Official page: Treebank-3
In Chainer, PTB dataset can be obtained with build-in function.
In [1]:
from __future__ import print_function
import os
import matplotlib.pyplot as plt
%matplotlib inline
import numpy as np
import chainer
chainer.datasets.get_ptb_words
method is prepared in Chainer to get PTB dataset.
Dataset is automatically downloaded from https://github.com/tomsercu/lstm/tree/master/data only for the first time, and its cache is used from second time.
In [2]:
train, val, test = chainer.datasets.get_ptb_words()
The dataset structure is numpy.ndarray
.
train[i]
represents i-th word in integer, which represents word ID.
In [3]:
print('train type: ', type(train), train.shape, train)
print('val type: ', type(val), val.shape, val)
print('test type: ', type(test), test.shape, test)
train type: <class 'numpy.ndarray'> (929589,) [ 0 1 2 ..., 39 26 24]
val type: <class 'numpy.ndarray'> (73760,) [2211 396 1129 ..., 108 27 24]
test type: <class 'numpy.ndarray'> (82430,) [142 78 54 ..., 87 214 24]
Each word ID corresponds to specific word or symbol.
Symbol includes following
<eos>
: end of sequence<unk>
: unknown word (I guess it is the word which was not in the 10000 vocabulary).The relation between word ID and actual word can be obtained as dictionary with chainer.datasets.get_ptb_words_vocabulary()
method.
In [5]:
ptb_dict = chainer.datasets.get_ptb_words_vocabulary()
print('Number of vocabulary', len(ptb_dict))
print('ptb_dict', ptb_dict)
Number of vocabulary 10000
ptb_dict {'representation': 7975, 'competent': 9733, 'unusual': 2825, 're-election': 2672, 'brewing': 7045, 'stunning': 9451, 'distributed': 6252, 'percentage': 72, 'compare': 2549, 'laughing': 3407, 'sci': 3311, 'suggested': 2611, 'incompetent': 9769, 'sandinistas': 9108, 'werner': 8877, 'poison': 6210, 'salon': 3963, 'now': 145, 'crest': 8679, 'dairy': 2018, 'lineup': 9597, 'hills': 1264, 'chip': 1157, 'creditor': 1374, 'actor': 2315, 'specialist': 2737, "'s": 119, 'flooded': 3700, 'aba': 3364, 'lease': 6490, 'personal-computer': 8382, 'produces': 6268, 'attitudes': 8722, 'downgrade': 5845, 'owned': 228, 'banc': 9864, 'bottom': 3032, 'lone': 8300, 'bulk': 4326, 'tens': 5522, 'palestinian': 2239, 'preliminary': 111, 'anderson': 5737, 'undoubtedly': 9560, 'recovering': 5494, 'bancroft': 8617, 'mae': 1608, 'sex': 2252, 'drinks': 631, 'pacific': 457, 'tokyo': 2090, 'lose': 4964, 'oversees': 6596, 'responding': 3839, 'steep': 2701, 'clerk': 7128, 'commission': 919, 'nbc': 3681, 'psychiatric': 5062, 'undermine': 6580, 'voice': 2525, 'claiming': 1241, 'kageyama': 9622, 'often': 1775, 'jurors': 9745, 'error': 5049, 'levy': 7601, 'invites': 7564, 'efficiently': 8388, 'marks': 1685, 'rewarding': 4325, 'solicitation': 4132, 'gauge': 3107, 'heller': 8815, 'buy-out': 1515, 'other': 245, 'cathay': 9838, 'pricings': 5787, 'provisional': 8692, 'winner': 6296, 'seconds': 5553, 'earthquake-related': 9319, 'bomber': 6141, 'encourage': 2984, 'thwart': 6303, 'vax': 9604, 'distorted': 2546, 'chosen': 2988, 'seizure': 9350, 'physics': 4884, '13th': 8264, 'bailout': 7046, 'barry': 8486, 'schaeffer': 9167, 'beaten': 2409, 'wheels': 4488, 'enabling': 4308, 'promptly': 4506, 'models': 1434, 'issue': 511, 'incorrect': 9521, 'northern': 3661, 'genes': 3234, 'relying': 9485, 'rule': 1037, 'omitted': 4246, 'pa': 4940, 'interstate': 3239, 'showing': 1320, 'dry': 294, 'levels': 1831, 'dealership': 7145, 'pfizer': 7946, 'leonard': 7263, 'basis': 4233, 'responsibilities': 5204, 'stood': 703, 'reluctant': 6230, 'narrowly': 1741, 'totals': 9065, 'lawyers': 2616, 'stephen': 1424, 'casting': 699, 'imperial': 7110, 'brown-forman': 8315, 'lenses': 9202, 'filipino': 7594, 'benchmark': 4090, 'women': 2364, 'reduction': 1384, 'today': 118, 'customers': 979, 'fell': 444, 'surrender': 4857, 'insider': 6482, 'flags': 8067, 'freeze': 8242, 'heavier': 9092, 'kronor': 9267, 'spokesman': 1004, 'blanket': 7816, 'line-item': 5346, 'leaping': 6889, 'watson': 3047, 'overly': 8685, 'linked': 1634, 'strip': 2370, 'subscriber': 773, 'unwelcome': 6794, 'jordan': 8280, 'buck': 4689, 'telephone': 1467, 'transportation': 2749, 'suspected': 6924, 'theatrical': 9689, 'merksamer': 9508, 'crush': 7954, 'landmark': 7223, 'illegal': 962, 'raised': 1490, 'revive': 1916, 'media': 3297, 'divergence': 5548, 'swedish': 8409, 'concentrated': 2725, 'proves': 6761, 'noxell': 8972, 'procurement': 3547, 'hdtv': 9805, 'n.j.': 3479, 'bankrupt': 6487, 'bonus': 2859, 'structured': 5855, 'curve': 9784, 'research': 151, 'political': 888, 'environmental': 268, 'jean': 8880, 'follow': 5711, 'jan': 6687, 'segments': 3946, 'elizabeth': 3021, 'identical': 5914, 'throughout': 1592, 'yields': 325, 'structures': 4178, 'asset': 3832, 'spencer': 7885, 'express': 4749, 'bursts': 9843, 'ally': 6916, 'displayed': 8674, 'for': 181, 'addressed': 9188, 'printing': 6607, 'benign': 2363, 'woolworth': 6233, 'committing': 3369, 'occasion': 8199, 'nations': 249, 'win': 2246, 'lyonnais': 7923, 'walk': 2365, 'spouse': 4709, 'blueprint': 8353, 'nasdaq': 1200, 'fastest-growing': 5591, 'aliens': 8201, 'reserved': 6385, 'club': 1427, 'perjury': 9422, 'increase': 705, 'drug': 3351, 'iron': 8129, 'ourselves': 8448, 'conform': 8343, 'southern': 1509, 'lately': 4833, 'key': 1637, 'architectural': 4219, 'buy-back': 3813, 'honeywell': 8657, 'evident': 4634, 'streets': 2330, 'displays': 6270, 'acting': 3176, 'cocoa': 2429, 'guinness': 9431, 'sessions': 7845, 'studio': 6353, 'outstanding': 1652, 'announcement': 1697, 'glad': 8678, 'warned': 5848, 'surprisingly': 3767, 'concerns': 889, 'organic': 8352, 'arabs': 8665, 'yet': 775, 'bleak': 8797, 'passion': 4492, 'hospitals': 2201, 'generally': 1893, 'come': 875, 'powerhouse': 5276, 'leon': 6563, 'phones': 9210, 'installations': 8960, 'warm': 6633, 'weighed': 3943, 'imo': 9703, 'corners': 2181, 'half-hour': 4163, 'listed': 1752, 'contested': 9916, 'packwood': 9410, 'houston': 5013, 'refineries': 9287, 'olympia': 5448, 'restore': 2965, 'fix': 7112, 'handle': 1991, 'violations': 3523, 'giovanni': 6945, 'eliminate': 1640, 'donations': 8476, 'calculate': 1201, 'bellwether': 5790, 'publisher': 3780, 'considering': 995, 'external': 1385, 'virus': 6696, 'doubled': 1067, 'commonly': 8389, 'trinity': 6576, 'fast-food': 2202, 'custom': 5337, 'inquiry': 3449, 'pons': 9697, 'journalist': 8160, 'press': 2476, 'johnston': 7575, 'desktop': 1433, 'mainly': 3427, 'special': 625, 'boosts': 441, 'pet': 1413, 'employ': 7773, 'dd': 6205, 'plot': 2060, 'benefit': 5132, 'merck': 9893, 'inflation-adjusted': 6786, 'reassuring': 6442, 'dinner': 659, 'metall': 8116, 'fledgling': 1086, 'library': 3558, 'comex': 9117, 'collectors': 9400, 'turnover': 3243, 'entry': 6874, 'example': 407, 'disputed': 1014, 'performance': 1039, 'university': 174, 'upheld': 1017, 'program-trading': 4412, 'heightened': 4209, 'sector': 1892, 'younger': 2615, 'measuring': 7615, 'formula': 4893, 'flagship': 6862, 'alcohol': 5076, 'alternative': 2830, 'shipbuilding': 6280, 'procedural': 6537, 'arranging': 7449, 'stanley': 4115, 'woods': 9497, 'familiar': 3081, 'democratic': 1865, 'blunt': 6011, 'contribute': 5613, 'publish': 4526, 'buys': 6177, 'connected': 5080, 'digs': 5822, 'comeback': 5713, 'average': 339, 'reversal': 5975, 'oral': 8561, 'tasks': 7399, 'channel': 1643, 'mild': 8686, 'baum': 5201, 'bonuses': 781, 'nice': 2436, 'gradually': 1504, 'quantities': 1527, 'j.c.': 7175, 'clause': 5290, 'postpone': 6708, 'pledged': 6338, 'beleaguered': 5451, 'random': 3146, 'selected': 5956, 'discounts': 747, 'nonetheless': 1829, 'half': 1211, 'emerging': 1779, 'australian': 1472, 'collateralized': 6973, 'ivory': 9176, 'say': 674, 'sluggish': 717, 'fm': 8403, 'perhaps': 1132, 'enhance': 8121, 'jury': 3095, 'sorrell': 9779, 'agriculture': 4437, 'desks': 8082, 'liquid': 4797, 'succeeding': 3926, 'flight': 7358, 'hartford': 857, 'oy': 6488, 'citicorp': 4995, 'indonesia': 2741, 'materials': 1978, 'shutdown': 9936, 'argue': 236, 'shearson': 1516, 'tender': 1674, 'tripled': 2699, 'uncertainties': 5886, 'imposed': 271, 'restricted': 8027, 'imposes': 5316, 'set': 1029, 'buses': 658, 'chung': 9079, 'moreover': 1116, 'planner': 4965, 'lockheed': 9132, 'burlington': 8872, 'duo': 5228, 'homes': 1966, 'agricole': 9774, 'handicapped': 9186, 'ventures': 4229, 'attacks': 2639, 'indians': 7478, 'advance': 1421, 'leads': 7065, 'households': 6029, 'co-author': 6443, 'recruit': 3195, 'salesmen': 9602, 'chicago': 2679, 'somewhere': 6929, 'declare': 4585, 'helps': 5378, 'canton': 8925, 'digest': 9741, 'insiders': 4866, 'techniques': 3594, 'engaged': 4770, 'berkeley': 6995, 'concludes': 8868, 'while': 706, 'something': 2176, 'lag': 6856, 'sheer': 8887, 'xtra': 9895, 'slip': 1927, 'debt': 507, 'she': 1275, 'continued': 329, 'hook': 1330, 'definition': 8069, 'appellate': 1031, 'wrongdoing': 2867, 's&ls': 7054, 'literary': 1327, 'stevenson': 6161, 'leap': 3934, 'rental': 8903, 'study': 215, 'crazy': 8441, 'corresponding': 7939, 'breakfast': 627, 'stakes': 2396, 'install': 4967, 'morristown': 8314, 'privatization': 9042, 'baseball': 2099, 'expense': 6051, 'graphics': 6143, 'metric': 3128, 'former': 49, 'discuss': 2747, 'sheraton': 9654, 'ones': 2880, 'shareholders': 460, 'ignored': 6181, 'girlfriend': 2070, 'hispanic': 7278, 'tourism': 2248, 'restricting': 5343, 'deficits': 7589, 'adequately': 3026, 'sterling': 3644, 'prototype': 1115, 'discarded': 4679, 'the': 32, 'victim': 3388, 'electronic': 806, 'signaled': 7237, 'scattered': 2495, 'reopen': 4511, 'suitor': 7839, 'nose': 2656, 'interbank': 1636, 'influences': 7673, 'distance': 6682, 'berry': 9705, 'year-earlier': 3317, 'novels': 9366, 'parent': 3102, 'focuses': 7292, 'inventor': 4986, 'facility': 3608, 'raw': 4880, 'z': 8549, 'jurisdiction': 6414, 'massachusetts': 3255, 'flies': 6377, 'parkway': 9686, 'tourists': 6751, 'eddington': 9840, 'forum': 123, 'crime': 2170, 'reich': 6634, 'classes': 2821, 'cigarette': 67, 'oh': 5585, 'specter': 8995, 'mulford': 1390, 'unix': 7006, 'die': 2456, 'keenan': 7369, 'cypress': 9685, 'pittsburgh': 3810, 'posture': 7488, 'watches': 809, 'skeptical': 6118, 'flights': 4956, 'catch': 4214, 'upper': 6510, 'signals': 1934, 'neuberger': 5528, 'advisers': 7450, 'healthvest': 7089, 'delays': 5859, 'reduces': 7199, 'buyer': 5482, 'too': 827, 'bass': 1489, 'assessed': 5910, 'process': 295, 'fares': 9264, 'theaters': 2199, 'parade': 7580, 'simon': 1715, 'burmah': 9433, 'non-violent': 7474, 'cooling': 9494, 'minivans': 3846, 'kia': 11, 'extension': 3855, 'duff': 7794, 'letter': 3175, 'noise': 8468, 'airways': 6112, 'london': 1635, 'stadiums': 5824, 'winter': 680, 'underwriters': 2313, 'journal': 121, 'earth': 8039, 'falcon': 7710, 'weather': 5747, 'presents': 7781, 'budgetary': 7688, 'strips': 8449, 'patterson': 8619, 'insisting': 6906, 'jupiter': 9948, 'unless': 1861, 'swings': 5574, 'us$': 1579, 'routine': 2376, 'calculated': 5999, 'market': 392, 'information': 156, 'terminate': 8562, 'visits': 5010, 'contracts': 1972, 'loss': 1217, 'creatures': 8790, 'gains': 813, 'metals': 3925, 'syndicates': 9101, 'wedtech': 6441, 'chairman': 41, 'ground': 2719, 'native': 6187, 'work': 323, 'spite': 5037, 'clean': 2963, 'nickel': 4832, 'nye': 9552, 'showroom': 9550, 'exchanges': 4649, 'uneasy': 8704, 'demands': 5895, 'neighbors': 2653, 'first': 458, 'effectiveness': 7770, 'workstations': 9359, 'dubious': 7228, 'tailspin': 8631, 'romantic': 8462, 'bond': 2303, 'helping': 3010, 'bull': 4113, 'conditions': 2233, 'wood': 2086, 'illegally': 3421, 'kean': 3118, 'improvements': 1350, 'suits': 8203, 'expected': 197, 'switched': 4306, 'planned': 2288, 'hearing': 3008, 'firstsouth': 9984, 'reality': 2062, 'send': 4350, 'crisis': 3735, 'acquire': 848, 'owner': 3979, 'married': 7126, 'depressed': 3879, 'belt': 589, 'estimated': 1032, 'settlements': 5880, 'deflator': 9332, 'everywhere': 4532, 'mandate': 8502, 'chorus': 8808, 'supervisor': 9238, 'bang': 4516, 'argument': 4584, 'material': 288, 'ducks': 9855, 'inadequate': 1285, 'ridiculous': 6655, 'arthur': 1238, 'owners': 581, 'natural-gas': 6218, 'mmi': 9714, 'rand': 9001, 'privately': 3168, 'bodies': 8182, 'ancient': 4440, 'makes': 104, 'tone': 2515, 'blast': 6892, 'struggling': 5394, 'engine': 7422, 'multiple': 7610, 'dpc': 6817, 'sony': 2145, 'started': 1502, 'foreign': 1313, 'dangers': 8496, 'really': 2339, 'resulted': 5031, 'being': 1162, 'recognizes': 9012, 'diverse': 6038, 'vice': 311, 'shared': 6573, 'thurmond': 8283, 'words': 2355, 'damn': 3085, 'delegation': 7541, 'financial-services': 6126, 'rivals': 5878, 'shelves': 7817, 'leases': 2779, 'taxpayer': 4060, 'analytical': 7952, 'accuse': 8541, 'skiers': 9914, 'blacks': 2960, 'oversubscribed': 9070, 'demanded': 7185, 'a.p.': 9870, 'eggs': 7005, 'editorial': 2179, 'inches': 3880, 'regional': 2748, 'bare-faced': 9459, 'shelters': 8013, 'relevant': 8295, 'observes': 8750, 'mccaw': 8944, 'newsweek': 728, 'opposition': 3900, 'hurricane': 6053, 'rosen': 7789, 'translated': 8918, 'defensive': 5967, 'calgary': 8738, 'hacker': 7012, 'quina': 9957, 'cigna': 4578, 'airline': 4955, 'boesel': 4556, 'after-tax': 5785, 'egyptian': 5836, 'page-one': 4598, 'venezuela': 7362, '30-day': 443, 'reached': 393, 'decisive': 4916, 'denied': 1534, 'fraser': 6935, 'hyundai': 7562, 'mutual': 327, 'metal': 5969, '190-point': 5507, 'reuter': 6184, 'aided': 9551, 'capita': 9643, 'terminated': 2279, 'certain': 1520, 'catching': 7662, 'sport': 6767, 'uniroyal': 8009, 'mrs.': 1274, 'carbide': 3484, 'vacant': 5014, 'inserted': 5939, 'intellectuals': 7341, 'fasteners': 5719, 'representatives': 5436, 'memory': 1442, 'taiwan': 1244, 'coastal': 9153, 'tune': 5141, 'difficulties': 6257, 'mixed': 293, 'hispanics': 7280, 'tucson': 7819, 'monetary': 1871, 'move': 831, 'l.p.': 3278, 'projections': 6553, 'flaws': 8068, 'surprises': 6721, 'pleaded': 2828, 'crowded': 3064, 'delegate': 8814, 'architecture': 2761, 'capitalized': 6285, 'bicycle': 8081, 'setback': 698, 'evenly': 2956, 'positions': 1236, 'fee': 4299, 'unsecured': 5240, 'surgeon': 3209, 'his': 987, 'edwin': 5202, 'exempt': 2193, 'worsen': 6025, 'tool': 5723, 'recipients': 8512, 'transport': 7359, 'claims': 1755, 'grim': 5090, 'two-thirds': 4117, 'reinsurance': 8690, 'period': 378, 'ii': 1411, 'carried': 2212, 'hard': 884, 'operate': 1499, 'gintel': 9896, 'settlement': 4727, 'qualify': 4258, 'manages': 4808, 'determining': 5777, 'cupertino': 9621, 'coordinate': 6084, 'mounting': 7269, 'appealed': 8498, 'abroad': 4777, 'signal': 4159, 'described': 296, 'counterparts': 1445, 'macdonald': 4283, 'year-end': 477, 'flows': 2764, 'appropriate': 3599, 'shrink': 8212, 'royalties': 7596, 'township': 8837, 'unscrupulous': 9399, 'bold': 2510, 'outsider': 8695, '300-a-share': 6113, 'louisiana': 3115, 'dominates': 5400, 'seagate': 1458, 'terrorist': 9638, 'court-appointed': 9512, 'diplomat': 7973, 'developing-country': 9648, 'staffers': 7390, 'solve': 8348, 'erbamont': 1675, 'passengers': 6884, 'arrangement': 1222, 'notified': 6117, 'shaking': 8307, 'covert': 8987, 'run': 2142, 'omnibus': 8555, 'senior': 535, 'debut': 3682, 'regard': 2782, 'sagan': 9980, 'incumbent': 7079, 'bork': 9976, 'facsimile': 8513, 'care': 3446, 'doubt': 3087, 'struggle': 4928, 'repayment': 1850, 'nam': 7768, 'await': 7161, 'drug-related': 8286, 'supermarkets': 8982, 'waiver': 5981, 'prefers': 9796, 'holt': 6440, 'franchisee': 6937, 'garrison': 6010, 'prosecuted': 2824, 'revolution': 2441, 'posting': 4022, 'point': 350, 'constitute': 5550, 'massages': 9844, 'assistant': 1387, 'drawings': 9517, 'steering': 8414, 'investigator': 7337, 'sixth': 1686, 'votes': 6342, 'labeled': 5515, 'big': 812, 'benefiting': 9435, 'shoot': 4669, 'here': 1727, 'flavor': 8707, 'scowcroft': 4659, 'asia': 1824, 'halloween': 8198, 'accessories': 3919, 'slight': 6979, 'exemption': 4926, 'leo': 4395, 'beginning': 1133, 'ontario': 7210, 'ltv': 1660, 'catastrophic': 7762, 'academy': 9289, 'transplants': 3157, 'signs': 332, 'slower': 4035, 'marxist': 8700, 'libel': 7211, 'forecasts': 867, 'emerges': 893, 'encouraging': 5454, 'simpler': 9569, 'mutual-fund': 5645, 'punishment': 3429, 'bacteria': 7917, 'incentives': 5946, 'alley': 7215, 'zones': 9849, 'deadly': 8523, 'conner': 9242, 'rain': 6065, 'conclude': 5190, 'supported': 5297, 'cie.': 7924, 'brunt': 6222, 'prizes': 5486, 'kasparov': 9753, 'ortiz': 9851, 'those': 213, 'unraveled': 6930, 'cubs': 9719, 'weapon': 4668, 'write-off': 6284, 'minds': 6672, 'antonio': 3206, 'joint-venture': 4196, 'dapuzzo': 8950, 'cigarettes': 105, 'coupons': 8980, 'hopefully': 4028, 'seems': 2087, 'chevy': 6763, 'import': 2001, 'stretching': 1772, 'disappearance': 8454, 'index': 1890, 'pays': 6800, 'dave': 6745, 'intensify': 9824, 'pravda': 7349, 'communities': 7107, 'certified': 3349, 'fossil': 9157, 'phelps': 7795, 'franklin': 8127, 'wears': 2082, 'striking': 211, 'susan': 5273, 'slashed': 7353, 'front': 1941, 'pizza': 8193, 'fired': 2167, 'remembered': 9338, 'lipton': 7788, 'calculations': 1027, 'long': 784, 'booked': 1895, 'nec': 1179, 'outlawed': 279, 'series': 2603, 'chartered': 9193, 'damp': 7447, 'junior': 8363, 'summer': 928, 'clinical': 7617, 'deliveries': 6989, 'ldp': 9644, 'grabbed': 7413, 'leased': 7772, 'avoiding': 6076, 'plummeted': 6551, 'pence': 5840, 'publishes': 3119, 'bans': 2198, 'barred': 3837, 'know': 2573, 'noriega': 4933, 'rebounded': 6823, 'terrorism': 7453, 'pickens': 4172, 'tumultuous': 4387, 'banned': 632, 'traditionally': 3619, 'per': 772, 'meaning': 4748, 'developed': 1451, 'broadcasting': 5140, 'technical': 1848, 'gen-probe': 7840, 'cleanup': 6077, 'devastation': 8479, 'exported': 7785, 'offenders': 3073, 'killer': 7822, 'rock': 579, 'comsat': 9598, 'constituents': 7974, 'infected': 9585, 'vigorous': 8175, 'cheney': 8278, 'd.t.': 9754, 'cosmetics': 7283, 'reagan': 3864, 'without': 803, 'grab': 7265, 'third-largest': 6163, 'manufacture': 1071, 'negligence': 7532, 'hurry': 7428, 'hunting': 9635, 'dealing': 5740, 'dlj': 9590, 'crash': 1745, 'lab': 2903, 'team': 168, 'hooker': 9511, 'narrowed': 6412, 'competing': 2381, 'kraft': 7814, 'viability': 8826, 'va.': 4218, 'analyzing': 8529, 'fair': 3521, 'via': 1466, 'wishes': 8347, 'economy': 701, 'swung': 9721, 'kansas': 4025, 'restrictions': 3444, 'swelled': 6871, 'eliminating': 5217, 'big-time': 3773, 'presented': 2435, 'thomas': 1512, 'cry': 2659, 'loan-loss': 6789, 'detected': 7306, 'bear': 7681, 'durable': 1953, 'update': 7522, 'hourly': 8576, 'demonstration': 7493, 'merieux': 8762, 'icahn': 6561, 'billionaire': 1453, 'goods': 1883, 'va': 8914, 'confused': 2439, 'sufficient': 5619, 'propose': 5003, 'mail': 3350, 'staffs': 5670, 'zoete': 8123, 'commitments': 2700, 'earns': 2343, 'nathan': 9072, 'ordinance': 9300, 'attracting': 4323, 'foreigners': 3543, 'health': 2247, 'tale': 7000, 'confusion': 7862, 'cities': 3322, 'planes': 6378, 'continually': 4702, 'tonight': 8132, 'needs': 2509, 'drove': 4787, 'first-half': 6138, 'censorship': 5147, 'proven': 5590, 'favors': 5925, 'maneuver': 9003, 'declined': 1959, 'suites': 9536, 'worldwide': 7559, 'affiliates': 3686, 'quist': 7836, 'traveling': 4657, 'arbitration': 7549, 'sensitive': 4427, 'conference': 1611, 'seldom': 6887, 'processed': 9198, 'wcrs': 8816, 'job': 2430, 'negotiation': 6922, 'delegates': 3361, 'leaving': 3825, 'convex': 9679, 'heights': 3889, 'said': 98, 'preferred': 1482, 'president': 312, 'newly': 1819, 'spooked': 5573, 'attributed': 5375, 'aborted': 8422, 'nasa': 7857, 'esb': 9691, 'capacity': 1443, 'calls': 2380, 'trends': 4565, 'filing': 1136, 'five-year': 4073, 'leave': 1196, 'alleviate': 6515, 'potentially': 5597, 'dominated': 5213, 'favorite': 2980, 'network': 3685, 'mixte': 7925, 'fairfield': 7971, 'weaker': 6067, 'producer': 1542, 'plays': 4773, 'row': 2015, 'white': 1523, 'convert': 6247, 'bernstein': 4549, 'encouragement': 8929, 'speed': 907, 'turkey': 1357, 'reliance': 5867, 'bristol-myers': 8540, 'traffic': 619, 'bullish': 7668, 'denounced': 8897, 'professor': 260, 'corner': 8764, 'liable': 5908, 'assured': 