In [75]:

    

#Importing libraries
import nltk
import random
from sklearn.model_selection import train_test_split
import numpy as np
import pandas as pd

import matplotlib.pyplot as plt
import seaborn as sns

import time


nltk.download('treebank')
nltk.download('universal_tagset')


    

    




[nltk_data] Downloading package treebank to /root/nltk_data...
[nltk_data]   Package treebank is already up-to-date!
[nltk_data] Downloading package universal_tagset to /root/nltk_data...
[nltk_data]   Package universal_tagset is already up-to-date!






    
Out[75]:





True

In [17]:

    

# reading the Treebank tagged sentences
nltk_data = list(nltk.corpus.treebank.tagged_sents(tagset='universal'))


    

In [18]:

    

#check some details 
print(nltk_data[:5])


    

    




[[('Pierre', 'NOUN'), ('Vinken', 'NOUN'), (',', '.'), ('61', 'NUM'), ('years', 'NOUN'), ('old', 'ADJ'), (',', '.'), ('will', 'VERB'), ('join', 'VERB'), ('the', 'DET'), ('board', 'NOUN'), ('as', 'ADP'), ('a', 'DET'), ('nonexecutive', 'ADJ'), ('director', 'NOUN'), ('Nov.', 'NOUN'), ('29', 'NUM'), ('.', '.')], [('Mr.', 'NOUN'), ('Vinken', 'NOUN'), ('is', 'VERB'), ('chairman', 'NOUN'), ('of', 'ADP'), ('Elsevier', 'NOUN'), ('N.V.', 'NOUN'), (',', '.'), ('the', 'DET'), ('Dutch', 'NOUN'), ('publishing', 'VERB'), ('group', 'NOUN'), ('.', '.')], [('Rudolph', 'NOUN'), ('Agnew', 'NOUN'), (',', '.'), ('55', 'NUM'), ('years', 'NOUN'), ('old', 'ADJ'), ('and', 'CONJ'), ('former', 'ADJ'), ('chairman', 'NOUN'), ('of', 'ADP'), ('Consolidated', 'NOUN'), ('Gold', 'NOUN'), ('Fields', 'NOUN'), ('PLC', 'NOUN'), (',', '.'), ('was', 'VERB'), ('named', 'VERB'), ('*-1', 'X'), ('a', 'DET'), ('nonexecutive', 'ADJ'), ('director', 'NOUN'), ('of', 'ADP'), ('this', 'DET'), ('British', 'ADJ'), ('industrial', 'ADJ'), ('conglomerate', 'NOUN'), ('.', '.')], [('A', 'DET'), ('form', 'NOUN'), ('of', 'ADP'), ('asbestos', 'NOUN'), ('once', 'ADV'), ('used', 'VERB'), ('*', 'X'), ('*', 'X'), ('to', 'PRT'), ('make', 'VERB'), ('Kent', 'NOUN'), ('cigarette', 'NOUN'), ('filters', 'NOUN'), ('has', 'VERB'), ('caused', 'VERB'), ('a', 'DET'), ('high', 'ADJ'), ('percentage', 'NOUN'), ('of', 'ADP'), ('cancer', 'NOUN'), ('deaths', 'NOUN'), ('among', 'ADP'), ('a', 'DET'), ('group', 'NOUN'), ('of', 'ADP'), ('workers', 'NOUN'), ('exposed', 'VERB'), ('*', 'X'), ('to', 'PRT'), ('it', 'PRON'), ('more', 'ADV'), ('than', 'ADP'), ('30', 'NUM'), ('years', 'NOUN'), ('ago', 'ADP'), (',', '.'), ('researchers', 'NOUN'), ('reported', 'VERB'), ('0', 'X'), ('*T*-1', 'X'), ('.', '.')], [('The', 'DET'), ('asbestos', 'NOUN'), ('fiber', 'NOUN'), (',', '.'), ('crocidolite', 'NOUN'), (',', '.'), ('is', 'VERB'), ('unusually', 'ADV'), ('resilient', 'ADJ'), ('once', 'ADP'), ('it', 'PRON'), ('enters', 'VERB'), ('the', 'DET'), ('lungs', 'NOUN'), (',', '.'), ('with', 'ADP'), ('even', 'ADV'), ('brief', 'ADJ'), ('exposures', 'NOUN'), ('to', 'PRT'), ('it', 'PRON'), ('causing', 'VERB'), ('symptoms', 'NOUN'), ('that', 'DET'), ('*T*-1', 'X'), ('show', 'VERB'), ('up', 'PRT'), ('decades', 'NOUN'), ('later', 'ADJ'), (',', '.'), ('researchers', 'NOUN'), ('said', 'VERB'), ('0', 'X'), ('*T*-2', 'X'), ('.', '.')]]

In [33]:

    

# we will need to split here as train and test needs to happen on entire sentences
# Splitting into train and test
random.seed(100)
train_set, validation_set = train_test_split(nltk_data,test_size=0.05)

print("Total Training Sentences  : " + str(len(train_set)))
print("Total Validations Sentences : " + str(len(validation_set)))
print(train_set[:5])


    

    




Total Training Sentences  : 3718
Total Validations Sentences : 196
[[('But', 'CONJ'), ('a', 'DET'), ('1948', 'NUM'), ('law', 'NOUN'), ('barred', 'VERB'), ('the', 'DET'), ('``', '.'), ('dissemination', 'NOUN'), ("''", '.'), ('of', 'ADP'), ('that', 'DET'), ('material', 'NOUN'), ('in', 'ADP'), ('the', 'DET'), ('U.S.', 'NOUN'), ('.', '.')], [('Mr.', 'NOUN'), ('Spiegel', 'NOUN'), ("'s", 'PRT'), ('next', 'ADJ'), ('career', 'NOUN'), ('move', 'NOUN'), ('is', 'VERB'), ('a', 'DET'), ('subject', 'NOUN'), ('of', 'ADP'), ('speculation', 'NOUN'), ('on', 'ADP'), ('Wall', 'NOUN'), ('Street', 'NOUN'), ('.', '.')], [('Traders', 'NOUN'), ('said', 'VERB'), ('0', 'X'), ('prices', 'NOUN'), ('also', 'ADV'), ('were', 'VERB'), ('supported', 'VERB'), ('*-1', 'X'), ('by', 'ADP'), ('widespread', 'ADJ'), ('rumors', 'NOUN'), ('that', 'ADP'), ('the', 'DET'), ('Soviet', 'NOUN'), ('Union', 'NOUN'), ('is', 'VERB'), ('on', 'ADP'), ('the', 'DET'), ('verge', 'NOUN'), ('of', 'ADP'), ('*', 'X'), ('receiving', 'VERB'), ('most', 'ADV'), ('favored', 'ADJ'), ('nation', 'NOUN'), ('status', 'NOUN'), ('from', 'ADP'), ('the', 'DET'), ('U.S.', 'NOUN'), ('.', '.')], [('This', 'DET'), ('being', 'VERB'), ('Britain', 'NOUN'), (',', '.'), ('no', 'DET'), ('woman', 'NOUN'), ('has', 'VERB'), ('filed', 'VERB'), ('an', 'DET'), ('equal-opportunity', 'NOUN'), ('suit', 'NOUN'), (',', '.'), ('but', 'CONJ'), ('the', 'DET'), ('extent', 'NOUN'), ('of', 'ADP'), ('the', 'DET'), ('problem', 'NOUN'), ('surfaced', 'VERB'), ('this', 'DET'), ('summer', 'NOUN'), ('in', 'ADP'), ('a', 'DET'), ('series', 'NOUN'), ('of', 'ADP'), ('letters', 'NOUN'), ('to', 'PRT'), ('``', '.'), ('The', 'DET'), ('Ringing', 'NOUN'), ('World', 'NOUN'), (',', '.'), ("''", '.'), ('a', 'DET'), ('weekly', 'ADJ'), ('newspaper', 'NOUN'), ('for', 'ADP'), ('ringers', 'NOUN'), ('.', '.')], [('Stephen', 'NOUN'), ('Salmore', 'NOUN'), (',', '.'), ('a', 'DET'), ('political', 'ADJ'), ('scientist', 'NOUN'), ('at', 'ADP'), ('New', 'NOUN'), ('Jersey', 'NOUN'), ("'s", 'PRT'), ('Eagleton', 'NOUN'), ('Institute', 'NOUN'), (',', '.'), ('says', 'VERB'), ('0', 'X'), ('it', 'PRON'), ("'s", 'VERB'), ('another', 'DET'), ('example', 'NOUN'), ('of', 'ADP'), ('an', 'DET'), ('ad', 'NOUN'), ('that', 'DET'), ('*T*-1', 'X'), ("'s", 'VERB'), ('true', 'ADJ'), ('but', 'CONJ'), ('not', 'ADV'), ('fully', 'ADV'), ('accurate', 'ADJ'), ('.', '.')]]

In [34]:

    

# Create List of Word and Tokens
WordTagPairList = [pair for sent in train_set for pair in sent]
print(WordTagPairList[:5])


    

    




[('But', 'CONJ'), ('a', 'DET'), ('1948', 'NUM'), ('law', 'NOUN'), ('barred', 'VERB')]

In [40]:

    

# Finding Total Data, Unique words and Tags
print("Total Word Tag Pairs : " + str(len(WordTagPairList))) 

wordTokens = [pair[0] for pair in WordTagPairList]
tagTokens = [pair[1] for pair in WordTagPairList]

#Unique word tokens is the vocabulary
Vocab = set(wordTokens)
#Unique Tags are the tag set
TagSet = set(tagTokens)

print("Vocab List : " +str(Vocab))
print("Unique Vocab Size : " + str(len(Vocab))) 
print ("Tags List : " + str(TagSet))
print("Unique Tags Size : " + str(len(TagSet)))


    

    




