'surveys': 5548, 'sweden': 5549, 'swing': 5550, 'tables': 5551, 'tactics': 5552, 'tariff': 5553, 'taught': 5554, 'tax-free': 5555, 'tenn.': 5556, 'terry': 5557, 'threats': 5558, 'toxin': 5559, 'tracking': 5560, 'treated': 5561, 'trigger': 5562, 'tucson': 5563, 'tumble': 5564, 'unnecessary': 5565, 'utilization': 5566, 'valid': 5567, 'veterans': 5568, 'viable': 5569, 'vowed': 5570, 'waited': 5571, 'walker': 5572, 'walking': 5573, 'warnings': 5574, 'waves': 5575, 'winner': 5576, 'workstations': 5577, 'would-be': 5578, 'youth': 5579, 'accompanying': 5580, 'advise': 5581, 'afghanistan': 5582, 'anger': 5583, 'apartments': 5584, 'appointments': 5585, 'approaches': 5586, 'arafat': 5587, 'arts': 5588, 'asserts': 5589, 'authorization': 5590, 'automated': 5591, 'availability': 5592, 'backs': 5593, 'barre': 5594, 'battered': 5595, 'bearing': 5596, 'beauty': 5597, 'belgium': 5598, 'boasts': 5599, 'bobby': 5600, 'brian': 5601, 'brisk': 5602, 'buoyed': 5603, 'bureaucrats': 5604, 'burns': 5605, 'candy': 5606, 'capitalism': 5607, 'captured': 5608, 'carat': 5609, 'carol': 5610, 'challenged': 5611, 'chan': 5612, 'chromosome': 5613, 'chugai': 5614, 'cie': 5615, 'coastal': 5616, 'coins': 5617, 'comeback': 5618, 'compensate': 5619, 'considerations': 5620, 'constituents': 5621, 'constitute': 5622, 'contact': 5623, 'container': 5624, 'content': 5625, 'convince': 5626, 'counseling': 5627, 'counterpart': 5628, 'cranston': 5629, 'crazy': 5630, 'criminals': 5631, 'criteria': 5632, 'crush': 5633, 'customs': 5634, 'cycles': 5635, 'd': 5636, 'daimler-benz': 5637, 'damp': 5638, 'daughters': 5639, 'day-to-day': 5640, 'declares': 5641, 'declaring': 5642, 'decliners': 5643, 'defeated': 5644, 'demanded': 5645, 'demonstrators': 5646, 'denominations': 5647, 'describe': 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'label': 5706, 'lacks': 5707, 'laptop': 5708, 'liable': 5709, 'licensed': 5710, 'likelihood': 5711, 'limitations': 5712, 'linking': 5713, 'literally': 5714, 'lorin': 5715, 'low-cost': 5716, 'mackenzie': 5717, 'maintains': 5718, 'manner': 5719, 'manuel': 5720, 'margaret': 5721, 'mart': 5722, 'masson': 5723, 'mcgovern': 5724, 'md.': 5725, 'meat': 5726, 'mediator': 5727, 'medicaid': 5728, 'medium-sized': 5729, 'memo': 5730, 'merit': 5731, 'midnight': 5732, 'minds': 5733, 'mirage': 5734, 'mirror': 5735, 'missiles': 5736, 'mobile': 5737, 'moderately': 5738, 'moments': 5739, 'montedison': 5740, 'multiples': 5741, 'mutual-fund': 5742, 'n.y': 5743, 'neighbors': 5744, 'nights': 5745, 'non-u.s.': 5746, 'northrop': 5747, 'nrm': 5748, 'nynex': 5749, 'obstacles': 5750, 'occurs': 5751, 'odeon': 5752, 'openly': 5753, 'opposes': 5754, 'opposing': 5755, 'ordering': 5756, 'oust': 5757, 'outsiders': 5758, 'overwhelming': 5759, 'owes': 5760, 'pack': 5761, 'painful': 5762, 'paintings': 5763, 'patrick': 5764, 'peladeau': 5765, 'pencil': 5766, 'permits': 5767, 'pessimistic': 5768, 'petition': 5769, 'picks': 5770, 'planet': 5771, 'platform': 5772, 'pledged': 5773, 'plo': 5774, 'plot': 5775, 'polly': 5776, 'portable': 5777, 'positioned': 5778, 'pouring': 5779, 'precisely': 5780, 'premier': 5781, 'preventing': 5782, 'pricings': 5783, 'prime-time': 5784, 'procedural': 5785, 'proceeding': 5786, 'processes': 5787, 'profile': 5788, 'prosecutions': 5789, 'proven': 5790, 'questionable': 5791, 'quist': 5792, 'radar': 5793, 'rebuild': 5794, 'reckless': 5795, 'recruiting': 5796, 'redeemed': 5797, 'reed': 5798, 'refugees': 5799, 'refunds': 5800, 'regularly': 5801, 'releases': 5802, 'rental': 5803, 'repaid': 5804, 'repeat': 5805, 'resisted': 5806, 'resumed': 5807, 'reunification': 5808, 'revival': 5809, 'revived': 5810, 'rhetoric': 5811, 'rid': 5812, 'riders': 5813, 'ring': 5814, 'robinson': 5815, 'route': 5816, 'runkel': 5817, 'rushing': 5818, 'russell': 5819, 'ruth': 5820, 'sandinista': 5821, 'sassy': 5822, 'saved': 5823, 'scenes': 5824, 'schedules': 5825, 'selection': 5826, 'severely': 5827, 'sharon': 5828, 'shook': 5829, 'shoulder': 5830, 'skin': 5831, 'smoothly': 5832, 'softer': 5833, 'soil': 5834, 'solicitation': 5835, 'sour': 5836, 'specter': 5837, 'speculate': 5838, 'stabilizing': 5839, 'stewart': 5840, 'streamlining': 5841, 'substitute': 5842, 'suggestion': 5843, 'sunnyvale': 5844, 'surrender': 5845, 'survived': 5846, 'sweet': 5847, 'swiftly': 5848, 'tale': 5849, 'teach': 5850, 'teaching': 5851, 'telesis': 5852, 'terminals': 5853, 'terminated': 5854, 'texans': 5855, 'threw': 5856, 'trans': 5857, 'transcanada': 5858, 'trotter': 5859, 'trucking': 5860, 'u.n.': 5861, 'u.s.a': 5862, 'u.s.s.r.': 5863, 'uncertainties': 5864, 'unfairly': 5865, 'unveil': 5866, 'upheld': 5867, 'usia': 5868, 'vigorous': 5869, 'violin': 5870, 'watches': 5871, 'waters': 5872, 'wealthy': 5873, 'weapon': 5874, 'welfare': 5875, 'weyerhaeuser': 5876, 'whenever': 5877, 'wisdom': 5878, 'withdrawals': 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'cautioned': 5935, 'cereal': 5936, 'certificate': 5937, 'chairs': 5938, 'charleston': 5939, 'chart': 5940, 'chiron': 5941, 'chivas': 5942, 'choosing': 5943, 'chung': 5944, 'cites': 5945, 'clara': 5946, 'cleaning': 5947, 'climbing': 5948, 'closed-end': 5949, 'clout': 5950, 'clubs': 5951, 'clutter': 5952, 'collecting': 5953, 'colleges': 5954, 'colo.': 5955, 'combining': 5956, 'completing': 5957, 'computer-guided': 5958, 'computerized': 5959, 'concludes': 5960, 'conferees': 5961, 'congressmen': 5962, 'consented': 5963, 'contacts': 5964, 'context': 5965, 'converting': 5966, 'cooperate': 5967, 'cooperatives': 5968, 'coopers': 5969, 'coordinate': 5970, 'corning': 5971, 'corps': 5972, 'corr': 5973, 'cosby': 5974, 'coupled': 5975, 'creativity': 5976, 'critic': 5977, 'cuban': 5978, 'cutbacks': 5979, 'czechoslovakia': 5980, 'dance': 5981, 'datapoint': 5982, 'dave': 5983, 'debacle': 5984, 'debenture': 5985, 'decides': 5986, 'deduction': 5987, 'definitely': 5988, 'deliberately': 5989, 'demise': 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'pittston': 6161, 'placement': 6162, 'plain': 6163, 'plead': 6164, 'pockets': 6165, 'postpone': 6166, 'prebon': 6167, 'premiere': 6168, 'prestigious': 6169, 'principles': 6170, 'processed': 6171, 'productions': 6172, 'prof.': 6173, 'prohibited': 6174, 'prompt': 6175, 'proposes': 6176, 'prospectus': 6177, 'protein': 6178, 'proxy': 6179, 'psychological': 6180, 'pump': 6181, 'purchasers': 6182, 'races': 6183, 'rail': 6184, 'rallies': 6185, 'ray': 6186, 'readily': 6187, 'reasonably': 6188, 'recovering': 6189, 'regulate': 6190, 'reinvestment': 6191, 'removal': 6192, 'renewing': 6193, 'reservations': 6194, 'retreat': 6195, 'reuters': 6196, 'revisions': 6197, 'riding': 6198, 'riskier': 6199, 'rubble': 6200, 'ruble': 6201, 'rumor': 6202, 'salinas': 6203, 'samples': 6204, 'savaiko': 6205, 'scams': 6206, 'schwartz': 6207, 'scrambled': 6208, 'scrambling': 6209, 'seasons': 6210, 'shortages': 6211, 'simultaneously': 6212, 'single-a-2': 6213, 'skinner': 6214, 'sloan': 6215, 'smart': 6216, 'sorts': 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'zero': 6276, '12-year': 6277, '300-day': 6278, '\\\\*': 6279, 'accomplish': 6280, 'accurate': 6281, 'ackerman': 6282, 'adoption': 6283, 'advises': 6284, 'advocate': 6285, 'afghan': 6286, 'afterward': 6287, 'aging': 6288, 'ailing': 6289, 'air-freight': 6290, 'altered': 6291, 'ana': 6292, 'angelo': 6293, 'anne': 6294, 'appearing': 6295, 'architect': 6296, 'arco': 6297, 'assault': 6298, 'attacked': 6299, 'attendance': 6300, 'automobiles': 6301, 'autumn': 6302, 'avoiding': 6303, 'awful': 6304, 'backers': 6305, 'bags': 6306, 'banque': 6307, 'bargaining': 6308, 'barring': 6309, 'batibot': 6310, 'batman': 6311, 'bearings': 6312, 'bellwether': 6313, 'beneath': 6314, 'benjamin': 6315, 'berry': 6316, 'billings': 6317, 'blames': 6318, 'blank': 6319, 'bleak': 6320, 'blocked': 6321, 'bnl': 6322, 'boiler': 6323, 'boomers': 6324, 'bosses': 6325, 'bowling': 6326, 'boy': 6327, 'bpca': 6328, 'brawer': 6329, 'breakfast': 6330, 'breakup': 6331, 'bronx': 6332, 'buck': 6333, 'builds': 6334, 'buildup': 6335, 'burlington': 6336, 'cairo': 6337, 'camp': 6338, 'cancers': 6339, 'carpet': 6340, 'celebration': 6341, 'cement': 6342, 'charitable': 6343, 'chartered': 6344, 'cheney': 6345, 'circles': 6346, 'citizen': 6347, 'claimants': 6348, 'classified': 6349, 'cleaner': 6350, 'clinic': 6351, 'collar': 6352, 'collected': 6353, 'collective': 6354, 'columbus': 6355, 'combustion': 6356, 'comparisons': 6357, 'complaining': 6358, 'component': 6359, 'concentrating': 6360, 'confidential': 6361, 'confusing': 6362, 'consist': 6363, 'consolidate': 6364, 'consumed': 6365, 'copying': 6366, 'corrupt': 6367, 'courses': 6368, 'cray-3': 6369, 'credentials': 6370, 'credited': 6371, 'crew': 6372, 'crises': 6373, 'cure': 6374, 'curry': 6375, 'curtail': 6376, 'damaging': 6377, 'dec': 6378, 'declaration': 6379, 'defective': 6380, 'degrees': 6381, 'describing': 6382, 'desks': 6383, 'desperate': 6384, 'deteriorating': 6385, 'determining': 6386, 'devaluation': 6387, 'devastation': 6388, 'diamonds': 6389, 'differently': 6390, 'disappointments': 6391, 