3211, 'start': 1507, 'shy': 9518, 'mengistu': 9833, 'vegas': 5480, 'subjects': 3031, 'installment': 4257, 'widens': 8136, 'within': 3901, 'lucrative': 3390, 'novel': 2032, 'social': 2169, 'identity': 7365, 'apartheid': 8637, 'inhibit': 5673, 'eurodollars': 5247, 'youth': 4464, 'jobs': 1426, 'kennedy': 6570, 'harrison': 6449, 'lama': 6193, 'forge': 7854, 'leader': 1468, 'single-a-1': 8362, 'brick': 7155, 'justified': 5837, 'declares': 8947, 'instantly': 9056, 'shannon': 9420, 'ads': 2497, 'tom': 3639, 'hollander': 7081, 'runkel': 6416, 'intellectual': 1271, 'accomplish': 7574, 'measurement': 3129, 'unlawful': 8553, 'softer': 5951, 'ironic': 8292, 'rjr': 7824, 'presence': 1143, 'chuck': 3867, 'up': 95, 'arbitragers': 5561, 'happening': 3972, 'ufo': 8775, 'politician': 7497, 'aids': 2251, 'privatized': 6811, 'precisely': 2354, 'hurdle': 8163, 'worries': 2919, 'stunned': 2841, 'leather': 6196, 'mighty': 8567, 'gregory': 1125, 'received': 980, 'production': 1487, 'proposing': 4122, 'prepared': 2349, 'availability': 7769, 'excited': 3998, 'tandy': 1414, 'trecker': 9998, 'p.': 1148, 'variations': 7799, 'peters': 6355, 'disappointing': 5218, 'mediator': 8566, 'men': 190, 'shown': 4033, 'oppose': 3161, 'acquirer': 6120, 'comair': 9867, 'patrick': 5676, 'endanger': 8992, 'walls': 5008, 'sink': 5821, 'green': 2994, 'bridge': 4971, 'insist': 1838, 'brings': 1750, 'distributor': 3690, 'beijing': 2249, 'moss': 9938, 'champion': 5584, 'mexican': 2440, 'smart': 9467, 'kerry': 8122, 'tendency': 7485, 'leveraged': 5126, 'abrams': 9109, 'reservations': 2580, 'impetus': 5604, 'towers': 8225, 'israeli': 7360, 'richter': 8850, 'reupke': 6198, 'army': 6454, 'sidelines': 5960, 'coopers': 8066, 'exterior': 9041, 'unconstitutional': 5291, 'wondering': 8266, 'tva': 9860, 'hope': 1033, 'hesitate': 7560, 'florio': 2641, 'affect': 5657, 'murdered': 2388, 'word': 2805, 'labor': 714, 'manufacturing': 558, 'speculated': 2477, 'birth': 8032, 'wilson': 2739, 'herald': 4455, 'calif': 3393, 'body': 265, 'wind': 6699, 'fha': 7721, 'creative': 6609, 'crew': 3886, 'rome': 7468, 'adult': 2878, 'mancuso': 9817, 'suitable': 7467, 'cosmetic': 3920, 'missing': 7584, 'buffett': 9260, 'fled': 6317, 'briefing': 4164, 'college': 262, 'little': 1382, 'cars': 644, 'scrambling': 4320, 'anticipate': 9331, 'prosecutions': 9045, 'chances': 7202, 'facilities': 5151, 'firmly': 6258, 'abortion-rights': 9556, 'prior': 2950, 'topics': 3738, 'turnpike': 9295, 'possibly': 2464, 'think': 2059, 'theft': 7028, 'cds': 4312, 'amr': 6237, 'burnham': 5851, 'considered': 380, 'acquires': 5863, 'program': 1522, 'thieves': 6479, 'kidney': 4199, 'visit': 1723, 'new-issue': 8139, 'financier': 6105, 'construction': 1020, 'rice': 2787, 'vila': 9479, 'relax': 6598, 'pulling': 4477, 'investment-banking': 6724, 'maynard': 9449, 'beneath': 9554, 'did': 874, 'peck': 2452, 'faded': 2933, 'exchange-rate': 8899, 'direct-mail': 5467, 'intends': 8010, 'shipping': 3817, 'thomson': 8547, 'spy': 7001, 'ballot': 5675, 'relieved': 3092, 'aboard': 6350, 'society': 1914, 'massive': 6320, 'organization': 1593, 'depository': 5236, 'drawing': 1683, 'cosby': 3679, 'charge': 2386, 'courthouse': 7118, 'minneapolis': 1149, 'walking': 4014, 'stretched': 5896, 'permissible': 6160, 'kidder': 5508, 'permits': 6522, 'nationally': 8979, 'seidman': 7747, 'ghost': 8200, 'shed': 5978, 'speak': 4524, 'clouds': 297, 'picked': 4869, 'bar': 3132, 'punitive': 4141, 'talked': 3997, 'roe': 9626, 'defense': 1896, 'campeau': 5869, 'schroder': 6433, 'lifting': 4824, 'both': 801, 'please': 5628, 'evaluating': 3089, 'engines': 6147, 'dentsu': 9087, 'taught': 2982, 'liquidation': 6194, 'clearing': 4071, 'refining': 7930, 'driven': 7066, 'swell': 8641, 'high-definition': 9804, 'imminent': 1976, 'bryant': 8181, 'safety': 2966, 'elimination': 4842, 'roman': 3100, 'barometer': 6095, 'whose': 1006, 'explain': 3080, 'downgrading': 5843, 'outweigh': 9261, 'contentious': 7755, 'payout': 8945, 'vested': 5500, 'quoted': 2681, 'india': 1255, 'districts': 2901, 'reserves': 1506, 'meanwhile': 1886, 'attempt': 786, 'progress': 1280, 'pockets': 5363, 'furs': 9902, 'trials': 3485, 'mills': 8187, 'plummet': 9913, 'lesk': 9813, 'shocked': 6809, 'grenfell': 8882, 'visitors': 634, 'opens': 4860, 'concentrating': 4897, 'idaho': 7913, 'robert': 955, 'periods': 2293, 'carpets': 9854, 'particular': 1998, 'beneficiaries': 1547, 'eurocom': 9088, 'nyse': 6399, 'east': 2738, 'birds': 5001, 'francis': 9730, 'promotional': 4332, 'daniel': 951, 'restructured': 2976, 'brought': 1494, 'underwrite': 8074, 'lewis': 4362, 'engineering': 488, 'piece': 2334, 'diabetics': 7921, 'helicopter': 8575, 'forcing': 2705, 'player': 2107, 'laptop': 8402, 'weird': 2413, 'break-even': 8442, 'cut': 1573, 'bars': 2195, 'four-year-old': 2374, 'cheating': 2798, 'settled': 569, 'pope': 9397, 'trial': 3055, 'stalled': 7837, 'libya': 9285, 'detail': 3404, 'h.f.': 9716, 'draft': 7507, 'stance': 3374, 'poor': 1038, 'flat': 818, 'suisse': 5873, 'drastic': 6165, 'persian': 9229, 'ahead': 2480, 'mineral': 8766, 'traub': 9394, 'prison': 3337, 'thriving': 9379, 'hired': 4616, 'moment': 4016, 'furniture': 3000, 'defaulted': 9195, 'attacked': 8216, 'earlier': 433, 'holders': 904, 'mid-1970s': 4304, 'bankruptcy-court': 8322, 'd.c.': 3492, 'single-a-3': 6971, 'regular': 2463, 'ordering': 4639, 'prosecutor': 3048, 'rarely': 3341, 'span': 9367, 'giorgio': 9401, 'episodes': 3689, 'nor': 147, 'humans': 3159, 'tables': 8394, 'angelo': 3968, 'freeman': 8429, 'medicare': 7763, 'artery': 9725, 'alternatives': 4104, 'warnings': 3320, 'flaw': 8959, 'ferry': 7713, 'find': 1768, 'sweep': 8367, 'lehman': 1517, 'emerson': 9785, 'centrust': 4, 'california': 2732, 'endorsement': 9308, 'title': 3435, 'thoughts': 7740, 'less-developed': 9788, 'takes': 2356, 'campbell': 3750, 'in-house': 7838, 'interpreted': 8000, 'level': 1561, 'jumping': 1839, 'playing': 2345, 'nationwide': 4466, 'cabinet': 2225, 'batman': 7256, 'priced': 1184, 'renewing': 6306, 'elliott': 1944, 'notwithstanding': 5174, 'intensive': 6805, 'afloat': 8737, 'accounts': 1960, 'marine': 5710, 'over-the-counter': 3240, 'portrayal': 2455, 'rules': 2131, 'manipulate': 3483, 'despite': 409, 'jim': 2644, 'steelworkers': 4049, 'soldiers': 4682, 'restoration': 9375, 'refugees': 8711, 'limited': 3545, 'exxon': 1496, 'ski': 8228, 'ferranti': 9856, 'demonstrators': 4626, 'review': 926, 'slightly': 3241, 'heaviest': 6941, 'edt': 9502, 'arkansas': 7746, 'billion': 187, 'large-scale': 5773, 'chips': 1161, 'overwhelming': 7077, 'specifically': 6861, 'orleans': 4006, 'companion': 5485, 'investigating': 3522, 'fleming': 9212, 'signing': 4535, 'none': 811, 'seabrook': 9471, 'expanded': 3791, 'consultant': 2506, 'discussing': 2462, 'deny': 3144, 'relief': 5391, 'cancer': 73, 'hbo': 9504, 'olympic': 2237, 'efficiency': 5602, 'goals': 7343, 'preference': 5444, 'presumably': 1185, 'shelter': 5064, 'consequently': 8715, 'playwright': 2298, 'recorders': 8158, 'taped': 8464, 'johns': 5069, 'bearing': 322, 'filters': 68, 'yearly': 3784, 'attributes': 4895, 'enviropact': 9787, 'robot': 8784, 'practiced': 5605, 'edisto': 8257, 'abolished': 7386, 'sectors': 2736, 'farm': 5211, 'machine': 1095, 'remedy': 9462, '12-year': 6047, 'boring': 7400, 'tap': 7378, 'zealand': 2752, 'trouble': 2954, 'realities': 6590, 'avoided': 7218, 'stock-market': 4547, 'farmer': 6894, 'enterprises': 7316, 'policy': 2695, 'deteriorating': 3007, 'jointly': 1625, 'manufactured': 1882, 'sandinista': 6309, 'uncovered': 6652, 'significant': 1395, 'gatt': 8273, 'southeast': 2683, 'butter': 7076, 'rolls': 8978, 'slipped': 3312, 'raise': 525, 'pullout': 8966, 'endure': 9371, 'stuff': 5189, 'myself': 7096, 'perspective': 4711, 'g.': 3624, 'arctic': 8582, 'star': 2067, 'callers': 3067, 'characteristic': 8773, 'noted': 887, 'top': 425, 'cutler': 9566, 'multinational': 6272, 'payments': 1644, 'u.s.-soviet': 7452, 'max': 8044, 'robins': 9611, 'daughters': 5903, 'unfriendly': 8853, 'vacancy': 6418, 'float': 7169, 'candidate': 2522, 'truck': 5948, 'busy': 8130, 'gray': 4939, 'painting': 2294, 'flexible': 7801, 'surfaced': 2875, 'microprocessor': 6152, 'buckle': 588, 'estate': 2307, 'auctioned': 4067, 'abuses': 9336, 'sue': 5354, 'events': 319, 'touch': 3542, 'gardens': 9240, 'suspect': 2004, 'mystery': 7311, 'mega-issues': 9066, 'solutions': 5006, 'ounce': 3677, 'worry': 2043, 'costs': 774, 'tilt': 4041, 'reflection': 1881, 'shareholder': 1583, 'benjamin': 9081, 'rewrite': 5307, 'defenders': 9262, 'duty-free': 1525, 'congressman': 4431, 'revolutionary': 7651, 'solution': 4999, 'savings-and-loan': 4352, 'parallel': 2734, 'can': 383, 'valid': 7011, 'wiped': 8178, 'substitute': 5117, 'badly': 3036, 'yield': 342, 'first-quarter': 6978, 'interest': 337, 'conspiracy': 7258, 'applies': 9353, 'visited': 4696, 'samuel': 3850, 'whittington': 9683, 'additional': 1026, 'precision': 6895, 'sometime': 6991, 'dun': 9234, 'amdura': 9944, 'rationale': 8865, 'neatly': 8911, 'frozen': 4080, 'storm': 5748, 'belgium': 6675, 'mania': 1739, 'foreign-exchange': 6900, 'subsidized': 7852, 'control': 1072, 'catholic': 5109, 'n.m.': 2868, 'till': 6386, 'sold': 188, 'coke': 5028, 'momentum': 7434, 'revival': 6232, 'hutchinson': 5275, 'yellow': 2934, 'dorrance': 5199, 'function': 7616, 'conventional': 3721, 'implications': 3180, 'after': 424, 'gandhi': 7473, 'domestically': 5172, 'underwear': 7116, 'german': 3576, 'using': 107, 'operations': 482, 'bruce': 7377, 'obvious': 4517, 'spoke': 4619, 'reflect': 1820, 'consumer': 945, 'oversight': 2567, 'tokyo-based': 8938, 'negotiations': 913, 'volumes': 8012, 'rebel': 6312, 'desirable': 2783, 'sheep': 2026, 'list': 1247, 'causing': 91, 'automotive': 1570, 'tribune': 5196, 'dump': 7057, 'athletes': 9274, 'investors': 410, 'oliver': 3491, 'disobedience': 7475, 'agreement': 1309, 'tax-free': 8646, 'ig': 8115, 'compounded': 9169, 'headed': 5534, 'bankruptcy': 845, 'magnitude': 3953, 'apartment': 2401, 'undercut': 3549, 'jr': 4173, 'merged': 3256, 'paid': 1225, 'speaker': 9028, 'entertaining': 2511, 'credentials': 5176, 'arguing': 4377, 'race': 642, 'violating': 6328, 'dipped': 7190, 'craft': 1353, 'warehouses': 6535, 'interest-rate': 5491, 'reorganization': 843, 'announcer': 640, 'peaked': 6290, 'gates': 1448, 'battered': 6389, 'havoc': 9055, 'lies': 7731, 'manpower': 5044, 'resisted': 7410, 'conversation': 8465, 'participants': 2751, 'f.': 1457, 'improving': 3121, 'johnson': 1868, 'role': 1590, 'generates': 8653, 'elections': 2516, 'troubled': 903, 'hit': 2482, 'dollar-denominated': 436, 'amended': 1869, 'grace': 447, 'activity': 1904, 'showtime': 9505, 'hill': 1498, 'neutral': 8901, 'organizing': 7432, 'brothers': 5586, 'gartner': 5195, 'battery': 6496, 'trough': 7989, 'minpeco': 7182, 'personnel': 4330, 'cincinnati': 5048, 'unnecessary': 6994, 'insolvent': 7053, 'monsanto': 6691, 'platinum': 6531, 'patents': 1251, 'criticisms': 8908, 'craven': 9983, 'forest-products': 4903, 'destroy': 5601, 'accurately': 2532, 'ringers': 4454, 'morning': 616, 'k': 8222, 'reinvest': 7192, 'graduate': 2733, 'distribute': 9398, 'allegedly': 1249, 'embraced': 6616, 'salesman': 6749, 'concord': 8771, 'eyes': 2789, 'holding': 470, 'colonial': 9368, 'rebuild': 6519, 'bronx': 6446, 'merge': 3254, 'consists': 3426, 'creeping': 8017, 'burned': 1784, 'input': 8740, 'focusing': 4155, 'hearts': 7628, 'acknowledges': 4989, 'documents': 1100, 'actively': 4769, 'joint': 1500, 'condition': 5421, 'offshore': 8939, 'aging': 6940, 'outright': 2870, 'strongest': 4546, 'duties': 4247, 'brazil': 1256, 'latter': 6383, 'alter': 6834, 'jacobs': 6382, 'greatly': 2872, 'tops': 8559, 'terms': 1187, 'worse': 4367, 'jewelers': 9509, 'tricky': 1156, 'label': 1477, 'fashion': 4641, 'justin': 9048, 'toshiba': 8162, 'sam': 7625, 'successor': 5205, 'larsen': 9068, 'circuit': 954, 'students': 2816, 'philippines': 1545, 'agents': 4765, 'contends': 3653, 'honda': 7397, 'triple': 1712, 'abramson': 7184, 'wider': 7647, 'taxpayers': 3371, 'glory': 2932, 'retire': 7566, 'governing': 8003, 'indication': 5977, 'subsidy': 9160, 'fargo': 4296, 'rockefeller': 2677, 'richer': 6555, 'goodyear': 9630, 'dance': 7136, 'way': 882, 'chairs': 4994, 'small-business': 8683, 'sabotage': 6334, 'technology': 1158, 'pediatric': 9584, 'maine': 5677, 'invited': 7027, 'begun': 5456, 'husband': 2433, 'terminals': 7933, 'annualized': 5260, 'blair': 6728, 'pleasure': 6893, 'machines': 648, 'celebrating': 8197, 'rent': 7092, 'dispatched': 9628, 'steppenwolf': 9979, 'belief': 7879, 'downturn': 1571, 'education': 2860, 'violence': 2937, 'loser': 5652, 'tapped': 7987, 'base': 769, 'expects': 471, 'jolt': 7634, 'proceedings': 846, 'portrayed': 3766, 'etc.': 5651, 'completing': 5667, 'regret': 2146, 'freed': 8811, 'drinking': 2447, 'emotional': 5438, 'litigation': 3403, 'purposes': 5336, 'governments': 6673, 'stated': 4026, 'paul': 1449, 'dictaphone': 9601, 'together': 1480, 'aviation': 6870, 'flawed': 8946, 'donoghue': 367, 'jones': 3903, 'depends': 6372, 'thompson': 7568, 'importer': 6175, 'cup': 7062, 'judging': 2025, 'blue-collar': 5414, 'broken': 1497, 'gun': 9358, 'nine-month': 6041, 'bates': 2215, 'electric': 819, 'moderately': 5758, 'primarily': 1203, 'sociologist': 7328, 'invitation': 6806, 'exchanged': 6784, 'choices': 6603, 'jan.': 3917, 'increases': 909, 'morris': 7375, 'swiftly': 4879, 'sperry': 9822, 'pesticide': 9480, 'vista': 9718, 'admitted': 2566, 'producing': 1508, 'fireman': 8312, 'believe': 1152, 'drifted': 3672, 'rare': 6035, 'coleman': 2586, 'willful': 9363, 'certainly': 2174, 'regulation': 253, 'pinpoint': 7988, 'tests': 2256, 'meredith': 9596, 'invests': 434, 'fitness': 8168, 'indicate': 371, 'significance': 2422, 'bureaucrat': 9369, 'rooms': 8393, 'under': 232, 'message': 595, 'homelessness': 5054, 'settling': 8303, 'predicts': 5697, 'daewoo': 8919, 'guber': 6356, 'everyone': 2774, 'hub': 6541, 'required': 971, 'comparable': 421, 'colony': 2216, 'unrelated': 7146, 'culture': 6648, 'narrows': 8135, 'businessman': 4235, 'nicholas': 4061, 'operational': 1114, 'weighted': 7174, 'obligated': 5498, 'selective': 6838, 'away': 661, 'instruments': 1069, 'guaranteed': 767, 'holds': 448, 'nothing': 2890, 'considerations': 8294, 'privacy': 4805, 'diminished': 5131, 'corn': 5368, 'garratt': 9760, 'hybrid': 6676, 'processing': 6088, 'netherlands': 1677, 'end': 594, 'venture-capital': 9499, 'mexico': 1257, 'laid': 2320, 'downey': 9775, 'shedding': 6423, 'afraid': 3091, 'chains': 8829, 'undermined': 6664, 'event': 2487, 'vincent': 9205, 'economists': 1925, 'illustrates': 5328, 'extraordinarily': 7509, 'guardian': 8800, 'subscribe': 5108, 'senator': 7383, 'decide': 1198, 'serve': 3208, 'geneva': 6000, 'lunch': 2154, 'post': 742, 'famous': 6459, 'loan': 3150, 'reed': 5839, 'killing': 3461, 'natwest': 8813, 'australia': 1488, 'two-year': 4072, 'azoff': 7436, 'newcomers': 6966, 'prevailing': 3907, 'fema': 9941, 'guaranty': 8470, 'surrounding': 5614, 'islands': 1529, 'usual': 1908, 'rudolph': 47, 'order': 988, 'mergers': 5659, 'unwanted': 6436, 'opened': 1070, 'quebec': 8546, 'christmas': 5707, 'requirement': 3363, 'chris': 9016, 'county': 2896, 'pearce': 8663, 'accusations': 7240, 'unit': 100, 'treaty': 6910, 'solar': 8033, 'finance': 1564, 'depend': 1089, 'hang': 4985, 'ignore': 8906, 'touchy': 1281, 'contraceptive': 8416, 'all': 275, 'nonperforming': 9387, 'poured': 291, 'licenses': 6167, 'solving': 7734, 'boveri': 8847, 'chiefs': 9179, 'disarray': 5857, 'spend': 3776, 'cater': 5638, 'into': 289, 'eventual': 6796, 'regulated': 4436, 'wayne': 3478, 'edge': 4276, 'reconsider': 7151, 'compromise': 4817, 'wilbur': 898, 'severe': 5032, 'municipals': 7998, 'maria': 6954, 'bloomingdale': 8830, 'sell-off': 6529, 'diaper': 5712, 'laying': 6357, 'suggests': 1823, 'honecker': 9878, 'withstand': 3877, 'machinery': 3574, 'weaken': 4586, 'granted': 6166, 'industrialized': 223, 'roger': 2528, 'mosbacher': 7588, 'fleets': 9613, 'noranda': 8608, 'works': 1328, 'hopes': 925, 'debentures': 2301, 'palace': 5529, 'falls': 6087, 'smaller': 4187, 'judges': 3389, 'mount': 4733, 'pcs': 1429, 'freshman': 2990, 'pattern': 4089, 'traders': 3257, 'kong': 1617, 'general': 536, 'culmination': 7682, 'monopolies': 6059, 'season': 2630, 'rejection': 6997, 'plunging': 3629, 'hold': 1778, 'affected': 7479, 'deciding': 6883, 'remaining': 278, 'jamaica': 4942, 'mink': 9903, 'b': 3582, 'successful': 4181, 'supervision': 8421, 'utah': 7774, 'zone': 2122, 'tax-exempt': 7317, 'polled': 2000, 'museum': 629, 'bausch': 9201, 'wertheim': 6432, 'stealing': 7002, 'replacement': 4846, 'burton': 7550, 'steven': 1425, 'kohl': 9734, 'theories': 7635, 'memphis': 4274, 'arts': 5435, 'pressure': 2864, 'exploration': 6220, 'uptick': 3268, 'transatlantic': 8651, 'weirton': 9374, 'gridlock': 9337, 'lorin': 9609, 'auto': 541, 'each': 978, 'shipyard': 6279, 'texaco': 6242, 'bellsouth': 8942, 'invariably': 4557, 'growing': 1282, 'bike': 8080, 'backdrop': 6254, 'veterans': 9007, 'reckless': 6575, 'serious': 2394, 'recreation': 9541, 'canadian': 1577, 'joke': 8855, 'noncallable': 9199, 'institutions': 388, 'ala.': 3313, 'pick': 1700, 'loosen': 7461, 'judicial': 3386, 'format': 3143, 'partnership': 5934, 'age': 1155, 'alex': 6748, 'mad': 9279, 'count': 4202, 'involves': 3416, 'greenhouse': 6689, 'discipline': 7649, 'killings': 4642, 'overseas': 438, 'black-and-white': 2328, 'boyer': 7916, 'promote': 3441, 'reduce': 1557, 'inherent': 5732, 'feeling': 2353, 'unilever': 8968, 'behavior': 3540, 'climbing': 1952, 'guests': 577, 'how': 1730, 'selection': 7523, 'beverage': 4981, 'keen': 8910, 'electrical': 5026, 'bpca': 9519, 'scene': 7583, 'donated': 7898, 'himself': 2637, 'stocks': 1709, 'cms': 8934, 'marketplace': 1197, 'aspirations': 9189, 'kids': 2939, 'tightening': 6528, 'clinton': 9764, 'fraudulent': 7896, 'rockwell': 4845, 'skyrocketed': 1807, 'diagnostic': 8148, 'term': 2951, 'pasadena': 5403, 'residence': 4678, 'sent': 3348, 'prosperity': 7586, 'escape': 5091, 'consequences': 5098, 'fool': 7071, 'hand': 1214, 'beautiful': 4012, 'plains': 5369, 'extent': 4238, 'clash': 6702, 'realty': 6825, 'strategist': 7985, 'jeopardize': 7636, 'corry': 9632, 'st.': 3807, 'games': 4293, 'remove': 1906, 'overhead': 1558, 'tumbled': 3301, 'dramatic': 3290, 'preferences': 1533, 'rod': 7786, 'fueled': 3539, 'certificate': 3059, 'agencies': 5656, 'negotiating': 4856, 'points': 3012, 'repay': 6493, 'sweeping': 1702, 'detect': 8154, 'calgary-based': 8583, 'revealed': 9142, 'comfort': 4542, 'fairness': 3468, 'compliance': 4766, 'leadership': 4957, 'uniform': 6743, 'microsoft': 7829, 'companies': 1195, 'conversion': 5123, 'abortion': 2587, 'reinforced': 8603, 'examine': 5178, 'factor': 3554, 'filling': 3357, 'lengthy': 6589, 'laser': 4192, 'confirms': 5376, 'complain': 3544, 'jewelry': 7282, 'aichi': 9384, 'thereby': 6679, 'happen': 1857, 'composite': 937, 'anywhere': 3967, 'civic': 7424, 'nev.': 5481, 'dan': 3283, 'pressed': 3814, 'river': 2281, 'promise': 3734, 'teachers': 2847, 'friday': 2680, 'amoco': 8611, 'dearborn': 8467, 'fried': 9605, 'afghanistan': 7962, 'underscore': 754, 'professors': 6565, 'ink': 7729, 'spots': 7577, 'latest': 115, 'blind': 2383, 'narrowing': 7672, 'equitec': 9969, 'mansion': 9869, 'cool': 4451, 'scientists': 1289, 'before': 134, 'boston': 164, 'quantity': 5725, 'combines': 3736, 'one-time': 3284, 'measured': 3127, 'md.': 8682, 'harvest': 6518, 'vintage': 3960, 'tobacco': 2184, 'oil': 1486, 'freedoms': 6314, 'stein': 8327, 'dollars': 1578, 'direct': 1175, 'doctor': 5460, 'helped': 1956, 'transfers': 5620, 'route': 2671, '&': 230, 'young': 2160, 'fast': 2979, 'clifford': 6993, 'retired': 953, 'sued': 4606, 'want': 1129, 'opposes': 3212, 'given': 2382, 'square': 3504, 'advertiser': 9743, 'services': 3155, 'jackson': 8316, 'faberge': 8971, 'whichever': 5551, 'whittle': 9138, 'chemical': 1601, 'objective': 4027, 'hot-dipped': 7907, 'tires': 6060, 'owe': 7181, 'available': 1756, 'broker': 5579, 'inched': 1057, 'lexus': 7426, 