Total Word Tag Pairs : 95527
Vocab List : {'frequently', 'Piero', 'sent', '*T*-226', 'carefree', '*-83', 'Telerate', 'high-volume', 'labor-management', 'narcotics', 'vague', 'Irving', 'decorator', 'switched', 'ordering', 'diplomatic', 'two-tiered', 'retailing', 'Sable', 'research', 'established', 'Sure', 'machinery', 'symptoms', 'based', 'DD', '340,000', 'Earnings', 'organization', 'one-yen', 'revived', 'bottlenecks', 'encourage', 'grown', 'Seagate', 'Waterloo', 'partial', 'Rotie', 'monopolize', 'sought', '*T*-66', 'Heatherington', 'period', '1.35', 'hierarchical', 'Newspapers', 'Reuter', 'McDonald', 'Basic', 'consist', '14.00', 'Can', 'defined', 'Treasury', 'incest', '*T*-172', 'asset', 'non-biodegradable', 'Class', 'frantic', 'billed', '5.8', 'security', 'Nature', 'Romanee-Conti', 'expectations', 'charges', 'because', 'Lake', 'Kathryn', 'judges', '500,000', 'adviser', 'surely', 'near', 'gunship', 'single-handedly', 'Macmillan\\/McGraw-Hill', 'sources', 'fails', 'Somerset', '*T*-46', 'Security', 'Chong-sik', '3', 'Prior', 'As', 'Jeffrey', 'Of', '28.6', '11,000', 'manage', 'between', 'Small', 'Marie', 'TROUBLES', 'weighed', '3.7', 'flights', '27', 'causing', 'viewers', 'cartoonist', 'wrongdoing', 'return', 'not', 'Vega', 'formed', 'Alexander', 'open-top', 'approached', 'sold', 'standards', '5.57', 'muscling', 'Fremantle', 'passing', 'Brown', 'yen-support', 'reduce', 'hypocrisy', 'Edward', 'despise', '1,200', 'encircling', '*T*-54', 'preferred', 'defuse', 'size', 'Vos', 'initialing', 'Fundamentalists', 'modems', 'rationed', 'cutthroat', '3.4', 'CTB', 'endless', 'widgets', 'waterworks', '*T*-167', 'six', 'processes', 'reforms', 'possess', '1925', 'essays', 'protections', 'explosion', 'rebellion', 'grade', 'accordance', 'Washington-based', 'backlog', 'threatens', '8.04', '361,376', 'unveiled', 'agree', 'Thunderbird', '1,460', 'Train', 'specified', '449.04', 'believed', '14.13', 'Israel', 'exporters', 'Citadel', 'leveraging', 'Nuys', 'spurred', 'substantially', 'Goodman', 'Five', 'robbed', '858,000', 'mergers', 'disadvantage', '*-78', 'Clairton', 'judgments', '*T*-249', 'payable', 'Lurgi', 'ENDED', 'nominee', 'Gaja', 'concept', 'CLEARS', 'converted', 'Collins', 'Attwood', 'failures', 'protocols', 'July', '99', 'Drug', '*T*-151', 'survival', '6.70', 'Nagano', 'absorbed', 'rapists', '29.3', 'disapproval', 'soft', 'narrow', 'Sigmund', 'network', 'incentive-bonus', 'undercutting', 'Burgundies', 'solved', 'contacted', '*-3', 'DES', 'sheets', 'screened', 'drinks', 'Occidental', 'stars', 'reading', 'give', 'necessarily', '*T*-223', 'perpetuates', 'bridges', 'there', '33', '*-105', 'American-style', 'breathed', 'tutorials', '39', 'Publications', 'rural', 'tie-breaking', 'bottom-line', 'gave', 'Barron', 'visits', '40-year-old', 'prompted', '55-a-share', 'nullified', 'irony', 'Youths', 'chassis', 'graduated', 'Defending', 'sweatshirts', 'unenthusiastic', 'owned', 'Wells', 'speaking', 'sociology', 'stance', 'energy-services', 'together', 'Jerry', 'Winning', 'satisfactorily', 'possessed', 'Pitney', 'reeling', 'specialist', 'Haven', 'preparatives', 'forcing', 'profit', 'reap', 'ought', 'exploration', 'System', 'finished', 'Old-House', 'News', 'McMillin', 'collected', 'record-keeping', 'observed', 'Confronted', 'curse', 'continuous', 'seeks', 'possibly', 'associate', 'guarantees', '361.8', 'concerns', 'Frank', 'Michael', 'dumbfounded', 'capacity', 'repair', 'Here', 'raspberry', 'sights', 'crossing', 'hard-hitting', 'Rice', 'Herald-American', 'largely', 'U.S.-Japan', 'share', '1997', 'J.P.', 'teams', '28.25', 'ornamental', 'engineers', 'offending', 'Uncertainty', 'lines', 'Datapoint', '10th', 'Sigler', 'presidents', 'anytime', 'LANDOR', '494.50', 'Voice', '23,000', 'bowed', 'wish', 'curses', 'lenders', 'studiously', 'Wellcome', 'new', 'tender', 'motive', 'current-carrying', '*T*-103', '*T*-258', 'Crude', 'naming', 'unsettling', 'Orrick', 'crackdown', 'necks', 'Chile', 'then-Speaker', '27.1', 'LOAN', 'lost', 'diminished', '0.60', '*T*-162', '3,600', 'scandals', 'sad', 'prosecuted', 'ankle', 'on', '7.5', 'credit', 'INTERPUBLIC', 'duckling', '138', 'triple', 'A.D.', 'impartial', 'ticket', '30s', 'Montedison', 'day', 'trend', 'Mo.-based', 'fault', 'asking', 'arrangement', 'hugging', 'big-ticket', 'big-time', 'safety', 'logjam', '*T*-8', 'fast-food', 'straight', 'mixed', 'sole', 'certified', 'HHS', 'parlors', 'Compare', 'bought', 'material', 'Perch', 'Lizhi', 'asbestos-related', 'arched', 'mating', '6.4', 'later', 'model', 'tiny', 'reacted', 'Or', '*T*-111', 'rapidly', 'budding', 'meeting', '89.9', 'achievement', 'cited', 'Centers', 'discourage', 'halls', 'build', 'provoked', 'imminent', 'Mickey', 'Mayor', 'Noriega', 'Champagne', 'disk', 'vs.', 'psychiatric', 'conceivable', 'Says', 'GMAC', 'estimation', 'intervention', '*-60', 'subsidiaries', 'representatives', 'analyze', 'networks', '1.20', 'exchange', 'predicting', 'one-country', 'engineer', 'New', 'confuse', 'rallying', 'spent', 'funny', 'Carballo', 'disseminate', 'NEW', 'covers', 'cereal', 'matches', 'anticipated', 'Tailors', 'Hartford', 'white', 'Possibly', 'provides', 'counterrevolutionary', 'spend', 'involve', 'dilemma', 'Orville', 'beg', 'six-bottle', 'forthcoming', 'Egnuss', '1986-87', 'electronic', 'Rieslings', 'somehow', 'justify', 'Conference', 'agreement', 'problem', 'Lorillard', 'dirtiest', 'worked', 'seasonal', 'unexpected', 'profitable', 'texture', 'generators', 'clothing', '*T*-169', 'Materials', 'as', 'Clark', 'Water', 'pulling', 'one-day', '7.62', '2.7', 'OF', 'nominees', 'stretched', '3.04', '11.57', 'gauge', 'some', '120,000', '92.9', 'accepting', 'Insight', 'choose', 'Cooper', 'EXCHANGE', 'yes', '*T*-56', 'loyalty', 'weird', 'Banks', 'Randolph', 'foul', 'was', 'par', 'reached', 'test-drive', '*T*-161', 'D.', 'supposedly', 'households', 'Tip', 'entice', 'opening', 'Research', 'place', 'winter', 'intermediate', 'Rowe', 'Show', 'enlarged', 'Veselich', 'sacrifice', 'Leon', 'project', '*T*-31', '28', 'furious', 'Shepperd', '3436.58', 'helpful', 'steadily', 'effectively', 'reasserts', 'Hoffman', 'bottom', 'purhasing', ':', 'areas', 'exemption', 'decisions', 'plot', 'erect', 'architecture', 'march', 'closer', 'reserves', 'premiere', 'demonstrating', 'Old', 'citizen', '*-52', 'tag', 'catch', 'Tokyu', '49', 'Experts', 'father', 'dinner', 'draw', 'editing', 'Hawaii', 'improve', 'twindam', 'Us', 'skills', 'With', 'That', 'sidelines', 'programs', 'group', 'directionless', 'indeed', 'complex', 'shipments', '*T*-16', 'inmates', 'NBI', 'ASLACTON', 'Porter', 'evoke', 'Riyadh', 'Ford', 'abuzz', 'unsettled', 'ward', 'Hot', 'assume', 'Mo', 'promotional', 'low-ability', 'Jennison', '3,040,000', '38.5', 'complaint', 'moved', 'Giants', 'impudent', 'downtown', 'Vanderbilt', 'alcohol', 'gangs', 'account', 'disease', 'behind', 'infrequent', 'wave', 'budget', 'Borge', 'C-130', '55.1', 'relief', 'Pickens', 'Belt', 'nonetheless', 'improves', 'unveil', 'indicating', 'Matthews', 'deteriorating', 'spokesman', 'registered', 'idea', 'Not', 'suspect', 'Namibia', '1980', 'dating', 'banning', 'levels', '64', 'Ariz.', 'litigation', 'high-polluting', 'mend', 'Television', 'Northern', '155', 'duty-free', '960', 'Wright', 'aggressively', 'shipyards', 'Encouraging', 'pride', 'quote', 'advise', 'quoting', 'synthetic', 'nose', 'can', 'stressed', 'fearful', 'Angels', 'microprocessor', 'bombers', 'appoint', 'killed', 'alleged', 'response', 'symbol', 'usurp', '1,500', 'spur', '*T*-10', 'simulates', 'INS', 'characterizing', 'fundamental', 'lessening', '415.8', 'foldability', '1996', 'longer-term', 'Hitachi', 'C.J.B.', 'qualify', 'hopes', 'investment', 'ordinary', 'personal', 'diaper', 'fuming', 'slump', 'safe-deposit', 'impact', 'non-farm', 'arrived', 'records', 'Compound', 'Mergers', 'high-tech', '8.56', 'more-efficient', 'NRDC', 'Garry', 'shake', 'week', 'forces', 'squeezed', 'Heidelberg', 'Only', 'Donuts', 'premium', '69-point', 'learn', 'copying', 'sector', 'banking', 'Tyre', 'Pretty', 'Silicon', '36-day', 'ranks', 'unfunded', '2', 'assembly', 'Prof.', 'join', 'wheel-loader', 'foods', 'child', 'takeover-stock', 'details', 'Knapp', 'turns', '*', 'statement', 'wheat', 'tell', 'factoring', 'Spillane', 'Institute', 'Ellis', 'Chairman', 'Rick', 'success', 'Petersen', '2.25', 'truck', 'desktop', 'helping', 'intended', 'cleanliness', '*-144', 'separation', 'begun', '80.50', 'Chiodo', 'These', 'Felten', 'troublesome', 'funded', 'Fulham', '350', 'aftereffects', '*-72', 'Grange', 'casts', 'premises', 'matter', 'Xerox', 'Being', 'altogether', '*T*-166', 'Heiwado', 'Wood', '29year', 'jurisdiction', 'sellers', 'North', 'concede', 'resignation', '18,444', 'Homeless', 'Springs', 'long-tenured', 'hustlers', 'bounce', 'CALL', '*T*-108', 'Recently', 'Kaminski', 'His', 'Pauline', '*-18', 'viewing', '14.43', '*-8', 'Vargas', 'parties', 'Prize', 'certificates', 'Mich.', 'Following', 'Maxwell', 'demonstrators', 'drearier', 'overriding', 'avert', 'Bermuda-based', 'Jacob', 'hitting', 'Fourth', '1903', '90-cent-an-hour', 'fawning', 'cow', '*-134', 'Marty', 'Coca-Cola', '271-147', 'Donaldson', 'Portugal', 'close-up', 'PAP', 'calls', 'Senior', 'marketers', 'Novello', 'fleeting', 'signals', 'designer', 'outright', 'completed', 'progressive', 'depression', '5.2180', 'again', 'dean', 'exists', 'why', 'overruns', 'managements', 'leadership', 'Pepperidge', 'Kingdom', 'parishioners', 'Appeals', 'supply', 'fought', 'coincidental', 'select', 'Odyssey', 'X', 'non-U.S.', '100-megabyte', 'odds', 'Spanish', '280', 'mid-size', 'superiors', 'Financing', 'Charlotte', 'define', 'Competes', 'prescient', 'investing', '*T*-219', 'predispose', 'Retin-A', 'March', '*T*-117', '*T*-124', 'white-collar', 'emasculate', 'LATE', 'Tache', 'Ailes', 'skittishness', 'expenses', 'grand', 'weigh', 'Scherer', 'Fernando', 'introduce', 'plugged', 'administer', 'Code', '89,500', 'reversal', 'cutting', 'culprit', 'Guarantee', 'victims', 'cake', 'ritual', 'medicine', '*T*-29', '70', 'teach', 'abroad', 'pace', 'devoted', 'obligation', 'nominated', 'sympathy', 'lyrics', 'Dolphin', 'acres', 'acceleration', 'LTV', 'bonds', '10', 'attracts', 'avenues', 'Schaefer', 'five', 'Thousands', '*-135', 'cement', 'Najarian', 'surprising', 'classes', 'qualities', 'history', '41.60', 'injuring', 'Soldado', 'recovered', 'wonder', 'traveled', 'Evans', 'swim', 'glamorize', 'jockeys', 'aesthetic', 'lower', 'Soho', 'five-inch', 'Mercedes', 'Graham', 'subscriber', 'speaks', 'innovative', 'cater', 'Ratner', 'Angelo', 'Stronach', '1990-91', 'Moscow', 'Note', 'Agriculture', 'surgeon', 'varied', 'undersecretary', 'constraints', 'biscuit', 'anti-morning-sickness', 'forecasting', 'course', 'environmental', 'relevance', 'Hungary', 'pointing', 'hospital', 'Maine', 'Atlantic', 'implicit', 'Houston', 'Roof', 'contributions', 'editorially', 'bell-ringing', 'Court', 'hither', 'eager', 'list', 'statute', 'Walker', '127.03', '191.9', 'steelmakers', '38.375', 'Taiwan', 'avid', 'light-truck', '*-74', 'beauty', 'bonus', '45.2', '111', 'Gardner', 'Terrence', 'Traditional', 'unknown', 'blow', 'eating', '29.9', 'mistake', 'Delaware', 'Basham', 'Soup', 'searching', 'unwashed', 'Kenneth', '8.45', 'judicial', 'publisher', 'Equitable', 'emigres', 'Francisco', 'Ringing', 'sparked', 'W.R.', 'THE', 'warrant', 'completion', 'valuations', 'starts', '10-lap', 'Santa', 'semiannual', 'peaks', '3.43', '*EXP*-1', 'buys', 'shaken', 'sudden', '70-a-share', 'Commission', 'craft', 'Lonski', '61', 'unethical', 'sometimes-exhausting', 'pressure', 'varying', 'ratings', 'hung', '3\\/4', 'squeeze', 'Clara', '767', '24', 'Those', 'calculated', 'involves', 'Ratners', 'borders', 'Johnson', 'regulators', 'backyard', 'concluded', 'told', 'Bolivia', 'Employment', 'BRAMALEA', 'knowledge', 'sacked', 'Martin', 'defeat', 'proceedings', 'church', 'successfully', 'warns', 'accusing', 'hill', '2019', 'INQUIRY', 'industry', 'Norwegian', 'tasty', 'looming', 'unpleasant', 'costly', 'helped', 'Diamond', 'drove', '*-38', 'worksheets', 'radio', 'regret', 'Joe', 'Upham', 'adapted', 'mudslinging', '88', 'Switzerland', 'distinguished', 'farmers', 'upstate', 'test', 'Conduct', 'vacations', 'heated', 'additions', 'more-advanced', 'Ward', 'lessen', 'surrounding', 'toilet', 'We', 'interest-rate', 'rules', '87-store', 'jurisdictional', 'fortunes', 'dropped', 'phase', 'alumni', 'broke', 'Billings', 'crapshoot', 'lookee-loos', '1614', 'halts', 'seasonally', 'faith', 'Citizens', 'oppose', '5.63', 'product', 'century', 'Duchossois', 'gotten', 'Atlanta-based', 'municipalities', 'tuck', 'unconsolidated', 'Clemens', 'CEOs', 'this', 'slower', 'contributing', 'wrenching', 'ire', 'yourself', 'medical', '9\\/32', 'exporter', 'stop', 'offers', 'architect', 'telephone', 'decliners', 'lynch-mob', 'sets', 'resolve', '8.53', 'zone', 'Book', 'vote', 'Glenn', 'lend-lease', 'mortgage-backed', 'station', 'dividing', 'lifes', 'portrayal', '13.8', '1.1650', 'Darkhorse', 'serial', 'shift', 'Electric', 'pricing', '7.63', 'criticized', 'exploit', 'volunteer', 'Marathon', 'Del', 'stockpiles', 'MacLellan', '55-year-old', 'Knopf', 'phone', 'spackle', 'knowledgeable', 'technologies', '18-a-share', 'statistics', '*T*-183', 'lengthened', 'indexers', 'asserts', 'original', 'regulatory', 'growers', 'Rather', '*-49', 'blood-cell', 'executed', 'slashing', '3.75', 'seconds', 'intertitles', 'Unicorp', 'Kangyo', 'Nomenklatura', 'bribery', 'Earlham', '*-127', 'doctorate', 'permits', 'lab', 'school-district', 'ultimate', 'systems', 'dirty', 'sue', 'Petrus', 'economies', 'Institution', 'Yorkers', '*-130', 'mandates', 'Educational', 'Norman', 'revolves', 'division', 'b', 'thin', 'elections', '750', 'treatment', 'accurately', 'AIDS', 'mirror', '*T*-37', 'secondary', 'Equal', 'amount', 'Harris', 'Bradley', 'shortages', 'automatic', 'manager', 'answers', 'skidded', '227', 'exposure', 'stripped', 'SDI', '103', '7.78', 'slowdown', 'fared', 'procurement', 'generally', 'proved', 'plagued', '8.50', 'preserving', 'Conn', 'problems', 'moments', 'Kerensky', 'vacant', '7.74', 'Parent', 'bloc', 'accord', 'stimulating', 'sluggish', 'therapies', 'disaster', 'ran', '59', 'combine', 'gradually', 'unsuccessfully', 'weekly', 'MORTGAGE', 'Taizo', '550,000', 'scared', 'upscale', '30.6', 'unfair-trade', 'applicability', 'affect', 'label', 'subskill', 'striking', 'President', 'Again', 'clipped', 'personnel', 'realized', 'hardest-hit', 'ranked', 'inadequate', 'facing', 'Whether', 'Fairlawn', 'textile', 'widow', 'successor', 'readings', '31', 'hobbyists', 'arbitrage', 'called', '1956', 'deficit', 'peaceful', 'Other', 'boosters', 'Wild', 'survey', 'fail', 'stringently', 'related', 'usual', '154,240,000', '0.82', 'authority', 'OSHA', 'editorial', '*-123', 'Huge', 'off-off', 'region', '16.68', '1\\/2', 'instruments', 'gubernatorial', 'followed', 'Gerald', 'showings', 'great', '92', 'Legal', 'Communist', 'eighth', '18.95', 'Constitutional', 'benefited', 'category', 'sentimental', 'Latour', 'correspondence', 'Pate', '*T*-121', 'Macmillan', 'friendship', 'assumed', 'Oh', 'Inland', 'class', 'Bonnell', 'Timex', 'replies', '203', 'compares', 'underwent', 'coaching', '176.1', 'recess', 'Make', 'Criticism', '85.7', 'genie', 'experiencing', 'Ranieri', 'supported', 'shrug', '1.457', "'s", 'GM', 'wheels', '145', 'Parents', 'Driskill', 'Abbot', 'Minneapolis', 'his', 'consumers', 'merged', "'40s", '188.84', 'companies', 'engaged', 'war-damaged', 'retail', 'throughout', 'Numerous', 'multinationals', 'Hammerschmidt', 'attack', 'ethical', 'self-esteem', 'scrape', 'castle', 'effects', '*T*-23', 'approximately', '4.8', 'boots', 'admitting', 'index', 'astronomical', 'parents', 'Federal', '50,000', 'gets', 'liberal', 'States', 'weight', 'War', 'deadwood', '1.916', 'Certainly', '2.29', 'architectural', 'guided', '*T*-72', 'recipient', 'Rep.', 'ships', 'evaluation', 'strains', 'downgrade', 'tubular', '266', 'explains', 'Seahorse', 'advanced', 'mulling', '*-93', 'Crew', 'overpriced', 'persuade', 'City', 'placement', 'falling', 'six-packs', '0.50', '170', 'price', 'buy-outs', 'cumbersome', 'High-grade', 'crystal-lattice', 'unit', 'logistical', 'include', 'fledgling', 'Murakami', 'chance', 'yttrium-containing', 'rumors', 'potential', 'stock-selection', 'Lure', 'clearly', '29', 'strapped', 'single-family', 'numerous', 'Europe', 'segment', 'Died', 'moderate', 'planner', 'County', '3057', 'Sandinista', 'markdown', 'rape', '-RRB-', '30-year', 'Oy', '9.3', '9.82', 'profess', 'move', 'redeem', 'Harvard', 'imply', 'poured', 'am', 'Urban', 'He', 'aspires', 'please', 'Chemical', 'attempt', '*T*-193', 'widely', '*-43', 'Reames', 'barges', '4.2', 'sinister', 'local', 'gigantic', 'Markey', 'Taking', 'speed', 'sends', 'merchants', 'regions', 'Alfred', 'leasing', 'amid', 'comeback', 'pickups', 'clean', 'reviewed', 'recovery', 'identified', 'prison', 'insolvency', '*T*-248', '30', 'confident', 'foot', 'civil', 'perceives', 'American', 'multiples', 'shrinking', '9', 'low-ball', '*-122', 'complexes', 'lying', '*T*-81', 'thinks', 'obligated', 'aces', 'amps', 'sketching', 'negotiate', 'gas', 'Stieglitz', 'masters', '16,000', 'piece', 'shall', 'presentation', 'troop', 'employs', 'ASSOCIATION', 'watchers', 'Leighton', 'Asked', 'slogan', 'removing', 'exercisable', 'Conn.based', 'stairs', 'pushing', 'valued', '*T*-198', 'Johns', 'akin', 'October', 'eases', 'spirits', 'benchmarks', 'Productions', 'shovels', 'Fulton', 'Safety', 'apparently', 'belongs', 'Perpetual', 'evaluated', 'Tulane', 'another', 'taper', 'tax', 'Reupke', 'aggressive', 'S.A', 'stereo', 'heightened', "'m", '180', 'overhead', 'Latin', 'And', '1998', 'hoped', 'tad', 'pitting', 'side', 'Hayes', '*-39', 'north', '*T*-199', '32.8', 'drawing', 'homework', 'designing', 'disapprove', '*-12', 'considerable', 'living', 'contesting', 'soared', '*T*-62', 'pet', 'role', 'Colorliner', 'buyer', 'newsworthy', 'compatible', 'payouts', 'Indiana', 'zinc', 'Telegraph', 'Saturday', 'inform', 'Holt', 'Mehrens', 'Micronite', 'redemption', 'White', 'ambitions', 'champions', 'Cannell', 'off-year', 'died', 'Betting', '*T*-39', '0.25', 'Whelen', 'resistant', 'comfortably', 'lasting', 'concessions', 'greenmailer', 'Stadiums', 'growing', '*-16', 'old-time', 'versions', 'economic', 'then', 'Post', 'auto', 'primarily', 'added', 'harsh', 'Dana-Farber', '0.1', 'Inouye', 'appropriation', 'bloods', 'diplomacy', 'Robbie', 'Squier', 'livestock', 'Society', 'Each', 'LIBOR', 'Grandsire', 'Fewer', 'for', 'chaired', 'estimates', '7.80', 'warehousing', 'dollar', 'exchanging', 'larger-than-normal', 'Wayne', 'unitholders', 'altruistic', 'entitles', 'Brussels', '6.25', 'provoke', 'double-digit', 'Fla.', '26,956', 'lap-shoulder', 'seized', 'Contras', 'betting', 'teacher', 'Michaels', '2.44', 'era', 'civics', 'Patents', 'ratepayers', 'renovation', 'Yquem', '1.50', 'suppression', 'goodies', 'House-Senate', 'Acceptance', 'traded', 'witches', 'denies', 'implementation', 'obvious', 'Fund', 'TREASURY', 'arbs', 'kicked', 'facility', 'settled', 'Dinkins', 'cushioned', 'type', 'stick', 'zero', 'assistant', 'toy', 'motor-home', '51.6', 'Pennsylvania', 'bicameral', 'cars', 'review', 'immediate', 'Knowing', 'electrical', 'Andrea', 'Marcus', 'defines', '177', 'how-to', 'indicate', 'Hummerstone', 'unfilled', 'suitors', '62', '1984', 'producing', 'sheet', 'Deregulation', 'Fang', 'formula', 'repaired', 'restriction', 'properly', '*T*-63', 'featured', 'asset-sale', 'Bromwich', 'ENERGY', 'scream', 'Champion', 'breakfast', 'start-up', '*-111', 'workforce', 'computer', 'television', 'Frankly', 'Founded', 'cotton', 'Securities', 'circle', 'nations', 'presidency', 'began', 'detail', 'yields', 'leaders', 'seven-million-ton', 'soliciting', 'FALL', 'gilt', 'removed', 'affecting', 'solicitor', 'cells', 'resilient', 'acknowledges', 'Gelles', 'Solaia', 'Optical', 'caught', 'Charities', 'PETS', 'Barth', 'polyester', 'vitally', '*T*-19', '1917', 'hidden', 'anti-abortion', 'overtime', 'gambling', 'restructures', 'sidestep', 'Ogilvy', 'tendered', 'barge', 'Foods', 'Destinations', 'decided', 'newly', 'program', 'If', 'nonrecurring', 'certificate', 'spreads', 'signs', 'OVER', 'information-services', 'mammoth', 'associates', 'Investor', 'warranties', 'bearish', 'World-Wide', 'obviously', '1787', 'current', '13.73', 'undesirable', 'forms', 'fainting', 'approve', 'uptick', 'override', 'replicating', 'cease-fire', 'Carolina', '25-year-old', 'Government', 'Absorbed', 'boys', 'perfectly', 'machine', '3.253', 'custom', 'the', 'gloss', 'having', 'bottles', 'nearly', 'trigger', 'precise', 'rescheduled', 'Mr.', 'tests', 'older', 'Contra', '2645.90', 'steel', 'originally', 'mobilizing', 'stirred', 'liquid', 'administrations', 'commitment', '377.60', 'dashes', 'Kondo', 'sufficiency', 'tooth', 'never', 'J.', '*-22', 'rounds', 'operational', 'Heritage', 'state-owned', 'bench', 'Dynamics', 'bureaucratic', 'job', 'enter', 'proponent', 'film', 'rushed', 'denounce', 'declaring', 'advancing', 'Professional', 'LONDON', 'spaces', 'automotive-parts', 'conspicuous', 'races', 'teaching', 'Nancy', 'invented', 'swapping', 'Deryck', 'Va.', 'Audit', 'Prof', 'commercials', '16.05', 'superimposed', 'Pardus', 'recognition', 'banker', 'rentals', 'pages', 'Macmillan\\/McGraw', 'directly', 'remarkable', 'Superconductors', 'Systems', 'be', 'ACCEPTANCES', 'gelatin', 'Drobnick', '*-107', 'endorse', 'along', 'regenerate', 'assault', 'crash', 'ruling', 'silver', 'recession', 'worrying', 'representing', 'indicator', 'back', 'result', 'Mather', 'red-flag', 'honors', 'apparel', '734.9', 'banned', '150,000', 'climbed', 'senior', 'ex-dividend', 'midyear', 'Britta', 'infectious', 'generated', 'cigarettes', 'achievement-test', 'optimism', 'PAPERS', 'where', 'climbing', '3.5', 'fighters', 'principals', 'depends', 'drink', 'screenwriters', '143.93', 'fundamentalist', 'traced', 'money-losing', 'adequate', 'routine', '350,000', 'SOYBEANS', 'Trinity', 'bilateral', 'ones', 'intriguing', 'sensitivity', 'Gorman', 'financing', 'curbing', 'examination', 'decision', 'newspaper-printing', 'require', 'Las', 'shallow', 'Thursday', 'Texaco', 'overpaying', 'regard', 'posting', 'silicone', 'R.I.', '700,000', 'lunch', 'outraged', 'Information', 'card', 'park', 'crying', 'someone', 'Partners', 'backgrounds', 'Creek', '520-lawyer', 'unanimous', 'positive', 'universities', 'unattractive', 'ounce', 'themselves', 'Kansas', 'mimics', 'instances', 'discussed', 'discretion', 'restructurings', 'Wedtech', 'Hamilton', 'defying', 'maker', 'integrated', '13.90', 'immediately', 'afterwards', 'She', 'firmness', 'polluters', 'SERVICES', '--', 'deaths', 'prohibits', 'when', 'airports', 'Mostly', 'discretionary', 