'disarray': 6392, 'disorders': 6393, 'disproportionate': 6394, 'distributors': 6395, 'drafted': 6396, 'electoral': 6397, 'elements': 6398, 'embryo': 6399, 'emphasized': 6400, 'enforce': 6401, 'entitled': 6402, 'episode': 6403, 'erode': 6404, 'evaluating': 6405, 'eventual': 6406, 'everywhere': 6407, 'evil': 6408, 'evolution': 6409, 'exceptions': 6410, 'exciting': 6411, 'exclusively': 6412, 'exemption': 6413, 'expectation': 6414, 'exploit': 6415, 'fabric': 6416, 'fairness': 6417, 'falcon': 6418, 'fast-growing': 6419, 'fetal-tissue': 6420, 'fierce': 6421, 'fiercely': 6422, 'files': 6423, 'fires': 6424, 'firmed': 6425, 'five-cent': 6426, 'fledgling': 6427, 'flew': 6428, 'foley': 6429, 'forth': 6430, 'fortune': 6431, 'fortunes': 6432, 'franchisee': 6433, 'freeze': 6434, 'frozen': 6435, 'frustrated': 6436, 'frustration': 6437, 'furriers': 6438, 'furthermore': 6439, 'ga.': 6440, 'gainers': 6441, 'garrison': 6442, 'gear': 6443, 'gelbart': 6444, 'gifts': 6445, 'gin': 6446, 'giovanni': 6447, 'glory': 6448, 'gmac': 6449, 'governing': 6450, 'grim': 6451, 'guild': 6452, 'hair': 6453, 'handles': 6454, 'handy': 6455, 'harbor': 6456, 'harbors': 6457, 'hardest': 6458, 'hart': 6459, 'hats': 6460, 'headline': 6461, 'hedging': 6462, 'heels': 6463, 'heightened': 6464, 'hence': 6465, 'hinted': 6466, 'hottest': 6467, 'hunter': 6468, 'illustration': 6469, 'imbalances': 6470, 'implemented': 6471, 'in-house': 6472, 'inched': 6473, 'ind.': 6474, 'indirect': 6475, 'indirectly': 6476, 'inevitably': 6477, 'ink': 6478, 'innocent': 6479, 'innovative': 6480, 'installment': 6481, 'instituted': 6482, 'interfere': 6483, 'interpret': 6484, 'introducing': 6485, 'iranian': 6486, 'ireland': 6487, 'ironically': 6488, 'irresponsible': 6489, 'joel': 6490, 'journalism': 6491, 'kean': 6492, 'kicked': 6493, 'labeled': 6494, 'labels': 6495, 'lauder': 6496, 'laying': 6497, 'leap': 6498, 'leased': 6499, 'leases': 6500, 'leather': 6501, 'lender': 6502, 'lent': 6503, 'less-developed': 6504, 'liberty': 6505, 'lighting': 6506, 'lipper': 6507, 'liquidated': 6508, 'lobby': 6509, 'louisiana': 6510, 'loved': 6511, 'low-income': 6512, 'luck': 6513, 'lufthansa': 6514, 'magnitude': 6515, 'mahfouz': 6516, 'males': 6517, 'marathon': 6518, 'marginally': 6519, 'market-makers': 6520, 'marlin': 6521, 'marsh': 6522, 'mayoral': 6523, 'mcdonnell': 6524, 'mental': 6525, 'merabank': 6526, 'mid-1970s': 6527, 'modernize': 6528, 'montgomery': 6529, 'mulford': 6530, 'musical': 6531, 'nancy': 6532, 'narrowing': 6533, 'nasd': 6534, 'nasty': 6535, 'natwest': 6536, 'neighboring': 6537, 'nerves': 6538, 'newhouse': 6539, 'newsweek': 6540, 'nobel': 6541, 'noon': 6542, 'nuovo': 6543, 'nursing': 6544, 'occasions': 6545, 'oils': 6546, 'olympics': 6547, 'one-hour': 6548, 'organizing': 6549, 'outnumbered': 6550, 'oversight': 6551, 'owen': 6552, 'pa': 6553, 'packaged': 6554, 'packaged-goods': 6555, 'pain': 6556, 'palladium': 6557, 'panels': 6558, 'parity': 6559, 'participated': 6560, 'peaked': 6561, 'pencils': 6562, 'perceptions': 6563, 'performances': 6564, 'persons': 6565, 'peru': 6566, 'pesticides': 6567, 'physician': 6568, 'plaza': 6569, 'please': 6570, 'pointing': 6571, 'polled': 6572, 'pork': 6573, 'possibilities': 6574, 'precedent': 6575, 'precise': 6576, 'preferences': 6577, 'preparation': 6578, 'printer': 6579, 'pro-democracy': 6580, 'processors': 6581, 'projection': 6582, 'punitive': 6583, 'pure': 6584, 'pursued': 6585, 'quayle': 6586, 'racing': 6587, 'ranking': 6588, 'rational': 6589, 'recommends': 6590, 'recorders': 6591, 'refuge': 6592, 'reinforce': 6593, 'relevant': 6594, 'relies': 6595, 'relieved': 6596, 'relocation': 6597, 'resign': 6598, 'resigning': 6599, 'resist': 6600, 'restriction': 6601, 'rev.': 6602, 'revamped': 6603, 'reversal': 6604, 'reversed': 6605, 'revolutionary': 6606, 'roebuck': 6607, 'ron': 6608, 'roth': 6609, 'rothschilds': 6610, 'rubbermaid': 6611, 'ryder': 6612, 'salt': 6613, 'sandinistas': 6614, 'scarce': 6615, 'scenarios': 6616, 'schering-plough': 6617, 'scrap': 6618, 'scrapped': 6619, 'scuttle': 6620, 'searching': 6621, 'second-quarter': 6622, 'sedan': 6623, 'semiconductors': 6624, 'sentences': 6625, 'separation': 6626, 'seven-year': 6627, 'shaky': 6628, 'shapiro': 6629, 'shaw': 6630, 'shelters': 6631, 'shifting': 6632, 'shipbuilding': 6633, 'shrinking': 6634, 'single-a-3': 6635, 'sinyard': 6636, 'sky': 6637, 'sleep': 6638, 'slumped': 6639, 'smallest': 6640, 'soft-drink': 6641, 'soldiers': 6642, 'soo': 6643, 'southam': 6644, 'southwestern': 6645, 'spare': 6646, 'speculative': 6647, 'spencer': 6648, 'spokesmen': 6649, 'sponsored': 6650, 'spreading': 6651, 'standardized': 6652, 'state-controlled': 6653, 'stoltzman': 6654, 'stones': 6655, 'stripped': 6656, 'studios': 6657, 'stupid': 6658, 'superfund': 6659, 'supervisors': 6660, 'surviving': 6661, 'susan': 6662, 'suspend': 6663, 'sympathetic': 6664, 'tall': 6665, 'tandem': 6666, 'tap': 6667, 'taped': 6668, 'tapes': 6669, 'taxpayer': 6670, 'technicians': 6671, 'terminal': 6672, 'testified': 6673, 'theirs': 6674, 'thereby': 6675, 'thieves': 6676, 'thurmond': 6677, 'tighter': 6678, 'timetable': 6679, 'tip': 6680, 'tonight': 6681, 'towns': 6682, 'township': 6683, 'toys': 6684, 'trains': 6685, 'trinity': 6686, 'trips': 6687, 'tumor': 6688, 'turf': 6689, 'two-day': 6690, 'u': 6691, 'unconsolidated': 6692, 'undertaken': 6693, 'underwrite': 6694, 'undisclosed': 6695, 'uniform': 6696, 'unique': 6697, 'uniroyal': 6698, 'unknown': 6699, 'vatican': 6700, 'verdict': 6701, 'village': 6702, 'vital': 6703, 'waive': 6704, 'walt': 6705, 'wash.': 6706, 'wastewater': 6707, 'watchers': 6708, 'weaknesses': 6709, 'weigh': 6710, 'westmoreland': 6711, 'white-collar': 6712, 'wildly': 6713, 'winnebago': 6714, 'wires': 6715, 'withstand': 6716, 'wondering': 6717, 'yearly': 6718, 'yourself': 6719, '12-month': 6720, '1930s': 6721, '2-for-1': 6722, '20-year': 6723, 'abramson': 6724, 'abrupt': 6725, 'absorbed': 6726, 'acquires': 6727, 'activist': 6728, 'addressing': 6729, 'adjusting': 6730, 'administrators': 6731, 'admit': 6732, 'adult': 6733, 'affidavits': 6734, 'aired': 6735, 'airports': 6736, 'al': 6737, 'alaskan': 6738, 'alliances': 6739, 'allied-signal': 6740, 'ample': 6741, 'ann': 6742, 'anti-takeover': 6743, 'antibody': 6744, 'anytime': 6745, 'aoun': 6746, 'appreciate': 6747, 'approvals': 6748, 'arby': 6749, 'arena': 6750, 'arias': 6751, 'arms-control': 6752, 'artery': 6753, 'artistic': 6754, 'associations': 6755, 'assumptions': 6756, 'athletes': 6757, 'atlantis': 6758, 'audio': 6759, 'audits': 6760, 'bag': 6761, 'ballooning': 6762, 'bang': 6763, 'bank-holding': 6764, 'bans': 6765, 'barometer': 6766, 'bart': 6767, 'baum': 6768, 'beating': 6769, 'bed': 6770, 'beebes': 6771, 'belgian': 6772, 'belongs': 6773, 'belts': 6774, 'bicycle': 6775, 'billionaire': 6776, 'birth': 6777, 'blair': 6778, 'blockbuster': 6779, 'bonn': 6780, 'bono': 6781, 'boring': 6782, 'bother': 6783, 'bowl': 6784, 'breaker': 6785, 'breed': 6786, 'breeding': 6787, 'bribery': 6788, 'bricks': 6789, 'buffett': 6790, 'burgess': 6791, 'calendar': 6792, 'californians': 6793, 'caltrans': 6794, 'cananea': 6795, 'capcom': 6796, 'capture': 6797, 'careers': 6798, 'cboe': 6799, 'cease-fire': 6800, 'cemetery': 6801, 'chambers': 6802, 'chaos': 6803, 'charlie': 6804, 'chemistry': 6805, 'cite': 6806, 'citibank': 6807, 'clerk': 6808, 'clinton': 6809, 'cms': 6810, 'coach': 6811, 'coatings': 6812, 'command': 6813, 'consequently': 6814, 'consolidating': 6815, 'continually': 6816, 'convincing': 6817, 'correction': 6818, 'cough': 6819, 'coupons': 6820, 'cracks': 6821, 'credible': 6822, 'crews': 6823, 'crossland': 6824, 'cushion': 6825, 'cypress': 6826, 'dale': 6827, 'dam': 6828, 'dates': 6829, 'dealership': 6830, 'deaver': 6831, 'deductible': 6832, 'deemed': 6833, 'defending': 6834, 'del.': 6835, 'delivering': 6836, 'demonstrated': 6837, 'demonstration': 6838, 'deng': 6839, 'denying': 6840, 'departures': 6841, 'dependent': 6842, 'deputies': 6843, 'detected': 6844, 'deukmejian': 6845, 'develops': 6846, 'deviation': 6847, 'di': 6848, 'diagnostic': 6849, 'diaper': 6850, 'digest': 6851, 'dilemma': 6852, 'diplomatic': 6853, 'dire': 6854, 'directs': 6855, 'disclosures': 6856, 'discretion': 6857, 'dispatched': 6858, 'disposable': 6859, 'disrupted': 6860, 'distant': 6861, 'distributes': 6862, 'disturbing': 6863, 'dna': 6864, 'double-digit': 6865, 'downgrade': 6866, 'draft': 6867, 'dresdner': 6868, 'drill': 6869, 'drinks': 6870, 'driver': 6871, 'dubious': 6872, 'duke': 6873, 'earmarked': 6874, 'ed': 6875, 'eddie': 6876, 'edisto': 6877, 'educators': 6878, 'elevators': 6879, 'embarrassing': 6880, 'enabling': 6881, 'enactment': 6882, 'enemies': 6883, 'engaging': 6884, 'enters': 6885, 'epo': 6886, 'equipped': 6887, 'equitable': 6888, 'esb': 6889, 'ethnic': 6890, 'eugene': 6891, 'everyday': 6892, 'exists': 6893, 'experimental': 6894, 'exploded': 6895, 'explosions': 6896, 'f': 6897, 'faith': 6898, 'fan': 6899, 'fashionable': 6900, 'fastest-growing': 6901, 'fax': 6902, 'fetch': 6903, 'firmer': 6904, 'fish': 6905, 'fisher': 