'awful': 2942, 'tower': 4444, 'renaissance': 8848, 'glossy': 6623, 'submitted': 6992, 'aggregates': 8806, 'lufthansa': 9841, 'barely': 6022, 'effects': 1907, 'worried': 890, 'acquired': 1475, 'summit': 7437, 'recommend': 2438, 'overruns': 964, 'donating': 8473, "o'connell": 7895, 'jail': 2831, 'dashed': 6492, 'delta': 6681, 'nearly': 1602, 'august': 366, 'reunification': 8900, 'r.': 956, 'gerard': 4754, 'receipts': 1834, 'software': 1231, 'profitable': 4303, 'need': 3142, 'estimates': 4074, 'portfolio': 333, 'curry': 976, 'current-carrying': 5754, 'patel': 8669, 'convention': 5299, 'yetnikoff': 7245, 'cyclical': 4560, 'relationships': 7249, 'sdi': 4667, 'stereo': 5487, 'embarrassed': 6707, 'inspectors': 9681, 'spent': 785, 'collected': 963, 'sens.': 8994, 'glamorous': 6628, 'coda': 7865, 'toseland': 9172, 'capital-gains': 521, 'parties': 2147, 'annuity': 6597, 'longest': 364, 'liberals': 4703, 'knight': 3658, 'prevention': 8126, 'indicted': 7108, 'seat': 1586, 'practical': 3729, 'exercised': 4044, 'nutritional': 9333, 'bobby': 8625, 'primerica': 6124, 'staff': 2977, 'deteriorated': 4650, 'notify': 5666, 'frederick': 942, 'ogden': 7950, 'santa': 3605, 'border': 7352, 'sustained': 4568, 'made': 280, 'daiwa': 1628, 'kemp': 7730, 'lenders': 5449, 'integrity': 6444, 'mass.': 217, 'stretch': 5856, 'evil': 5516, 'thick': 9651, 'class': 240, 'chandler': 4342, 'alone': 3515, 'tuesday': 353, 'ousted': 7083, 'pouring': 8272, 'experiencing': 5888, 'exist': 2542, 'lists': 7995, 'jersey': 2517, 'nsc': 9819, 'thanks': 5192, 'feat': 6765, 'cooperatives': 8339, 'deficit': 686, 'worsening': 1999, 'a.m.': 6877, 'justices': 5922, 'bring': 125, 'millions': 1879, 'roderick': 9631, 'essential': 7040, 'waiting': 3651, 'pure': 7573, 'compete': 1177, 'george': 1732, 'explore': 6132, 'pesticides': 9481, 'pervasive': 7121, '10-year': 3663, 'overbuilt': 9538, 'kinds': 5335, 'quotations': 5249, 'walt': 2865, 'lung-cancer': 9990, 'weeks': 1193, 'designs': 7416, 'intervene': 7148, 'receives': 3329, 'remains': 2765, 'andreas': 9934, 'participant': 5874, 'guide': 5231, 'reveals': 8801, 'korean': 6849, 'opportunities': 5615, 'fail': 2563, 'risen': 4559, 'constituency': 7976, 'moves': 3216, 'midsized': 5889, 'originally': 3981, 'counting': 3600, 'movement': 4008, 'mattel': 9780, 'weight': 3878, 'luxury': 5490, 'prime-time': 7818, 'february': 681, 'piano': 6612, 'took': 320, 'smallest': 3958, 'downtown': 654, 'undersecretary': 957, 'lsi': 3584, 'guilders': 5936, 'language': 2095, 'wastewater': 7170, 'radar': 8787, 'geographic': 9653, 'anthrax': 9664, 'across': 2496, 'bloated': 7350, 'hotel-casino': 9530, 'minutes': 4406, 'audits': 7520, 'zurich': 5991, 'omaha': 8634, 'tampa': 9200, 'arrangements': 5505, 'crystals': 5756, 'eugene': 4739, 'jerome': 6820, 'cnw': 7877, 'restructuring': 1595, 'fetal-tissue': 3156, 'etc': 6631, 'welcomed': 624, 'hong': 1616, 'autos': 3888, 'ken': 8220, 'cray-3': 1111, 'tremor': 9876, 'civilian': 7964, 'prepares': 6770, 'trendy': 7403, 'enter': 4609, 'buying': 1655, 'altogether': 3911, 'conservative': 4943, 'climb': 6364, 'risc': 7035, 'protecting': 1348, 'italy': 1331, 'dedicated': 7870, 'besides': 1154, 'gloomy': 721, 'walked': 6762, 'confirmation': 9182, 'belong': 2050, 'ltd': 1181, 'palladium': 9783, 'symptoms': 92, 'dominant': 5965, 'halls': 2953, 'draw': 1920, 'responsive': 5894, 'underscored': 7797, 'al': 3980, 'organized': 3324, 'expressed': 4410, 'carson': 9306, 'copyright': 1308, 'difficult': 2762, 'grave': 9335, 'musicians': 7645, 'ranged': 1718, 'whiskey': 9759, 'lender': 2731, 'distinct': 6384, 'saab': 9616, 'rebound': 4569, 'definitive': 3294, 'concept': 1150, 'ohio': 491, 'liabilities': 6127, 'prudential': 9709, 'launched': 1409, 'incurred': 1216, 'flamboyant': 8023, 'cycling': 8079, 'else': 2083, 'luzon': 9025, 'mining': 4093, 'equaling': 6001, 'explosions': 9098, 'n.v': 5935, 'encourages': 2717, 'changes': 1532, 'americans': 1870, 'window': 4221, 'sleeping': 5095, 'bologna': 8149, 'room': 7858, 'stressing': 2912, 'irs': 3327, 'lesson': 2166, 'surrounded': 8810, 'restraints': 6159, 'reviewed': 4106, 'stiff': 1268, 'equation': 9103, 'enters': 86, 'wife': 4653, 'robust': 7231, 'extraordinary': 3601, 'rochester': 8599, 'corsica': 9950, 'homeowners': 7193, 'contractor': 1221, 'saying': 825, 'injury': 1541, 'quotron': 8365, 'partnerships': 7222, 'b-2': 8569, 'attorney': 2602, 'articles': 3724, 'generous': 6179, 'domestic': 1042, 'searle': 8551, 'junk-holders': 9710, 'sunnyvale': 7033, 'kleinwort': 7670, 'aircraft': 2475, 'phased': 8650, 'expensive': 2400, 'double-a': 5803, 'halted': 5563, 'convicted': 2535, 'significantly': 1901, 'subsidize': 6074, 'shere': 7064, 'biscuits': 9942, 'is': 40, 'clear': 1855, 'backlash': 7216, 'pbs': 8725, 'mcnamee': 8819, 'mcdonnell': 7301, 'doman': 9943, 'compound': 341, 'lang': 9608, 'acquitted': 9428, 'porter': 1759, 'countries': 224, 'third-quarter': 3280, 'harbor': 8909, 'apt': 7489, 'ceiling': 506, 'parliament': 1587, 'staying': 6288, 'ft-se': 4813, 'metromedia': 6844, 'scotland': 6352, 'bowling': 8183, 'iras': 4340, 'intention': 2755, 'upjohn': 6236, 'proportion': 5911, 'industrial': 58, 'somalia': 9831, 'federated': 8823, 'hoping': 7401, 'gin': 9962, 'players': 2128, 'prebon': 5234, 'due': 2302, 'closing': 5216, 'protection': 269, 'dataproducts': 6816, 'detergent': 8975, 'standard': 252, 'your': 2507, 'texas': 1068, 'faith': 5835, 'centuries': 8670, 'caterpillar': 9137, 'guinea': 1731, 'determined': 998, 'recognize': 317, 'flom': 9311, 'leaves': 832, 'hoffman': 1341, 'export': 1984, 'plus': 1025, 'rooted': 2061, 'midwest': 3697, 'messiah': 7313, 'disputes': 715, 'hostile': 3820, 'kill': 4555, 'alvin': 4338, 'twist': 6115, 'leading': 1950, 'nikko': 6725, 'marcus': 6545, 'vital': 6453, 'styles': 4287, 'sudden': 3401, 'slow': 1359, 'enables': 5153, 'staged': 7957, 'posed': 7194, 'service': 548, 'warsaw': 2275, 'mistakes': 4768, 'instrument': 6091, 'oust': 6130, 'stockbrokers': 5510, 'bureaus': 9821, 'attribute': 9122, 'supportive': 3066, 'packaged': 7187, 'intelogic': 6128, 'bondholders': 8323, 'temptation': 2850, 'rejecting': 8497, 'trademark': 1310, 'nimitz': 9925, 'medication': 9528, 'pressing': 4502, 'morgenzon': 9954, 'betting': 5497, 'clients': 1598, 'dismiss': 5094, 'threw': 7372, 'rider': 5318, 'require': 1165, 'hypothetical': 5623, 'panic': 4396, 'driving': 3638, 'able': 1209, 'frank': 1552, 'norton': 9297, 'chart': 8391, 'miami': 3345, 'rail': 3887, 'mich': 8151, 'passing': 4688, 'toubro': 9069, 'premiere': 3753, 'compaq': 8404, 'divestiture': 7702, 'doubling': 8941, 'introduction': 1064, 'poughkeepsie': 9249, 'adobe': 9662, 'reacted': 5207, 'adds': 3713, 'option': 4812, 'auction': 406, 'manipulation': 6666, 'considerable': 3743, 'mccall': 8662, 'lotus': 8385, 'improvement': 1997, 'david': 1389, 'baskets': 5512, 'aim': 4076, 'obstacle': 6790, 'confronted': 2818, 'jobless': 6933, 'jon': 6354, 'brands': 5047, 'bank': 1624, 'oils': 2297, 'retreat': 7339, '2-for-1': 7085, 'chancery': 8298, "'": 360, 'stanford': 2068, 'midland': 5502, 'notebook': 7063, 'figures': 691, 'persuade': 3693, 'putting': 4205, 'address': 3866, 'cleaner': 5626, 'pentagon': 4917, 'prisoner': 8895, 'effectively': 771, 'brand': 5907, 'affiliated': 8125, 'compact': 7419, 'norwood': 9373, 'hour': 4820, 'create': 4288, 'local': 972, 'sidewalk': 2332, 'passes': 6645, 'convenience': 7295, 'citibank': 5503, 'titanium': 8091, 'plant': 226, 'middle-class': 9166, 'newspaper': 2260, 'disclosures': 5431, 'capel': 6799, 'containers': 3812, 'initiated': 3378, 'single-a': 5801, 'contracted': 309, 'these': 318, 'cutbacks': 1939, 'slowed': 6516, 'qintex': 9347, 'white-collar': 3494, 'seismic': 9917, 'unpublished': 4726, 'injection': 7918, 'themselves': 1287, 'squeeze': 5868, 'based': 490, 'eat': 671, 'circles': 6703, 'faced': 4854, 'workers': 76, 'pasta': 4081, 'processes': 5780, 'inside': 4223, 'dragged': 6829, 'couples': 2299, 'distributes': 6267, 'successfully': 5523, 'contrast': 1969, 'arising': 1063, 'troublesome': 4576, 'foreclosed': 9539, 'waertsilae': 6277, 'delaying': 7842, 'marginally': 5418, 'roughly': 3246, 'preparation': 2923, 'region': 2684, 'reducing': 1646, 'namibia': 6335, 'thereafter': 7642, 'wilder': 2582, 'consolidation': 7777, 'wash': 7539, 'advises': 7536, 'becoming': 2183, 'gained': 3248, 'nearby': 4513, 'bushel': 6517, 'stevens': 1235, 'pro': 6731, 'amendments': 4925, 'dresdner': 8604, 'repairs': 7515, 'roebuck': 9095, 'prompting': 8656, 'bribe': 6448, 'axa': 9700, 'reconciliation': 9442, 'mired': 3836, 'disappeared': 8392, 'retain': 376, 'seven-year': 1630, 'voiced': 8271, 'boyd': 8291, 'viewed': 2419, 'cs': 5844, 'prisons': 9935, 'shattered': 9317, 'delicious': 9656, 'length': 4620, 'operating': 873, 'prescription': 5923, 'classical': 2347, 'logic': 3585, 'jeans': 6996, 'jenrette': 1947, 'exposure': 1826, 'pool': 989, 'frightened': 5556, 'willing': 3695, 'assigned': 2153, 'targets': 3260, 'lambert': 5852, 'important': 2111, 'own': 1190, 'hints': 8269, 'anti-abortionists': 3160, 'column': 3754, 'abuse': 2920, 'single-a-2': 6972, 'scholar': 5144, 'journalists': 4165, 'phase': 3597, 'fleischmann': 9880, 'months': 790, 'criticism': 4149, 'church': 4442, 'plants': 2728, 'represents': 3852, 'incinerator': 9309, 'kgb': 6653, 'spurring': 5718, 'liability': 5913, 'credible': 8047, 'shot': 2327, 'sells': 1476, 'ellis': 6012, 'support': 235, 'warner-lambert': 9987, 'toxic': 8036, 'buddy': 6624, 'candela': 4191, 'mortgages': 5256, 'civil': 5536, 'calendar': 7996, 'funding': 2970, 'stability': 5686, 'taxi': 9196, 'depress': 7808, 'hear': 5154, 'olivetti': 9735, 'polish': 2263, 'only': 387, 'perestroika': 4991, 'pesetas': 9043, 'shouted': 8841, 'fund-raising': 9427, 'kangyo': 5815, 'boom': 711, "'ll": 3699, 'voluntary': 5319, 'scary': 9144, 'wasted': 5327, 'merkur': 9728, 'bethlehem': 6549, 'fiat': 6948, 'stoltzman': 6610, 'household': 1081, 'hiring': 7288, 'kenneth': 1912, 'obliged': 6656, 'absorb': 9125, 'singer': 6627, 'amex': 8774, 'syndicated': 9084, 'ferdinand': 6419, 'adopted': 3433, 'affiliate': 1474, 'absence': 7863, 'recommended': 3188, 'guys': 3746, 'prove': 584, 'microsystems': 7031, 'inventory': 5388, 'fractionally': 4083, 'integrate': 7572, 'hubbard': 4604, 'ball': 2117, 'springs': 565, 'island': 4740, 'israel': 5709, 'sailing': 6959, 'nervousness': 4161, 'free-market': 7748, 'scrap': 8961, 'borrowings': 5849, 'ok': 2812, 'reebok': 8820, 'film': 2324, 'controversial': 4188, 'ecological': 9761, 'exploit': 4779, 'backgrounds': 6100, 'recoup': 7414, 'protein': 6402, 'f-14': 9573, 'hudson': 4240, 'automatically': 6698, 'reasonably': 6028, 'speaking': 4645, 'weakening': 4581, 'sweden': 5808, 'oak': 4975, 'save': 3058, 'bolster': 2857, 'octel': 9140, 'money': 345, 'creek': 3942, 'tro': 9661, 'ronald': 4220, 'guideline': 9793, 'drivers': 637, 'm.': 952, 'my': 2810, 'ordinary': 5145, 'conditional': 3829, 'emhart': 9390, 'lives': 2133, 'columnist': 7130, 'commerce': 968, 'processors': 1170, 'goupil': 9835, 'insurance': 2534, 'authorization': 7864, 'halt': 4037, 'component': 6986, 'opposite': 6092, 'kuala': 2204, 'missed': 5472, 'realist': 9857, 'recycled': 3785, 'voices': 2410, 'relies': 4907, 'veto': 4912, 'bipartisan': 7517, 'composed': 5066, 'jacob': 4333, 'applause': 7744, 'entrepreneurial': 8085, 'coffee': 6344, 'yale': 3221, 'host': 3070, 'collins': 5385, 'blames': 5727, 'franc': 5812, 'accessible': 7020, 'produced': 1526, 'computers': 1406, 'ever': 970, 'comments': 3452, 'indeed': 3022, 'coupled': 2020, 'wide': 1773, 'impressive': 4899, 'hastily': 8134, 'light': 2844, 'verwoerd': 9953, 'treatment': 675, 'accurate': 2562, 'voted': 524, 'ship': 6156, 'intensity': 1689, 'actual': 999, 'elaborate': 1361, 'buick': 5450, 'match': 4901, 'arena': 9704, 'societe': 7926, "'d": 3001, 'tyler': 6606, 'soon': 1751, 'interview': 1126, 'element': 4595, 'marina': 4719, 'halts': 4375, 'testimony': 6905, 'foes': 8504, 'torrijos': 9989, 'hk$': 9194, 'stopped': 106, 'imposing': 3214, 'human': 313, 'hastings': 7683, 'likelihood': 4126, 'actually': 3860, 'semiannual': 1645, 'table': 4177, 'chancellor': 6836, 'istat': 9039, 'armstrong': 6975, 'brokerage': 4806, 'rose': 408, 'brilliant': 2416, 'agency': 270, 'tube': 4050, 'odeon': 9455, 'technicians': 9044, 'task': 1296, 'boards': 6943, 'eager': 3019, 'makers': 587, 'stabilize': 8804, 'offset': 3632, 'played': 2116, 'strengthened': 5383, 'leaped': 7798, 'mere': 704, 'dillon': 9139, 'attendants': 9244, 'warehouse': 6245, 'crumbling': 9127, 'palmer': 3796, 'higher': 209, 'mothers': 5904, 'scare': 7345, 'l.j.': 9510, 'linking': 7025, 'vague': 4421, 'interesting': 3906, 'day-to-day': 6026, 'sagged': 6145, 'speaks': 4482, 'dismal': 5672, 'examiner': 5395, 'stimulators': 7622, 'pursuit': 7805, 'pepsi': 9694, 'bronner': 9525, 'slew': 4300, 'cushion': 6380, 'maidenform': 9811, 'volatility': 4411, 'looking': 678, 'watts': 9847, 'flurry': 7793, 'bail': 6713, 'difficulty': 5853, 'artificially': 8717, 'unwarranted': 7553, 'confident': 5885, 'consortium': 8104, 'malignant': 206, 'lebanon': 6336, 'coming': 2720, 'glass': 4213, 'missile': 7021, 'louisville': 3707, 'produce': 1079, 'demonstrated': 8342, 'reform': 2846, 'sponsored': 8489, 'earnings': 1003, 'cause': 3235, 'flexibility': 3826, 'winners': 5971, 'entered': 1469, 'midler': 8621, 'knows': 2579, 'cfcs': 8048, '12-month': 7277, 'breeding': 6700, 'internationally': 8996, 'bart': 9034, 'associated': 3287, 'officers': 1299, 'diplomatic': 2270, 'fears': 2498, 'fred': 6191, 'drive': 4232, 'balloon': 6392, 'reset': 7168, 'lacks': 5067, 'capability': 5470, 'rely': 7226, 'friend': 2342, 'greens': 8912, 'prudential-bache': 5208, 'wines': 3948, 'occur': 1192, 'iran-contra': 5292, 'specially': 7524, 'tanks': 6890, 'lack': 1930, 'select': 5323, 'crossland': 8733, 'ministries': 9071, 'am': 6170, 'somewhat': 6225, 'includes': 1227, 'handed': 5447, 'liquor': 7270, 'dealt': 9321, 'theme': 5541, 'early': 182, 'destroying': 8779, 'sir': 3892, 'bureaucratic': 4197, 'gathering': 7458, 'disrupt': 7440, 'trails': 7420, 'capitalism': 5743, 'erode': 3643, 'broaden': 5461, 'rep.': 2640, 'easily': 263, 'identify': 3745, 'regatta': 17, 'inc.': 99, 'variety': 4924, 'participating': 7363, 'bozell': 9599, 'egg': 6999, 'attend': 4503, 'ending': 2284, 'taxes': 522, 'hess': 7003, 'donald': 1237, 'missouri': 6512, 'milestones': 1404, 'appealing': 993, 'transfer': 5654, 'cost-sharing': 6073, 'returns': 2379, 'nissan': 6253, 'secured': 4198, 'forced': 4009, 'uv-b': 8041, 'annually': 1471, 'swap': 3300, 'shares': 930, 'minimum-wage': 6370, 'colombia': 8335, 'genetically': 6697, 'tactics': 3694, 'convenient': 4250, 'you': 316, 'acted': 3342, 'representative': 1262, 'accords': 8572, 'knight-ridder': 8252, 'shelf': 6006, 'properties': 140, 'cultural': 2987, 'microprocessors': 6153, 'curb': 1559, 'hits': 6148, 'homefed': 9693, 'lauder': 8976, 'outnumbered': 5957, 'convincing': 7977, 'suffering': 3183, 'dark': 2845, 'hardest': 8515, 'spanish': 5420, 'borrowers': 4329, 't.': 259, 'context': 5347, 'specifications': 8405, 'conferees': 6323, 'motion': 2697, 'opening': 3473, 'question': 306, 'hopeful': 7776, 'demanding': 4334, 'butler': 3928, 'ddb': 3770, 'seven': 455, 'krasnoyarsk': 9453, 'trespass': 5345, 'ownership': 5622, 'next': 528, 'employees': 2152, 'opinion': 3443, 'schemes': 5838, 'cos.': 6190, 'induce': 6405, 'billings': 3589, 'papers': 3564, 'designers': 4992, 'reacting': 7445, 'especially': 2034, 'leisure': 6578, 'dodge': 1971, 'taking': 2756, 'propelled': 8852, 'gitano': 7, 'needed': 2427, 'greenberg': 8440, 'n.h.': 859, 'governors': 2926, 'rouge': 7600, 'resilience': 8952, 'abortions': 3162, 'wrap': 8310, 'a.g.': 7043, 'p.m': 4384, 'infrastructure': 7319, 'plc': 53, 'northrop': 9377, 'vacation': 4349, 'flowing': 7102, 'money-fund': 419, 'threats': 3428, 'moody': 5793, 'marched': 7101, 'commercial': 2490, 'continent': 7354, 'arise': 5616, 'cautioned': 5767, 'standing': 673, 'books': 2093, 'artist': 2329, 'aeroflot': 9478, 'lobbyists': 6066, 'patent': 1340, 'triple-a': 5792, 'healthy': 4356, 'intriguing': 4927, 'uncertainty': 2778, 'polaroid': 9795, 'della': 8817, 'growers': 4936, 'printers': 5572, 'william': 608, 'conservatorship': 9767, 'outperform': 7834, 'several': 1118, 'acknowledging': 2002, 'obligations': 512, 'minimal': 3675, 'this': 56, 'gets': 2530, 'experienced': 6255, 'bradstreet': 9235, 'released': 692, 'challenge': 1018, 'magna': 1550, 'allowed': 3071, 'with': 87, 'hard-disk': 9799, 'advent': 5632, 'olympics': 7701, 'fournier': 9391, 'allies': 4948, 'candlestick': 5819, 'imf': 9875, 'd': 7868, 'releases': 3955, 'troop': 2781, "'80s": 6462, 'attendance': 4509, 'pipelines': 7061, 'still': 646, 'appointed': 3467, 'infringement': 9019, 'broadly': 5294, 'wants': 1398, 'renewal': 779, 'junk': 5728, 'horrible': 8165, 'haskins': 9884, 'objectives': 4231, 'n.y': 5093, 'be': 220, 'heads': 1108, 'hours': 2197, 'guy': 5642, 'guidelines': 7771, 'collect': 7551, 'norfolk': 6494, 'killed': 2431, 'background': 6819, 'hart': 9426, 'expectations': 3674, 'expired': 4051, 'confrontation': 6715, 'disappointment': 3711, 'purchased': 1985, 'financing': 1104, 'taiwanese': 8093, 'trains': 6506, 'painewebber': 4582, 'down': 398, 'unicorp': 6206, 'idle': 7725, 'escaped': 4573, 'mcduffie': 9807, 'wings': 3652, 'alaska': 7847, 'does': 250, 'appear': 117, 'user': 7009, 'mental': 3237, 'recovery': 5698, 'disease': 2254, 'iii': 610, 'charges': 2264, 'angeles-based': 8258, 'outlets': 4982, 'keep': 730, 'declaration': 1377, 'requirements': 3843, 'itself': 1519, 'resulting': 3633, 'adding': 3050, 'horizon': 6982, 'cracks': 5089, 'abc': 8369, 'handling': 1166, 'mail-order': 8654, 'awareness': 5715, 'lubricants': 9208, 'semiconductors': 3551, 'retinoblastoma': 8526, 'ferc': 927, 'singled': 6144, 'encouraged': 2981, 'loyalty': 4259, 'asserted': 915, 'rage': 7196, 'favored': 1208, 'cost-of-living': 8577, 'builders': 5102, 'panama': 4294, 'thought': 370, 'spectrum': 6571, 'confidence': 4364, 'evening': 611, 'mine': 6182, 'reformers': 2972, 'repeal': 7684, 'chemistry': 8055, 'fees': 440, 'broadcast': 8372, 'planning': 4918, 'pitney': 1979, 'court': 929, 'hero': 2064, 'screen': 2519, 'usually': 2096, 'july': 267, 'noon': 6881, 'arizona': 3113, 'u.s.a.': 4227, 'stoll': 5557, 'scared': 3786, 'subordinate': 2710, 'diluted': 6209, 'malcolm': 1230, 'elders': 6533, 'cap': 6070, 'crossing': 3414, 'similarity': 3124, 'switzerland': 5250, 'awarded': 1973, 'functions': 2770, 'joined': 606, 'prohibited': 3366, 'removed': 1243, 'tends': 7686, 'anticipates': 1131, 'managed': 2412, 'begins': 4803, 'deck': 5576, 'renew': 3709, 'scuttle': 6569, 'cuba': 9429, 'assets': 414, 'outer': 9915, 'sciences': 6695, 'exists': 3224, 'gulf': 4100, 'revco': 8321, 'longtime': 6388, 'amazing': 6632, 'switch': 3593, 'watched': 1936, 'shaw': 6083, 'cleaning': 8927, 'unavailable': 8397, 'bus': 7483, 'infiniti': 7425, 'telling': 2556, 'banker': 4317, 'maintenance': 4242, 'pan': 6345, 'edwards': 5669, 'undertaken': 8354, 'assist': 3437, 'corp.': 103, 'makeup': 8973, 'literally': 7229, 'sounds': 3135, 'devaluation': 8243, 'crashes': 3872, 'facing': 3618, 'nasty': 2539, 'otc': 3270, 'relatively': 377, 'wyoming': 7807, 'advocate': 3442, 'notification': 9403, 'accumulation': 8103, 'clearance': 6109, 'later': 97, 'hate': 6879, 'bright': 2450, 'restricts': 2208, 'exotic': 7335, 'contel': 5531, 'disruption': 4058, 'remarkable': 6256, 'rather': 1212, 'rafale': 9834, 'promotions': 2899, 'decrease': 816, 'tighten': 7717, 'branch': 1859, 'snow': 2065, 'deere': 5952, 'their': 556, 'retrieve': 7623, 'entitled': 4527, 'occasions': 7115, 'deemed': 1336, 'technique': 2621, 'explains': 4003, 'bringing': 5635, 'walter': 7244, 'outfit': 7567, 'succeeded': 5271, 'investigations': 1267, 'tested': 2259, 'in': 108, 'agnos': 9842, 'angeles': 3648, 'city': 574, 'people': 495, 'depending': 2123, 'sights': 4194, 'eurobonds': 5805, 'describe': 1160, 'cubans': 9827, 'constitution': 3275, 'nevertheless': 394, 'lifetime': 9293, 