'B', 'regimented', '*-126', 'took', 'member', 'standpoint', 'Bates', 'challenging', 'countless', 'congressmen', 'Corton-Charlemagne', '*-21', 'Posted', 'Lancaster', 'results', 'serves', 'check', 'III', 'Horsham', 'accumulated', 'National', 'condemned', 'Palisades', 'Neither', 'black', 'emergencies', 'relegated', 'ownership', 'Photograph', 'failing', 'MONEY', 'shaping', 'markdowns', 'Huber', 'Goldinger', 'Babcock', 'longtime', 'Saitama', 'addressing', 'street', 'tags', '0.16', 'eventually', '42.1', 'Altair', 'resumes', 'convince', 'looked', 'longest', '18-year-old', 'drunk', 'ringing', 'incentives', 'replaced', 'advised', 'purposes', '-LRB-', 'A', 'bygone', 'pipe', 'Mattress', 'average', 'sub-segments', 'TV', 'nobody', 'vitriolic', 'infringed', 'code', 'Edelman', 'Report', 'information', 'beforehand', 'Pennview', 'U.S.', 'significant', 'belt', 'Gas', 'being', 'deducting', 'image', 'Service', 'Alurralde', 'nationwide', 'Koito', 'muster', 'authorizes', 'plays', 'when-issued', 'opinions', '890', 'negatives', 'Majority', 'microprocessors', 'downward', 'Pro-forma', 'colored', '32', '*EXP*-3', 'during', 'Chicago', 'Clive', 'embroiled', '200', 'Jovanovich', 'gaining', 'punishment', '176', '*-101', '*T*-165', '23.4', 'vicar', 'Fujitsu', 'falls', 'undelivered', 'hotel', 'elusive', '*-145', 'responsive', 'Trailer', 'pursued', 'designations', 'particular', 'candidate', 'Confederation', 'errors', 'cascading', 'domination', 'bless', 'Phelan', 'imposes', 'Hearst', 'airplane', 'Lauderhill', 'rally', 'protests', 'plunging', 'rumor', 'tete-a-tete', 'Pacific', '44', 'oblivion', 'pose', '*-31', 'lion', 'focusing', 'deterring', 'conduct', 'nickname', 'anti-abortionists', 'Georgetown', 'discussing', 'now', 'Yoshihashi', 'subtraction', 'doors', 'refreshing', 'saved', 'jugglers', 'blames', 'acquiring', 'subpoenaed', '60,000', 'inverted', 'Nipponese', 'officer', 'Lucille', 'Annualized', 'awarding', 'schoolboys', 'cooperating', 'Chapman', 'sell-offs', '*EXP*-2', 'clamped', 'debate', 'promising', 'universally', 'off', 'mother', 'shipboard', 'port', 'debt', 'operate', 'Sunday', 'racing', 'accountant', 'hired', 'blue', 'INTERBANK', 'evening', 'explaining', 'INTER-TEL', 'Christian', '13.1', 'reflected', 'retaining', 'Weatherly', 'Pratt', 'entrench', 'sweet', '`', 'incomes', 'parishes', 'fund', 'You', 'doctor', 'third-quarter', 'appointment', 'Commodities', 'prejudice', 'suspects', 'high-speed', 'MEDICINE', 'restraints', 'riding', 'Environmental', 'speculator', 'inverse', 'shirt-sleeved', 'Princeton', 'requesting', 'Spielvogel', 'Close', 'girl', 'Mercury', 'Stewart', 'captivating', 'dark', 'two-year', 'correcting', 'Its', "'80s", 'IRAs', 'swapped', '*T*-176', '396,000', 'cleanup', 'begins', 'regulation', '*T*-205', 'options', 'college-bowl', 'shipped', 'fabricate', 'released', 'wins', 'arms', 'receptive', 'ripen', 'combines', 'subskills', 'final', 'several', '*PPA*-2', 'index-options', 'Laura', 'thumbing', 'transferring', 'Menem', 'prestigious', 'signed', 'unitary', 'DOONESBURY', 'term', 'shows', 'mindful', 'Hold', 'crucial', 'dust', 'word-processing', 'regulations', 'Amin', 'dominating', 'economy', 'campaign', 'cry', 'grapes', 'truthful', 'pilots', 'comment', '*-19', 'Citicorp', 'cultivated', 'Stockbrokers', 'asbestosis', 'G.m.b', 'treating', 'milestones', '100,980', 'Samuel', 'beer', 'respite', 'game', 'taxpayers', '5.39', 'beheading', 'an', 'afflicted', 'northern', 'Centerbank', 'auction', 'Second', 'interrogation', 'NTG', 'experienced', 'exception', 'praised', 'Lobo', 'cheating', 'centennial', 'cadmium', 'Sherwin', '436.01', 'infusion', '!', 'Social', 'chefs', 'UNION', 'Child', '251.2', 'Feb.', 'useful', 'lightning-fast', 'lobbyists', 'apologizing', 'program-trading', 'playing', 'lot', 'Orleans-based', 'unenticing', 'confused', '*-114', 'responses', 'appetite', 'Walkman', 'content', 'Louisiana-Pacific', 'triple-A', 'Albert', 'otherwise', 'fines', 'bankers', 'Customers', 'dummies', 'holder', '286', 'Wilfred', 'person', 'breaking', 'food-shop', '*-109', 'Giant', 'helps', 'Simeon', 'de', 'trimming', 'suggest', 'orchestrated', 'reader', 'Dow', 'vowed', 'distribution', 'Cotran', '*-165', 'Raleigh', 'chain', 'differ', 'pipeline', 'Bronx', 'diluted', 'big', 'ask', 'generations', '99.1', 'numbers', 'market-based', 'protective', 'row', 'lights', 'votes', 'Rubicam', 'DEFENSE', 'takings', 'touchy', '3.28', 'competition', 'Enterprise', 'Section', 'Indianapolis', 'hurting', 'P.', 'impression', 'Fischer', 'Anti-Deficiency', 'vehicle', 'caustic', 'deprivation', 'responded', 'individual', 'Thailand', 'propaganda', 'divest', 'rate', 'asserted', 'periods', 'Americana', 'Roosevelt', 'Doerflinger', '1.01', '25,000', 'out', 'NCNB', 'teetering', 'lately', 'rigid', 'desirable', 'happening', '62%-owned', 'deluxe', 'US$', 'spokewoman', 'humans', 'tend', 'filings', 'industrial-production', 'draws', 'targeting', 'lower-priority', 'minority', 'deceptive', 'United', 'baskets', 'economists', 'Nov.', 'top-selling', 'magazines', '*T*-59', 'A.L.', 'sank', 'Minn.', 'Furukawa', 'Taccetta', 'adequately', '1738.1', '1.8500', 'stupid', 'exercised', 'railcars', 'crushed', 'regime', 'pre-approved', 'Association', 'clients', 'seller', 'Glass', '*-51', 'fretted', 'entrants', 'Boesel', 'Junk-bond', 'working', 'in', 'branch', 'Sweden', 'Neal', 'stretching', 'pension', 'seem', 'boast', 'Finance', 'FT-SE', 'reaping', 'Agnew', 'speeches', 'self-perpetuating', 'Miss.', 'maturity', 'makers', 'regrettable', 'exerting', 'Jenkins', 'investor-relations', 'offenders', '967,809', 'ship', 'enhances', 'Kent', 'Biscayne', 'interventions', 'Communication', 'weeklies', 'giving', 'command', '158,666', 'Place', 'Speedway', 'examined', 'Express', 'applied', 'Savin', 'fashion', 'increasing', 'Quant', 'Giuliani', 'GROWTH', 'superior', 'erudite', 'Am', 'Sayers', 'Great', 'Hong', 'Roukema', 'rain', '1970', 'Packages', '2.87', 'envoy', 'POP', 'obedient', 'fragile', 'burned', 'brief', 'FAMILY', 'Stark', 'R', 'portfolios', 'NBC-owned', 'promissory', 'mistrials', '*T*-106', 'accountability', '170,262', 'referral', 'Containers', 'offered', 'But', 'creativity', 'noodles', 'encroaching', '190', 'tight', "''", 'buttoned-down', 'Brisk', 'dexterity', 'Contel', 'torn', 'suggested', 'seduce', 'Watanabe', 'sees', 'unrecognizable', 'spoke', 'Singapore', 'proportion', 'excessive', 'rather', 'Jaffray', 'WAFA', 'exhausted', 'kept', 'issue', 'SALT', 'T-shirts', 'finance', 'create', 'slaying', 'technology', 'swaps', 'confirmed', 'one-time', '6\\/2', 'shot', 'clean-air', 'nearby', 'temporary', 'Arbitraging', '*T*-26', 'Caldor', 'powerhouse', 'monthly', 'Natural', 'incentive-backed', 'interest', 'telecommunications', 'Western', '*-96', '300', 'assess', 'F.H.', 'able', '14.28', 'Kuvin', 'restaurants', 'contain', 'converting', '1976', 'into', '1.5', 'Business', 'potentially', 'funding', 'advisory', 'letter-writing', 'stare', 'Nesconset', 'sticking', 'burn', 'eclectic', 'split', 'athletic', 'employee', 'tire', '4,393,237', 'intelligence', 'coupled', 'Antitrust', 'ground', 'Milan', '12-year', 'old-fashioned', 'youngsters', 'statewide', 'drooled', 'whistle', 'bit', 'career', 'classroom', 'delivered', '*T*-256', '47.5', '11\\/16', '58-year-old', '14.75', 'structured', 'Strindberg', '*-33', 'primary', 'surrendered', 'virtue', 'Pepperdine', '51', 'leather', 'dreadful', 'clippings', 'roll', 'Traficant', 'opposes', 'sufficiently', '5.4', 'decries', 'customized', 'ovation', '7.60', 'Utsumi', 'loading', 'insurer', 'notion', 'liquidation', 'receiving', '78', 'triple-C', 'expunged', 'over', 'indefinitely', 'reportedly', 'tilt', 'consisting', 'Itoh', 'Hormats', 'Republican', 'confidence', 'push', 'but', '190-point', 'Erbamont', 'plant', 'unwanted', 'Heights', 'expensive', '387.8', 'unpublished', 'after-tax', 'weddings', 'showed', 'Brownstein', 'attended', 'illness', 'silent', 'Nations', 'francs', 'import', 'brokerage', 'SCI', 'transition', 'Landis', 'Primerica', 'sogo-shosha', 'Rockwell', 'willingness', 'Boeing', 'Jersey-based', 'Fails', 'mushy', 'chopped', 'impressed', '21-month', 'adults', 'Elders', 'ITC', 'auctions', 'disagree', 'deputy', 'Pat', 'zoomed', 'Orders', 'plate', 'Maytag', '*T*-86', 'Sundays', 'Consumer', 'Showa', 'Dorrance', 'Year', 'worthy', 'opportunity', 'thirtysomething', 'Katzenstein', 'Birmingham', 'Allied', 'Floyd', 'Mont', 'Articles', 'Elsevier', 'turmoil', 'increasingly', 'beautiful', 'Last', 'elaborate', 'summer', 'existing', 'glory', 'purchasers', '4.875', 'waste', 'Greece', '*T*-51', 'Financially', 'asset-valuation', '*T*-243', 'startling', 'terms', 'patented', 'including', 'erodes', '54', 'Share', 'extent', 'rapid', 'unbearably', 'Magleby', 'referendum', 'ASSETS', 'disputes', 'Pace', 'leapt', 'Christmas', 'richer', 'egregious', 'Something', 'Profit', 'researching', 'journal', 'designed', 'Follow-up', '*-153', 'La', 'Burt', 'madly', 'actual', 'N.C', 'pleased', 'There', 'breathtaking', 'minor', 'hostility', 'bidder', 'chat', 'hit', 'unhappy', 'subscription', 'emerges', 'Lawless', 'Rexinger', 'referenda', 'romance', 'steal', 'interior', 'focus', 'implies', '*T*-22', 'structurally', '295', 'peculiar', 'came', 'companion', 'ringers', 'cranked', '-', 'invested', 'building-products', 'pack', '2.875', 'happened', 'confined', 'lives', 'Valrico', 'expert', 'consumption', 'stream', 'BTR', 'stock-specialist', 'Today', 'betterment', 'Ratings', 'fiber-end', 'co-owner', 'today', '6.53', 'lap', 'November', 'each', 'counterpart', 'Moore', 'mostly', 'opposition', '*T*-191', 'children', 'end', 'facial', '45-a-share', 'Devon', 'Diaper', '*-162', 'correct', '*-157', '618.1', 'speedway', 'attacking', 'floating-rate', 'SHAREDATA', '*T*-94', 'Whiting', 'Salon', 'World', '59.9', 'treats', 'Germany', 'expedited', 'Corazon', '88.32', 'directing', 'tows', 'W.', 'morbidity', 'stand', 'Computer', '1960s', 'hottest', 'Researchers', 'Many', '5.5', 'merchandising', 'Henry', 'Mead', 'curriculum', '*-5', 'benevolent', 'topics', 'pins', 'weather', 'routes', 'improvement', '64-year-old', '2,500', 'changed', 'cattle', 'profitably', 'Sasaki', 'Coniston', 'spurns', 'guilty', 'moving', 'shopped', 'Calif.-based', 'namely', 'rulers', 'breathe', 'fraction', 'Baim', 'diethylstilbestrol', 'Sino-U.S.', 'escaped', 'benign', 'showing', 'renovated', '*-161', 'Eakle', 'supplies', 'Farren', 'Fahrenheit', 'location', 'paint', 'Maughan', 'withdrawal', 'we-Japanese', 'recruit', 'spiders', 'Longwood', 'Boone', 'unintelligible', 'oldest', 'Joni', 'lawmaking', 'noncompetitively', 'Cullowhee', 'models', 'soybeans', 'link', '*T*-41', '*-9', 'CS', 'intrusions', 'Housing', 'Advancing', 'Offering', 'Eveready', 'eyeing', 'disclosure', 'Duke', 'cash-rich', 'worst', 'Rent-A-Car', 'currently', 'Then', 'you', 'projections', 'Britain', 'bend', '*-36', '25.6', 'traveling', 'Designated', 'totaling', 'causes', 'Charlie', 'Parkinson', 'Craftsmen', 'my', 'engage', 'offend', 'Candela', 'Several', 'favors', 'seen', 'colleges', 'agencies', 'Vineyard', 'industrialized', 'General', 'scarce', 'indicates', '*T*-155', 'retiring', 'covering', 'congressional', 'Plaza', 'Greenwich', '2.75', 'transcribe', 'apart', '*-79', 'This', 'cared', 'heebie-jeebies', '95,142', 'Prebon', 'Gottlieb', 'buildings', 'bushel', 'freshman', 'rejected', 'Chamber', 'royalty', 'goodwill', 'Yamamoto', 'seven-year', 'uses', 'quashing', 'bronze', 'Employers', 'F.', 'McGovern', 'viewed', 'while', 'Bugs', 'weaken', 'Valhi', 'Serial', 'happier', 'reserve', 'muted', 'workers', 'concern', 'curb', 'bases', 'calculate', 'setting', 'Always', 'advance', 'too', 'Legislation', 'one-fifth', 'drawbacks', 'publicized', 'Arbitrage-related', 'permitted', 'Opinion', 'binders', 'every', 'chose', 'CDs', 'staff', 'Nissho-Iwai', 'Klein', 'Pan', 'inquiries', 'Marchand', 'inherent', 'collecting', 'scandal', 'three-sevenths', 'truce', '14.26', 'crusade', 'vintage', 'mill', '1.26', 'Drink', 'Middlesex', 'fatalities', 'sewing-machine', '76', 'mind-boggling', 'pharmaceutical', '*-160', 'backing', '240-page', 'escalated', 'buy-back', 'hypothetical', 'load', 'Since', '*-63', 'Springfield', 'phase-out', 'Assurance', 'owner', 'Sony', 'Nylev', 'enjoy', 'Carl', 'full-length', 'environmentalists', 'mayor', 'O.', 'programmer', 'photographic', '132', 'complicate', 'NASD', 'PAPER', 'whose', 'suspended', 'networking', 'thought', 'flat', '*T*-11', 'Deane', 'Weisfield', 'acre', 'exactly', 'bust', 'turning', 'though', 'Getting', 'subcontractor', 'Eggers', 'Ind.', '1\\/4', 'press', 'half-hour', 'mathematical', 'appropriate', 'Edwin', 'memories', 'Coincident', 'briefings', '100', 'Criminal', '17', 'contradictions', 'Green', 'CAMPAIGN', 'murdered', 'discredit', 'word', 'arbitrager', 'interests', 'Attorneys', 'funds', 'such', 'oil', 'swallow', 'Partly', 'miners', 'films', 'thrifts', 'Alzheimer', '*-131', 'Story', 'recently', 'invades', 'wo', 'Blancs', 'put', '62-year-old', 'S.p', 'sugar', 'financial-services', 'recommendations', '11.95', 'computers', 'Lazzaroni', 'W.N.', 'curbed', 'acute', 'Holland', 'hydraulically', 'celebrate', 'filter', 'merit', 'somebody', 'recalling', 'actor', 'dealing', 'taking', 'mature', 'acknowledge', 'timely', 'craze', 'Beijing', 'describes', 'questions', 'ambassadors', '445', 'public-relations', 'cousins', 'replicated', 'home-market', 'couples', 'backdrop', 'instruction', 'election', 'communication', 'existed', 'posing', 'Hammersmith', 'tumultuous', '*T*-69', 'Whereas', 'Earlier', 'meatpacking', 'Jon', 'fuels', 'oust', 'censorship', '*T*-168', '6.21', 'Stuart', '386', 'likeness', 'Soups', 'slides', 'disagreement', '*T*-134', 'Mercer', 'ringer', 'Oshkosh', 'aftermath', 'law', 'urge', 'cue', 'Ganes', '6,500', 'committed', 'human', 'relationship', 'AND', 'Berliner', 'business', 'closing', 'tailoring', 'Bridges', 'procedure', 'Automobile', 'abounding', 'Proper', 'harm', 'Options', 'Mesnil', 'crashes', 'wires', 'fleet', 'quipped', 'Paramount', 'counterattack', 'reported', 'federally', 'Rekindled', 'Finnish', '1973-75', 'Richard', 'principal', 'foreigners', 'Rev.', 'Freeport-McMoRan', 'Brent', 'picks', 'British', 'cycle', '*-40', 'RMS', 'clouding', 'Columbia', 'chicago', 'feeling', '730', 'example', '0.7', 'hard', 'Revenue', 'void', 'outlawed', '7.95', 'attendance', 'Continuing', 'Random', 'resort', 'ago', 'Petroleum', 'feel', 'receive', 'manipulate', 'copyrights', 'Bancorp', 'Shapiro', 'Olsen', 'larger', 'nameplate', 'averaged', 'world-wide', 'drought', 'implemented', 'eliminates', 'common-law', 'spending', 'behemoth', 'decade', 'telephones', 'Huntington', 'collection', 'luxury', 'schedule', 'Hopwood', 'Family', 'consideration', 'fed', 'disappears', 'Handelsbanken', 'pair', 'Purina', 'touch', '@', '*-119', 'furor', 'payments', 'writers', 'brushed', 'CERTIFICATES', 'practitioners', 'preventing', 'Pamplin', 'filed', 'Ohio', 'Wakayama', 'Milne', 'Consider', 'listing', 'should', 'chips', 'policy', 'unworkable', 'vertically', 'debut', 'represents', 'blue-chip', 'everyday', 'independent', 'Peter', 'Marvin', 'Pentagon', 'Theodore', 'audience', 'Takashima', 'insiders', '15', 'aisles', 'hardly', 'Turkey', 'Asian', 'N.M.', 'Ethel', 'commenting', 'Puerto', 'plans', 'halted', 'Citibank', 'spurned', 'strongly', '13.625', 'characteristics', 'Terrace', 'anxious', 'attempted', "'50s", 'playgrounds', 'subordinate', 'blood', 'Wakui', 'drawn', 'sanctions', 'Newgate', 'Lakes', 'concentrating', '1975', 'PS', 'mistakenly', 'survive', 'remorse', 'inflated', 'fret', 'population', 'No', 'venture', '58', 'assemble', 'Boca', 'Individual', 'exact', 'contingent', 'wary', 'pro-Iranian', 'faultlessly', 'domestic', 'midsized', '35500.64', 'curled', 'ancestry', 'trillion', 'beds', 'Intermec', 'food-industry', '93', 'Utilities', 'Performing', 'predict', 'cult', '6.20', 'Aslacton', 'halve', 'Rill', 'early-retirement', 'immense', 'promote', 'Mission', 'stay', 'It', 'always', 'reviewing', 'lesser', 'undo', '*-99', 'know', 'Yet', '2017', 'wound', 'new-home', 'storm', 'presumes', 'walking', 'quantities', 'powwow', 'Federalist', 'upper', 'questionable', 'devices', 'inappropriate', 'restored', 'rising', 'dreamed', 'feared', 'limited', 'unimpeded', 'third', 'run', '37-year-old', 'same', 'E.W.', 'Thus', 'complain', 'Lufkin', 'male', 'specialty', 'Pakistan', 'three-month', 'do', 'Public', 'Finland', 'temporarily', 'strip', 'harped', 'consent', 'single-A', 'relaunched', 'Dell', 'harshly', 'Aerojet', 'enhanced', 'agents', 'economist', 'Funded', 'emissions', 'Blanchard', 'broaden', 'determine', 'deadline', 'deeply', '*T*-84', '7.55', '169.9', 'Democrats', 'Stag', 'vehicles', 'labeled', 'Caters', 'inauspicious', 'suppliers', '*-37', 'blue-chips', 'letting', 'Barfield', 'Oct.', 'Kearny', 'consulting', '*-90', 'dividend', 'stock-market', 'paper', 'slightly', 'foreign-led', 'tools', 'Schwab', 'wafers', 'Solihull', 'Kurland', 'just', 'cable', 'disproportionate', 'environment', 'convey', 'Smaby', 'Elliott', '*-23', 'practiced', 'wives', 'implication', 'ahead', 'Marc', 'disciplined', 'dusty', 'requirements', 'lieu', 'past', 'groups', 'theory', 'one-house', 'summoned', 'continue', 'sale', '21.1', 'sponsors', 'alike', '*T*-68', 'starting', 'graders', 'Justice', 'oriented', 'St.', 'enormously', '2,099', 'Restaurant', 'droughts', 'judged', 'Midwest', 'cooled', 'against', '300-day', '36-store', 'platforms', 'copyright', 'preset', 'father-in-law', 'DEPOSIT', 'standardized', 'odd-sounding', 'so-called', 'creation', 'scholar', '8.22', 'stifle', 'polls', 'European', 'jury', 'WTD', 'yet-to-be-formed', 'B.A.T', '8.1', 'Murray', 'thrift', '16\\/32', '*T*-221', 'association', 'predictable', 'attractions', 'assumption', ',', 'admits', 'felt', 'disappointed', 'publication', 'Sidak', 'U.N.-supervised', 'Kendrick', '*-132', 'happen', '55', '*-97', 'Abbey', 'classifications', 'positioned', '84.9', 'reward', 'discussion', '7\\/8', 'investigations', 'designation', 'smallest', 'van', 'talks', 'Meinders', 'produce', 'cuts', 'portrayed', 'upward', 'secretary', 'feelings', 'Hart-Scott-Rodino', 'us', 'seriously', 'lower-priced', 'due', 'Closes', 'Further', 'blighted', 'disseminating', 'State', 'nameless', 'Howard', 'male-dominated', 'zip', 'smooth', 'eligible', 'symbolic', 'equipment', 'Silver', 'test-preparation', 'evaluating', 'item', 'unrealized', 'killing', '1.28', 'missed', '*-45', 'Donald', 'year-end', 'property', 'Total', 'creditors', 'step', 'power', 'Chivas', '56', 'deals', 'owners', 'receives', 'Traded', 'framers', 'third-largest', 'lifting', 'dramatic', 'Colonsville', 'really', 'legislative', 'decisive', 'charts', 'betrayer', 'sticker', 'Americans', 'Marion', 'smokers', 'appearing', 'Steel', 'exposed', 'jeweler', 'unfair', 'logo', '1.19', 'silicon', 'Hermitage', 'A.', 'founded', 'empowers', 'faltered', 'launched', 'Indexing', 'task', 'tree', 'wants', 'injuries', 'risk-free', 'commodities', 'fielded', 'researcher', 'comes', 'February', 'gut', 'sitting', 'deny', 'argue', '1,000', 'leaky', 'Tourism', 'Used', '1968', 'slowed', 'body', 'stereotyped', 'farm', 'JUDGE', 'Outside', 'recognize', 'associated', 'Nine', 'unsecured', 'clicked', 'adverse', '1977', 'implements', 'yesterday', '877,663', 'fold', 'safe', 'enjoyed', 'apology', 'WayMar', 'illustrates', 'Velcro', 'sensational', 'difficult', 'items', 'laws', 'sulfur-dioxide', 'start', 'fibers', '*T*-254', 'specializes', 'rope', 'difficulty', 'repeatedly', 'limit', 'grants', 'auctioned', 'directorship', 'Nasty', 'Bonds', 'sweeping', 'Cristal', '50.1', 'gather', 'fast-growing', 'declines', 'Panama', 'polystyrene', 'Southern', '3.61', 'Human', '7', 'negotiable', 'Despite', 'subsidize', 'Catch-22', 'seventh', 'Corp', 'advice', 'reorganization', 'demographic', 'blessing', 'steps', 'low-cost', '*T*-136', 'coke', 'Contracts', 'acquirer', 'cross-border', 'going', 'weekends', 'loops', 'report', 'subindustry', 'careful', 'roofs', 'Florio', 'or', 'EURODOLLARS', 'town', 'brokers', 'hedging', 'astonishment', '*T*-15', 'Commodity', 'computer-system-design', 'protein-1', '10.19', 'quantity', 'genuine', 'Cross', 'top', '6,799', 'watch', 'classical', '*T*-14', 'fastest', 'adjusted', 'compromise', 'late', 'abortion-related', 'staid', 'powers', 'diversifying', 'allegedly', 'ministry', 'Gray', 'Adds', 'altered', 'coliseum', 'cracks', 'scrambling', 'controlling', 'unfathomable', 'preclude', 'COPPER', 'briefing', 'authorized', 'chalk', 'apartment', '187', 'cheat', 'dinosaurs', 'subjecting', 'statue', 'Tiger', 'PRIME', 'vicissitudes', 'Smith', 'write-off', 'fully', 'Honduras', 'first-rate', 'argues', 'Hammacher', 'Part', 'liquid-nitrogen', 'Wheeland', 'two-year-old', 'Japanese', 'declared', 'waited', 'Estate', 'educated', '115', 'community', 'Cincinnati', 'vacation', 'investment-grade', 'square', 'Bridgeville', 'emigrate', 'preference', 'Synergistics', 'wake', 'Desai', 'clerks', 'Jews', 'apprehensive', 'muzzling', 'Ariail', 'spends', 'trade', 'roughhewn', 'debacle', 'Citing', 'Alan', '3.55', 'perception', 'thousands', 'borrowed', 'flatulent', 'university', 'packed', 'Steinberg', 'Few', 'federal', 'alone', 'trial', 'Session', '28.5', 'direct-investment', 'opened', 'relieve', '2.9', 'overproduction', 'Triton', 'ill', 'generous', 'Klauser', 'Campeau', '737.5', 'Mexican', 'contacts', 'financial', 'bells', 'fond', 'hefty', 'worms', 'Philadelphia-based', 'money-center', 'E.C.', 'Strait', 'distasteful', 'fronts', 'coming', 'CDC', 'Plan', '*T*-202', 'Robert', 'Grand', 'Courter', 'inaccurate', 'brain', 'editions', 'buses', 'Mining', 'agency', 'capability', 'Malta', 'crystal', 'liable', 'pact', 'risks', 'rewards', 'everywhere', 'pre-Communist', 'sending', 'Ferdinand', 'peculiarities', 'newest', 'events', 'reshaping', 'returning', 'reservations', 'violence', 'TRS-80', '19-month-old', 'mutual-fund', 'magazine', 'bitter', 'submit', 'poison', 'Assistant', 'awards', 'trials', 'Fellowship', 'Common', 'Have', 'Bodner', 'homes', 'jointly', '*T*-40', 'jumps', 'aid', 'understands', 'fare', 'got', 'German', '400,000', 'Plains', 'quota', 'low-tech', 'dissident', 'seeing', 'rapprochement', 'EST', 'school', 'constitutional', 'Demand', 'expecting', 'reasons', 'compiled', 'Korea', 'procedural', 'compete', 'known', 'notified', '24.95', 'ratcheting', '*-91', 'VOA', 'stadium', 'initiating', 'drastically', '62.5', 'What', '8.19', 'cents', '*T*-206', '9.37', 'filing', 'coffee', 'collective-bargaining', 'Stevens', 'postponed', '40', '1937-40', 'necessities', 'cite', 'flightiness', 'S&P', 'quoted', 'transaction', 'CIA', 'eight-month', '1.46', '*-28', '94', 'Steven', 'Banking', 'voting', '8.15', 'centerpiece', '*-108', 'holders', 'terminated', 'Austin', '6', 'affiliate', 'of', 'Prime', 'no', 'schools', 'front', 'addresses', 'rechargeable', 'Dec.', 'pressured', 