6906, 'float': 6907, 'floors': 6908, 'forever': 6909, 'forgotten': 6910, 'foundations': 6911, 'founding': 6912, 'fraction': 6913, 'frame': 6914, 'franchisers': 6915, 'francis': 6916, 'franco': 6917, 'frankly': 6918, 'fulfill': 6919, 'gathered': 6920, 'gaubert': 6921, 'generates': 6922, 'gift': 6923, 'girl': 6924, 'government-owned': 6925, 'grab': 6926, 'graham': 6927, 'grains': 6928, 'gridlock': 6929, 'grower': 6930, 'guerrillas': 6931, 'guinea': 6932, 'gum': 6933, 'hailed': 6934, 'hard-disk': 6935, 'harper': 6936, 'hat': 6937, 'haul': 6938, 'hedges': 6939, 'helpful': 6940, 'hero': 6941, 'highland': 6942, 'highlight': 6943, 'homelessness': 6944, 'hopkins': 6945, 'horrible': 6946, 'horses': 6947, 'hot-dipped': 6948, 'humanitarian': 6949, 'hutchinson': 6950, 'impressed': 6951, 'improper': 6952, 'improperly': 6953, 'inappropriate': 6954, 'income-tax': 6955, 'incomplete': 6956, 'incorrectly': 6957, 'indefinitely': 6958, 'indians': 6959, 'inefficient': 6960, 'inevitable': 6961, 'inflated': 6962, 'inherent': 6963, 'initiated': 6964, 'injection': 6965, 'inner-city': 6966, 'instant': 6967, 'intensive': 6968, 'intergroup': 6969, 'internationally': 6970, 'invented': 6971, 'irvine': 6972, 'jal': 6973, 'jokes': 6974, 'jolt': 6975, 'jordan': 6976, 'jr': 6977, 'jupiter': 6978, 'jurisdiction': 6979, 'kageyama': 6980, 'keenan': 6981, 'kid': 6982, 'killings': 6983, 'knocking': 6984, 'koch': 6985, 'korotich': 6986, 'krasnoyarsk': 6987, 'lady': 6988, 'landed': 6989, 'landfill': 6990, 'larsen': 6991, 'laser': 6992, 'lasting': 6993, 'lbos': 6994, 'leonard': 6995, 'lesser': 6996, 'leval': 6997, 'licensing': 6998, 'lifetime': 6999, 'literary': 7000, 'literature': 7001, 'longer-term': 7002, 'loses': 7003, 'luxury-car': 7004, 'lyonnais': 7005, 'm$': 7006, 'mandated': 7007, 'maneuver': 7008, 'manipulation': 7009, 'markey': 7010, 'marlowe': 7011, 'marriage': 7012, 'maxicare': 7013, 'mccall': 7014, 'mclennan': 7015, 'measurements': 7016, 'measuring': 7017, 'medicare': 7018, 'menlo': 7019, 'merck': 7020, 'metromedia': 7021, 'midsized': 7022, 'minicomputers': 7023, 'minus': 7024, 'morrison': 7025, 'mural': 7026, 'murata': 7027, 'n.c': 7028, 'nationally': 7029, 'neb.': 7030, 'nebraska': 7031, 'necessity': 7032, 'neil': 7033, 'new-issue': 7034, 'nielsen': 7035, 'non-food': 7036, 'notification': 7037, 'nwa': 7038, \"o'brien\": 7039, 'offshore': 7040, 'oh': 7041, 'olympia': 7042, 'one-day': 7043, 'ontario': 7044, 'opponent': 7045, 'optimism': 7046, 'ordinarily': 7047, 'ore.': 7048, 'ortiz': 7049, 'outflows': 7050, 'outright': 7051, 'p.m': 7052, 'painted': 7053, 'pair': 7054, 'pakistan': 7055, 'parcel': 7056, 'patterson': 7057, 'pbs': 7058, 'pearce': 7059, 'penn': 7060, 'pepsico': 7061, 'pfizer': 7062, 'pickers': 7063, 'pipe': 7064, 'plagued': 7065, 'plunging': 7066, 'politician': 7067, 'pools': 7068, 'potatoes': 7069, 'poured': 7070, 'practiced': 7071, 'practicing': 7072, 'prepares': 7073, 'prescription': 7074, 'preserving': 7075, 'prevail': 7076, 'principals': 7077, 'pro-life': 7078, 'profession': 7079, 'propose': 7080, 'prudent': 7081, 'public-relations': 7082, 'qualified': 7083, 'quantity': 7084, 'questioning': 7085, 'quota': 7086, 'rash': 7087, 're-election': 7088, 'reacting': 7089, 'realist': 7090, 'realistic': 7091, 'rebates': 7092, 'recommending': 7093, 'reconciliation': 7094, 'refcorp': 7095, 'refer': 7096, 'reference': 7097, 'reflection': 7098, 'refusal': 7099, 'relied': 7100, 'relieve': 7101, 'reminder': 7102, 'replied': 7103, 'representation': 7104, 'reserved': 7105, 'residence': 7106, 'respected': 7107, 'responsive': 7108, 'restoration': 7109, 'restrictive': 7110, 'retaining': 7111, 'retreated': 7112, 'ridiculous': 7113, 'ridley': 7114, 'robins': 7115, 'rod': 7116, 'rolls': 7117, 'rome': 7118, 'roper': 7119, 's.p': 7120, 'sagging': 7121, 'salinger': 7122, 'satisfied': 7123, 'satisfy': 7124, 'scaled': 7125, 'schemes': 7126, 'scholars': 7127, 'scope': 7128, 'scottish': 7129, 'scowcroft': 7130, 'script': 7131, 'seagate': 7132, 'sections': 7133, 'seita': 7134, 'semiannual': 7135, 'sends': 7136, 'shaken': 7137, 'shaking': 7138, 'shocked': 7139, 'shoppers': 7140, 'significance': 7141, 'silly': 7142, 'skepticism': 7143, 'skeptics': 7144, 'skidded': 7145, 'slack': 7146, 'soar': 7147, 'softening': 7148, 'solo': 7149, 'span': 7150, 'speaks': 7151, 'spectacular': 7152, 'spoken': 7153, 'spotted': 7154, 'spun': 7155, 'staged': 7156, 'staggering': 7157, 'standstill': 7158, 'stanford': 7159, 'staying': 7160, 'stealing': 7161, 'steppenwolf': 7162, 'strapped': 7163, 'streamline': 7164, 'stretched': 7165, 'stunned': 7166, 'styles': 7167, 'subsidy': 7168, 'sums': 7169, 'suspects': 7170, 'swaps': 7171, 'sweep': 7172, 'tabloid': 7173, 'tci': 7174, 'technological': 7175, 'televised': 7176, 'templeton': 7177, 'temptation': 7178, 'tendency': 7179, 'tenders': 7180, 'termed': 7181, 'terrible': 7182, 'theories': 7183, 'threatens': 7184, 'throws': 7185, 'tie': 7186, 'timely': 7187, 'tisch': 7188, 'torrijos': 7189, 'toseland': 7190, 'totals': 7191, 'tracked': 7192, 'trails': 7193, 'trained': 7194, 'transit': 7195, 'trash': 7196, 'traveling': 7197, 'triple': 7198, 'troubling': 7199, 'trustee': 7200, 'tube': 7201, 'two-part': 7202, 'unauthorized': 7203, 'undercut': 7204, 'undermine': 7205, 'understands': 7206, 'underwritten': 7207, 'unfavorable': 7208, 'unfortunate': 7209, 'unhappy': 7210, 'unrest': 7211, 'unwelcome': 7212, 'ups': 7213, 'upside': 7214, 'valuation': 7215, 'vanguard': 7216, 'variations': 7217, 'venture-capital': 7218, 'vienna': 7219, 'visiting': 7220, 'waiver': 7221, 'wayne': 7222, 'weighted': 7223, 'wildlife': 7224, 'withheld': 7225, 'wives': 7226, 'wohlstetter': 7227, 'woo': 7228, 'write-off': 7229, 'yard': 7230, 'yeast': 7231, \"'80s\": 7232, '1\\\\/2-year': 7233, '20th': 7234, 'a.c.': 7235, 'a.p.': 7236, 'abbie': 7237, 'aboard': 7238, 'accelerate': 7239, 'accelerated': 7240, 'accelerating': 7241, 'accords': 7242, 'accurately': 7243, 'acid': 7244, 'acknowledge': 7245, 'across-the-board': 7246, 'adequately': 7247, 'adm.': 7248, 'aeronautics': 7249, 'agricole': 7250, 'aichi': 7251, 'aiming': 7252, 'alarmed': 7253, 'alley': 7254, 'ambitions': 7255, 'amgen': 7256, 'analytical': 7257, 'analyze': 7258, 'angered': 7259, 'apogee': 7260, 'appealing': 7261, 'applicants': 7262, 'applying': 7263, 'aquino': 7264, 'arbitrator': 7265, 'archrival': 7266, 'armonk': 7267, 'asarco': 7268, 'assessing': 7269, 'attributes': 7270, 'autos': 7271, 'awaiting': 7272, 'axa': 7273, 'b-2': 7274, 'backup': 7275, 'baldwin': 7276, 'barclays': 7277, 'bars': 7278, 'beings': 7279, 'benefit-seeking': 7280, 'benefiting': 7281, 'bergsma': 7282, 'beverage': 7283, 'bikers': 7284, 'blackstone': 7285, 'blast': 7286, 'bounce': 7287, 'bracing': 7288, 'bread': 7289, 'broker-dealer': 7290, 'bronfman': 7291, 'bros.': 7292, 'buddy': 7293, 'budgetary': 7294, 'burdens': 7295, 'burst': 7296, 'bursts': 7297, 'burt': 7298, 'burton': 7299, 'busiest': 7300, 'cafeteria': 7301, 'camps': 7302, 'cane': 7303, 'cans': 7304, 'capability': 7305, 'capita': 7306, 'capitalist': 7307, 'capitalized': 7308, 'catholic': 7309, 'cautiously': 7310, 'chancery': 7311, 'channels': 7312, 'characterized': 7313, 'chevy': 7314, 'chiefs': 7315, 'chores': 7316, 'chris': 7317, 'cigna': 7318, 'circuits': 7319, 'circulating': 7320, 'clash': 7321, 'class-action': 7322, 'closes': 7323, 'clues': 7324, 'cnw': 7325, 'coaches': 7326, 'coats': 7327, 'coin': 7328, 'col.': 7329, 'commentary': 7330, 'commenting': 7331, 'commonly': 7332, 'commons': 7333, 'compact': 7334, 'companion': 7335, 'compatible': 7336, 'conform': 7337, 'constituency': 7338, 'constraints': 7339, 'contracting': 7340, 'convex': 7341, 'cooled': 7342, 'corrected': 7343, 'corresponding': 7344, 'cosmetic': 7345, 'counties': 7346, 'cruz': 7347, 'crystal': 7348, 'cupertino': 7349, 'curbs': 7350, 'current-carrying': 7351, 'daf': 7352, 'dax': 7353, 'dd': 7354, 'dealt': 7355, 'debates': 7356, 'debris': 7357, 'deceptive': 7358, 'deck': 7359, 'defer': 7360, 'delaying': 7361, 'delegate': 7362, 'demonstrate': 7363, 'deserves': 7364, 'determination': 7365, 'devise': 7366, 'dioxide': 7367, 'diplomats': 7368, 'dipped': 7369, 'disabilities': 7370, 'disabled': 7371, 'disadvantage': 7372, 'disagreement': 7373, 'disappear': 7374, 'discourage': 7375, 'diverse': 7376, 'diversify': 7377, 'diversifying': 7378, 'divestiture': 7379, 'dizzying': 7380, 'dollar-denominated': 7381, 'dominate': 7382, 'dominion': 7383, 'dragged': 7384, 'draws': 7385, 'drifted': 7386, 'drug-related': 7387, 'ducks': 7388, 'dust': 7389, 'earliest': 7390, 'earthquake-related': 7391, 'economically': 7392, 'edwin': 7393, 'effectiveness': 7394, 'egon': 7395, 'elimination': 7396, 'ellis': 7397, 'emerges': 7398, 'employ': 7399, 'ems': 7400, 'enabled': 7401, 'encountered': 7402, 'energetic': 7403, 'environmentalism': 7404, 'eric': 7405, 'ernst': 7406, 'esselte': 7407, 'evenly': 7408, 'exchanged': 7409, 'excitement': 7410, 'executing': 7411, 'exit': 7412, 'exotic': 7413, 'exported': 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'notify': 