'exchequer': 6837, 'heading': 5726, 'child': 2390, 'boasts': 7707, 'importing': 9580, 'barriers': 4154, 'pull': 2743, 'cleveland': 1915, 'consulting': 1596, 'nights': 7016, 'transaction': 476, 'conducting': 3226, 'mundane': 2150, 'daly': 8922, 'dealer': 6828, 'proved': 5042, 'closer': 2745, 'disclosure': 3054, 'environmentally': 9270, 'hazard': 9482, 'smoking': 2194, 'music': 2348, 'costing': 9174, 'privilege': 3326, 'one-day': 4405, 'simultaneous': 6096, 'corning': 9089, 'founder': 1581, 'survived': 7307, 'gate': 7655, 'tisch': 9594, 'arrogant': 7106, 'subway': 9751, 'microwave': 3752, 'journalism': 6866, 'finished': 4084, 'cluett': 5, 'quickview': 9619, 'prospects': 1119, 'ignoring': 3141, 'diamonds': 9650, 'crowd': 4277, 'federally': 3170, 'hahn': 4849, 'montgomery': 6008, 'stewart': 4755, 'circulated': 5884, 'therapy': 5703, 'co-chief': 7247, 'stripped': 4932, 'jeffrey': 4753, 'hospital': 2255, 'mideast': 9221, 'poland': 2271, 'nonprofit': 5112, 'margaret': 8632, 'discount': 1799, 'carriers': 4988, 'receiving': 593, 'burst': 8131, 'bacterium': 9215, 'pregnancy': 8412, 'frequent': 7264, 'followed': 615, 'annuities': 8893, 'aiming': 4279, 'fundamentals': 6904, 'senators': 6757, 'taxed': 7687, 'toll': 5879, 'neglected': 7411, 'finish': 8596, 'nuovo': 9797, 'mazda': 543, 'tass': 7736, 'prints': 5683, 'monopoly': 5570, 'blow': 3043, 'warrants': 2304, 'bsn': 9211, 'bay': 6785, 'unexpectedly': 7134, 'saks': 8831, 'evaluation': 5039, 'bally': 8879, 'copy': 5163, 'promoting': 4301, 'wellcome': 5988, 'superfund': 9617, 'enfield': 7209, 'narrow': 3631, 'directly': 1097, 'ashland': 9772, 'openly': 2434, 'requests': 4751, 'meet': 782, 'certificates': 4313, 'conceded': 8105, 'switches': 9513, 'disadvantage': 5877, 'financiere': 7928, 'lure': 3637, 'licensing': 4138, 'monitors': 8613, 'alternatively': 5309, 'entire': 2900, 'nabisco': 7825, 'approve': 3263, 'exactly': 4184, 'trying': 729, 'shaping': 4914, 'bloc': 6484, 'salespeople': 9852, 'durkin': 9810, 'parents': 2817, 'competitors': 3516, 'history': 1405, 'notice': 3372, 'consensus': 4865, 'designing': 2760, 'wellington': 5996, 'pain': 5927, 'problem': 127, 'speculate': 3609, 'feelings': 4519, 'h.': 609, 'maintain': 5846, 'tpa': 8514, 'sequester': 7739, 'compared': 1055, 'competitiveness': 8940, 'experience': 3939, 'transform': 7460, 'bother': 8415, 'dishonesty': 9466, 'ends': 2406, 'flowers': 7325, 'circuits': 7614, 'sachs': 1627, 'lobbying': 6650, 'neb.': 7860, 'madrid': 9678, 'heard': 136, 'roberts': 8142, 'forgotten': 4786, 'excesses': 4040, 'bowes': 1980, 'est': 6135, 'drew': 6049, 'columns': 5158, 'capcom': 9965, 'swapo': 22, 'cleared': 6125, 'leaders': 3508, 'ways': 4307, 'topple': 8501, 'opportunity': 3763, 'wear': 2135, 'breathing': 9637, 'viewpoint': 1827, 'dragging': 7470, 'danger': 6927, 'says': 853, 'discontinued': 5841, 'midday': 6754, 'appropriations': 4915, 'investor': 1146, 'tariff': 1537, 'rich': 1818, 'predictions': 7678, 'pursued': 2690, 'coniston': 6116, 'clout': 6704, 'paying': 797, 'defendant': 3460, 'findings': 112, 'diversifying': 1078, 'applications': 3218, 'skf': 9266, 'scandals': 6480, 'shield': 8244, 'atlanta': 1463, 'mean': 2648, 'type': 186, 'achieved': 1562, 'commute': 8907, 'achieve': 3291, '1990s': 2726, 'population': 4264, 'minister': 1378, 'quotes': 8056, 'new-home': 4891, 'nebraska': 5374, 'compares': 4815, 'calif.-based': 6016, 'enforcement': 1297, 'swift': 6491, 'payable': 3916, 'agnelli': 6946, 'femina': 8818, 'brother': 7308, 'legitimate': 7013, 'united': 833, 'divided': 4038, 'except': 2196, 'jerry': 4130, 'partially': 1804, 'beta': 4882, 'fared': 3274, 'balls': 2119, 'depositary': 1833, 'priorities': 8687, 'curtailed': 5380, 'succeed': 950, 'design': 3556, 'drafted': 4952, 'sources': 4435, 'undo': 5338, 'deadline': 3883, 'billion-dollar': 5932, 'hand-held': 7612, 'punish': 3413, 'exciting': 2350, 'damaging': 5636, 'activist': 9077, 'scheduling': 8867, 'tenants': 7230, 'noticed': 5674, 'aug.': 2682, 'risk': 161, 'busiest': 3244, 'secure': 6808, 'beers': 5441, 'perceived': 3950, 'circle': 3897, 'fidelity': 5781, 'preventing': 3432, 'hire': 3354, 'lipper': 9330, 'supermarket': 3744, 'elsewhere': 4143, 'cover': 3590, 'feb.': 984, 'tenure': 5267, 'speculative': 5598, 'demonstrate': 7703, 'scores': 2858, 'mid-1980s': 7220, 'opposing': 6717, 'succession': 5220, 'bracing': 9036, 'nurses': 8251, 'year-to-year': 1049, 'blue': 298, 'respected': 5286, 'stupid': 4767, 'unload': 5559, 'casual': 8752, 'managing': 1734, 'intensely': 8739, 'dig': 9402, 'collar': 4376, 'influential': 1589, 'ended': 352, 'gut': 5265, 'gainers': 8379, 'ted': 7869, 'mobile': 3282, 'operation': 5210, 'start-up': 5950, 'census': 9093, 'cities\\/abc': 8373, 'there': 141, 'dealerships': 7402, 'laff': 9607, 'running': 1591, 'supplement': 8545, 'ailing': 4354, 'foley': 9159, 'adults': 4270, 'matters': 796, 'arafat': 2236, 'embryo': 8424, 'urge': 1776, 'regulator': 7887, 'kid': 6747, 'satisfied': 7527, 'reitman': 6797, 'robbed': 5084, 'impeachment': 9816, 'postwar': 7393, 'renewed': 2242, 'chapter': 844, '\\*\\*': 9592, 'dutch': 44, 'spoken': 7131, 'datapoint': 6131, 'listing': 4722, 'consistently': 5430, 'adrs': 1835, 'resorts': 9346, 'suggestions': 6712, 'minn.': 7044, 'company-owned': 7934, 'personal': 1407, 'uncomfortable': 3715, 'appropriated': 5663, 'ralph': 8517, 'nashua': 8693, 'tumor-suppressor': 8524, 'expression': 6104, 'covering': 5027, 'recover': 5504, 'independent': 847, 'flooding': 9152, 'surgical': 8408, 'dies': 7495, 'magnetic': 5759, 'occidental': 6005, 'indicators': 1994, 'high-grade': 5239, 'riskier': 5861, 'reactions': 7217, 'speculators': 3261, 'katz': 7790, 'picop': 9874, 'disk-drive': 7984, 'writers': 2052, 'tramp': 2323, 'long-awaited': 7711, 'contacted': 3562, 'analysts': 1140, 'forces': 1642, 'bit': 4496, 'racial': 8285, 'indirectly': 7500, 'lufkin': 1946, 'cycles': 4892, 'pro-democracy': 4625, 'dreyfus': 429, 'marshall': 2585, 'judge': 974, 'mcalpine': 1551, 'charles': 1713, 'delaware': 6211, 'radical': 7750, 'phony': 2536, 'fla.': 4285, 'screens': 1418, 'prevented': 8248, 'central': 2230, 'suing': 2654, 'harbors': 8997, 'put': 1621, 'late': 1800, 'noble': 5422, 'alleged': 2856, 'africa': 6324, 'policies': 3069, 'ratners': 3293, 'participated': 5113, 'currently': 426, 'on': 152, 'doing': 799, 'reaction': 3838, 'jayark': 9115, 'suspension': 4656, 'application': 2243, 'seven-day': 340, 'returned': 3025, 'demonstrations': 4643, 'station': 3702, 'not': 566, 'benefited': 1060, 'prevent': 3035, 'averages': 7941, 'indefinitely': 3165, 'superconductors': 5757, 'test': 2791, 'judiciary': 3470, 'registered': 684, 'craze': 1701, 'wine': 3935, 'answered': 5194, 'prepayments': 8616, 'departments': 4959, 'restrain': 6902, 'times-stock': 4810, 'neighborhoods': 2959, 'capable': 6852, 'pushing': 3006, 'diversity': 9216, 'spinoff': 1083, 'hung': 300, 'second-largest': 5399, 'hearings': 6019, 'pretoria': 6331, 'petition': 1531, 'month': 1028, 'goldman': 1626, 'tacked': 8463, 'diet': 9647, 'low': 1982, 'fbi': 6347, 'closed-end': 1704, 'exercises': 6582, 'gallery': 9382, 'side': 2577, 'structural': 3577, 'measures': 1922, 'committed': 2168, 'somebody': 3042, 'inflows': 7653, 'layoffs': 8439, 'ethical': 3185, 'no.': 3514, 'entrenched': 5538, 'courts': 1016, 'convertible': 1481, 'theater': 9083, 'repair': 4889, 'subscription': 3782, 'portraying': 7821, 'merc': 4379, 'nora': 9862, 'n.': 4746, 'budget': 2715, 'complained': 1363, 'workplace': 5020, 'prevents': 5325, 'restoring': 9032, 'nfl': 7581, 'operated': 2290, 'drabinsky': 9456, 'missiles': 5679, 'formerly': 452, 'recessions': 8020, 'mimic': 7978, 'result': 1260, 'bitter': 5425, 'austin': 6150, 'slowly': 1923, 'sets': 1417, 'leaseway': 9102, 'exceptionally': 2019, 'booklets': 2884, 'somehow': 5640, 'blocked': 4771, 'yamaichi': 5811, 'termed': 6200, 'chevron': 7948, 'mistake': 3029, 'avery': 8008, 'solidarity': 2158, 'tell': 3698, 'join': 31, 'fleeting': 6102, 'clubs': 2192, 'loud': 8748, 'targeted': 1809, 'costa': 8336, 'introduce': 736, 'lung': 207, 'v.': 5334, 'narrower': 6831, 'mechanism': 3223, 'sporting': 7289, 'roots': 7815, 'intel': 6151, 'tape': 7024, 'peasant': 9665, 'categories': 1540, 'tired': 2624, 'volokh': 9794, 'outcry': 3323, 'rubin': 8552, 'first-time': 3072, 'ge': 8436, 'thrift': 469, 'decides': 4075, 'redmond': 9963, 'detrex': 9792, 'vacuum': 8205, 'credited': 8164, 'fox': 8530, 'physician': 8249, 'altman': 8827, 'nobody': 2559, 'post-crash': 8438, 'psychology': 5589, 'duty': 5183, 'repaired': 4962, 'dec.': 1000, 'unfortunate': 7152, 'explosive': 1431, 'vessels': 7333, 'mercantile': 4370, 'mandated': 8689, 'ron': 9051, 'underestimated': 9763, 'motive': 5106, 'delayed': 6526, 'remic': 7172, 'lowered': 766, 'pickers': 5546, 'ual': 5558, 'capital': 570, 'six-month': 402, 'drum': 7189, 'presidential': 2492, 'residents': 7135, 'shrank': 6366, 'pitched': 9228, 'soft': 1942, 'dissent': 7966, 'acceptance': 4829, 'careful': 4870, 'improperly': 7305, 'spree': 9130, 'earthquakes': 7880, 'bought': 1603, 'driver': 4990, 'puts': 4705, 'chamber': 4481, 'hidden': 5924, 'genentech': 7919, 'converted': 3833, 'portfolios': 1707, 'elements': 6642, 'osaka': 4784, 'blocks': 4676, 'barnett': 4284, 'cable-tv': 9702, 'shanghai': 9192, 'character': 2418, 'inc': 3502, 'levine': 8536, 'dual': 7336, 'spain': 1334, 'profits': 3531, 'solved': 1397, 'niche': 8094, 'packaging': 3756, 'shoppers': 8744, 'technologies': 5763, 'gathered': 8428, 'pricing': 3510, 'motorola': 7038, 'imported': 287, 'mortgage-backed': 1620, 'photography': 5689, 'masters': 5687, 'hungary': 2278, 'eroding': 7753, 'scarce': 3973, 'deprived': 5114, 'photograph': 2643, 'connection': 4731, 'chance': 4042, 'matched': 2806, 'vowed': 1322, 'shipments': 1470, 'dignity': 7508, 'ryder': 8282, 'mounted': 3412, 'tall': 5285, 'jazz': 6614, 'farms': 5392, 'detroit': 3376, 'disrupted': 8371, 'board': 33, 'statement': 3509, 'letting': 2159, 'thornburgh': 7125, 'alarmed': 1816, 'carat': 9649, 'perfect': 7646, 'manila': 5998, 'underwriter': 5802, 'ehrlich': 9490, 'recommending': 5321, 'soft-drink': 6934, 'human-rights': 6670, 'ups': 9815, 'grey': 9742, 'dogged': 9486, 'against': 910, 'commerciale': 9945, 'mill': 5023, 'nonrecurring': 6215, 'earliest': 529, 'trap': 4548, 'warns': 3227, 'sitting': 5230, 'eventually': 1963, 'parks': 7482, 'lens': 5937, 'mile': 7537, 'neat': 5149, 'resort': 561, 'kelly': 8558, 'falling': 2714, 'jaguar': 3295, 'ranch': 9361, 'publishing': 45, 'vary': 422, 'tip': 2458, 'reynolds': 6984, 'citing': 3340, 'crystal': 5771, 'burger': 8226, 'september': 1050, 'harmony': 2105, 'public-relations': 5187, 'targeting': 4263, 'ballooning': 6869, 'galvanized': 6557, 'fire': 3538, 'trees': 6168, 'diesel': 6783, 'maximize': 5469, 'leery': 5745, 'topic': 6824, 'seed': 4998, 'failed': 1884, 'pse': 6782, 'it': 78, 'newport': 7078, 'electronically': 8002, 'fusion': 9625, 'manitoba': 8550, 'gyrations': 1785, 'hatch': 1239, 'pitch': 8156, 'injuries': 5036, 'image': 2110, 'holidays': 4018, 'survive': 3725, 'understands': 5930, 'breed': 6098, 'losers': 6827, 'poorer': 7876, 'affordable': 1428, 'excuse': 7481, 'merits': 5637, 'commentary': 8891, 'alabama': 7309, 'weapons': 6601, 'bradford': 6554, 'matches': 3139, 'colgate-palmolive': 8985, 'outcome': 7843, 'aligned': 6711, 'primary': 2910, 'slide': 330, 'marlowe': 9923, 'handles': 6090, 'change': 1968, 'cane': 6169, 'clutter': 9291, 'gutfreund': 9986, 'western-style': 7227, 'reeling': 5513, 'tea': 4538, 'placing': 5306, 'losses': 3286, 'corp': 545, 'pits': 9119, 'genuine': 1279, 'plaza': 2231, 'joel': 5691, 'cooperation': 2688, 'bennett': 5272, 'fight': 519, 'historic': 4618, 'communist': 6316, 'independence': 5302, 'drop': 792, 'recalls': 3060, 'arms': 4680, 'garden': 8174, 'tvs': 8756, 'cia': 6346, 'overtime': 2157, 'desperate': 6649, 'high-tech': 4193, 'aware': 150, 'marked': 7674, 'raider': 8876, 'marvin': 4987, 'so-called': 1258, 'lawsuit': 3420, 'anti-abortion': 3191, 'quota': 4931, 'ca': 2289, 'elephant': 4922, 'rubber': 3498, 'turned': 920, 'maxwell': 1610, 'instructed': 4949, 'daf': 9959, 'ironically': 7556, 'coca-cola': 4167, 'cholesterol': 7279, 'shocks': 7604, 'widen': 8368, 'wooden': 9676, 'stories': 2333, 'at': 160, 'states': 2876, 'known': 2707, 'sri': 8920, 'assault': 4637, 'normal': 3534, 'conspiring': 9052, 'simple': 442, 'deferred': 8568, 'thus': 4486, 'agent': 7357, 'mom': 9534, 'anacomp': 9866, 'author': 2049, 'succeeds': 450, 'sparked': 3456, 'diversification': 4900, 'reason': 1802, 'root': 5000, 'returning': 2387, 'permitted': 1858, 'par': 2310, 'burke': 8092, 'petroleum': 3894, 'highways': 8503, 'hitting': 4390, 'retains': 6914, 'children': 2398, 'windows': 8832, 'conservatives': 7965, 'toyota': 7396, 'rubens': 18, 'circumstances': 3355, 'watchers': 4563, 'lee': 2785, 'runaway': 8246, 'secrets': 7004, 'mass-market': 8974, 'generale': 9207, 'controlled': 3190, 'puerto': 6456, 'runs': 1757, 'pop': 3299, 'printed': 3765, 'path': 6450, 'honduras': 6308, 'copying': 5162, 'psychological': 7943, 'pachinko': 9806, 'perpetual': 5122, 'aerospace': 1663, 'emergence': 8351, 'emphasis': 4305, 'metropolitan': 3112, 'redemption': 3931, 'bills': 404, 'easy': 1770, 'obligation': 5794, 'memories': 1440, 'n.c.': 3706, 'trelleborg': 9871, 'changing': 4698, 'crop': 5366, 'negligible': 8031, 'pc': 1447, 'moderate': 3373, 'shorter': 379, '500-stock': 4561, 'surprise': 3586, 'usair': 9579, '20th': 7095, 'winning': 2929, 'touted': 4834, 'declining': 372, 'illustrate': 6644, 'three-month': 6042, 'fueling': 4243, 'influenced': 6532, 'gene': 6678, 'mortgage': 1604, 'democrat': 2674, 'relating': 3384, 'initially': 3781, 'brushed': 6305, 'tag': 3936, 'hot': 564, 'nadeau': 9549, 'wonderful': 9682, 'satisfy': 7590, 'an': 128, 'fit': 4217, 'potatoes': 8172, 'hailed': 6071, 'resolution': 3362, 'tenneco': 8589, 'editor': 395, 'jetliner': 7299, 'weisfield': 3292, 'peak': 2292, 'display': 2823, 'making': 179, 'barre': 9830, 'totaling': 1605, 'sides': 2030, 'spur': 2711, 'feel': 2217, 'cumulative': 8256, 'phelan': 4373, 'means': 2512, 'consecutive': 1687, 'boosting': 5453, 'numerous': 2882, 'attended': 4432, 'member': 3418, 'rush': 7749, 'trudeau': 3408, 'charts': 2092, 'unwilling': 5043, 'merchandise': 4222, 'reasons': 3636, 'prerogatives': 5287, 'sections': 2473, 'quick': 4185, 'rey': 4721, 'left': 1567, 'coatings': 7800, 'playoffs': 8374, 'cameras': 7498, 'load': 1569, 'calm': 7512, 'adverse': 6248, 'whitbread': 9960, 'trustcorp': 8792, 'indirect': 1673, 'locked': 3630, 'override': 5129, 'ill.': 1013, 'seemed': 878, 'cohen': 7915, 'predict': 5116, 'advertising': 735, 'get': 1782, 'discover': 7394, 'cabernet': 3937, 'collapsed': 4125, 'remarks': 3457, 'knowledge': 3134, 'timothy': 8776, 'imports': 707, 'yielding': 427, 'walks': 8179, 'altered': 5015, 'albany': 3500, 'sharply': 709, 'source': 3013, 'shv': 9863, 'freddie': 5254, 'admission': 9465, 'reader': 2045, 'translate': 8319, 'rebels': 6301, 'germany': 2801, 'meant': 3014, 'apogee': 9706, 'cellular': 6779, 'growth': 869, 'hint': 4572, 'disclosing': 3368, 'respect': 4640, 'redemptions': 7097, 'beef': 6841, 'breakup': 8648, 'mint': 8330, 'exposed': 77, 'once': 62, 'u.s.s.r.': 1872, 'smoke': 2185, 'r.i.': 3705, 'deliver': 4592, 'confirming': 8534, 'total': 205, 'hud': 6481, 'may': 396, 'date': 2312, 'landed': 9418, 'criminals': 7491, 'pfeiffer': 8098, 'whatever': 7163, 'jose': 8232, 'asian': 2689, 'managua': 7961, 'waterworks': 3557, 'eliminated': 4108, 'capitalize': 6395, 'bill': 2361, 'okla.': 7058, '30-share': 5976, 'plea': 5881, 'captured': 8799, 'cough': 9251, 'unsuccessfully': 1585, 'seek': 1584, 'increased': 708, 'activists': 7472, 'parental': 9163, 'disciplinary': 3424, 'predicted': 1962, 'community': 3567, 'ruling': 1001, 'regularly': 7075, 'proceed': 7716, 'sometimes': 2148, 'burning': 9156, 'slim': 9575, 'woo': 8483, 'advances': 4566, 'batibot': 9388, 'permanently': 9771, 'present': 6024, 'ounces': 3678, 'pro-choice': 2554, 'mgm\\/ua': 8928, 'rising': 382, 'hitachi': 1178, 'page': 763, 'doomed': 6665, 'freight': 7387, 'chiron': 8763, 'results': 116, 'clears': 3450, 'smiling': 8217, 'broader': 1789, 'marous': 8849, 'administration': 3194, 'casinos': 9533, 'mph': 6776, 'chlorofluorocarbons': 8037, 'sverdlovsk': 8788, 'let': 4434, 'stemming': 4372, 'fourth-quarter': 6056, 'marketers': 5468, 'desire': 5107, 'damages': 3430, 'painful': 8088, 'commit': 4614, 'operator': 3305, 'revolving': 7931, 'nikkei': 5955, 'shop': 2399, 'implied': 5053, 'kind': 242, 'ratios': 8026, 'k.': 3425, 'fort': 8325, 'stabilized': 9859, 'wearing': 6891, 'publicized': 4170, 'authority': 510, 'fetch': 7881, 'archrival': 9075, 'financially': 2273, 'e.': 1714, 'daily': 2253, 'rev.': 4504, 'mitterrand': 9437, 'charter': 4974, 'saab-scania': 9615, 'starts': 2692, 'report': 347, 'dire': 9123, 'licensed': 4148, 'victory': 2276, 'focused': 1742, 'pittston': 7757, 'short': 2007, 'blame': 8406, 'premier': 4671, 'gov.': 2581, 'billing': 5465, 'rural': 4439, 'cites': 3657, 'getting': 2491, 'principles': 6660, 'portugal': 1720, 'defects': 6408, 'torn': 5413, 'prize': 2928, 'ill': 3890, 'innopac': 9133, 'markets': 1780, 'questions': 2638, 'delivering': 1987, 'rest': 1613, 'reward': 780, 'method': 7714, 'content': 2502, 'withdrawal': 905, 'robinson': 6680, 'chemicals': 4101, 'transition': 4878, 'schwartz': 9571, 'plenty': 1830, 'aspects': 2151, 'robots': 6723, 'two': 652, 'suez': 9781, 'considerably': 3688, 'sophisticated': 2891, 'advantages': 1638, 'emerged': 6142, 'arias': 9062, 'health-care': 7090, 'virginia': 2518, 'younkers': 6188, 'negotiator': 1391, 'reins': 4894, 'factory': 218, 'contended': 7680, 'limitations': 8494, 'bourbon': 9758, 'contingent': 4681, 'fourth': 4023, 'seymour': 1092, 'environmentalists': 2277, 'n.c': 4322, 'shamir': 9639, 'curbing': 5733, 'adjacent': 6875, 'tackle': 6013, 'regarded': 1223, 'tiger': 6119, 'tickets': 5477, 'utilization': 9561, 'france': 1615, 'grade': 3109, 'unsettled': 4541, 'yards': 9135, 'digital': 7032, 'telephones': 808, 'incomplete': 2571, 'strange': 7344, 'armonk': 9450, 'spark': 3358, 'swaps': 5499, 'existed': 1215, 'repaid': 1854, 'entrepreneurs': 9501, 'unexpected': 6260, 'rothschilds': 9254, 'reiterated': 8578, 'lilly': 5917, 'gerrymandering': 9659, 'riders': 5344, 'preamble': 9829, 'suggest': 2687, 'murder': 3076, 'day': 362, 'same': 727, 'similarly': 4978, 'inherited': 4888, 'cftc': 9116, 'life-insurance': 3722, 'declaring': 5310, 'trinova': 9213, 'circulation': 768, 'fe': 6244, 'maximum': 4404, 'incidents': 7692, 'worrying': 4318, 'pound': 4937, '14-year-old': 8988, 'polly': 8935, 'navigation': 4847, 'moved': 982, 'places': 851, 'lovely': 2359, 'pit': 4112, 'keeps': 3683, 'jal': 9966, 'position': 546, 'fanfare': 3391, 'businessmen': 3537, 'rubbermaid': 9713, 'semiconductor': 3587, 'pennsylvania': 2786, 'physical': 4469, 'tire': 3497, 'deliberations': 9187, 'stark': 3615, 'lay': 3910, 'chasing': 8485, 'studying': 2991, 'ps': 839, 'pieces': 3737, 'wisconsin': 7207, 'sweat': 4499, 'geography': 2820, 'contains': 3137, 'roh': 9299, 'evans': 5279, 'lancaster': 4077, 'formal': 3898, 'daffynition': 7743, 'restrict': 8254, 'six': 817, 'wichita': 8573, 'apiece': 3819, 'procedure': 6568, 'habit': 5945, 'supercomputer': 1087, 'la': 3952, 'stolen': 6774, 'mccormick': 5167, 'praised': 3870, 'actress': 2930, 'professional': 3398, 'b.a.t': 5982, 'commonwealth': 958, 'low-income': 7844, 'blue-chip': 5562, 'existing': 4393, 'replied': 8542, 'navy': 4844, 'standards': 1325, 'payouts': 4544, 'acknowledge': 4663, 'gang': 8772, 'latin': 1381, 'expelled': 4715, 'investigated': 8210, 'scientist': 2626, 'special-interest': 9646, 'days': 363, 'subsidiary': 1511, 'any': 138, 'unfairly': 3548, 'look': 2460, 'doors': 4360, 'unprecedented': 6705, 'locally': 3575, 'develop': 3382, '300-day': 6502, 'rises': 400, 'rick': 3140, 'difference': 1995, 'provided': 1993, 'yankee': 7321, 'through': 990, 'legal': 1876, 'racketeering': 7370, 'cheapest': 5610, 'bets': 8161, 