'examinations', 'refer', 'tidbits', 'like', 'denying', 'Inc', '*-64', 'rebuilding', 'facade', 'succession', 'Per-share', 'Economic', '121.6', 'nondurable', 'prescription', 'Matthew', 'newspapers', 'arrival', 'Convention', 'car-safety', 'Ana', 'premier', 'consultants', 'lobbies', 'staggering', 'FBI', 'romanticized', '2.07', 'here', 'Danube', 'apple', 'Judiciary', 'shown', 'While', 'Occupational', 'Karl', 'plaintive', 'partners', 'underwriters', 'seats', 'Health', '415', 'pregnant', 'Institutions', 'feels', 'brokering', 'wage', '5\\/8', 'billing', 'subject', 'Manufacturers', '*T*-197', 'coverage', 'dressed', 'next', '13.65', 'Lids', 'letter', 'BALLOT', 'Homebrew', 'fifth-largest', 'foam', 'Congress', 'heavily', 'industrial', 'Sabhavasu', 'reckless', 'aircraft', 'boom', '8300s', 'publicity', 'Bernstein', 'Gerard', '372.9', 'dust-up', 'giants', 'scrounge', 'intricate', 'contributed', 'Symbol', 'reclaim', '1989', 'shareholder-rights', '992,000', 'Hollis', 'wholesale', 'enact', '113.2', 'remarked', 'limiting', 'Chapter', 'veal', 'measures', 'underlying', '150-point', '120', 'confines', 'hegemony', 'paycheck', 'consists', 'deemed', 'counterweight', 'F', 'tidily', 'unmarked', '271,124', 'approved', '8.70', 'depending', 'annual', 'subcommittee', 'Saul', 'applicable', 'earns', 'Black', 'echoed', 'whereby', 'booming', 'scripts', 'Arnold', 'sputtered', '2003\\/2007', 'exceeding', '1.5755', 'Shugart', 'sides', 'Test', 'sigh', 'Courts', '12.68', 'represent', '``', 'E.', 'severe', 'sweater', 'surviving', 'Smelting', 'Shelby', 'Cedric', 'Bricklayers', 'processing', 'Opus', 'Trettien', 'undercut', 'level', 'Colony', 'lobbyist', 'advertised', 'downgraded', 'Longer', 'unsolicited', '*T*-64', 'minivans', 'savvier', 'cast-iron', 'Goldman', '2,000', 'announced', 'generic', 'Holdings', 'graphics', 'skepticism', 'acceptances', 'Moody', 'rhetoric', 'Campaign', 'codified', 'free-lance', 'roadblock', '12.5', 'spring', 'parking', '25', 'satisfaction', 'employed', 'collective', 'POTABLES', 'pass', 'diversionary', 'individuals', 'tanked', 'rubber', 'fluent', 'ensembles', '*-81', 'pockets', 'introduced', 'scores', 'compositions', 'Bush', 'sharply', 'chastised', 'N.', 'Glendale', 'year', 'placed', 'Brace', '600,000', 'lotions', 'tours', 'Blanc', 'Newhouse', 'reliance', 'Byron', 'Illuminating', 'mounted', 'Utah', 'harassment', 'remains', 'Spain', 'depend', 'prepared', 'already', 'licensed', 'impetuous', 'Wine', 'semesters', 'Operations', 'Petersburg', 'momentary', '372.14', 'mutual', 'Farmers', '16.7', 'comedies', 'D.C.', 'jail', 'Kong', 'breaks', 'offices', 'negotiating', 'traitor', 'Sutcliffe', 'elevators', 'surprise', 'decorated', '83,206', 'venerable', 'backers', 'penetrate', '*T*-140', '226,570,380', 'Fishman', 'desultory', 'species', 'language-housekeeper', 'propelling', 'questioned', 'relations', '*T*-100', '273.5', 'weakening', 'Patrick', 'Individuals', 'market-oriented', 'Daily', 'frightened', 'William', '*T*-101', 'shipbuilding', 'authorizing', 'manufactured', 'went', 'sorry', 'Law', 'Pretax', 'handful', '*T*-78', 'discuss', 'globe', 'Earns', 'Spiegel', 'ShareData', '17-year-old', 'portray', 'blender', 'delivering', 'Democracy', 'independence', 'Committee', 'Graduate', '*-147', 'producers', 'S.I.', 'prices', 'locations', '2163.2', 'Interleukin-3', 'discordant', 'retentive', '2029', 'reputation', 'appropriators', 'arrows', '*T*-160', 'Anderson', 'bankruptcy', 'planning', 'Property\\/casualty', 'George', 'reducing', '107', 'Disputado', 'R.D.', 'exciting', 'post', 'staff-reduction', 'Mindy', 'capture', 'Edge', 'break', 'democracy', 'SWITCHING', 'reimbursed', 'further', 'commissions', 'developer', 'viewpoint', 'sounded', 'links', 'argued', 'placing', 'unemployment', 'reruns', 'Chaplin', 'Trump', 'lose', 'feudal', 'explosive', 'precedes', 'Cougar', 'Winiarski', 'crystals', 'retard', 'exploded', 'unusually', 'Rail', 'changing', 'wild', 'announcement', '102', 'passion', 'retailer', 'enters', 'Items', 'September', 'beverage', 'Scotland', 'changes', 'Representative', 'consequence', 'packages', 'players', 'persons', '2.80', 'closeness', '9.5', '140', 'noticed', 'Times', 'Gary', 'Harpo', 'untrained', 'explanatory', 'preface', 'Exchange', 'rough', 'extensive', 'legislature', 'decide', 'corners', 'employer', 'favorable', 'airline-related', 'achieve', 'delisted', 'assure', 'above', 'expands', 'ROGERS', 'DIALING', '*T*-132', 'Vichy', 'compared', 'inspired', 'purse', 'guilders', '270', 'conduit', 'p.m.', 'rung', 'future', 'forest-product', '*T*-79', 'mortgage-based', '*-158', 'House', 'dealers', '63', 'Genie', 'onto', 'Hill', 'attracted', 'Angier', 'most-likely-successor', 'Skilled', '*-75', 'intentioned', 'Consolidated', 'Personal', 'Toys', 'tunes', 'preclinical', '1993', 'stockholders', 'behavior', 'Berman', 'Motor', 'establishment', 'Syndicate', 'begot', '*T*-225', 'regarded', 'worsening', 'life-of-contract', 'expansion', 'evolved', 'Univest', 'Georgia', 'bell-ringer', '325,000', 'Danville', 'Controls', 'plane', 'rolling', 'deterioration', '90-day', 'involvement', 'Banque', 'vindication', 'initially', 'innovation', 'Northeast', 'nine-year', 'Sun', 'dominant', 'mired', 'taken', 'passers-by', 'Hostess', 'wanted', '*-80', 'flux', 'marketing', 'Metropolitan', 'responds', 'troubles', 'Texas', 'lousy', 'joint', 'Reducing', '*T*-24', 'Appropriations', 'Valley', 'steady', '*-77', 'Gordon', '620', 'offerings', 'deter', 'Rate', 'accomplishments', 'Her', 'Persky', 'sparking', '1990s', 'Icahn', 'Forster', 'trademark', 'cataract', 'Zealand', 'accommodations', '*T*-227', 'Education', 'attract', 'intraocular', 'Instead', 'passions', 'abridging', 'loved', 'reaction', 'profession', 'April', 'locally', 'Four', '1.24', 'crop', 'suggests', 'entangled', 'charge', 'deluge', 'down', 'manufacturing', 'disgorge', 'Muscolina', 'Comprehensive', 'Hotel', 'displays', 'these', 'cancellation', 'disappear', 'Factory', 'Still', 'professional', 'Skills', 'pour', 'less-serious', '*-106', 'arise', 'plight', 'him', 'Transamerica', 'greatest', 'sleeping', 'Michelin', 'rampage', 'committees', 'barking', 'Caribbean', 'Dallara', 'cost-control', 'resent', 'features', 'Miller', 'portions', 'electric-utility', 'mainframe', 'abortion', 'Van', 'Malaysia', '300-113', 'Sacramento-based', '12-point', 'refused', 'percentage', 'passed', 'John', 'four', 'French', 'accessories', 'scattered', 'violate', 'professor', '#', 'exercise', 'education', 'chip', 're-thought', 'Adolph', 'Christie', 'fasteners', 'scenes', 'test-prep', 'uttering', 'alleging', 'prefecture', 'districts', 'tremendous', '900', 'emerged', 'entrenched', 'exclusively', 'conducting', 'is', 'worst-case', 'duo', 'raring', 'ultimately', 'elected', 'retraced', 'direct-mail', 'precedent', 'argument', 'installed', '2,410', 'Arlington', 'folks', 'Sandberg', 'earning', 'According', 'Freud', 'request', 'growths', 'tablets', '1929', 'exports', 'prayer', 'chunk', '1970s', 'CoreStates', 'fundraising', 'Haney', 'purpose', '*-47', 'Africa', 'anecdotal', 'belts', 'voice', 'weaker', 'Telephone', 'NIH-appointed', 'Killeen', 'Stockholders', 'web', 'stage', 'Washington', 'Lefcourt', 'resonate', 'travel-related', 'neighborhood', 'Seattle', 'promptly', 'programming', '3:15', 'U.S.A', 'championing', 'damaged', 'described', 'excision', 'West', 'tightening', 'ensure', 'earlier', 'Schmidt', 'reservoirs', 'prospectively', 'Video', 'social', 'Signet', 'Risks', 'female', 'harbinger', 'interim', 'abortions', 'dramatically', 'experience', '30,000', 'hire', 'cadet', 'qualified', 'garden-variety', 'justices', 'insisted', 'Copperweld', 'Engineers', 'hard-charging', '51-year-old', 'passages', 'FreudToy', 'surged', 'computer-services', 'Mrs.', 'clashed', 'definitely', '*T*-250', 'wait', 'excess', 'outranks', 'comparable', 'judgment', '*T*-131', 'To', 'hang', 'motor', 'names', 'Countries', 'printed', 'serious', 'plummeted', 'Jim', 'Baton', 'entire', 'compare', 'Xiaoping', 'Al', 'president', 'Miami', 'unanticipated', 'Boston', 'constitutional-law', 'defense', 'solicitous', 'Saints', 'forecasts', 'provided', 'non-callable', '*T*-50', 'protection', 'Johnson-era', 'Baker', 'Excision', 'jumped', '*RNR*-4', 'speculated', 'dismiss', 'least', 'Uzi-model', 'Talcott', 'reserved', 'annually', 'harmed', 'treated', '2,050-passenger', '20s', 'Kalipharma', 'stone', 'also', 'auditor', 'finite', 'emergency', 'Unable', 'operating', 'cues', 'brought', '*T*-97', 'People', 'UAL', '306', 'ballplayers', '*T*-70', 'integration', 'strike', 'centralized', 'freedoms', '*T*-203', 'ad', 'detective-story', '1983', 'raw', 'Ill', '*T*-252', 'car-care', 'Cheetham', 'meanwhile', 'temperature', 'Friday', 'exceptionally', 'recorder', 'Peninsula', '321', 'fears', 'their', 'minimal', '89', 'notch', 'Ballantine\\/Del', 'unproven', 'doubted', 'hearing', 'marbles', 'whipping', 'happens', 'justifying', 'Philippine', 'asbestos', 'maintaining', 'amend', 'honorably', 'Jimmy', 'bread', 'Duluth', 'sparkplugs', '81.8', 'emerge', '*-89', 'till', 'underwriter', 'Wickliffe', 'McCabe', 'Norwest', 'Tuesday', 'Guaranteed', 'Series', 'Greenville', 'stores', 'Mikhail', 'brilliant', 'prohibited', 'ON', 'spooked', 'spread', 'towns', 'instructed', '1992-1999', 'abortionist', 'holdings', 'recyclable', 'negotiators', 'Development', '*T*-138', '1973', 'advent', 'fat', '3,250,000', 'succeed', 'Foundation', 'Guild', 'friendly', 'Mercantile', '19.3', 'Image', 'dwindling', 'interviewed', 'Spending', 'bedding', 'perhaps', 'land', 'insistence', 'creates', 'Funny', 'Nebraska', 'circuit-breaker', 'enable', 'Bendectin', 'renewal', 'trespass', 'moratorium', 'assisted', 'minimum', 'she', 'complicated', 'Heavy', 'perceived', 'contributors', '313', 'maturing', 'fizzled', 'Ringers', 'brat', 'factors', 'crude', 'Monchecourt', '23.25', 'releases', 'counts', 'officers', 'PRODUCTS', '*T*-44', 'warnings', 'abandon', 'will', 'Gates-Warren', 'bunches', 'Judith', 'newsstands', 'returns', 'shelf', 'prepayment', 'Carlos', 'combined', 'who', 'owed', 'inched', 'country', 'etc.', 'expected', '*T*-187', 'distant', '45.3', 'Traditionally', '8.575', 'exhibited', 'bar', 'promotion', 'Landonne', 'nothing', 'racket', 'chairs', 'advertise', 'Monday', '*T*-47', 'tissue', 'opposite', 'Shaw', '75-year-old', 'manipulators', 'projector', 'commit', 'Philippines', 'reciting', 'Ensrud', 'shares', 'slipped', '16.125', 'crossed', 'supermarket', 'institute', 'millionaires', 'rhythm', 'simply', 'appeal', 'arguing', '34', '49.9', 'stabbed', 'clerics', 'recommending', 'kit', 'generate', '*T*-128', 'Disease', 'version', '*-56', 'article', 'arts', '370', 'fast', 'directors', 'reflecting', 'liabilities', '*T*-142', 'dollar-denominated', 'So', 'railcar', '*ICH*-4', 'McFall', 'citation', 'practicing', 'rivals', 'continued', 'Bumkins', '14.6', 'LSI', 'cautioned', 'unfettered', 'historically', 'stimulated', 'variety', 'Ad', '30.9', 'Cup-Tote', 'juggernaut', 'requiring', 'discouraging', 'Joanne', '149.9', 'international', 'pre-emptive', 'quite', 'imposed', 'eight-count', 'prompts', 'refrigerator', 'gut-wrenching', 'educators', 'Polls', 'minus', 'omnipresent', '1.1', 'actions', 'Dominus', 'player', '1.56', 'cleaner-burning', '*T*-48', 'dead-eyed', 'users', 'Ames', 'G', 'Akerfeldt', 'combination', 'cushion', 'pretext', 'impeding', 'flow', 'Nationwide', '*T*-144', 'Also', 'Bob', 'company', 'Motors', 'cancer', 'prohibiting', 'legislators', '36', 'South', 'jam', 'outbid', 'evaporated', 'prospects', 'defeated', 'car-development', 'amass', 'Bailey', 'attitude', 'pumping', 'million', 'Results', 'top-level', 'exhibits', 'disagreed', 'purchases', 'agreed', 'efficient', 'expanding', '1.75', 'Napa', 'bearing', 'describe', 'reopen', 'battered', 'minute', 'Gringo', '143.08', 'fiscal', 'breach', 'Elisabeth', '608,413', 'Prosecutors', 'manufacturer', 'cop-killer', 'performed', '*T*-34', 'switch', 'unproductive', 'opponents', 'Jan.', 'darned', 'volatility', 'star', 'Brothers', 'protest', 'Grace', 'Change-ringing', 'twin-jet', 'Myron', 'CHANGED', 'agenda', 'lifted', 'execution', 'smoke', 'copper-rich', 'volume', 'guerrillas', 'processors', 'use', 'best-selling', 'laser', 'embarrassing', 'refuses', 'reopened', 'management', 'prepare', 'adjusting', 'amounts', 'specialists', 'prototype', 'Anything', 'radio-station', 'brunt', 'Secretary', 'damages', 'hot', 'resigned', 'face', 'pounds', 'carrier', 'sectors', 'scrambled', 'surpluses', 'yielding', 'Manufacturing', 'Hopkins', 'economical', 'two-time-losers', 'movie', 'palace', 'passenger', 'Vinken', '*T*-164', 'Kodansha', 'reinvestment', 'full-fledged', 'signature', 'corrected', 'blindfold', 'struggling', 'it', 'enclosed', 'cancer-causing', 'adopt', 'minimum-wage', 'disposal', 'Coleman', 'filled', 'virtually', 'neither', 'worsen', 'Named', 'nationalist', 'Darrell', 'metal', '0.2', 'Wilbur', 'midtown', 'high-yield', '*T*-122', 'nutty', 'Buying', 'Davenport', 'Perignon', 'resists', 'Ohio-based', 'formally', 'trees', 'send', 'England', 'concentrate', 'without', 'sweetened', 'Given', 'Advice', 'visiting', 'Unless', 'adds', 'preventative', 'campaigner', 'privileged', 'residential', 'restaurant', 'shame', 'semicircular', 'Medicine', 'Russell', 'alcoholics', 'tied', 'petition', '*T*-178', 'experts', 'Far', '*T*-237', 'sense', 'Jack', 'double-A', '*T*-96', 'cheaper', 'suing', 'broken', 'worries', '8.9', 'Arighi', 'surprisingly', '1.64', 'technique', 'studying', 'mortgages', 'Indeed', '913', 'Upjohn', 'corridors', '*T*-5', 'Veraldi', '59-year-old', 'required', 'audiocassettes', 'acquisitions', 'defendants', 'Scotia', 'Actually', 'Critics', 'numeral', 'operators', 'speak', '23,403', '1982', 'Writers', 'desires', 'evolve', 'soon', 'inherently', 'knows', 'protesters', 'beneficial', 'capitalize', 'trades', 'cut', 'Philadelphia', 'passport', 'pool', 'spin-off', 'HOME', 'refunding', 'Hanifen', 'loses', 'cards', 'CAT', 'something', 'view', 'Index', 'Baking', 'Bureau', '*-32', 'waters', 'poignant', 'Tire', 'broadened', '107.9', 'oversight', 'Japan', 'cabs', 'conditions', 'Hallett', 'encounter', 'Fe', '*-30', 'fumes', 'Commodore', 'nurtured', 'PORTING', 'prior', 'residence', 'Wick', 'paperback', 'confidential', '*T*-61', '13.5', 'significance', 'unlike', 'knocked', 'L.P.', 'pegged', 'Mariotta', '1.18', 'marketing-communications', 'scenic', 'Center', 'expects', '*T*-75', '2.5', 'pay', 'interview', 'takes', 'Toronto', 'Karns', 'mainly', 'Orchestra', 'tour', 'camera', 'Egyptian', 'full-year', '*-7', 'ancient', 'Eaton', '17.95', '260', 'Mossman', 'psychiatrist', 'checks', 'balloon', 'Ala', 'ancillary', 'toll', 'Electronics', 'greatly', '13\\/16', 'upheld', '566.54', '1965', 'reinstatement', 'signing', 'turned', 'broad-based', 'Intermediate', 'Altogether', 'syndication', '64.5', 'pledged', '*T*-215', '319.75', 'Is', 'niches', 'erode', '185.9', '500', 'modern-day', 'economics', 'dumped', 'M.D.', 'short-lived', 'evidence', 'fraud', 'chase', 'Fred', 'ADRs', 'influencing', '1.2', 'sort', '57.7', 'starters', 'priced', 'cleared', 'Massachusetts', 'robotic', '300,000', 'relieved', '198', 'holds', 'derisively', 'exposures', 'implement', 'Regulatory', '512', 'family-planning', '*T*-28', 'shoulder', 'die', 'make', 'attributes', 'testing', '1,880', 'N.J', 'chiefly', 'tackle', 'tool', 'mitigate', 'Ravenswood', 'flood', 'Mortgage-Backed', 'vortex', '188', 'Invariably', 'Biondi-Santi', 'colony', 'explain', 'Constitution', 'quality', 'Elizabeth', 'Dr.', 'equities', 'booklet', 'Wa', 'near-record', 'defeats', 'victory', 'substantial', 'yielded', 'consequences', '40.21', 'Steelworkers', 'magicians', 'insists', 'undertone', 'intrusion', 'Edwards', 'mere', '19.95', 'promised', 'allow', 'Ketchum', 'arrest', 'major', 'protecting', 'El', 'Boulder', 'curtailed', 'Cathryn', 'COMMERCIAL', 'Z.', 'stellar', 'first', 'decides', '*T*-207', 'requested', 'Dunn', '87.5', '0.05', 'UBS', 'impossible', 'constituent', 'shortly', 'salable', '*T*-251', 'Railroad', 'Bill', 'succeeded', 'Wednesday', 'dreamt', 'Form', 'liners', '*-48', 'decades', 'structures', 'movies', 'Germans', 'rebound', 'gauging', 'owns', 'expand', 'Sydney', 'equipped', 'determined', 'lawsuits', 'PC', 'true', 'sensitive', 'Thomas', 'Mitchell', 'bidding', 'negative', 'capital-gains', 'multiplying', 'Pa', 'Markets', 'raced', 'Although', 'box', 'Daniel', 'awaits', 'drew', 'supportive', 'Bund', 'card-member', 'staffs', 'sickness', 'commercial', 'resolution', 'prerogative', 'turnover', 'outlawing', 'equal-opportunity', 'serve', 'gyrations', 'outlets', '9.32', 'serving', 'Hoosier', 'Party', 'sagged', 'Mayland', '1', 'substance', '3.9', 'industrials', '415.6', 'styles', 'predicated', 'Southeast', 'transforming', 'Garanti', '1981', 'perfection', 'transacting', 'copper', 'prevalance', 'bolster', 'Namibian', 'enforce', 'vendors', 'assertion', 'Pinocchio', 'broadly', 'Impediments', 'Sotheby', '241', 'SAT', 'hurdles', 'bold', 'Bank', 'responsibilities', 'RBC', 'Beach', 'Publishers', 'detailed', 'contracts', 'supercomputers', 'regardless', 'pressing', 'Obligations', 'giveaways', 'Precious', 'divergence', 'printers', 'Samnick', 'loudest', 'Such', 'interjects', 'neighboring', 'tomorrow', '5.70', 'quietly', 'surreptitiously', 'pressman', 'Highway', 'outstrips', 'Lights', 'employment', 'conservative', 'none', '3.19', 'tenth', 'develops', 'circulated', 'accidents', '234.4', 'basic', 'Broken', 'clearer', 'Scholastic', 'Strother', 'rewrite', '*T*-231', 'removal', 'mentioned', '*-15', '534', 'Hudson', 'retardation', 'Purchase', '467', 'joint-venture', '11,390,000', 'municipality', 'Stung', 'refunded', 'pioneer', '*-87', 'Prudential-Bache', 'H.N.', 'promises', 'managers', 'since', 'lowest', 'with', 'Monticello', 'Travelers', 'emotions', 'seemed', 'hangs', '2141.7', 'they', '28.36', 'across', 'syndicate', 'imposing', '42', 'Ramirez', 'action', 'Conn.', 'Calif', 'literary', 'come', 'buyers', 'voters', 'Kappa', 'tie-in', 'Concerned', 'Due', 'wooing', 'clouds', 'quarterly', 'Ranger', 'narrowed', 'computer-aided', 'after', 'best-seller', 'time', 'round', '321,000', 'girlfriend', 'inquiry', 'limited-partnership', 'restructure', 'juggle', 'anyone', 'expire', 'Fees', 'chief', 'Stoll', 'throws', '225', 'DDB', 'compressed', 'citing', 'Sheep', 'A.C.', 'Rae', 'sound', 'Islamabad', 'student', 'goes', '750,000', 'gasoline', 'wrong', 'composting', 'earnings', '811.9', 'occasionally', 'lapses', 'FTC', 'Philip', 'Farm', 'Riese', 'vicars', '*T*-139', 'noting', 'Financial', 'physical', 'travelers', 'empire', 'disclose', 'way', 'poorly', 'convert', 'Montgomery', 'discussions', 'calculator', '27-year', 'purrs', 'Ferro', 'Mark', 'Improvement', 'hits', 'gamut', 'cast', 'airline', 'anti-miscarriage', 'Groton', 'Exxon', 'Thrall', 'Rey\\/Fawcett', 'overcome', 'ingredients', 'careers', 'leeway', 'expanded', 'tried', 'that', 'Leroy', 'short', 'assured', 'Like', 'abide', 'ingenuity', 'rollover', 'Piper', 'Californian', 'kill', '2009', '*T*-89', 'grower', 'referrals', 'unconstitutional', 'civilization', 'ultimatum', 'crowded', 'disposables', 'alcoholism', 'enforcement', 'Frankfurt', 'creditor', 'denial', '*-54', 'canine', '*T*-80', 'differences', '*T*-229', 'Memphis', 'Vose', 'meant', 'Hampton', 'gallium', 'buck', 'hamstrung', '38.3', 'swings', 'families', 'tall', 'unsympathetic', 'intention', 'refitting', 'Policies', 'lent', 'toast', 'assertions', 'prior-year', 'picking', 'cope', 'guest', 'fashioned', 'antitrust', 'Jail', 'high-rolling', 'beneficiaries', '27.4', 'built-from-kit', 'marvelously', 'slow', 'panel', 'Industry', 'package', 'lengthen', 'device', 'runs', 'forecast', 'eclipse', '*-140', 'chooses', 'sweaty', 'drop', 'Ricken', '57.6', 'sustained', 'Brownell', 'built', 'accrue', 'demand', 'Hayne', 'projects', 'continuously', 'Nichol', 'novelist', 'Nicole', 'Westborough', 'upbeat', 'considering', '*T*-180', 'nutrition', '95.09', 'firings', 'veteran', '%', 'capital', 'severance', 'McGraw-Hill', 'battle', 'newer', 'bushels', 'consented', 'tired', 'answered', 'compilation', 'landing', '*-59', '*-112', 'shrinks', 'root', 'acceded', '*-44', '0.99', 'mid-1970s', 'Canepa', 'Norwalk', 'Clarence', 'terrine', 'giant', '*-71', 'Baris', 'Nonetheless', '*T*-145', 'Fax', 'matters', 'Tribe', 'which', '30-share', 'attorney-client', 'Pont', '90', '*T*-217', 'reduced', 'v.', 'anti-takeover', 'faculty', 'tense', 'METALS', 'stigma', 'Chevrolet', 'well-connected', 'US', 'Salvador', '*T*-157', 'prevailing', 'participate', 'point', 'maintained', 'negotiations', 'ignored', 'Takes', '132.9', 'Torrington', 'bass', 'language', '*T*-65', 'African', 'predecessor', 'sit', 'psychology', 'therefore', 'CSV', 'ventilated', 'file', 'prove', 'Key', 'everything', 'chilled', 'insider', '14.53', 'appointed', 'ring', 'own', 'Taurus', 'stretch', 'Woodcliff', 'smattering', '7.458', 'Late', 'River', 'segmenting', 'nomination', 'Article', 'cents-a-unit', 'explore', 'Shorter', 'top-yielding', 'Resistance', 'Moon', 'agreements', 'Manhattan', 'Any', 'dawn', 'fabricator', 'CORP', 'ninth', 'remain', '106', 'closed-end', 'Regarded', 'assassinated', 'however', 'fell', '*T*-35', 'Intelogic', 'morale-damaging', 'Harry', 'searched', 'foundations', '73', 'line-item', '*T*-159', '8.14', 'Overseas', 'WFRR', 'well', 'Polytechnic', 'Cambridge', 'Program', 'feet', 'metropolitan', 'Cerf', '1.25', 'prospect', 'pulls', 'rhythmically', 'Democrat', 'withstand', 'product-design', 'congregation', 'stem', 'Sidewalk', '*T*-153', 'warn', '21,000', 'IX', 'neighborhoods', '9.75', 'Neil', 'junk', 'objectives', '*U*', 'coal-fired', 'Huxtable', 'busloads', 'eliminated', '*T*-188', '4.55', 'China', 'unique', 'competitors', 'Sierra', 'Barnett', 'superpremiums', 'witnesses', 'depository', 'slack', 'Economists', 'meal', 'glitches', 'extremely', '195', 'McAuley', 'non-core', 'solely', 'systematic', 'schemes', 'Output', '388', 'Grain', 'trafficking', '7\\/16', 'keeps', 'Achievement', 'reflect', 'real-estate', 'Seattle-based', 'Derchin', 'laying', 'achieved', 'act', 'Italy', 'dailies', '*T*-83', 'covered', 'state', '*-150', 'Roger', 'abandoned', 'solemn', 'modification', 'guards', 'Park', '1953', 'registration', '1\\/10th', 'at', 'Chandler', 'exceed', 'headed', 'differently', 'Dolphins', 'diminish', 'exit', 'percent', 'prostitute', 'capital-markets', 'Pramual', 'Strategic', 'standing', 'attempting', 'RATES', 'exchanges', '*-1', '62.1', 'city-owned', 'A-D', 'Bramalea', 'performance', 'issues', '0.0085', 'Gilts', 'identities', 'mind', 'listed', 'disaster-assistance', '8.07', 'construed', '*-142', 'Blunt', 'twinned', 'Pierre', 'threatened', 'noble', 'inserted', 'enthusiasm', '9.45', 'peaked', 'regulate', 'centers', 'Long', 'cornerstones', 'Savings', 'trader', 'documents', 'financially', 'thugs', 'Trans', 'decrease', 'English', 