8270, 'oakes': 8271, 'oas': 8272, 'object': 8273, 'occupied': 8274, 'octel': 8275, 'oddly': 8276, 'offenders': 8277, 'oldest': 8278, 'omaha': 8279, 'one-half': 8280, 'onerous': 8281, 'oral': 8282, 'osaka': 8283, 'overruns': 8284, 'oversee': 8285, 'parallels': 8286, 'parental': 8287, 'participant': 8288, 'pat': 8289, 'payout': 8290, 'peanuts': 8291, 'peasants': 8292, 'periodic': 8293, 'perjury': 8294, 'personal-computer': 8295, 'personal-injury': 8296, 'pertussis': 8297, 'phelps': 8298, 'photograph': 8299, 'photographs': 8300, 'physicians': 8301, 'pigs': 8302, 'pipelines': 8303, 'pipes': 8304, 'pitney': 8305, 'plains': 8306, 'playwright': 8307, 'pledge': 8308, 'plug': 8309, 'poles': 8310, 'poorest': 8311, 'porter': 8312, 'portraying': 8313, 'ports': 8314, 'portugal': 8315, 'pose': 8316, 'postwar': 8317, 'pot': 8318, 'powerhouse': 8319, 'practically': 8320, 'practitioners': 8321, 'pre-trial': 8322, 'precision': 8323, 'prepaid': 8324, 'pretoria': 8325, 'prevention': 8326, 'princeton': 8327, 'printers': 8328, 'proclaimed': 8329, 'procurement': 8330, 'projecting': 8331, 'proliferation': 8332, 'propaganda': 8333, 'prosecutorial': 8334, 'protects': 8335, 'proud': 8336, 'proves': 8337, 'pulls': 8338, 'pumping': 8339, 'punish': 8340, 'punishable': 8341, 'queen': 8342, 'quote': 8343, 'rage': 8344, 'ralston': 8345, 'ranked': 8346, 'reap': 8347, 'reception': 8348, 'recessions': 8349, 'reconsider': 8350, 'recreation': 8351, 'recreational': 8352, 'recruit': 8353, 'redmond': 8354, 'refuses': 8355, 'regained': 8356, 'rehabilitation': 8357, 'reinforced': 8358, 'reitman': 8359, 'reminded': 8360, 'reopened': 8361, 'repaired': 8362, 'reproductive': 8363, 'resale': 8364, 'resource': 8365, 'respective': 8366, 'restrain': 8367, 'retinoblastoma': 8368, 'revision': 8369, 'richer': 8370, 'roadway': 8371, 'robin': 8372, 'robot': 8373, 'rocks': 8374, 'rocky': 8375, 'rogers': 8376, 'roles': 8377, 'romantic': 8378, 'roots': 8379, 'royalties': 8380, 'royalty': 8381, 'russia': 8382, 'sabotage': 8383, 'sacrifice': 8384, 'salon': 8385, 'sample': 8386, 'sang': 8387, 'satisfactory': 8388, 'scare': 8389, 'scholar': 8390, 'schroder': 8391, 'scorpio': 8392, 'scotland': 8393, 'scramble': 8394, 'seal': 8395, 'seng': 8396, 'seniors': 8397, 'sentencing': 8398, 'sequester': 8399, 'seymour': 8400, 'shame': 8401, 'shamir': 8402, 'sharing': 8403, 'sharper': 8404, 'shattered': 8405, 'shea': 8406, 'shedding': 8407, 'sheer': 8408, 'shelter': 8409, 'shocks': 8410, 'shorter': 8411, 'shy': 8412, 'sidewalk': 8413, 'signature': 8414, 'silent': 8415, 'sisulu': 8416, 'skf': 8417, 'skiing': 8418, 'skilled': 8419, 'sliding': 8420, 'smokers': 8421, 'snow': 8422, 'somalia': 8423, 'spacecraft': 8424, 'specially': 8425, 'spectrum': 8426, 'spouses': 8427, 'stabilized': 8428, 'startling': 8429, 'statewide': 8430, 'statutes': 8431, 'sticking': 8432, 'stimulate': 8433, 'stress-related': 8434, 'strips': 8435, 'stunning': 8436, 'subsidize': 8437, 'successes': 8438, 'sue': 8439, 'sufficiently': 8440, 'summary': 8441, 'superconductor': 8442, 'supplemental': 8443, 'supportive': 8444, 'surgical': 8445, 'surpluses': 8446, 'surprises': 8447, 'surrendered': 8448, 'sverdlovsk': 8449, 'tanker': 8450, 'tapped': 8451, 'tax-loss': 8452, 'technically': 8453, 'teller': 8454, 'tharp': 8455, 'theatrical': 8456, 'themes': 8457, 'thi': 8458, 'thick': 8459, 'threaten': 8460, 'thriving': 8461, 'thrust': 8462, 'tide': 8463, 'tightened': 8464, 'tilt': 8465, 'tim': 8466, 'timothy': 8467, 'tips': 8468, 'tired': 8469, 'titanium': 8470, 'toilet': 8471, 'tokyo-based': 8472, 'topiary': 8473, 'topics': 8474, 'touched': 8475, 'tours': 8476, 'tragedy': 8477, 'translate': 8478, 'transplant': 8479, 'trap': 8480, 'tribe': 8481, 'tribune': 8482, 'tricky': 8483, 'troublesome': 8484, 'trudeau': 8485, 'tumbling': 8486, 'tumultuous': 8487, 'tune': 8488, 'turbulence': 8489, 'u.s.-soviet': 8490, 'ufo': 8491, 'unanticipated': 8492, 'uncommon': 8493, 'undermined': 8494, 'underscored': 8495, 'undeveloped': 8496, 'unidentified': 8497, 'unity': 8498, 'universe': 8499, 'unpaid': 8500, 'unpublished': 8501, 'unscrupulous': 8502, 'unsolicited': 8503, 'unsuccessfully': 8504, 'unused': 8505, 'unwanted': 8506, 'unwarranted': 8507, 'upheaval': 8508, 'uptick': 8509, 'urgency': 8510, 'usage': 8511, 'utterly': 8512, 'vacated': 8513, 'vancouver': 8514, 'vax': 8515, 'venerable': 8516, 'vicar': 8517, 'vicious': 8518, 'victories': 8519, 'videocassette': 8520, 'vigorously': 8521, 'violates': 8522, 'violent': 8523, 'violetta': 8524, 'virtue': 8525, 'vitro': 8526, 'volunteer': 8527, 'von': 8528, 'wachovia': 8529, 'warburg': 8530, 'warn': 8531, 'warner-lambert': 8532, 'warranty': 8533, 'waterworks': 8534, 'waxman': 8535, 'wears': 8536, 'wedd': 8537, 'weighed': 8538, 'weighing': 8539, 'weiss': 8540, 'welch': 8541, 'werner': 8542, 'wheels': 8543, 'when-issued': 8544, 'whiskey': 8545, 'whittington': 8546, 'widget': 8547, 'widow': 8548, 'wilfred': 8549, 'wiped': 8550, 'wishes': 8551, 'wonderful': 8552, 'workplace': 8553, 'workstation': 8554, 'worrying': 8555, 'worsen': 8556, 'worsening': 8557, 'wound': 8558, 'wsj': 8559, 'wyss': 8560, 'xtra': 8561, 'yards': 8562, 'yielded': 8563, 'youngest': 8564, 'zenith': 8565, 'zeta': 8566, 'zoete': 8567, 'zone': 8568, '13-week': 8569, '190.58-point': 8570, '\\\\*\\\\*': 8571, 'aba': 8572, 'abandoning': 8573, 'abolish': 8574, 'abolished': 8575, 'abrams': 8576, 'absurd': 8577, 'abundant': 8578, 'abused': 8579, 'acadia': 8580, 'accumulated': 8581, 'acknowledging': 8582, 'acquitted': 8583, 'additionally': 8584, 'additions': 8585, 'addresses': 8586, 'adjuster': 8587, 'adobe': 8588, 'adversary': 8589, 'advertised': 8590, 'affects': 8591, 'affordable': 8592, 'aga': 8593, 'ages': 8594, 'aggregates': 8595, 'ai': 8596, 'airbus': 8597, 'albany': 8598, 'aliens': 8599, 'aligned': 8600, 'alleviate': 8601, 'allowance': 8602, 'alongside': 8603, 'alternatively': 8604, 'altman': 8605, 'alvin': 8606, 'ambrosiano': 8607, 'amicable': 8608, 'anacomp': 8609, 'analyzing': 8610, 'andreas': 8611, 'annuity': 8612, 'answered': 8613, 'anthrax': 8614, 'appearances': 8615, 'applies': 8616, 'appropriated': 8617, 'architectural': 8618, 'arctic': 8619, 'ark': 8620, 'arkla': 8621, 'armco': 8622, 'arose': 8623, 'aroused': 8624, 'arrogant': 8625, 'artificially': 8626, 'asea': 8627, 'aspirations': 8628, 'assessed': 8629, 'assure': 8630, 'atlas': 8631, 'atmospheric': 8632, 'atoms': 8633, 'attacking': 8634, 'attraction': 8635, 'attributable': 8636, 'avon': 8637, 'avondale': 8638, 'awareness': 8639, 'backdrop': 8640, 'bacterium': 8641, 'bakker': 8642, 'balls': 8643, 'bancroft': 8644, 'bare-faced': 8645, 'barron': 8646, 'basin': 8647, 'basir': 8648, 'battled': 8649, 'bay-area': 8650, 'beaten': 8651, 'bebear': 8652, 'beefeater': 8653, 'beleaguered': 8654, 'best-known': 8655, 'beth': 8656, 'billed': 8657, 'billion-dollar': 8658, 'binge': 8659, 'birds': 8660, 'birthday': 8661, 'blanket': 8662, 'bleeding': 8663, 'blessing': 8664, 'blind': 8665, 'bloated': 8666, 'blunt': 8667, 'boesel': 8668, 'bologna': 8669, 'bomb': 8670, 'bomber': 8671, 'bone': 8672, 'bookings': 8673, 'boone': 8674, 'borders': 8675, 'bottled': 8676, 'bougainville': 8677, 'bounced': 8678, 'boveri': 8679, 'boyer': 8680, 'bradford': 8681, 'brains': 8682, 'bread-and-butter': 8683, 'break-even': 8684, 'breathing': 8685, 'brewery': 8686, 'briefing': 8687, 'briggs': 8688, 'brilliant': 8689, 'brink': 8690, 'broad-based': 8691, 'broadcasters': 8692, 'broaden': 8693, 'broadway': 8694, 'broderick': 8695, 'bronner': 8696, 'brouwer': 8697, 'brown-forman': 8698, 'brunt': 8699, 'buckle': 8700, 'bullets': 8701, 'bullock': 8702, 'bumiputra': 8703, 'bunch': 8704, 'bunny': 8705, 'bureaucrat': 8706, 'bureaus': 8707, 'burke': 8708, 'burmah': 8709, 'burning': 8710, 'businessland': 8711, 'butcher': 8712, 'cabernet': 8713, 'cable-tv': 8714, 'caci': 8715, 'cadillac': 8716, 'calgary-based': 8717, 'callable': 8718, 'calm': 8719, 'cameras': 8720, 'candela': 8721, 'cardiovascular': 8722, 'carolinas': 8723, 'carpeting': 8724, 'carpets': 8725, 'carry-forward': 8726, 'cascade': 8727, 'catching': 8728, 'cater': 8729, 'cathcart': 8730, 'cela': 8731, 'centerpiece': 8732, 'ceo': 8733, 'chair': 8734, 'championship': 8735, 'characteristic': 8736, 'chasing': 8737, 'cheapest': 8738, 'chefs': 8739, 'cherokee': 8740, 'chestman': 8741, 'chicken': 8742, 'child-care': 8743, 'christies': 8744, 'chuck': 8745, 'cie.': 8746, 'cilcorp': 8747, 'civic': 8748, 'civilian': 8749, 'clean-air': 8750, 'clobbered': 8751, 'clue': 8752, 'coates': 8753, 'cocom': 8754, 'coda': 8755, 'collateralized': 8756, 'colonial': 8757, 'colors': 8758, 'combines': 8759, 'commanding': 8760, 'commissioners': 8761, 'communism': 8762, 'company-owned': 8763, 'compelling': 8764, 'competent': 8765, 'complicate': 8766, 'compounded': 8767, 'comsat': 8768, 'con': 8769, 'conasupo': 8770, 'concentration': 8771, 'conception': 8772, 'conceptual': 8773, 'concluding': 8774, 'condemn': 8775, 'conditional': 8776, 'conferences': 8777, 'confined': 8778, 'confirming': 8779, 'confronted': 8780, 