'stimulate': 7618, 'turmoil': 4647, 'older': 3602, 'esso': 1495, 'upham': 1764, 'appeal': 4002, 'wholesale': 3983, 'sears': 9094, 'spectacular': 5269, 'rocked': 8306, 'problems': 1338, 'indicating': 5807, 'causes': 5056, 'painted': 2296, 'affecting': 5973, 'vancouver': 8585, 'beat': 420, 'vicar': 4505, 'erupted': 6701, 'status': 1539, 'sinyard': 8078, 'bugs': 2038, 'believes': 1182, 'exports': 702, 'deals': 4211, 'associates': 1736, 'flying': 7356, 'cie': 7927, 'road': 2136, 'prohibits': 3434, 'monthly': 697, 'medium': 9523, 'communism': 7446, 'employed': 3419, 'competes': 4980, 'orthodox': 7582, 'overhaul': 7528, 'l.': 1657, 'mice': 8537, 'linda': 2940, 'shook': 8305, 'grant': 1538, 'mood': 6539, 'irresponsible': 6714, 'operators': 4788, 'mix': 6094, 'fuji': 2472, 'sacrifice': 5624, 'baldwin': 4523, 'eaton': 4094, 'derived': 6273, 'news': 753, 'recycling': 7899, 'gross': 5364, 'retailing': 948, 'minus': 3553, 'price-earnings': 8025, 'steps': 3841, 'back': 653, 'tips': 7067, 'shift': 6164, 'then': 532, 'stands': 3002, 'december': 3458, 'unfortunately': 4692, 'constructed': 9496, 'hat': 8477, 'barrels': 1491, 'marcos': 7366, 'hewlett-packard': 7037, 'brains': 7621, 'go': 423, 'committees': 4438, 'embarrassment': 7384, 'cash': 413, 'lower-than-expected': 9170, 'cells': 5009, 'williams': 4828, 'chugai': 7841, 'commissions': 5314, 'analyst': 1760, 'coal': 2268, 'mark': 2072, 'payroll': 8320, 'final': 2404, 'trader': 3269, 'conflicts': 716, 'weakened': 6804, 'carbon': 6497, 'airlines': 4244, 'ask': 1373, 'deal': 2223, 'search': 2066, 'also': 840, 'livestock': 5386, 'menlo': 9574, 'london-based': 3279, 'hardware': 1233, 'chunk': 4793, 'went': 1614, 'develops': 4345, 'seita': 9828, 'conception': 9445, 'distinguished': 2995, 'discussed': 4430, 'n.v.': 43, 'neutrons': 5772, 'trading': 938, 'municipal': 3513, 'ice': 7070, 'investment-grade': 6034, 'congress': 504, 'savaiko': 9782, 'platform': 8235, 'whites': 7967, 'onto': 4867, 'receive': 1189, 'pilot': 6880, 'exercise': 4046, 'negotiated': 4855, 'ford': 3885, 'peat': 8146, 'eastman': 9298, 'fronts': 3232, 'quarter': 3315, 'washington-based': 1716, 'doctors': 3197, 'sen.': 3869, 'worth': 854, 'improves': 4189, 'violate': 3445, 'rosenthal': 9814, 'conflict': 5349, 'von': 8956, 'recreational': 6787, 'enserch': 9873, 'tracked': 344, 'ana': 5798, 'consist': 3503, 'rein': 8359, 'marking': 7464, 'beverly': 4610, 'silver': 6530, 'roy': 6766, 'chile': 1719, 'pending': 1102, 'restaurants': 2188, 'seventh': 2944, 'bad': 1367, 'highly': 2357, 'products': 144, 'reverse': 7906, 'done': 4426, 'agreements': 6429, 'devastating': 2669, 'meat': 7892, 'temporary': 5649, 'privileges': 7367, 'wore': 7385, 'seized': 1867, 'particularly': 282, 'lavelle': 9425, 'stones': 4200, 'sentenced': 8453, 'thursday': 3645, 'workstation': 9458, 'retirement': 5221, 'shore': 787, 'kaiser': 9708, 'diversion': 7442, 'shifts': 7409, 'buffer': 8265, 'refuse': 5525, 'achievement': 2414, 'patterns': 1910, 'dec': 9768, 'arrow': 9237, 'intervened': 6899, 'reclaim': 5371, 'raymond': 5578, 'centered': 9672, 'nominal': 4136, 'birmingham': 4713, 'morally': 7506, 'rape': 2598, 'unauthorized': 1315, 'coverage': 5434, 'albert': 4144, 'procter': 7293, 'schering-plough': 7947, 'blumenfeld': 9757, 'sharper': 1699, 'syrian': 8965, 'posts': 2907, 'boxes': 7784, 'usa': 5111, 'idea': 582, 'expiration': 8768, 'dependent': 8356, 'enterprise': 3805, 'ftc': 5662, 'larry': 3970, 'chefs': 665, 'fundamental': 5611, 'congressional': 4056, 'henry': 4723, 'suspend': 4789, 'politically': 6467, 'espn': 9593, 'nl': 4099, 'reuters': 6197, 'delmed': 9488, 'country': 689, 'fill': 3198, 'taxable': 343, 'backup': 8622, 'lived': 8592, 'chambers': 7114, 'peter': 2574, 'fields': 52, 'react': 9121, 'fernando': 4718, 'line': 2266, 'mentality': 8870, 'wedge': 7036, 'jefferson': 2596, 'fortune': 643, 'newark': 9343, 'drain': 1204, 'canceled': 8606, 'entering': 2187, 'guzman': 9955, 'hollywood': 7235, 'supplying': 9248, 'boren': 8993, 'serves': 4800, 'commenting': 3469, 'kohlberg': 8140, 'p.m.': 6134, 'debate': 3222, 'detailing': 8063, 'finishing': 8241, 'deficiency': 8155, 'looms': 7982, 'kirk': 8861, 'indianapolis': 571, 'tons': 4935, 'patients': 5699, 'competition': 756, 'bruno': 9217, 'integrated': 2744, 'bofors': 9992, 'elected': 449, 'unrest': 7444, 'became': 1452, 'full-time': 5283, 'large': 286, 'call': 2101, 'settle': 1862, 'tailored': 4335, 'sign': 381, 'michelin': 6058, 'grossly': 9050, 'scenario': 1135, 'revamped': 7412, 'banknote': 1, 'thoroughbred': 9634, 'furriers': 9901, 'regulations': 5324, 'billed': 3728, 'nov.': 38, 'shrinking': 5714, 'safe': 4254, 'timely': 4750, 'obstacles': 1877, 'elevators': 2200, 'bebear': 9699, 'petrochemical': 8796, 'project': 1107, 'previously': 549, 'observers': 4863, 'never': 2173, 'brussels': 5993, 'egon': 8635, 'sisulu': 8840, 'indexation': 9247, 'programming': 3790, 'decker': 9389, 'syndicate': 5789, 'last-minute': 6865, 'site': 7490, 'heat': 6755, 'newhouse': 5261, 'parcel': 9316, 'manage': 5565, 'dismissal': 2973, 'diversify': 1777, 'dingell': 4433, 'branches': 4289, 'planted': 6349, 'every': 1053, 'performers': 5647, 'treat': 576, 'exporting': 9222, 'four-game': 8366, 'gallons': 9226, 'sufficiently': 5630, 'backing': 5681, 'inviting': 5653, 'vans': 3842, 'circus': 9281, 'precious': 3966, 'maybe': 4790, 'leval': 9460, 'income': 2523, 'granting': 5313, 'midmorning': 6742, 'crises': 6369, 'ranks': 4465, 'lire': 6958, 'snapped': 1618, 'deputies': 7888, 'violent': 7486, 'plaintiff': 9568, 'presentation': 5332, 'satisfying': 1875, 'lots': 6882, 'implement': 5329, 'foundations': 3231, 'doldrums': 7828, 'spokesmen': 7320, 'abused': 7120, 'financiers': 7213, 'suspects': 2877, 'ireland': 6599, 'creditors': 1668, 'exceeds': 6052, 'class-action': 9565, 'respectable': 6468, 'pawn': 9756, 'experiment': 8531, 'slowdown': 1949, 'nestle': 8499, 'lumber': 7086, 'behind': 1765, 'refrigerators': 9749, 'barrett': 6562, 'survey': 1888, 'raises': 3827, 'hughes': 8535, 'memo': 5168, 'repeat': 7268, 'sort': 4000, 'comparison': 6359, 'topped': 6044, 'approves': 4070, 'largest': 815, 'disturbing': 1355, 'fancy': 4215, 'greeted': 8046, 'specialty': 3480, 'philadelphia': 3795, 'guess': 8730, 'aside': 6709, 'gte': 9000, 'heels': 7219, 'four-year': 4825, 'californians': 8782, 'checking': 4253, 'high-quality': 4902, 'flood': 4399, 'irish': 9727, 'turner': 9341, 'valley': 603, 'u.n.': 6647, 'crunch': 4515, 'gorky': 9655, 'approaching': 8889, 'ran': 1900, 'stabilizing': 8805, 'national': 170, 'abandon': 4951, 'harper': 5203, 'around': 911, 'sites': 2706, 'employers': 4838, 'intelligence': 4848, 'viewers': 3684, 'consolidated': 50, 'mildly': 7667, 'measurements': 8042, 'house': 523, 'advise': 5639, 'lowering': 4011, 'drama': 9086, 'industry': 489, 'lionel': 9974, 'stearns': 7873, 'tainted': 9352, 'gaubert': 9937, 'wright': 5072, 'worm': 9658, 'hepatitis': 9905, 'floor': 4402, 'motors': 5238, 'competitor': 1176, 'invested': 1813, 'compensate': 2267, 'republics': 7351, 'mario': 6463, 'leasing': 3914, 'maintaining': 748, 'barney': 1762, 'grown': 2623, 'atlas': 9468, 'b.': 759, 'repurchase': 7867, 'faces': 1030, 'so': 590, 'where': 284, 'lie': 7254, 'favor': 3094, 'reflecting': 688, 'cable': 5124, 'use': 805, 'phrase': 4630, 'announced': 734, 'brisk': 6363, 'crimes': 7371, 'four-day': 5455, 'auctions': 3517, 'enactment': 7529, "o'kicki": 7099, 'beefeater': 9961, 'lbos': 9146, 'tentative': 8117, 'disappointments': 9148, 'eroded': 9600, 'wathen': 7698, 'weyerhaeuser': 7780, 'involving': 1036, 'georgia-pacific': 3660, 'america': 3410, 'rumored': 5284, 'stepping': 1553, 'technically': 5305, 'walker': 6002, 'concrete': 4969, 'aired': 2642, 'situation': 2561, 'toronto': 465, 'vermont': 261, 'english': 1600, 'hazardous': 2651, 'intentionally': 7379, 'deputy': 2178, 'impressed': 4875, 'forming': 8435, 'slumped': 8694, 'structure': 4973, 'tissue': 3158, 'mayoral': 9128, 'disappears': 4478, 'averaging': 8705, 'finding': 212, 'trump': 6239, 'dismissed': 3063, 'roles': 6706, 'monitor': 3581, 'weiss': 8433, 'morishita': 9381, 'surging': 7754, 'league': 6736, 'campaign': 2493, 'upheaval': 8953, 'donaldson': 1945, 'movements': 5555, 'prosecutors': 1300, 'sim': 19, 'pale': 8851, 'play': 1811, 'losing': 3692, 'ed': 3273, 'chores': 7019, 'spokeswoman': 175, 'business': 1088, 'tapes': 4802, 'write-downs': 5784, 'belgian': 8691, 'since': 365, 'hilton': 9532, 'pigs': 7521, 'pour': 412, 'home-equity': 8145, 'exclusive': 1664, 'corruption': 2540, 'resumed': 8560, 'agreed': 1661, 'francs': 5810, '20-year': 7173, 'hottest': 664, 'possibilities': 7629, 'by': 229, 'fan': 5817, 'feature': 3747, 'jr.': 900, 'vote': 4052, 'explanation': 8192, 'fad': 8177, 'timetable': 6919, 'michael': 1758, 'radiation': 8034, 'assumption': 4710, 'lasting': 4351, 'mit': 9500, 'article': 2023, 'moon': 5833, 'cnbc': 9776, 'baltimore': 3798, 'eighth': 3108, 'atlantic': 3565, 'akzo': 8793, 'boys': 3465, 'credibility': 2670, 'alike': 5915, 'high-interest': 7851, 'westinghouse': 8842, 'mailing': 4043, 'audiences': 6611, 'gives': 1484, 'abrupt': 5262, 'approached': 5459, 'penalties': 5024, 'dole': 5029, 'ridley': 6791, "d'arcy": 9899, 'pipeline': 6504, 'seriously': 2915, 'disorders': 5061, 'isi': 9995, 'introduced': 2613, 'retreating': 6822, 'snack-food': 20, 'disproportionate': 4176, 'leftist': 7659, 'intermediate': 4401, 'regulators': 1711, 'nomura': 5961, 'southam': 9296, 'jitters': 3621, 'ms.': 2177, 'pass': 2619, 'improper': 4725, 'recording': 8426, 'equal': 4394, 'round': 991, 'lynch': 4551, 'experts': 2898, 'talks': 1849, 'sen': 7597, 'haven': 855, 'attraction': 6878, 'czechoslovakia': 2283, 'avoid': 3053, 'looked': 5826, 'secretaries': 7109, 'participate': 5962, 'rows': 8381, 'recommends': 9124, 'benton': 9507, 'vigorously': 8556, 'prestige': 3961, 'seasonal': 1909, 'caller': 5692, 'byrd': 7859, 'mason': 3163, 'might': 906, 'of': 42, 'w.': 4571, 'nih': 3201, 'underwritten': 7932, 'severance': 6287, 'ratio': 7811, 'japanese': 540, 'illinois': 967, 'deregulation': 4310, 'interim': 1261, 'middle': 3225, 's.a': 6061, 'del': 4720, 'recorder': 5488, 'blessing': 2392, 'near': 1012, 'bidders': 838, 'observed': 4539, 'faltered': 6228, 'belongs': 1873, 'and': 48, 'prescribed': 7848, 'mary': 2627, 'tandem': 7041, 'warburg': 8954, 'fingers': 6447, 'itel': 6720, 'singapore': 2186, 'overall': 2968, 'disposable': 6939, 'felony': 3336, 'on-site': 9752, 'ties': 2125, 'glare': 9255, 'wis.': 5949, 'outperformed': 8655, 'temple': 3815, 'prices': 1786, 'struggled': 2978, 'although': 110, 'sour': 7724, 'read': 2041, 'mall': 9023, 'full-year': 6261, 'began': 712, 'premises': 4507, 'park': 3462, 'textile': 2924, 'borders': 4666, 'south': 682, 'televised': 7912, 'conspired': 7260, 'credits': 778, 'cox': 9224, 'came': 1234, 'equities': 6534, 'notion': 2053, 'hyman': 8196, 'rate': 210, 'fiber': 84, 'tightly': 7138, 'summoned': 3518, 'guards': 4673, 'palo': 7639, 'fruit': 7654, 'trail': 6139, 'exact': 996, 'vaccine': 8761, 'foothills': 7104, 'iverson': 9378, 'neil': 1228, 'wait': 2537, 'oakes': 9463, 'purpose': 2366, 'poverty': 5074, 'knocking': 7677, 'seasonally': 2024, 'bleeding': 8410, 'carrier': 4979, 'posted': 1213, 'staging': 8958, 'kobe': 6547, 'verge': 6178, 'shifting': 9171, 'comment': 1218, 'modifications': 3764, 'kept': 3628, 'defendants': 5897, 'invented': 4468, 'failing': 1250, 'plan': 738, 'dream': 6746, 'themes': 7820, 'perlman': 8905, 'matthews': 6018, 'witness': 3343, 'withdraw': 897, 'magnified': 6214, 'tend': 1787, 'cost': 764, 'mostly': 3034, 'mike': 3769, "o'brien": 5182, 'waive': 5979, 'walters': 3893, 'hedge': 8236, 'ems': 8633, 'sum': 3402, 'texans': 9243, 'television': 1416, 'thousands': 2425, 'rogers': 5120, 'assurances': 7908, 'tim': 9005, 'jacobson': 9543, 'identifying': 8511, 'met': 1386, 'warming': 4920, 'steer': 6885, 'deduction': 9652, 'blocking': 6923, 'cooperative': 6807, 'helmsley': 9408, 'seller': 1543, 'lot': 2031, 'speeds': 7039, 'races': 6458, 'constant': 7073, 'capitalists': 7759, 'vs.': 4594, 'slack': 1918, 'richfield': 9149, 'hurting': 1286, 'banxquote': 6854, 'memotec': 12, 'resigned': 453, 'mitchell': 6009, 'beneficial': 5926, 'prospective': 5408, 'drunk': 5442, 'emphasized': 5058, 'feet': 3505, 'restored': 5428, 'allows': 7052, 'sacramento': 3149, 'kate': 8727, 'cope': 4782, 'differ': 4747, 'mother': 2389, 'khan': 6952, 'a$': 8601, 'arrived': 4675, 'horse': 7546, 'equally': 4007, 'document': 3333, 'karen': 7286, 'atmosphere': 6173, 'bargain-hunting': 8629, 'victories': 8854, 'zero': 6007, 'fantasy': 6281, 's': 9506, 'art': 2504, 'admits': 3028, 'proceeding': 8311, 'f': 4968, 'afterward': 6968, 'aoun': 8964, 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'nato': 6913, 'legislator': 7381, 'rothschild': 901, 'measure': 1317, 'confirmed': 2257, 'october': 687, 'titles': 7084, 'seats': 456, 'suit': 3423, 'european': 1806, 'party': 1842, 'quarterly': 1574, 'listings': 9037, 'penny': 3512, 'margins': 4302, 'foundation': 2917, 'tentatively': 5795, 'week': 351, 'miss': 6928, 'splitting': 8647, 'carpet': 6976, 'course': 583, 'best': 1294, 'self-employed': 8344, 'answers': 2807, 'empty': 2499, 'face': 1172, 'huge': 290, 'published': 2089, 'downright': 3726, 'networks': 3701, 'whole': 3039, 'reserve': 1924, 'tracking': 1005, 'ready': 1844, 'contract': 233, 'comply': 7809, 'coated': 6558, 'photographic': 4885, 'weakest': 9097, 'breach': 2827, 'disabilities': 9184, 'sight': 4088, 'bricks': 2935, 'hut': 9882, 'bearings': 9268, 'mouth': 9540, 'wisdom': 3088, 'hutton': 1518, 'near-term': 7666, 'stems': 7658, 'mca': 7435, 'j.p.': 446, 'circulating': 9447, 'fitzwater': 9031, 'francisco': 3395, 'ceo': 5219, 'improve': 1270, 'unhappy': 5266, 'relationship': 4623, 'concern': 1335, 'furukawa': 3573, 'desk': 7017, 'trimmed': 6438, 'engineers': 1464, 'loans': 2272, 'wonder': 5820, 'researcher': 4145, 'feared': 3009, 'worst': 2913, 'prosecution': 3487, 'dalkon': 8425, 'examined': 5060, 'suffered': 2947, 'lent': 1863, 'excessive': 1948, '1\\/2-year': 8580, 'picture': 2417, 'harris': 1763, 'writer': 2322, 'crews': 638, 'drink': 2036, 'dividends': 356, 'ernest': 9404, 'bankruptcy-law': 6297, 'unloading': 9129, 'stockholm': 2295, 'glasnost': 6661, 'abm': 9452, 'reported': 83, 'gifts': 3536, 'efforts': 1352, 'ibm': 1454, 'consumed': 7591, 'dialogue': 2336, 'rewards': 881, 'fabric': 7503, 'modest': 177, 'vetoed': 6965, 's&p': 4383, 'swiss': 5809, 'share': 466, 'subscribers': 807, 'midst': 9107, 'contractors': 1897, 'dunn': 4001, 'craig': 7981, 'proud': 7144, 'enthusiasm': 4086, 'dumped': 285, 'imbalances': 1931, 'deukmejian': 7514, 'neighbor': 8915, 'engelken': 9290, 'maturity': 359, 'model': 3849, 'siemens': 7042, 'assume': 354, 'median': 9887, 'sheets': 1205, 'true': 876, 'takeovers': 7195, 'mural': 9931, 'paso': 6195, 'requiring': 3845, 'ortega': 6298, 'vacated': 8128, 'corporation': 5752, 'links': 2533, 'management-led': 9395, 'earmarked': 8487, 'evolution': 2724, 'breeden': 4418, 'been': 552, 'either': 1151, 'filed': 1101, 'category': 3947, 'colleagues': 2838, 'highlight': 4175, 'violation': 5311, 'regulate': 239, 'mess': 7690, 'phil': 7499, 'hypoglycemia': 9173, 'beer': 4984, 'picks': 5603, 'knowledgeable': 4005, 'usia': 5166, 'revise': 8735, 'rubles': 7737, 'fasb': 8004, "n't": 251, 'ensure': 5300, 'gatward': 8758, 'thousand': 5905, 'advisory': 3147, 'takeover-stock': 5560, 'las': 5479, 'hotel': 657, 'deceptive': 2576, 'disappointed': 3714, 'burgess': 7330, 'packed': 3524, 'manufacturers': 568, 'mines': 6183, 'ambitions': 2971, 'fine': 800, 'surged': 1694, 'travel': 4291, 'poorest': 9372, 'note': 1142, 'suspended': 500, 'patch': 6295, 'weekes': 7082, 'instead': 1194, 'sorts': 5152, 'bidding': 822, 'executive': 553, 'wake': 2836, 'red': 620, 'man': 2079, 'incredible': 2863, 'linear': 9322, 'anti-drug': 4954, 'coups': 8990, 'classic': 2560, 'dusty': 283, 'recruited': 5280, 'surprising': 3858, 'genetics': 6400, 'executions': 6667, 'contras': 6299, '<eos>': 24, 'trustee': 7643, 'electronics': 946, 'pont': 599, 'lumpur': 2205, 'announce': 776, 'appeals': 985, 'international': 478, 'least': 1112, 'alexander': 4600, 'thinking': 2352, 'bowl': 5832, 'renault': 9472, 'knowing': 669, 'wives': 618, 'gently': 9324, 'angered': 4422, 'pre-trial': 7156, 'deadlines': 8871, 'automated': 5567, 'they': 374, 'bush': 1524, 'celebrity': 5693, 'c.d.s': 5243, 'shipment': 8064, 'artists': 9746, 'tennessee': 7431, 'fisher': 8716, 'computerized': 492, 'five': 200, 'duck': 5912, 'mahfouz': 9364, 'theory': 1127, 'lobby': 7407, 'editorial-page': 8658, 'tunnel': 7997, 'streak': 8377, 'jittery': 8259, 'oversee': 547, 'bias': 3451, 'sick': 7051, 'sentence': 6464, 'carpenter': 8213, 'kitchen': 8207, 'revision': 7751, 'backlog': 6424, 'discussions': 2466, 'finnair': 9074, 'son': 4881, 'airport': 7303, 'whenever': 6483, 'soap': 8274, 'greater': 1444, 'pleased': 3712, 'grower': 6154, 'stronger': 389, 'equipped': 3857, 'reputable': 9698, 'details': 1137, 'isler': 9929, 'beatrice': 7166, 'jumped': 1814, 'wages': 2704, 'daughter': 7127, 'slashing': 3550, 'complicate': 1144, 'citizen': 4658, 'propane': 6886, 'cafeteria': 9845, 'dick': 3710, 'garbage': 3727, 'academic': 2892, 'long-term': 1810, 'meantime': 7055, 'messages': 8475, 'times': 196, 'paper': 180, 'nicaragua': 7958, 'bronfman': 7214, 'trades': 4386, 'testing': 2848, 'stanza': 7421, 'surge': 1749, 'recently': 204, 'second-quarter': 7691, 'cbs': 3568, 'antitrust': 5655, 'pharmaceutical': 1365, 'respective': 8331, 'weak': 4034, 'motor': 544, 'futures': 4382, 'casualty': 8520, 'gear': 8167, 'hats': 7140, 'fellow': 3004, 'chairmen': 9158, 'retail': 3572, 'extract': 9483, 'letters': 3347, 'sentences': 8289, 'norman': 939, 'outset': 8729, 'n.j': 3623, 'unconsolidated': 6361, 'challenged': 8075, 'inevitable': 5411, 'locations': 5606, 'requested': 1535, 'irving': 6476, 'epo': 9443, 'stamford': 1981, 'declared': 3940, 'korea': 683, 'fighting': 2445, 'our': 143, 'bell': 4474, 'rorer': 9892, 'teagan': 8057, 'fixed': 1748, 'blues': 8757, 'ethnic': 7443, 'freeport-mcmoran': 6246, 'gold': 51, 'minority': 4208, 'standstill': 7088, 'mainframes': 8100, 'accelerate': 9018, 'alice': 7068, 'twice': 1171, 'venice': 8916, 'pennzoil': 7204, 'whitten': 9058, 'assure': 5184, 'sponsor': 650, 'pact': 4054, 'revamping': 7761, 'happened': 5165, 'decade': 2721, 'compatible': 1324, 'fallen': 1898, 'two-tier': 9446, 'respectively': 6859, 'goodwill': 5876, 'instant': 8481, 'nbi': 4611, 'bat': 2118, 'sound': 2407, 'abbie': 9076, 'storage': 6521, 'sohmer': 8724, 'stadium': 2120, 'embarrassing': 3528, 'well': 428, 'taken': 2442, 'division': 551, 'paintings': 8466, 'abundant': 8268, 's.c': 8284, 'hurt': 3552, 'cruz': 9940, 'erased': 9922, 'aims': 4522, 'refiners': 9434, 'withdrew': 6240, 'rode': 7542, 'partial': 6572, 'listening': 6617, 'neck': 6830, 'institute': 165, 'prediction': 8418, 'assess': 6427, 'p&g': 8673, 'gillett': 6390, 'handful': 3774, 'spreads': 5643, 'arby': 9469, 'ten': 4476, 'bids': 3507, 'proposition': 5818, 'recommendation': 5320, 'seniors': 4286, 'prepaid': 7191, 'resist': 4775, 'non-interest': 8736, 'conway': 9118, 'engaging': 2046, 'sank': 6514, 'straszheim': 8890, 'sounded': 4448, 'attacking': 4528, 'carries': 2056, 'fax': 3800, 'bribery': 6465, 'drag': 7022, 'c$': 1580, 'holder': 2309, '19th': 9256, 'counseling': 3439, 'suggestion': 6868, 'parsow': 9993, 'misses': 8411, 'ralston': 6495, 'housing': 5078, 'exhibition': 641, 'bonn': 9927, 'aggressive': 4111, 'clarify': 4183, 'specific': 2468, 'illustrated': 6637, 'currencies': 1682, 'upscale': 5415, 'minimize': 6898, 'upgrade': 7267, 'plaintiffs': 5171, 'annual': 496, 'streamlining': 7935, 'worrisome': 8888, 'device': 3830, 'write-offs': 7940, 'bolstered': 5972, 'discovered': 3052, 'cycle': 5892, 'fatal': 8904, 'shell': 5968, 'polyethylene': 9026, 'inquiries': 5716, 'bargaining': 6918, 'retailers': 3991, 'fazio': 9789, 'spurred': 2727, 'minor': 4670, 'multiples': 5241, 'alive': 3040, 'advertisers': 739, 'until': 508, 