'painted', '30-day', 'Remember', 'activities', 'lending', 'Macheski', 'near-limit', 'Topix', '235', 'double', 'posters', 'credibility', 'Kennedy', 'Ill.', 'from', 'F-series', 'interest-bearing', 'chunks', 'self-serving', 'Structural', 'desperately', 'slowing', 'mechanically', 'sauce', 'games', 'Buyers', 'deliberately', 'Evidence', 'feeds', 'getting', 'marrow', 'holding', 'magnified', 'meaning', 'blackjack', 'Borough', 'permit', 'combinations', 'imported', '50\\/50', 'narrowly', 'sprightly', 'FT', 'observers', 'resources', 'Jay', 'Shrum', 'containers', 'sticker-shock', 'dislike', 'waived', 'received', 'hold', 'contingency-fee', 'cities', 'impending', '1.17', '4.7', '11,762', 'tickets', '600', 'good-hearted', 'learned', 'B.', 'rout', 'floral', 'Nelson', '2.6', 'No.', '142.85', 'Hahn', 'conference', 'jump', 'Civilization', 'PLC', 'Chafic', '7.84', 'Camilli', 'Think', '320', '1.14', 'less-than-brilliant', 'bakery', 'overcrowding', 'Jonathan', 'drugs', 'Rusty', 'sterling', '*T*-218', 'headline', 'Roederer', 'eight', 'could', 'Hours', 'ramparts', 'anticipation', 'Observing', '458', '275', 'posted', 'doctors', 'lead', 'representative', 'insidious', 'series', 'bid', 'via', 'prosecutor', 'cause', 'slide', 'solicitation', 'Nobel', 'excesses', 'joys', 'curly', 'office', 'Wadsworth', 'Larry', 'turnaround', 'kilobytes', 'angry', 'foreign-stock', 'settlement', 'self-regulatory', 'non-religious', '*-55', 'complains', 'agricultural', 'effort', 'electricity', 'Corps', 'life-style', 'Brady', '38.875', 'college', 'training', 'inadequacy', 'botched', 'subscriptions', 'parliament', 'seven-yen', 'stock-price', 'Asians', 'classified', 'Yields', 'Rockford', 'turf', 'Jenrette', 'penny', 'overall', 'Affairs', 'packaging', 'positions', 'say', 'withdraw', 'amusing', '2.42', 'voted', 'impede', 'wears', 'Friedrichs', 'five-day', 'Beirut', 'boutique', 'board', '148.9', 'Acquisition', 'skilled', 'Baltimore', '*T*-115', '179', 'thwart', 'so', 'premiums', 'reject', 'follow', '0.5', 'shoring', 'sphere', 'semiliterate', 'receipts', 'handled', 'beer-belly', 'whether', 'biannual', 'exceeds', 'full-time', 'PLO', '114', 'triggered', 'scuttle', 'expressly', 'major-league', 'ascribe', '240,000', 'L.A.', 'wrecking', 'Chinese-American', 'Stanford', 'stacked', 'wear', 'Mrs', '*T*-190', 'Broadcasting', 'labor', 'to', 'underline', 'leave', 'loans', 'Left', 'Fairless', 'affirmative', 'tenfold', '847', 'Morrell', 'strategies', 'clearing', 'Chardonnay', 'automobiles', 'Warrenton', 'Crown', 'whom', 'variables', 'Just', 'Wozniak', 'bricks', 'rendering', 'Teddy', 'relied', 'increase', 'NYSE', 'ideas', 'vacancy', 'Programs', 'unrestricted', 'purchased', 'Merrill', 'illegality', 'impetus', 'busiest', 'milk', 'strain', 'politics', 'truth', 'Zicklin', 'man', 'healthy', 'appropriations', 'wedded', 'evoking', 'radioactivity', 'eternal', 'farms', 'Virginians', '7.272', 'cultivation', '83', 'famed', 'Argentina', 'Characters', 'customer', '28.53', 'watchdogs', 'Del.', 'ushered', 'Doak', 'GenCorp', 'year-to-year', 'loser', 'Argentine', 'sells', 'Berger', 'grant', 'rancor', 'noted', 'Capitol', 'philosophy', '77.56', 'data', 'Herrington', 'prestige', 'laboriously', 'bilingual', 'homosexual', 'carillons', 'Plans', 'chary', 'offender', 'progress', 'exceptional', '*T*-177', 'countries', 'India', 'defendant', 'message', 'agreeing', 'Angeles', 'shops', 'tough', 'deregulation', 'easily', 'Mogavero', 'pollution', 'stakes', 'digs', 'comments', 'Shores', 'observations', 'Particularly', 'Income', 'political', 'Subcontractors', '1991-1999', 'Colleges', 'proposition', 'Bronces', 'hand', 'WTVJ', 'Aug.', 'eased', 'crisis', 'absolutely', 'Disputada', 'outstanding', 'firmly', 'Otero', 'Imhoff', 'RULING', 'ending', 'unlikely', 'yellow', 'youth', 'winding', 'NIH', 'finest', 'multi-crystal', 'London-based', 'cost', 'Graduates', 'bombarding', 'Hutchinson', '2.30', 'answer', 'God', 'Walbrecher', '0.54', 'Oil', '705.6', 'businessmen', 'phrase', 'Feeding', 'golden', '4.4', 'prying', 'closely', 'dashed', 'strength', 'Redevelopment', 'Impact', 'elite', 'contribute', 'riskier', 'allies', 'contends', 'Alleghany', 'altar', '*-29', 'fueling', 'completing', 'Yorker', 'plainclothes', 'celebrity', 'speculation', '11.10', '14,821', 'nervous', 'Both', 'actress', 'short-term', 'mount', 'excise', 'Red', 'Dean', 'Fannie', '30,537', 'thumbs', 'Cleveland', 'evenly', 'excited', 'diabetes', 'Comtes', 'bulk', 'circumstances', 'modern', 'topped', 'Three', '37.3', 'cocky', 'held', '1.49', 'Organizations', 'rating', 'repriced', 'court', 'Corporations', 'magnitude', 'majority', 'Raul', '*-73', 'Sept.', 'equity-purchase', 'persistent', 'immune', 'Roland', 'marriages', '*T*-9', 'tow', '141.9', '70.7', 'delete', 'started', 'market-makers', 'form', '*-14', 'fighting', 'permission', 'tells', 'policy-making', 'Wall', 'District', 'promotions', 'heavy-truck', 'telegraph', 'garbage', 'disclosing', 'churches', 'sufficient', 'Hammerton', 'actively', 'Community', 'Basin', 'year-ago', 'degree', 'uncomfortable', 'acetate', 'Shangkun', '300-a-share', '1987', 'waive', 'Hans', 'launch', 'Virtually', 'FAX', 'unions', 'thieves', 'electorate', 'Diceon', 'Legislating', 'Tassinari', 'maximum', 'things', 'tire-kickers', 'Mac', 'ways', 'disruption', 'Riserva', 'head', 'creditworthiness', 'jobs', '16.9', 'collateral', 'cash-flow', 'steelmaker', 'Fifteen', 'Ala.', 'bat', 'rise', 'previously', '11.6', 'stays', '*T*-232', 'pediatrician', 'corporate-wide', 'Townes', 'four-year-old', 'disconnect', 'cash-and-stock', 'must', 'proposal', 'academics', 'pealing', 'lure', 'inflation', 'specify', 'Taipei', '2-8', 'amazingly', '*-121', '9,118', 'handle', 'targeted', 'fluctuation', 'presidential', 'clothes', 'hundred', 'promise', 'currencies', 'Esso', 'performing', 'sew', 'foundering', 'overlap', 'strategy', 'types', 'whole', 'national', 'revival', 'dam', 'replete', 'Islamic', 'assaults', 'two-thirds', 'storage', 'USIA', 'functions', 'departments', 'intense', '2.95', 'Dodge', '1989-90', 'History', 'grim', 'discrepancies', 'Investment', 'occupying', 'Miami-based', 'Dingell', 'adopted', 'longer', 'computer-assisted', 'unleashed', 'advocating', 'fills', 'pending', '*T*-30', 'basically', 'are', 'sweat', '*T*-150', 'negotiated', 'layer', 'reminded', 'insist', 'loom', 'professors', 'one-year', 'goods', 'Money', 'Yang', '36-minute', 'arrested', 'Credit', 'stable', 'tens', 'critical', 'Strong', 'people', 'Ilminster', 'encouraging', 'Ann', 'sentiment', 'quarter', 'labor-intensive', 'GHKM', 'CTBS', 'classed', 'doling', 'Cartons', '26', 'chest', '282', 'Davies', 'dessert', 'Corrigan', '*-120', 'provisions', '150.00', '12.82', 'builds', 'Freshbake', 'refuge', 'governor', 'rarefied', 'suspension', 'Reasons', 'note', 'forum', 'somewhat', 'Trockenbeerenauslesen', 'realestate', 'CBS', 'Gorbachev', 'prosecutors', 'sometimes', 'insert', 'analysis', 'offering', 'obtaining', 'moneymakers', '5.435', 'running', 'machine-gun-toting', 'fined', 'anxieties', 'reaching', 'Danforth', 'season', 'summary', 'apples', 'microwave', 'Unico', 'participants', 'Kean', 'black-and-white', 'proof', 'elephant', 'Eurobonds', 'tenure', 'clean-up', 'lawyer', 'Laboratories', 'Gingl', '*-159', 'Cray', 'inquiring', 'unwind', '*T*-55', 'privilege', 'cluttered', 'sassy', 'Parliament', 'toward', 'Australia', 'Jacksonville', 'N.V', 'redistributing', 'plunged', 'objectionable', 'dozen', 'government-owned', 'considers', 'summons', 'incapable', 'Shuxian', 'Furillo', 'Landor', 'bribe', 'Bridgestone\\/Firestone', 'mid-1990s', 'methods', 'specializing', 'Derek', '*T*-212', 'Spiro', 'dealings', 'stockbroker', 'bread-and-butter', 'judiciary', 'Scoring', 'plants', 'deposits', 'free-enterprise', 'thanks', 'incentive', 'touted', 'rebel', '917', 'For', 'much', 'nice', 'broadcasting', 'Coors', 'warrants', 'close', 'DyDee', 'treat', 'putting', 'Appellate', 'Louisville', 'BRIEFS', 'relation', 'workbooks', '50.45', 'stock', 'princely', 'Cataracts', 'Senate', '*T*-152', 'stocks', 'stepped', '1933', 'spite', 'consecutive', 'direction', 'timing', 'unreasonable', 'contains', 'Aquino', 'grader', 'intelligent', 'Stock', 'allegations', 'brilliantly', 'outside', 'ABA', 'millions', 'official', 'published', 'single-digit', 'sales', 'aggravated', 'character', '*T*-4', '0.9', 'fit', 'Marubeni', 'refusal', '225,000', 'element', 'hurt', 'imbalances', 'Hospital', 'left', 'unraveling', 'three-digit', 'difference', 'aiming', 'gripping', 'trading-company', 'price-depressing', 'tested', 'stopped', 'AN', 'Lilly', 'Card', 'likelihood', 'extending', 'efficiencies', 'he', 'Foot', 'Rouge', 'benchmark', '57.50', 'malnutrition', 'diversify', 'Pet', 'International', '*T*-216', 'dead', 'Chinese', 'workplace', 'aides', 'recombinant', 'creating', 'do-it-yourself', 'maturities', 'story', 'feature', 'expect', 'male-only', 'journalistic', '19', '3648.82', 'occurrences', 'criticism', 'How', 'income', 'wine-making', 'door', 'convenient', 'rebels', 'stature', 'distributor', 'than', 'logic', 'transactions', 'books', 'failed', 'Sandifer', 'polarized', 'Manila', 'June', 'managing', '8.55', 'FOREIGN', 'executive-office', '7,500', 'frenzy', 'dominance', 'internal', 'Lovett', '8.48', '*T*-127', 'rest', 'longevity', 'Exports', 'ushering', 'elimination', 'created', 'Sterling', '170,000', 'target', 'officially', 'conclude', 'derivative', 'clarify', 'indictment', '7.90', 'Loews', '1.637', 'Hutton', 'tentatively', 'vaccines', '8300', 'renewed', 'flagrant', 'Toronto-based', 'Jaguar', 'pattern', 'minicrash', 'irrelevant', 'Iran-Contra', 'revising', 'retort', 'Possible', 'page-one', 'proving', 'Rubinfien', 'fits', 'accelerated', 'ranged', '*T*-195', 'fetal', 'eat', 'Cara', 'tigers', '*T*-82', 'Bunny', '7.3', 'Olson', '2-3', 'Pamela', 'Bribe', '8.25', 'automotive-lighting', 'two-week', 'Worksheets', 'playwright', 'stirrings', 'Gold', 'four-year', 'seek', 'openings', 'controls', 'Baum', 'counterparts', '14.', 'Atlanta', 'Stephens', 'Judah', 'Corp.', 'businesses', 'climb', 'anemic', 'Waertsilae', '77', 'lung', 'Carson', 'Board', '1955', 'Rally', 'merely', 'restructuring', 'Du', 'penalties', 'Sale', 'expressing', 'stones', '225.6', '1901', 'remaining', 'tempts', 'bolstered', 'pro-democracy', 'window', 'one', 'below', 'Muzzling', 'search', 'copies', '2.50', 'operator', 'school-improvement', 'Barbara', 'enticed', 'seven-day', 'East', '501', 'prints', 'Budget', 'color', 'accepted', 'tobacco', 'per-share', 'Trojan', 'Gasoline', 'regulated', 'franc', 'publishes', 'Facilities', 'arsenide', 'miles', 'Trotter', 'higher-salaried', 'Richmond', 'Terms', 'salaries', 'trains', 'academic', 'latest', 'money', 'interstate', 'slated', '96.4', 'Traders', 'counteract', 'cost-cutting', 'Eastern', '9.9', '*-6', 'Spitler', 'significantly', '71', 'drastic', 'Consequence', '66.5', 'customers', 'pharmaceuticals', '*-41', '4.9', 'reallocate', 'Johnny', 'maintenance', 'bills', 'contractor', 'justice', 'December', 'cohesive', 'risk', 'situation', '*-124', 'money-fund', 'merger', 'stated', 'Intel', 'earliest', 'gifts', '105', 'cardboard', 'nowhere', 'authorities', 'sorts', 'ideological', 'cautiously', 'firmed', 'Gulf', 'general', 'document', 'difficulties', 'foldable', '*-35', 'slip', 'exorbitant', '30-minute', 'markets', 'requests', '*PPA*-1', 'formerly', 'confirm', 'California', '*-136', 'papers', 'meets', 'Elisa', 'advantages', 'undertaking', 'Mortgage', 'cloth', 'worth', 'reformers', 'autos', 'MERRILL', 'parts', 'Rapanelli', 'Circulations', 'air', 'imperative', '301', '34.625', 'illegally', 'bounced', 'Yale', 'empowered', 'uncertainty', '341.20', 'units', 'acquirers', 'assessed', '*T*-236', 'state-supervised', 'monitor', 'Guigal', 'bickering', '100-share', 'date', '5.1', 'council', 'Cask', '1988-89', 'tension', 'Runkel', 'Ancient', '6.44', 'junk-bond', 'Warren', 'penalty', 'plan', 'telling', 'prizes', 'Enright', '*T*-88', 'Rey', 'shared', 'house', 'schoolteacher', 'Maybe', 'Shipments', 'targets', 'Instruments', 'occupant', 'Department', 'cocoa', 'utility', 'trying', 'Sternberg', 'Deng', 'Anglian', 'oils', 'fly', 'penetration', 'real', 'ordered', 'Dollar-yen', 'visible', 'concedes', '112.9', 'leading', 'solvent', '9.8', 'Orleans', 'Moving', 'movements', 'backed', 'Reed', 'consider', 'downside', 'Ports', 'cozy', 'Arizona', 'spurring', 'Oklahoma', 'asks', 'omitted', 'Ross', 'boogieman', 'fetching', 'situations', 'mailing', 'herald', 'scrupulously', '84-month', 'Nelms', 'assigned', 'Friends', 'flourish', 'drinking', 'harms', 'Keidanren', 'conferees', 'cap', 'Texas-based', 'Jamaica', 'filters', '30,841', 'pirates', 'Hallwood', 'demonstrates', 'Teikoku', 'Yasser', '*-11', '570', 'wrath', 'losing', 'needs', '*-98', '*T*-204', 'extended', 'bankruptcy-law', 'badly', 'duties', 'couple', '*-103', 'aims', 'barrel', 'notched', 'exist', 'plenty', 'Coconut', 'deeds', '3.23', 'decried', 'self-aggrandizing', 'drops', 'flies', 'veto', 'reprove', 'Elmhurst', 'sites', 'Co', 'Volume', 'annualized', 'GAF', 'Woodrow', 'Embassy', 'martyr', 'Victor', 'part', 'Chateau', 'spectrum', 'included', 'Goldsmith', 'chemicals', '59.6', 'Arthur', 'Los', 'acting', 'smoking', 'aspects', 'railing', 'good-faith', 'Dealers', 'IT', 'scientific', 'I', '40-megabyte', 'contrast', 'Harrison', 'limping', 'coal', 'partially', 'developing', 'Akio', 'rule', '2,700', 'Nekoosa', 'lay', 'Dai-Ichi', 'theme', 'guide', 'Kobe', '15-day', 'shaded', 'Wash.', 'area', 'moves', 'weak', '3.375', 'front-seat', 'manufacturers', '18', 'assurance', 'Moreover', 'lawsuit', 'torrent', 'fairly', 'bloody', 'scant', 'Pty.', 'enormous', 'Glauber', 'decline', 'emotional', 'profits', '77.6', 'soured', 'expired', 'Frances', 'patent', 'Investments', 'partly', 'replacement', 'incredible', '352.7', '672', 'sub-markets', 'dismissed', 'bundling', '240', 'parent', 'conflict', 'thus', 'waiver', "C'mon", 'picture', 'assuming', 'nickel', 'identify', 'acceptance', 'binge', 'night', 'vagabond', 'prevent', 'Lane', 'appears', 'Watson', 'Jackson', 'if', 'dismissal', 'hay', 'orders', 'very', 'responsibility', 'Dumpster', 'became', 'tea', '*T*-224', 'strong-willed', '63-year-old', 'become', 'inner', 'retractable', 'grapple', 'wine', 'column', 'dissemination', '21', 'delayed', 'My', 'Light', 'basket', 'trimmed', 'slab', 'accident', 'lady', 'nonexecutive', '*PPA*-3', 'reaches', 'expressed', 'tradition', '131.01', 'Dill', 'plastic', '645,000', 'trivial', 'Cab', 'alternatives', 'TRIAL', 'compassion', '30-point', 'mortgaged', 'importance', 'Consent', 'sticky', '*T*-234', 'booklets', 'Care', 'subordinated', 'survivor', 'travel', 'taught', '14-hour', 'Paso', 'transfers', 'Vitulli', 'planting', 'lawmakers', '*T*-257', 'floors', "CREATOR'S", 'Circle', '*-139', 'banquet', 'objective', 'wizards', 'BMP', 'School', '57', 'Dugdale', '11.72', 'derived', 'Dreyfus', 'four-day', '*-166', 'BMP-1', 'establishing', 'Tatsunori', 'College', 'heads', '257', 'gambler', '51.25', 'journalists', '777', 'broker', 'water', '*T*-181', 'impatient', 'Noble', 'seems', 'notably', 'Satrum', 'plaintiffs', 'Andean', 'recycled', 'monied', 'threat', 'pathlogy', 'understatement', 'Antonio', 'Barnum', '1979', '1990', 'little', '*T*-147', 'Merrick', 'efforts', 'Where', 'courtroom', 'Mississippi', 'shareholders', 'computer-generated', 'steep', 'AT&T', 'orange', 'summer\\/winter', '*-151', 'elderly', 'using', '143.80', '*T*-123', 'damage', 'Poland', 'Kelli', '598', 'Langner', 'stockbrokers', 'most', 'McLeod', 'photographs', 'deem', 'Monopolies', 'equaling', 'believes', 'stronger', 'Rico', 'spilling', 'Premier', 'proteins', 'Svenska', 'purchase', 'reclaimed', '7.88', 'drifted', 'played', '130.6', 'Dover', 'arrive', 'Houghton', 'notable', 'News-American', 'lucrative', 'field', 'complete', 'Phi', 'lease', 'up', 'necessary', 'fanciful', 'developments', 'LYNCH', 'populated', '20.07', 'Miklos', 'men', 'Midland', 'teenage', 'Nilson', 'Volatility', 'Minister', 'weapon', 'performers', 'Northampton', 'welcome', 'war-rationed', 'Against', 'industry-wide', 'Salty', 'workable', '*T*-133', 'track', 'minority-owned', 'active', 'foundation', 'squad', 'rifles', '*-88', 'twin', 'acted', 'located', 'consistent', 'Judge', 'Probably', 'insurance-company', 'utterly', 'kidnapper', 'aired', 'Debt', 'Takuma', '374.20', 'parallel', 'market-share', 'instituted', 'tort', 'aghast', 'fringe', '50-state', 'abating', 'pushed', '666', 'Gillespie', '*T*-253', '*T*-163', 'Scientists', 'longstanding', '8.12', 'p.m', 'amendments', 'Guber', 'relocate', 'mesothelioma', 'charging', 'Derel', 'indicated', 'decade-long', 'once', '82,389', 'Louis', 'Simmons', 'breed', 'speculating', 'functioning', 'sunlight', '100,000', 'external', 'savings-and-loan', 'Netherlands', 'mood', '25.50', 'Stevenson', 'wealthy', 'erroneous', 'cool', 'Previously', 'parallels', 'Honolulu', '5,699', 'extra', 'Connections', 'Media', 'pianist-comedian', 'separate', '37-a-share', 'context', 'struggle', 'memorize', 'Tenn.', 'energy', 'Related', '8.06', 'itself', 'dominated', '80', 'platitudes', 'retaliation', 'barred', 'avoid', 'ample', 'walkout', 'Brunei', 'snaking', '120-a-share', 'abolishing', 'passbook', 'punitive', 'disregard', 'sagging', 'deviation', 'In', 'run-down', 'ACQUISITION', 'milestone', 'PaineWebber', 'cites', 'indifference', 'relating', '*T*-60', 'Charter', 'Jefferson', '94.2', 'battery', 'release', 'guys', 'rose', "'86", 'Stock-index', 'suddenly', 'rope-sight', 'strong', 'McAlpine', 'duly', 'composed', 'Bermuda', 'structure', 'upon', 'applaud', 'Two', 'Metal', 'nuclear', 'identical', 'collections', 'settlements', 'Nev.', '83.4', 'done', 'Economics', '128', 'absurd', 'flag', 'checking', '*ICH*-2', '360', 'institutional', '8.47', 'Determining', 'cigarette', 'merits', 'think', 'keeping', 'roughly', 'bin', '*T*-21', 'scoop', 'demanding', 'Milwaukee', 'among', 'develop', 'tactics', 'hour', 'its', 'thin-lipped', '5,000', 'Apple', 'Cheese', 'entrusted', '4.5', 'permanent', 'callers', 'Brooks', 'boomers', 'Big', 'unheard', 'counseling', 'Powers', 'examine', 'channel', 'Luce', 'mix', 'see', 'cost-benefit', '7.45', 'David', 'Lynch', 'teacher-cadet', 'mousseline', 'crunch', '422.5', 'specialized', 'courage', '*T*-90', 'Curry', 'Insurance', 'robustly', 'Science', 'almost', 'outdistanced', 'Seymour', 'Municipal', 'abuse', 'quickly', 'booked', 'efficiency', 'conditional', '54-year-old', 'OFFERED', 'promoting', 'headrests', 'noticing', 'Gotta', '*T*-58', 'kidney', 'COLLECTING', 'influential', 'Among', 'swiftly', 'hole', 'Taylor', 'Anku', 'analyst', 'San', 'vicious', 'selling', 'odd', 'doubt', 'PhacoFlex', 'incident', 'global', 'audit', 'Fed', 'inhibit', 'succeeding', 'Sauvignon', 'Keehn', 'Provided', '*RNR*-2', 'discarded', 'friends', 'readership', 'dollars', 'payoff', 'continues', 'Andersson', 'Dollar', 'Nor', 'accurate', '17.5', 'needed', '250', 'fourth', 'ignoring', 'interested', 'three-lawyer', 'accused', 'L.', 'disputed', 'woman', 'Czechoslovakia', 'Cole', 'test-practice', 'Brean', 'Express-Buick', 'Tokio', 'intend', 'forced', 'question', 'hoopla', '500,004', 'Cartoonist', 'former', 'insider-trading', 'Dale', 'Delegates', 'About', 'software', 'kindergarten', 'holiday', 'GHS', '85.1', 'departure', 'Long-term', 'certain', 'billionaire', 'provision', 'rings', 'pursuant', 'Cost-effective', 'traffic', 'Vice', 'criminal', 'crocidolite', 'Division', 'Jones', 'Home', 'protracted', '14.99', 'Elco', 'Office', 'N.H.', 'Scripps', 'Sol', 'cuvees', '29.4', 'unless', '220', 'nonresidential', 'acquisition', 'T.', 'implications', 'reins', 'Braun', 'faced', 'folded', 'hardware', 'acquired', 'FEDERAL', 'Price', '*-66', 'option', '120.7', 'Paribas', 'hint', 'rim', 'protect', 'old', 'would', 'liquidated', 'simple', 'Periods', 'Wolf', 'Publishing', 'mental', 'redeeming', '*T*-146', 'investors', 'claim', 'Magna', 'test-coaching', 'stood', 'huge', 'augment', 'Scannell', 'easy-to-read', 'barrels', '20', 'shelter', 'manpower', 'politely', 'microphone', 'index-related', 'non-encapsulating', 'confirms', '-RCB-', 'commanded', 'stresses', 'refund', 'First', 'reports', 'declaration', 'Paper', '7.79', 'pub', 'gift', 'employers', 'preapproved', 'recommend', 'Brooklyn', 'hands', 'pressed', 'school-board', 'advocate', '0.3', 'Labor', 'spectacular', 'Taittinger', 'operates', 'neighbors', 'jet', 'full', 'Times-Stock', 'government-certified', 'Haden', 'technical', 'initiate', 'home', 'Index-arbitrage', 'billion-dollar', 'acknowledging', 'synchronized', 'Kentucky', 'buffet', '*-115', '52', 'Dutch', 'hours', 'Machines', 'characters', '70.2', 'Dorothy', 'costs', 'name', 'discovered', '214', '42.5', 'tempted', 'everyone', 'Different', 'school-research', '*RNR*-1', 'midnight', 'involved', '*-42', 'pall', 'Louisiana', 'all', 'alerts', 'intellectual-property', 'evil', 'motion', 'stepping', 'del', 'sometimes-tawdry', 'productivity', 'pills', 'galling', 'substance-abusing', 'Westport', 'Chardonnays', 'vested', '3.35', 'induce', 'unavailability', 'inefficiencies', 'Amendment', 'developed', 'Renee', 'deliver', 'fiber', 'library', '1.65', '343', 'Henderson', 'Venture', 'signal', 'Bar', 'display', 'sentencing', 'Pittsburgh', 'wrestling', 'Mutual', 'Lobsenz', 'views', 'American-made', 'cabinet', '1.8', 'loyal', '16,072', 'acquires', 'revolt', 'sizable', 'trained', 'Sea', 'Cluff', 'phony', 'offset', 'Beall', 'spook', 'DNA', 'revenues', '3,288,453', 'studies', '62.625', 'rock', 'Do', '*-138', 'Secilia', 'fuller', 'application', 'volatile', 'overcapacity', 'Lawmakers', 'whipsaw', '7.40', 'Soon', 'citizens', '*T*-102', 'eight-person', 'Miles', 'exodus', 'Professors', 'Cosby', '*-133', 'snow', 'care', '*-137', 'closed', '*-20', 'differential', 'scenario', 'angered', 'interactions', 'Illinois', 'recognizing', 'Hanover', '72.7', 'compensation', 'propagandize', 'expelled', 'stake', 'tolerate', 'NL', 'Austria', 'modernization', 'English-speaking', 'degenerative', 'McFarlan', 'Younkers', 'vary', 'second-largest', 'young', 'stock-index', 'circulation', '12.52', 'estimate', 'incurred', 'labels', 'disturbing', 'Ky.', 'large-scale', 'book', '4.898', 'get', 'Hawke', 'pill', 'payment', 'spenders', '700', 'government', 'Reserve', 'Yasuda', 'Sonny', 'bomber', 'bidders', 'defended', 'receivers', 'driver', 'More', 'greater', 'obsessed', '42-year', '175', 'sounding', 'Albuquerque', 'W.D.', 'Baldwin', 'Data', 'Lee', 'authors', '*T*-7', 'Brazilian', 'military', 'Navy', '472', '1991', 'Central', 'saw', 'Carter', 'affair', 'paying', 'Douglas', 'indicators', 'intent', 'risen', 'Mich.