'connecting': 8781, 'connections': 8782, 'conservatorship': 8783, 'conspired': 8784, 'consumer-products': 8785, 'contemplated': 8786, 'contentious': 8787, 'continent': 8788, 'contraceptive': 8789, 'controllers': 8790, 'convictions': 8791, 'cooking': 8792, 'cooling': 8793, 'coordination': 8794, 'coordinator': 8795, 'corsica': 8796, 'cost-of-living': 8797, 'coups': 8798, 'cox': 8799, 'crashes': 8800, 'craven': 8801, 'craze': 8802, 'creeping': 8803, 'criticisms': 8804, 'crusade': 8805, 'crushed': 8806, 'cry': 8807, 'crystals': 8808, 'culmination': 8809, 'curtailed': 8810, 'custody': 8811, 'custom': 8812, 'cutler': 8813, 'cycling': 8814, 'cynthia': 8815, \"d'arcy\": 8816, 'daffynition': 8817, 'dai-ichi': 8818, 'dallas-based': 8819, 'dangers': 8820, 'dapuzzo': 8821, 'dassault': 8822, 'dating': 8823, 'dayton': 8824, 'ddb': 8825, 'deadly': 8826, 'deb': 8827, 'deere': 8828, 'defaulted': 8829, 'defenders': 8830, 'deferred': 8831, 'deferring': 8832, 'deficiency': 8833, 'deflator': 8834, 'denounced': 8835, 'dependents': 8836, 'deployed': 8837, 'depress': 8838, 'designers': 8839, 'destroying': 8840, 'detect': 8841, 'deteriorated': 8842, 'detrex': 8843, 'developing-country': 8844, 'devoe': 8845, 'dialing': 8846, 'dialysis': 8847, 'dies': 8848, 'diesel': 8849, 'digs': 8850, 'dip': 8851, 'diplomat': 8852, 'disappeared': 8853, 'disappears': 8854, 'dishonesty': 8855, 'dissent': 8856, 'distinctive': 8857, 'distinguished': 8858, 'distorted': 8859, 'divisive': 8860, 'dlj': 8861, 'dodd': 8862, 'dogged': 8863, 'dominates': 8864, 'domination': 8865, 'donating': 8866, 'doomed': 8867, 'doug': 8868, 'downey': 8869, 'downright': 8870, 'doyle': 8871, 'dragging': 8872, 'drawings': 8873, 'dressed': 8874, 'drum': 8875, 'drunk': 8876, 'dunes': 8877, 'dunn': 8878, 'duo': 8879, 'durkin': 8880, 'dying': 8881, 'e': 8882, 'ecological': 8883, 'edgar': 8884, 'editions': 8885, 'editorial-page': 8886, 'eduard': 8887, 'educated': 8888, 'efficiently': 8889, 'egyptian': 8890, 'eidsmo': 8891, 'einhorn': 8892, 'electronically': 8893, 'elite': 8894, 'elliott': 8895, 'embarrassed': 8896, 'en': 8897, 'enables': 8898, 'encourages': 8899, 'endangered': 8900, 'endless': 8901, 'endure': 8902, 'enserch': 8903, 'ensuring': 8904, 'enthusiasts': 8905, 'environments': 8906, 'envy': 8907, 'episodes': 8908, 'erich': 8909, 'ernest': 8910, 'eroded': 8911, 'eroding': 8912, 'erupted': 8913, 'escrow': 8914, 'espn': 8915, 'esso': 8916, 'etc.': 8917, 'euphoria': 8918, 'eurobonds': 8919, 'eurodollar': 8920, 'evacuation': 8921, 'ex-dividend': 8922, 'examined': 8923, 'examples': 8924, 'exceptionally': 8925, 'excluded': 8926, 'exclusivity': 8927, 'exercises': 8928, 'exercising': 8929, 'expelled': 8930, 'explosive': 8931, 'extraordinarily': 8932, 'f-14': 8933, 'faberge': 8934, 'fabrication': 8935, 'face-to-face': 8936, 'fairfield': 8937, 'faltered': 8938, 'fanfare': 8939, 'fasteners': 8940, 'fastest': 8941, 'fatal': 8942, 'fdic': 8943, 'feeds': 8944, 'ferdinand': 8945, 'fernandez': 8946, 'ferranti': 8947, 'fights': 8948, 'finkelstein': 8949, 'finnair': 8950, 'firstsouth': 8951, 'fk-506': 8952, 'flags': 8953, 'flaw': 8954, 'fleming': 8955, 'flies': 8956, 'flush': 8957, 'foam': 8958, 'focuses': 8959, 'folk': 8960, 'fool': 8961, 'footing': 8962, 'foreclosed': 8963, 'foreign-currency': 8964, 'foreseeable': 8965, 'forming': 8966, 'forum': 8967, 'fossil': 8968, 'four-year-old': 8969, 'fractionally': 8970, 'fraser': 8971, 'fray': 8972, 'frequency': 8973, 'friday-the-13th': 8974, 'frightened': 8975, 'fronts': 8976, 'fujisawa': 8977, 'fund-raising': 8978, 'gallons': 8979, 'gang': 8980, 'gangs': 8981, 'garage': 8982, 'gasb': 8983, 'gatward': 8984, 'geography': 8985, 'gerard': 8986, 'gerrymandering': 8987, 'glad': 8988, 'glare': 8989, 'glazer': 8990, 'glossy': 8991, 'graduates': 8992, 'grasp': 8993, 'greed': 8994, 'greeted': 8995, 'guaranty': 8996, 'guardian': 8997, 'gubernatorial': 8998, 'guideline': 8999, 'gut': 9000, 'gutfreund': 9001, 'h.h.': 9002, 'halloween': 9003, 'hammack': 9004, 'hand-held': 9005, 'handicapped': 9006, 'hard-line': 9007, 'harmony': 9008, 'hasbro': 9009, 'haskins': 9010, 'hatch': 9011, 'hazard': 9012, 'heaviest': 9013, 'heir': 9014, 'hell': 9015, 'helm': 9016, 'hemorrhaging': 9017, 'hesitate': 9018, 'high-interest': 9019, 'high-school': 9020, 'hilton': 9021, 'hint': 9022, 'hoelzer': 9023, 'holidays': 9024, 'homosexual': 9025, 'honduras': 9026, 'honesty': 9027, 'hourly': 9028, 'hung': 9029, 'hunting': 9030, 'hurdle': 9031, 'hyman': 9032, 'hypothetical': 9033, 'iafp': 9034, 'ian': 9035, 'idaho': 9036, 'identifying': 9037, 'ifi': 9038, 'ig': 9039, 'ignorance': 9040, 'illusion': 9041, 'imo': 9042, 'impetus': 9043, 'implication': 9044, 'implied': 9045, 'inaccurate': 9046, 'inception': 9047, 'inch': 9048, 'incomes': 9049, 'incorrect': 9050, 'incumbent': 9051, 'incur': 9052, 'infection': 9053, 'influences': 9054, 'inform': 9055, 'input': 9056, 'inserted': 9057, 'insider-trading': 9058, 'instructed': 9059, 'instrumental': 9060, 'instrumentation': 9061, 'integrate': 9062, 'intellectuals': 9063, 'intervene': 9064, 'intervened': 9065, 'intriguing': 9066, 'investigated': 9067, 'invites': 9068, 'inviting': 9069, 'irrelevant': 9070, 'isler': 9071, 'istat': 9072, 'itel': 9073, 'ivy': 9074, 'jackets': 9075, 'jayark': 9076, 'jean': 9077, 'jeans': 9078, 'jerome': 9079, 'jetliner': 9080, 'jets': 9081, 'joke': 9082, 'jolted': 9083, 'justices': 9084, 'kangyo': 9085, 'ken': 9086, 'kerry': 9087, 'kevin': 9088, 'khan': 9089, 'killer': 9090, 'kirk': 9091, 'kobe': 9092, 'kremlin': 9093, 'kurt': 9094, 'kuwait': 9095, 'l.a.': 9096, 'l.p.': 9097, 'lasts': 9098, 'laughing': 9099, 'laundering': 9100, 'lavelle': 9101, 'leaks': 9102, 'leery': 9103, 'legent': 9104, 'legg': 9105, 'legislatures': 9106, 'leon': 9107, 'lesk': 9108, 'leslie': 9109, 'lets': 9110, 'liberation': 9111, 'lid': 9112, 'life-insurance': 9113, 'lifting': 9114, 'limbo': 9115, 'linear': 9116, 'lipton': 9117, 'liquidate': 9118, 'listings': 9119, 'loaded': 9120, 'loath': 9121, 'logical': 9122, 'long-awaited': 9123, 'looms': 9124, 'loser': 9125, 'lovely': 9126, 'lowe': 9127, 'lower-than-expected': 9128, 'lsi': 9129, 'lumber': 9130, 'mack': 9131, 'mad': 9132, 'madrid': 9133, 'management-led': 9134, 'mania': 9135, 'manitoba': 9136, 'mansion': 9137, 'manufactures': 9138, 'marc': 9139, 'marcus': 9140, 'marous': 9141, 'masters': 9142, 'matches': 9143, 'matthews': 9144, 'maurice': 9145, 'mccormick': 9146, 'measurement': 9147, 'medication': 9148, 'mega-issues': 9149, 'mehta': 9150, 'memorandum': 9151, 'mentality': 9152, 'merchandising': 9153, 'metall': 9154, 'michelin': 9155, 'microwave': 9156, 'mid-1990s': 9157, 'midwestern': 9158, 'midyear': 9159, 'mild': 9160, 'mildly': 9161, 'milwaukee': 9162, 'mineral': 9163, 'miners': 9164, 'minimum-wage': 9165, 'mink': 9166, 'misconduct': 9167, 'misses': 9168, 'mit': 9169, 'mode': 9170, 'modernization': 9171, 'modified': 9172, 'modify': 9173, 'mom': 9174, 'money-fund': 9175, 'money-losing': 9176, 'monster': 9177, 'morale': 9178, 'morally': 9179, 'morgenzon': 9180, 'morristown': 9181, 'moss': 9182, 'motel': 9183, 'motivated': 9184, 'motive': 9185, 'mouth': 9186, 'mph': 9187, 'mullins': 9188, 'multibillion-dollar': 9189, 'multimillion-dollar': 9190, 'musicians': 9191, 'n.v': 9192, 'naczelnik': 9193, 'name-dropping': 9194, 'namely': 9195, 'narcotics': 9196, 'narrows': 9197, 'natural-gas': 9198, 'ncaa': 9199, 'ncnb': 9200, 'neat': 9201, 'neglected': 9202, 'negligence': 9203, 'nervousness': 9204, 'neuberger': 9205, 'ninth': 9206, 'nonexecutive': 9207, 'nora': 9208, 'notable': 9209, 'notorious': 9210, 'nowhere': 9211, 'numbered': 9212, 'nutritional': 9213, 'nye': 9214, \"o'connell\": 9215, 'oat': 9216, 'obligated': 9217, 'obliged': 9218, 'observes': 9219, 'ohbayashi': 9220, 'old-fashioned': 9221, 'omni': 9222, 'omnibus': 9223, 'openness': 9224, 'opted': 9225, 'ordinance': 9226, 'organic': 9227, 'orthodox': 9228, 'outer': 9229, 'outfit': 9230, 'outlawed': 9231, 'outlined': 9232, 'outspoken': 9233, 'overbuilt': 9234, 'oversubscribed': 9235, 'painfully': 9236, 'palace': 9237, 'pall': 9238, 'parkway': 9239, 'passes': 9240, 'patch': 9241, 'paterson': 9242, 'payouts': 9243, 'peasant': 9244, 'pediatric': 9245, 'pennies': 9246, 'peripheral': 9247, 'peripherals': 9248, 'perpetual': 9249, 'pesetas': 9250, 'petco': 9251, 'petrochemicals': 9252, 'physics': 9253, 'pickens': 9254, 'picket': 9255, 'pierre': 9256, 'pile': 9257, 'pitched': 9258, 'pits': 9259, 'placing': 9260, 'planted': 9261, 'pleasure': 9262, 'pons': 9263, 'poorer': 9264, 'portrayed': 9265, 'posed': 9266, 'posner': 9267, 'post-crash': 9268, 'posture': 9269, 'potato': 9270, 'potent': 9271, 'poughkeepsie': 9272, 'pour': 9273, 'pravda': 9274, 'preceding': 9275, 'preclude': 9276, 'prefers': 9277, 'premises': 9278, 'prentice': 9279, 'prepayment': 9280, 'prepayments': 9281, 'prerogatives': 9282, 'prescribed': 9283, 'presumably': 9284, 'presumed': 9285, 'pretrial': 9286, 'primerica': 9287, 'prisoner': 9288, 'prisons': 9289, 'privatized': 9290, 'privileges': 9291, 'probability': 