'advised': 2986, 'basket': 5539, 'plumbing': 9165, 'accord': 6121, 'excluded': 6600, 'kent': 66, 'eduard': 6662, 'dynamics': 2601, 'nugget': 9531, 'premium': 1801, 'potential': 828, 'pall': 6373, 'broadway': 9503, 'murphy': 6969, 'jackets': 9904, 'responsible': 5476, 'seagram': 7266, 'lawmakers': 2622, 'engineer': 3884, 'peaceful': 4629, 'tied': 1096, 'resume': 1588, 'publicity': 5587, 'upset': 4977, 'milan': 5994, 'eric': 8532, 'amsterdam': 5989, 'stick': 6231, 'seemingly': 6920, 'motivated': 9623, 'marlin': 9030, 'turbulence': 7592, 'lazard': 8432, 'leverage': 9376, 'pot': 7720, 'seattle': 2469, 'patience': 9524, 'predecessor': 2946, 'alarm': 7014, 'plug': 8390, 'grows': 2657, 'urges': 7533, 'bargains': 5749, 'indications': 5251, 'enabled': 2428, 'sale': 480, 'acquisition': 462, 'illustration': 7484, 'widget': 5607, 'estimating': 8869, 'airbus': 9475, 'provision': 1371, 'laboratory': 7008, 'pointed': 645, 'exploded': 6351, 'smith': 1761, 'denying': 4729, 'injured': 6710, 'retreated': 9424, 'murray': 3466, 'judgments': 3217, 'monitored': 7606, 'state-controlled': 7883, 'dated': 8137, 'offsetting': 5664, 'arab': 8636, 'official': 639, 'intact': 7157, 'intraday': 5974, 'adams': 8147, 'shippers': 8742, 'landscape': 7778, 'signed': 3276, 'bullets': 2552, 'sales': 501, 'mainstream': 9162, 'marsh': 9412, 'even': 88, 'confirm': 6172, 'physicians': 8223, 'currency': 1692, 'weekly': 4534, 'publication': 3145, 'cela': 9924, 'secondary': 2485, 'statistics': 2300, 'rally': 3302, 'programs': 2943, 'restructure': 4102, 'plight': 4599, 'facts': 5159, 'dealers': 1047, 'lacking': 9340, 'instance': 1791, 'tax-loss': 8516, 'farrell': 9440, 'reach': 1383, 'n.y.': 3732, 'builds': 4363, 'sure': 3519, 'fletcher': 8610, 'interpret': 9063, 'dean': 3220, 'bound': 8173, 'american': 1339, 'quote': 5082, 'subcommittee': 4374, 'unlikely': 5593, 'wins': 3996, 'gillette': 7735, 'co': 1629, 'scored': 8858, 'creation': 2983, 'heir': 8358, 'inform': 5157, 'bankers': 1961, 'orkem': 7882, 'past': 1009, 'scope': 7275, 'reflects': 1688, 'private': 1902, 'honesty': 9013, 'asbestos': 61, 'mehta': 5281, 'translation': 9800, 'limit': 4378, 'zip': 6089, 'stop-loss': 9131, 'subsidiaries': 3835, 'floating-rate': 1633, 'associate': 3219, 'a.': 163, 'carry': 2097, 'should': 238, 'outlays': 6365, 'ringer': 4457, 'trucks': 1043, 'strengthen': 6947, 'temperatures': 9151, 'tours': 5150, 'rapid': 1653, 'hammack': 9318, 'emergency': 6185, '24-hour': 9120, 'layer': 5524, 'shaky': 6376, 'inability': 8493, 'harry': 6262, 'size': 2124, 'allianz': 8602, 'lobbyist': 4950, 'ratings': 3680, 'girl': 2384, 'violin': 9809, 'i': 1040, 'clues': 1937, 'posner': 9441, 'checks': 4298, 'statewide': 2881, 'approved': 461, 'advertised': 1678, 'transcanada': 8588, 'violetta': 9675, 'schedule': 4059, 'edison': 959, 'bnl': 7465, 'jewish': 8726, 'justifies': 8506, 'critic': 7448, 'franchisers': 9470, 'prohibition': 7846, 'penney': 7176, 'startling': 1808, 'state': 914, 'existence': 2405, 'soaring': 5373, 'theirs': 6926, 'col.': 8659, 'educational': 2969, 'pools': 5519, 'traditional': 1746, 'dinkins': 2521, 'tension': 4633, 'occupied': 7953, 'stable': 3951, 'leslie': 8180, 'runway': 9832, 'pressures': 1989, 'peladeau': 8543, 'feeds': 6513, 'catastrophes': 9100, 'ordinarily': 8983, 'add': 3101, 'ninth': 2794, 'threatens': 5568, 'shakespeare': 8447, 'recalled': 9257, 'pump': 8152, 'respectability': 7340, 'expecting': 4030, 'mushrooms': 9527, 's.a.': 6957, 'desert': 8171, 'saved': 5370, 'necessary': 2235, 'treasury': 403, 'frustrated': 7570, 'hair': 3918, 'treating': 6404, 'fulfill': 7252, 'anticipated': 1121, 'fiscal': 3314, 'containing': 5308, 'laws': 2855, 'including': 203, 'blamed': 2017, 'jeff': 9587, 'educators': 2866, 'high-technology': 1291, 'involvement': 5891, 'lexington': 8204, 'exporter': 6155, 'backed': 4818, 'photo': 8746, 'newspapers': 3033, 'fernandez': 9737, 'cease': 7944, 'price': 1061, 'died': 194, 'audience': 4327, 'contra': 6307, 'shouting': 9292, 'greed': 5105, 'rep': 9405, 'gnp': 7752, 'borrowed': 4278, 'permanent': 752, 'survival': 1082, 'however': 810, 'filled': 4495, 'respondents': 6032, 'justify': 829, 'similar': 1619, 'center': 2229, 'douglas': 1232, 'prone': 8525, 'dna': 6403, 'gain': 2773, 'train': 4463, 'honor': 635, 'characterized': 5348, 'fortunately': 9161, 'hoechst': 8417, 'procedures': 1306, 'whom': 2144, 'realized': 3090, 'toward': 2685, 'wherever': 9386, 'wound': 4512, 'unclear': 3666, 'alliances': 8795, 'truly': 7480, 'full': 762, 'slid': 445, 'reproductive': 6694, 'changed': 1008, 'compiled': 3580, 'trust': 3252, 'temblor': 8221, 'macy': 7579, 'orderly': 8434, 'fall': 572, 'high-end': 8984, 'guerrilla': 6333, 'counties': 8593, 'solo': 6608, 'wheat': 5382, 'link': 1141, 'organizations': 2245, 'philosophy': 4896, 'brewer': 9073, 'theoretical': 8159, 'catalyst': 8443, 'surviving': 201, 'terry': 8859, 'cananea': 8329, 'parallels': 3105, 'state-owned': 485, 'fought': 4836, 'rise': 1885, 'plane': 2481, 'productivity': 3578, 'defer': 9392, 'determine': 5179, 'medical': 171, 'interactive': 9526, 'anxiety': 6716, 'string': 5708, 'various': 4109, 'phenomenon': 7830, 'scale': 3126, 'goal': 4230, 'coup': 8878, 'sanford': 6398, 'ongoing': 3853, 'serving': 2955, 'barclays': 5501, 'record': 1045, 'interpretation': 5289, 'horn': 9345, 'accelerated': 1266, 'quite': 3717, 'offensive': 6311, 'offered': 744, 'facilitate': 5540, 'west': 216, 'dealings': 5433, 'listen': 8398, 'fk-506': 9977, 'statutory': 5175, 'conduct': 2132, 'eased': 348, 'mackenzie': 8587, 'comprehensive': 2790, 'profile': 8364, 'haas': 9606, 'three-year': 4066, 'internal': 842, 'amount': 997, 'strong': 1048, 'mountain-bike': 8084, 'visible': 3230, 'animals': 6622, 'nomination': 5315, 'monster': 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'turnaround': 4887, 'devoe': 9921, 'pencils': 9280, 'refer': 5940, 'toledo': 6031, 'that': 93, 'credit': 777, 'paribas': 3641, 'reinforcement': 9926, 'lin': 8943, 'do': 1153, 'ethics': 3367, 'rejected': 264, 's.c.': 6781, 'comptroller': 8133, 'unfair': 2918, 'cargo': 3861, 'taste': 1783, 'combined': 1346, 'meeting': 573, 'pennies': 5566, 'just': 895, 'shea': 9690, 'determination': 9312, 'acid': 6017, '1930s': 6684, 'pinnacle': 9393, 'specify': 6133, 'weakness': 3592, 'argues': 2578, 'anyone': 135, 'dreams': 8195, 'alongside': 7250, 'hectic': 9515, 'prosecutorial': 9673, 'unanimously': 9113, 'issuance': 8144, 'continue': 411, 'contact': 8395, 'reveal': 7631, 'arkla': 9971, 'sierra': 4095, 'outsiders': 2055, 'soda': 6942, 'insulin': 7920, 'refuses': 4510, 'attending': 3024, 'visiting': 2207, 'guarantee': 5816, 'amid': 331, 'athletics': 6867, 'recovered': 5426, 'happens': 3739, 'shows': 2545, 'sense': 2393, 'accustomed': 9339, '\\*': 9591, 'businessland': 9570, 'success': 1242, 'postal': 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2503, 'widespread': 2874, 'addressing': 1648, 'modernization': 6339, 'complaint': 2143, 'hunt': 7026, 'acquiring': 3298, 'dropped': 514, 'fluor': 8638, 'u.s.a': 5235, 'substantially': 3285, 'du': 598, 'real': 2306, 'cooperate': 7224, 'valued': 3664, 'decades': 96, 'referred': 3122, 'lasts': 6636, 'barring': 7791, 'involve': 3171, 'individuals': 3352, 'maryland': 3116, 'sits': 8387, 'rates': 338, 'arms-control': 6915, 'shaken': 5511, 'windsor': 9272, 'bottles': 3957, 'finger': 7613, 'roper': 8166, 'treasurys': 8077, 'removing': 5045, 'corporations': 4207, 'deficit-reduction': 7049, 'bullock': 8824, 'compensation': 4693, 'boesky': 9564, 'management': 439, 'yen': 1696, 'limbo': 5412, 'utilities': 836, 'cocom': 8884, 'finkelstein': 8825, 'symbol': 2115, 'carry-forward': 8767, 'bancorp': 3271, 'energy': 454, 'resources': 314, 'newsletters': 9919, 'thatcher': 6810, 'nrm': 8253, 'strengths': 9180, 'steam': 8843, 'pressured': 2218, 'viacom': 3691, 'overcapacity': 5866, 'regain': 7679, 'short-term': 401, 'greece': 1333, 'are': 159, 'maintains': 8263, 'adopting': 4831, 'temporarily': 1693, 'sec': 1159, 'catalog': 8917, 'successes': 7418, 'literature': 6269, 'amounts': 178, 'chan': 9908, 'raiders': 8119, 'gonzalez': 7893, 'competitive': 4260, 'crusaders': 9836, 'notably': 4166, 'irony': 2488, 'coast': 6524, 'ferguson': 9567, 'double': 2346, 'allocation': 5800, 'complex': 5057, 'purchasers': 1654, 'issuers': 5847, 'goes': 2479, 'courses': 7188, 'historical': 2421, 'liked': 7406, 'discovision': 9946, 'towel': 8378, 'globe': 2182, 'secretary': 1388, 'lagged': 7232, 'supplies': 4096, 'accomplished': 6640, 'scorpio': 9729, 'high-yield': 3670, 'revived': 2331, 'anticipating': 3262, 'deductions': 7525, 'redford': 9269, 'anybody': 4761, 'skilled': 4489, 'birthday': 6621, 'direction': 4337, 'forest': 7347, 'weaknesses': 8157, 'waste': 2652, 'felt': 4361, 'ackerman': 5942, 'shopping': 5986, 'receivables': 7641, 'humana': 8247, 'sports': 2190, 'deutsche': 7180, 'sought': 4830, 'commerzbank': 8605, 'pegged': 4804, 'step': 2775, 'computer': 1085, 'preparing': 7972, 'hampshire': 824, 'truce': 2632, 'charlotte': 4268, 'combination': 5075, 'mellon': 6393, 'disks': 8614, 'biological': 9214, 'becomes': 4120, 'marketed': 5722, 'collaboration': 6960, 'commissioners': 9327, 'copies': 2088, 'fuel': 4168, 'principal': 1396, 'unknown': 5547, 'calloway': 3, 'paterson': 8751, 'streamline': 6585, 'sloppy': 6925, 'exclusivity': 8301, 'undervalued': 6788, 'pictures': 2649, 'intend': 5169, 'hanson': 8955, 'restated': 7694, 'probability': 9739, 'refusal': 3396, 'female': 2647, 'minimum': 3583, 'socialism': 6315, 'backlogs': 1954, 'quantum': 9038, 'located': 1074, 'cereal': 6498, 'r.h.': 8822, 'consultants': 2543, 'milton': 7080, 'money-market': 326, 'publicly': 1705, 'passage': 3908, 'solely': 2291, 'securities': 437, 'caffeine-free': 9975, 'voluntarily': 2565, 'lbo': 7704, 'manager': 537, 'mentioned': 5173, 's.': 4794, 'terrible': 8505, 'nancy': 2814, 'collapse': 5862, 'pessimistic': 7665, 'princeton': 2740, 'broad': 2936, 'forever': 7203, 'warner': 758, 'wanting': 6045, 'out': 636, 'ring': 4461, 'grades': 8227, 'hunter': 7010, 'collecting': 1022, 'differently': 5916, "'ve": 2993, 'camps': 8803, 'officials': 596, 'margin': 5596, 'seng': 8714, 'developing': 1376, 'itt': 6846, 'parity': 6917, 'simply': 2541, 'habits': 6771, 'welcome': 4664, 'tanker': 7970, 'bran': 7297, 'steinhardt': 9970, 'shoulder': 3881, 'leaks': 8277, 'luck': 3863, 'discretionary': 4036, 'sorry': 3527, 'institutes': 3177, 'fraud': 2655, 'tesoro': 9765, 'engage': 5496, 'designed': 1639, 'darman': 8931, 'influx': 9535, 'tide': 7294, 'items': 2006, 'grains': 6176, 'high-priced': 3405, 'peoples': 6658, 'storer': 9711, 'nixon': 4617, 'definitely': 6110, 'anymore': 6773, 'prohibit': 8688, 'plagued': 6292, 'deposit': 4255, 'estimate': 5947, 'free-lance': 4019, 'precedent': 1034, 'old-fashioned': 5545, 'revoke': 9522, 'fla': 9624, 'open': 386, 'asserts': 5352, 'expenses': 1021, 'highway': 3868, 'exceeded': 6552, 'hamilton': 3816, 'weil': 6004, 'earn': 3011, 'herbert': 5200, 'directed': 5966, 'employee': 2161, 'strikes': 7756, 'amicable': 6201, 'shifted': 6826, 'guerrillas': 6326, 'hancock': 8557, 'scenarios': 7872, 'warn': 4545, 'principals': 4737, 'banking': 943, 'substance': 193, 'satellite': 7856, 'palm': 6741, 'sponsors': 5100, 'tw': 9577, 'aimed': 3120, 'punts': 15, 'covered': 1536, 'double-digit': 4564, 'spill': 9054, 'created': 2605, 'going': 2005, 'factories': 1894, 'struck': 7571, 'rumor': 6157, 'enemies': 7234, 'prevail': 8639, 'director': 37, 'strictly': 5742, 'epa': 8051, 'premiums': 1798, 'presumed': 7874, 'examination': 2819, 'mesa': 7803, 's&l': 3152, 'carl': 6381, 'bloody': 4624, 'watching': 1248, 'specialists': 1805, 'wedd': 8124, 'incorporated': 1676, 'industrials': 4388, 'award': 8495, 'enemy': 7504, 'bottle': 3944, 'chestman': 9996, 'criminal': 3318, 'focus': 2650, 'wish': 3339, 'scramble': 9126, 'u.s.': 237, 'moore': 4266, 'everybody': 2558, 'christopher': 3375, 'shortages': 5717, 'sizable': 4760, 'counsel': 6588, 'searched': 5987, 'consistent': 5532, 'nobel': 2927, 'finds': 4493, 'floors': 5537, 'indexing': 6093, 'vendors': 1986, 'sky': 5750, 'tumbling': 7664, 'volunteer': 4691, 'hiroshima': 3555, 'hide': 7502, 'represent': 1836, 'rushing': 8539, 'nasd': 4716, 'complains': 5582, 'lost': 3303, 'cardiovascular': 5063, 'jamie': 9057, 'reinvested': 8260, 'indiana': 662, 'ease': 2776, 'convey': 2767, 'lines': 5694, 'fear': 5083, 'abandoned': 5417, 'laundering': 8510, 'monday': 405, 'sticking': 6075, 'banque': 3640, 'whip': 4938, 'grounds': 8581, 'avenue': 2371, 'requires': 1366, 'marketer': 4079, 'colo.': 1220, 'strengthening': 7783, 'baring': 8708, 'seeks': 3431, 'condemn': 7959, 'affidavits': 7243, 'magazine': 733, 'entity': 6250, 'plastics': 6722, 'taxation': 5650, 'chivas': 5118, 'adjuster': 9313, 'chair': 7139, 'deep': 6630, 'written': 2094, 'propaganda': 5148, 'belts': 3847, 'visa': 5473, 'investigators': 7119, 'scaled': 7167, 'asset-backed': 6602, 'accountants': 3399, 'figure': 2081, 'spends': 2377, 'misstated': 9020, 'fromstein': 6, 'addresses': 1007, 'one': 247, 'preserving': 5005, 'object': 6591, 'cooled': 5760, 'silent': 2340, 'senate': 526, 'trip': 6445, 'loose': 2453, 'loaded': 4685, 'commodity': 3676, 'macmillan': 2098, 'enjoys': 7248, 'assessing': 9320, 'abolish': 6832, 'webster': 7477, 'implies': 4861, 'book': 1202, 'seasons': 6752, 'strict': 2130, 'mart': 9096, 'courtaulds': 8110, 'carter': 6460, 'insured': 5797, 'dayton': 9949, 'limiting': 5741, 'pemex': 9958, 'vast': 5612, 'seal': 9558, 'diplomats': 4684, 'isolated': 6677, 'tradition': 2592, 'einhorn': 4580, 'many': 1120, 'attached': 1122, 'predictably': 5929, 'system': 820, 'very': 176, 'clothing': 6050, 'dress': 7389, 'regions': 3253, 'lagging': 3588, 'remain': 719, 'emissions': 6068, 'nekoosa': 3662, 'vault': 9239, 'shame': 2126, 'priority': 1259, 'perfectly': 3977, 'discretion': 5322, 'lock': 3669, 'insider-trading': 5882, 'tokyu': 5963, 'approximately': 3823, 'exhibit': 7408, 'stemmed': 6202, 'last': 710, 'pencil': 5813, 'economist': 1913, 'studios': 7255, 'folk': 8671, 'rushed': 4087, 'alleging': 3411, 'savings': 502, 'tragedy': 7607, 'optimism': 2766, 'geared': 7980, 'eli': 6692, 'province': 1728, 'eurodollar': 9190, 'el': 5943, 'pilots': 6122, 'lift': 518, 'agricultural': 5326, '<unk>': 26, 'soo': 9894, 'release': 3673, 'democracy': 5146, 'discrepancies': 5038, 'psyllium': 8668, 'mitsui': 4092, 'explained': 266, 'overcome': 5766, 'slash': 1002, 'enforcers': 9890, 'animal': 7291, 'nervously': 8969, 'quietly': 6079, 'thief': 6727, 'answer': 3098, 'proposals': 4105, 'gift': 4359, 'caused': 70, 'enacted': 4826, 'deductible': 8644, 'creates': 5731, 'edelman': 6129, 'tourist': 7355, 'grip': 7462, 'legg': 5580, 'because': 373, 'credit-card': 6718, 'lets': 8224, 'electricity': 870, 'ideas': 4013, 'positive': 2631, 'developers': 6739, 'firmed': 6227, 'combat': 4147, 'area': 305, 'morrison': 5356, 'plunged': 1792, 'golf': 6733, 'poles': 9669, 'container': 6564, 'comfortable': 4413, 'inner': 2961, 'pipe': 6556, 'fixed-income': 6033, 'plans': 745, 'ceramic': 5762, 'november': 1681, 'passed': 2803, 'educate': 9010, 'eddie': 6625, 'impact': 4798, 'coin': 9493, 'spawned': 8624, 'beam': 8777, 'drought': 5365, 'fallout': 8709, 'sad': 5646, 'disagreed': 5181, 'anything': 1729, 'year-ago': 3921, 'commuters': 9645, 'supporters': 5128, 'yeargin': 2815, 'performed': 4234, 'fujisawa': 9786, 'irrelevant': 6203, 'episode': 8719, 'assembled': 1544, 'resignation': 3057, 'leventhal': 9310, 'caribbean': 4941, 'aer': 0, 'monte': 7178, 'boomers': 2029, 'realistic': 8299, 'prominent': 3196, 'dale': 1462, 'bunch': 8028, 'barrier': 3962, 'revisions': 7979, 'resident': 6768, 'markey': 4424, 'sample': 6985, 'trapped': 9484, 'york': 934, 'cascade': 7945, 'her': 2073, 'krenz': 6313, 'rifenburgh': 8060, 'hhs': 3172, 'mass': 1737, 'profession': 2800, 'spending': 750, 'modestly': 3249, 'presidents': 4039, 'major': 1420, 'saudi': 1245, 'cherry': 9457, 'private-sector': 6953, 'ahmanson': 9717, 'auditors': 6473, 'degree': 2069, 'borough': 5492, 'picking': 3464, 'switching': 3486, 'trucking': 9416, 'boiler': 9770, 'knocked': 4400, 'resign': 6082, 'police': 617, 'one-year': 5257, 'grocery': 7281, 'advanced': 3044, 'dominion': 2314, 'dax': 6839, 'spiegel': 6374, 'peninsula': 4976, 'vitro': 8627, 'strike': 2121, 'combustion': 8844, 'cattle': 5387, 'debris': 8789, 'current': 357, 'yourself': 5087, 'anniversary': 7813, 'predictable': 4543, 'appointments': 5312, 'rival': 732, 'dialing': 5690, 'cross': 8474, 'earthquake': 6055, 'foster': 4353, 'relocation': 8741, 'producers': 1314, 'pickup': 6764, 'face-to-face': 6719, 'explicit': 8400, 'del.': 4745, 'o.': 1609, 's.p': 483, 'prepare': 2999, 'printer': 8396, 'reductions': 1062, 'outflows': 8261, 'oldest': 3598, 'researchers': 82, 'starting': 4271, 'tougher': 6592, 'mack': 8626, 'critical': 4365, 'amendment': 5133, 'longstanding': 3899, 'materialized': 5406, 'atmospheric': 8058, 'massacre': 4627, 'sedan': 7392, 'refinancing': 7850, 'colombian': 8338, 'supposedly': 4602, 'begin': 983, 'third': 3017, 'chose': 5101, 'boeing': 2461, 'optimistic': 7415, 'onerous': 7153, 'innovation': 5898, 'middlemen': 8677, 'weighing': 3875, 'enormous': 2139, 'oct.': 1790, 'loath': 7124, 'dissident': 4652, 'dai-ichi': 5814, 'capture': 384, 'per-share': 6362, 'appliances': 947, 'brewery': 9555, 'jailed': 7141, 'dorfman': 9241, 'employer': 5021, 'than': 80, 'drives': 1460, 'inspired': 2834, 'shooting': 8780, 'death': 2952, 'inspection': 6020, 'science': 2164, 'carefully': 3189, 'though': 303, 'richard': 975, 'strokes': 7565, 'commons': 6792, 'reports': 1362, 'waters': 4904, 'accident': 6259, 'cowboys': 9825, 'lucky': 4531, 'believed': 1379, 'section': 2808, 'connecting': 8591, 'forth': 7638, 'far-reaching': 7849, 'riding': 6542, 'emerge': 3560, 'nonsense': 8563, 'blockbuster': 7257, 'canada': 1332, 'alleges': 7708, 'things': 2975, 'en': 8455, 'southwest': 9204, 'quiet': 3056, 'grasp': 7129, 'caltrans': 9973, 'giving': 1667, 'submit': 3377, 'adjust': 8937, 'bells': 4443, 'blackstone': 1622, 'at&t': 3799, 'unpopular': 7650, 'h&r': 9818, 'debates': 8229, 'theatre': 6577, 'soul': 2113, 'score': 2351, 'strongly': 2402, 'whooping': 9250, 'pollution': 2667, 'cold': 4853, 'dressed': 4540, '40-year-old': 2084, 'wire': 8508, 'proper': 4473, 'packaged-goods': 8970, 'oakland': 6726, 'murata': 9695, 'cancel': 7960, 'goldsmith': 5983, 'technological': 8153, 'medium-sized': 1059, 'soared': 3964, 'useful': 155, 'advocates': 3840, 'name': 651, 'surface': 7942, 'g.m.b': 6422, 'aga': 6951, 'refusing': 8490, 'occurs': 5549, 'widely': 3099, 'beings': 8783, 'anxious': 4180, 'practically': 8399, 'softening': 6217, 'indian': 6730, 'conclusion': 8500, 'achenbaum': 7557, 'burden': 1647, 'stop': 3167, 'cadillac': 8202, 'homosexual': 3453, 'rallied': 7792, 'activities': 3440, 'attracted': 2609, 'medicine': 122, 'give': 746, 'provoked': 4911, 'grumman': 8866, 'acts': 509, 'influence': 2709, 'bikes': 8083, 'outlined': 7469, 'overdue': 7091, 'micro': 9618, 'intense': 1173, 'prentice': 8001, 'rig': 9231, 'relieve': 6525, 'command': 3969, 'breaker': 4371, 'errors': 2572, 'firm': 1106, 'bitterly': 9595, 'gordon': 5197, 'quarters': 4612, 'used': 63, 'contacts': 4665, 'surveys': 8427, 'natural': 5052, 'authorized': 2285, 'ultimately': 2165, 'marc': 2341, 'intentions': 8169, 'plate': 2141, 'gorbachev': 5340, 'ernst': 8597, 'dover': 5769, 'matter': 891, 'wooing': 5634, 'barber': 6798, 'proponents': 4819, 'unveiled': 6291, 'neither': 146, 'sworn': 7242, 'milwaukee': 5700, 'apple': 1410, 'arbitrage': 4778, 'chicago-based': 7374, 'esselte': 9572, 'frequently': 4204, 'writes': 8275, 'ciba-geigy': 8672, 'backer': 2213, 'block': 660, 'rank': 8478, 'ghosts': 8189, 'landfill': 3759, 'pete': 6753, 'fails': 4057, 'types': 1438, 'baby': 2028, 'derivative': 6048, 'kingdom': 4613, 'zeta': 9557, 'christies': 9383, 'peripherals': 9414, 'sell': 1771, 'airports': 4245, 'excluding': 1958, 'boss': 7018, 'greene': 7273, 'bob': 2606, 'reversed': 5921, 'construct': 8357, 'alert': 