-based', 'senate', 'speculators', 'Auctions', 'designers', 'Cathedral', 'hampered', 'Souper', 'Polish', 'claimed', 'planners', 'bids', 'subscribe', 'Filmed', 'suffered', 'Julia', 'Lord', 'younger', 'January', 'indications', '*T*-32', 'incisions', 'appliance', 'Rhone', 'Army', 'crane-safety', 'admitted', 'understand', 'Industries', 'Time', 'hair', 'bank', 'Poor', 'third-highest', '.', 'bring', 'claims', '1999', 'Barney', 'pound', 'perform', 'Mulford', 'licenses', 'balls', 'negotiator', 'unpopularity', 'impressive', 'Robertson', 'Morita', 'shore', 'appeared', 'Rogers', 'fuel', 'Islands', 'rulings', 'Midwestern', 'MITI', 'takeover', 'entirely', '*T*-74', 'band-wagon', 'computer-driven', 'inspection', 'Unitholders', 'Cosmopolitan', 'outlook', 'let', 'needy', 'about', 'coordinate', 'exclusive', 'Joel', 'high-minded', 'improper', 'Bennett', 'executive', 'might', 'taxes', 'rich', 'blind', 'fetal-tissue', 'skin', 'embassy', 'exits', 'len', 'lowered', 'Order', 'arising', 'gauges', 'nine-month', 'polled', 'mistakes', 'Sanford', 'Dakotas', 'slew', 'Dom', 'Christopher', 'memory', 'ordeal', 'Merc', 'Connecticut', 'opinion', '1.7', 'appease', 'Eugene', 'hero', 'semiconductor', 'assembled', 'cure', 'ton', 'studio', 'Mellon', 'materialized', 'nearly-30', 'Sumitomo', 'Isabelle', 'penchant', 'one-month', 'drug', 'burlap', 'Dole', 'creature', 'Clays', 'unjustified', '*T*-27', 'polish', 'equivalent', '3.6', 'mediocre', 'Tandy', 'victim', 'add', 'Carla', 'mania', 'speculative', 'looks', 'Mitsubishi', 'cent', 'open-end', 'Some', 'upstream', '184', 'Examiner', '1985', 'exhaust', 'instrumental', 'Stamford', 'evolution', 'worship', '274', 'awarded', 'committing', 'referring', 'watches', 'warning', 'lesson', 'altering', 'Builders', 'males', 'war', 'buildup', 'armed', 'Fourteen', 'handling', 'scholars', 'Minera', 'Drew', '*?*', 'ballroom', 'Rozell', '7.15', 'TWO', 'work', 'cane', 'Lama', 'U.S.-Japanese', 'discontinuing', 'machinists', 'introduces', 'accountants', 'commodity', 'respondents', 'sake', 'Beige', 'Crane', '*T*-107', 'heartland', 'shed', 'winning', 'Spreads', 'guarding', 'cavernous', '*-17', 'guaranteed', 'Trade', 'approaches', 'ECONOMIC', 'study', 'seat', 'carefully', 'Visa', 'surfaced', 'Auditors', 'shoot', 'Buy', 'direct', 'University', '28.4', 'scarcely', 'stalemate', 'Factories', 'Asher', 'Hurricane', 'Companies', '*-102', 'obtained', 'resulted', 'raising', 'riders', 'Osaka', 'loaded', 'short-wave', '*T*-118', 'in-store', 'Schroder', 'devise', '5.82', 'stayed', 'Advocates', 'salary', 'six-month', 'spirit', 'brightened', 'fact', 'order', 'sacrificing', 'Marder', 'artist', 'swift', 'breakers', 'imaginative', '*T*-194', 'Webb', 'attention', 'prime', 'hear', 'Gregory', 'Soviet', 'recessionary', 'given', 'estimated', 'Bretz', 'futures', 'youthful', 'Cote', '14\\/32', '*T*-1', 'Planters', 'freedom', 'nonfat', 'equal', 'spinoff', 'Mary', '*-141', 'B-1B', 'GOP', 'All', 'figure', 'deteriorated', '45,000', 'propose', 'gained', 'borough', 'Tarwhine', '3.8', 'mentally', 'writing', 'Institutes', 'tabloid', 'kind', 'quotas', 'Droz', '150', 'improved', 'one-newspaper', 'framework', '1988', 'Oxnard', '456.64', 'Harcourt', 'Butler', '228', '*T*-158', 'Medical', 'magnets', 'delay', 'want', 'Beatles', 'crack', 'natural', 'Test-preparation', 'waif', 'trucks', 'guns', 'finalized', 'besuboru', 'scale', 'remarks', 'Rock', 'mouth-up', 'machines', 'achieving', 'violating', '17.3', 'willing', 'fellow', 'Phoenix', 'higher', 'winners', 'accidentally', 'McCormick', 'frequency', 'Sir', 'three-year', 'hazardous', 'Nikkei', 'baby', 'sued', 'prisoners', 'J.L.', 'Salomon', 'referred', 'Cabernets', 'Republicans', 'Labouisse', 'supports', 'leaving', 'Dividend', 'tower', 'purely', 'offensive', 'Herald', 'unjust', 'works', 'outpaced', 'Truck', 'onus', 'incomplete', 'pains', 'found', 'beginning', 'ongoing', '8.64', 'homelessness', 'sports-oriented', 'ended', 'maze', 'Hills', 'Goode', 'Kalamazoo', 'convinced', 'spun', 'diseases', 'tip', 'N.V.', 'owning', '2.19', 'Reached', 'articles', 'Over', 'blurred', '*T*-42', '1.8415', 'Putty', '1969', 'Opportunity', '*T*-126', 'specialize', 'Modifications', 'Genel', 'LaSalle', 'following', 'assets', 'unchanged', 'recouped', 'Sullivan', 'mark', 'Firms', 'aimed', 'York-based', 'Mason', 'chairman', 'arm', 'architects', 'yield', 'READY', 'renew', 'sewer', 'Yeargin', 'tumbled', 'classic', 'Use', 'waiting', 'La.', 'Avon', 'usually', 'Everything', 'deprived', 'fancy', 'Salinas', 'High', 'precious', '236.74', 'privately', 'appliances', 'sponsor', 'Seed', 'Ltd.', '8.2', 'troubled', '353', 'sixth', 'Local', 'Trustco', 'Peck', 'appealing', 'times', 'match', 'double-C', 'proceeds', 'Nigel', 'tramp', 'distributes', '*-13', 'rooted', 'Moslem', 'bang', '43', 'ropes', 'Sixth', 'novel', 'donor', 'quantitive', '1950s', 'announce', 'building', 'credentials', 'crib', 'ban', 'caveat', 'Richebourg', 'spot', 'queuing', '19.6', "'S", 'housing-assistance', 'Tube', '1966', 'Failure', 'mininum-wage', 'Kligman', 'insinuating', 'climate', 'pickers', 'fractionally', 'contained', 'resembles', 'sketch', 'inspirational', 'Bowl', 'Union', '5.29', '*T*-17', '4,645', 'Lieberman', 'rebuffed', 'recent', 'stuff', 'publishing', '1934', 'Russo', 'transplantation', 'slippage', 'exhibition', 'Mexico', '*T*-130', 'Freddie', 'beaten', 'newsroom', 'multilevel', 'credits', 'galvanized', 'leader', 'Harper', 'Open', 'scientist', 'lore', 'more', 'extend', 'Bethlehem', 'overnight', 'doing', 'year-earlier', 'powerful', 'Carnival', '450', 'chaotic', 'city', 'Composite', 'virtues', '20-point', 'Typically', 'low-altitude', 'page', '*-125', 'greedy', '*-82', 'Radio', 'Bells', 'comprehensive', 'store', '6,000', '*T*-148', 'balked', 'completeness', 'two-sevenths', 'mines', 'Voters', 'challenge', 'magnetic', 'puts', 'institution', 'agreed-upon', 'successful', '*T*-244', '4.6', '1.76', 'redeemed', 'Tiphook', 'Except', 'Stern', 'knowns', 'Warner', 'sky', 'Ichiro', 'lesions', 'district', 'indexes', 'pleaded', 'Anthony', 'occurs', '*-69', 'public', 'structural', 'wrote', 'hope', 'acquisition-minded', 'strings', 'Crime', 'Indonesia', 'disposed', 'devastating', '*T*-3', '*T*-77', '1,570', 'sex', 'chauffeur', 'by', '60.36', 'shut', 'Needham', 'train', 'through', 'NATIONAL', 'fled', 'Beth', 'Later', 'cooperation', '352.9', 'deviant', 'headcount-control', 'cycles', 'safeguarding', 'predictably', 'Environment', 'includes', 'violation', 'floated', 'Bellows', 'comfortable', 'skyward', 'remodeling', 'K.', 'Orlando', '0.95', 'locked', '250,000', 'Hudnut', 'trading', 'containing', 'previous', 'Sit', 'Pharaoh', 'Ballot', 'tote', 'Psychiatry', 'installment', 'Liberation', 'forward', '*-100', 'event', 'sparing', 'everybody', 'Mazda', 'physics', '*T*-49', '245', 'resubmit', '*-116', 'long-term', '129.91', 'nature', 'hostile', 'explained', 'Bankers', 'Wilmington', 'quick', '5.7', '*-85', 'Berlin', 'Rudolph', 'hauling', 'inception', 'entered', 'mortgage', 'proponents', 'balance', 'Chatsworth', 'Dallas', 'aids', 'were', 'skipped', 'Short', '*-68', 'Viacom', 'Circulation', 'fragmentation', 'read', 'Mitsui', 'arguments', 'Mass.', 'quarters', 'Discos', 'swing', 'melt-textured', 'talking', 'entering', 'hub', 'Andy', 'plea', 'particularly', 'delays', 'Symphony', '20,000', 'carried', 'NetWare', 'Fantasy', 'insurgents', 'acne', 'G.', 'rates', 'operation', 'pulled', '1.4', 'Hara', 'laurels', 'Biedermann', '490', 'shadows', 'proscribes', 'peak', 'Candlestick', 'II', 'responsible', 'EC', 'mobster', 'water-authority', 'fixed-rate', 'anti-China', 'VanSant', 'less', 'Integra-A', "'ve", 'secured', 'table', 'Rosenblum', 'uncharted', 'minted', '48', '3-4', 'beers', 'impart', 'banks', 'columns', 'intoxication', 'fired', 'movement', 'Charles', 'declare', 'talk', 'Under', 'sneaked', 'Compromises', 'respect', 'skyrocketed', 'interpretation', 'Partnership', 'capitalism', 'Crum', 'value', 'Coleco', 'grandstander', 'poverty', 'Nippon', 'Plantation', 'Cos.', 'staunchly', 'losses', 'Vicar', 'Trudeau', 'show', 'diverse', '*-95', '2.1', 'organized', '*-62', 'deposit', 'quantitative', 'first-time', 'Einhorn', '1995', 'shedding', 'watching', 'comparison', '0.28', 'humble', 'south', 'voluntarily', 'prevents', 'editors', 'contrasts', 'Phillips', 'Underwood', '1.125', 'poor', 'Chabrol', 'early', 'Cabernet', 'fair', 'lotter', 'divided', 'steeper', 'Simon', 'proposals', '53-year-old', 'unfounded', 'Adam', 'cosmetic', 'Roman', 'Moines', 'tariff', 'license', 'punishable', 'cell', '*T*-239', 'save', 'Overall', 'reference', 'partner', 'Kidder', 'S.p.A.', '118.6', 'Hubbell', '*-70', 'ends', 'contradict', 'finally', 'served', 'Bradford', '*-24', 'hazards', 'compensate', '210', 'police', 'alternative', 'HUD', 'visitors', 'Groucho', 'drives', 'Russian', 'rate-sensitive', 'states', '*T*-210', 'Gillett', 'supplemental', 'subminimum', 'Assets', 'represented', 'S.', 'observance', 'granted', 'caller', 'Burgundy', 'within', 'slowdowns', 'midrange', 'Stores', 'auto-safety', 'inching', '35', 'autions', 'Barrels', 'Brooke', 'hosted', '79', 'unauthorized', 'integrity', '*T*-230', 'Garret', 'classmates', 'month', 'except', 'damn', 'brakes', 'Underwoods', 'Rated', 'paid', 'Seats', 'Mass', 'Energy', 'MacDonald', 'shortage', 'accept', 'women', 'Jalaalwalikraam', 'mundane', 'bargain', 'Dunton', 'kids', 'turn', 'won', 'Ga.', 'habit', 'any', 'anger', 'design', 'Spaghetti', 'earn', 'Purchasing', 'twist', 'secret', 'approval', 'common', 'Solomonic', 'Chicago-style', 'lungs', 'TEXAS', 'me', 'Arbitrage', 'Atsushi', 'currency', 'propagandizes', 'Purepac', 'attracting', 'else', '850', 'Fire', 'afternoon', 'Nissan', '*-67', 'Lehman', 'joined', '7.65', 'section', 'although', 'ugly', 'Guinea', 'until', 'Trust', 'Joseph', 'recalls', 'blocked', 'pre-existing', '*T*-156', 'Gerhard', 'Interviews', 'retain', 'Meridian', 'petroleum', '1:30', 'Buckhead', 'approves', 'Either', 'NESB', 'separately', 'Abrupt', 'futures-related', 'Blackstone', '*-53', 'sabotage', 'N.J.', 'Hugo', 'service', 'unlabeled', 'highly', 'techniques', 'horoscopes', '*T*-192', 'wages', 'circuit', 'Sugarman', 'phasing', 'requires', 'Carney', 'navigation', 'DISCOUNT', '0.84', '3.20', 'Drexel', 'Royal', 'dissolves', 'leaves', 'ushers', 'beneficiary', '45.75', 'Traverse', 'anti-dumping', '5', '16.5', 'far', 'nail', '*T*-129', 'peals', 'Finmeccanica', '6.6', '237-seat', '1.55', 'life', 'Cancer', 'one-third', '*T*-228', 'pipes', 'corruption', 'Kane', 'corn-buying', 'newspaper', 'amending', 'Detroit', 'captive', 'overseas', 'made', 'effective', '*T*-222', 'tightened', 'wealth', 'Morrison', 'theaters', 'examples', 'default', 'interference', '*T*-259', 'Suisse', 'deal', 'appeals', 'worried', '31-year-old', 'Stadium', '400', 'formal', 'Dick', 'ethanol', 'Signs', '133', 'upsetting', 'portion', 'self', 'mirrors', 'connection', 'stunned', 'An', '*NOT*', '8', 'high-priced', 'Commerce', 'bias', 'apply', 'Ginnie', 'Ian', '75', 'Tramp', 'museums', '10.5', 'conflicts', 'signboards', 'preparation', 'proprietor', '*-76', 'Dennis', 'emphasis', 'colder', '14.54', '37.5', 'fire', 'prefer', 'supplier', 'Syracuse', 'maybe', 'looking', 'modestly', 'Yesterday', 'emphasized', '576', 'resistance', 'Funding', 'cyclical', 'Jobs', '60', '12\\/32', 'brings', 'railings', 'Seniors', 'Danzig', 'Fargo', 'alarmed', 'reasonably', 'Bears', 'reluctance', 'our', '18,000', '132,000', '4.10', 'Hiroshi', 'bigger', 'retained', 'slid', 'traders', 'financings', 'reflects', 'flooded', 'tinker', '1987-88', 'instance', 'involving', 'falsify', 'interrogated', '210,000', 'investor', 'facts', 'mechanisms', 'Learning', 'perpetuate', 'manages', 'Minnesota', 'multitude', '5.276', 'intraday', 'wildly', 'ballot', '*-94', 'Sprint', 'However', 'ca', 'your', 'restrictions', 'five-cent', '93,000', '1992', 'candidates', 'river', '133.8', 'right', 'disappointing', 'collar', 'Peng', '1940s', '3.42', 'insured', '*T*-154', 'especially', 'reaped', 'state-appointed', 'arbitragers', 'different', '7.52', 'kinds', 'prize-fighter', 'suffer', 'yen-denominated', '*T*-186', 'moreover', 'security-type', 'casino', 'Camille', 'space', 'streets', 'special', 'sheep', 'SALARIES', 'voluntary', 'nation', '12.09', 'Ark', '16.09', 'superintendent', 'Leap', 'copied', 'chatter', 'establish', 'fights', 'improving', 'Survey', 'Excluding', 'entrance', 'crippled', 'Exxon-owned', 'liberals', 'outrageous', 'forgiven', 'completely', 'rapport', 'inventiveness', '221.4', 'Eliminate', 'interesting', 'Organization', 'regulating', "O'Connor", 'rear', 'barrier', 'applications', 'Bowman', 'a', 'unwilling', 'behaving', 'essentially', 'Academically', 'accommodate', 'discount', 'Alliance', 'Walt', 'Iowa', 'perpetual', '*T*-220', 'occurred', 'planted', 'pricings', 'scholarly', 'Reagan-Bush', 'Futures', 'obtain', 'JUDICIAL', 'anti-program', 'Huppert', 'fixed', 'Entertainment', 'surrender', 'weapons-modernization', '*-2', 'pro-choice', 'jitters', 'heating', 'belfry', 'terrorists', '753', 'metric', 'anywhere', 'Fortune', 'possessions', 'additional', 'indication', 'DOT', 'la', 'Nielsen', '1\\/8', 'recovering', 'Generalized', 'renewing', '11-month-old', 'The', 'texts', 'cheapest', 'corn', 'conglomerate', 'ailing', 'On', 'prosecute', '*-104', '*T*-57', 'vintages', 'APPEARS', 'afford', 'adult', 'brightest', 'red', 'arrangements', 'DIAPER', 'aspersions', 'trust', 'cleaner', 'line', 'making', 'alive', 'fend', 'felonies', 'amendment', 'windfall', '1.9', 'Mount', '14.5', 'persuasion', 'rarely', 'seeking', 'RATE', 'municipal', 'instrument', 'landfills', 'gain', '*-146', 'unrealistically', 'eye', 'popular', 'servicing', 'case', 'Third', 'source', 'deficiencies', 'hunted', 'recession-inspired', 'string', '*T*-52', 'Control', 'Soviets', 'vast', 'morning', '*T*-149', 'concerned', 'Arabia', 'inheritor', 'reaffirmed', 'path', 'images', 'Monitor', 'Providence', 'money-market', 'ease', 'participant', 'Market', '1928-33', 'Hale', 'says', 'Riviera', 'block', 'carrying', 'allowed', 'opens', 'totaled', '1967', 'pursue', 'change', 'production', 'stations', '7.8', 'Maryland', 'Komatsu', 'businessman', 'Mutchin', 'valuation', 'injury', 'dialogue', '19.94', 'talked', 'disappointment', 'syndrome', 'imagine', 'Scypher', 'conversations', 'Value', 'debenture', '119', 'tracked', 'gives', 'oilman', 'protected', 'would-be', 'choosing', 'composite', '15.5', 'sheaf', 'ties', 'attacks', '*T*-182', '1.39', 'underpin', 'overleveraged', 'keep', 'pillow', 'satisfactory', 'photocopying', 'wisdom', 'Barclays', 'Judging', 'daily', 'Holding', 'supercilious', 'raises', 'Takeover', 'securities-based', 'counting', 'genes', 'copycats', 'away', 'transfer', 'prefectural', '11', 'weakness', 'liquidity', 'awful', 'four-color', '2.3', 'Political', 'Cruise', 'sign', 'issued', 'initiative', 'both', 'flap', 'burdens', 'four-foot-high', 'football', 'anybody', 'recruiting', 'repeals', '45', 'Grant', 'screens', 'mobile', 'Lead', 'Lewis', 'invent', '130', 'tailored', 'adjustment', 'bright', 'Gov.', 'suspensions', 'Li', 'co-founded', 'railroad', 'one-week', 'citations', 'skeptical', 'peripheral', 'Pretoria', 'U.K.', 'adding', 'relative', '*-86', 'durable-goods', '3.2', 'Aptitude', 'Initiative', 'accompany', 'milked', 'asked', 'S&L', 'generation', 'core', 'injecting', 'paltry', '*T*-173', 'meet', 'three', 'billion', 'high-risk', 'Similarly', 'becoming', 'Act', 'services', '95', 'Dodger', 'flows', 'reprint', 'valuable', 'buoyed', 'Virginia', 'used', 'Carbide', 'Odd-year', '6.79', 'Brands', 'homeless', 'cruising', 'play', 'minister', 'lackluster', 'boilers', 'operations', 'Rubber', 'tissues', 'Turnaround', 'rang', 'pools', 'co-author', 'pieces', 'commerce', 'favor', 'Reagan', 'unstinting', 'Ruth', 'Perhaps', 'red-carpet', '3.01', 'misdemeanor', 'patients', 'Nemeth', 'resulting', 'large', '*T*-184', 'pistols', 'bond', 'Leinonen', 'malignant', 'H.', '1st', 'Inventor', 'practices', 'easing', 'planes', 'stored', 'leery', '500-stock', 'senses', 'amounted', 'Logic', 'skirmishes', 'Poore', 'scrutinizing', 'struggled', '238,000-circulation', 'modest', 'chemical', 'years', 'intellectual', 'feline', 'Wilson', 'call', 'favorably', 'batting', 'Nestor', 'Messrs.', 'roof-crush', 'amphobiles', 'Everyone', 'bomb', 'balanced', 'lift', 'union', 'compelling', '72', 'lender', 'Woolworth', '*T*-235', 'pre-tax', 'search-and-seizure', '1972', 'Ray', 'host', 'small', 'welcomed', 'upset', 'suspend', 'sprawling', 'million-a-year', 'M.', 'Wu', 'Forget', 'Workers', 'map', 'advocated', 'transplant', '89.7', 'appreciation', 'politicians', 'institutions', 'Paul', 'UPHELD', 'teaches', 'walk', 'affairs', 'unusual', '6.1', 'allocated', 'yet', 'Country', '310', '...', 'prescribe', 'facilitate', 'Laurence', '23.5', 'harvest', 'awfully', 'Your', 'mignon', 'muffled', 'Fuji', 'Documents', '16', 'rebounding', 'reversed', '909', '47.125', 'fingers', 'reach', 'shape', 'periodontal', '107.03', '5.3', 'Foreign', 'Tony', 'tracks', '*T*-6', 'commitments', 'yon', 'investigation', "O'Neill", 'sympathetic', 'fundamentally', 'heard', 'knitted', 'Metallgesellschaft', '*T*-171', 'engineering', 'vow', 'Sonnett', 'theological', 'documented', 'powder', 'happy', 'IBM', 'sharp', 'activity', 'ballpark', 'high-flying', 'guests', 'sell', 'resisting', 'high-quality', 'campaigning', '1.61', 'Pictures', 'FERC', 'demise', 'typically', 'fracture', 'Ed', 'daughters', 'Elsewhere', 'learning', 'hearings', 'band', 'crook', 'territory', 'nominal', 'recruited', 'eliminating', 'sweepstakes', 'Nasdaq', 'jolts', 'Marie-Louise', 'wife', '1980s', '4.25', 'marketplace', '10,000', 'deliberating', '&', 'knew', 'conviction', 'reds', 'fields', 'drift', 'Guffey', 'Northy', 'titans', 'Merchant', 'C$', 'fee', 'deserve', 'shaky', 'students', 'enviable', 'Aerospace', 'clear', 'reps', 'competed', 'megabytes', '1986', 'hopefully', 'values', 'unfocused', 'needing', 'opposed', 'Chadha', 'skip', 'retailers', 'relatively', 'sink', 'beyond', 'boost', 'Glenham', 'taxable', 'presence', 'outrage', 'pine', 'dancing', 'Morgan', 'well-known', 'NEC', 'chrysotile', 'desire', 'Lyle', 'edition', 'Groups', 'Wis.', 'Little', 'fabled', 'Cray-3', '93.9', 'Aktiebolaget', 'EEOC', '153.3', 'advertising', 'underprivileged', "'", '*-4', 'respected', 'mention', 'recommendation', 'multinational', '5.9', 'Continued', 'overstated', 'compound', 'Now', 'slowly', 'barriers', 'Vacancies', 'During', 'Council', 'complained', 'price-support', 'Negotiable', 'Schlemmer', 'tapping', 'continental', '4', 'worry', 'Backer', '7.4', 'either', 'Mifflin', 'revenue-desperate', 'executing', 'export', '2.2', 'museum', 'Along', 'softening', 'derivatives', 'verge', 'set', 'lauded', 'coupon', 'road', '*T*-18', 'unsuccessful', 'traditional', '1,620', 'From', 'Growth', 'Ordnance', 'rear-seat', 'offsetting', 'automation', '1.6', 'Canada', '1206.26', 'contractors', 'Beta', 'marketer', 'bull', 'measured', 'dances', '497.34', 'Palestinian', 'Leningrad', 'attorney', 'passage', 'Brunswick', 'Standardized', 'Manfred', 'collapse', 'escort', 'triple-A-rated', 'apologize', 'faithful', 'Beverly', 'hid', 'refuse', 'avoiding', 'Because', 'brutal', 'Stearn', 'samples', 'buying', 'elsewhere', '*T*-104', 'bombs', 'wrists', 'Stork', 'devouring', 'surplus', 'blocks', 'earned', 'clock', 'providers', 'affordable', 'sell-off', 'massacre', 'Bond', 'Marchese', 'Equity', 'principle', '397', 'featuring', 'subsequent', 'Midvale', 'Gunmen', 'N.Y.', 'vision', 'repay', 'reasoning', 'blue-collar', 'Asada', '8.75', 'Walters', 'GRAINS', 'attending', 'publications', 'scrapped', 'categories', 'wings', 'marginally', 'trail', '*T*-247', 'Resources', 'pinning', '*T*-200', 'instead', 'newcomer', 'Activity', 'Dogs', 'formation', 'providing', 'boosts', 'writer', 'Kuhns', 'Leo', 'purchasing', 'pit', 'repayment', 'weeks', 'grains', 'rolled', 'lawyers', 'debts', 'Guber\\/Peters', '13,056', 'panic', 'analysts', 'private', 'system', 'Depending', 'Marina', '26,000', 'socialist', 'plus', 'filling', 'forest-products', 'second', 'lucky', 'Chinchon', '50', 'reassuring', 'cost-sharing', 'designated', 'desired', '13.15', 'effect', 'Ralston', 'ambitious', '*-156', 'Driscoll', 'shambles', 'bans', 'look', 'rap', 'sluggishness', 'socialism', 'lack', '3.16', '7.50', 'Areas', 'Fountain', 'substitute', 'presented', '13', 'angle', 'leveling', 'exacerbated', 'unresolved', 'seafood', 'need', 'reform', 'historical', '*-128', 'testify', 'pointed', 'club', 'investigating', '6.50', 'Claire', 'profited', '22.75', 'Root', 'undiplomatic', 'Capital', '2.35', 'similarity', 'Another', 'distinct', '18.6', 'Heightened', 'Palestine', 'province', 'Pitcher', 'tripled', 'campaigns', 'warming', 'espouse', 'Dakota', 'how', '*T*-246', '*T*-99', 'news', 'joining', 'bridge', 'Millis', 'said', 'Citizen', 'Michio', 'Arafat', 'semiconductors', 'tires', 'Filling', 'Bucking', 'reallocated', 'Reuters', 'no-confidence', '*T*-260', '*T*-110', '98', 'missiles', 'curtail', 'importer', '*T*-93', 'proven', 'shirts', 'Buick', 'ounces', 'available', 'legislation', 'Already', 'matched', 'garage', 'executives', 'guarantee', 'Composer', '135', 'slate', 'Next', 'natural-gas', 'stoppage', 'empty', 'fan', 'new-car', 'Puccio', 'excessively', 'McDermott', 'anticipates', 'plunge', "'30s", '492', '*T*-238', 'fees', '20-stock', 'Owner', '118', 'meaningful', 'grew', 'Packaging', 'prosecution', 'administrator', 'shareholder', 'contests', 'partnership', 'inferences', '*T*-36', 'hard-drinking', 'Church', 'faster', 'lacks', 'alert', 'generalizations', 'enrollment', 'green', 'evident', 'seven', 'Club', 'boyfriends', 'life-insurance', '380', 'Perspective', 'cartilage', 'Austrian', 'Judie', 'driving', 'Bhutto', 'number', 'Antinori', '446.62', 'free', 'befuddled', 'viewership', 'Beginning', 'Century', 'laughing', 'sacks', "'82", 'shop', 'absurdity', 'justified', 'Colorado', 'subsidiary', 'Daniels', '*T*-67', 'AG', 'complaints', 'focused', 'stock-picking', '3,500', 'social-studies', 'OTC', 'participation', '*T*-109', 'remove', 'comfort', 'Wohlstetter', 'Frederick', 'Ronald', 'requirement', 'prosecuting', 'TRANSPLANT', 'fans', 'Nearby', "D'Amico", '133.7', 'ceramic', '1991-2000', 'attributed', 'Peabody', 'anticipating', 'When', 'Susan', 'endorsed', 'increases', 'harvested', 'marks', 'scammers', 'America', 'Stocks', 'tailor-made', 'sidewalk', 'Brigham', 'conventional', 'assistance', 'publish', 'Every', 'patient', 'Grgich', 'murder', 'Stockholm', 'church-goers', 'manmade-fiber', 'competitive', 'moment', '*-84', 'picket', 'multibillion-dollar', 'Works', 'shrank', 'enjoying', 'main', 'Peters', 'Haruki', 'led', 'raised', 'lieutenant', 'Could', 'dismal', 'critics', 'insanity', 'biggest', 'Loewi', 'Signore', 'Canadian', 'inkling', 'Why', 'courts', 'Lt.', 'predicted', 'entertainment', 'mechanism', 'Transportation', 'collaborated', 'crashing', 'arranged', 'Unfortunately', 'Management', 'talk-show', 'charm', 'withdrawn', 'Solution', 'Account', 'morale', 'traditionally', 'broadcasts', 'estate', '500-Stock', 'Besides', 