9292, 'probing': 9293, 'productive': 9294, 'prohibition': 9295, 'propelled': 9296, 'property\\\\/casualty': 9297, 'prosecuted': 9298, 'protocol': 9299, 'prototype': 9300, 'provinces': 9301, 'provoked': 9302, 'pullout': 9303, 'quack': 9304, 'quickview': 9305, 'quina': 9306, 'r': 9307, 'r.i.': 9308, 'rafale': 9309, 'rainbow': 9310, 'ramirez': 9311, 'rampant': 9312, 'ratified': 9313, 'reads': 9314, 'realities': 9315, 'rear': 9316, 'recipients': 9317, 'reclaim': 9318, 'recognizes': 9319, 'recognizing': 9320, 'recruited': 9321, 'recycling': 9322, 'redemptions': 9323, 'redevelopment': 9324, 'refined': 9325, 'refineries': 9326, 'refiners': 9327, 'regrets': 9328, 'regular-season': 9329, 'reich': 9330, 'reinforcing': 9331, 'reins': 9332, 'rejecting': 9333, 'relying': 9334, 'remark': 9335, 'remedy': 9336, 'remembered': 9337, 'remics': 9338, 'renamed': 9339, 'renewal': 9340, 'reoffered': 9341, 'republics': 9342, 'reruns': 9343, 'resemble': 9344, 'resembles': 9345, 'resident': 9346, 'resolutions': 9347, 'respectability': 9348, 'respectable': 9349, 'restoring': 9350, 'restricts': 9351, 'retreating': 9352, 'reupke': 9353, 'reuter': 9354, 'revamping': 9355, 'revealed': 9356, 'revoke': 9357, 'rewarding': 9358, 'rhone-poulenc': 9359, 'rick': 9360, 'rider': 9361, 'rifenburgh': 9362, 'rig': 9363, 'ringer': 9364, 'roadways': 9365, 'robbed': 9366, 'roberti': 9367, 'robots': 9368, 'rocked': 9369, 'rocket': 9370, 'roh': 9371, 'ropes': 9372, 'rows': 9373, 'rulings': 9374, 'runaway': 9375, 'rupert': 9376, 'sagan': 9377, 'sagged': 9378, 'sailing': 9379, 'salmonella': 9380, 'salvador': 9381, 'salvage': 9382, 'satisfying': 9383, 'scaring': 9384, 'schaeffer': 9385, 'schwab': 9386, 'scored': 9387, 'searched': 9388, 'searches': 9389, 'secretaries': 9390, 'seismic': 9391, 'seizure': 9392, 'seizures': 9393, 'seldom': 9394, 'selective': 9395, 'self-employed': 9396, 'sen': 9397, 'sens.': 9398, 'shannon': 9399, 'shaping': 9400, 'sheep': 9401, 'shelves': 9402, 'shere': 9403, 'sherman': 9404, 'shifted': 9405, 'shifts': 9406, 'shirts': 9407, 'shoot': 9408, 'short-lived': 9409, 'shots': 9410, 'shouting': 9411, 'shrank': 9412, 'sideline': 9413, 'sidhpur': 9414, 'siemens': 9415, 'sights': 9416, 'similarity': 9417, 'simpler': 9418, 'simultaneous': 9419, 'sink': 9420, 'skiers': 9421, 'skyrocketed': 9422, 'sleeping': 9423, 'slew': 9424, 'slim': 9425, 'small-town': 9426, 'sociologist': 9427, 'soda': 9428, 'soften': 9429, 'solving': 9430, 'someday': 9431, 'sorry': 9432, 'sounded': 9433, 'spate': 9434, 'special-interest': 9435, 'specifications': 9436, 'speeding': 9437, 'speeds': 9438, 'splitting': 9439, 'spooked': 9440, 'sporadic': 9441, 'spouse': 9442, 'spurring': 9443, 'sr.': 9444, 'sri': 9445, 'staging': 9446, 'standpoint': 9447, 'steer': 9448, 'stevenson': 9449, 'stimulators': 9450, 'stops': 9451, 'streak': 9452, 'strengths': 9453, 'stressing': 9454, 'strictly': 9455, 'strokes': 9456, 'subordinates': 9457, 'subpoena': 9458, 'subscriber': 9459, 'subsidizing': 9460, 'suing': 9461, 'suitable': 9462, 'suites': 9463, 'supermarkets': 9464, 'supplement': 9465, 'surgeon': 9466, 'surging': 9467, 'surrounded': 9468, 'susceptible': 9469, 'swell': 9470, 'swelling': 9471, 'switches': 9472, 'sworn': 9473, 'syrian': 9474, 'tag': 9475, 'tainted': 9476, 'taiwanese': 9477, 'tampa': 9478, 'tangible': 9479, 'taping': 9480, 'tass': 9481, 'taxed': 9482, 'teagan': 9483, 'tenfold': 9484, 'tenneco': 9485, 'tennis': 9486, 'terminate': 9487, 'terrorist': 9488, 'tesoro': 9489, 'thailand': 9490, 'theatre': 9491, 'theoretical': 9492, 'thief': 9493, 'thoroughbred': 9494, 'thoughts': 9495, 'thwart': 9496, 'tighten': 9497, 'tightening': 9498, 'topple': 9499, 'tops': 9500, 'torn': 9501, 'toubro': 9502, 'touchy': 9503, 'touting': 9504, 'towel': 9505, 'towers': 9506, 'tpa': 9507, 'trademark': 9508, 'traffickers': 9509, 'trafficking': 9510, 'tramp': 9511, 'transatlantic': 9512, 'transformed': 9513, 'trapped': 9514, 'traub': 9515, 'traveled': 9516, 'trecker': 9517, 'tremor': 9518, 'trespass': 9519, 'triggering': 9520, 'trimming': 9521, 'tritium': 9522, 'tro': 9523, 'trustcorp': 9524, 'trusts': 9525, 'tumor-suppressor': 9526, 'two-tier': 9527, 'tyler': 9528, 'uncle': 9529, 'uncomfortable': 9530, 'underestimated': 9531, 'underscore': 9532, 'undersecretary': 9533, 'undo': 9534, 'unfilled': 9535, 'unilab': 9536, 'uninsured': 9537, 'unlawful': 9538, 'unload': 9539, 'unloading': 9540, 'upgraded': 9541, 'upgrading': 9542, 'uv-b': 9543, 'vacuum': 9544, 'valhi': 9545, 'vault': 9546, 'vendors': 9547, 'verge': 9548, 'viability': 9549, 'vickers': 9550, 'viewpoint': 9551, 'vista': 9552, 'voiced': 9553, 'voter': 9554, 'walks': 9555, 'walters': 9556, 'wanting': 9557, 'washington-based': 9558, 'wasted': 9559, 'watts': 9560, 'wedge': 9561, 'weird': 9562, 'wellcome': 9563, 'wendy': 9564, 'westridge': 9565, 'whichever': 9566, 'whip': 9567, 'widens': 9568, 'wilmington': 9569, 'windsor': 9570, 'wipe': 9571, 'workings': 9572, 'workout': 9573, 'worthy': 9574, 'x': 9575, 'yankee': 9576, 'year-to-year': 9577, 'yetnikoff': 9578, 'youngsters': 9579, 'younkers': 9580, 'zip': 9581, 'zones': 9582, '14-year-old': 9583, '24-hour': 9584, '26-week': 9585, '45-year-old': 9586, 'a.g.': 9587, 'aborted': 9588, 'accessible': 9589, 'accomplished': 9590, 'accustomed': 9591, 'actress': 9592, 'adjacent': 9593, 'agip': 9594, 'ala.': 9595, 'alabama': 9596, 'alice': 9597, 'amortization': 9598, 'anti-nuclear': 9599, 'arising': 9600, 'await': 9601, 'backgrounds': 9602, 'bail': 9603, 'balloting': 9604, 'bankruptcy-court': 9605, 'barnett': 9606, 'benton': 9607, 'bets': 9608, 'bizarre': 9609, 'blaming': 9610, 'blue-collar': 9611, 'blues': 9612, 'bond-equivalent': 9613, 'booked': 9614, 'booklets': 9615, 'bowed': 9616, 'bozell': 9617, 'brushed': 9618, 'buffer': 9619, 'buffet': 9620, 'bulls': 9621, 'butler': 9622, 'butter': 9623, 'byrd': 9624, 'carla': 9625, 'carr': 9626, 'celebrating': 9627, 'celebrity': 9628, 'centered': 9629, 'centuries': 9630, 'cftc': 9631, 'cheered': 9632, 'chlorofluorocarbons': 9633, 'chunks': 9634, 'clarify': 9635, 'classical': 9636, 'clifford': 9637, 'coated': 9638, 'cocaine': 9639, 'collectors': 9640, 'commerzbank': 9641, 'committing': 9642, 'competitiveness': 9643, 'concert': 9644, 'conclusions': 9645, 'confessed': 9646, 'construct': 9647, 'constructed': 9648, 'contested': 9649, 'convey': 9650, 'cubans': 9651, 'danny': 9652, 'dashed': 9653, 'decisive': 9654, 'define': 9655, 'delegates': 9656, 'deliberations': 9657, 'depended': 9658, 'detergent': 9659, 'dial': 9660, 'dig': 9661, 'disclosing': 9662, 'discouraged': 9663, 'disk-drive': 9664, 'distributing': 9665, 'distributions': 9666, 'divergence': 9667, 'diversion': 9668, 'diversity': 9669, 'domestically': 9670, 'doubtful': 9671, 'downgrading': 9672, 'dusty': 9673, 'educate': 9674, 'egypt': 9675, 'emergence': 9676, 'emerson': 9677, 'emigration': 9678, 'endanger': 9679, 'enron': 9680, 'entrepreneurial': 9681, 'erased': 9682, 'excesses': 9683, 'excited': 9684, 'explicit': 9685, 'extract': 9686, 'fearful': 9687, 'feat': 9688, 'ferry': 9689, 'first-time': 9690, 'flamboyant': 9691, 'fleeting': 9692, 'fleets': 9693, 'fleischmann': 9694, 'flom': 9695, 'format': 9696, 'freed': 9697, 'frustrating': 9698, 'g.m.b': 9699, 'gartner': 9700, 'gently': 9701, 'giorgio': 9702, 'greedy': 9703, 'greens': 9704, 'gregory': 9705, 'grey': 9706, 'grossly': 9707, 'hangs': 9708, 'hastily': 9709, 'havoc': 9710, 'heroes': 9711, 'hints': 9712, 'holt': 9713, 'incompetent': 9714, 'incredible': 9715, 'insight': 9716, 'instruction': 9717, 'intentionally': 9718, 'interrupted': 9719, 'inventor': 9720, 'invests': 9721, 'jeopardy': 9722, 'kan.': 9723, 'knock': 9724, 'kohlberg': 9725, 'koreans': 9726, 'lama': 9727, 'lancaster': 9728, 'leaping': 9729, 'legitimacy': 9730, 'leipzig': 9731, 'libya': 9732, 'liked': 9733, 'lobbied': 9734, 'looming': 9735, 'loud': 9736, 'magnified': 9737, 'makeup': 9738, 'managua': 9739, 'marble': 9740, 'marched': 9741, 'market-share': 9742, 'mice': 9743, 'micro': 9744, 'microprocessors': 9745, 'midmorning': 9746, 'mighty': 9747, 'mundane': 9748, 'naked': 9749, 'namibia': 9750, 'neatly': 9751, 'negligible': 9752, 'negotiator': 9753, 'neutral': 9754, 'nonsense': 9755, 'novelist': 9756, 'occasion': 9757, 'okla.': 9758, 'olympic': 9759, 'orderly': 9760, 'outperform': 9761, 'outperformed': 9762, 'outsider': 9763, 'parade': 9764, 'parsow': 9765, 'patience': 9766, 'peat': 9767, 'peninsula': 9768, 'pepsi': 9769, 'performer': 9770, 'permanently': 9771, 'permissible': 9772, 'permitting': 9773, 'persian': 9774, 'pete': 9775, 'piano': 9776, 'pitching': 9777, 'plumbing': 9778, 'poised': 9779, 'portrait': 9780, 'predictably': 9781, 'prevailing': 9782, 'price-earnings': 9783, 'professors': 9784, 'prone': 9785, 'r.h.': 9786, 'racked': 9787, 'rationale': 9788, 'rattled': 9789, 'reassuring': 9790, 'receiver': 9791, 'recital': 9792, 'recoup': 9793, 'recycled': 9794, 'reeling': 9795, 'refrigerators': 9796, 'reimburse': 9797, 'reinvest': 9798, 'reinvested': 9799, 'rep': 9800, 'resilience': 9801, 'restraints': 