6332, 'disasters': 6360, 'dozen': 2010, 'turf': 1717, 'laband': 9978, 'reinforcing': 9004, 'prompted': 1349, 'attracts': 894, 'accept': 4700, 'banks': 1375, 'deserve': 2437, 'portable': 7015, 'best-known': 7569, 'erich': 9259, 'mcgraw-hill': 1970, 'asked': 1919, 'borrow': 7290, 'hanover': 6037, 'behaved': 7105, 'attitude': 2771, 'someday': 7627, 'supports': 6574, 'fend': 5086, 'withdrawn': 3202, 'decided': 575, 'ambitious': 1565, 'ariz.': 4343, 'ore.': 5134, 'behalf': 2967, 'enron': 9952, 'viable': 7201, 'reviews': 9323, 'detailed': 3319, 'rebuilding': 6461, 'bomb': 6348, 'willingness': 4872, 'debacle': 4574, 'kremlin': 7456, 'frustration': 7741, 'buildings': 246, 'rtc': 7048, 'transmission': 7060, 'comedy': 9090, 'angels': 4446, 'supervisors': 7555, 'transferred': 7331, 'defenses': 6803, 'transit': 8456, 'ifi': 6956, 'edward': 4423, 'defined': 4712, 'spun': 6394, 'southwestern': 9232, 'heart': 3038, 'property\\/casualty': 6057, 'policyholders': 9314, 'bid': 852, 'fashionable': 7285, 'virgin': 1528, 'fault': 4514, 'vendor': 6988, 'threatened': 3178, 'restriction': 4839, 'rampant': 8812, 'pioneer': 1446, 'horses': 7543, 'luxury-car': 6793, 'department-store': 8652, 'serial': 5796, 'cutting': 520, 'blaming': 9263, 'dive': 7782, 'dunes': 9219, 'developments': 1356, 'restraint': 9060, 'born': 6455, 'projects': 2905, 'trusted': 8896, 'correction': 9354, 'exposures': 90, 'less': 917, 'climate': 3229, 'legitimacy': 7827, 'sugarman': 3309, '1980s': 2931, 'portions': 4906, 'exchange': 936, 'commissioner': 6737, 'nerves': 7605, 'instructions': 7034, 'tiny': 4195, 'hundred': 4127, 'wild': 1794, 'dunkin': 6212, 'economic': 690, 'areas': 281, 'seizures': 7624, 'properly': 5035, 'summary': 3238, 'follows': 1698, 'drugs': 5092, 'voting': 1478, 'copper': 6180, 'wary': 4785, 'mac': 5255, 'regardless': 6162, 'unlike': 1437, 'scrapped': 1109, 'russian': 1852, 'analysis': 5360, 'repeated': 7072, 'trash': 5933, 'placed': 1276, 'rescue': 8019, 'curbs': 9629, 'royalty': 578, 'consider': 1988, 'pro-life': 9928, 'assassination': 8288, 'employs': 494, 'differences': 4156, 'military': 2712, 'jack': 3455, 'programmers': 9620, 'corps': 6511, 'featured': 2610, 'recall': 5906, 'novelist': 4491, 'benefits': 3532, 'marginal': 8676, 'catastrophe': 8836, 'vivid': 8072, 'brian': 6587, 'reinforce': 8649, 'peterson': 9886, 'foreseeable': 6651, 'usx': 5017, 'jet': 559, 'frequency': 4537, 'administrator': 4877, 'russia': 8786, 'sidhpur': 8666, 'drilling': 7745, 'depended': 2861, 'sentencing': 3459, 'tangible': 7810, 'buyers': 3620, 'teller': 8828, 'hertz': 9035, 'reasonable': 8681, 'principle': 3499, 'trips': 7404, 'fans': 304, 'shake': 2608, 'traffickers': 8509, 'communication': 3104, 'bonds': 503, 'lion': 3956, 'dropping': 7398, 'pumped': 9357, 'midyear': 3596, 'potato': 7914, 'mafia': 7823, 'implemented': 5617, 'hedges': 8821, 'embassy': 4655, 'protests': 4683, 'assumed': 4248, 'gambling': 5543, 'accumulated': 726, 'script': 9078, 'tactical': 8570, 'license': 4142, 'to': 64, 'coupon': 5125, 'concentration': 4472, 'gone': 2822, 'reaches': 1505, 'push': 4010, 'sporadic': 9487, 'time': 555, 'violates': 7540, 'subsidies': 7718, 'try': 2784, 'fossett': 9968, 'insufficient': 8349, 'ex-dividend': 6243, 'equivalents': 5684, 'lackluster': 3242, 'contrasts': 4910, 'negotiate': 3696, 'buffet': 626, 'nevada': 7806, 'laurel': 7147, 'hearst': 5396, 'buy-outs': 5127, 'impossible': 4841, 'gm': 5463, 'camera': 2403, 'cure': 2385, 'finally': 2544, 'corrected': 5040, 'floating': 7993, 'extremely': 1649, 'workings': 7611, 'instrumentation': 6605, 'designer': 1091, 'joan': 9085, 'bosses': 7661, 'signature': 5333, 'corrupt': 6469, 'allow': 1465, 'continues': 358, 'charging': 6014, 'newsprint': 7164, 'father': 1224, 'lowe': 3476, 'carlos': 1392, 'partners': 2155, 'meals': 5478, 'legislature': 5358, 'cranston': 7727, 'triggering': 7990, 'fertilizer': 9668, 'indicates': 2210, 'four': 199, 'clue': 6981, 'incident': 3086, 'schwab': 5734, 'bowed': 821, 'iranian': 9230, 'farmers': 5362, 'accelerating': 9356, 'agenda': 5222, 'cite': 1929, 'curtail': 6171, 'handled': 3797, 'ought': 5193, 'deserves': 8885, 'computer-driven': 4772, 'components': 6987, 'future': 677, 'resolve': 3307, 'tried': 2618, 'montreal': 8040, 'accompanying': 7936, 'beating': 7558, 'carnival': 6274, 'rocks': 7427, 'syndrome': 3236, 'suppliers': 1990, 'mcdonald': 6263, 'plain': 9344, 'plastic': 3758, 'modified': 7530, 'recognizing': 2047, 'black': 2360, 'surgery': 5938, 'card': 4256, 'aetna': 8835, 'upgraded': 6977, 'whether': 157, 'vogelstein': 8521, 'contemporary': 2048, 'eating': 2446, 'swing': 1788, 'brawer': 9812, 'adm.': 9642, 'montedison': 1672, 'boat': 9233, 'alberta': 8584, 'fibers': 255, 'mature': 1781, 'qualified': 6410, 'affairs': 1860, 'standardized': 2871, 'endless': 2443, 'revenue': 497, 'royal': 463, 'tumble': 7675, 'sideline': 7545, 'actions': 2843, 'neighborhood': 4249, 'further': 335, 'invest': 1708, 'strategic': 4216, 'heavily': 435, 'tree': 4687, 'rowe': 862, 'coalition': 7689, 'humanitarian': 8957, 'publications': 3566, 'england': 120, 'cited': 4119, 'pulls': 4487, 'nation': 557, 'remark': 9059, 'harsh': 2415, 'creating': 1295, 'divisions': 5282, 'heroes': 6738, 'thi': 9909, 'involved': 2658, 'ingersoll': 9612, 'consumers': 2211, 'insurers': 8640, 'dog': 8208, 'noting': 3871, 'rattled': 8313, 'subsidizing': 8245, 'adjusting': 1967, 'corr': 8642, 'expires': 3272, 'therefore': 3862, 'investigate': 6426, 'track': 2922, 'upgrading': 9286, 'diamond': 3941, 'sharing': 6944, 'fate': 4930, 'wyss': 9064, 'acceptable': 7552, 'rubble': 9315, 'youngsters': 4460, 'sole': 4533, 'remember': 2646, 'initiative': 4157, 'council': 4521, 'proliferation': 9537, 'expenditure': 9498, 'unions': 4319, 'grow': 7455, 'arco': 7221, 'winnebago': 9858, 'collateral': 5237, 'sagging': 4368, 'harder': 4695, 'persistent': 880, 'income-tax': 7322, 'bullion': 9197, 'collection': 3999, 'earned': 4137, 'french': 2411, 'practitioners': 5526, 'caci': 9994, 'register': 5402, 'hotels': 4045, 'living': 2344, 'airing': 7496, 'kan.': 8574, 'partner': 1735, 'lacked': 4615, 'concentrate': 2895, 'automatic': 3874, 'revenues': 3783, '190.58-point': 9865, 'following': 1514, 'admitting': 4728, 'ima': 9362, 'personally': 1594, 'wednesday': 693, 'charitable': 7162, 'rica': 8337, 'gelbart': 9985, 'pharmaceuticals': 1473, 'or': 467, 'watch': 391, 'request': 921, 'extensive': 5142, 'minnesota': 5389, 'unstable': 8114, 'gangs': 2938, 'dislike': 5571, 'fewer': 1183, 'bakker': 9407, 'delivered': 6283, 'resigning': 6371, 'crackdown': 4638, 'commissioned': 8185, 'nightmare': 1011, 'campaigns': 2486, 'equity-purchase': 5806, 'bears': 6375, 'preceding': 9206, 'ranging': 5825, 'chaos': 6069, 'voter': 8281, 'ranking': 6967, 'advancing': 4085, '13-week': 7909, 'seeing': 2459, 'expectation': 5864, 'presidency': 5295, 'dubbed': 5137, 'counter': 4801, 'fairly': 3865, 'depletion': 8038, 'afford': 5823, 'sharpest': 7986, 'wpp': 3803, 'interviewed': 3078, 'regained': 8699, 'dominate': 7832, 'movies': 2449, 'adequate': 5068, 'ag': 3821, 'trade': 685, 'counts': 1974, 'columbus': 5721, 'essentially': 1837, 'coins': 9492, 'live': 4459, 'innocent': 7158, 'commodore': 1412, 'most': 244, 'probing': 7630, 'ramada': 9516, 'fully': 1113, 'depreciation': 8007, 'downward': 4029, 'obviously': 5088, 'inappropriate': 4743, 'racked': 9021, 'democrats': 4835, 'entertainment': 3656, 'recognition': 1347, 'specializing': 1343, 'fines': 5018, 'cheaper': 5552, 'highs': 5984, 'welch': 8437, 'avondale': 8769, 'tally': 4589, 'acceptances': 5245, 'parker': 6639, 'folks': 1841, 'like': 563, 'equity': 865, 'thinks': 3994, 'employment': 3912, 'accounting': 2474, 'ranges': 6613, 'freeway': 5410, 'fish': 9432, 'panamanian': 7890, 'autumn': 4452, 'harm': 3084, 'cathcart': 9022, 'utterly': 5931, 'output': 1503, 'arrange': 9514, 'cynthia': 9014, 'phone': 2078, 'diverted': 9106, 'disk': 1459, 'flat-rolled': 9544, 'faa': 9150, 'attempts': 986, 'global': 1822, 'advice': 1840, 'slowing': 1975, 'distribution': 1191, 'minute': 1164, 'crude': 1415, 'liquidated': 6251, 'popularity': 7937, 'averaged': 3245, 'recognized': 6901, 'off': 560, 'nelson': 2676, 'text': 5139, 'crucial': 2759, 'ward': 2941, 'reception': 7775, 'mateo': 9027, 'placement': 5121, 'towns': 562, '#': 4809, 'head': 1725, 'contributed': 2022, 'chromosome': 8528, 'toy': 6289, 'generate': 4237, 'unisys': 8886, 'belli': 9933, 'formed': 3359, 'italian': 484, 'food': 630, 'inevitably': 8340, 'p53': 8527, 'soviet': 1846, 'deng': 4644, 'soar': 7796, 'guard': 5517, 'rated': 5791, 'real-estate': 3258, 'unocal': 7929, 'tucker': 7715, 'wholly': 8096, 'fund': 346, 'sharon': 7767, 'breakdown': 2949, 'door': 4015, 'war': 1880, '1920s': 1740, 'fresh': 2694, 'audio': 8874, 'reaching': 6379, 'entities': 8005, 'labels': 5902, 'administrators': 2914, 'mid-october': 765, 'wolf': 6111, 'cambria': 7100, 'coordination': 8718, 'contemplating': 7875, 'pledge': 7663, 'corporate': 585, 'slate': 3097, 'christian': 2075, 'sutton': 8770, 'jolla': 9203, 'view': 2358, 'dilemma': 4862, 'retiring': 3929, 'attempted': 5405, 'conservation': 7544, 'maintained': 1563, 'don': 5668, 'pitching': 6760, 'trailed': 4591, 'buildup': 1938, 'transactions': 3331, 'swelling': 2723, 'group': 46, 'basic': 2792, 'remainder': 2629, 'chase': 2027, 'highest': 221, 'rocky': 8791, 'balanced': 4536, 'downgraded': 5860, 'majority': 3186, 'modify': 2286, 'teeth': 8630, 'complaints': 3541, 'tie': 8809, 'picket': 3415, 'broadcasters': 8759, 'gum': 9726, 'cornell': 9520, 'power': 966, 'stepped': 4282, 'economics': 3772, 'herself': 2996, 'teach': 2835, 'offering': 1631, 'telesis': 8643, 'openness': 9663, 'street': 1401, 'glazer': 9640, 'lesko': 9823, 'plead': 7262, 'election': 2494, 'martin': 2319, 'pinkerton': 7699, 'friday-the-13th': 8999, 'besieged': 9002, 'tharp': 9889, 'honest': 8052, 'jeep': 8317, 'ga.': 3501, 'brief': 89, 'installed': 3882, 'practice': 2109, 'unilab': 9999, 'refund': 961, 'fifth': 696, 'departures': 5263, 'closely': 192, 'provider': 6847, 'briggs': 9820, '30-year': 4068, 'poised': 8384, 'spirit': 2106, 'department': 798, 'indictment': 3477, 'proxy': 6593, 'launch': 1492, 'lord': 1599, 'strength': 1957, 'rumors': 5958, 'spielvogel': 2214, 'salinas': 6337, 'god': 2077, 'cement': 3896, 'excellent': 7165, 'hugo': 6054, 'los': 3647, 'additions': 3610, 'names': 3203, 'supposed': 6693, 'rolling': 4762, 'bureaucrats': 8386, 'expire': 1680, 'reporting': 1996, 'proceeds': 3818, 'law': 1265, 'scholars': 5160, 'drexel': 5850, 'interests': 486, 'dam': 2282, 'proof': 4110, '$': 416, 'downside': 5351, 'volume': 3130, 'projection': 8713, 'rulings': 6425, 'characters': 2035, 'valuation': 1145, 'old': 29, 'van': 5768, 'owen': 7669, 'boone': 4171, 'norway': 6932, 'pretax': 3281, 'sullivan': 3174, 'burdens': 2718, 'judgment': 6415, 'ru-486': 8407, 'tele-communications': 8951, 'questioned': 6431, 'elegant': 6638, 'tenfold': 4814, 'help': 1077, 'passive': 7476, 'hoelzer': 9932, 'bothered': 5096, 'reads': 9294, 'confidential': 3385, 'casino': 5535, 'stand': 1403, 'stores': 2189, 'membership': 2241, 'sydney': 5997, 'ipo': 10, '100-share': 4811, 'normally': 4628, 'extreme': 6654, 'jeopardy': 5592, 'permit': 375, 'hard-line': 6668, 'hambrecht': 7835, 'execute': 4385, 'envy': 9191, 'taping': 8873, 'apples': 5919, 'institutional': 1612, 'june': 1691, 'ginnie': 6046, 'c': 8507, 'ministry': 694, 'tightened': 4791, 'high-school': 9276, 'challenges': 7123, 'jets': 6931, 'stem': 3328, 'clearly': 1206, 'obtaining': 3438, 'socialist': 4631, 'founding': 6657, 'trigger': 4420, 'colorado': 1219, 'refined': 9283, 'exploring': 7632, 'allied-signal': 9545, 'antibody': 9732, 'forget': 5446, 'would': 718, 'write': 6219, 'versions': 1456, 'cineplex': 9454, 'consisting': 5518, 'peru': 8765, 'greenville': 2795, 'a.c.': 3703, 'hurdles': 4774, 'carolinas': 8143, 'larger': 2465, 'batch': 7417, 'concert': 6620, 'verdict': 7133, 'suburban': 3992, 'disciplined': 4714, 'take': 885, 'andy': 5443, 'establish': 5353, 'widow': 4552, 'ignorance': 8420, 'garage': 1423, 'ramirez': 3392, 'complaining': 4759, 'conversations': 3905, 'celebration': 7812, 'yeast': 9723, 'resolved': 2962, 'precise': 2894, 'necessity': 8913, 'recession': 1928, 'receiver': 8209, 'warning': 1933, 'roller-coaster': 9225, 'extend': 1662, 'ticket': 4758, 'much': 1123, 'equipment': 1167, 'football': 3003, 'studied': 149, 'violated': 2852, 'youngest': 9008, 'partly': 2832, 'substantial': 879, 'thrifts': 3579, 'shuttle': 6146, 'lobbied': 6795, 'chicken': 9589, 'touched': 3096, 'shoes': 6740, 'dollar': 431, 'arbitrator': 7548, 'dow': 3902, 'devised': 3125, 'bank-backed': 5246, 'bogart': 9688, 'distributors': 8095, 'surplus': 724, 'stern': 6485, 'spate': 8628, 'susceptible': 6690, 'cautiously': 3626, 'coping': 9495, 'greenwich': 2368, 'republican': 2526, 'affidavit': 7246, 'reject': 4053, 'possible': 923, 'treasurer': 8618, 'bridges': 4961, 'pose': 1337, 'check': 3985, 'fray': 7251, 'baseline': 9178, 'authorities': 3062, 'contribution': 2478, 'bulls': 4587, 'upbeat': 6538, 'enable': 5778, 'contrary': 3526, 'revised': 6023, 'contemplated': 7994, 'meetings': 656, 'account': 1753, 'aspect': 5765, 'mips': 7030, 'choice': 1124, 'agree': 2588, 'space': 647, 'typical': 5244, 'peddling': 6466, 'absorbed': 4484, 'could': 623, 'joins': 3895, 'uncle': 9588, 'sansui': 8936, 'love': 6778, 'purchasing': 1887, 'restructurings': 6391, 'eagerness': 6938, 'different': 185, 'dallas': 3454, 'stress': 2224, 'whoever': 8230, 'retailer': 3982, 'ranked': 6036, 'railway': 7177, 'burt': 3308, 'soybeans': 5393, 'exceeding': 5398, 'echo': 7693, 'koch': 9303, 'notable': 5429, 'courter': 2645, 'hydro-quebec': 9, 'having': 137, 'wave': 3650, 'skepticism': 5735, 'sums': 2140, 'write-down': 8734, 'few': 248, 'crack': 2372, 'split': 2957, 'allocated': 3824, 'original': 3792, 'dodd': 9017, 'cemetery': 8461, 'easier': 4031, 'bernard': 9110, 'experiments': 8054, 'creativity': 1090, 'commercials': 2514, 'public': 823, 'abruptly': 8754, 'headaches': 7430, 'audit': 814, 'fake': 7284, 'buried': 9033, 'stateswest': 7802, 'footing': 7903, 'naval': 7438, 'musical': 6619, 'silicon': 3603, 'dating': 3379, 'game': 2102, 'alliance': 4236, 'defending': 5521, 'battle': 2584, 'decisions': 2730, 'adopt': 6286, 'divide': 8802, 'satisfactory': 1560, 'skeptics': 8191, 'friendly': 4134, 'one-third': 2221, 'counterpart': 4224, 'redevelopment': 5799, 'intent': 3133, 'tough': 4858, 'two-part': 6626, 'discouraging': 1288, 'knew': 4868, "'m": 1815, 'projected': 6815, 'battled': 9578, 'cilcorp': 7951, 'sliding': 4562, 'version': 2100, 'more': 79, 'decreased': 8376, 'payment': 3332, 'benson': 7671, 'quebecor': 8544, 'applied': 1199, 'peripheral': 4347, 'otherwise': 6249, 'sloan': 1513, 'veteran': 5212, 'lasted': 2633, 'spread': 3989, 'ohbayashi': 9438, 'prepayment': 1641, 'dramatically': 3995, 'unfilled': 1955, 'applying': 7922, 'file': 1665, 'holdings': 1483, 'aroused': 7900, 'hangs': 2367, 'ensuring': 7728, 'firms': 1292, 'brokers': 1769, 'booming': 2887, 'colors': 7197, 'oddly': 7897, 'liberal': 6411, 'bergsma': 8794, 'bumiputra': 9910, 'northeast': 835, 'acknowledged': 6907, 'illusion': 8214, 'editors': 3742, 'bounce': 4958, 'a': 35, 'institution': 4358, 'limits': 3447, 'gather': 6520, 'authors': 1290, 'coach': 8564, 'crossed': 4186, 'pill': 5918, 'balked': 2232, 'illness': 5059, 'refuge': 4654, 'ton': 4471, 'government-owned': 6265, 'protected': 3325, 'protect': 1312, 'act': 527, 'looks': 5424, 'negative': 2484, 'healthcare': 7087, 'northwest': 7298, 'kurt': 8926, 'experimental': 9370, 'examples': 3138, 'protesters': 4874, 'expert': 5641, 'child-care': 7938, 'uncommon': 8238, 'wash.': 4741, 'dominance': 2763, 'di': 7179, 'indicator': 390, 'kentucky': 4883, 'installation': 8107, 'utsumi': 4783, 'delivery': 1992, 'reruns': 2040, 'cruise': 5678, 'blank': 1921, 'necessarily': 3353, 'abandoning': 7804, 'story': 129, 'balloting': 6304, 'midnight': 515, 'providing': 1105, 'kevin': 7894, 'educated': 2925, 'undeveloped': 8612, 'beyond': 4425, 'describing': 7712, 'families': 5115, 'candy': 8833, 'steel': 602, 'minerals': 7183, 'subject': 1023, 'magazines': 3723, 'bottling': 6936, 'campus': 2326, 'leg': 7276, 'searching': 5206, 'breakers': 4419, 'claim': 2321, 'product': 1432, 'images': 4697, 'impose': 3471, 'skipper': 9930, 'insure': 7722, 'hopkins': 5070, 'soil': 6912, 'fda': 8492, 'calling': 4445, 'clark': 533, 'jefferies': 9406, 'liquidate': 9114, 'pros': 7742, 'urban': 6486, 'tariffs': 7454, 'ruled': 1024, 'surpluses': 5381, 'small': 1319, 'scoring': 2888, 'coors': 3775, 'beretta': 9951, 'force': 324, 'electoral': 8233, 'explosion': 1738, 'reduced': 3915, 'freeways': 9750, 'sons': 8219, 'disposal': 5842, 'empire': 5264, 'professionals': 4706, 'epicenter': 8304, 'reflected': 4822, 'aeronautics': 7855, 'crandall': 9740, 'units': 1044, 'ample': 5959, 'jokes': 9136, 'seniority': 7142, 'transformed': 5581, 'insisted': 3561, 'critics': 2911, 'tremendous': 5227, 'deficiencies': 5033, 'graduates': 4686, 'notorious': 9755, 'tremors': 9329, 'wang': 9415, 'ban': 273, 'conn': 858, 'year': 114, 'massage': 9748, 'correct': 3030, 'murdoch': 8109, 'ab': 9265, 'tribe': 6567, 'centennial': 1399, 'chunks': 6544, 'routinely': 7007, 'learning': 2889, 'topiary': 9423, 'feeding': 6439, 'above': 1695, 'provigo': 9546, 'photographs': 2661, 'guest': 612, 'worked': 191, 'pile': 9218, 'grid': 9091, 'backers': 5829, 'concluded': 2869, 'cease-fire': 6302, 'wrong': 2879, 'sanctions': 1269, 'wells': 4295, 'roads': 8963, 'arose': 8702, 'integration': 1812, 'ropes': 4447, 'daikin': 9581, 'aid': 1307, 'furthermore': 8423, 'ambassador': 4677, 'des': 5164, 'three': 195, 'contributions': 2531, 'concerned': 1354, 'some': 307, 'sherwin': 3481, 'yesterday': 932, 'enhanced': 2849, 'fighter': 8571, 'toronto-based': 2305, 'consented': 4730, 'troubles': 3406, 'appearance': 6618, 'monitoring': 7695, 'distributions': 8255, 'pipes': 6421, 'ross': 899, 'detectors': 9848, 'formation': 6406, 'removal': 4153, 'probe': 7608, 'stock-index': 4381, 'economically': 7318, 'georgia': 3718, 'diego': 7619, 'nwa': 7300, 'controlling': 1582, 'advertisements': 2604, 'architect': 5011, 'dogs': 2037, 'covers': 4840, 'poll': 6990, 'delay': 4366, 'disruptions': 7853, 'briefs': 5720, 'exit': 4518, 'speeding': 7494, 'wsj': 9177, 'lined': 8089, 'school': 2051, 'lighting': 6970, 'tries': 7595, 'cotton': 292, 'vickers': 9696, 'obtained': 3381, 'prudent': 7205, 'recruiting': 5437, 'subdued': 6224, 'automobiles': 3844, 'crops': 5372, 'shops': 3938, 'opposed': 2553, 'well-known': 4490, 'when-issued': 4069, 'cost-cutting': 6358, 'lady': 2989, 'relied': 3777, 'shortly': 4403, 'newer': 3975, 'deaths': 74, 'diseases': 202, 'financings': 5854, 'pat': 4827, 'will': 30, 'dividend': 1575, 'quit': 6734, 'c.': 3151, 'amgen': 9444, 'sand': 7160, 'cheered': 9011, 'oregon': 7535, 'mind': 5155, 'domination': 2693, 'petrochemicals': 7657, 'assistance': 2702, 'ira': 7538, 'negotiable': 5242, 'machinists': 6123, 'comic': 7159, 'termination': 8471, 'car': 3856, 'recapitalization': 7348, 'trans': 5489, 'deb': 9112, 'allowing': 6812, 'quack': 9868, 'ratified': 5341, 'cloud': 700, 'advancers': 8112, 'five-cent': 6500, 'store': 1439, 'damage': 2287, 'franco': 8102, 'show': 94, 'ltd.': 464, 'always': 2134, 'zenith': 4843, 'simpson': 8664, 'location': 5253, 'personal-injury': 9747, 'convictions': 8297, 'approval': 474, 'steelmaker': 4048, 'reoffered': 7999, 'contracting': 8360, 'throwing': 6775, 'interviews': 2686, 'security': 2777, 'demise': 4355, 'slipping': 9104, 'manville': 7346, 'mead': 6241, 'soybean': 8334, 'has': 69, 'consolidate': 7866, 'grew': 415, 'prevailed': 8860, 'escrow': 4735, 'spot': 2451, 'mikhail': 5339, 'issues': 2500, 'nine': 663, 'new': 101, 'assessment': 7534, 'fearful': 2713, 'asks': 2663, 'salary': 3016, 'bounced': 6294, 'goodson': 9778, 'memorandum': 8781, 'desperately': 3041, 'executing': 4409, 'closed': 931, 'accommodate': 2729, 'sentiment': 3093, 'turning': 3768, 'bases': 2780, 'parliamentary': 6835, 'loses': 5355, 'reminder': 8932, 'florida': 3114, 'family': 2258, 'hardly': 2788, 'accountability': 5301, 'was': 54, 'investment': 1623, 'continuing': 1358, 'single': 1710, 'popular': 1744, 'attract': 4530, 'committee': 1977, 'deeply': 4646, 'boost': 1964, 'collective': 5774, 'a.m': 9707, 'deviation': 5631, 'talking': 132, 'productive': 7405, 'arguments': 3474, 'appetite': 5702, 'talent': 8430, 'keith': 5384, 'gas': 2265, 'borrowing': 513, 'urgency': 9671, 'positioned': 3614, 'wrote': 3761, 'were': 113, 'prince': 6950, 'launching': 7287, 'turn': 1554, 'furor': 4776, 'pulled': 4662, 'eagle': 9766, 'adjusted': 1905, 'gasoline': 5462, 'good': 591, 'resistance': 2426, 'govern': 8710, 'steadily': 4501, 'fined': 4717, 'perform': 5303, 'generated': 5865, 'hawaii': 4946, 'alan': 761, 'build': 2228, 'lorenzo': 5138, 'effective': 1305, 'novello': 3207, 'jumbo': 6857, 'mgm': 7241, 'kkr': 8834, 'teddy': 4851, 'morale': 4369, 'sigh': 5775, 'exodus': 6321, 'skase': 9348, 'participation': 4661, 'responded': 2660, 'extended': 3591, 'seeds': 6683, 'guber-peters': 7239, 'skiing': 8176, 'compelling': 5899, 'gaf': 3472, 'denies': 2600, 'harold': 4097, 'careers': 2044, 'become': 751, 'development': 1093, 'meridian': 6271, 'code': 1666, 'incorrectly': 9024, 'ark': 5130, 'anc': 8838, 'unity': 8839, 'bearish': 3627, 'breaks': 3806, 'ideal': 6584, 'barbara': 4701, 'mention': 2448, 'penn': 7272, 'vicious': 2149, 'meets': 2074, 'tuition': 9411, 'matching': 2570, 'managers': 308, 'confusing': 8533, 'residential': 1917, 'athletic': 4290, 'accounted': 5495, 'inland': 6550, 'lortie': 9548, 'inflation': 1911, 'gary': 1147, 'satisfaction': 4494, 'poorly': 3613, 'capitalization': 8118, 'infringed': 4607, 'wildlife': 9053, 'teams': 1298, 'arnold': 5730, 'completely': 1329, 'instrumental': 5890, 'superior': 3831, 'edition': 5050, 'tabloid': 5416, 'de': 2590, 'opponents': 4821, 'fuels': 6078, '45-year-old': 6772, 'kicked': 1726, 'diversified': 4898, 'giuliani': 2527, 'wires': 5761, 'mercury': 5887, 'instituted': 1304, 'world-wide': 430, 'gasb': 8006, 'hell': 8778, 'nynex': 7758, 'bullet': 7766, 'controls': 481, 'workout': 6750, 'regrets': 8607, 'dust': 299, 'unprofitable': 7705, 'flashy': 3954, 'toxin': 9253, 'convinced': 3642, 'offers': 2076, 'roll': 1174, 'lights': 621, 'kemper': 8444, 'maturities': 369, 'place': 321, 'flow': 2696, 'clinic': 7603, 'guns': 4674, 'make': 65, 'rhone-poulenc': 9803, 'rights': 1252, 'associations': 8355, 'clara': 3606, 'british': 57, 'restaurant': 3304, 'regulatory': 473, 'legislation': 517, 'retaining': 3570, 'xerox': 5186, 'factors': 896, 'tv': 2508, 'ann': 5704, 'rolled': 3667, 'undisclosed': 3659, 'refused': 2569, 'quake': 7516, 'announcing': 7441, 'chooses': 5483, 'preserve': 7593, 'specializes': 3808, 'bros.': 7236, 'arteries': 9724, 'occurred': 4648, 'stake': 1479, 'triggered': 1430, 'provide': 1932, 'dip': 8482, 'effort': 1556, 'opted': 7578, 'westmoreland': 9920, 'teaches': 4972, 'provisions': 2854, 'fishing': 7332, 'rehabilitation': 7094, 'village': 2369, 'bureau': 794, 'already': 992, 'completion': 4859, 'distributing': 8548, 'demand': 871, 'approvals': 8076, 'pace': 731, 'helm': 3200, 'array': 5073, 'wilfred': 3595, 'wohlstetter': 5530, 'establishment': 5475, 'fluctuations': 5738, 'multibillion-dollar': 2280, 'inning': 8856, 'amusing': 2137, 'mtm': 8755, 'distinctive': 8623, 'adapted': 1455, 'know-how': 8150, 'utility': 973, 'espectador': 9301, 'lying': 2662, 'nguyen': 9907, 'dizzying': 7644, 'masson': 9464, 'editions': 1679, 'york-based': 102, 'nonexecutive': 36, 'criteria': 5135, 'reluctance': 5379, 'adjustable': 5258, 'wipe': 8989, 'non-u.s.': 5788, 'sit': 4500, 'fiduciary': 7466, 'market-share': 4316, 'iowa': 3111, 'relations': 2058, 'combining': 6814, 'interior': 5729, 'burns': 8218, 'colgate': 8986, 'basir': 9911, 'knock': 7598, 'dispute': 3192, 'efficient': 5016, 'reporter': 5143, 'hazards': 5030, 'cent': 3930, 'closings': 8519, 'weekend': 6961, 'atlantis': 9790, 'promised': 5041, 'alto': 7640, 'shock': 8706, 'appearances': 7451, 'officially': 3719, '52-week': 1576, 'bankamerica': 6863, 'christie': 5682, 'steal': 3965, 'controllers': 9245, 'arm': 539, 'scheduled': 1493, 'april': 981, 'net': 2772, 'long-distance': 6848, 'ideological': 3215, 'landing': 1943, 'inch': 6686, 'mclennan': 9413, 'dictator': 8991, 'worker': 4462, 'percent': 6501, 'gradual': 272, 'addition': 1168, 'systems': 493, 'conducted': 6030, 'vehicles': 1080, 'initiatives': 4909, 'additionally': 6840, 'adjustment': 6140, 'stockholders': 1188, 'rebuffed': 4103, 'index-arbitrage': 4799, 'combine': 5779, 'enjoy': 5595, 'refunding': 4065, 'philippine': 1721, 'takeover': 3259, 'howard': 6003, 'financial': 459, 'unified': 7314, 'definitively': 7949, 'views': 3205, 'bargain': 3976, 'pages': 789, 'champagne': 614, 'railroad': 3891, 'calif.': 3607, 'advising': 7376, 'steinberg': 6107, 'single-family': 1965, 'kim': 6579, 'asking': 2238, 'dr.': 166, 'i.': 4724, 'tennis': 6732, 'orange': 5401, 'surveyed': 2219, 'mayer': 3489, 'couple': 3397, 'brouwer': 9328, 'rainbow': 8747, 'expenditures': 4588, 'cook': 7304, 'manuel': 6903, 'announcements': 8061, 'demler': 8333, 'air-freight': 9839, 'chief': 863, 'moving': 4336, 'territory': 6330, 'scenes': 2444, 'high-risk': 5872, 'session': 4392, 'lighter': 3959, 'mode': 4850, 'minicomputers': 8101, 'mirror': 2104, 'gotten': 2625, 'nippon': 5970, 'tells': 1351, 'told': 3005, 'define': 4321, 'madison': 3646, 'afternoon': 4091, 'merabank': 9777, 'toilet': 3741, 'lawson': 6801, 'speech': 2753, 'castle': 5419, 'garcia': 8457, 'profitability': 5215, 'gamble': 7186, 'consolidating': 8097, 'crane': 4732, 'hundreds': 1878, 'opinions': 3993, 'sassy': 2071, 'unable': 5085, 'reviewing': 3422, 'company': 189, 'methods': 4475, 'files': 6595, 'rough': 2408, 'warren': 3933, 'holmes': 9385, 'ministers': 2746, 'pursue': 1302, 'shapiro': 3971, 'individual': 1766, 'colon': 8522, 'mercedes': 6474, 'chain': 949, 'virtually': 274, 'setting': 1051, 'chrysler': 550, 'kuwait': 9288, 'energetic': 2454, 'beauty': 4960, 'drastically': 5671, 'bigger': 4315, 'volatile': 4417, 'value': 850, 'pumping': 2703, 'apparel': 6428, 'productions': 3417, 'mirage': 9529, 'heritage': 3296, 'rout': 2673, 'morgan': 4114, 'better': 1843, 'luis': 6729, 'remics': 8598, 'misconduct': 7132, 'danny': 7889, 'prefer': 4966, 'lid': 7137, 'labs': 8538, 'frenzy': 1795, 'quotas': 2021, 'execution': 5331, 'arrest': 4873, 'heating': 2666, 'portion': 4919, 'lean': 6759, 'milk': 2012, 'eastern': 1240, 'argued': 3338, 'enjoying': 4450, 'stages': 2467, 'u': 9888, 'pills': 5909, 'thrust': 8728, 'potent': 7637, 'responsibility': 2162, 'queen': 604, 'resale': 8875, 'tour': 2589, 'waves': 9029, '1970s': 4311, 'solid': 3649, 'fires': 4169, 'russell': 6081, 'manufactures': 8099, 'prolonged': 713, 'possibility': 3834, 'increasingly': 1821, 'angry': 3083, 'expand': 592, 'owes': 7093, 'inaccurate': 4736, 'immune': 5744, 'strain': 6508, 'pulp': 4864, 'guarantees': 4908, 'computing': 1408, 'biggest': 3247, 'sellers': 5600, 'resembles': 4983, 'field': 916, 'draws': 4923, 'eight': 4508, '26-week': 7910, 'tax': 1066, 'male': 2114, 'rubicam': 3804, 'bono': 9047, 'shevardnadze': 6663, 'decision': 586, 'junk-bond': 4124, 'water': 3266, 'interested': 3023, 'grand': 3365, 'classroom': 2885, 'served': 3495, 'jay': 3634, 'offices': 3153, 'issued': 1656, 'odds': 5544, 'glenn': 4734, 'hall': 7968, 'insurer': 4579, 'billions': 1754, 'festival': 9677, 'union': 1847, 'broke': 3037, 'inventories': 1935, 'reference': 4553, 'dangerous': 6963, 'supplier': 3794, 'effect': 2742, 'witnesses': 3077, 'fraction': 349, 'graham': 4601, 'concede': 5830, 'prospect': 3668, 'package': 4252, 'withdrawals': 8262, 'decent': 8720, 'seeking': 922, 'legendary': 6735, 'pregnant': 3448, 'moral': 7074, 'injunction': 7238, 'understand': 5293, 'venture': 1501, 'tracks': 3250, 'appears': 219, 'occasionally': 5136, 'salaries': 3387, 'welfare': 5079, 'joining': 4876, 'planners': 1774, 'unesco': 6646, 'separate': 1899, 'broker-dealer': 6860, 'basketball': 9275, 'breaking': 4764, 'subordinated': 4123, 'replies': 3787, 'irvine': 6015, 'throw': 6777, 'outlook': 4596, 'headquarters': 3525, 'carpeting': 8308, 'according': 258, 'threaten': 8894, 'impending': 4160, 'widened': 9355, 'nervous': 2948, 'maturing': 4064, 'andrew': 5583, 'pointing': 3755, 'duke': 5361, 'classified': 257, 'feed': 4212, 'fcc': 9326, 'males': 4554, 'who': 148, 'amounted': 4756, 'supporting': 8446, 'members': 1659, 'standpoint': 3748, 'ports': 6507, 'along': 600, 'bidder': 6435, 'regular-season': 8862, 'supreme': 1019, 'vision': 4485, 'dying': 9666, 'forecast': 722, 'favorable': 4707, 'connections': 4269, 'logical': 8120, 'michigan': 3123, 'ekco': 9861, 'everything': 4690, 'modern': 4449, 'evidence': 1983, 'touting': 7826, 'provides': 4190, 'unsolicited': 4852, 'learn': 4997, 'foods': 4078, 'protest': 2809, 'customer': 3330, 'interfere': 7225, 'apparently': 4135, 'wachter': 23, 'rear': 3848, 'climbed': 1803, 'brown': 3490, 'architects': 5002, 'approaches': 2997, 'refunds': 977, 'deposits': 4261, 'simultaneously': 5077, 'sweetened': 3822, 'wachovia': 9731, 'unusually': 85, 'virtue': 5569, 'sustain': 7587, 'bond-equivalent': 7992, 'owns': 892, 'anytime': 5594, 'ability': 2862, 'hinted': 6813, 'saturday': 4660, 'brazilian': 6158, 'apparent': 6367, 'performing': 4357, 'apartments': 9164, 'traded': 1706, 'property': 1272, 'fare': 2138, 'readily': 7459, 'conclusions': 9046, 'legislatures': 9660, 'recommendations': 4179, 'edged': 5954, 'vietnam': 7501, 'consumer-products': 7518, 'thin': 3990, 'racing': 4781, 'merchants': 3984, 'must': 2129, 'item': 5350, 'investigation': 1370, 'bay-area': 9972, 'asea': 8846, 'sept.': 3316, 'replace': 4603, 'basically': 4590, 'defended': 2839, 'north': 3154, 'buoyed': 3625, 'perception': 3654, 'backs': 7531, 'cuts': 5661, 'clean-air': 6062, 'baker': 2754, 'carrying': 2635, 'nielsen': 3704, 'pork': 6842, 'beth': 2992, 'intended': 1951, 'extra': 2902, 'permitting': 3264, 'pretrial': 9049, 'tony': 6192, 'funded': 3169, 'md': 8188, 'squibb': 8491, 'common': 241, 'handy': 7620, 'freedom': 2593, 'perceptions': 4699, 'foreign-currency': 8113, 'joe': 3046, 'stuck': 4498, 'regarding': 4107, 'nowhere': 4621, 'equivalent': 3511, 'resemble': 6873, 'responses': 3986, 'constitutional': 5298, 'widening': 7676, 'haul': 3778, 'shape': 2757, 'accepting': 3535, 'refcorp': 9720, 'confessed': 9421, 'disclose': 5458, 'records': 1052, 'from': 169, 'omni': 8211, 'portrait': 9278, 'subordinates': 8401, 'writing': 4429, 'packages': 4262, 'ncr': 6540, 'aquino': 1724, 'established': 4608, 'gmac': 5464, 'master': 2529, 'main': 1546, 'inflated': 2873, 'malaysia': 1360, 'attack': 2489, 'constantly': 5608, 'patient': 3182, 'attempting': 3482, 'totaled': 791, 'optical': 1510, 'guilty': 2829, 'disagreement': 4963, 'likely': 124, 'wildly': 1743, 'yes': 3987, 'raising': 877, 'ssangyong': 21, 'supplied': 8845, 'investments': 361, 'blood': 5701, 'would-be': 3749, 'generations': 2595, 'sung': 7391, 'inefficient': 8237, 'hart-scott-rodino': 5665, 'valuable': 5357, 'cautious': 5627, 'fever': 8018, 'cast': 1828, 'china': 1253, 'customs': 8290, 'radio': 3068, 'loral': 7871, 'traveled': 6451, 'executed': 2423, 'remained': 4391, 'money-losing': 5834, 'mather': 3802, 'weigh': 4470, 'roadway': 9325, 'generation': 5764, 'pork-barrel': 7732, 'smooth': 254, 'shack': 9603, 'bags': 3873, 'broderick': 8902, 'roadways': 9305, 'artistic': 8977, 'subsequently': 8049, 'divisive': 8933, 'challenging': 4140, 'crown': 4251, 'clobbered': 1793, 'forms': 2804, 'republicans': 4823, 'scams': 6472, 'delicate': 7554, 'cards': 5474, 'manhattan': 3475, 'sexual': 8071, 'ivy': 8743, 'peasants': 9667, 'resource': 7787, 'doyle': 8170, 'expertise': 8059, 'bikers': 9991, 'stone': 4441, 'greedy': 5542, 'scripts': 5185, 'valhi': 4116, 'gen.': 8660, 'recent': 399, 'rash': 1703, 'co.': 231, 'steady': 1572, 'h.h.': 9562, 'pepsico': 8021, 'unsuccessful': 5397, 'maurice': 7122, 'speculation': 3665, 'congressmen': 4408, 'armed': 6325, 'environments': 4558, 'infection': 8250, 'fixed-rate': 1632, '1960s': 4146, 'mobil': 9134, 'promising': 4203, 'failures': 5034, 'disabled': 9185, 'synthetic': 5900, 'naming': 5229, 'giants': 597, 'understood': 3520, 'anger': 2837, 'reading': 1891, 'approach': 2735, 'channels': 8106, 'fujitsu': 1180, 'practicing': 3762, 'spring': 1273, 'entrepreneur': 3733, 'actors': 9080, 'narcotics': 3496, 'held': 628, 'goldberg': 6688, 'connaught': 8760, 'agreeing': 4128, 'coats': 8745, 'twelve': 8864, 'moscow': 1851, 'justice': 3370, 'holiday': 5995, 'below': 849, 'forecasting': 4583, 'salvage': 7342, 'exceptions': 6615, 'proteins': 6407, 'miners': 6536, 'closes': 5445, 'odd': 2013, 'wage': 4816, 'everyday': 633, 'tools': 3117, 'named': 55, 'steve': 2318, 'color': 4151, 'trend': 2003, 'hemorrhaging': 7733, 'agrees': 4024, 'rocket': 6099, '1950s': 183, 'users': 158, 'devices': 1073, 'naczelnik': 9670, 'shall': 5191, 'superconductor': 5755, 'analyze': 4309, 'manic': 9209, 'interrupted': 8240, 'salvador': 5944, 'risky': 7271, 'cans': 9738, 'hanging': 8924, 'pwa': 9474, 'citizens': 1283, 'advantage': 4082, 'universal': 8798, 'chevrolet': 4348, 'leipzig': 8460, 'town': 666, 'computer-guided': 8332, 'largely': 3793, 'unchanged': 4121, 'sends': 5188, 'accompanied': 6643, 'sea': 3811, 'allowance': 9417, 'enjoyed': 5268, 'aggressively': 3611, 'home': 1435, 'referring': 3463, 'added': 886, 'anheuser': 9553, 'lawsuits': 1669, 'mouse': 9722, 'economies': 2698, 'vulnerable': 7696, 'federation': 3563, 'inco': 9692, 'washington': 741, 'saatchi': 7561}
It is same with https://raw.githubusercontent.com/tomsercu/lstm/master/data/ptb.train.txt
In [14]:
ptb_word_id_dict = ptb_dict
ptb_id_word_dict = dict((v, k) for k, v in ptb_word_id_dict.items())
print([ptb_id_word_dict[i] for i in train[:30]])
['aer', 'banknote', 'berlitz', 'calloway', 'centrust', 'cluett', 'fromstein', 'gitano', 'guterman', 'hydro-quebec', 'ipo', 'kia', 'memotec', 'mlx', 'nahb', 'punts', 'rake', 'regatta', 'rubens', 'sim', 'snack-food', 'ssangyong', 'swapo', 'wachter', '<eos>', 'pierre', '<unk>', 'N', 'years', 'old']
In [15]:
# ' '.join(text_list) will convert list representation more readable
' '.join([ptb_id_word_dict[i] for i in train[:300]])
Out[15]:
"aer banknote berlitz calloway centrust cluett fromstein gitano guterman hydro-quebec ipo kia memotec mlx nahb punts rake regatta rubens sim snack-food ssangyong swapo wachter <eos> pierre <unk> N years old will join the board as a nonexecutive director nov. N <eos> mr. <unk> is chairman of <unk> n.v. the dutch publishing group <eos> rudolph <unk> N years old and former chairman of consolidated gold fields plc was named a nonexecutive director of this british industrial conglomerate <eos> a form of asbestos once used to make kent cigarette filters has caused a high percentage of cancer deaths among a group of workers exposed to it more than N years ago researchers reported <eos> the asbestos fiber <unk> is unusually <unk> once it enters the <unk> with even brief exposures to it causing symptoms that show up decades later researchers said <eos> <unk> inc. the unit of new york-based <unk> corp. that makes kent cigarettes stopped using <unk> in its <unk> cigarette filters in N <eos> although preliminary findings were reported more than a year ago the latest results appear in today 's new england journal of medicine a forum likely to bring new attention to the problem <eos> a <unk> <unk> said this is an old story <eos> we 're talking about years ago before anyone heard of asbestos having any questionable properties <eos> there is no asbestos in our products now <eos> neither <unk> nor the researchers who studied the workers were aware of any research on smokers of the kent cigarettes <eos> we have no useful information on whether users are at risk said james a. <unk> of boston 's <unk> cancer institute <eos> dr. <unk> led a team of researchers from the national cancer institute and the medical schools of harvard university and boston university <eos> the <unk>"
It is same with https://raw.githubusercontent.com/tomsercu/lstm/master/data/ptb.valid.txt
In [16]:
print(' '.join([ptb_id_word_dict[i] for i in val[:300]]))
consumers may want to move their telephones a little closer to the tv set <eos> <unk> <unk> watching abc 's monday night football can now vote during <unk> for the greatest play in N years from among four or five <unk> <unk> <eos> two weeks ago viewers of several nbc <unk> consumer segments started calling a N number for advice on various <unk> issues <eos> and the new syndicated reality show hard copy records viewers ' opinions for possible airing on the next day 's show <eos> interactive telephone technology has taken a new leap in <unk> and television programmers are racing to exploit the possibilities <eos> eventually viewers may grow <unk> with the technology and <unk> the cost <eos> but right now programmers are figuring that viewers who are busy dialing up a range of services may put down their <unk> control <unk> and stay <unk> <eos> we 've been spending a lot of time in los angeles talking to tv production people says mike parks president of call interactive which supplied technology for both abc sports and nbc 's consumer minutes <eos> with the competitiveness of the television market these days everyone is looking for a way to get viewers more excited <eos> one of the leaders behind the expanded use of N numbers is call interactive a joint venture of giants american express co. and american telephone & telegraph co <eos> formed in august the venture <unk> at&t 's newly expanded N service with N <unk> computers in american express 's omaha neb. service center <eos> other long-distance carriers have also begun marketing enhanced N service and special consultants are <unk> up to exploit the new tool <eos> blair entertainment a new york firm that advises tv stations and sells ads for them has just formed a
It is same with https://raw.githubusercontent.com/tomsercu/lstm/master/data/ptb.test.txt
In [17]:
print(' '.join([ptb_id_word_dict[i] for i in test[:300]]))
no it was n't black monday <eos> but while the new york stock exchange did n't fall apart friday as the dow jones industrial average plunged N points most of it in the final hour it barely managed to stay this side of chaos <eos> some circuit breakers installed after the october N crash failed their first test traders say unable to cool the selling panic in both stocks and futures <eos> the N stock specialist firms on the big board floor the buyers and sellers of last resort who were criticized after the N crash once again could n't handle the selling pressure <eos> big investment banks refused to step up to the plate to support the beleaguered floor traders by buying big blocks of stock traders say <eos> heavy selling of standard & poor 's 500-stock index futures in chicago <unk> beat stocks downward <eos> seven big board stocks ual amr bankamerica walt disney capital cities\/abc philip morris and pacific telesis group stopped trading and never resumed <eos> the <unk> has already begun <eos> the equity market was <unk> <eos> once again the specialists were not able to handle the imbalances on the floor of the new york stock exchange said christopher <unk> senior vice president at <unk> securities corp <eos> <unk> james <unk> chairman of specialists henderson brothers inc. it is easy to say the specialist is n't doing his job <eos> when the dollar is in a <unk> even central banks ca n't stop it <eos> speculators are calling for a degree of liquidity that is not there in the market <eos> many money managers and some traders had already left their offices early friday afternoon on a warm autumn day because the stock market was so quiet <eos> then in a <unk> plunge the dow
In [ ]:
Content source: corochann/chainer-hands-on-tutorial
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