'ventures', '1,050,000', 'Current', 'hook', 'billings', 'highs', 'Alvin', 'punish', 'conforms', '*T*-87', 'Linden', 'prominent', 'trim', 'membership', 'vineyard', 'publicly', 'loathsome', 'weighing', 'elementary', 'verbatim', 'procedures', '7.2', 'Fabian', 'Street', "O'Brien", 'advertisements', 'Zenith', 'those', 'markkaa', 'materialize', 'ABORTION', '7.20', 'Stena', 'Calder', 'financed', 'post-hearing', 'attorneys', 'signifying', 'per', 'dairy', 'last', 'Oak', 'linked', 'Reliance', 'equally', 'keyboards', 'licensing', 'flirted', 'Without', 'replace', 'Waste', 're-election', 'lagging', 'strict', 'parts-engineering', 'accounting', 'pick', 'world', 'cutbacks', 'appointments', 'score', 'Domaine', 'Trading', 'Spoon', 'Default', 'diagram', 'Services', 'easier', 'Deere', 'battles', 'car', 'They', 'sleep', 'middle', 'simultaneous', 'Bordeaux', 'aboard', 'charged', '12.7', 'makes', 'Vermont', 'loose', 'understood', 'round-trip', 'swelling', 'favored', '50.38', 'convicted', 'bullets', 'Miguel', 'Cellars', 'Cigna', 'Shell', 'Advanced', 'produced', 'picked', 'Chilean', '*T*-233', 'super-absorbent', 'Above', 'diagnosed', 'Boorse', 'Breakey', 'massive', '84.29', 'succeeds', 'Ministry', '36.9', 'Title', '6.40', 'best', 'editor', 'accrued', 'broad', '3\\/8', 'Anne', 'markup', 'choice', 'forgotten', 'invest', '*-34', 'patents', 'manually', 'two', 'bothered', 'tons', 'Tokyo', 'seminar', 'hailing', 'Internal', 'disarray', 'margin', 'Retail', 'invention', 'Hammond', 'before', '3.18', 'market', 'accounts', 'notice', 'Foreigners', '22\\/32', 'Papua-New', 'Gross', 'Don', '*T*-43', 'caretaker', 'words', 'friend', 'credit-rating', 'Gates', 'Alstyne', 'famous', 'resolved', 'fifth', 'clobbered', 'Average', '*-155', 'refile', 'imports', 'Earle', 'food', 'Who', 'fluctuations', 'session', 'smothering', 'Wamre', '*-61', 'Warehouse', 'despite', 'custom-chip', '230-215', 'electrical-safety', 'factory', 'returned', 'drafted', '*T*-240', 'spokeswoman', '*T*-76', '4.75', 'specifics', 'tune', 'scientists', 'bad', '-LCB-', 'Des', 'autumn', 'defects', 'retired', 'mainland', 'cruise', 'rectified', 'coated', 'Hubbard', '*T*-92', 'docile', 'occur', '1.5805', 'permitting', '1.82', 'Tom', "'ll", '800', 'surveyed', 'rebuked', '84-year-old', 'greed', 'fueled', 'BILLS', '*T*-73', 'priciest', 'Heating', 'crookery', 'nine', 'Gayle', 'capitalized', 'live', 'team', 'open', 'Emile', 'mailed', 'heirs', 'rewarding', 'impose', 'conducted', 'At', 'tissue-transplant', 'Everybody', 'announcer', 'issuer', 'drag-down', 'Uptick', '2.47', 'Colo.', 'Piscataway', 'government-funded', '10-day', 'Totally', 'Much', 'Helsinki', 'notes', 'transformed', 'extension', '609', 'dolls', 'smaller', 'headlined', 'pharaohs', 'remained', 'educational', 'Analysts', 'guild', 'pocket', 'Unlike', 'fastest-growing', '879', 'disruptive', 'Foster', 'colleagues', 'lottery', 'recorded', 'Young', 'benefits', 'gyrate', 'THREE', 'interbank', '*-113', 'WAR', 'Marine', 'perspective', 'Reddington', 'normal', '*-164', 'Their', 'drums', 'Bougainville', 'day-care', 'Right', 'buy', 'founder', 'kindness', 'claiming', 'heavy', 'Private', 'acquire', '692', 'capped', '701', 'Equus', 'playful', 'follows', 'migrate', 'reductions', 'James', 'diversified', 'Shokubai', 'housewife', 'subscribers', 'Man', 'disclosed', '*-129', '13.50', 'deserving', 'merchant', 'illegal', 'familiar', 'Deposits-a', 'largest', 'Troubled', 'son', 'unclear', 'antitrust-law', 'Wilton', 'replacing', 'cover', 'Collector', 'duty', '*T*-170', 'R.P.', 'Ltd', 'pre-1917', 'rusted', 'Proceeds', 'industries', 'Tuscany', '53', 'Superdome', 'electric', 'downgrading', '*T*-112', 'concession', '*-117', 'Cellar', 'sounds', 'caution', 'N.J.-based', 'Kensington', 'exceedingly', 'miscarriages', 'Lines', 'Off-Track', 'joins', 'Huntsville', 'bonuses', 'Once', 'scans', 'cold', '108', 'setback', 'issuing', 'hitter', '77.70', 'balkanized', 'Whip', 'neutrons', 'wholesaler', 'array', 'Pasadena', 'partisan', 'clearance', 'corkscrews', 'butterfly', 'highest', 'considered', 'music', 'disasters', 'introduction', 'Francis', 'director', 'payrolls', 'policies', 'ORTEGA', 'discrimination', 'Level', 'tone', 'disparate', 'AC-130U', 'Reserves', 'Net', 'Lighthouse', 'operated', 'reinstating', 'automated', 'termed', 'under', 'Hawaiian', 'boosted', 'controversial', '430', 'withhold', 'quips', 'skill', 'Denver', 'glass', 'Aurora', 'rare', 'inflationary', 'Sachs', 'vice', 'outlay', 'Payments', 'clubs', 'ratified', '130.7', 'profitability', 'months', 'hostage', 'managed', '244,000', 'Commonwealth', '263.07', '16.2', 'breezy', 'Perritt', '35564.43', 'Tower', 'party', 'wines', 'troops', 'Patch', 'scams', 'reporters', 'Cutrer', 'nets', 'behest', 'install', 'Leming', '1,100', 'houses', 'Peoria', 'insurance', 'boy', ';', '212', 'destination', 'Otherwise', 'shipyard', '*T*-214', 'sliding', 'liability', 'bludgeon', 'Burnham', 'Integra', 'ethics', 'I.', 'intensity', '*T*-113', '1637', 'surge', 'rider', 'drivers', 'piracy', '50-50', 'property\\/casualty', 'rocket', 'write', 'aware', 'demobilize', 'factor', 'fixes', 'Senate-House', '71,309', 'organizations', 'escrow', 'Carrier', 'high-rate', 'Coxon', 'Preston', 'furniture', 'Hackensack', 'Revolution', '68', 'Hazell', 'disembodied', 'Ms.', 'governors', 'reason', 'five-year', 'insane', '644', 'bank-backed', 'few', 'first-half', 'speech', 'born', 'Ortega', '101', 'AGREES', 'belonging', 'stands', 'annoyed', 'fixed-income', '630.9', 'Kingsbridge', 'court-ordered', 'suit', 'indirect', 'process', 'Neuberger', 'distributable', 'peace', 'marching', '*-26', 'hauled', 'mode', 'Though', 'Rita', 'apparent', 'depositary', 'electronics', 'OK', 'discharge', 'patterns', 'environments', 'consomme', 'Communications', 'phobias', 'all-cash', 'advantage', 'centimeter', 'indulging', '46.1', 'Bell', 'mail', 'Takeshi', 'competing', 'limits', 'style', 'initiated', 'mid-October', '*T*-189', '*T*-119', 'platinum', '*-10', 'medallions', 'predicts', 'Backseat', 'SEC', 'Federation', '99.3', "'re", '6.03', 'Stanley', 'financier', 'reporting', 'branches', 'honor', 'trouble', 'raise', 'Phillip', 'initial', 'Air', 'telephone-information', 'GOODY', 'author', 'handed', 'resigning', 'may', "'d", 'blamed', 'NBC', 'Osborn', 'Rockefeller', 'stressing', 'planned', 'doubts', 'text', 'End', 'Judicial', 'sweaters', 'support', 'supreme', 'bankroll', '*T*-45', 'Pencil', 'Asia', 'burden', 'widespread', 'reduction', '4.3', '5.6', 'chaos', 'schoolchildren', 'key', 'Skokie', 'collapsed', 'clues', 'Lambert', 'Journals', 'videocassette', 'IRS', 'regular', 'husband', 'Eric', 'Women', 'Neanderthals', '*-110', 'creator', 'race', 'attractive', 'salarymen', 'uncertainties', 'bout', 'unspecified', 'Internatonal', 'revelations', 'transportation', 'Cru', 'variation', 'auspices', 'razor-thin', 'halt', 'becomes', 'adjustments', 'Harold', 'Kill', 'several-year', '8.60', 'disciplinary', 'coordinator', 'newsweekly', 'Guard', 'gallon', 'normally', 'Glaxo', 'properties', 'practical', 'Kathleen', 'classics', 'Czech', 'seize', 'Michigan', 'recommended', 'lovely', 'regarding', 'himself', 'violated', 'persuasive', 'installing', 'others', 'Defense', 'beleaguered', 'Allen', 'Chase', 'small-time', '292.32', 'One', 'ruled', 'central', 'catch-up', 'dividends', 'Platt', '331,000', 'underperforming', 'attached', 'perceptions', 'viewpoints', 'Sometimes', 'corporation', 'physicist', 'index-arbitrage', 'Currently', 'suburban', 'reorganized', 'Sebastian', 'merchandise', 'Sacramento', 'addition', 'Guerrilla', 'Francisco-based', 'old-style', 'Nixon', 'Team', '23', 'did', 'Saudi', 'Nicholas', 'nine-member', 'After', 'Shortly', 'Lentjes', 'and', 'superconductor', '*T*-71', 'advocates', 'disagreeable', 'Recess', '41', 'employees', '126,000', 'fiber-optic', '1,298', 'unneeded', 'drive', 'lowering', 'pain', 'COMMUNICATIONS', 'caused', 'Encouraged', 'lobster', 'bitterness', 'snapped', 'Angola', 'popularly', 'diamond', 'competes', 'denominator', 'goverment', 'maintain', 'rigors', 'Meanwhile', 'DSM', 'sight', 'twice', 'Palmer', 'resume', 'Products', '*-118', 'labor-backed', 'Giraud', 'nor', 'Swiss', 'devised', 'proposing', 'print', 'motors', 'chosen', 'similar', '*-163', '*T*-116', 'extraordinary', '69', 'threats', 'Novell', 'stuck', 'uncanny', 'pennies', '85', 'edged', 'competitor', '2\\/32', 'has', 'possibility', '*T*-196', 'slash', 'attend', 'Bolduc', 'soaring', 'London', 'N.Y', '721', 'Minneapolis-based', 'fierce', 'deplorable', 'heading', '2.8', 'depressions', '*T*-179', 'school-sponsored', 'reflection', 'smiles', 'TXO', 'Separately', 'superconductors', 'Salmore', 'necklace', 'red-and-white', '*T*-125', 'petulant', 'realize', 'hailed', 'prolonged', 'BIRDS', 'foreign', 'conceding', 'morass', 'concrete', 'Renaissance-style', 'carry', '*-50', 'Sen.', 'Policy', 'redistribute', 'cautious', 'Payouts', '10.2', 'stark', 'myriad', 'Standard', 'leases', 'Frenzy', 'pyramids', 'denouncing', "n't", 'administration', 'sum', 'implied', 'Ten', 'Legend', 'fattened', '12', 'Propaganda', 'expression', 'cash', '2.62', 'heavy-duty', '12.97', 'Russel', 'Virgin', 'supporters', 'flush', 'austere', 'profit-taking', 'restricts', 'Allendale', 'co-developers', 'increased', 'letters', 'one-upsmanship', 'Iran\\/Contra', 'openly', 'opportunities', 'Standing', 'moons', 'tally', 'highway', 'bald-faced', '149', 'upside', 'historic', 'enabling', 'harmful', 'taxation', 'compel', 'pressures', 'billions', 'Thai', 'shipping', 'bureaucracy', 'alternatively', 'Rolling', 'Newsweek', 'mollified', 'Mahoney', 'Garrison', 'emerging', 'priority', '10-year', 'trays', 'Marshall', 'den', 'contemporary', 'Paris', 'ministers', 'crops', 'yen', 'stiff', 'harder', 'smartly', 'WPP', '*-58', '278.7', 'stiffer', 'Landrieu', 'Before', 'demonstrations', 'sensation', 'denied', 'five-point', 'Queen', 'enough', 'hospitable', 'FIRST', 'force', 'surgery', 'witness', 'healing', 'Fidelity', 'single-lot', 'repaid', 'untrue', 'visit', '26.2', 'Jerritts', 'benefit', 'concentrated', 'None', 'Pattenden', 'modify', 'rights', 'Wellington', 'signaling', 'Alysia', 'circuit-board', '1,400', 'equip', 'Major', 'her', 'initiatives', 'sports', 'loveliest', 'gross', 'ads', 'Civil', 'mid-afternoon', 'appear', 'resist', 'long-time', 'Warsaw', 'adjustable', 'puzzled', 'restricting', 'one-hour', 'May', 'downturn', 'settle', 'according', 'teachers', 'Patients', 'PCs', 'flashy', 'felony', 'frankly', 'Jihad', 'worker', 'Dompierre', 'Blue', 'gone', 'Supportive', 'Toledo', 'debentures', 'Griffin', 'pre-cooked', 'respond', 'single-handed', 'wallowing', 'take', 'ready', 'easy', 'invite', 'Dresser', 'globally', '15,000', '374.19', 'literature', 'nonfinancial', 'Stephen', '2005', 'expectation', 'beat', 'dormitory', 'lofty', 'unwary', 'France', 'consumer', '8.35', '8.30', 'Generally', 'practice', 'middle-ground', 'firm', 'Brazil', 'blacks', 'EVERYONE', 'affiliates', '26.5', 'amended', 'Fracturing', 'Inns', 'ever', 'handles', '93.3', 'loss', 'trends', '*T*-2', 'Jersey', 'rated', 'advertisers', 'Mayer', 'Gartner', 'supercomputer', 'headquarters', '1971', 'August', '*T*-120', 'combat', 'gentle', 'professionals', '20.5', '4.1', '35.7', 'metals', 'Haut-Brion', 'Officials', 'reluctant', 'above-market', 'bottle', 'presumably', '6.9', 'high-level', 'Power', 'cleaned', 'Moleculon', 'go', 'Australian', 'judge', 'bankrupt', 'land-idling', 'addiction', 'materials', 'severable', 'crises', 'cluster', 'log', 'Barbados', 'Georgia-Pacific', 'receipt', 'belong', 'Authority', 'Geneva', 'agriculture', 'goblins', 'broader', 'written', 'Associates', 'ball', 'Delwin', 'Monetary', 'Take', '0.4', 'had', 'temptation', 'important', 'wasted', 'cute', 'good-natured', 'morphogenetic', 'transplants', 'engineered', '46', 'regional', '35.2', 'provide', 'By', 'Muramatsu', 'incorporated', 'Dunkin', 'offer', 'pulp', 'serviced', 'probably', 'administrative', '94.8', 'geography', 'Wayland', 'carriers', 'Hymowitz', 'client', 'yearly', 'singled', '*-57', 'backlogs', 'Wilcox', 'Laser', 'striving', 'Village', 'airlines', 'litany', 'Egypt', 'idiomatic', 'better', 'fresh', 'Melamed', 'disturbs', 'inventories', 'Ednie', '*T*-211', 'Artist', 'octogenarians', 'urging', 'stadiums', 'precisely', 'cardiovascular', 'saying', 'high-rise', 'Siegal', 'creams', 'bars', 'drain', '*-25', 'Brian', 'contest', 'chronicle', 'Cabbage', 'Prater', 'pretty', 'reality', 'Donoghue', 'equity', '*T*-91', 'Daiwa', 'finds', 'medium-sized', 'Arabian', 'manner', 'subdued', 'obsession', '1920s', 'declining', 'count', 'household', 'ASSOCIATES', 'transporting', 'Fuentes', '21.9', 'warned', 'C-90', 'materialistic', 'revive', 'disclosures', 'even', '1994', 'rumored', 'Relations', '47.6', 'solidarity', 'Lurie', 'U.S.A.', 'Rothschild', 'hundreds', 'Treble', 'assembly-line', '116.7', '160', 'grandfather', 'actually', 'luck', 'Westminster', 'ability', 'uncompensated', 'assist', 'firms', 'Sales', 'BANKERS', 'Williams', 'thunder', 'computing', '2.46', 'staying', 'chamber', 'vital', 'committee', 'Jr.', 'Mae', 'Andrew', '3.1', 'Correll', 'Hadson', 'Jonas', 'often', 'TRUST', 'amortization', 'peal', '1.85', 'Coast', 'believe', 'therapy', 'fall', 'Administration', 'NCR', 'overvalued', 'overdone', 'Similar', 'Olympia', 'means', 'only', 'access', 'meetings', 'Wertheim', 'Olympic', 'pension-fund', 'Marietta', 'divisions', 'Dominion', 'relies', 'SuperDot', 'high', '65', 'Force', 'video-viewing', 'U.S.S.R.', 'Stories', 'invests', 'Brunello', 'waiving', 'trash', 'trailed', 'episodes', 'certin', '220.45', '*T*-143', '11th', 'Often', 'Varying', 'mechanical', 'disapproved', 'soldiers', 'painting', 'monopoly', 'Florida', 'obligations', 'impaired', 'upturn', 'agrees', 'other', 'hysteria', 'good', 'Day', 'studied', 'computerize', 'fight', 'been', 'reporter', 'balloting', 'carbon', 'sooner', 'considerably', 'Lorain', 'cases', '*-46', 'Practical', 'defensive', 'smoothly', 'realization', 'hunker', 'descending', 'nominate', '*T*-141', 'scheduled', 'PRECIOUS', 'jumping', 'softer', 'belfries', 'vetoes', 'TO', 'bargains', 'nervousness', 'Limited', 'Skinner', 'Beauty', '58.64', 'disagrees', 'AMR', 'single', 'Chrysler', 'voices', '14', 'Makato', 'innuendoes', 'allocation', 'Photography', 'Clinton', 'unload', 'memo', '12-member', 'Braidwood', 'introducing', 'chocolate', 'neat', '110', 'certainly', 'pasta', 'Typical', 'Hollingsworth', 'long', 'Combo', 'Lawyers', 'products', 'leveraged', 'Until', 'York', 'Eagleton', 'named', 'breaker', 'influenced', 'Preferences', 'Imports', 'length', '*ICH*-3', 'replacement-car', 'trip', 'Equivalents', '*T*-33', 'continually', 'le', 'joy', 'COMPUTERS', 'art', 'approach', 'enables', 'Feniger', 'Higher', 'scoffs', 'Dolan', 'IMSAI', 'commission', 'posts', 'livelihood', 'sure', 'continuing', 'Norwick', 'Behind', 'inviting', 'goal', 'walls', 'eliminate', 'Dahl', 'hormone', 'advances', 'Campbell', '4,000', 'entertaining', 'help', 'capitalist', 'childish', '152,000', 'address', '*T*-201', 'spark', 'anti-programmers', 'Hatch', 'gradual', 'strictly', 'aim', 'absolute', 'rival', 'total', 'aerospace', 'center', 'acts', 'Sherwood', 'bellwether', 'Airlines', 'discontinued', 'dispute', 'base', 'researchers', 'friction', 'begin', 'high-technology', '47', '116.9', 'Lafite-Rothschild', 'thinking', 'frustrating', 'proviso', 'Bridge', 'Investors', 'enabled', 'capsules', 'declined', 'science', 'partisans', 'sexy', 'specific', 'floor', 'Judges', 'master', 'Circuit', 'calculations', 'Columbus', '6.7', 'ensnarled', 'cheerleading', 'expense', 'helm', '*T*-213', 'various', 'dynamics', 'media', 'Even', 'quiet', 'Agency', 'places', '*T*-245', 'present', 'herself', 'Sloan', '109.73', 'passenger-car', 'carries', 'responding', 'half', 'personally', 'contract', 'breakdown', 'Italian', 'Vegas', 'Schweiz', 'conversion', 'unable', 'Estimated', 'Register', 'Continental', 'killings', 'inaccurately', 'high-balance', 'outsiders', 'widget', '125', 'Albany', '1.92', 'high-stakes', 'photograph', 'six-inch', 'fifth-grade', 'distributed', '*T*-98', '11.5', 'statutory', 'preliminary', 'attempts', 'contracted', 'soul', 'complaining', 'characterized', 'Deborah', 'Unemployment', 'heart', 'meals', 'Greer', 'fill', 'prerogatives', 'exceeded', 'construction', 'Interpublic', '80.8', 'departures', 'investments', 'Ackerman', 'Garbage', 'rigged', '38', 'unofficial', 'leap', '0.56', 'automotive', 'moderated', 'behalf', 'constantly', 'C.', '26.8', 'alienated', 'offense', 'fairness', 'urged', 'format', 'mega-stadium', 'Bankruptcy', 'WHAS', 'Technology', 'Fair', 'Orange', 'barometer', 'needle-like', 'faded', 'taste', '*T*-38', 'Most', 'Assuming', 'officials', '2.4', 'particulars', 'dismay', 'degrees', 'lover', '*T*-20', 'Ideas', 'jeopardy', 'radically', 'Scott', 'have', 'THAT', '326', 'campus', 'Co.', 'Bowery', 'dry', 'Stirlen', 'limbo', 'recover', 'Notes', 'ambassador', '2000', "O'Loughlin", 'shivers', '*T*-241', 'Advance', 'administrators', 'Put', 'R.', 'execute', 'many', 'Herbert', 'pushes', '6.84', 'advertorial', 'IBC', 'accounted', 'stemmed', 'write-downs', 'Hampshire', 'wide', 'Fears', 'FUNDS', 'unfairly', 'calling', 'spouse', 'clarified', 'health', 'Chilver', 'much-larger', '63.79', 'outcry', 'corporations', 'pull', 'corporate', 'refinery', 'evensong', 'dubbed', 'thread', 'iota', 'frozen', 'Journal', 'devote', 'Corporate', '*T*-137', 'sheepskin', 'jeopardizing', '23.72', 'Barbaresco', 'onslaught', 'aide', 'society', 'Review', 'wherewithal', 'feasible', 'position', 'sunny', 'over-the-counter', 'Napolitan', 'informally', 'alleviate', 'escape', 'Rumors', 'low', 'cargo', 'Yamaichi', 'amicable', 'status', 'spotted', 'Koizumi', 'measure', 'CEO', 'small-company', 'entity', '2160.1', 'win', 'Speculation', 'Bangkok', 'rankings', '420', 'avenge', 'refunds', 'Issues', 'INGERSOLL-RAND', 'growth', 'improvements', 'TIRED', '*T*-242', 'maximize', '334.5', '236.79', 'Mehta', 'restructured', 'Linda', 'Kirkpatrick', 'prominently', 'lens', 'despised', 'excellence', '2691.19', 'destroy', 'identity-management', 'afraid', 'Pa.', '144', '154.2', 'Breeden', 'shudders', 'democratic', 'definitive', 'mean', 'sections', 'Industrial', 'them', 'Nomura', 'stability', '5.92', 'around', 'crews', 'Fans', 'Norfolk', 'clannish', 'Prices', 'Fulbright', 'numbered', 'net', 'what', 'photos', 'Weil', 'notwithstanding', 'fixed-price', 'queers', 'borrowings', '6.5', 'fanfare', 'gains', 'margins', 'bribed', 'consultant', '200,000', 'crowd', 'basis', 'Malcolm', 'folio', 'Sangyo', '3.80', 'lacked', 'fine', 'Seoul', 'winner', 'influence', '148', 'points', 'control', 'selected', 'disaffected', 'Avenue', '963', 'Madison', 'controversy', 'age', 'manufacture', 'Claude', 'proposed', 'day-to-day', 'Allergan', 'screen', 'bill', 'Group', 'dams', 'extramarital', 'Adams', 'refocusing', '2.375', 'cancers', 'legal', 'Coche-Dury', 'duck', 'borrowing', 'Free', 'uncomplaining', 'boosting', '1983-85', 'three-quarters', 'McGuigan', 'Lezovich', 'recyclability', 'automobile', '*-152', 'subjects', 'Scandinavian', 'consensus', 'labeling', 'harass', 'kicker', 'Silverman', 'violations', 'buy-out', 'Communists', 'liberty', 'Scowcroft', 'Dan', 'vagrant', 'Woodward', 'we', 'mine', 'neoprene', 'Having', "Dunkin'", '19.50', 'implicitly', 'still', 'knell', '*T*-208', 'issuers', '*T*-25', 'intimidate', 'sophisticated', '1961', 'existence', 'Dobson', 'condemning', 'vans', '2.65', 'doubled', 'eyes', 'inherited', 'sweeten', 'savings', 'anti-drug', 'PHOTOGRAPH', 'confrontational', 'Choose', 'gloomy', 'gold', 'congressman', '$', 'ports', 'convertible', 'parched', 'downright', 'range', 'entertain', 'cups', 'tormentors', 'fourth-quarter', 'whimsical', 'Barrett', 'Oliver', 'bled', 'utilities', 'tracking', 'concentration', 'resign', 'standard', 'Supreme', 'durable', 'truth-in-lending', 'Source', 'drop-in', '605', 'ascendency', 'faces', 'jostle', 'retires', 'appropriated', 'Backe', 'Carnegie-Mellon', 'discos', '37', 'thing', 'microcomputers', '8.65', 'competitions', 'does', 'Surrey', 'encourages', 'Lorenzo', 'aspect', 'sums', 'favorite', 'tubes', 'exuded', 'development', 'computerized', 'U.S.-backed', 'expires', 'revenue', 'implant', 'entitled', 'record', 'pretax', 'demands', '*T*-135', 'undergoing', 'producer', 'produces', '24,000', 'assert', '2.15', 'Democratic', 'trap', 'highest-pitched', 'industrywide', 'crime', 'Fields', 'solid', 'co-chairman', 'Nagymaros', '98.3', 'seasoned', '*T*-114', 'distorted', 'Concurrent', 'Protection', 'Sept.30', 'members', 'compliance', 'ceiling', 'downfall', '?', 'domestically', '139', 'try', 'anything', '*T*-105', 'error', 'Legg', 'notify', 'Sandoz', 'Marge', 'worse', 'stalls', 'likely', 'marketed', '17.4', 'ISSUES', 'Intecknings', 'Bowes', 'privacy', 'Participants', 'contrary', 'Hiroshima', 'Faulding', 'redeploy', 'protein', 'inventory', '52-week', 'merge', 'death', 'juvenile', 'minutes', 'ai', 'Bass', '3.3', 'knife', 'acid', 'Than', 'befell', 'Calif.', 'Producers', 'Nevertheless', 'mathematics', 'year-long', '0', 'hospitals', 'Tribune', 'grain', 'days', 'light', 'index-fund', 'nightmare', 'possible', 'Temple', '1948', '405', 'portfolio', 'screwed', '*-154', 'remainder', 'Genetics', 'met', 'figures', 'scrutiny', 'polyproplene', 'delivery', 'apiece', 'energetic', 'clause', 'Regal', 'awareness', 'saving', 'earthquake', 'Davis', 'Red-blooded', 'whenever', 'prospective', '8.5', 'fate', 'haul', 'Raton', 'pence', '22', 'segments', 'USX', 'bell', 'unloaded', 'TRIMMING', 'Wilder', 'anyway', 'loan', 'route', 'facilities', 'Kawasaki', 'engaging', 'Life', 'blinks', 'inner-city', 'ranging', 'understanding', 'taxpayer', 'Anglia', 'tricky', 'fallen', 'Manchester', 'touched', 'granting', 'worthiness', 'grows', 'exempt', '43-year-old', 'Jeremy', 'securities', 'Mike', 'resentment', 'Lebanon', 'whirling', 'retorts', '*T*-53', 'tendering', 'Down', 'Irvine', 'Food', 'F.W.', 'stemming', 'N.C.', 'Si', 'change-ringing', 'department', 'enacted', 'IOUs', 'versus', 'obstacles', 'Missouri', 'moderately', 'bone', 'Hoylake', 'swap', 'controlled', 'find', 'Berson', 'Edison', 'Nicaraguan', '*-27', 'restore', 'Population', 'lipsticks', 'sorting', 'retirement', 'strongest', 'gored', 'findings', 'Island', 'C.D.s', 'fewer', 'investigate', 'Barge', 'strategic', 'finding', 'fear', 'family', '*ICH*-1', 'copy', 'suffering', 'Too', 'Loan', 'harmony', 'stages', 'dominates', 'disorders', 'baseball', 'dozens', 'improbable', 'asserting', 'Inc.', 'acid-rain', 'Krenz', 'consistently', 'diplomats', 'ACCOUNT', 'Shearson', 'feed', 'condition', 'Commissions', 'matching', 'permissible', 'photocopy', 'Economy', 'withdrew', 'councils', 'Champagnes', 'Stephanie'}
Unique Vocab Size : 12066
Tags List : {'ADP', 'ADV', '.', 'DET', 'VERB', 'NUM', 'PRT', 'X', 'PRON', 'ADJ', 'NOUN', 'CONJ'}
Unique Tags Size : 12