9802, 'restructurings': 9803, 'retrieve': 9804, 'reveals': 9805, 'revise': 9806, 'revolving': 9807, 'rewrite': 9808, 'rode': 9809, 'roller': 9810, 'roller-coaster': 9811, 'rooted': 9812, 'rout': 9813, 'runway': 9814, 'russians': 9815, 's&ls': 9816, 'scheduling': 9817, 'sexual': 9818, 'shanghai': 9819, 'shipment': 9820, 'shooting': 9821, 'sigh': 9822, 'sloppy': 9823, 'smiling': 9824, 'soul': 9825, 'southmark': 9826, 'specialize': 9827, 'stanza': 9828, 'struggles': 9829, 'subdued': 9830, 'supplying': 9831, 'tacked': 9832, 'tailored': 9833, 'tally': 9834, 'teeth': 9835, 'telephones': 9836, 'termination': 9837, 'tightly': 9838, 'touted': 9839, 'translation': 9840, 'trendy': 9841, 'turnpike': 9842, 'twelve': 9843, 'undoubtedly': 9844, 'uneasy': 9845, 'unraveled': 9846, 'unstable': 9847, 'upbeat': 9848, 'update': 9849, 'vessel': 9850, 'warehouses': 9851, 'weakest': 9852, 'western-style': 9853, 'wherever': 9854, 'wooden': 9855, 'wooing': 9856, 'worrisome': 9857, 'yorker': 9858, 'advertiser': 9859, 'aeroflot': 9860, 'afloat': 9861, 'andy': 9862, 'backlash': 9863, 'bargain-hunting': 9864, 'baring': 9865, 'barrett': 9866, 'bat': 9867, 'behaved': 9868, 'besieged': 9869, 'calculate': 9870, 'caller': 9871, 'cancellation': 9872, 'cara': 9873, 'chaotic': 9874, 'contrasts': 9875, 'coping': 9876, 'cost-sharing': 9877, 'court-appointed': 9878, 'crandall': 9879, 'dignity': 9880, 'dillon': 9881, 'drastic': 9882, 'environmentally': 9883, 'equation': 9884, 'etc': 9885, 'fad': 9886, 'geared': 9887, 'halts': 9888, 'headaches': 9889, 'hectic': 9890, 'hertz': 9891, 'influx': 9892, 'infringed': 9893, 'inning': 9894, 'intensely': 9895, 'irish': 9896, 'johnston': 9897, 'manpower': 9898, 'mimic': 9899, 'mmi': 9900, 'mo.': 9901, 'nagging': 9902, 'pasta': 9903, 'plaintiff': 9904, 'playoffs': 9905, 'plummet': 9906, 'prediction': 9907, 'prints': 9908, 'profitably': 9909, 'restricting': 9910, 'scary': 9911, 'sharpest': 9912, 'shouted': 9913, 'showroom': 9914, 'shv': 9915, 'sits': 9916, 'sporting': 9917, 'steering': 9918, 'stir': 9919, 'subscription': 9920, 'swung': 9921, 'syndicated': 9922, 'till': 9923, 'trusted': 9924, 'unicorp': 9925, 'vivid': 9926, 'warehouse': 9927, 'weirton': 9928, 'whoever': 9929, 'wichita': 9930, 'arrow': 9931, 'bausch': 9932, 'black-and-white': 9933, 'bsn': 9934, 'certified': 9935, 'cubs': 9936, 'dictaphone': 9937, 'elephant': 9938, 'farrell': 9939, 'fossett': 9940, 'geographic': 9941, 'infringement': 9942, 'jan': 9943, 'nervously': 9944, 'non-interest': 9945, 'nurses': 9946, 'on-site': 9947, 'outset': 9948, 'propane': 9949, 'rebounding': 9950, 'recorder': 9951, 'rosenthal': 9952, 'shah': 9953, 'subway': 9954, 'tunnel': 9955, 'callers': 9956, 'hut': 9957, 'interactive': 9958, 'justin': 9959, 'lenses': 9960, 'massage': 9961, 'massages': 9962, 'minimills': 9963, 'ncr': 9964, 'novello': 9965, 'palmer': 9966, 'programmers': 9967, 'skipper': 9968, 'willful': 9969, 'aer': 9970, 'banknote': 9971, 'berlitz': 9972, 'biscuits': 9973, 'calloway': 9974, 'centrust': 9975, 'cluett': 9976, 'daewoo': 9977, 'ferc': 9978, 'flat-rolled': 9979, 'fromstein': 9980, 'gitano': 9981, 'guterman': 9982, 'hydro-quebec': 9983, 'ipo': 9984, 'isi': 9985, 'kia': 9986, 'memotec': 9987, 'mlx': 9988, 'nahb': 9989, 'photography': 9990, 'punts': 9991, 'rake': 9992, 'regatta': 9993, 'rubens': 9994, 'sim': 9995, 'snack-food': 9996, 'ssangyong': 9997, 'swapo': 9998, 'wachter': 9999}\n",
      "10000\n",
      "aer banknote berlitz calloway centrust cluett fromstein gitano guterman hydro-quebec\n"
     ]
    }
   ],
   "source": [
    "def read_words(filename):\n",
    "    with tf.gfile.GFile(filename, \"r\") as f:\n",
    "        return f.read().replace(\"\\n\", \"<eos>\").split()\n",
    "\n",
    "\n",
    "def build_vocab(filename):\n",
    "    data = read_words(filename)\n",
    "\n",
    "    counter = collections.Counter(data)\n",
    "    count_pairs = sorted(counter.items(), key=lambda x: (-x[1], x[0]))\n",
    "\n",
    "    words, _ = list(zip(*count_pairs))\n",
    "    word_to_id = dict(zip(words, range(len(words))))\n",
    "\n",
    "    return word_to_id\n",
    "\n",
    "\n",
    "def file_to_word_ids(filename, word_to_id):\n",
    "    data = read_words(filename)\n",
    "    return [word_to_id[word] for word in data if word in word_to_id]\n",
    "\n",
    "\n",
    "def load_data():\n",
    "    # get the data paths\n",
    "    train_path = os.path.join(data_path, \"ptb.train.txt\")\n",
    "    valid_path = os.path.join(data_path, \"ptb.valid.txt\")\n",
    "    test_path = os.path.join(data_path, \"ptb.test.txt\")\n",
    "\n",
    "    # build the complete vocabulary, then convert text data to list of integers\n",
    "    word_to_id = build_vocab(train_path)\n",
    "    train_data = file_to_word_ids(train_path, word_to_id)\n",
    "    valid_data = file_to_word_ids(valid_path, word_to_id)\n",
    "    test_data = file_to_word_ids(test_path, word_to_id)\n",
    "    vocabulary = len(word_to_id)\n",
    "    reversed_dictionary = dict(zip(word_to_id.values(), word_to_id.keys()))\n",
    "\n",
    "    print(train_data[:5])\n",
    "    print(word_to_id)\n",
    "    print(vocabulary)\n",
    "    print(\" \".join([reversed_dictionary[x] for x in train_data[:10]]))\n",
    "    return train_data, valid_data, test_data, vocabulary, reversed_dictionary\n",
    "\n",
    "train_data, valid_data, test_data, vocabulary, reversed_dictionary = load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embedding_1 (Embedding)      (None, 30, 500)           5000000   \n",
      "_________________________________________________________________\n",
      "lstm_1 (LSTM)                (None, 30, 500)           2002000   \n",
      "_________________________________________________________________\n",
      "lstm_2 (LSTM)                (None, 30, 500)           2002000   \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 30, 500)           0         \n",
      "_________________________________________________________________\n",
      "time_distributed_1 (TimeDist (None, 30, 10000)         5010000   \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 30, 10000)         0         \n",
      "=================================================================\n",
      "Total params: 14,014,000\n",
      "Trainable params: 14,014,000\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "class KerasBatchGenerator(object):\n",
    "\n",
    "    def __init__(self, data, num_steps, batch_size, vocabulary, skip_step=5):\n",
    "        self.data = data\n",
    "        self.num_steps = num_steps\n",
    "        self.batch_size = batch_size\n",
    "        self.vocabulary = vocabulary\n",
    "        # this will track the progress of the batches sequentially through the\n",
    "        # data set - once the data reaches the end of the data set it will reset\n",
    "        # back to zero\n",
    "        self.current_idx = 0\n",
    "        # skip_step is the number of words which will be skipped before the next\n",
    "        # batch is skimmed from the data set\n",
    "        self.skip_step = skip_step\n",
    "\n",
    "    def generate(self):\n",
    "        x = np.zeros((self.batch_size, self.num_steps))\n",
    "        y = np.zeros((self.batch_size, self.num_steps, self.vocabulary))\n",
    "        while True:\n",
    "            for i in range(self.batch_size):\n",
    "                if self.current_idx + self.num_steps >= len(self.data):\n",
    "                    # reset the index back to the start of the data set\n",
    "                    self.current_idx = 0\n",
    "                x[i, :] = self.data[self.current_idx:self.current_idx + self.num_steps]\n",
    "                temp_y = self.data[self.current_idx + 1:self.current_idx + self.num_steps + 1]\n",
    "                # convert all of temp_y into a one hot representation\n",
    "                y[i, :, :] = to_categorical(temp_y, num_classes=self.vocabulary)\n",
    "                self.current_idx += self.skip_step\n",
    "            yield x, y\n",
    "\n",
    "num_steps = 30\n",
    "batch_size = 20\n",
    "train_data_generator = KerasBatchGenerator(train_data, num_steps, batch_size, vocabulary,\n",
    "                                           skip_step=num_steps)\n",
    "valid_data_generator = KerasBatchGenerator(valid_data, num_steps, batch_size, vocabulary,\n",
    "                                           skip_step=num_steps)\n",
    "\n",
    "hidden_size = 500\n",
    "use_dropout=True\n",
    "model = Sequential()\n",
    "model.add(Embedding(vocabulary, hidden_size, input_length=num_steps))\n",
    "model.add(LSTM(hidden_size, return_sequences=True))\n",
    "model.add(LSTM(hidden_size, return_sequences=True))\n",
    "if use_dropout:\n",
    "    model.add(Dropout(0.5))\n",
    "model.add(TimeDistributed(Dense(vocabulary)))\n",
    "model.add(Activation('softmax'))\n",
    "\n",
    "optimizer = Adam()\n",
    "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['categorical_accuracy'])\n",
    "\n",
    "print(model.summary())\n",
    "checkpointer = ModelCheckpoint(filepath=data_path + '/model-{epoch:02d}.hdf5', verbose=1)\n",
    "num_epochs = 5\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "  23/1549 [..............................] - ETA: 41:41 - loss: 8.0404 - categorical_accuracy: 0.0537"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-42a3540fc38e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m     model.fit_generator(train_data_generator.generate(), len(train_data)//(batch_size*num_steps), num_epochs,\n\u001b[1;32m      5\u001b[0m                         \u001b[0mvalidation_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvalid_data_generator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m                         validation_steps=len(valid_data)//(batch_size*num_steps), callbacks=[checkpointer])\n\u001b[0m\u001b[1;32m      7\u001b[0m     \u001b[0;31m# model.fit_generator(train_data_generator.generate(), 2000, num_epochs,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m     \u001b[0;31m#                     validation_data=valid_data_generator.generate(),\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/keras/legacy/interfaces.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     89\u001b[0m                 warnings.warn('Update your `' + object_name +\n\u001b[1;32m     90\u001b[0m                               '` call to the Keras 2 API: ' + signature, stacklevel=2)\n\u001b[0;32m---> 91\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     92\u001b[0m         \u001b[0mwrapper\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_original_function\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     93\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit_generator\u001b[0;34m(self, generator, steps_per_epoch, epochs, verbose, callbacks, validation_data, validation_steps, class_weight, max_queue_size, workers, use_multiprocessing, shuffle, initial_epoch)\u001b[0m\n\u001b[1;32m   1424\u001b[0m             \u001b[0muse_multiprocessing\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0muse_multiprocessing\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1425\u001b[0m             \u001b[0mshuffle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mshuffle\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1426\u001b[0;31m             initial_epoch=initial_epoch)\n\u001b[0m\u001b[1;32m   1427\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1428\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0minterfaces\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegacy_generator_methods_support\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/keras/engine/training_generator.py\u001b[0m in \u001b[0;36mfit_generator\u001b[0;34m(model, generator, steps_per_epoch, epochs, verbose, callbacks, validation_data, validation_steps, class_weight, max_queue_size, workers, use_multiprocessing, shuffle, initial_epoch)\u001b[0m\n\u001b[1;32m    189\u001b[0m                 outs = model.train_on_batch(x, y,\n\u001b[1;32m    190\u001b[0m                                             \u001b[0msample_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msample_weight\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 191\u001b[0;31m                                             class_weight=class_weight)\n\u001b[0m\u001b[1;32m    192\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    193\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mouts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mtrain_on_batch\u001b[0;34m(self, x, y, sample_weight, class_weight)\u001b[0m\n\u001b[1;32m   1218\u001b[0m             \u001b[0mins\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0msample_weights\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1219\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_train_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1220\u001b[0;31m         \u001b[0moutputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mins\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1221\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutputs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1222\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0moutputs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, inputs)\u001b[0m\n\u001b[1;32m   2659\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_legacy_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2660\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2661\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2662\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2663\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mpy_any\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mis_tensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0minputs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(self, inputs)\u001b[0m\n\u001b[1;32m   2629\u001b[0m                                 \u001b[0msymbol_vals\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2630\u001b[0m                                 session)\n\u001b[0;32m-> 2631\u001b[0;31m         \u001b[0mfetched\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_callable_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0marray_vals\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2632\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mfetched\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moutputs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2633\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m   1449\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_session\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_created_with_new_api\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1450\u001b[0m           return tf_session.TF_SessionRunCallable(\n\u001b[0;32m-> 1451\u001b[0;31m               self._session._session, self._handle, args, status, None)\n\u001b[0m\u001b[1;32m   1452\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1453\u001b[0m           return tf_session.TF_DeprecatedSessionRunCallable(\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "\n",
    "run_opt=1\n",
    "if run_opt == 1:\n",
    "    model.fit_generator(train_data_generator.generate(), len(train_data)//(batch_size*num_steps), num_epochs,\n",
    "                        validation_data=valid_data_generator.generate(),\n",
    "                        validation_steps=len(valid_data)//(batch_size*num_steps), callbacks=[checkpointer])\n",
    "    # model.fit_generator(train_data_generator.generate(), 2000, num_epochs,\n",
    "    #                     validation_data=valid_data_generator.generate(),\n",
    "    #                     validation_steps=10)\n",
    "    model.save(data_path + \"final_model.hdf5\")\n",
    "elif run_opt == 2:\n",
    "    model = load_model(data_path + \"\\model-40.hdf5\")\n",
    "    dummy_iters = 40\n",
    "    example_training_generator = KerasBatchGenerator(train_data, num_steps, 1, vocabulary,\n",
    "                                                     skip_step=1)\n",
    "    print(\"Training data:\")\n",
    "    for i in range(dummy_iters):\n",
    "        dummy = next(example_training_generator.generate())\n",
    "    num_predict = 10\n",
    "    true_print_out = \"Actual words: \"\n",
    "    pred_print_out = \"Predicted words: \"\n",
    "    for i in range(num_predict):\n",
    "        data = next(example_training_generator.generate())\n",
    "        prediction = model.predict(data[0])\n",
    "        predict_word = np.argmax(prediction[:, num_steps-1, :])\n",
    "        true_print_out += reversed_dictionary[train_data[num_steps + dummy_iters + i]] + \" \"\n",
    "        pred_print_out += reversed_dictionary[predict_word] + \" \"\n",
    "    print(true_print_out)\n",
    "    print(pred_print_out)\n",
    "    # test data set\n",
    "    dummy_iters = 40\n",
    "    example_test_generator = KerasBatchGenerator(test_data, num_steps, 1, vocabulary,\n",
    "                                                     skip_step=1)\n",
    "    print(\"Test data:\")\n",
    "    for i in range(dummy_iters):\n",
    "        dummy = next(example_test_generator.generate())\n",
    "    num_predict = 10\n",
    "    true_print_out = \"Actual words: \"\n",
    "    pred_print_out = \"Predicted words: \"\n",
    "    for i in range(num_predict):\n",
    "        data = next(example_test_generator.generate())\n",
    "        prediction = model.predict(data[0])\n",
    "        predict_word = np.argmax(prediction[:, num_steps - 1, :])\n",
    "        true_print_out += reversed_dictionary[test_data[num_steps + dummy_iters + i]] + \" \"\n",
    "        pred_print_out += reversed_dictionary[predict_word] + \" \"\n",
    "    print(true_print_out)\n",
    "    print(pred_print_out)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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