In [ ]:

    

#First We need to build the Transition Probability (Tag to Tag) and Emission Probability (Tag to Vocab Word) Matrix


    

In [48]:

    

# compute probability next tag based on previous tag 

def getTransitionProbability(nextTag, baseTag, train_bag = WordTagPairList):
    tags = [pair[1] for pair in train_bag]
    TotalCountOfBaseTag = len([t for t in tags if t==baseTag])
    TotalCountNextTagFollowingBaseTag = 0
    for index in range(len(tags)-1):
        if tags[index]==baseTag and tags[index+1] == nextTag:
            TotalCountNextTagFollowingBaseTag += 1
    return (TotalCountNextTagFollowingBaseTag, TotalCountOfBaseTag)

def getProbability(Numerator, Denominator):
    return Numerator/Denominator


    

In [52]:

    

#Test

print(getTransitionProbability(nextTag='VERB', baseTag='NOUN'))
count1 , count2 = getTransitionProbability(nextTag='VERB', baseTag='NOUN')
print(getProbability(count1, count2))
print(getTransitionProbability(nextTag='VERB', baseTag='ADV'))
print(getTransitionProbability(nextTag='VERB', baseTag='.'))
print(getTransitionProbability(nextTag='DET', baseTag='.'))


    

    




(4019, 27377)
0.1468020601234613
(1031, 3017)
(982, 11098)
(1927, 11098)

In [55]:

    

#create the Transition Probability Matrix
TransitionProbabilityMatrix = np.zeros((len(TagSet), len(TagSet)), dtype='float32')
for i, baseTag in enumerate(list(TagSet)):
    for j, nextTag in enumerate(list(TagSet)): 
        nextTagOnBaseTagCount, baseTagCount = getTransitionProbability(nextTag, baseTag)
        TransitionProbabilityMatrix[i, j] = nextTagOnBaseTagCount/baseTagCount


    

In [57]:

    

# checking values of Transition Probabilities
print(TransitionProbabilityMatrix)
print("Dimensions of Transition Matrix are : " +str(len(TransitionProbabilityMatrix)) + "," + str(len(TransitionProbabilityMatrix[0])) )


    

    




[[1.65562909e-02 1.35654779e-02 4.05896194e-02 3.23862433e-01
  8.22473876e-03 6.25934601e-02 1.38859218e-03 3.47148031e-02
  6.96432367e-02 1.07028410e-01 3.20871621e-01 9.61333048e-04]
 [1.18992373e-01 8.08750391e-02 1.37222409e-01 6.82797506e-02
  3.41730207e-01 3.18196900e-02 1.49154793e-02 2.35333107e-02
  1.49154793e-02 1.29930392e-01 3.04938685e-02 7.29201175e-03]
 [9.17282403e-02 5.29825203e-02 9.34402570e-02 1.73634887e-01
  8.84844139e-02 8.15462247e-02 2.52297707e-03 2.65813656e-02
  6.59578294e-02 4.39718850e-02 2.21120924e-01 5.79383671e-02]
 [9.54452064e-03 1.26857553e-02 1.71559751e-02 5.55756921e-03
  3.96278836e-02 2.23510936e-02 2.41633446e-04 4.56687212e-02
  3.74531839e-03 2.04421893e-01 6.38516366e-01 4.83266893e-04]
 [9.10717100e-02 8.13501328e-02 3.47643495e-02 1.35013223e-01
  1.70399755e-01 2.27095969e-02 3.11090369e-02 2.16752216e-01
  3.56198475e-02 6.57178387e-02 1.10359311e-01 5.13299135e-03]
 [3.37178335e-02 2.95770471e-03 1.19195506e-01 2.95770471e-03
  1.65631473e-02 1.85448095e-01 2.72108838e-02 2.08518192e-01
  1.47885235e-03 3.22389826e-02 3.55516106e-01 1.41969835e-02]
 [2.02746894e-02 9.81033314e-03 4.28384580e-02 1.00392416e-01
  4.00915623e-01 5.68999350e-02 1.96206663e-03 1.27534335e-02
  1.86396334e-02 8.33878368e-02 2.49836490e-01 2.28907773e-03]
 [1.43426299e-01 2.56573707e-02 1.63665339e-01 5.51394410e-02
  2.04940245e-01 2.86852592e-03 1.85179278e-01 7.55378455e-02
  5.48207164e-02 1.68924294e-02 6.18326701e-02 1.00398408e-02]
 [2.26400606e-02 3.37682255e-02 4.02916335e-02 9.59324650e-03
  4.82348412e-01 7.29086716e-03 1.22793550e-02 9.43975449e-02
  8.05832725e-03 7.40598589e-02 2.09900230e-01 5.37221786e-03]
 [7.74427429e-02 4.94315382e-03 6.49200827e-02 4.61360998e-03
  1.21931126e-02 2.04317030e-02 1.03806229e-02 2.05964744e-02
  6.59087149e-04 6.60734847e-02 7.00774431e-01 1.69714950e-02]
 [1.77484751e-01 1.70581136e-02 2.38923177e-01 1.31862508e-02
  1.46802053e-01 9.71618481e-03 4.39785235e-02 2.96234060e-02
  4.67545772e-03 1.22000221e-02 2.63688505e-01 4.26635481e-02]
 [5.39785959e-02 5.63052595e-02 3.58306207e-02 1.17729180e-01
  1.54025123e-01 4.14146110e-02 5.11865970e-03 8.84132180e-03
  6.00279197e-02 1.17263846e-01 3.48999530e-01 4.65332705e-04]]
Dimensions of Transition Matrix are : 12,12

In [60]:

    

TransitionProbabilityMatrixDF = pd.DataFrame(TransitionProbabilityMatrix, columns = list(TagSet), index=list(TagSet))
TransitionProbabilityMatrixDF.head(5)


    

    
Out[60]:







  

    

      

      
ADP
      
ADV
      
.
      
DET
      
VERB
      
NUM
      
PRT
      
X
      
PRON
      
ADJ
      
NOUN
      
CONJ
    
  
  

    

      
ADP
      
0.016556
      
0.013565
      
0.040590
      
0.323862
      
0.008225
      
0.062593
      
0.001389
      
0.034715
      
0.069643
      
0.107028
      
0.320872
      
0.000961
    
    

      
ADV
      
0.118992
      
0.080875
      
0.137222
      
0.068280
      
0.341730
      
0.031820
      
0.014915
      
0.023533
      
0.014915
      
0.129930
      
0.030494
      
0.007292
    
    

      
.
      
0.091728
      
0.052983
      
0.093440
      
0.173635
      
0.088484
      
0.081546
      
0.002523
      
0.026581
      
0.065958
      
0.043972
      
0.221121
      
0.057938
    
    

      
DET
      
0.009545
      
0.012686
      
0.017156
      
0.005558
      
0.039628
      
0.022351
      
0.000242
      
0.045669
      
0.003745
      
0.204422
      
0.638516
      
0.000483
    
    

      
VERB
      
0.091072
      
0.081350
      
0.034764
      
0.135013
      
0.170400
      
0.022710
      
0.031109
      
0.216752
      
0.035620
      
0.065718
      
0.110359
      
0.005133
    
  

In [62]:

    

#checking the heatmap for how good the dependencies are.
plt.figure(figsize=(12, 12))
sns.heatmap(TransitionProbabilityMatrixDF)
plt.show()


    

In [63]:

    

#Creating Vocab Emission Probability based on Tag State (TagSize x Vocab)matrix
tagCount = len(TagSet)
vocabCount = len(Vocab)
EmissionProbabilityMatrix = np.zeros((tagCount, vocabCount))


    

In [64]:

    

#Emission Probability
def getEmissionProbability(word, tag, train_bag = WordTagPairList):
    BaseWordTagPairList = [pair for pair in train_bag if pair[1]==tag]
    BaseTagCount = len(BaseWordTagPairList)
    WordEmissionCountOnTag = [pair[0] for pair in BaseWordTagPairList if pair[0]==word]
    WordEmissionCount = len(WordEmissionCountOnTag)
    
    return (WordEmissionCount, BaseTagCount)


    

In [68]:

    

#test
print(getEmissionProbability('best', 'ADJ'))


    

    




(12, 6069)

In [79]:

    

#Tagging Using Hiden Markov Model and Viterbi Heuristic
def HMMTaggerWithViterbi(wordList, train_bag = WordTagPairList):
    PredictedTagList = []
    
    TagsList = list(set([pair[1] for pair in train_bag]))
    
    for key, word in enumerate(wordList):
        #initialise list of probability column for a given observation
        CandidateProbabilityList = [] 
        for tag in TagsList:
            if key == 0:
                #Probability of Tag Just after Start State 
                TransitionProbability = TransitionProbabilityMatrixDF.loc['.', tag]
            else:
                #Probability of Tag after Previous Tag
                TransitionProbability = TransitionProbabilityMatrixDF.loc[PredictedTagList[-1], tag]
                
            #Emission Probability
            EmissionCount, TotalCount = getEmissionProbability(wordList[key], tag)
            EmissionProbability = EmissionCount/TotalCount

            #State Probability 
            StateProbability = EmissionProbability * TransitionProbability    
            CandidateProbabilityList.append(StateProbability)
            
        maximumStateProbability = max(CandidateProbabilityList)
        # getting state for which probability is maximum
        PredictedTag = TagsList[CandidateProbabilityList.index(maximumStateProbability)] 
        PredictedTagList.append(PredictedTag)
    return list(zip(wordList, PredictedTagList))


    

In [73]:

    

random.seed(100)

# choose random 5 sents
rndom = [random.randint(1,len(validation_set)) for x in range(5)]

# list of validation sentences
validationSentences = [validation_set[i] for i in rndom]

#list of validation Tuples created from Validation Sentences
validationTuples = [tup for sent in validationSentences for tup in sent]
print(validationTuples)


#list of only Validation words, stripped off the tags. These will be predicted by HMMTagger and later compared for accuracy
ValidationWords = [tup[0] for sent in validationSentences for tup in sent]
print(ValidationWords)


    

    




[('The', 'DET'), ('thrift', 'NOUN'), ('surely', 'ADV'), ('could', 'VERB'), ('be', 'VERB'), ('sold', 'VERB'), ('*-1', 'X'), ('for', 'ADP'), ('more', 'ADJ'), ('than', 'ADP'), ('the', 'DET'), ('value', 'NOUN'), ('of', 'ADP'), ('its', 'PRON'), ('equity', 'NOUN'), (',', '.'), ('financial', 'ADJ'), ('industry', 'NOUN'), ('executives', 'NOUN'), ('say', 'VERB'), ('0', 'X'), ('*T*-2', 'X'), ('.', '.'), ('Mr.', 'NOUN'), ('Coleman', 'NOUN'), ('said', 'VERB'), ('this', 'DET'), ('week', 'NOUN'), ('that', 'ADP'), ('he', 'PRON'), ('would', 'VERB'), ('devote', 'VERB'), ('the', 'DET'), ('remainder', 'NOUN'), ('of', 'ADP'), ('the', 'DET'), ('political', 'ADJ'), ('season', 'NOUN'), ('to', 'PRT'), ('positive', 'ADJ'), ('campaigning', 'NOUN'), (',', '.'), ('but', 'CONJ'), ('the', 'DET'), ('truce', 'NOUN'), ('lasted', 'VERB'), ('only', 'ADV'), ('hours', 'NOUN'), ('.', '.'), ('California', 'NOUN'), ("'s", 'PRT'), ('education', 'NOUN'), ('department', 'NOUN'), ('suspects', 'VERB'), ('adult', 'NOUN'), ('responsibility', 'NOUN'), ('for', 'ADP'), ('erasures', 'NOUN'), ('at', 'ADP'), ('40', 'NUM'), ('schools', 'NOUN'), ('that', 'DET'), ('*T*-85', 'X'), ('changed', 'VERB'), ('wrong', 'ADJ'), ('answers', 'NOUN'), ('to', 'PRT'), ('right', 'ADJ'), ('ones', 'NOUN'), ('on', 'ADP'), ('a', 'DET'), ('statewide', 'ADJ'), ('test', 'NOUN'), ('.', '.'), ('In', 'ADP'), ('addition', 'NOUN'), (',', '.'), ('Upjohn', 'NOUN'), ('is', 'VERB'), ('offering', 'VERB'), ('a', 'DET'), ('one-time', 'ADJ'), ('retirement', 'NOUN'), ('bonus', 'NOUN'), ('equal', 'ADJ'), ('to', 'PRT'), ('six', 'NUM'), ('months', 'NOUN'), ('of', 'ADP'), ('base', 'NOUN'), ('pay', 'NOUN'), ('.', '.'), ('The', 'DET'), ('nonprofit', 'ADJ'), (',', '.'), ('industry-supported', 'ADJ'), ('group', 'NOUN'), ('said', 'VERB'), ('0', 'X'), ('its', 'PRON'), ('Consumer', 'NOUN'), ('Confidence', 'NOUN'), ('Index', 'NOUN'), ('was', 'VERB'), ('116.4', 'NUM'), ('in', 'ADP'), ('October', 'NOUN'), (',', '.'), ('*-1', 'X'), ('barely', 'ADV'), ('changed', 'VERB'), ('*-2', 'X'), ('from', 'ADP'), ('a', 'DET'), ('revised', 'VERB'), ('116.3', 'NUM'), ('in', 'ADP'), ('September', 'NOUN'), ('.', '.')]
['The', 'thrift', 'surely', 'could', 'be', 'sold', '*-1', 'for', 'more', 'than', 'the', 'value', 'of', 'its', 'equity', ',', 'financial', 'industry', 'executives', 'say', '0', '*T*-2', '.', 'Mr.', 'Coleman', 'said', 'this', 'week', 'that', 'he', 'would', 'devote', 'the', 'remainder', 'of', 'the', 'political', 'season', 'to', 'positive', 'campaigning', ',', 'but', 'the', 'truce', 'lasted', 'only', 'hours', '.', 'California', "'s", 'education', 'department', 'suspects', 'adult', 'responsibility', 'for', 'erasures', 'at', '40', 'schools', 'that', '*T*-85', 'changed', 'wrong', 'answers', 'to', 'right', 'ones', 'on', 'a', 'statewide', 'test', '.', 'In', 'addition', ',', 'Upjohn', 'is', 'offering', 'a', 'one-time', 'retirement', 'bonus', 'equal', 'to', 'six', 'months', 'of', 'base', 'pay', '.', 'The', 'nonprofit', ',', 'industry-supported', 'group', 'said', '0', 'its', 'Consumer', 'Confidence', 'Index', 'was', '116.4', 'in', 'October', ',', '*-1', 'barely', 'changed', '*-2', 'from', 'a', 'revised', '116.3', 'in', 'September', '.']

In [84]:

    

def getHMMAccuracy(testSetList, OriginalWordTagList):
    start = time.time()
    TaggedWordSequence = HMMTaggerWithViterbi(testSetList)
    end = time.time()
    difference = end-start
    print("Time taken in seconds: ", difference)
    print(TaggedWordSequence)
    print(OriginalWordTagList)
    
    correctlyTaggedWordCount = [i for i, j in zip(TaggedWordSequence, OriginalWordTagList) if i == j] 
    accuracy = len(correctlyTaggedWordCount)/len(TaggedWordSequence)
    print (accuracy)


    

In [86]:

    

getHMMAccuracy(ValidationWords, validationTuples )


    

    




Time taken in seconds:  9.904066562652588
[('The', 'DET'), ('thrift', 'NOUN'), ('surely', 'ADV'), ('could', 'VERB'), ('be', 'VERB'), ('sold', 'VERB'), ('*-1', 'X'), ('for', 'ADP'), ('more', 'ADJ'), ('than', 'ADP'), ('the', 'DET'), ('value', 'NOUN'), ('of', 'ADP'), ('its', 'PRON'), ('equity', 'NOUN'), (',', '.'), ('financial', 'ADJ'), ('industry', 'NOUN'), ('executives', 'NOUN'), ('say', 'VERB'), ('0', 'X'), ('*T*-2', 'X'), ('.', '.'), ('Mr.', 'NOUN'), ('Coleman', 'NOUN'), ('said', 'VERB'), ('this', 'DET'), ('week', 'NOUN'), ('that', 'ADP'), ('he', 'PRON'), ('would', 'VERB'), ('devote', 'VERB'), ('the', 'DET'), ('remainder', 'NOUN'), ('of', 'ADP'), ('the', 'DET'), ('political', 'ADJ'), ('season', 'NOUN'), ('to', 'PRT'), ('positive', 'ADJ'), ('campaigning', 'NOUN'), (',', '.'), ('but', 'CONJ'), ('the', 'DET'), ('truce', 'NOUN'), ('lasted', 'ADP'), ('only', 'ADV'), ('hours', 'NOUN'), ('.', '.'), ('California', 'NOUN'), ("'s", 'PRT'), ('education', 'NOUN'), ('department', 'NOUN'), ('suspects', 'NOUN'), ('adult', 'NOUN'), ('responsibility', 'NOUN'), ('for', 'ADP'), ('erasures', 'ADP'), ('at', 'ADP'), ('40', 'NUM'), ('schools', 'NOUN'), ('that', 'ADP'), ('*T*-85', 'ADP'), ('changed', 'VERB'), ('wrong', 'ADJ'), ('answers', 'NOUN'), ('to', 'PRT'), ('right', 'NOUN'), ('ones', 'NOUN'), ('on', 'ADP'), ('a', 'DET'), ('statewide', 'ADJ'), ('test', 'NOUN'), ('.', '.'), ('In', 'ADP'), ('addition', 'NOUN'), (',', '.'), ('Upjohn', 'NOUN'), ('is', 'VERB'), ('offering', 'VERB'), ('a', 'DET'), ('one-time', 'ADJ'), ('retirement', 'NOUN'), ('bonus', 'NOUN'), ('equal', 'ADJ'), ('to', 'PRT'), ('six', 'NUM'), ('months', 'NOUN'), ('of', 'ADP'), ('base', 'NOUN'), ('pay', 'VERB'), ('.', '.'), ('The', 'DET'), ('nonprofit', 'ADP'), (',', '.'), ('industry-supported', 'ADP'), ('group', 'NOUN'), ('said', 'VERB'), ('0', 'X'), ('its', 'PRON'), ('Consumer', 'NOUN'), ('Confidence', 'ADP'), ('Index', 'NOUN'), ('was', 'VERB'), ('116.4', 'ADP'), ('in', 'ADP'), ('October', 'NOUN'), (',', '.'), ('*-1', 'X'), ('barely', 'ADP'), ('changed', 'VERB'), ('*-2', 'X'), ('from', 'ADP'), ('a', 'DET'), ('revised', 'ADP'), ('116.3', 'ADP'), ('in', 'ADP'), ('September', 'NOUN'), ('.', '.')]
[('The', 'DET'), ('thrift', 'NOUN'), ('surely', 'ADV'), ('could', 'VERB'), ('be', 'VERB'), ('sold', 'VERB'), ('*-1', 'X'), ('for', 'ADP'), ('more', 'ADJ'), ('than', 'ADP'), ('the', 'DET'), ('value', 'NOUN'), ('of', 'ADP'), ('its', 'PRON'), ('equity', 'NOUN'), (',', '.'), ('financial', 'ADJ'), ('industry', 'NOUN'), ('executives', 'NOUN'), ('say', 'VERB'), ('0', 'X'), ('*T*-2', 'X'), ('.', '.'), ('Mr.', 'NOUN'), ('Coleman', 'NOUN'), ('said', 'VERB'), ('this', 'DET'), ('week', 'NOUN'), ('that', 'ADP'), ('he', 'PRON'), ('would', 'VERB'), ('devote', 'VERB'), ('the', 'DET'), ('remainder', 'NOUN'), ('of', 'ADP'), ('the', 'DET'), ('political', 'ADJ'), ('season', 'NOUN'), ('to', 'PRT'), ('positive', 'ADJ'), ('campaigning', 'NOUN'), (',', '.'), ('but', 'CONJ'), ('the', 'DET'), ('truce', 'NOUN'), ('lasted', 'VERB'), ('only', 'ADV'), ('hours', 'NOUN'), ('.', '.'), ('California', 'NOUN'), ("'s", 'PRT'), ('education', 'NOUN'), ('department', 'NOUN'), ('suspects', 'VERB'), ('adult', 'NOUN'), ('responsibility', 'NOUN'), ('for', 'ADP'), ('erasures', 'NOUN'), ('at', 'ADP'), ('40', 'NUM'), ('schools', 'NOUN'), ('that', 'DET'), ('*T*-85', 'X'), ('changed', 'VERB'), ('wrong', 'ADJ'), ('answers', 'NOUN'), ('to', 'PRT'), ('right', 'ADJ'), ('ones', 'NOUN'), ('on', 'ADP'), ('a', 'DET'), ('statewide', 'ADJ'), ('test', 'NOUN'), ('.', '.'), ('In', 'ADP'), ('addition', 'NOUN'), (',', '.'), ('Upjohn', 'NOUN'), ('is', 'VERB'), ('offering', 'VERB'), ('a', 'DET'), ('one-time', 'ADJ'), ('retirement', 'NOUN'), ('bonus', 'NOUN'), ('equal', 'ADJ'), ('to', 'PRT'), ('six', 'NUM'), ('months', 'NOUN'), ('of', 'ADP'), ('base', 'NOUN'), ('pay', 'NOUN'), ('.', '.'), ('The', 'DET'), ('nonprofit', 'ADJ'), (',', '.'), ('industry-supported', 'ADJ'), ('group', 'NOUN'), ('said', 'VERB'), ('0', 'X'), ('its', 'PRON'), ('Consumer', 'NOUN'), ('Confidence', 'NOUN'), ('Index', 'NOUN'), ('was', 'VERB'), ('116.4', 'NUM'), ('in', 'ADP'), ('October', 'NOUN'), (',', '.'), ('*-1', 'X'), ('barely', 'ADV'), ('changed', 'VERB'), ('*-2', 'X'), ('from', 'ADP'), ('a', 'DET'), ('revised', 'VERB'), ('116.3', 'NUM'), ('in', 'ADP'), ('September', 'NOUN'), ('.', '.')]
0.8823529411764706

In [ ]:

    




    

In [ ]:

    




    

In [ ]:

    




    

In [ ]:

    




    

In [ ]:

    




    

In [ ]:

    




    

In [ ]:

    




    

In [ ]:

    




    

In [ ]:

    




    

In [ ]: