290 KiB
Uczenie głębokie – przetwarzanie tekstu – laboratoria
3. RNN
Podejście softmax z embeddingami na przykładzie NER
%pip install torch torchtext datasets
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from collections import Counter
import torch
from datasets import load_dataset
from torchtext.vocab import vocab
from tqdm.notebook import tqdm
c:\Users\skype\AppData\Local\Programs\Python\Python312\Lib\site-packages\torchtext\vocab\__init__.py:4: UserWarning: /!\ IMPORTANT WARNING ABOUT TORCHTEXT STATUS /!\ Torchtext is deprecated and the last released version will be 0.18 (this one). You can silence this warning by calling the following at the beginnign of your scripts: `import torchtext; torchtext.disable_torchtext_deprecation_warning()` warnings.warn(torchtext._TORCHTEXT_DEPRECATION_MSG) c:\Users\skype\AppData\Local\Programs\Python\Python312\Lib\site-packages\torchtext\utils.py:4: UserWarning: /!\ IMPORTANT WARNING ABOUT TORCHTEXT STATUS /!\ Torchtext is deprecated and the last released version will be 0.18 (this one). You can silence this warning by calling the following at the beginnign of your scripts: `import torchtext; torchtext.disable_torchtext_deprecation_warning()` warnings.warn(torchtext._TORCHTEXT_DEPRECATION_MSG)
Wczytujemy zbiór danych conll2003
(https://huggingface.co/datasets/conll2003), który zawiera teksty oznaczone znacznikami części mowy (_POS tags):
dataset = load_dataset("conll2003")
print(dataset["train"]["tokens"][:10])
[['EU', 'rejects', 'German', 'call', 'to', 'boycott', 'British', 'lamb', '.'], ['Peter', 'Blackburn'], ['BRUSSELS', '1996-08-22'], ['The', 'European', 'Commission', 'said', 'on', 'Thursday', 'it', 'disagreed', 'with', 'German', 'advice', 'to', 'consumers', 'to', 'shun', 'British', 'lamb', 'until', 'scientists', 'determine', 'whether', 'mad', 'cow', 'disease', 'can', 'be', 'transmitted', 'to', 'sheep', '.'], ['Germany', "'s", 'representative', 'to', 'the', 'European', 'Union', "'s", 'veterinary', 'committee', 'Werner', 'Zwingmann', 'said', 'on', 'Wednesday', 'consumers', 'should', 'buy', 'sheepmeat', 'from', 'countries', 'other', 'than', 'Britain', 'until', 'the', 'scientific', 'advice', 'was', 'clearer', '.'], ['"', 'We', 'do', "n't", 'support', 'any', 'such', 'recommendation', 'because', 'we', 'do', "n't", 'see', 'any', 'grounds', 'for', 'it', ',', '"', 'the', 'Commission', "'s", 'chief', 'spokesman', 'Nikolaus', 'van', 'der', 'Pas', 'told', 'a', 'news', 'briefing', '.'], ['He', 'said', 'further', 'scientific', 'study', 'was', 'required', 'and', 'if', 'it', 'was', 'found', 'that', 'action', 'was', 'needed', 'it', 'should', 'be', 'taken', 'by', 'the', 'European', 'Union', '.'], ['He', 'said', 'a', 'proposal', 'last', 'month', 'by', 'EU', 'Farm', 'Commissioner', 'Franz', 'Fischler', 'to', 'ban', 'sheep', 'brains', ',', 'spleens', 'and', 'spinal', 'cords', 'from', 'the', 'human', 'and', 'animal', 'food', 'chains', 'was', 'a', 'highly', 'specific', 'and', 'precautionary', 'move', 'to', 'protect', 'human', 'health', '.'], ['Fischler', 'proposed', 'EU-wide', 'measures', 'after', 'reports', 'from', 'Britain', 'and', 'France', 'that', 'under', 'laboratory', 'conditions', 'sheep', 'could', 'contract', 'Bovine', 'Spongiform', 'Encephalopathy', '(', 'BSE', ')', '--', 'mad', 'cow', 'disease', '.'], ['But', 'Fischler', 'agreed', 'to', 'review', 'his', 'proposal', 'after', 'the', 'EU', "'s", 'standing', 'veterinary', 'committee', ',', 'mational', 'animal', 'health', 'officials', ',', 'questioned', 'if', 'such', 'action', 'was', 'justified', 'as', 'there', 'was', 'only', 'a', 'slight', 'risk', 'to', 'human', 'health', '.']]
Poiżej funkcja, która tworzy słownik (https://pytorch.org/text/stable/vocab.html).
Parametr special
określa symbole specjalne:
<unk>
– nieznany token<pad>
– wypełnienie<bos>
– początek zdania<eos>
– koniec zdania
def build_vocab(dataset):
counter = Counter()
for document in dataset:
counter.update(document)
return vocab(counter, specials=["<unk>", "<pad>", "<bos>", "<eos>"])
v = build_vocab(dataset["train"]["tokens"])
itos = v.get_itos() # mapowanie indeksów na tokeny
print(itos)
['<unk>', '<pad>', '<bos>', '<eos>', 'EU', 'rejects', 'German', 'call', 'to', 'boycott', 'British', 'lamb', '.', 'Peter', 'Blackburn', 'BRUSSELS', '1996-08-22', 'The', 'European', 'Commission', 'said', 'on', 'Thursday', 'it', 'disagreed', 'with', 'advice', 'consumers', 'shun', 'until', 'scientists', 'determine', 'whether', 'mad', 'cow', 'disease', 'can', 'be', 'transmitted', 'sheep', 'Germany', "'s", 'representative', 'the', 'Union', 'veterinary', 'committee', 'Werner', 'Zwingmann', 'Wednesday', 'should', 'buy', 'sheepmeat', 'from', 'countries', 'other', 'than', 'Britain', 'scientific', 'was', 'clearer', '"', 'We', 'do', "n't", 'support', 'any', 'such', 'recommendation', 'because', 'we', 'see', 'grounds', 'for', ',', 'chief', 'spokesman', 'Nikolaus', 'van', 'der', 'Pas', 'told', 'a', 'news', 'briefing', 'He', 'further', 'study', 'required', 'and', 'if', 'found', 'that', 'action', 'needed', 'taken', 'by', 'proposal', 'last', 'month', 'Farm', 'Commissioner', 'Franz', 'Fischler', 'ban', 'brains', 'spleens', 'spinal', 'cords', 'human', 'animal', 'food', 'chains', 'highly', 'specific', 'precautionary', 'move', 'protect', 'health', 'proposed', 'EU-wide', 'measures', 'after', 'reports', 'France', 'under', 'laboratory', 'conditions', 'could', 'contract', 'Bovine', 'Spongiform', 'Encephalopathy', '(', 'BSE', ')', '--', 'But', 'agreed', 'review', 'his', 'standing', 'mational', 'officials', 'questioned', 'justified', 'as', 'there', 'only', 'slight', 'risk', 'Spanish', 'Minister', 'Loyola', 'de', 'Palacio', 'had', 'earlier', 'accused', 'at', 'an', 'farm', 'ministers', "'", 'meeting', 'of', 'causing', 'unjustified', 'alarm', 'through', 'dangerous', 'generalisation', 'Only', 'backed', 'multidisciplinary', 'committees', 'are', 'due', 're-examine', 'issue', 'early', 'next', 'make', 'recommendations', 'senior', 'Sheep', 'have', 'long', 'been', 'known', 'scrapie', 'brain-wasting', 'similar', 'which', 'is', 'believed', 'transferred', 'cattle', 'feed', 'containing', 'waste', 'farmers', 'denied', 'danger', 'their', 'but', 'expressed', 'concern', 'government', 'avoid', 'might', 'influence', 'across', 'Europe', 'What', 'extremely', 'careful', 'how', 'going', 'take', 'lead', 'Welsh', 'National', 'Farmers', 'NFU', 'chairman', 'John', 'Lloyd', 'Jones', 'BBC', 'radio', 'Bonn', 'has', 'led', 'efforts', 'public', 'consumer', 'confidence', 'collapsed', 'in', 'March', 'report', 'suggested', 'humans', 'illness', 'eating', 'contaminated', 'beef', 'imported', '47,600', 'year', 'nearly', 'half', 'total', 'imports', 'It', 'brought', '4,275', 'tonnes', 'mutton', 'some', '10', 'percent', 'overall', 'Rare', 'Hendrix', 'song', 'draft', 'sells', 'almost', '$', '17,000', 'LONDON', 'A', 'rare', 'handwritten', 'U.S.', 'guitar', 'legend', 'Jimi', 'sold', 'auction', 'late', 'musician', 'favourite', 'possessions', 'Florida', 'restaurant', 'paid', '10,925', 'pounds', '16,935', 'Ai', 'no', 'telling', 'penned', 'piece', 'London', 'hotel', 'stationery', '1966', 'At', 'end', 'January', '1967', 'concert', 'English', 'city', 'Nottingham', 'he', 'threw', 'sheet', 'paper', 'into', 'audience', 'where', 'retrieved', 'fan', 'Buyers', 'also', 'snapped', 'up', '16', 'items', 'were', 'put', 'former', 'girlfriend', 'Kathy', 'Etchingham', 'who', 'lived', 'him', '1969', 'They', 'included', 'black', 'lacquer', 'mother', 'pearl', 'inlaid', 'box', 'used', 'store', 'drugs', 'anonymous', 'Australian', 'purchaser', 'bought', '5,060', '7,845', 'guitarist', 'died', 'overdose', '1970', 'aged', '27', 'China', 'says', 'Taiwan', 'spoils', 'atmosphere', 'talks', 'BEIJING', 'Taipei', 'spoiling', 'resumption', 'Strait', 'visit', 'Ukraine', 'Taiwanese', 'Vice', 'President', 'Lien', 'Chan', 'this', 'week', 'infuriated', 'Beijing', 'Speaking', 'hours', 'Chinese', 'state', 'media', 'time', 'right', 'engage', 'political', 'Foreign', 'Ministry', 'Shen', 'Guofang', 'Reuters', ':', 'necessary', 'opening', 'disrupted', 'authorities', 'State', 'quoted', 'top', 'negotiator', 'Tang', 'Shubei', 'visiting', 'group', 'rivals', 'hold', 'Now', 'two', 'sides', '...', 'hostility', 'overseas', 'edition', 'People', 'Daily', 'saying', 'foreign', 'ministry', 'Television', 'interview', 'read', 'comments', 'gave', 'details', 'why', 'considered', 'considers', 'renegade', 'province', 'opposed', 'all', 'gain', 'greater', 'international', 'recognition', 'rival', 'island', 'practical', 'steps', 'towards', 'goal', 'Consultations', 'held', 'set', 'format', 'official', 'Xinhua', 'agency', 'executive', 'vice', 'Association', 'Relations', 'Across', 'Straits', 'July', 'car', 'registrations', '14.2', 'pct', 'yr', '/', 'FRANKFURT', 'first-time', 'motor', 'vehicles', 'jumped', 'year-earlier', 'period', 'Federal', 'office', '356,725', 'new', 'cars', 'registered', '1996', '304,850', 'passenger', '15,613', 'trucks', 'figures', 'represent', '13.6', 'increase', '2.2', 'decline', '1995', 'Motor-bike', 'registration', 'rose', '32.7', 'growth', 'partly', 'increased', 'number', 'Germans', 'buying', 'abroad', 'while', 'manufacturers', 'domestic', 'demand', 'weak', 'federal', 'Almost', 'posted', 'gains', 'numbers', 'Volkswagen', 'AG', 'won', '77,719', 'slightly', 'more', 'quarter', 'Opel', 'together', 'General', 'Motors', 'came', 'second', 'place', '49,269', '16.4', 'figure', 'Third', 'Ford', '35,563', 'or', '11.7', 'Seat', 'Porsche', 'fewer', 'compared', '3,420', '5522', 'fell', '554', '643', 'GREEK', 'SOCIALISTS', 'GIVE', 'GREEN', 'LIGHT', 'TO', 'PM', 'FOR', 'ELECTIONS', 'ATHENS', 'Greek', 'socialist', 'party', 'bureau', 'green', 'light', 'Prime', 'Costas', 'Simitis', 'snap', 'elections', 'its', 'general', 'secretary', 'Skandalidis', 'reporters', 'announcement', 'cabinet', 'later', 'Dimitris', 'Kontogiannis', 'Athens', 'Newsroom', '+301', '3311812-4', 'BayerVB', 'sets', 'C$', '100', 'million', 'six-year', 'bond', 'following', 'announced', 'manager', 'Toronto', 'Dominion', 'BORROWER', 'BAYERISCHE', 'VEREINSBANK', 'AMT', 'MLN', 'COUPON', '6.625', 'MATURITY', '24.SEP.02', 'TYPE', 'STRAIGHT', 'ISS', 'PRICE', '100.92', 'PAY', 'DATE', '24.SEP.96', 'FULL', 'FEES', '1.875', 'REOFFER', '99.32', 'SPREAD', '+20', 'BP', 'MOODY', 'AA1', 'LISTING', 'LUX', 'FREQ', '=', 'S&P', 'DENOMS', 'K', '1-10-100', 'SALE', 'LIMITS', 'US', 'UK', 'CA', 'NEG', 'PLG', 'NO', 'CRS', 'DEFLT', 'FORCE', 'MAJ', 'GOV', 'LAW', 'GERMAN', 'HOME', 'CTRY', 'TAX', 'PROVS', 'STANDARD', 'MGT', 'UND', '0.275', 'SELL', 'CONC', '1.60', 'PRAECIP', 'UNDERLYING', 'GOVT', 'BOND', '7.0', 'PCT', 'SEPT', '2001', 'NOTES', 'IS', 'JOINT', 'LEAD', 'MANAGER', '+44', '171', '542', '7658', 'Venantius', '300', '1999', 'FRN', 'floating-rate', 'Lehman', 'Brothers', 'International', 'VENANTIUS', 'AB', 'SWEDISH', 'NATIONAL', 'MORTGAGE', 'AGENCY', '-', '12.5', '21.JAN.99', 'BASE', '3M', 'LIBOR', 'S23.SEP.96', 'LAST', 'AA3', '99.956', 'AA+', 'S', 'SHORT', 'FIRST', 'JP', 'FR', 'YES', 'IPMA', '2', 'ENGLISH', 'SWEDEN', '5', 'ISSUED', 'OFF', 'EMTN', 'PROGRAMME', '8863', 'Port', 'update', 'Syria', 'Lloyds', 'Shipping', 'Intelligence', 'Service', 'LATTAKIA', 'Aug', 'waiting', 'Lattakia', 'Tartous', 'presently', '24', 'Israel', 'plays', 'down', 'fears', 'war', 'Colleen', 'Siegel', 'JERUSALEM', 'outgoing', 'peace', 'current', 'tensions', 'between', 'appeared', 'storm', 'teacup', 'Itamar', 'Rabinovich', 'ambassador', 'Washington', 'conducted', 'unfruitful', 'negotiations', 'Radio', 'looked', 'like', 'Damascus', 'wanted', 'talk', 'rather', 'fight', 'appears', 'me', 'Syrian', 'priority', 'still', 'negotiate', 'Syrians', 'confused', 'they', 'definitely', 'tense', 'assessment', 'here', 'essentially', 'winding', 'term', 'will', 'replaced', 'Eliahu', 'Ben-Elissar', 'Israeli', 'envoy', 'Egypt', 'right-wing', 'Likud', 'politician', 'sent', 'message', 'via', 'committed', 'open', 'without', 'preconditions', 'slammed', 'creating', 'what', 'called', 'launching', 'hysterical', 'campaign', 'against', 'television', 'reported', 'recently', 'test', 'fired', 'missile', 'arms', 'purchases', 'defensive', 'purposes', 'Hafez', 'al-', 'Assad', 'ready', 'enter', 'David', 'Levy', 'Tension', 'mounted', 'since', 'Benjamin', 'Netanyahu', 'took', 'June', 'vowing', 'retain', 'Golan', 'Heights', 'captured', 'Middle', 'East', 'Israeli-Syrian', 'deadlocked', 'over', '1991', 'despite', 'previous', 'willingness', 'concessions', 'Peace', 'February', 'voices', 'coming', 'out', 'bad', 'not', 'good', 'full', 'expressions', 'declarations', 'must', 'worrying', 'artificial', 'very', 'those', 'spread', 'become', 'prisoners', 'expect', 'face', 'answer', 'our', 'want', 'God', 'forbid', 'No', 'one', 'benefits', 'wars', 'Channel', 'Two', 'calming', 'signal', 'source', 'spokesmen', 'confirm', 'messages', 'reassure', 'Cairo', 'United', 'States', 'Moscow', 'Polish', 'diplomat', 'denies', 'nurses', 'stranded', 'Libya', 'TUNIS', 'tabloid', 'refusing', 'exit', 'visas', 'trying', 'return', 'home', 'working', 'North', 'African', 'country', 'This', 'true', 'Up', 'today', 'knowledge', 'nurse', 'kept', 'her', 'received', 'complaint', 'embassy', 'charge', "d'affaires", 'Tripoli', 'Tadeusz', 'Awdankiewicz', 'telephone', 'Poland', 'labour', 'would', 'send', 'team', 'investigate', 'probe', 'prompted', 'complaining', 'about', 'work', 'non-payment', 'salaries', 'estimated', '800', 'Iranian', 'opposition', 'leaders', 'meet', 'Baghdad', 'Hassan', 'Hafidh', 'BAGHDAD', 'An', 'exile', 'based', 'Iraq', 'vowed', 'extend', 'Iran', 'Kurdish', 'rebels', 'attacked', 'troops', 'deep', 'inside', 'Mujahideen', 'Khalq', 'statement', 'leader', 'Massoud', 'Rajavi', 'met', 'Secretary-General', 'Kurdistan', 'Democratic', 'Party', 'KDPI', 'Rastegar', 'voiced', 'rebel', 'Kurds', 'emphasised', 'Resistance', 'continue', 'stand', 'side', 'compatriots', 'resistance', 'movement', 'signals', 'level', 'cooperation', 'oppositions', 'heavily', 'bombarded', 'targets', 'northern', 'pursuit', 'guerrillas', 'Iraqi', 'areas', 'outside', 'control', 'bordering', 'Patriotic', 'PUK', 'KDP', 'main', 'factions', 'forces', 'ousted', 'Kuwait', 'Gulf', 'War', 'Clashes', 'parties', 'broke', 'weekend', 'most', 'serious', 'fighting', 'U.S.-sponsored', 'ceasefire', 'shelling', 'positions', 'Qasri', 'region', 'Suleimaniya', 'near', 'border', 'days', 'killed', 'wounded', 'attack', 'Both', 'Turkey', 'mount', 'air', 'land', 'strikes', 'own', 'U.S.-led', 'force', 'southern', 'protects', 'possible', 'attacks', 'Saudi', 'riyal', 'rates', 'steady', 'quiet', 'summer', 'trade', 'MANAMA', 'spot', 'dollar', 'interbank', 'deposit', 'mainly', 'dealers', 'kingdom', 'There', 'changes', 'market', 'holidays', 'dealer', '3.7504', '06', 'One-month', 'deposits', '5-1/2', '3/8', 'three', 'months', '5-5/8', '1/2', 'six', '5-3/4', '5/8', 'One-year', 'funds', '5-7/8', 'approves', 'Arafat', 'flight', 'West', 'Bank', 'Palestinian', 'Yasser', 'permission', 'fly', 'territory', 'ending', 'brief', 'Israeli-PLO', 'crisis', 'adviser', 'problem', 'president', 'aircraft', 'pass', 'airspace', 'expected', 'travel', 'before', 'Monday', 'Nabil', 'Abu', 'Rdainah', 'scheduled', 'prime', 'minister', 'Shimon', 'Peres', 'town', 'Ramallah', 'venue', 'changed', 'Gaza', 'clearance', 'helicopters', 'stop', 'keeping', 'grounded', 'subsequently', 'cancelled', 'PLO', 'civilian', 'affairs', 'Allenby', 'Bridge', 'crossing', 'Jordan', 'decided', 'flying', 'lifted', 'busy', 'schedule', 'free', 'Palestinians', 'barred', 'Erez', 'checkpoint', 'planned', 'overflying', 'helicopter', 'attempt', 'bar', 'defeated', 'May', 'undermine', 'authority', 'conduct', 'Afghan', 'UAE', 'Taleban', 'guards', 'Hilary', 'Gush', 'DUBAI', 'Three', 'Arab', 'Emirates', 'Russian', 'hostages', 'escaped', 'militia', 'Afghanistan', 'few', 'Dhabi', 'Our', 'touch', 'Their', 'issuing', 'them', 'documents', 'homeland', 'objection', 'added', 'Islamic', 'overpowered', 'seven', 'aircrew', 'Sharjah', 'Friday', 'board', 'captivity', 'Kandahar', 'hand', 'Red', 'Crescent', 'possibly', 'Tuesday', 'silent', 'When', 'asked', 'back', 'capital', 'Kabul', 'That', 'headquarters', 'controlled', 'Burhanuddin', 'Rabbani', 'overthrow', 'men', '20s', 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'except', 'data', 'Six', 'Months', 'Ended', 'Quarter', 'Jul', '31', 'Income', 'Statement', 'Total', 'Revenue', '10,756', '13,102', '7,961', '5,507', 'Software', '2,383', '1,558', '1,086', '1,074', 'Services', '1,154', '692', '624', '465', 'Operating', '906', '962', '599', '515', 'Net', '821', '512', '565', '301', 'Earnings', 'Per', 'Share', '0.31', '0.34', '0.19', '0.20', 'Jan', 'Balance', 'Sheet', 'Working', 'Capital', '5,755', '881', 'Equivalents', '2,386', '93', 'Assets', '14,196', '7,138', 'Shareholders', 'Equity', '5,951', '1,461', 'socialists', 'give', 'backing', 'chooses', 'Le', 'Monde', 'PARIS', 'afternoon', 'daily', 'dated', '23', 'FRONT', 'PAGE', 'Africans', 'seeking', 'renew', 'obtain', 'residence', 'rights', 'say', 'Alain', 'Juppe', 'proposals', 'insufficient', 'hunger', 'strike', 'enters', '49th', 'day', 'Paris', 'church', 'rally', 'attracts', '8,000', 'sympathisers', 'FLNC', 'Corsican', 'nationalist', 'announces', 'truce', 'night', 'BUSINESS', 'PAGES', 'Shutdown', 'Bally', 'French', 'factories', 'points', 'shoe', 'industry', 'undercut', 'low-wage', 'competition', 'failure', 'keep', 'abreast', 'trends', 'Secretary', 'Sud-PTT', 'union', 'Telecom', 'elements', 'social', 'unrest', 'weeks', '+33', '42', '21', '53', '81', 'Well', 'repairs', 'lift', 'Heidrun', 'oil', 'output', 'Statoil', 'OSLO', 'plugged', 'water', 'injection', 'wells', 'oilfield', 'off', 'mid-Norway', 'reopened', 'operator', 'Den', 'Norske', 'Stats', 'Oljeselskap', 'AS', 'accounted', 'dip', '30,000', 'barrels', 'bpd', 'roughly', '220,000', 'according', 'Status', 'Weekly', 'newsletter', 'reperforated', 'gravel', 'pumped', 'reservoir', 'plugging', 'problems', 'Oslo', 'newsroom', '+47', '50', '41', 'Finnish', 'April', 'surplus', '3.8', 'billion', 'markka', 'NCB', 'HELSINKI', 'Finland', '3.83', '3.43', 'Customs', 'Board', 'exports', 'year-on-year', 'Trade', 'balance', '96', 'Jan-April', '95', 'Imports', '10,663', '10,725', '43,430', '40,989', 'Exports', '14,494', '14,153', '56,126', '56,261', '+3,831', '+3,428', '+12,696', '+15,272', 'January-April', 'import', 'revised', '39,584', 'export', '55,627', '3.2', 'projected', '14.5', '11.3', 'monthly', 'statistics', 'lagging', 'behind', 'customs', 'procedures', 'when', 'joined', 'start', 'Helsinki', '+358', '0', '680', '245', 'Dutch', 'raises', 'tap', 'sale', '99.95', 'AMSTERDAM', 'Finance', 'raised', 'sales', '5.75', 'September', '2002', '99.90', 'Tap', 'being', '07.00', 'GMT', '15.00', 'notice', '2.3', 'guilders', 'close', 'Amsterdam', '+31', '20', '504', '5000', 'tells', 'BONN', 'Agriculture', 'meat', 'animals', 'Until', 'cleared', 'panels', 'done', 'quickly', 'preference', 'ZDF', 'I', 'concrete', 'too', 'many', 'holes', 'know', 'filled', 'ensure', 'protection', 'tops', 'priorities', 'dealing', 'erupted', 'acknowledged', 'rethink', 'use', 'suspect', 'tissue', 'experts', 'banning', 'members', 'given', 'question', 'studied', 'separately', 'perfectly', 'safe', 'eat', 'After', 'admitted', 'link', 'fatal', 'equivalent', 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'Higashi', 'Willie', 'Wood', 'Shigeki', 'Maruyama', 'McCarron', '77', 'Wayne', 'Westner', 'Schneiter', '79', 'Watson', 'Seiki', 'Okuda', 'SOCCER', 'GLORIA', 'BISTRITA', 'BEAT', '2-1', 'F.C.', 'VALLETTA', 'Gloria', 'Bistrita', 'Romania', 'beat', 'halftime', '1-1', 'Valletta', 'Malta', 'Cup', 'winners', 'match', 'leg', 'preliminary', 'Scorers', 'Ilie', 'Lazar', '32nd', 'Eugen', 'Voica', '84th', 'La', 'Gilbert', 'Agius', '24th', 'Attendance', '4-2', 'aggregate', 'qualified', 'REUTER', 'HORSE', 'RACING', 'PIVOTAL', 'ENDS', '25-YEAR', 'WAIT', 'TRAINER', 'PRESCOTT', 'YORK', 'Sir', 'Prescott', 'landed', 'victory', '25', 'trainer', 'sprinter', 'Pivotal', '100-30', 'chance', 'Nunthorpe', 'Stakes', 'three-year-old', 'partnered', 'veteran', 'George', 'Duffield', 'snatched', 'short', 'head', 'verdict', 'stride', 'deny', 'Eveningperformance', '16-1', 'trained', 'Henry', 'Candy', 'ridden', 'Chris', 'Rutter', 'Hever', '11-4', 'Prix', 'l', 'Abbaye', 'winner', 'Longchamp', 'finished', 'third', 'lengths', 'away', '7-4', 'Mind', 'Games', 'fourth', 'Royal', 'Ascot', 'may', 'now', 'aimed', 'season', 'sprint', 'race', 'reluctant', 'go', 'enclosure', 'result', 'photo-finish', 'Twenty-five', 'never', 'so', 'thought', 'better', 'wait', 'bit', 'longer', 'sad', 'am', 'godfather', 'daughter', 'Like', 'Jack', 'Berry', 'gone', 'search', 'success', 'around', 'profession', 'I`m', 'disappointed', 'feel', 'suicidal', 'well', 'furlongs', 'metres', 'just', 'quicken', 'NUNTHORPE', 'STAKES', 'RESULTS', 'Result', 'two-year-olds', 'upwards', 'run', 'five', 'km', '1.', '2.', '3.', 'Jason', 'Weaver', 'Eight', 'ran', 'Favourite', '4th', 'Distances', '1-1/4', 'Winner', 'owned', 'Cheveley', 'Park', 'Stud', 'Newmarket', 'Value', '72,464', 'sterling', '112,200', 'TENNIS', 'TOSHIBA', 'CLASSIC', 'CARLSBAD', 'California', '1996-08-21', 'Results', '450,000', 'Toshiba', 'Classic', 'tennis', 'tournament', 'prefix', 'denotes', 'seeding', 'Second', 'Arantxa', 'Sanchez', 'Vicario', 'Spain', 'Naoko', 'Kijimuta', '1-6', '6-4', '6-3', '4', 'Kimiko', 'Date', 'Yone', 'Kamio', '6-2', '7-5', 'Sandrine', 'Testud', '7', 'Sugiyama', '4-6', '8', 'Nathalie', 'Tauziat', 'Shi-Ting', 'Wang', 'HAMLET', 'CUP', 'COMMACK', 'York', 'Waldbaum', 'Hamlet', 'Michael', 'Chang', 'Sergi', 'Bruguera', 'Joyce', '3', 'Richey', 'Reneberg', '3-6', 'Martin', 'Damm', 'Czech', 'Republic', '6', 'Younes', 'El', 'Aynaoui', 'Morocco', '5-7', '3-0', 'retired', 'Karol', 'Kucera', 'Slovakia', 'Hicham', 'Arazi', '7-6', 'DALGLISH', 'SAD', 'OVER', 'BLACKBURN', 'PARTING', 'Kenny', 'Dalglish', 'spoke', 'sadness', 'leaving', 'club', 'premier', 'league', 'title', '1994-95', 'parted', 'mutual', 'consent', 'ex-manager', 'confessed', 'taking', 'division', 'local', 'newspaper', 'holiday', 'same', 'opinion', 'albeit', 'little', 'If', 'opened', 'my', 'mouth', 'stayed', 'way', 'let', 'get', 'job', 'conclusion', 'then', 'past', '15', 'director', 'football', 'CRICKET', 'COUNTY', 'CHAMPIONSHIP', 'Close', 'play', 'scores', 'four-day', 'County', 'Championship', 'cricket', 'matches', 'Weston-super-Mare', 'Durham', '326', 'D.', 'Cox', 'S.', 'Campbell', ';', 'G.', '7-73', 'Somerset', '236-4', 'M.', 'Lathwell', '85', 'Firsy', 'Colchester', 'Gloucestershire', '280', 'J.', 'Russell', '63', 'A.', 'Symonds', '52', 'Cowan', '5-68', 'Essex', '72-0', 'Cardiff', 'Kent', '128-1', 'Walker', '59', 'Fulton', 'v', 'Glamorgan', 'Leicester', 'Leicestershire', '343-8', 'P.', 'Simmons', '108', 'Nixon', '67', 'Hampshire', 'Northampton', 'Sussex', '368-7', 'N.', 'Lenham', '145', 'V.', 'Drakes', 'Wells', '51', 'Northamptonshire', 'Trent', 'Nottinghamshire', '392-6', 'Archer', '143', 'Dowman', '107', 'Surrey', 'Worcester', 'Warwickshire', '255-9', 'Giles', '57', 'W.', 'Khan', 'Worcestershire', 'Headingley', 'Yorkshire', '305-5', 'C.', 'White', 'Moxon', 'Vaughan', 'Lancashire', 'ENGLAND', 'V', 'PAKISTAN', 'FINAL', 'TEST', 'SCOREBOARD', 'Scoreboard', 'final', 'Oval', 'innings', 'Atherton', 'b', 'Waqar', 'Younis', 'Mushtaq', 'Ahmed', '44', 'Hussain', 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'under-21', 'earns', 'call-up', '100-2', 'LUNCH', 'ON', 'DAY', 'THIRD', 'lunch', 'KEANE', 'SIGNS', 'FOUR-YEAR', 'CONTRACT', 'WITH', 'MANCHESTER', 'UNITED', 'Ireland', 'midfielder', 'Roy', 'Keane', 'signed', 'four-year', 'F.A.', 'champions', 'deal', 'game', 'delighted', 'Alex', 'CANADIAN', 'OPEN', 'TORONTO', 'Canadian', 'Open', 'Daniel', 'Nestor', 'Canada', 'Thomas', 'Muster', 'Mikael', 'Tillstrom', 'Goran', 'Ivanisevic', 'Croatia', '6-7', '3-7', 'Ferreira', 'Jiri', 'Novak', 'Marcelo', 'Rios', 'Chile', 'Kenneth', 'Carlsen', 'Denmark', 'MaliVai', 'Corretja', 'Todd', 'Renzo', 'Furlan', '7-3', 'Philippoussis', 'Marc', 'Rosset', 'Switzerland', '8-6', '9', 'Cedric', 'Pioline', 'Gregory', 'Carraz', '7-1', 'Patrick', 'Rafter', '11', 'Alberto', 'Berasategui', '6-1', 'Petr', 'Korda', 'Francisco', 'Clavet', 'Vacek', '13', 'Stoltenberg', '13-11', 'Woodbridge', 'Sebastien', 'Lareau', "O'Brien", 'Byron', 'Black', 'Zimbabwe', '7-2', 'Bohdan', 'Ulihrach', 'Andrea', 'Gaudenzi', 'Henman', 'Woodruff', 'walkover', 'MILLNS', 'BOLAND', 'CAPE', 'TOWN', 'provincial', 'Boland', 'fast', 'bowler', 'Millns', 'toured', '1992/93', 'replaces', 'all-rounder', 'Phillip', 'DeFreitas', 'professional', 'EUROPEAN', 'WINNERS', 'TIRANA', 'Winners', 'qualifying', 'soccer', 'Tirana', 'Flamurtari', 'Vlore', 'Chemlon', 'Humenne', '0-0', 'Lubarskij', '50th', 'minute', 'Valkucak', '54th', '5,000', 'win', 'Chorzow', 'Ruch', 'Llansantffraid', 'Wales', '1-0', 'Arkadiusz', 'Bak', '1st', '55th', 'Arwel', '47th', 'Miroslav', '62nd', '63rd', '6,500', 'Larnaca', 'AEK', 'Cyprus', 'Kotaik', 'Abovyan', 'Armenia', '2-0', 'Zoran', 'Kundic', '28th', 'Klimis', 'Alexandrou', '41st', 'Milenko', 'Kovasevic', '60th', 'penalty', 'Koprinovic', '82nd', 'Pavlos', 'Markou', '5-1', 'Siauliai', 'Kareda', 'Lithuania', 'Sion', 'agrregate', 'Vinnytsya', 'Nyva', 'Tallinna', 'Sadam', 'Estonia', '3,000', 'Aggregate', 'score', '2-2', 'goals', 'rule', 'Bergen', 'Brann', 'Norway', 'Shelbourne', 'Mons', 'Ivar', 'Mjelde', '10th', 'Ove', 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'Macedonia', 'Kispest', 'Honved', 'Hungary', 'Add', 'Rishon', 'Moshe', 'Sabag', 'Nissan', 'Kapeta', 'Tomas', 'Cibola', 'Constructorol', 'Sergei', 'Rogachev', '42nd', 'Gennadi', 'Skidan', '1,500', 'GOTHENBURG', 'PUT', 'FERENCVAROS', 'OUT', 'EURO', 'BUDAPEST', 'IFK', 'Gothenburg', 'drew', 'Ferencvaros', 'Champions', 'tie', 'played', '4-1', 'Ferenc', 'Horvath', '15th', 'Andreas', 'Andersson', '9,000', 'BRAZILIAN', 'RIO', 'DE', 'JANEIRO', 'midweek', 'Brazilian', 'championship', 'Bahia', 'Atletico', 'Paranaense', 'Corinthians', 'Guarani', 'Coritiba', 'Mineiro', 'Cruzeiro', 'Vitoria', 'Flamengo', 'Juventude', 'Goias', 'Sport', 'Recife', 'Gremio', 'Bragantino', 'Palmeiras', 'Vasco', 'da', 'Gama', 'Portuguesa', 'Parana', 'NEWCOMBE', 'PONDERS', 'HIS', 'DAVIS', 'FUTURE', 'SYDNEY', 'captain', 'Newcombe', 'signalled', 'resignation', 'loses', 'Wimbledon', 'champion', 'coach', 'Tony', 'Roche', 'determined', 'events', 'Split', 'lose', 'look', 'giving', 'someone', 'else', 'Sydney', 'Telegraph', 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'Sam', 'Victor', 'Malu', 'commander', 'peacekeeping', 'latest', 'civil', 'Inienger', 'officers', 'handover', 'dozen', 'accords', 'difficult', 'challenging', 'painful', 'Peacekeepers', 'harassed', 'assure', 'sight', 'Nations', 'observers', 'travelling', 'western', 'Tubmanburg', 'monitor', 'delayed', 'shooting', 'highway', 'Anthony', 'Nyakyi', 'finally', 'escort', 'ULIMO-J', 'faction', 'Faction', 'Abuja', 'Saturday', 'breaking', 'foresees', 'disarmament', '60,000', 'combatants', '10,000', 'Economic', 'Community', 'height', 'Guinea', 'prayer', 'CONAKRY', 'broadcast', 'repeatedly', 'dead', 'prosperity', 'precise', 'reason', 'clear', 'Lansana', 'Conte', 'vice-president', 'Organisation', 'Conference', 'prepare', 'OIC', 'Koranic', 'reading', 'sessions', 'prayers', 'farming', 'Badi-Tondon', 'Conakry', 'army', 'survived', 'revolt', 'veiled', 'topple', 'ordered', 'crackdown', 'corruption', 'seized', '1984', 'death', 'Marxist', 'Sekou', 'Toure', '1993', 'answers', 'bottle', 'JOHANNESBURG', 'boy', 'writing', 'girl', 'whose', 'washed', 'Nelson', 'Mandela', 'old', 'prison', 'Carlo', 'Hoffmann', '11-year-old', 'jailer', 'son', 'beach', 'Robben', 'Island', 'Cape', 'Town', 'winter', 'storms', 'letter', 'ordinary', 'mail', 'post', 'Danielle', 'Murray', 'Sandusky', 'age', 'penfriend', 'reply', 'whoever', 'flung', 'journey', 'Atlantic', 'Ocean', 'Rottweiler', 'toddler', 'rottweiler', 'dog', 'belonging', 'elderly', 'couple', 'savaged', 'two-year-old', 'grandson', 'Booy', 'front', 'garden', 'grandparents', 'house', 'Vanderbijlpark', 'Johannesburg', 'His', 'bloody', 'body', 'lying', 'parents', 'pick', 'unclear', 'Dogs', 'fierce', 'enough', 'scare', 'burglars', 'becoming', 'increasingly', 'crime-infested', 'INDICATORS', 'updated', 'indicators', 'CPI', '+0.4m', 'm', '23.0yr', '+0.9;+23.6', 'PPI', '+0.7', 'm;+21.5yr', '+1.7;+22.0', '7.8', 'm;-0.2yr', '+7.3;-3.6', 'Current', 'Jan-May', '738', '748', 'NBH', '934', '774', 'MIT', 'Jan-June', '1.45', 'bln', '1.24', 'Gross', '27,246.5', '28,716.8', '14,390.7', '15,704.3', 'Unemployment', '10.8', '10.6', 'Budget', 'HUF', 'Jan-July', '102', '122', 'T-bill', 'yields', '%', '1mo', '22.95', '3mo', '23.02', '6mo', '23.53', '1yr', '24.40', 'Government', '2-yr', '1998', 'J', '25.49,(3-yr', '24.44', 'BBB-minus', 'Duff', '&', 'Phelps', 'IBCA', 'Thomson', 'BankWatch', 'BB-plus', 'BA1', 'Moody', 'Investors', 'BBB+', 'Credit', 'Rating', 'Agency', 'flow', 'Budapest', '36', '1)266', '2410', 'Fifty', 'die', 'rebels-Interfax', 'MOSCOW', 'least', 'servicemen', 'separatist', 'Chechen', 'Grozny', 'Interfax', 'command', 'Chechnya', '200', 'interior', 'reconaisance', 'mission', 'clashed', 'Minutka', 'Square', 'independently', 'confirmed', 'peacemaker', 'Lebed', 'chief-of-staff', 'Aslan', 'Maskhadov', 'agreement', 'cease', 'hostilities', 'noon', '0800', 'detachment', '1500', 'raged', '1600', 'outnumbered', 'schoolgirl', 'blackmailer', 'textbooks', 'GDANSK', 'blackmailed', 'letters', 'threatening', 'explained', 'money', '13-year-old', 'extract', 'zlotys', 'residents', 'Sierakowice', 'lives', 'nearby', 'Gdansk', 'blackmail', 'railway', 'station', 'Interviewed', 'psychologist', 'school', 'books', 'clothes', 'Kazimierz', 'Socha', 'case', 'poor', 'family', 'trouble', 'underage', 'offenders', 'CNB-120', 'index', 'pts', '869.3', 'PRAGUE', 'broad', 'measure', 'equities', 'CNB', 'ten', 'sectoral', 'indices', 'banking', '14.4', '1,294.5', '42-2-2423-0003', 'sign', 'NOVYE', 'ATAGI', 'Boris', 'Yeltsin', 'security', 'supremo', 'renewed', 'document', 'negotiated', 'village', 'officially', 'disclosed', 'Itar-Tass', 'provided', 'disengagement', 'aide', 'Russian-Chechen', 'Talks', 'detailed', 'Press', 'Barkhatov', 'rebel-held', 'progressing', 'briskly', 'mood', 'completed', 'signature', 'day-by-day', 'showed', 'clip', 'laughing', 'smiling', 'nominee', 'Tatyana', 'Dmitrieva', 'inaugurated', 'returned', 'Kremlin', 'two-day', 'lakelands', 'northwestern', 'Bosnia', 'SARAJEVO', 'Sarajevo', 'OSLOBODJENJE', 'Bosnian', 'federation', 'launches', 'common', 'taxes', 'dinar', 'kuna', 'Deutsche', 'mark', 'currency', 'introduced', 'Refugees', 'Displaced', 'Persons', 'Mirhunisa', 'Komarica', 'survivors', 'massacre', 'Srebrenica', 'languishing', 'laborers', 'Serbian', 'mines', 'According', '2,400', 'male', 'Trepca', 'mine', '1,900', 'Aleksandrovac', 'DNEVNI', 'AVAZ', 'Slovenian', 'briefly', 'detain', 'Ljubljana', 'cancel', 'Maribor', '+387-71-663-864', 'overnight', 'raids', 'ALKHAN-YURT', 'pounded', 'planes', 'artillery', 'calmed', 'although', 'sporadic', 'explosions', 'heard', 'correspondent', 'Lawrence', 'Sheets', 'speaking', 'Alkhan-Yurt', 'arrival', 'flew', 'firing', 'anything', 'clinched', 'separatists', 'halt', 'threatened', 'bombing', 'assault', 'Boat', 'passengers', 'rescued', 'Colombian', 'coast', 'BOGOTA', 'Coast', 'Guard', 'boat', 'Pacific', 'missing', 'tiny', 'Gorgona', 'southwest', 'sightseers', 'trip', 'Narino', 'fuel', 'Navy', 'Lt.', 'Italo', 'Pineda', 'boatman', 'coconuts', 'rainwater', 'sea', 'towed', 'Buenaventura', 'Argentine', 'raw', 'steel', '14.8', 'BUENOS', 'AIRES', '355,900', '1.9', 'Steel', 'Center', 'Primary', 'iron', '297,700', '0.1', 'Hot', 'laminate', 'production', '349,000', '0.8', 'Production', 'cold', 'laminates', '120,500', '4.2', 'Webb', 'Buenos', 'Aires', '+541', '318-0655', 'Peru', 'kill', 'jungle', 'LIMA', 'Peruvian', 'northeastern', 'anti-', 'terrorist', 'sources', 'Maoist', 'Shining', 'Path', 'Alomella', 'Robles', 'small', '345', '550', 'northeast', 'Lima', 'villagers', 'listen', 'propaganda', 'speeches', 'centre', 'passing', 'motorists', 'daubed', 'slogans', 'By', 'whereabouts', 'severely', 'weakened', '1992', 'capture', 'Abimael', 'stepping', 'activities', 'guerrilla', 'conflicts', 'cost', 'damage', 'infrastructure', '1980', 'Former', 'Surinam', 'PARAMARIBO', 'Flamboyant', 'Surinamese', 'Ronny', 'Brunswijk', 'custody', 'charged', 'attempted', 'murder', 'turned', 'himself', 'Freddy', 'Pinas', 'Surinamese-born', 'visitor', 'bar-room', 'brawl', 'mining', 'Moengo', '56', '90', 'east', 'Paramaribo', 'Ro', 'Gajadhar', 'showing', 'cuts', 'bruises', 'feared', 'Jungle', 'Command', 'shoot', 'objected', 'advances', 'wife', 'bodyguards', 'charges', 'merely', 'defended', 'less', 'thief', 'buttocks', 'uprising', 'regime', 'strongman', 'Desi', 'Bouterse', 'conflict', '500', 'caused', 'thousands', 'flee', 'neighbouring', 'Guiana', '1980s', 'eventually', 'paved', 'Despite', 'numerous', 'businessman', 'logging', 'interests', 'manages', 'occasionally', 'Noisy', 'saw', 'leads', 'Thai', 'heroin', 'hideaway', 'BANGKOK', 'Hong', 'Kong', 'carpenter', 'arrested', 'seaside', 'Pattaya', 'kg', '39.7', 'complaints', 'noisy', 'Cheung', 'Siu', 'Man', 'searched', 'bags', 'hidden', 'hollow', 'spaces', 'wooden', 'planks', 'hired', 'hide', 'Police', 'sawing', 'several', 'escaping', 'door', 'street', 'baht', 'Officials', 'hunting', 'collaborators', 'detained', 'pending', 'formal', 'Downer', 'follows', 'friction', 'nations', 'Qian', 'Qichen', 'consulate', 'sovereignty', 'colony', 'mid-1997', 'strained', 'sell', 'uranium', 'issues', 'affecting', 'include', 'plans', 'pact', 'Canberra', 'Tibet', 'exiled', 'spiritual', 'Dalai', 'Lama', 'conservative', 'accuse', 'PA', 'NABLUS', 'bookseller', 'Information', 'undertaking', 'distribute', 'written', 'critics', 'self-rule', 'deals', 'anyone', 'legal', 'destroy', 'Amman', 'Daoud', 'Makkawi', 'owner', 'Nablus-based', 'al-Risala', 'bookshop', 'copies', 'Edward', 'Said', 'prominent', 'scholar', 'citizen', 'origin', 'outspoken', 'critic', 'accord', 'On', 'confiscated', 'Israel-PLO', 'Director-General', 'Mutawakel', 'Taha', 'insisted', 'Authority', 'censor', 'strategy', 'suppress', 'freedom', 'expression', 'whatsoever', 'relevent', 'legislations', 'resulted', 'mistakes', 'explain', 'journalists', 'writers', 'authors', 'Journalist', 'Seale', 'banned', 'shop', 'sure', 'selling', 'think', 'afraid', '?', 'Strip', 'Jewish', 'handed', 'parts', 'blames', 'Istanbul', 'tower', 'CAIRO', 'carrier', 'EgyptAir', 'airport', 'Twenty', 'Boeing', '707', 'overshot', 'runway', 'fire', 'taxi', 'skipped', 'onto', 'line', 'Mohamed', 'Fahim', 'Rayyan', 'conference', 'instead', '2,250', '2,460', 'yards', '3,300', 'steep', 'aviation', 'noted', 'pilot', 'misleading', 'rainstorm', 'Its', 'wet', 'brake', 'medium', 'wrong', 'private', 'Ihlas', 'wants', 'nothing', 'Sudanese', 'rulers', 'Egyptian', 'shelter', 'militants', 'Hosni', 'Mubarak', 'speech', 'Moslem', 'Addis', 'Ababa', 'sponsored', 'Security', 'Council', 'flights', 'Khartoum', 'incident', 'effect', 'Sudan', 'fails', 'extradite', 'cannot', 'Ethiopia', 'eager', 'Turabi', 'whatever', 'academics', 'al-Turabi', 'Front', 'bitter', 'terrorists', 'sheltering', 'passorts', 'far', 'relations', 'ostensibly', 'shares', 'shed', 'profit-taking', 'ISTANBUL', 'shedding', 'amid', 'IMKB-100', '123.89', '64,178.78', 'Gains', 'totalled', '2.92', 'volume', '7.2', 'trillion', 'lira', 'Profit-taking', 'actually', 'reaction', 'rise', '63,000', 'tomorrow', 'Burcin', 'Mavituna', 'Interbank', 'Brokers', 'profit', 'approached', '65,000', 'cheap', 'attracted', '67,000', 'pierced', 'session', 'Isbank', 'gained', '8,600', 'Shares', 'utility', 'Cukurova', '85-share', '0.47', '70,848.86', '15-share', '0.55', '55,929.89', 'Of', '218', 'gainers', 'outdid', 'losers', 'stable', '+90-212-275', '0875', 'SA', 'Miss', 'Universe', 'hides', 'veil', 'silence', 'Kieran', 'LAS', 'CRUCES', 'N.M.', 'Alicia', 'Machado', 'Mexico', 'questions', 'claims', 'crash', '19', 'Los', 'Angeles', 'slipping', 'desert', 'Las', 'Cruces', 'attended', 'Teen', 'USA', 'pageant', 'contestant', 'scrutiny', 'ultimatum', 'Angeles-based', 'Inc.', 'drop', 'losing', 'swollen', 'wisdom', 'teeth', 'extracted', 'Marta', 'Fajardo', 'weighed', '112', 'Vegas', 'habits', 'Everybody', 'addiction', 'eats', 'cakes', 'crazy', 'Organisers', 'flatly', 'wraps', 'blocked', 'access', 'Dressed', 'strapless', 'gown', 'heavier', 'contestants', 'rave', 'reviews', 'appearance', 'stage', 'Are', 'kidding', 'She', 'fantastic', 'Nikki', 'Very', 'sexy', 'publicists', 'stay', 'promotional', 'sponsors', 'returning', 'Sept', 'Beauty', 'queens', 'high-profile', 'personalities', 'alleged', 'page', 'eased', 'indulged', 'passion', 'pasta', 'cake', 'fat', 'putting', 'fine', 'wished', 'happened', 'spiritually', 'mentally', 'terrific', 'lifestyle', 'associated', 'routine', 'exercise', 'ability', 'type', 'regimented', 'workout', 'exist', 'dont', 'talked', 'Kevorkian', 'attends', 'suicide', 'PONTIAC', 'Mich', 'bringing', '40-year-old', 'Missouri', 'suffering', 'multiple', 'sclerosis', 'emergency', 'room', 'Aranosian', 'Pontiac', 'Osteopathic', 'Patricia', 'Smith', 'Lees', 'Summit', 'midday', 'paralysed', 'assisted-suicide', '37th', 'attending', 'starting', 'crusade', 'doctor', 'assisted', 'lawyer', 'Geoffrey', 'Fieger', 'husband', 'father', 'James', 'patients', 'location', 'rapidly', 'multple', 'Louise', 'Siebens', '76-year-old', 'amyotrophic', 'lateral', 'Lou', 'Gehrig', 'Judith', 'Curren', '42-year-old', 'Massachusetts', 'suffered', 'chronic', 'fatigue', 'syndrome', 'non-terminal', 'life', 'Fairview', '1.82', 'Baa1', 'Announcement', 'As', '08/21/96', 'Issuer', 'TX', 'Sale', 'Amount', '1,820,000', 'Expected', '08/27/96', 'Municipal', 'Desk', '212-859-1650', 'Defiant', 'neo-Nazi', 'jailed', 'Gray', 'HAMBURG', 'sentenced', 'Lauck', 'pumping', 'extremist', 'base', 'Lincoln', 'Nebraska', 'yelled', 'tirade', 'abuse', 'conviction', 'inciting', 'racial', 'hatred', 'struggle', '43-year-old', 'shouted', 'escorted', 'arguing', 'client', 'offence', 'hailed', 'neo-Nazism', 'network', 'anti-Semitic', 'material', 'flowing', '1970s', 'possessed', 'well-oiled', 'machine', 'honed', 'presiding', 'judge', 'Guenter', 'Bertram', 'cannon', 'extracts', 'praising', 'Hitler', 'greatest', 'describing', 'Nazi', 'slaughter', 'millions', 'Jews', 'myth', 'Eager', 'bars', 'complex', 'prosecutor', 'Mauruschat', 'offences', 'demanded', 'five-year', 'satisfied', 'sentence', 'Publishing', 'distributing', 'illegal', 'argued', 'laws', 'meant', 'produce', 'swastika-covered', 'magazines', 'videos', 'flags', 'Interior', 'Manfred', 'Kanther', 'welcomed', 'prosecution', 'ringleaders', 'biggest', 'distributers', 'vicious', 'racist', 'publications', 'Social', 'Democrats', 'dressed', 'sober', 'blue', 'suit', 'sporting', 'trademark', 'Hitleresque', 'moustache', 'emotion', 'spent', 'explaining', 'blurted', 'virtually', 'incomprehensible', 'quick-fire', 'diatribe', 'Neither', 'Socialists', 'Nazis', 'nor', 'communists', 'dared', 'kidnap', 'oblique', 'reference', 'extradition', 'truth', 'attorney', 'Hans-Otto', 'Sieg', 'courtroom', 'judges', 'actions', 'carried', 'obsessed', 'Nazism', 'devoted', 'Socialist', 'Workers', 'NSDAP-AO', 'derives', 'name', 'During', 'three-month', 'dealt', 'NS', 'Kampfruf', 'Battle', 'Cry', 'magazine', 'references', 'Aryan', 'supremacy', 'defamatory', 'statements', 'rejected', 'argument', 'request', 'convicted', 'disseminating', 'symbols', 'anti-constitutional', 'organisations', 'arrest', 'subtracted', 'UN', 'occur', 'NATIONS', 'arrangements', 'implement', 'oil-for-food', 'quite', 'speculate', 'preparations', 'secretary-general', 'anxious', 'Undersecretary-General', 'Yasushi', 'Akashi', 'sooner', 'monitors', 'carry', 'Department', 'Humanitarian', 'deputy', 'speculated', 'Suspected', 'killers', 'bishop', 'Algeria', 'TV', 'Algerian', 'suspected', 'killing', 'state-run', 'sought', 'slain', 'assassination', 'Roman', 'Catholic', 'Bishop', 'Pierre', 'Claverie', '58-year-old', 'bomb', 'Oran', 'Herve', 'Charette', 'Algiers', '50,000', 'Algerians', '110', 'foreigners', 'pitting', 'radical', 'Islamists', 'commanding', 'flown', 'January-July', 'table', 'shows', 'volumes', 'handled', 'airports', 'exclude', 'trucked', 'airfreight', 'association', 'ADV', 'Berlin', '17,844', '5.9', 'Tegel', '10,896', '3.1', 'Tempelhof', '202', '60.0', 'Schoenefeld', '6,746', '16.8', 'Bremen', '1,453', '13.1', 'Dresden', '792', '11.4', 'Duessseldorf', '31,347', '4.4', 'Frankfurt', '768,269', '1.5', '21,240', '3.5', 'Hannover', '6,030', '15.3', 'Koeln', 'Cologne', '182,887', '11.8', 'Leipzig', 'Halle', '1,806', '45.6', 'Munich', '44,525', 'Muenster', 'Osnabrueck', '382', '28.2', 'Nuremberg', '25,929', '17.8', 'Saarbruecken', '626', '28.3', '10,655', 'TOTAL', '1,113,785', 'Air', 'Cargo', 'Tel+44', '161', '7706', 'Fax+44', '5017', 'Paribas', 'repeats', 'Aegon', 'research', 'Company-------------Price---Broker----------------', '83.40', 'COMMENT', 'Not', '711', 'forecast', 'performance', 'Reiterates', 'Estimates', 'Dfl', 'EPS', 'E', 'Dividend', '5.83', '13.8', '2.75', '6.59', '12.2', '3.10', 'Fax', '5040', 'Clinton', 'Ballybunion', 'fans', 'DUBLIN', 'resort', 'whirlwind', 'Irish', 'So', 'America', 'Dick', 'Spring', 'convention', '26-29', 'bring', 'placards', 'waved', 'addressed', 'packed', 'Dublin', 'backs', 'requested', 'us', 'guests', 'Kennedys', 'Frank', 'Quilter', 'triumphant', 'process', 'observe', 'assurances', 'Erdmann', 'Wolfgang', 'Ischinger', 'assured', 'valid', 'Primakov', 'pledge', 'seek', 'solution', 'aegis', 'Cooperation', 'OSCE', 'quoting', 'Klaus', 'Kinkel', 'personal', 'urge', 'breakaway', 'threat', 'unauthorised', 'initiative', 'intention', 'positive', 'Goldiman', 'responsible', 'DELHI', 'global', 'nuclear', 'treaty', 'Delhi', 'intended', 'I.K.', 'Gujral', 'block', 'adoption', 'Geneva', 'entering', 'signing', 'kind', 'weapons', '1974', 'Experts', 'assemble', 'veto', 'Comprehensive', 'Test', 'Ban', 'Treaty', 'CTBT', 'bilateral', 'visualise', 'straining', 'text', 'position', 'clause', 'providing', 'modified', 'Asked', 'forwarded', 'Assembly', 'bridge', 'cross', 'reiterated', 'objections', 'negotiation', 'Disarmament', 'fact', 'weapon', 'hegemony', 'concerns', 'impossible', 'oblige', 'option', 'exercised', 'restraint', 'carrying', 'tests', 'lone', 'accept', 'constraints', 'rely', 'arsenals', 'sour', 'DHAKA', 'disquiet', 'Bangladeshi', 'Dhaka', 'Bangladesh', 'goverment', 'attached', 'importance', 'tragic', 'Siraj', 'Mia', 'Under-Secretary', 'Commonwealth', 'Affairs', 'Liam', 'Fox', 'interogation', 'arriving', 'bore', 'injuries', 'relatives', 'complained', 'murdered', 'post-mortem', 'tortured', 'drunk', 'wrist', 'act', 'seriously', 'reasons', 'important', 'relationship', 'leave', 'Nepal', 'governments', 'House', 'Commons', 'matter', 'thorough', 'investigation', 'outcome', 'harassment', 'nationals', 'Criminal', 'Investigation', 'immigration', 'connection', 'business', 'suburb', 'disrupt', 'Kashmir', 'polls', 'SRINAGAR', 'planning', 'troubled', 'Jammu', 'seems', 'Inderjit', 'Gupta', 'Srinagar', '1987', 'clamped', 'direct', 'abetting', 'militancy', 'valley', 'Islamabad', 'infiltrating', 'create', 'disturbance', 'noticed', 'among', 'growing', 'mercenaries', 'independence', '1947', 'H.D.', 'Deve', 'Gowda', 'centre-left', 'hopes', 'restore', 'normality', '20,000', 'insurgency-related', 'Over', 'militant', 'engineering', 'banks', 'edged', 'sharply', 'institutional', 'investors', 'Stock', 'Exchange', 'DSE', 'all-share', '0.7', '1,156.79', 'turnover', '146.2', 'taka', 'remained', 'unchanged', '12.71', '228.7', 'Eastern', 'Cables', '20.37', '677.98', 'Apex', 'Tannery', '22.72', '597', 'recovered', 'edge', 'short-covering', 'ratio', 'Reserve', 'bank', 'governor', 'Rangarajan', 'CRR', 'maintained', 'reduced', 'yes', 'addressing', 'industrialists', 'having', 'theoretical', 'supply', 'instrument', 'regulate', 'reducing', 'increasing', 'context', 'stood', 'commitment', 'response', '+91-11-3012024', 'viable', 'BOMBAY', 'Governor', 'Chakravarty', 'gross', 'product', 'GDP', 'sustainable', 'currrent', 'real', '16-17', '14-15', 'non-debt', 'reduction', 'debt-service', 'Bombay', '+91-22-265', '9000', 'Mother', 'Teresa', 'CALCUTTA', 'Saint', 'Gutters', 'Nobel', 'Prize', '1979', 'hope', 'dignity', 'unwanted', 'simple', 'love', 'heaps', 'honours', 'regards', 'saint', 'nun', 'Albanian', 'descent', 'maintains', 'joy', 'fulfilment', 'neglected', 'need', 'sympathy', 'pity', 'compassion', 'diminutive', 'missionary', 'respiratory', 'intensive', 'Indian', 'heart', 'turns', '86', 'conscious', 'condition', 'task', 'alone', 'slums', 'densely-populated', 'Calcutta', 'grew', 'hearts', 'characteristically', 'unworthy', 'showering', '80', 'Bharat', 'Ratna', 'Jewel', 'highest', 'award', 'Her', 'deteriorate', 'fitted', 'pacemaker', 'Vatican', 'Superior', 'Missionaries', 'Charity', 'More', 'delegates', 'elect', 'successor', 'agree', 'bacterial', 'pneumonia', 'Rome', 'ribs', 'receive', 'malaria', 'complicated', 'lung', 'fractured', 'collar', 'bone', 'frailty', 'arthritis', 'failing', 'eyesight', 'stopped', 'travels', 'mingle', 'desperate', 'Agnes', 'Goinxha', 'Bejaxhiu', 'Serbia', '1910', 'deeply', 'religious', 'Loretto', 'hoping', 'Order', 'Abbey', 'begin', 'novitiate', 'teach', 'geography', 'convent', 'divine', '1946', 'interviewer', 'belonged', 'superior', 'approved', 'training', 'missionaries', 'slum', 'Therese', 'Child', 'Jesus', 'simply', 'dying', 'Hindu', 'rest', 'penniless', 'Named', 'Nirmal', 'Hriday', 'Tender', 'chain', '150', 'homes', 'destitute', 'admitting', '18,000', 'founded', 'documentary', 'mixture', 'hyperbole', 'credulity', 'Catholics', 'FOCUS-News', 'forecasts', 'alien-led', 'boost', 'Bernard', 'Hickey', 'Media', 'baron', 'Rupert', 'Murdoch', 'News', 'Ltd', '1995/96', 'profits', 'film', 'Independence', 'Day', '1996/97', 'From', 'perspective', 'begun', 'promise', 'motion', 'picture', 'announcing', 'moderating', 'solid', 'orders', 'advertising', 'Broadcasting', 'budgeted', 'attainable', 'soothed', 'shareholders', 'pre-abnormals', 'A$', '1.26', 'US$', '995', 'cents', 'Analysts', '1.343', 'disappointing', 'outlook', 'First', 'Lachlan', 'Drummond', 'offset', 'publishing', 'divisions', 'hefty', 'Asian', 'operations', 'Higher', 'newsprint', 'hard', 'Throughout', 'operating', 'cover', 'Times', 'Advertising', 'revenues', 'surprises', 'inserts', 'Guide', 'dramatically', 'arm', 'Harper-Collins', 'healthy', 'operation', 'demise', 'Book', 'Agreement', 'hurt', 'San', 'minimum', 'setting', 'expired', 'publishers', 'pulled', 'spotlight', 'understatement', "'re", 'internal', 'declined', '6.39', '2.00', 'p.m.', '0400', 'soft', '0.79', '373-1800', 'savings', 'RBA', 'CANBERRA', 'slash', 'budget', 'useful', 'contribution', 'realised', 'raising', 'consolidation', 'unduly', 'restrict', 'ambiguous', 'Coalition', 'underlying', '5.65', 'pledged', '1998/99', '10.3', 'Determined', 'credible', 'rein', 'unsustainable', 'favourable', 'effects', 'activity', 'generally', 'long-term', 'saving', 'tending', 'promote', 'investment', 'lowering', 'BNZ', 'NZ', 'fixed', 'lending', 'WELLINGTON', 'cutting', '10.5', '10.75', '10.95', '11.25', 'responding', 'wholesale', 'Fixed', 'Wellington', '4734', '746', 'Power', 'ODV', 'NZ$', '524', 'Optimised', 'Deprival', '524.2', '486.5', 'valuation', 'reflected', 'extensions', 'lifespan', 'consistent', 'approach', 'followed', 'preventative', 'equipment', 'upgrading', 'revaluation', 'undertaken', 'disclosure', 'requirements', 'Commerce', 'Thais', 'hunt', 'breaker', 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'returns', 'swap', 'counties', 'Explaining', 'premature', 'departure', 'unavoidable', '106', 'lb-12', 'nb-10', '7-283', '8-284', '9-295', '29.2-9-83-3', '25-6-95-4', '116', 'lb-1', 'wicket', '229', '1-106', '9-1-49-0', '9-3-28-0', '17-3-42-1', '7-1-38-0', '14-0-71-0', 'ALL', 'Score', '4-95', 'SPONSORS', 'CASH', 'RAVANELLI', 'SHIRT', 'DANCE', 'Middlesbrough', 'Italian', 'Fabrizio', 'Ravanelli', 'sponsor', 'shirt', 'seen', 'Every', 'grey-haired', 'forward', 'pulls', 'shirtfront', 'salute', 'spectacle', 'Having', 'celebrate', 'fun', 'besides', 'chest', 'aggravated', 'foot', 'Chelsea', 'Forest', 'Bryan', 'Robson', 'ADVANCE', 'Aussies', 'reached', 'straight-set', 'victories', 'Unseeded', 'noteworthy', 'sixth-seeded', 'advanced', 'Third-seeded', 'three-hour', 'eliminating', 'Americans', 'overcame', '2-6', '12th-ranked', '70th-ranked', 'getting', 'handle', 'pretty', 'easily', '40s', 'Put', 'things', 'missed', 'Before', 'felt', '9:30', 'midnight', 'wake', 'routines', 'happier', 'person', 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'131', '132', 'Diego', 'Borrego', '133', 'Willison', 'Ames', 'Trinidad', 'Tobago', '134', 'Coles', 'Chapman', 'Cea', '135', 'Mason', 'Barry', 'Lane', 'Webster', 'MITCHELL', 'UPSTAGES', 'TRIO', 'OLYMPIC', 'SPRINT', 'CHAMPIONS', 'Dennis', 'Mitchell', 'upstaged', 'trio', 'present', 'storming', 'customary', 'bright', 'outfit', '10.03', 'scalp', 'Donovan', 'Bailey', 'Linford', 'Christie', '1988', 'lucrative', 'sport', 'blocks', 'burst', 'celebration', '10.09', '10.10', 'bronze', 'medallist', 'Ato', 'Boldon', '10.12', '10.14', 'limp', 'hurdles', 'Allen', 'defied', 'brilliant', '12.92', '0.01', 'Colin', 'Jackson', 'fastest', 'hurdler', 'Kingdom', 'seemed', 'relish', 'dominating', 'finish', 'faster', 'speed', '13.24', 'pelting', 'hurdlers', 'stepped', 'Ludmila', 'Engquist', 'crashed', 'hurdle', 'footing', '12.60', 'silver', 'Brigita', 'Bukovec', '12.95', 'Jamaican', 'Michelle', 'Freeman', '12.77', 'Cuban', 'Aliuska', 'Lopez', 'jackpot', 'one-kg', 'clinch', 'Golden', 'Seven', 'penultimate', 'prize', 'Adkins', 'alive', '47.93', 'Gail', 'Devers', '10.84', '0.10', 'Merlene', 'Ottey', 'medal', 'photo', 'settle', '11.04', 'Gwen', 'Torrence', '11.00', 'costly', 'athletics', 'discus', 'Ilke', 'Wyludda', '66.60', 'Ellina', '65.66', 'Franka', 'Dietzsch', '61.74', 'Natalya', 'Sadova', '61.64', 'Mette', 'Bergmann', '61.44', 'Nicoleta', 'Grasu', '61.36', 'Olga', 'Chernyavskaya', '60.46', 'Irina', 'Yatchenko', '58.92', 'Jamaica', 'Cuba', '12.85', 'Dionne', '12.88', 'Yulia', 'Graudin', '12.96', 'Julie', 'Baumann', '13.36', 'Girard-Leno', 'Dawn', 'Bowles', '13.53', 'Emilio', 'Valle', '13.33', 'Pieters', '13.37', '13.38', 'Asselman', '13.64', 'Hubert', 'Grossard', '13.65', "N'Senga", '13.66', 'Johan', 'Lisabeth', '13.75', 'Roberta', 'Brunet', '48.96', 'Fernanda', 'Ribeiro', '14:49.81', 'Sally', 'Barsosio', 'Kenya', '14:58.29', 'Paula', 'Radcliffe', '14:59.70', 'Julia', 'Vaquero', '15:04.94', 'Catherine', 'McKiernan', '15:07.57', 'Annette', 'Peters', '15:07.85', 'Pauline', 'Konga', '15:11.40', 'Davidson', 'Ezinwa', 'Nigeria', '10.15', 'Jon', '10.16', 'Bruny', 'Surin', '10.30', 'Samuel', 'Matete', 'Zambia', '47.99', 'Rohan', '48.86', 'Torrance', 'Zellner', '49.06', 'Jean-Paul', 'Bruwier', '49.24', 'Dusan', 'Kovacs', '49.31', 'Calvin', '49.49', 'Laurent', 'Ottoz', '49.61', 'Dollendorf', '50.36', 'Onyali', '11.09', 'Chryste', 'Gaines', '11.18', 'Zhanna', 'Pintusevich', '11.27', 'Privalova', '11.28', 'Natalia', 'Voronova', 'Juliet', 'Cuthbert', '11.31', 'Regina', '01.77', 'Djate', '4:02.26', 'Carla', 'Sacramento', '4:02.67', 'Yekaterina', 'Podkopayeva', '4:04.78', 'Margret', 'Crowley', '4:05.00', 'Leah', 'Pells', '4:05.64', 'Sarah', 'Thorsett', '4:06.80', 'Sinead', 'Delahunty', '4:07.27', 'steeplechase', 'Joseph', 'Keter', '10.02', 'Sang', '8:12.04', 'Moses', 'Kiptanui', '8:12.65', 'Gideon', 'Chirchir', '8:15.69', 'Kosgei', '8:16.80', 'Larbi', 'Khattabi', '8:17.29', 'Eliud', 'Barngetuny', '8:17.66', 'Barmasai', '8:17.94', '44.29', 'Mills', '44.78', 'Anthuan', 'Maybank', '44.92', 'Kamoga', 'Uganda', '44.96', 'Baulch', '45.08', 'Bada', '45.21', 'Samson', 'Kitur', '45.34', 'Richardson', '45.67', 'Rouser', '46.11', 'Frankie', 'Fredericks', 'Namibia', '19.92', '19.99', '20.21', '20.42', 'Stevens', '20.43', 'Garcia', '20.45', 'Eric', 'Wymeersch', '20.84', 'Lamont', '21.08', 'Malgorzata', 'Rydz', '2:39.00', 'Anja', 'Smolders', '2:43.06', 'Veerle', 'Jaeghere', '2:43.18', 'Eleonora', 'Berlanda', '2:43.44', 'Anneke', 'Matthijs', '2:43.82', 'Jacqueline', '2:44.22', '22.42', 'Inger', '22.66', '22.68', '22.73', 'Trandenkova', '22.84', 'Chandra', 'Sturrup', '22.85', 'Zundra', 'Feagin', '23.18', 'Galina', 'Malchugina', '23.25', 'Cathy', '49.48', 'Marie-Jose', 'Perec', '49.72', 'Falilat', 'Ogunkoya', '49.97', '50.14', 'Fatima', 'Yussuf', 'Maicel', 'Malone', '50.51', 'Hana', 'Benesova', '51.71', 'Ann', 'Mercken', '53.55', 'Komen', '25.87', 'Khalid', 'Boulami', '7:31.65', 'Bob', '7:31.69', 'Hassane', 'Lahssini', '7:32.44', 'Nyariki', '7:35.56', 'Noureddine', 'Morceli', '7:36.81', 'Fita', 'Bayesa', '7:38.09', 'Keino', '7:38.88', 'Lars', 'Riedel', '66.74', '66.72', 'Dubrovshchik', '64.02', 'Virgilius', 'Alekna', '63.62', 'Juergen', 'Schult', '63.48', 'Vassiliy', 'Kaptyukh', '61.80', 'Vaclavas', 'Kidikas', '60.92', 'Mollenbeck', '59.24', 'triple', 'jump', 'Edwards', '17.50', 'Yoelvis', 'Quesada', '17.29', 'Wellman', 'Bermuda', '17.05', 'Harrison', '16.97', 'Markov', '16.66', 'Francis', 'Agyepong', '16.63', 'Rogel', 'Nachum', '16.36', 'Sigurd', 'Njerve', '16.35', 'Guerrouj', '29.05', 'Isaac', 'Viciosa', '3:33.00', 'Tanui', '3:33.36', 'Elijah', '3:33.64', "O'Sullivan", '3:33.77', 'Mayock', '3:33.94', 'Laban', 'Rotich', '3:34.12', 'Impens', '3:34.13', 'Stefka', 'Kostadinova', '2.03', 'Inga', 'Babakova', 'Alina', 'Astafei', '1.97', 'Motkova', '1.94', 'Zalevskaya', 'Kazakhstan', '1.91', 'Yelena', 'Gulyayeva', '1.88', 'Hanna', 'Haugland', 'Boshova', '1.85', 'Nele', 'Zilinskiene', 'Tergat', '26:54.41', 'Koech', '26:56.78', 'Kiptum', '27:18.84', 'Aloys', 'Nizigama', 'Burundi', '27:25.13', 'Mathias', 'Ntawulikura', 'Rwanda', '27:25.48', 'Abel', 'Anton', '28:18.44', 'Kamiel', 'Maase', '28.29.42', 'Worku', 'Bekila', '28.42.23', 'Stefko', '28:42.26', 'JORGE', 'CALLS', 'UP', 'SIX', 'PORTO', 'PLAYERS', 'QUALIFIER', '18-man', 'Midfielder', 'Paulo', 'Sousa', 'Juventus', 'member', 'Oliveira', 'coaches', 'Vitor', 'Baia', 'Rui', 'Correia', 'Paulinho', 'Santos', 'Helder', 'Cristovao', 'Secretario', 'Dimas', 'Teixeira', 'Couto', 'Barroso', 'Figo', 'Barros', 'Oceano', 'Cruz', 'Ricardo', 'Sa', 'Pinto', 'Forwards', 'Domingos', 'Joao', 'Vieira', 'Cadete', 'Folha', 'VOGTS', 'KEEPS', 'FAITH', 'Trainer', 'Berti', 'Vogts', 'faith', 'entire', 'friendly', 'Zabrze', 'Instead', 'nominated', 'veterans', 'Jens', 'Todt', 'dispensation', 'however', 'libero', 'Matthias', 'Sammer', 'Steffen', 'Freund', 'defender', 'Rene', 'Schneider', 'formally', "'ll", 'themselves', 'Oliver', 'Kahn', 'Koepke', 'Reck', 'Markus', 'Babbel', 'Helmer', 'Kohler', 'Reuter', 'Mario', 'Basler', 'Bode', 'Dieter', 'Eilts', 'Haessler', 'Moeller', 'Mehmet', 'Scholl', 'Strunz', 'Ziege', 'Bierhoff', 'Fredi', 'Bobic', 'Klinsmann', 'Kuntz', 'DRAWS', 'OLYMPIAKOS', 'PAO', 'draws', 'cup', 'x-AEK', 'x-Olympiakos', 'x-PAO', 'Legia', 'Warsaw', 'x', 'indicates', 'CLUB', 'COMPETITION', 'Draws', 'competitions', 'Lyngby', 'x-Club', 'Brugge', 'Casino', 'Graz', 'Ekeren', 'Besiktas', 'Molenbeek', 'Alania', 'Vladikavkaz', 'x-Anderlecht', 'x-Cercle', 'SRI', 'LANKA', 'AUSTRALIA', 'SAY', 'RELATIONS', 'HAVE', 'HEALED', 'healed', 'Lankans', 'acrimonious', 'guilty', 'tampering', 'off-spinner', 'Muttiah', 'Muralitharan', 'throwing', 'controversial', 'three-test', 'proper', 'Arjuna', 'Ranatunga', 'eve', 'warmup', 'XI', 'Cam', 'Battersby', 'excellent', 'Batterby', 'Colombo', 'Lankan', 'heavy', 'wicketkeeper', 'Healy', 'ANGOLA', 'LUANDA', 'Angolan', 'JORNAL', 'proposing', 'Angola', 'definite', 'Unita', 'generals', 'joint', 'formation', 'Unity', 'Reconciliation', 'circulation', 'peoples', 'guaranteed', 'administration', 'installed', 'deputies', 'occupy', 'delays', 'occupation', 'demilitarised', 'substituted', 'so-called', 'Dos', 'proposes', 'definitive', 'timetable', 'tasks', 'obligations', 'Lusaka', 'sending', 'supervise', 'execution', 'S.AFRICAN', 'COMPANY', 'CONSENSUS', 'estimates', 'DAY--COMPANY----PERIOD--CONSENSUS----RANGE-------PVS', 'MON', 'Gencor', 'YR', '93.12', '92.0-94.5', '73.8', 'DIV', '25.75', '25.0-27.0', '20.0', 'Primedia', 'N', '149.1', '123.2', 'Distillers', '71.8', '49.0', 'TUE', 'Iscor', '29.7', '26.0-32.0', '38.0', '15.0', '14.5-16.5', '16.5', 'McCarthy', '125.3', '112.0-149.0', '93.2', '36.8', '32.0-43.0', '28.0', 'WED', 'Imphold', '172.7', '170.4-175.0', '115.1', '67.5', '66.6-68.4', '45.0', 'THU', 'M&R', '113.0', '112.1-113.4', '126.0', '31.7', '10.5-42.3', '47.0', 'JD', 'Group', '143.7', '138.0-149.0', '111.2', '41.8', '41.0-42.5', '33.0', 'ooOOoo', '+27', '482', '1003', 'Ulster', 'Petroleums', 'falls', 'CALGARY', 'Shr', '0.04', '0.08', '1,196', '2,232', 'shr', '0.39', '0.41', 'Revs', '20,167', '18,623', '0.12', '0.15', '3,674', '4,271', '0.86', '0.81', '41,752', '35,711', '000s', 'Bureau', '416', '941-8100', 'jeopardize', 'trip-Canada', 'OTTAWA', 'restrictions', 'Axworthy', 'circumstances', 'discuss', 'Mid-tier', 'golds', 'fever', 'handful', 'Toronto-based', 'TVX', '0.30', '11.55', '780,000', 'Kinross', '0.25', '720,000', 'Scorpion', 'Minerals', 'junior', 'exploration', 'properties', '0.50', '120,000', 'changing', 'hands', 'eyebrows', 'aware', 'developments', 'formed', 'Exploration', 'Unitog', 'upgraded', 'Barrington', 'Research', 'Associates', 'near-term', 'Analyst', 'newsdesk', 'Buffett', 'Property', 'stake', 'WASHINGTON', 'Omaha', 'billionaire', 'Warren', 'Trust', '8.0', '6.7', 'filing', 'Securities', 'Exchnage', '62,900', 'Boston-based', 'estate', 'trust', 'ranging', '7.65', 'holding', '725,900', 'purchased', '6.2', 'well-known', 'investor', 'Berkshire', 'Hathaway', 'holds', 'investments', 'large', 'reach', 'MIAMI', 'allow', 'AMR', 'Airlines', 'operate', 'round-trip', 'Bogota', 'Transportation', 'Miami', 'shift', 'weekly', 'gateway', 'designate', 'all-cargo', 'permitted', 'add', 'Category', 'Conditional', 'status', 'Aviation', 'Safety', 'services', 'routes', 'airlines', '2-1/2', 'resolved', 'arose', 'Colombians', 'propose', 'Avianca', 'ACES', 'Clean', 'tanker', 'fixtures', 'enquiries', '1754', 'FIXTURES', 'MIDEAST', 'GULF', 'RED', 'SEA', 'Konpolis', '1/9', 'Mideast', 'W112.5', 'KPC', 'TBN', '6/9', 'W.C.', 'W200', 'E.C.India', 'W195', 'IOC', 'ASIA', 'PACIFIC', 'Petrobulk', 'Rainbow', '24/8', 'Okinawa', 'Inchon', '190,000', 'Honam', 'MED', 'BLACK', '15/9', 'Constanza', 'Inia', '700,000', 'CONT', '36,5', '3/9', 'Pembroke', 'W145', 'Stentex', 'HEMISPHERE', 'Kpaitan', 'Stankov', '31/8', 'Croix', 'USAC', 'W125', 'Hess', 'AP', 'Moller', 'Caribs', '875,000', 'Tiber', '2/9', 'options', 'W265', 'Stinnes', '------------------------------------------------------------', 'MIDDAY', 'Tenacity', '24/08', 'Samsung', 'SKS', 'Tana', '03/09', 'CNR', 'Northsea', 'Chaser', '12/09', 'W167.5', 'Jomo', 'Sibonina', '13/09', 'Sea', 'W160', 'Marubeni', 'Neptune', 'Crux', '02/09', 'Singapore', '185,000', 'Sietco', 'rnr', 'Fulmar', '28/08', 'Yosu', '105,000', 'LG', 'Caltex', 'Hemina', '05/09', 'Eleusis', 'UKCM', 'W155', '8980', '229-1', 'sacks', 'golfer', 'sacked', 'Harmon', 'Akron', 'ways', 'long-time', 'mentor', 'drawing', 'blank', 'tournaments', 'blonde', 'adrift', 'Tanaki', 'worst', 'circuit', 'My', 'application', 'strange', 'Maybe', 'keyed', 'Sometimes', 'your', 'perform', 'Ori', 'TAIBE', 'field', 'Taibe', 'fields', 'Pole', 'Arabs', '1961', 'loyal', '28,000', 'unfriendly', 'crowds', 'taunt', 'thing', 'promoted', 'Betar', 'Jerusalem', 'supporter', 'Karem', 'Haj', 'Yihye', 'coached', 'Wojtek', 'Lazarek', 'closely', 'Chants', 'Death', 'bottle-throwing', 'marred', 'goalless', 'treatment', 'stone', 'driving', 'hearing', 'taunts', 'Sameh', 'resident', 'Hebrew', 'words', 'nobody', 'vehemently', 'dusty', 'lacks', 'amenities', 'communities', 'discrimination', 'parks', 'empty', 'load', 'Tel', 'Aviv', 'ramshackle', '2,500-seat', 'accessible', 'dirt', 'tracks', '10,000-seat', 'situated', 'elsewhere', 'Rahman', 'mayor', 'hopefully', 'refurbished', 'meantime', 'policed', 'coastal', 'Netanya', 'Israelis', 'waiter', 'represents', 'Phelan', 'withdrawn', 'Liechenstein', 'Football', 'F.A.I.', 'Liverpool', 'replacements', 'Damien', 'Lynch', '+353', '6603377', 'pitted', 'hopefuls', 'C', 'runners-up', 'Rapid', 'Fenerbahce', 'Turin', 'Old', 'Trafford', '1990s', 'consistently', 'crashing', 'Barcelona', 'Trophy', 'triumph', '1968', 'Wembley', 'conquering', 'ill-fated', '1985', 'Heysel', 'robbery', 'suspects', 'LAGOS', 'Sokoto', 'NAN', 'Umar', 'Shelling', 'stealing', '800,000', 'naira', 'merchant', 'Rwandan', 'expulsion', 'imminent', 'NAIROBI', 'Repatriation', '1.1', 'Hutu', 'refugees', 'Zaire', 'lobby', 'Innocent', 'Butare', 'Rally', 'Return', 'Democracy', 'RDR', 'Hutus', 'appealed', 'deter', 'termed', 'inhuman', 'Orthodox', 'blown', 'ZAGREB', 'Saboteurs', 'Serb', 'orthodox', 'damaged', 'Hina', 'HINA', 'Karin', 'Gornji', 'Zadar', 'destroyed', 'casualties', 'find', 'perpetrators', 'hinterland', 'Serbs', 'Yugoslav', 'self-styled', 'Krajina', 'proclaimed', 'minority', 'recaptured', '200,000', 'vacant', 'depopulated', '27.53', '27.25', 'FIGURES', 'MILLION', '27,535.5', 'reserves', 'assets', '13,256.5', '12,855.7', '14,278.9', '9,510.9', '10,056.4', 'tighten', 'crime', 'WARSAW', 'intelligence', 'organised', 'PAP', 'Zbigniew', 'Siemiatkowski', 'Schmidbauer', 'co-ordinator', 'Helmut', 'Kohl', 'chancellery', 'sealed', 'links', 'Ryszard', 'Hincza', 'mafia-style', 'smuggling', 'radioactive', 'materials', 'Chechens', 'observing', 'GROZNY', 'Rebel', 'fighters', 'soldiers', 'effective', 'gunfire', 'echoed', 'withdraw', 'rebel-dominated', 'mountains', 'relatively', 'Shabazov', 'bearded', 'wearing', 't-shirt', 'camoflage', 'trousers', 'Soon', 'rocked', 'courtyard', 'T-72', 'tank', 'roared', 'swept', 'checkpoints', 'roads', 'soldier', 'Goncharova', 'dark', 'hair', 'poking', 'peaked', 'camouflage', 'overhead', 'flares', 'patrols', 'sceptical', 'try', 'WEATHER', 'Conditions', 'CIS', 'closures', 'Independent', 'Weather', 'Granic', 'Croatia-Yugoslavia', 'BELGRADE', 'poised', 'landmark', 'normalisation', 'paving', 'stabilisation', 'Balkans', 'Mate', 'aboard', 'jet', 'counterparts', '1000', 'endorsed', 'normalising', 'Tanjug', 'assessed', 'crucial', 'resolving', 'ensuring', 'restoration', 'Last-minute', 'print', 'internationally', 'recognised', 'borders', 'diplomats', 'ends', 'secession', 'powers', 'regard', 'twin', 'pillars', 'multinational', 'lasting', 'QUITO', 'Abdala', 'Bucaram', 'lunches', 'presidential', 'palace', 'different', 'blacks', 'mixed-bloods', 'exclusively', 'potentates', 'ambassadors', 'protocol', 'mixed-race', 'peasant', 'sectors', 'elected', 'populist', 'platform', 'cultures', 'Andean', 'nation', 'indigenous', 'hovercrafts', 'Amazon', 'BRASILIA', 'Hovercrafts', 'plying', 'waters', 'bid', 'difficulties', 'transportation', 'vast', 'waterway', 'Russian-built', 'capable', 'tons', 'ferrying', 'huge', 'river', 'Belem', 'riverways', 'high-speed', 'hovercraft', 'distances', 'HK', 'Tsang', 'Donald', 'Suharto', "Mar'ie", 'Muhammad', 'Ali', 'Alatas', 'Tungky', 'Ariwibowo', 'Bolger', 'Deputy', 'Don', 'McKinnon', 'Birch', 'expels', 'bread', 'riots', 'Rana', 'Sabbagh', 'AMMAN', 'passed', 'peacefully', 'demonstrations', 'Adel', 'Ibrahim', 'attache', 'duties', 'incompatible', 'norms', 'implying', 'spying', 'notified', 'explusion', 'comment', 'assistant', 'Khalaf', 'expelled', 'tension', 'King', 'defections', 'retaliated', 'expelling', 'Jordanian', 'secure', 'pro-Baghdad', 'Karak', 'flared', 'hundred', 'lingered', 'Omari', 'mosque', 'shouting', 'Disperse', 'abstain', 'forming', 'enforced', 'loose', 'curfew', 'loudspeakers', 'Allahu', 'Akbar', 'Greatest', 'Islamist', 'Kafawin', 'pulpit', 'detainees', 'houses', 'cancelling', 'Armoured', 'streets', 'traditional', 'bastion', 'communist', 'ideology', 'Baath', 'socialism', '1950s', 'guarded', 'entrances', 'hill-top', 'famed', 'Crusader', 'castle', 'crowded', 'smaller', 'clashes', 'quietly', 'riot', '80-seat', 'involvement', 'policies', 'hardship', 'rioting', 'derision', 'blame', 'protests', 'hardships', 'Kurd', 'ANKARA', 'Anatolian', 'state-paid', 'PKK', 'Sirnak', 'Hakkari', '12-year-old', 'autonomy', 'southeastern', 'planted', 'exploded', 'fights', 'Diyarbakir', 'Leaders', 'U.S.-mediated', 'Spokesman', 'Glyn', 'Davies', 'contacts', 'Barzani', 'Jalal', 'Talabani', 'implementation', 'Assistant', 'Near', 'Pelletreau', 'solidify', 'cease-fire', 'pursue', 'reconciliation', 'repelled', 'wounding', 'capturing', 'opposing', 'unite', 'mountainous', 'teen', 'slumber', 'CHESAPEAKE', 'knife-wielding', 'neighbour', 'apparently', 'intent', 'sexual', 'invaded', 'teenage', 'a.m.', 'EDT', 'teenaged', 'girls', 'Camelot', 'subdivision', 'Virginia', 'entered', 'wielding', 'knife', 'sexually', 'Detective', 'Chesapeake', 'Curtis', 'II', 'adults', 'detective', 'sketchy', 'teenagers', 'reportedly', 'downstairs', 'watching', 'allegedly', 'teenager', 'sleeping', 'upstairs', 'commotion', 'confronted', 'stabbed', 'once', 'assailant', 'fatally', 'molested', 'life-threatening', 'identified', 'Harper', 'Glickman', 'USDA', 'monitoring', 'aflatoxin', 'Dan', 'corn', 'USDA-sponsored', 'perennial', 'problematic', 'vomitoxin', 'purchase', 'wheat', 'Republican', 'Gov', 'Weld', 'Senate', 'seat', 'Franny', 'incumbent', 'Sen', 'Kerry', 'vote', 'WBUR-FM', 'facing', 'Cambridge', 'friend', 'Tracy', 'Roosevelt', 'politics', 'great-granddaughter', 'Franklin', 'Roosevelts', 'friends', 'Susan', 'descendant', 'Theodore', 'Lufthansa', '1.7', 'in-house', 'Lufthanseat', 'Available', 'freight-tonne', 'kilometres', '2,389', '1,600', 'Freight', '67.0', 'transport', 'Dm', '820', 'Staff', 'Fuel', 'Flight-related', 'fees', '125', 'WSC-India', 'Rice', 'SUMMARY-', 'Showers', '0.25-1.30', 'inch', '6-33', 'mm', 'locally', 'coverage', 'Isolated', 'showers', '0.20-0.70', '5-18', 'Highs', '82-96F', '28-36C', 'CROP', 'IMPACT-', 'FORECAST-', 'TODAY', '0.25-1.00', '6-25', '0.75', 'isolated', 'TONIGHT', 'Variable', 'clouds', 'Partly', 'cloudy', 'Lows', '68-76F', '20-24C', 'TOMORROW', 'Little', 'OUTLOOK', 'thunderstorms', 'Temperatures', 'Source', 'Corporation', 'curb', 'Tamil', 'stamp', 'soil', 'directed', 'sympathised', 'predicament', 'prevailing', 'framework', 'perpetrate', 'coordinator', 'counter', 'terrorism', 'Wilcox', '13-year', 'finance', 'extorted', 'expatriate', 'Liberation', 'Eelam', 'king', 'leaves', 'week-long', 'KATHMANDU', 'Birendra', 'ascending', 'throne', '1972', 'constitutional', 'monarch', 'Jiang', 'Zemin', 'Premier', 'Peng', 'Prakash', 'Lohani', 'Himalayan', 'sandwiched', 'traditionally', 'giant', 'neighbours', 'distance', '50-year', 'Queen', 'Aishwarya', 'Tibetan', 'Lhasa', 'Chongqing', 'servant', 'Nepali', 'bound', 'employer', 'Madhusudan', 'Munakarmi', 'informed', 'plight', '12-year', 'Dhiraj', 'K.C.', 'locks', 'concealed', 'Kathmandu', 'Dheeraj', 'employed', 'limping', 'steal', 'belongings', 'Post', 'OPTIONS', 'vols', 'regrouping', 'Implied', 'volatility', 'stabilise', 'falling', 'German-led', 'Volatility', 'Euromark', 'trader', '14.00', '16.75', '19.50', '21.25', 'welter', '18.50', '20.00', '22.00', '23.5', '1347', '96.78', 'sell-off', 'overdone', 'floors', 'low', 'size', 'Bundesbank', 'repo', '3.00', '3.30', 'longer-dated', 'short-dated', 'perhaps', 'vol', 'Long', 'historically', 'vol.', 'You', 'reassess', 'OTC', 'specialist', 'Coughlan', 'over-the-counter', '10-year', 'Bunds', 'makers', 'high-yielding', 'downside', 'upside', 'potential', 'recommend', 'strangles', 'particular', 'vulnerable', 'fronts', 'enhance', 'yield', 'Nisbet', 'Bonds', '6320', 'Sachs', 'warrants', 'Continental', 'Wertpapier', 'American-style', 'warrant', 'controls', 'STRIKE', '25.00', 'DEM', 'PREMIUM', 'ISSUE', '2.42', 'GEARING', '10.29', 'X', 'EXERCISE', 'PERIOD', '02.SEP.96-21.NOV.97', 'PAYDATE', '30.AUG.96', 'DDF', 'FFT', 'STG', 'MIN', 'EXER', 'LOT', 'SPOT', 'REFERENCE', '24.90', 'Legal', 'challenge', 'Diana', 'photographer', 'branded', 'stalker', 'Princess', 'approaching', 'criminal', 'Stenning', '12-week', 'contest', 'injunction', 'obtained', 'affidavit', 'affadavit', 'Benedict', 'Birnberg', 'everything', 'ice', 'brick', 'driver', 'motorcycle', 'dispatch', 'rider', 'convictions', 'Magistrates', 'compensation', '182', '282', 'freelance', 'divorce', 'heir-to-the-throne', 'Prince', 'Charles', 'persistently', 'trailing', 'princess', 'chasing', 'remove', 'camera', 'scapegoat', 'photographers', 'Mr.', 'shook', 'DOHUK', 'tentative', '...For', 'sake', 'asking', 'Riza', 'Altun', 'Dohuk', 'accompany', 'spring', 'frequent', 'cross-border', 'drives', 'writer', 'Nacar', 'wider', 'effort', 'Necmettin', 'Erbakan', 'encouraged', 'uses', 'SOLIDERE', 'privately-operated', 'Secondary', 'Market', 'BSM', 'distributed', 'district', 'rebuilding', '104.625', 'B', '650-million', 'subscription', '106.5', '106.375', 'Turnover', '8,049', '8,757', '850,968', '918,288', '1,185', 'Ciments', 'Libanais', '1.1875', '2,036', 'listed', 'Blancs', 'Eternit', 'Uniceramic', 'BLOM', 'Index', 'covers', '903.09', 'LISPI', '0.02', '81.58', 'editorial', '961', '864148', '353078', '861723', 'Zenith', 'lands', 'plant', 'Nadeau', 'consortium', 'Walt', 'Disney', 'digital', 'televison', 'set-top', 'boxes', 'entertainment', 'struggled', 'Luehrs', 'Glenview', 'Ill.-based', 'Networks', 'Anytime', 'somebody', 'gets', 'era', 'soared', '5.50', '16.875', 'Americast', 'develop', 'generation', 'addition', 'partners', 'phone', 'Ameritech', 'Corp.', 'BellSouth', 'GTE', 'SBC', 'Communications', 'Telecommunications', 'join', 'cable', 'Woodridge', 'Ill', 'tubes', '32-', '35-inch', 'screen', 'buys', 'competitors', 'financing', 'jobs', 'roll', 'build-to-order', 'convert', 'Chihuahua', 'analogue', 'manufacture', 'profitable', 'subscribers', 'technology', 'retail', 'electronics', 'devices', 'dividends', 'plagued', 'colour', 'reporting', 'full-year', '33.2', '45.3', '97', 'Korea-based', 'Electronics', 'Gutenstein', 'Kalf', 'Voorhis', 'unique', 'Digital', 'happy', 'Natural', 'Law', 'meditate', 'hundreds', 'yogic', 'fliers', 'defy', 'nature', 'levitating', 'comes', 'minor', 'candidate', 'Transcendental', 'Meditation', 'TM', 'physicist', 'Hagelin', 'Nov.', 'running', 'claiming', 'ward', 'techniques', 'mass', 'meditation', 'stress', 'automatically', 'decrease', 'Many', 'practitioners', 'involves', 'meditating', 'repeated', 'word', 'phrase', 'mantra', 'followers', 'contend', 'mediate', 'demonstration', 'bouncing', 'sitting', 'Huge', 'Windows', 'fail', 'Wolk', 'massively', 'publicized', 'introduction', 'Microsoft', 'computer', 'fallen', 'software', 'Even', 'fastest-selling', 'unprecedented', 'hype', 'Aug.', 'launch', 'greet', 'lines', 'customers', 'Redmond', 'Wash.-based', 'tens', 'dollars', 'promoting', 'stunts', 'lighting', 'Empire', 'building', 'color', 'scheme', 'Rob', 'Enderle', 'Giga', 'hardware', 'spike', 'materialized', 'expecting', 'coat-tails', 'somewhat', 'Winkler', 'Gartner', 'impact', 'earth-shattering', 'Symantec', 'posting', 'projections', 'Touchstone', '1.3', 'lawsuit', 'tied', 'developers', 'suffer', 'shelves', 'jammed', 'blue-and-white', 'resulting', 'shortage', 'space', 'seasonal', 'products', 'Stephens', 'PC', 'accompanying', 'Office', 'upgrade', '8.67', 'cemented', 'dominant', 'executives', 'thrilled', 'sometime', 'surpass', 'older', 'computers', 'handling', 'technical', 'frustrated', 'install', 'corporate', 'adopted', 'go-slow', 'high-end', 'NT', 'downplayed', '4.0', 'proportion', 'users', 'mistake', 'thinking', 'sweeping', 'slow', 'migration', 'pacts', 'repatriate', 'intercepted', 'migrants', 'illegally', 'jeopardising', 'Cubans', 'reiterates', 'Guantanamo', 'Naval', 'Base', 'enforcement', 'alien', 'hijackings', 'remind', 'everyone', 'abiding', 'avoiding', 'straits', 'Havana', 'centred', 'boatload', 'emigrants', 'capsized', 'Sixteen', 'Bay', 'emigrated', 'hijacking', 'hijackers', 'hijacked', 'commercial', 'aylum', 'Wis', 'apply', 'welfare', 'pioneering', 'image', 'Wisconsin', 'submit', 'administrative', 'Tommy', 'submitted', 'Human', 'grant', 'reform', 'curve', 'dubbed', 'W-2', 'waivers', 'acquire', '60-day', 'residency', 'requirement', 'participation', 'collections', 'directly', 'custodial', 'limits', 'eligibility', 'Karen', 'Pierog', '312-408-8647', 'Snoozing', 'Vietnamese', 'train', 'Alaska', 'ANCHORAGE', 'snooze', 'boxcar', 'locked', 'Whittier', 'Tuan', 'Quac', 'Phan', 'dehydrated', 'famished', 'terrified', 'barge', 'Sgt', 'Jewell', 'cooperative', 'Seeing', 'uniform', 'Jail', 'accidental', 'searching', 'fishing', 'sleep', 'coupled', 'transporting', 'lumber', 'Sound', 'fed', 'soup', 'breakfast', 'agents', 'Arkansas', 'fires', 'Barnes', 'LITTLE', 'ROCK', 'Ark', 'sifted', 'rubble', 'predominantly', 'churches', 'burned', 'Mississippi', 'delta', 'kms', 'Rock', 'located', 'investigating', 'idea', 'arson', 'conclusively', 'established', 'Agents', 'F.B.I.', 'Alcohol', 'Tobacco', 'Firearms', 'scene', 'Zion', 'Missionary', 'Baptist', 'Church', 'St.', 'Matthews', 'frame', 'structures', 'Turner', 'surrounded', 'cotton', 'soybean', 'rural', 'surprised', 'Fannie', 'Matthew', 'Others', 'connected', 'shared', 'suspicion', 'motive', 'spite', 'Rev.', 'Jerome', 'pastor', 'spared', 'wave', 'worship', 'Camden', 'Oak', 'initiated', 'EVEREN', 'Mines', '0.13', '0.40', '0.43', 'Based', 'simulated', 'income', 'models', 'discount', 'averages', 'short-term', 'objective', '1/16', '3-11/16', 'SunGard', 'CheckFree', 'MATEO', 'Calif.', 'Shareholder', 'Systems', 'Business', 'finalized', 'Terms', 'o', '212', '859-1610', 'Alpha', 'Techs', 'Lockhart', 'Technologies', 'Industries', '280,556', 'post-closing', 'adjustments', 'designer', 'sophisticated', 'thermal', 'PTT', 'telecoms', 'Koninklijke', 'Nederland', 'NV', 'marginally', 'scant', 'adjust', '1.209', 'breadth', '1.210-1.236', '1.210', 'largely', 'view', 'Coming', 'overwhelmingly', 'surprising', 'ING', 'Steven', 'Vrolijk', 'continuing', 'sound', 'performer', 'sticking', '2.45', 'guilder', '2.26', '1403', '1.70', '61.00', 'weaker', 'bourse', 'Keiron', 'Henderson', 'Boskalis', 'upgrades', '13:12', 'PAPENDRECHT', 'Dredging', 'Westminster', 'corrects', 'utilisation', 'dredger', 'uncertain', '70.9', 'prospects', 'first-half', '27.5', '41.4', 'dissolves', 'Costis', 'Stephnopoulos', 'ordering', 'dissolution', '300-seat', 'Stephanopoulos', 'poll', 'citing', 'convergence', 'Elections', 'originally', 'Libyan', 'Amer', 'Hishem', 'Mohammed', 'pool', 'Sliema', 'stab', 'wounds', 'Grech', 'fervant', 'investigations', 'Bahn', 'H1', 'pre-tax', '17.5', '188', '14,600', '3.3', 'Full', 'state-owned', 'earmarked', 'eventual', 'privatisatio', 'FAT8222', 'long-distance', 'traffic', '2,500', '6.4', 'commuter', '5,400', '4.6', 'freight', '3,200', '5.1', 'workforce', '300,962', '3.7', 'oct', 'compare', 'compares', '+49', '756525', 'lion', 'paparazzi', 'tabs', 'whales', 'marine', 'biologists', 'lions', 'tag', 'photograph', 'elusive', 'cruise', 'depths', 'Scientist', 'Harvey', 'Jennifer', 'Hurley', 'Moss', 'Landing', 'Marine', 'Laboratories', 'natural', 'companions', 'species', 'whale', 'Any', 'diver', 'knows', 'ca', '17-year-old', 'Beaver', 'nine-year-old', 'Sake', 'undergone', 'amusement', 'park', 'accurately', 'transmitter', 'swim', 'mammals', 'filming', 'video', 'assignment', 'documenting', 'humpback', 'Monterey', 'article', 'spell', 'exactly', 'taught', 'stick', 'plastic', 'model', 'using', 'suction', 'cups', 'jeopardises', 'Howard', 'jeopardised', 'upper', 'scrutinise', 'hacks', 'hack', 'environment', 'function', 'Senior', 'warned', 'fiscally-tight', 'hampered', 'contained', 'sharp', 'spending', '5.6', 'partially', 'Telstra', 'Greens', 'Labor', 'Official', 'Toyota', 'workers', 'MELBOURNE', '2,000', 'striking', 'voted', 'Melbourne', 'assembly', 'two-week', 'stoppage', 'Niugini', 'surge', 'miner', 'Mining', 'surged', '38', '3.75', 'confirmation', 'Mountain', 'considering', 'acquiring', '49.6', 'minorities', 'broker', 'copper', 'Papua', '17.2', 'Lihir', 'project', '0025', '3.65', '108,288', '9373', 'students', 'throw', 'irreplaceable', 'rocks', 'Students', 'Yonsei', 'samples', 'geology', 'collect', 'Geology', 'prefessors', 'collection', 'gathered', 'panes', 'desks', 'forever', 'professor', 'staged', 'violent', 'nine-day', 'university', 'unification', 'campus', 'unwinding', 'unwound', 'belief', 'strengthen', '818.10', '819.10', '817.60', '819.30', 'overbought', 'insistent', 'intervention', 'convinced', 'supporting', 'Orii', '96/97', '8.70', 'prft', '371', 'nil', '447', '48.61', 'automation', '95/96', '9.33', '286', '48', '350', '38.11', 'Diluted', 'Lynne', "O'Donnell", 'Shanghai', 'bonded', 'warehouses', 'confounding', 'fate', 'belongs', 'Yingkou', 'stockpile', 'stored', 'Just', 'guessing', 'metal', 'channelled', 'Nonferrous', 'Metals', 'Import', 'Export', 'CNIEC', 'indication', 'administered', 'Planning', 'Traders', 'tax', 'value-added', 'prohibitively', 'otherwise', 'spend', 'moving', 'Once', 'Mystery', 'unsure', 'exact', 'Trading', 'cost-effective', 'depleted', 'purpose', 'backwardation', 'Metal', 'LME', 'occurs', 'lent', '85,000', 'behalf', '115,000', 'Asia', '2,700', 'tonne', 'somewhere', '2,200', 'storage', 'Word', 'secret', 'unnerved', 'jittery', 'Bloomsbury', 'Economics', 'BME', 'motivation', 'owners', 'fundamental', 'rumours', 'Sumitomo', 'helping', 'unload', '1.8', 'decade', 'arrangement', 'unaware', 'arrivals', 'irrelevant', 'commodities', 'desire', '2843-6470', 'Companion', 'Marble', 'posts', 'H.K.', '14.0', 'Exceptional', '56.06', '531.52', 'Company', 'Holdings', 'Books', 'payable', 'granite', 'distributor', 'spinoff', 'construction', 'Building', 'Material', 'Room', '2843', '6368', 'Softbank', 'procure', 'forex', 'exchange', 'acquisition', 'Kingston', 'Technology', 'transactions', 'maker', 'memory', 'boards', 'acquisitions', 'Telecomm', 'SHANGHAI', 'Half-year', 'yuan', '115.259', '123.157', '20.318', '22.828', 'asset', '3.02', 'comparative', '0.14', 'Posts', 'Equipment', 'unaudited', 'Promodes', 'decide', 'Spar', 'Les', 'Echos', 'Rothschild', 'Cie', 'intermediary', 'unlisted', 'retailers', 'Metro', 'Rewe', 'Lidl', 'discussions', 'Promo', 'hypermarket', 'Continent', 'superstores', 'generated', '4.7', 'outline', 'Specia', 'Dia', 'Aldi', '4221', '5452', 'highlights', 'IRISH', 'INDEPENDENT', 'mortgage', 'lender', 'Permanent', 'stalemate', 'claim', 'owed', 'fund', 'Taylor', 'trawler', 'Corps', 'cat', 'mouse', 'Enterprise', 'Employment', 'widened', 'Asset', 'Managers', 'Ivernia', 'Minorco', 'council', 'zinc', 'Lisheen', 'Tipperary', 'CRH', 'refused', 'stering', 'Tilcon', 'Mortgage', 'societies', 'variable', 'Members', 'Antrim', 'Protestant', 'driven', 'loyalist', 'paramilitaries', 'yesterday', 'defiance', 'hanging', 'Dunnes', 'Stores', 'Top', 'bankers', 'Merrill', 'transferring', 'plastics', 'incineration', 'suitable', 'recycling', 'JV', '1996-08-24', 'truck', 'Motor', 'post-tax', 'Jiangling', '3.385', '14.956', '937.891', '1.215', '0.005', '8,333', '9,018', 'vehicle', 'engine', '138.643', 'shareholder', '353.24', 'Jiangxi', '8.3', 'Semifinals', 'RALLYING', 'KANKKUNEN', 'COMMAND', 'MCRAE', 'ROLLS', 'JYVASKYLA', 'Juha', 'Kankkunen', 'impressive', '37', 'stages', 'Lakes', 'overshadowed', 'Kankunnen', 'prospect', 'Gronholm', 'Tommi', 'Makinen', 'Mitsubishi', 'McRae', 'fined', '250,000', 'sports', 'governing', 'rolled', 'Subaru', '6.5', 'co-driver', 'Ringer', 'unhurt', 'boss', 'Richards', 'furious', 'astonishing', 'pace', '!', '37-year-old', 'Spaniard', 'Sainz', 'turbo', 'Bruno', 'Thiry', 'transmission', 'shaft', 'GRID', 'POSITIONS', 'Grid', '50.574', '226.859', 'kph', '1:50.980', 'Ferrari', '1:51.778', '1:51.884', '1:51.960', '1:52.318', '1:52.354', '1:52.977', 'Eddie', 'Irvine', '1:53.043', '1:53.152', 'grid', '1:53.199', '1:53.993', 'Salo', 'Tyrrell', '1:54.095', '14.', '1:54.220', 'Diniz', '1:54.700', 'Jos', 'Verstappen', 'Arrows', '1:55.150', '17.', 'Ukyo', 'Katayama', '1:55.371', '1:56.286', 'Lamy', 'Minardi', '1:56.830', 'Did', 'qualify', 'Giovanni', 'Lavaggi', '1:58.579', 'SPECTATOR', 'FINNISH', 'RALLY', 'unnamed', 'Danish', 'Richardt', 'ploughed', 'two-kilometre', 'host', 'Jyvaskyla', 'skidded', 'cordoned-off', 'suspended', 'resumed', 'practising', 'Quarterfinals', 'THUNDERSTORMS', 'SUSPENSION', 'Thunderstorms', 'suspension', '43-man', 'interrupted', 'schedeled', '+1', '+2', '+3', '+5', 'Sigeki', '+7', '+8', '+9', '+11', 'SUPER', 'rugby', 'Bradford', 'Wigan', '78', 'Workington', '902', 'Helens', '884', '441', '767', '409', 'Warrington', '555', '499', '462', 'Sheffield', '574', '696', 'Halifax', '603', '552', 'Castleford', '548', '543', 'Oldham', '439', '656', 'Leeds', '531', '681', '398', '795', '325', '1021', 'ESSEX', 'POISED', 'STEP', 'TITLE', 'CHALLENGE', 'new-ball', 'Neil', 'Ilott', 'deliveries', 'left-armer', '252', 'slumped', 'Derbyshire', 'favour', 'thrust', 'dispatching', 'removed', 'Dominic', 'Hewson', 'Hancock', 'visitors', 'optimistically', 'Graham', '532', 'declaring', 'Captain', 'Prichard', 'plundered', '88', 'Second-placed', 'prevented', '255', 'third-placed', 'uphill', 'Notts', '446', 'Alistair', '55-ball', 'half-century', 'rain-curtailed', 'Fourth-placed', 'ropes', 'intervened', 'Pace', '2-24', 'Gordon', 'Parsons', '3-20', '2-19', '353', 'rekindled', 'successive', 'defeats', 'arch-rivals', 'Facing', '529', 'follow', '206', '323', 'paceman', 'Darren', 'Gough', 'polishing', '210', '176', 'b-4', 'lb-3', 'nb-11', '339', '2-239', '3-334', '4-334', '12-1-76-0', '22-6-56-2', '29-6-64-1', '14.3-4-45-1', '17-0-91-0', 'Final', 'Match', 'abandoned', '27-4', '532-8', '111', 'Irani', 'Alleyne', '4-80', 'Renshaw', '4-56', 'Bovill', '4-102', '81-7', 'Ambrose', '6-26', '361', '117', 'Ripley', '42-3', '446-9', 'Noon', 'B.', '4-104', '128-4', '205-9', 'Spiring', 'Watkinson', '4-53', '210-5', 'Speak', 'Hibernian', 'Dunfermline', 'Kilmarnock', 'Raith', 'Motherwell', 'Dundee', 'Aberdeen', 'Airdrieonians', 'Fife', 'Clydebank', 'Greenock', 'Morton', 'Falkirk', 'Partick', 'Mirren', 'Johnstone', 'Berwick', 'Stenhousemuir', 'Brechin', 'Ayr', 'Hamilton', 'Clyde', 'Dumbarton', 'Stranraer', 'Livingston', 'Alloa', 'Arbroath', 'Cowdenbeath', 'Monstrose', 'Forfar', 'Inverness', 'Ross', 'Played', 'OUT-OF-SORTS', 'NEWCASTLE', 'Newcastle', 'teething', 'pacesetters', 'Alan', 'Shearer', 'Keegan', 'talent-laden', 'Dejan', 'Stefanovic', 'Faustino', 'Asprilla', 'equalised', 'Pembridge', 'glancing', 'header', 'Whittingham', 'misery', 'Ferdinand', 'stretchered', 'Elsewhere', 'newly-promoted', 'Sunderland', 'Tottenham', 'Hotspur', 'goaless', 'LeBoeuf', 'Gianluca', 'Vialli', 'Coventry', 'managerless', 'Arsenal', 'scoreline', 'Aston', 'Villa', 'Derby', 'Ham', 'Southampton', 'Bolton', 'Norwich', 'Bromwich', 'Crystal', 'Ipswich', 'Reading', 'Southend', 'Birmingham', 'Stoke', 'Swindon', 'Vale', 'Wolverhampton', 'Barnsley', 'Huddersfield', 'Brentford', 'Luton', 'Bristol', 'Blackpool', 'kickoff', 'Burnley', 'Walsall', 'Chesterfield', 'Bury', 'Peterborough', 'Crewe', 'Preston', 'Rovers', 'Rotherham', 'Shrewsbury', 'Stockport', 'Watford', 'Millwall', 'Wrexham', 'Wycombe', 'Gillingham', 'Bournemouth', 'Barnet', 'Brighton', 'Carlisle', 'Hull', 'Chester', 'Darlington', 'Swansea', 'Exeter', 'Scarborough', 'Hartlepool', 'Fulham', 'Hereford', 'Doncaster', 'Leyton', 'Orient', 'Mansfield', 'Rochdale', 'Scunthorpe', 'Torquay', '318-2', '318', '0-6', 'ZEALAND', 'SOUTH', 'AFRICA', 'PRETORIA', '33-26', 'Blacks', 'unbeatable', 'Each', 'tries', 'Springboks', 'enemies', 'Wilson', '24-11', 'flanker', 'Ruben', 'Kruger', 'scrum-half', 'Joost', 'Westhuizen', 'narrowed', 'gap', '23-24', 'fly-half', 'Joel', 'Stransky', 'conversion', 'upright', 'scrambled', 'replacement', 'Zinzan', 'Brooke', 'DEFEAT', '21-11', 'Tries', 'Hannes', 'Strydom', 'Penalties', 'Stranksy', 'Conversion', 'Simon', 'Culhane', 'Conversions', 'Drop', 'YUGOSLAV', 'Cukaricki', 'Hajduk', 'Becej', 'Borac', 'Mladost', 'Zemun', 'Rad', 'Buducnost', 'Partizan', 'Vojvodina', 'Proleter', 'Sutjeska', 'Sloboda', 'Loznica', 'Obilic', 'OFK', 'Kikinda', 'Radnicki', 'Spartak', 'Beograd', 'BJ', 'Zeleznik', 'Rudar', 'POLISH', 'Amica', 'Wronki', 'Hutnik', 'Krakow', 'Sokol', 'Tychy', 'Lech', 'Poznan', 'Rakow', 'Czestochowa', 'Stomil', 'Olsztyn', 'Wisla', 'Gornik', 'Slask', 'Wroclaw', 'Odra', 'Wodzislaw', 'GKS', 'Katowice', 'Polonia', 'Zaglebie', 'Lubin', 'LKS', 'Lodz', 'Belchatow', 'BASKETBALL', 'PHILIPPINE', 'PRO-LEAGUE', 'MANILA', 'semi-final', 'Philippine', 'Basketball', 'Milk', 'Purefoods', 'Hotdogs', '103-95', '34-48', 'half-time', 'Ginebra', 'Shell', '120-103', '65-56', 'KOREAN', 'PRO-BASEBALL', 'pro-baseball', 'Hyundai', 'Haitai', 'Hanwha', 'OB', 'Lotte', 'Ssangbangwool', '.606', '.533', '.471', '.455', '.443', '.407', '.359', '.594', '.473', '.446', '.574', '.520', 'SATURDAY', '24TH', '.630', '.411', '.527', '.430', '.538', '.429', '1ST', 'GM', '2ND', 'Belenenses', 'Boavista', 'DISAPPOINTING', 'AJAX', 'SLUMP', 'HEERENVEEN', 'faltered', 'Heerenveen', 'dismal', 'pre-season', 'deadlock', 'interval', 'Romeo', 'Wouden', 'Veldman', 'curled', 'goalkeeper', 'Edwin', 'Sar', 'defenders', 'Marcio', 'Winston', 'Bogarde', 'strikers', 'Jari', 'Litmanen', 'Overmars', 'equalise', 'gaps', 'Dahl', 'Tomasson', 'rushed', 'lobbed', 'contenders', 'curtain-raiser', 'Groningen', 'Standard', 'Liege', 'Anderlecht', 'Lokeren', 'Cercle', 'Mouscron', 'Antwerp', 'Lommel', 'Ghent', 'Aalst', 'Lierse', 'Charleroi', 'Sint', 'Truiden', 'LEADING', 'SCORERS', 'goalscorers', 'Anto', 'Drobnjak', 'Bastia', 'Xavier', 'Gravelaine', 'Marseille', 'Miladin', 'Becanovic', 'Lille', 'Enzo', 'Scifo', 'Monaco', 'Smicer', 'Lens', 'Christopher', 'Wreh', 'Guingamp', 'Nantes', '52nd', '16,000', 'Nice', 'Debbah', '39th', '6,000', 'Boutoille', '79th', 'pen', 'Rennes', "Guivarc'h", 'Bordeaux', 'Auxerre', 'Metz', 'Traore', '65th', 'Bombarda', '69th', 'Strasbourg', 'Zitelli', 'Havre', 'Caen', 'Bancarel', '70th', 'Lyon', 'Caveglia', '89th', '7,000', 'Montpellier', 'Cannes', 'Charvet', '8th', 'Saint-Germain', 'Graafschap', 'Doetinchem', 'RKC', 'Waalwijk', 'Willem', 'Tilburg', 'Fortuna', 'Sittard', 'Rotterdam', 'Twente', 'Enschede', 'Vitesse', 'Arnhem', 'Utrecht', 'Feyenoord', 'Roda', 'JC', 'Kerkrade', 'Volendam', 'AZ', 'Alkmaar', 'MATCHES', 'Bochum', '66th', 'Arminia', 'Bielefeld', 'Molata', 'Moenchengladbach', 'Karlsruhe', '33rd', '45th', 'Keller', 'Balakow', '61st', 'Werder', 'Votava', '68th', '32,000', '1860', 'Schwabl', 'Zorc', '59th-pen', '73rd', 'Heinrich', 'Bayer', 'Leverkusen', 'Duesseldorf', 'Seeliger', 'Freiburg', 'Zeyer', 'Gaissmayer', '9th', 'Polster', '22,500', 'VfB', 'VfL', 'Bayern', 'MSV', 'Duisburg', 'AUSTRIA', 'VIENNA', 'FC', 'Linz', 'GAK', 'Admira', 'Wacker', 'Sturm', 'Linzer', 'ASK', 'Tirol', 'Innsbruck', 'SV', 'Salzburg', 'Wien', 'Ried', 'RAIN', 'BRINGS', 'PREMATURE', 'one-day', '102-0', 'Waugh', 'Tendulkar', '21.4', 'describes', 'ordeal', 'worker', 'cocked', 'Penrose', '23-year-old', 'Action', 'Against', 'Hunger', 'physical', 'manhandling', 'Kalashnikovs', 'throat', 'Gunmen', 'Swerford', 'Frederic', 'Malardeau', 'assailants', 'ransom', '300,000', '465,000', 'charity', 'regularly', 'bombardment', 'conventional', 'tanks', 'grenade', 'launchers', 'provides', 'civilians', 'depending', 'ill', 'whom', 'Prize-winning', 'spokeswoman', 'Albanian-born', 'fulfilled', 'dearest', 'wish', 'carved', 'role', 'herself', 'helper', 'sick', 'needy', 'marriage', 'crumbled', 'heir', '85-year-old', 'praying', 'Doctors', 'caring', 'respirator', '339-4', 'Nijmeh', 'Nasr', 'TRIPOLI', 'Arabia', 'Issa', 'Alloush', 'Adventurers', 'wilderness', 'PEMBERTON', 'About', 'adventurers', 'climb', 'raft', 'bike', '323-mile', '517-km', 'endurance', 'Eco-Challenge', 'adventure', 'racing', 'perilous', 'physically', 'diverse', 'terrain', 'Stroud', 'participant', 'Utah', 'Maine', 'modelled', 'trek', 'glaciers', 'whitewater', 'horseback', 'ride', 'canoe', 'mountain', 'grueling', 'Pemberton', 'Vancouver', 'treacherous', 'peaks', 'frigid', 'two-thirds', 'participants', 'disqualified', 'hardy', 'first-place', 'finishers', 'Team', 'racers', 'bones', 'sunstroke', 'dehydration', 'exhaustion', 'Cholera', '1996-05-28', 'Ubimini', 'oil-rich', 'Damian', 'Ejiohuo', 'quell', 'safer', 'drinking', 'outbreaks', 'Epidemics', 'piped', 'usually', 'Malawi', 'ex-president', 'Banda', 'BLANTYRE', 'frail', 'Kamuzu', 'vegetarian', 'teetotaller', 'unaided', 'walking', 'clutched', 'whisk', 'symbolised', 'obsession', 'undisputed', 'ruler', 'decades', 'all-party', 'acquitted', '1983', 'servants', 'Emelia', 'Sithole', 'HARARE', 'Zimbabwean', 'defying', 'crippled', 'essential', 'Public', 'PSC', 'mortuary', 'attendants', 'firefighters', 'workplaces', 'summarily', 'dismissed', 'PSA', 'unavailable', 'Labour', 'Welfare', 'Florence', 'Chitauro', 'recruiting', 'sub-contracting', 'firms', 'ignored', 'demands', 'wage', 'stretched', 'hospitals', 'Cross', 'tourists', 'Falls', '180,000', 'Mugabe', 'Opposition', 'civic', 'private-sector', 'unions', 'denounced', 'Civil', 'earn', 'Z$', 'inflation', 'KIGALI', 'trouble-makers', 'camps', 'Firmin', 'Gatera', 'Tutsi-dominated', 'Kigali', 'Zairean', 'Goma', 'Tutsi', 'Kengo', 'wa', 'Dondo', 'expell', 'timeframe', 'genocide', 'Tutsis', 'refuse', 'fear', 'reprisal', 'Kivu', 'counterpart', 'Gisenyi', 'prefect', 'Out', 'Revered', 'skull', 'limelight-loving', 'disgrace', 'prized', 'sacred', 'tribal', 'ancestor', 'middle-aged', 'forensic', 'scientist', 'examined', 'supposed', 'Hintsa', 'Xhosa', 'tribe', 'cranium', 'Nicholas', 'Gcaleka', 'skins', 'regalia', 'journeyed', 'wintry', 'hugely', 'publicised', 'witchdoctor', 'ancestors', 'dream', 'colonial', 'trophy', 'beheaded', '1835', 'cottage', 'lonely', 'Highland', 'forest', 'spirit', 'hurricane', 'royal', 'branding', 'charlatan', 'shape', 'hole', 'bullet', 'reasonable', 'arrests', 'sewing', 'smugglers', 'KHARTOUM', 'smuggle', 'machines', 'clothing', 'Eritrea', 'government-owned', 'al-Ingaz', 'al-Watani', 'Banat', 'Kassala', 'alliance', 'subversive', 'Authorities', 'laying', 'landmines', 'accuses', 'Eritrean', 'accusing', 'Alliance', 'umbrella', 'Asmara', 'congress', 'jettisoning', 'Stalinist', 'dictatorship', 'Balkan', 'approve', 'concepts', 'turn', 'Social-Democratic', 'electoral', 'class', 'ideological', 'Zeri', 'i', 'Popullit', 'Jailed', 'Fatos', 'Nano', 'Sali', 'Berisha', 'reformed', 'heirs', 'sham', 'Acting', 'Servet', 'Pellumbi', 'scrap', 'ideas', 'Karl', 'Marx', 'pro-reform', 'stance', 'triggered', 'Gramoz', 'Ruci', 'commentators', 'consensus', 'rift', 'unlikely', 'Nicaraguan', 'MANAGUA', 'Nicaragua', 'Violeta', 'Chamorro', 'check-up', 'column', 'examination', 'suffers', 'osteoporosis', 'weakens', 'longtime', 'wo', 'split', 'tool', 'one-week', 'Nepalese', 'vigilance', 'intentions', 'restive', 'four-decade', 'widespread', 'activists', 'Birenda', 'Gyaicain', 'Norbu', 'tourism', 'communications', 'hangs', 'TEHRAN', 'hanged', 'traffickers', 'Shiraz', 'Resalat', '419', 'kilograms', '924', 'lbs', 'opium', 'pedestrain', 'executions', 'Revolutionary', 'pedestrian', 'site', 'executed', 'Possession', 'grammes', 'lb', 'punishable', 'drug-related', 'addicts', 'transit', 'smuggled', 'Main', 'Tunisian', 'HQ', 'Tunisia', 'rent', 'Khalfallah', 'Movement', 'MDS', 'bailiff', 'accompagnied', 'enable', 'represented', 'owing', 'sentences', 'Moada', 'Vice-president', 'Khemais', 'Chammari', 'disclosing', 'secrets', 'judicial', 'proceedings', 'Boulahya', 'founding', 'politically', '1978', 'Mestiri', 'withdrew', 'Succeeding', 'liberals', 'Ben', 'Jaafar', 'NICOSIA', 'IRNA', 'affiliated', 'shelled', 'Kanie', 'Karzhala', 'camp', 'west', 'Arbil', 'PUK-run', 'pounding', 'Kurdish-controlled', 'independent', 'Iranian-backed', 'brokered', 'persuaded', 'shattering', 'patrolling', 'skies', 'shield', 'violating', '1980-88', 'Majid', 'Takht', 'Ravanchi', 'allegations', 'Boutros', 'Boutros-Ghali', 'constructing', 'observation', 'installing', 'mortars', 'anti-aircraft', 'cannons', 'tents', 'penetrating', 'rifle', 'grenades', 'eight-year', 'U.N.-sponsored', 'JUMHOURIYA', 'chamber', 'commerce', 'urges', 'Ankara', 'Offers', 'ships', 'Iraq-bound', 'Aqaba', 'Editorial', 'flare-up', 'booms', 'shadow', 'supermarkets', 'completes', 'QADISSIYA', 'denounces', 'warplanes', 'lambasts', 'liaising', 'BABEL', 'Blaming', 'dirty', 'Laurence', 'McQuillan', 'intends', 'gathering', 'nominate', 'parade', 'designed', 'highlight', 'dim', 'glow', 'just-concluded', 'conclave', 'Dole', 'carefully', 'orchestrated', 'bills', 'Republican-controlled', 'Congress', 'proudly', 'Sixty', 'registry', 'sex', 'desk', 'criminals', 'wherever', 'Actually', 'creation', 'underway', 'finger', 'Attorney', 'Janet', 'Reno', 'pages', 'footnotes', 'offers', 'FBI', 'again', 'heads', 'stretch', 'drive', 'Such', 'happen', 'chess', 'minimium', 'bill', 'easier', 'pre-existing', 'overhauling', 'remarkable', 'offering', 'demanding', 'responsibility', 'stronger', 'sense', 'families', 'theme', 'departs', 'Kentucky', 'Michigan', 'Indiana', 'fellow', 'attention', 'focus', 'correspondents', 'programmes', 'Campaign', 'showcased', 'lead-in', 'concentrating', 'McCurry', 'delivers', 'acceptance', 'map', 'guides', 'Hurricane', 'veer', 'Edouard', 'swirled', 'forecasters', 'winds', 'mph', '185', 'forecaster', 'Lixion', 'Avila', 'indicate', 'west-northwest', 'islands', '1,130', 'Lesser', 'Antilles', 'latitude', 'longitude', '44.2', 'ETA', 'Basque', 'Ignacio', 'Olascoaga', 'Mugica', 'Homeland', 'Freedom', '1960s', '1997--Ruehe', 'Defence', 'Volker', 'Ruehe', 'NATO-led', 'IFOR', 'Bild', 'Sonntag', 'mandate', 'expires', 'completely', 'excerpts', 'publication', 'impression', 'deployment', 'perceived', 'massacres', 'comics', 'independence-joke', 'Bossi', 'ORVIETO', 'joke', 'Umberto', 'ancient', 'Etruscan', 'Orvieto', 'mock', 'Cimicchi', 'actor', 'Benigni', 'declare', 'Etruria', 'march', 'proceed', 'annexation', 'Sardinia', 'Corsica', 'ironically', 'proclamation', 'Padania', 'Umbria', 'pop', 'balloon', 'rhetoric', 'talking', 'intensified', 'nationally', 'federalism', 'wasteful', 'centralised', 'bureaucracy', 'northerners', 'farmer', 'mutilated', 'VERONA', 'homocide', 'mutilating', 'bodies', 'ANSA', 'Gianfranco', 'Stevanin', '35-year-old', 'Verona', 'magistrate', 'unable', 'recall', 'remembering', 'lifeless', 'sadmasochistic', 'assaulting', 'prostitute', 'murdering', 'villa', 'corpses', 'headless', 'decomposed', 'sack', 'canal', 'Lawyer', 'Cesare', 'dal', 'Maso', 'beheading', 'dumping', 'Adige', 'Dal', 'interrogations', 'investigators', 'suffocated', 'digging', 'passer-by', 'asks', 'paedophile', 'eluded', 'Jeremy', 'Lovell', 'child-sex', 'scandal', 'kidnapping', 'pornography', 'shockwave', 'revulsion', 'throughout', 'Recriminations', 'rapist', 'Dutroux', 'managed', 'prey', 'unhindered', 'starvation', 'freed', 'dungeon-like', 'compartment', 'Ransart', 'Mont-sur-Marchienne', 'suburbs', 'abduction', 'imprisonment', 'molest', 'youngsters', 'proof', 'Michel', 'Bourlet', 'chase', 'porn', 'tapes', 'featured', 'dungeon', 'basement', 'euphoria', 'rescue', 'disgust', 'eight-year-old', 'Lejeune', 'Melissa', 'Russo', 'kidnapped', 'starved', 'Marchal', 'Eefje', 'Lambrecks', 'unknown', 'prostitution', 'Bratislava', 'Five', 'accomplice', '74-year', 'Dutchman', 'disappearance', 'high-level', 'accomplices', 'leaked', 'cataloguing', 'degree', 'bungling', 'incompetence', 'indifference', 'Among', 'revelations', 'gendarmerie', 'surveillance', 'codenamed', 'Othello', 'gendarmes', 'cells', 'information', 'theft', 'accepted', 'cries', 'hear', 'Justice', 'Stefaan', 'Clerck', 'inquiry', 'stressing', 'indications', 'cover-up', 'disbelief', 'unemployed', 'visible', 'toll', 'seven-newspaper', 'home-made', 'Bou', 'Haroun', 'explosive', 'device', 'prematurely', 'El-Watan', '25-year-old', 'boys', 'five-year-old', 'explosion', 'four-year-old', 'strife', 'government-appointed', 'watchdog', 'Rights', 'Observatory', '1,400', 'seize', 'cannabis', 'chilli', 'sauce', '7.5', 'commissioner', 'container', 'Freeport', 'haul', 'flames', 'motorway', 'injuring', 'Steinberg', 'Spaniards', 'rebels--poll', 'MADRID', 'renounced', 'permanently', 'Mundo', 'supported', 'state-controlled', 'Sociological', 'Studies', 'achieving', 'Ortega', 'Lara', 'neither', 'worsened', 'Popular', 'PP', '2,496', 'margin', 'error', 'minus', 'Thirty', 'floods', 'plunge', 'Lahore', 'chaos', 'ISLAMABAD', 'flood-hit', 'Pakistani', '461', 'inches', 'drenched', 'Punjab', 'rivers', 'knocking', 'disrupting', 'rail', 'Newspapers', 'witnesses', 'Jamaat-i-Islami', 'drowned', 'homeless', 'breach', 'inundating', 'residential', 'Army', 'evacuate', 'low-lying', 'Ravi', 'Chenab', 'flood', 'alert', 'Internet', 'Startup', 'Java', 'MOUNTAIN', 'VIEW', '1996-08-25', 'engineers', 'Microsystems', 'JavaSoft', 'fledgling', 'ground-floor', 'venture', 'Bessemer', 'Venture', 'Partners', 'Menlo', 'Calif', 'founder', 'acting', 'startup', 'Bidzos', 'RSA', 'Dynamics', 'VeriSign', 'doors', 'initial', 'combines', 'experience', 'Apple', 'Computer', 'Oracle', 'portends', 'dramatic', 'Bui', 'engineer', 'programming', 'mid-1995', 'manner', 'Silicon', 'Valley', 'Kleiner', 'Perkins', 'Caufield', 'Byers', 'startups', 'developing', 'technologies', 'licensed', 'Machines', 'Prasad', 'Wagle', 'aims', 'networked', 'ubiquitious', 'applets', 'downloaded', 'server', 'networks', 'individual', 'Zuleeg', 'marketing', 'Web', 'www.internetstartup.com', 'pioneers', 'PSI', 'Individual', 'MICKELSON', 'WINS', 'FOURTH', 'YEAR', 'birdied', 'even-par', 'Along', 'Mayfiar', '277', 'accomplish', 'three-stroke', 'exemption', 'PGA', '378,000', 'brings', '1,574,799', 'style', 'easy', 'three-putted', 'feet', 'tee', 'bogeys', '12th', 'parred', 'birdie', 'no.2', 'wedge', '17th', '6-iron', 'bogeyed', 'putt', 'runner', 'sudden', 'defending', 'contention', '14th', '7149', '274', '281', '283', '284', '285', '287', '288', '289', '290', '292', '294', '295', '298', 'Finals', 'Luke', 'Jensen', 'Murphy', 'Handrik', 'Dreekmann', '6-0', 'LAKES', 'JYVASKLYA', 'Lancer', 'Celica', '2:09', 'Jarmo', 'Kytolehto', 'Escort', '2:23', 'Eriksson', 'Impreza', '2:39', '3:03', 'MOTOCROSS', '500CC', 'LANDSKRONA', '500cc', 'motocross', 'Smets', 'Husaberg', 'Husqvarna', 'Gert', 'Doorn', 'Honda', 'Jacky', 'Martens', 'Dirkx', 'KTM', 'Danny', 'Theybers', 'Shayne', 'Boonen', 'Dietmar', 'Lalcher', 'Claus', 'Manne', 'Nielsen', 'Overall', '236', 'Lacher', '219', 'Darryll', '178', '125CC', 'HOLZGERLINGEN', '125cc', 'Tortelli', 'Kawasaki', 'Moore', 'Yamaha', 'Luigi', 'Seguy', 'Andi', 'Kanstinger', 'Charlier', 'Camerlengo', 'Belometti', 'Vialle', 'Collin', 'Dugmore', '432', 'Malin', '317', '293', '192', 'Michele', 'Fanton', '152', 'PLACINGS', 'POKKA', 'KM', 'RACE', 'SUZUKA', 'placings', 'Pokka', 'Endurance', 'GT', 'Ray', 'Belim', 'J.J.Lehto', 'FI', 'GTR', 'laps', '48.637', '158.82', 'Olofsson', 'Luciano', 'della', 'Noce', 'Ennea', 'F40', '170', 'Ballace', 'Grouillard', 'Harrods', 'Bscher', 'Kox', 'F1', '168', 'Fabien', 'Giroix', 'Jean-Denis', 'Deletraz', 'Muller', '167', 'Owen-Jones', 'Pierre-Henri', 'Raphanel', 'Brabham', 'Jean-Marc', 'Gounon', 'Belmondo', 'Eichmann', 'Gerd', 'Ralf', 'Kelleners', 'GT2', 'Roock', '911', '164', 'Ortelli', 'Wollek', 'Konrad', 'Cor', 'Euser', 'H.', 'Wada', 'Furuya', 'LM600', '162', 'Fastest', '03.684', '170.680', '156', '98', 'SHEFFIELD', 'INTERNATIONAL', 'MEETING', 'Sarka', 'Kasparkova', '14.84', 'Ashia', 'Hansen', '14.78', 'Rodica', 'Matescu', '14.18', 'Deon', 'Hemmings', '55.13', 'Marken', '55.90', '56.00', 'javelin', 'Isel', 'McPaul', '60.66', 'Silke', 'Renk', '22.53', '22.58', '22.77', '12.83', '12.91', 'Gillian', 'Charmaine', 'Crooks', '00.42', 'Inez', '2:01.98', 'Margaret', '2:02.40', 'vault', 'Trond', 'Bathel', '5.60', 'Pat', 'Manson', 'Lobinger', 'Pukstys', '86.82', 'Backley', '82.20', 'Nieland', '81.12', 'Marcel', '51.50', '52.17', 'Phylis', '52.53', '20.48', 'Regis', '20.63', 'Austin', '2.30', 'Forsyth', 'Patrik', 'Sjoberg', '2.25', 'Verbjorn', 'Rodal', '1:44.93', 'Benson', '1:45.96', 'Vincent', 'Malakwen', '1:46.18', '3:54.57', '3:54.60', 'Whiteman', '3:54.87', '45.05', '45.38', '45.48', 'Osmond', '10.06', 'Mackie', '10.17', '10.19', '15.125', '208.442', '5.602', '15.710', '19.125', '29.179', '29.896', '1:00.754', '1:40.227', 'Netherland', '1:53.067', '221.857', 'SCHUMACHER', 'SPA-FRANCOCHAMPS', 'drivers', 'Constructors', '149', 'Footwork', '1:46', '1:56', '2:05', 'Radstrom', 'MOTORCYCLING', 'SUPERBIKE', 'SUGO', 'superbike', 'Yuuchi', 'Takeda', '30.054', 'Noriyuki', 'Haga', '38:30.140', 'Wataru', 'Yoshikawa', '38:32.353', 'Corser', 'Ducati', '38:34.436', 'Kocinski', '38:36.306', 'Aaron', 'Slight', '38:41.756', 'Norihiko', 'Fujiwara', '38:43.253', 'Fogarty', '38:49.595', 'Akira', 'Ryo', '38:50.269', 'Shiya', 'Takeishi', '38:52.271', '147.159', 'Takuma', 'Aoki', '38:18.759', '38:19.313', '38:32.040', '38:32.149', '38:32.719', '38:33.595', '38:34.682', '38:34.999', '38:35.297', '38:42.015', '147.786', '269', '254', 'Pier', 'Francesco', 'Crafar', 'Gobert', 'Hodgson', 'disqualification', 'carburettor', 'Keiichi', 'Kitigawa', 'Suzuki', '38:42.333', '270', '238', 'JAPANESE', 'BOTH', 'NINE', 'RACES', 'Teenager', 'Yuuichi', 'outclassed', 'names', 'poise', 'overtake', 'pursued', 'duo', 'chicane', 'spurt', 'flag', 'consolation', 'recording', 'limped', 'challenged', 'strongly', 'elder', 'brother', 'Haruchika', 'race-long', 'duel', 'chequered', 'regained', 'unlucky', 'riders', 'alter', '611', '667', '576', '730', '473', '745', 'CONCLUDES', 'CAREER', 'FLOURISH', 'concluded', 'flourish', '154', 'interruption', 'spare', 'Byas', 'reaching', '205', 'sword', 'collecting', 'HINCHCLIFFE', 'CALLED', 'INTO', 'Glenn', 'Hoddle', 'uncapped', 'Hinchcliffe', 'Left-back', 'Anderton', 'recurring', 'groin', '74-0', '521-8', 'DECLARED', 'PREMIER', 'Cruyff', 'Solskjaer', 'Warhurst', 'Bohinen', '51st', '54,178', 'st', 'lb-5', 'nb-16', '521', '5-365', '6-440', '7-502', '8-519', '23-3-112-0', '37.1-7-97-3', '47-10-116-2', '23-5-71-1', '29-3-116-1', '7-0-35-0', '7-1-24-0', '7-2-11-0', '2-1-4-0', 'DECLARE', 'INNINGS', '473-6', 'TEA', 'tea', 'RUN-OUT', 'GIVES', 'LEWIS', 'SLIM', 'SATISFACTION', 'forget', 'omission', 'reasserting', 'dominance', 'super', 'fielding', 'disciplinary', 'touring', 'batted', '413', '87', 'solitary', 'attempting', 'lurking', 'prove', 'swooped', 'mate', 'Alec', 'whipped', 'bails', 'waves', 'alarms', 'rattled', 'outscoring', 'Rain', 'forcing', 'ground-staff', '1445', '1345', 'NAME', 'ONE-DAY', 'INTERNATIONALS', 'Maynard', 'Ronnie', 'Adam', 'Hollioake', 'Headley', 'TOGO', 'CONGO', 'LOME', 'Togo', 'Congo', 'Salou', 'Bachirou', '53rd', 'ETHIOPIA', 'UGANDA', 'PENALTIES', 'AFRICAN', 'ADDIS', 'ABABA', 'Crvena', 'zvezda', 'Zelesnik', 'GOALSCORERS', 'Bogdan', 'Prusek', 'Slawomir', 'Wojciechowski', 'Jacek', 'Dembinski', 'Widzew', 'Marcin', 'Mieciel', 'Wieczorek', 'Berensztain', 'Marek', 'Citko', 'Fedoruk', 'Dariusz', 'Jackiewicz', 'Bartlomiej', 'Jamroz', 'Tomasz', 'Moskal', 'Krzysztof', 'Piskula', 'Mariusz', 'Srutwa', 'Emmanuel', 'Tetteh', 'Warszawa', 'Zagorski', 'BUCHAREST', 'A.S.', 'Bacau', 'Ceahlaul', 'Piatra', 'Neamt', 'Otelul', 'Galati', 'Arges', 'Dacia', 'Pitesti', 'Farul', 'Constanta', 'Chindia', 'Tirgoviste', 'Sportul', 'Studentesc', 'Universitatea', 'Craiova', 'Petrolul', 'Ploiesti', 'Politehnica', 'Timisoara', 'Brasov', 'Bucharest', 'Jiul', 'Petrosani', 'Dinamo', 'Cluj', 'Steaua', 'RUSSIAN', 'Alaniya', 'Zhemchuzhina', 'Sochi', 'Baltika', 'Kaliningrad', 'Zenit', 'Petersburg', 'Chernomorets', 'Novorossiisk', 'Rostselmash', 'Rostov', 'Lokomotiv', 'Torpedo', 'Rotor', 'Volgograd', 'CSKA', 'Kamaz', 'Naberezhnye', 'Chelny', 'Lada', 'Togliatti', 'Tekstilshik', 'Kamyshin', 'Krylya', 'Sovetov', 'Samara', 'Nizhny', 'Novgorod', 'Uralmash', 'Yekaterinburg', 'precedence', '49', 'Tekstilshchik', 'AUSTRALIAN', 'RULES-AFL', 'Rules', 'Adelaide', '14.12', 'Collingwood', '153', '151', '11.12', 'Richmond', '28.19', 'Fitzroy', 'Carlton', '13.18', 'Footscray', '9.12', 'Essendon', '14.16', '12.10', 'Kilda', 'Hawthorn', 'Brisbane', '10.11', 'Fremantle', 'Geelong', '16.13', '2123', '1631', '130.2', '2067', '1687', '122.5', '2151', '1673', '128.6', '2385', '1873', '127.3', '2009', '1844', '108.9', '2288', '117.9', '2130', '109.4', '2173', '1803', '120.5', '1791', '1820', '98.4', '1909', '1958', '97.5', '2103', '2091', '100.6', '2158', '2183', '98.9', '1642', '2361', '69.5', '1912', '87.5', '1578', '2060', '76.6', '1381', '2778', '49.7', 'Bulldogs', 'Queensland', 'Illawarra', 'Penrith', 'Manly', 'Suburbs', 'Parramatta', 'Auckland', 'Premiership', '501', '569', '257', '560', '487', 'Cronulla', '359', '258', '502', '374', '421', '344', '366', '426', '406', '309', '435', '388', '391', '356', '395', '297', '448', '593', '351', '483', '304', '586', '460', '1-15', '15-1', 'Marlene', 'Thomsen', 'Lisbet', 'Stuer-Lauridsen', 'Qiang', 'Lu', '10-15', '17-16', 'Yap', 'Cheah', 'Kit', 'Wan', 'Chong', 'Tan', 'Fook', '0*', '*Note', '.610', '.547', '.537', '.534', '.467', '.439', 'SUNDAY', '.357', '.589', '.569', '.470', '25TH', '.633', '.462', '.454', '.408', '.426', '.542', '.515', 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'virtual', 'NL', 'Shane', 'Reynolds', '16-6', 'five-hitter', 'KICK', 'kicked', 'Setubal', 'squeeze', 'equaliser', 'Jardel', 'string', 'opportunities', 'redeemed', 'netting', 'skilful', 'counter-attack', 'unmarked', 'Chiquinho', 'Conde', 'keeper', 'Andrejez', 'Wozniak', 'Braga', 'Rodrigo', 'Carneiro', 'bookable', 'lack', 'first-class', 'apparent', 'Valdo', 'knee', 'Paulao', '81st', 'Baltasar', 'tripped', 'referee', 'nose', 'Idalecio', 'whistle', 'Guimaraes', 'Gil', 'Vicente', 'FIORENTINA', 'BATISTUTA', 'MILAN', 'Batistuta', 'Fiorentina', 'perfect', 'birthday', 'Supercup', 'serie', '1926', 'marked', 'Schwarz', 'lob', 'Franco', 'Baresi', 'Montenegrin', 'Savicevic', 'weaving', 'checking', 'left-footed', 'Toldo', 'looming', 'Desailly', 'fouled', 'Boca', 'Juniors', 'Oscar', 'Tabarez', 'rammed', '83rd', 'curling', 'dipping', 'Batigol', 'adoring', 'reward', 'Weah', 'rusty', 'Baggio', 'Davids', 'substitute', 'ITALIAN', 'SUPERCUP', 'Supercoppa', 'SuperCup', '29,582', 'NORWAY', 'ELITE', 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'section', 'grants', 'urged', 'legislators', 'denouncing', 'barbarity', 'Rafiqul', 'Islam', 'Hundreds', 'raided', 'arresting', 'outsiders', 'student', 'dormitories', 'seizing', 'stormed', 'halls', 'flushed', 'gunpoint', 'baggage', 'revolvers', 'sawn-off', 'shotguns', 'knives', 'swoop', 'Vice-Chancellor', 'Emajuddin', 'deteriorating', '28,000-student', 'Wednedsay', 'gunbattles', 'Begum', 'Khaleda', 'Zia', 'blanket', 'possessors', 'firearms', 'irrespective', 'identities', 'Nearly', 'crashes', 'ravine', 'FEATURE', 'Fertile', 'drought', 'Irene', 'Marushko', 'BATKIVSHCHYNA', 'COLLECTIVE', 'FARM', 'shiny', 'green-and-yellow', 'Deere', 'parked', '1,750-hectare', '4,325-acre', 'grain-growing', 'regions', 'fill', 'agronomist', 'enthusiasm', 'diesel', 'Odnosum', 'breakdown', 'machinery', 'loaned', 'Ukrainian', 'grain', 'harvest', 'harsh', 'scoured', 'steppes', 'stunting', 'sector', 'transition', 'fertile', 'rich', 'boots', 'reputation', 'breadbasket', 'brutal', 'collectivisation', 'dictator', 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'Privatising', 'negative', 'swells', 'setbacks', 'Melanie', 'Cheary', 'swelled', 'attributable', 'streamlined', 'variety', 'divisional', 'Announcing', 'Gilbertson', 'Happily', 'illusion', 'arising', 'weakness', 'rand', 'relative', '1,803', '1,003', '469', '279', 'Impala', 'Platinum', 'substantial', 'obvious', 'corporation', 'furnace', 'Implats', 'shutdown', '4.5350', 'Nor', 'Ingwe', 'Coal', 'rains', 'forfeited', 'flooding', 'Mpumulanga', 'gloom', 'blocking', 'merger', 'Lonrho', 'Plc', 'platinum', 'disappointment', 'Looking', 'challenges', 'soundly', 'structured', 'prudently', 'financed', 'blessed', 'portfolio', 'world-class', 'businesses', 'Citing', 'disposal', 'holdings', 'Malbak', 'disposals', 'pruned', 'concentrate', 'core', 'clean', 'disposing', 'non-core', 'pruning', 'commodity', 'invested', 'Referring', '41.5', 'coal', 'cheaper', 'snapping', 'liked', 'downturn', 'Finally', 'offshore', '482-1003', 'Advanced', 'Medical', 'IVAC', 'Eli', 'Lilly', 'intravenous', 'infusion', 'therapy', 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'MTK', 'Bekescsaba', 'BVSC', 'Csepel', 'Videoton(*', 'ZTE', 'Debrecen', 'Siofok', 'Ujpest', 'Vac', 'Vasas', 'Pecs', 'TE', 'FTC', 'Videoton', 'Gyor', 'III.ker.TVE', '*Name', 'Parmalat', 'Fehervar', '+361', 'CZECH', 'Petra', 'Drnovice', 'Liberec', 'SK', 'Slavia', 'Praha', 'Ceske', 'Budejovice', 'FK', 'Jablonec', 'Viktoria', 'Zizkov', 'Banik', 'Ostrava', 'Teplice', 'Boby', 'Brno', 'Sigma', 'Olomouc', 'Bohemians', 'Karvina', 'Hradec', 'Kralove', 'Kaucuk', 'Opava', 'Plzen', 'AC', 'MEXICAN', 'Atlante', 'Atlas', 'Azul', 'Leon', 'Guadalajara', 'Monterrey', 'Veracruz', 'Pachuca', 'Toluca', 'Puebla', 'UNAM', 'Morelia', 'UAG', 'Neza', 'Necaxa', 'Celaya', 'LEAVE', 'EARLY', 'CATCH', 'PLANE', 'Homewood', 'catch', 'Sao', 'Narciso', 'Rio', 'Janeiro', 'chartered', 'CBF', 'Paulo-Santos', 'usual', 'package', 'Internacional', 'hectic', 'arrive', 'Curitiba', 'Botafogo', 'Tulio', 'Zagalo', 'features', 'top-scorer', 'struggling', 'ARGENTINE', 'Apertura', 'Estudiantes', 'Ferro', 'Carril', 'Oeste', 'Independiente', 'Gimnasia-Jujuy', 'Platense', 'Huracan', 'Lanus', 'Huracan-Corrientes', 'Newell', 'Velez', 'Sarsfield', 'Racing', 'Rosario', 'Plate', 'Gimnasia-La', 'Plata', 'Lorenzo', 'Banfield', 'Deportivo', 'Espanol', 'Colon', 'HONDURAS', 'CUBA', 'TEGUCIGALPA', 'Honduras', 'Castro', '3rd', 'Enrique', 'Centeno', 'Pavon', 'Cricuma', 'Fluminense', 'Criciuma', 'Formula', '89-86', '45-46', 'PRO-SOCCER', '.604', '.551', '.463', '.456', 'MOROCCAN', 'RABAT', 'Moroccan', 'Widad', 'Fes', 'Oujda', 'Raja', 'Casablanca', 'Tetouan', 'Jeunesse', 'Massira', 'Meknes', 'Settat', 'Marrakesh', 'Khouribga', 'Mohammedia', 'Sidi', 'Kacem', 'Jadida', 'Hassania', 'Agadir', 'QUENCH', 'YOUR', 'THIRST', 'IF', 'YOU', 'CAN', 'AFFORD', 'reads', 'Due', 'hot', 'please', 'shade', 'drink', 'plenty', 'fluids', 'advisory', 'concluding', '...and', 'garishly-coloured', 'sun-drenched', 'litre', 'life-sustaining', '4.00', 'incredulous', 'noting', 'notorious', 'gouging', 'insult', 'offended', 'baked', 'lasagna', '8.50', 'Yorker', 'Rebecca', 'sandwich', 'hungry', 'forked', 'pronounced', 'Carol', 'Perry', 'chimed', 'ridiculous', 'wine', 'Indeed', 'chardonnay', 'zinfandel', '4.75', '4.50', 'alcoholics', 'Fans', '12.50', 'hamburger', 'french', 'fries', 'snack', 'thirsty', 'Make', '16.50', 'ham', 'swiss', 'cheese', 'whopping', '8.00', 'tuscan', 'rolls', 'Tuscany', 'HUBER', 'MALEEVA', 'FALL', 'UP-AND-COMERS', 'Larry', 'Fine', 'youthful', 'finalist', 'Magdalena', 'Maleeva', 'sunny', '15-year-old', 'honoured', 'Stadium', 'straight-sets', '112th-ranked', 'Montolio', 'cheery', 'worries', 'overmatched', 'Hoping', 'engagement', 'cement', 'Flushing', 'Meadows', 'bowing', 'floater', 'semifinals', 'momentum', 'rhythm', 'tough', 'errors', 'Manhattan', 'Beach', 'mourn', 'non-', 'rookie', 'Aleksandra', 'Olsza', '110th', '18-year-old', 'celebrated', 'removing', 'curtain-raising', 'ringing', 'endorsement', 'newest', 'juniors', 'proven', 'mettle', 'quarters', 'conditioning', 'kilos', 'advance', 'fast-moving', 'scared', 'undaunted', 'pros', 'big-serving', 'Brenda', 'Schultz-McCarthy', 'Nana', 'Miyaga', 'Helena', 'Sukova', 'prevailed', 'Barbara', 'Paulus', 'Yi', 'Jing-Qian', 'STICH', 'GLAD', 'HE', 'STAYED', 'fiasco', 'glad', 'sweating', 'four-set', 'Haas', 'embarrassing', 'cried', 'remaking', 'kids', 'enjoy', 'tradition', 'strict', 'accordance', 'favourtism', 'Yvegeny', 'spots', 'ranking', 'approximately', 'outrage', 'tarnished', 'mind', 'damaging', 'ought', 'USTA', '27-year-old', 'focused', 'energies', 'sun-baked', 'Grandstand', '11th-seeded', 'Malivai', 'lingers', 'homegrown', 'controversy', 'engulfed', 'original', 'flamboyant', 'bumped', 'unfairness', 'exits', 'benefitted', 'fiddling', 'Ranked', '18th', 'deserves', 'everybody', 'MONDAY', 'Anne-Gaelle', 'Sidot', 'Janette', 'Husarova', 'Miyagi', 'Vitoux', 'Delgado', 'Paraguay', 'Henrietta', 'Nagyova', 'Gala', 'Pizzichini', 'Schett', 'Sabine', 'Appelmans', 'Cristina', 'Torrens-Valero', 'Hack', 'Spirlea', 'Begerow', 'Gaidano', 'Schnell', '9-7', 'heat', 'Dier', 'Tramacchi', 'Anna', 'Kournikova', 'Richterova', 'Debbie', 'Stephanie', 'Deville', 'Rittner', 'Kristina', 'Brandi', 'Glass', 'Ines', 'Gorrochategui', 'Grzybowska', 'Jaime', 'Oncins', 'Corina', 'Morariu', 'Linda', 'Wild', 'Sung-Hee', 'Pitkowski', 'Meghann', 'Shaughnessy', '6-', 'Dally', 'Randriantefy', 'Madagascar', 'Elena', 'Makarova', 'Courtois', 'Flora', 'Perfetti', 'Leander', 'Paes', 'Neville', 'Godwin', 'Alexandra', 'Fusai', 'Jill', 'Craybas', 'Jecmenica', 'Dechy', 'Christina', 'Jane', 'Chi', 'Callens', 'Nicole', 'Bradtke', 'Baudone', 'Jolene', 'Watanabe', 'Kandarr', 'EDGE', 'RUN', 'TOP', 'NINTH', 'Tyler', 'sweep', '3-2', 'Foster', 'fastball', 'rotate', 'changeup', '3-for-4', 'outslugged', '13-9', 'Wilkins', 'Ericks', '13-8', 'Renteria', 'fielded', 'cleanly', 'Boles', 'Osvaldo', 'Fenandez', 'seven-hitter', 'Trenidad', 'Hubbard', '6-13', 'Gagne', 'run-scoring', 'Chad', 'pinch-hits', 'pennants', 'Jody', 'Reed', 'Caminiti', 'Bagwell', 'Donne', '8-4', '1-1/2', 'shoulder', '.466', '.362', '.592', '.530', '.447', '.573', '.474', '26TH', '.628', '.405', '.523', '.423', '.545', '.519', 'BONDS', 'CONSECUTIVE', 'GAME', 'STREAK', 'All-Star', 'appearing', 'battling', 'hamstring', '357', 'second-longest', '2,282nd', '13-0', 'pinch-hitting', 'MRI', 'mild', 'strain', 'lineup', '1-for-2', 'exiting', '32-year-old', '.307', 'last-place', 'outfielder', 'Sammy', 'Sosa', 'third-longest', 'baseman', 'JONK', 'RETURNS', 'BRAZIL', 'ROTTERDAM', 'Guus', 'Hiddink', 'Wim', 'Jonk', '14-month', 'Gastel', 'Boer', 'Bergkamp', 'Goey', 'Jaap', 'Stam', 'Reiziger', 'Kock', '04', 'Witschge', 'Aron', 'Winter', 'Internazionale', 'Seedorf', 'Real', 'Madrid', 'BARCELONA', 'ATLETICO', '31st', 'Pizzi', 'la', 'Pena', '75th', 'Esnaider', 'Pantic', 'ZIMBABWE', '263-7', '138', 'SCOREBOARD-AUSTRALIA', 'Slater', 'Strang', 'Whittall', 'Streak', 'Bevan', 'Brandes', 'Hogg', 'b-1', 'lb-8', 'w-3', 'nb-3', '263', '1-48', '2-92', '3-167', '4-230', '5-240', '6-242', '7-263', 'Reiffel', 'Flemming', '10-1-50-1', '2w', '2nb', '10-1-47-2', '1w', '9-0-41-1', 'Flower', '6-0-28-0', '10-0-53-3', '1nb', 'Decker', '3-0-17-0', 'Shah', '2-0-18-0', 'Wishart', 'Evans', 'Dekker', 'lb-4', 'w-10', 'nb-7', '1-16', '2-16', '3-33', '4-35', '5-56', '6-98', '7-100', '8-120', '9-120', '7-2-13-1', '7-0-24-2', '3w', '3nb', '6-1-23-2', '7-2-24-1', '9-2-26-1', '5-1-24-3', 'OVERS', 'day-night', 'TOSS', 'OPT', 'BAT', 'AGAINST', 'toss', 'Teams', 'Stuart', 'Damein', 'Fleming', 'Eddo', 'Heath', 'MOZAMBIQUE', 'MAPUTO', 'story', 'Mozambican', 'NOTICIAS', 'Nhamavila', 'Maputo', 'Noticias', 'Lamonts', 'Apparel', 'files', 'reorganization', '18:00', 'KIRKLAND', 'Wash', 'apparel', 'filed', 'Unsecured', 'bondholders', '4.05', '5.67', 'creditors', 'Between', '3.13', 'unsecured', 'non-trade', 'existing', 'Bondholders', 'capitalization', 'reaches', 'entitling', 'Management', 'dilution', 'Passengers', 'blazing', 'ferry', 'safely', 'Guernsey', 'Trident', 'Emeraud', 'boats', '88-year-old', 'Jersey', 'cluster', 'British-ruled', 'north-west', 'voting', 'Schork', 'municipal', 'nationwide', 'balloting', 'irregularities', 'assemblies', 'Tomorrow', 'Provisional', 'Election', 'consider', 'Agota', 'Kuperman', 'select', 'cancell', 'specify', 'organise', 'rule-making', '600,000', 'electorate', 'PEC', 'Balloting', 'citizens', 'slated', 'cantonal', 'Moslem-Croat', 'parliaments', 'Representatives', 'three-man', 'Presidency', 'Dnevi', 'Avaz', 'SDA', 'municipal-level', 'Frowick', 'Ambassador', 'allege', 'systematically', 'discouraged', 'registering', 'cast', 'ballot', 'majorities', '43-month', 'underpopulated', 'cleansing', 'Diplomats', 'pivotal', 'consolidating', 'voter', 'herald', 'multi-ethnicity', 'Bosia-Hercegovina', 'Soren', 'Jessen-Petersen', 'Special', 'Envoy', 'High', 'run-up', 'nationalistic', 'sectarian', 'card', 'drumming', 'constituencies', 'memories', 'tougher', 'Alastair', 'Macdonald', 'abandon', 'sobering', 'appointed', 'heady', 'wrap', 'compromise', 'settlement', 'insistence', 'chain-smoking', 'paratroop', 'deadpan', 'putdowns', 'knack', 'arrange', 'ambitious', 'pledging', 'conclude', 'Saying', 'pro-war', 'schemers', 'empty-handed', 'Viktor', 'Chernomyrdin', 'undisclosed', 'meanwhile', 'departments', 'Speculation', 'limb', 'hardly', 'reelection', 'criticising', 'pains', 'insist', 'suddenly', 'profited', 'inadequacy', 'risked', 'face-saving', 'acceptable', 'letting', 'quit', 'Federation', 'encourage', 'tendencies', 'Caucasus', 'Yastrzhembsky', 'Yastrezhembsky', 'offical', 'recover', 'receives', 'packet', 'Yugo', 'Zastava', 'factory', 'wages', 'revive', 'stubborn', 'strength', 'persist', 'Dragutin', 'Stanojlovic', 'revival', 'consumed', 'pre-war', 'Montenegro', 'Kragujevac', 'bitterness', 'stirring', 'Late', 'branch', 'exaggerated', 'passers', 'Gordana', 'Kukic', '+381', '222', '4254', '9.1', 'lenders', 'trim', '10.0', 'Insurers', 'five-10', 'Zagreb', 'Money', 'settlements', 'shrank', 'meagre', '5.5', 'Supply', 'Overnight', 'calculated', 'midrates', '5.2420', '3.5486', 'Kolumbina', 'Bencevic', '385-1-4557075', 'SVCD', 'controllers', 'Bulatka', 'Raichev', '1,380', 'technicians', 'paralyse', 'Far', 'Valkov', 'charter', 'carries', 'resorts', 'minimal', 'servicing', 'lock-out', '230', 'separation', 'Liliana', 'Semerdjieva', 'Naina', 'satisfactory', 'Tass', 'Clinical', 'treats', 'Mrs', 'Mironov', 'permanent', 'daughters', 'run-off', 'eye', 'Mostostal', 'Z', 'Holding', '25-', 'million-zloty', 'convertible', 'Piotr', 'Grabowski', '10-session', 'premium', 'Grabowksi', 'paying', 'benchmark', '52-week', 'PBR', '1.6', 'exchanged', '2.6', 'book-building', 'proceeds', 'modernise', '+48', '653', '9700', 'Unknown', 'kidnaps', 'JOSE', 'Kidnappers', 'Humberto', 'Hueite', 'Zyrecha', 'Jetty', 'Kors', 'Misael', 'Valerio', 'kidnappers', 'fleeing', 'Preliminary', 'Altamira', 'Wisinga', 'Aguas', 'Zarcas', 'Rica-Nicaragua', 'Unconfirmed', 'Santa', 'Pocosol', 'supposedly', 'tourist', 'guide', 'Regula', 'Susana', 'Siegfried', 'Nicola', 'Fleuchaus', 'bizarre', 'twist', 'Julio', 'Cesar', 'Rojas', 'sentimental', 'attachment', 'photographs', 'Rican', 'Interacciones', 'ups', 'lowers', 'peso', 'brokerage', '4.3', 'projection', 'Economist', 'Alonso', 'Cervera', 'revisions', 'chiefly', 'fueled', '6.1', 'Q4', 'year-end', '7.85-8.15', '8.20-8.50', '9.20-9.40', '25.8', 'Fiscal', 'loosened', 'boosting', 'commitments', 'schemes', 'debtors', 'Tricks', '+525', '728-9560', 'Bancomext', 'appreciation', 'drop-off', 'Moreno', 'Turrent', 'promotion', 'importers', 'dlrs', '1,044', 'dollar-buying', '1,041', 'wire', 'transfers', 'accumulated', 'Contributing', 'greenbacks', 'shy', 'typical', 'month-end', 'position-squaring', 'helps', 'limit', 'Dealers', '142', 'intra-day', '1,037', 'Guillermo', 'Londono', '571', '610', '7944', 'Hashimoto', 'Ryutaro', 'Brasilia', '10-day', 'Latin', 'underwent', 'correct', 'compression', 'Johns', 'Hopkins', 'inflamation', 'drown', 'Venezuelan', 'boating', 'MARACAIBO', 'sank', 'Lake', 'Maracaibo', 'Zarraga', 'nighttime', 'spin', 'sinking', 'stern', 'lifejackets', 'Banco', 'inject', '3.412', 'pesos', 'secondary', 'credit', 'auctions', 'AMOUNT', 'TERM', '1.206', '1.000', '525', '728-9559', 'unidentified', 'collides', 'Fifteen', 'suburban', 'street-level', 'ambulance', 'Transport', 'pylons', 'a.m', 'derailed', 'rear', 'overturned', 'spilling', 'careered', 'Bell', 'Station', 'Remarkably', 'nasty', 'gunman', 'AUCKLAND', '1996-08-27', 'hunted', 'Shore', 'Sergeant', 'Pearson', 'Fagan', 'telephoned', 'distraught', 'cooperating', 'Northcote', 'sheds', '16-year-old', 'onlookers', 'disarm', '473-4746', 'fugitive', 'gun', 'unsuccessful', 'disturbed', 'SIMEX', 'Brent', 'IPE', 'SINGAPORE', 'U.K.', 'keeps', 'Petroleum', 'Contracts', 'mutually', 'contracts', '+65', '870', '3081', 'slides', '3.31', 'S$', '5.85', '0120', '357,000', 'topped', 'soaring', '1.55', '6.05', 'takeover', '8703080', 'operators', 'Spot', '2,342.0', '42.5', '0915', 'ample', 'liquidity', '2,342.00', '42.45', '2,341.5', '42.0', 'respectively', 'deposed', 'PDI', 'sued', 'ousting', 'adjourned', 'out-of-court', 'lawyers', 'discussing', 'diminish', '0.45', 'tom', '18.0', '18.5', '34.0', '35.0', '52.75', '53.50', '107.0', '2,337', '2,455', 'Arlen', 'Specter', 'resign', 'Riyadh', 'Oman', 'Dhahran', 'airmen', 'Crown', 'Abdullah', 'Jeddah', 'shake-up', 'Pentagon', 'Pennsylvania', 'Director', 'Freeh', 'entirely', 'Hijacked', 'LARNACA', 'Airways', 'refuelling', 'Airbus', 'refuelled', 'surrender', 'asylum', 'dozens', 'U.S.-brokered', 'cooperate', 'offensive', 'dividing', 'warring', 'Salahuddin', 'Rawandouz', 'indiscriminately', 'Dayana', 'priest', 'protected', 'Amr', 'Moussa', 'consequences', 'ransacks', 'Bedouin', 'AL-MUNTAR', 'ransacked', 'encampment', 'expel', 'expansion', 'necklace', 'daughter-in-law', 'rummaging', 'luggage', 'destroying', 'shacks', 'barns', 'jeeps', 'shack', 'Amina', 'miracle', 'Bedouins', 'encamped', 'zone', 'Lerner', 'pursuing', 'desolate', 'Dead', 'metals', 'premiums', 'COMEX', 'Premium', 'works', 'Aluminum', 'grade', '3.25-3.75', 'A7E', 'A0', 'nominal', '2.00-2.25', 'Zinc', 'SHG', '5.50-6.00', 'Lead', '3.50-4.00', 'Tin', 'Grade', '6.5-8.5', 'ppm', '9.0-10.5', 'Nickel', 'melting', '9.0-12.0', 'Copper', 'cathode', '2.50-3.0', 'alloy', 'A380', 'Midwest', '65-66', 'Cast', 'Turnings', 'Mixed', 'low-copper', 'clips', 'No2', 'Refined', 'No1', 'Bare', 'Bright', 'Burnt', 'batteries', '6.0', 'Producer', 'transaction', 'Alcan', 'aluminum', 'P1020', 'ingot', 'extrusion', 'billet', 'Noranda', 'date:August', 'RSR', 'pure', 'Doe', 'Run', 'ASARCO', '859', '1646', 'FORT', 'LAUDERDALE', 'Fla.', 'backyard', 'nervous', 'teasing', 'Parkway', 'younger', 'brothers', 'bedtime', 'tree', 'paramedics', 'Broward', 'Sheriff', 'stool', 'flashlight', 'CBOT', 'bounce', 'oversold', 'remains', '450', 'cwt', '10.28', '312-408-8721', 'Talbott', 'Strobe', 'Ottawa', 'second-ranking', 'Georgy', 'Mamedov', 'pattern', 'consultations', 'calendar', 'fairly', 'Haiti', 'hog', '1.50', 'sparked', 'packers', 'Iowa', '59.50', '60.00', 'Illinois', 'matching', '59.00', '57.50', '58.00', 'hogs', 'Attempts', 'marketings', 'Producers', 'ship', 'Demand', 'prepares', 'Janis', '312-983-7347--', 'Gore', 'presents', 'Posner', 'mild-mannered', 'meek', 'Al', 'front-line', 'Newt', 'Gingrich', 'Convention', 'renominate', 'Crowds', 'anxiously', 'thrusting', 'grip', 'scream', 'wishful', 're-election', '15-hour', 'marshal', 'pro-Israel', 'stiff', 'transformed', 'energetic', 'gesturing', 'pol', 'ripped', 'favorite', 'foil', 'roaring', 'labor', 'personifaction', 'evil', 'mentioning', 'Housing', 'Kemp', 'ignorance', 'audacity', 'two-headed', 'monster', 'whoops', 'downtown', '48-year-old', 'taste', 'coalition', 'Noting', 'justice', 'nominations', 'painted', 'horrors', 'Republicans', 'liberties', 'withering', 'vine', 'Education', 'polluters', 'productive', 'vision', 'lifts', 'builds', 're-elect', 'deja-voodoo', 'economics', 'warmed-over', 'ditch', 'ridiculed', 'defense', 'praised', 'courage', 'regulations', 'dairy', 'comparison', 'tolerate', 'milk', 'aloft', 'inflated', 'vetoing', 'repeal', 'Act', 'criticized', 'slashing', 'starker', 'stakes', 'Actor', 'Reeve', 'mix', 'adversity', 'latter', 'advocate', 'politicians', 'Rep', 'Gephardt', 'Daschle', 'Here', 'thumbnail', 'profiles', 'speakers', 'Reagan', 'passage', 'Handgun', 'campaigned', 'nonstop', '1981', 'requires', 'mandatory', 'five-day', 'handguns', 'mandates', 'background', 'checks', 'would-be', 'purchasers', 'Hinckley', 'brain', 'congressmen', 'comic', 'hero', 'Superman', 'movies', 'heroics', 'accomplished', 'horses', 'shattered', 'neck', 'vertebrae', 'horse', 'equestrian', 'Culpepper', 'paralyzed', 'extensive', 'fuse', 'spine', 'semi-upright', 'classically', 'prototypical', 'handsome', 'performed', 'soap', 'operas', 'plucked', 'sequels', 'Mr', 'ambitions', 'milkman', 'consummate', 'congressional', 'insider', 'sufficiently', 'legislature', 'often-unruly', 'Republican-led', 'Republican-written', 'advocated', 'deficits', 'abortion', 'red-haired', 'square-jawed', 'fiery', 'orator', 'nomination', 'recreated', 'firebreathing', 'reformer', 'Dakota', 'surprisingly', 'presented', 'moderate', 'Concern', 'steamrollered', 'vastly', 'dispelled', 'outmaneuvering', 'scrapping', 'gas', 'prairie', 'legislation', 'protecting', 'compensating', 'sickened', 'Agent', 'Orange', 'defoliant', 'spraying', 'Vietnam', 'healthcare', 'water-carrier', 'Republican-initiated', 'adult', 'Force', 'adoptive', 'DALLAS', 'Dallas', 'McCullough', 'gunshot', 'Oklahoma', 'shotgun', 'handgun', 'arguments', 'recomposed', 'KARACHI', 'Karachi', 'KSE', 'KSE-100', 'capitalisation', '82.3', '79.9', '9221-5685192', 'NWE', 'dulls', 'becalmed', 'Repsol', 'Puertollano', 'refinery', 'functioning', 'Manuel', 'Prieto', 'Gasoline', 'notionally', 'sagging', 'NYMEX', 'arbitrage', 'Eurograde', 'barges', '207', 'fob', 'ARA', 'Amsterdam-Rotterdam', 'sentiment', 'Outright', 'heating', 'Oil', '400,000', '0-50', 'bearish', 'listless', 'bids', 'scarce', 'Shaxson', '8167', 'Prairies', 'frost', 'WINNIPEG', 'anywhere', 'grainbelt', 'Environment', 'Apparently', 'Alberta', 'meteorologist', 'Gerald', 'Machnee', 'Sprague', 'Manitoba', '39.2', '2.0', '5.0', 'windspeed', 'sky', 'moisture', 'Freezing', '32.0', 'Battleford', 'Sask', '41.0', 'Grande', 'Prairie', 'Alta', '44.6', 'proponents', 'moon', '12.0', '30.0', 'Gras', '204', '947', '3548', 'Brush', 'beryllium', 'lawsuits', 'producer', 'pro-active', 'workplace', 'ailment', 'affects', 'immune', 'susceptible', 'remaining', 'suits', 'liability', 'typically', 'covered', 'Timothy', 'Reid', 'filings', 'Beryllium', '1990-95', 'vigorously', '18-7/8', '216-579-0077', 'Salomon', 'refiner', 'Q3', 'Ting', 'refiners', 'refining', 'margins', 'third-quarter', 'Diamond', 'Shamrock', '0.38', '0.73', 'versus', '0.63', '0.85', 'Tosco', '0.95', '1.03', '0.94', '0.46', '0.33', 'Valero', 'Energy', '0.27', 'PRESALE', 'Marion', '3,250,000', '09/04/96', 'NYC', 'Time', '1200', 'CUSIP', '569399', 'ISSUER', 'WV', 'STAT:Exempt-ULT', 'M', 'SP', 'NA', 'BOOK', 'ENTRY', 'Y', 'ENHANCEMENTS', 'None', 'BANK', 'QUAL', 'DTD', '09/01/96', 'SURE', 'DUE', '5/1/98-02', 'SR', 'MGR', 'CPN', '05/01/97', 'CALL', 'Non-Callable', 'NIC', 'DELIVERY', '9/17/96', 'approx', 'ORDERS', 'PAYING', 'AGENT', 'WesBanco', 'Fairmont', 'L.O.', 'Steptoe', 'Clarksburg', 'Ferris', 'Watts', 'Charleston', '7,330,000', 'MBIA', '3/1/90', '@', '6.14900', '4yrs', '4mos', 'Avg', 'BBI-7.27', 'Coupon', 'Yield', 'Conc', '575,000', '610,000', '650,000', '685,000', '730,000', 'COMPETITIVE', 'PRE-SALE', 'CONTRIBUTED', 'J.J.', 'KENNY', 'K-SHEETS', 'BALANCE', 'refunding', '290,000', 'STATE', 'OHIO', 'RE', '70,375,000', 'BUILDING', 'AUTHORITY', 'FACILITIES', 'REFUNDING', 'REPRICING', 'ACCOUNT', '9,215,000.00', 'OCASEK', 'GOVERNMENT', 'OFFICE', 'A1', 'AA-', 'FITCH', 'CONFIRMED', 'Delivery', '08/29/1996', 'Maturity', 'List', '10/01', '1998C', '125M', '4.20', '6,045,000.00', 'VERN', 'RIFFE', 'CENTER', '1998D', '165M', '290M', 'A.G.', 'Sons', 'Banc', 'S.B.K-', 'Investment', 'Seasongood', 'Mayer', 'CHILLICOTHE', 'shielded', 'whistlestop', 'rode', 'rails', 'ropelines', 'shaking', 'excited', 'Hillary', 'Rodham', 'Huntington', 'rigorous', 'Sidwell', 'Friends', 'renominated', 'lady', 'interested', 'drifted', 'depressed', 'AEX', '4.54', '556.19', 'Stocks', 'topping', '1.90', '58.70', 'IHC', 'Caland', '2.40', '80.70', '34.9', '36.6', '37.5', '47.2', 'ex-dividend', '0.60', '52.90', 'Nutricia', 'shrugged', 'ex-div', 'soar', '4.10', '214.40', '18.40', '210.00', 'Engineering', 'Stork', 'follow-through', 'Fokker', 'short-lived', '51.00', 'Tapie', 'Claude', 'Lelouche', 'stars', 'Philippe', 'Seguin', 'resigning', 'eject', 'bankrupt', 'thus', 'ineligible', 'blizzard', 'now-destroyed', 'starring', 'Homme', 'femmes', 'mode', "d'emploi", 'instructions', 'power-hungry', 'cruel', 'comedy', 'dearly', 'mixing', 'careers', 'artist', 'Toubon', 'ejecting', 'stripping', 'procedure', 'reconvene', 'suspend', 'judgement', 'immunity', 'courts', 'rigging', 'appealing', 'drains', 'Ffr', 'drained', 'francs', 'securities', 'repurchase', 'allocate', '44.3', '48.2', '13.4', 'bidders', 'collateral', 'satisfying', '3.4', 'allotted', '30.9', 'RABOBANK', 'RABN.CN', 'SEES', 'H2', 'NET', 'GROWTH', 'UNDER', 'co-operative', 'Rabobank', 'BA', 'Herman', 'Wijffels', '853', '21.5', '702', 'depend', 'easing', 'underwriting', 'single-digits', '1.43', 'quantify', 'Garry', 'FRANCE', 'LE', 'MONDE', 'Ipsos', 'sympathises', 'permits', 'cold-hearted', 'SNCF', 'renegotiation', 'bailout', 'upturn', 'ATRIA', 'foodstuffs', 'Atria', 'Oy', 'year-half', 'January-June', 'appropriations', 'BRIGHT-BELGIANS', 'SPEED', 'Spa-Francorchamps', 'speeding', 'epidemic', 'Belga', 'checked', 'amd', 'booked', 'm.p.h.', 'no-confidence', 'debate', 'Banharn', 'Silpa-archa', 'lacking', 'ethical', 'alleges', 'corrupt', 'accusations', 'convenient', 'accusation', '13-month-old', 'six-party', '209', 'seats', '391-seat', 'infighting', 'Chart', 'fix', 'Fontaine', '6mth', 'PREVIOUS', '3.17', '231', 'fashion', 'wigs', 'Manila', 'coconut', 'Coconut', 'Associations', 'Philippines', 'cif', 'Sellers', 'Prev', 'JulAug', '775', '787.50', 'unq', 'AugSep', '752.50', '758.75', 'SepOct', '733.75', '743.50', 'OctNov', '740', 'NovDec', '732.50', 'Aronkasei', 'Nomura', 'downgraded', 'three-grade', 'institute', 'assigns', 'direction', '225-share', 'LA', 'PRESSE', 'langage', 'primary', 'TEMPS', 'Beja', 'Ekeus', 'UNSCOM', 'oficials', 'Tareq', 'Aziz', 'inspectors', 'shuttled', 'detection', 'Disarming', 'destruction', 'prerequisite', 'crippling', 'invading', 'ticket', 'altogether', 'weaken', 'Harb', 'Omar', 'Karame', 'backwards', 'Fears', 'redistribution', 'locations', 'occupied', 'Prices', 'alimentary', 'splitting', 'Syrian-Lebanese', 'Maltese', 'Visitors', 'cheating', 'Tourists', 'interviewed', 'complain', 'over-charging', 'IN-NAZZJON', 'discipline', '365,000', '195,000', '80,000', 'congested', 'L-ORIZZONT', 'Alfred', 'Sant', 'VAT', 'Tamils', 'demonstrate', 'demonstrated', 'Nadarajah', 'Muralidaran', 'Swiss-based', 'Tiger', 'extortion', 'LTTE', 'FOCUS', 'Eurobourses', 'recovers', 'Santorelli', 'bourses', 'clawing', 'unsteady', 'uncertainty', 'monetary', 'Tankan', 'three-day', '0.3', 'bargain-hunters', 'FTSE', 'patchy', 'culminating', '3,911', 'fuelled', 'unsettled', 'stronger-than-expected', 'pulling', 'Treasuries', 'Shortly', 'relinquished', 'doldrum', 'Ackerman', 'strategist', 'Fahnestock', 'Consequently', 'rapid', 'swings', 'Floor', 'computerised', 'IBIS', '0.4', 'chemical', 'fundamentals', 'fantasy', 'unease', 'franc', 'Bond', '3.4210', 'squeezed', 'jitters', 'Besides', 'malaise', 'regain', 'evaporate', '0.5', 'pressured', 'currencies', 'EMU', 'CURRENCIES', '1.4788', '107.74', '1.4789', '107.55', 'STOCK', 'Times-Stock', '3,905.7', '2.43', '2,017.99', '30-share', 'DAX', '6.48', '2,558.84', 'PRECIOUS', 'METALS', '388.55', '388.75', 'Silver', '5.24', 'STANSTED', 'Iraqis', 'diverted', 'Stansted', 'British-based', 'Sadiki', 'trace', 'contacted', 'north-east', 'explosives', 'batches', 'Jordanians', 'Saudis', 'Later', 'Eco', 'builders', 'Edna', 'Fernandes', 'Ecological', 'warfare', 'corporates', 'hurts', 'Described', 'eco-terrorism', 'Famous', 'Tarmac', 'Costain', 'ARC', 'conglomerate', 'targeted', 'Activist', 'harmless', 'ragbag', 'hippies', 'Harding', 'aggregates', 'mobile', 'phones', 'communicate', 'gather', 'demos', 'protestor', 'codename', 'Steady', 'full-scale', 'emphasise', 'terror', 'Newbury', 'bypass', 'intimidation', 'picketing', 'Tactics', 'underground', 'cryptic', 'Elves', 'leaflets', 'larger', 'activist', 'Earth', 'Land', 'Ours', 'Alarm', 'Alert', 'M3', 'Twyford', 'Down', 'campaigning', 'broader', 'stopping', 'out-of-town', 'pollution', 'road-building', 'contributed', 'primarily', 'ecological', 'Construction', 'tendering', 'realise', 'environmental', '3-4', 'forms', 'Tangible', 'intangible', 'publicity', 'protesting', 'tales', 'tenders', 'contractors', 'suppliers', 'quarries', 'supplier', 'protestors', 'invade', 'Plus', 'knock-on', 'investement', 'UBS', 'phenomenon', 'evaluates', 'methods', 'involve', 'wide', 'razor-thin', 'overcapacity', 'stagnant', 'tale', 'woe', 'Carnival', 'spirits', 'Notting', 'revellers', 'singing', 'dancing', 'stabbings', 'ugly', 'scenes', 'scar', 'festival', 'festivities', 'good-natured', '1976', 'carnival', 'darker', 'slowly', 'recovering', 'Shopkeepers', 'windows', '248', 'ANNEX', 'STATEMENT', 'COUNCIL', 'REASONS', '2.9', 'fake', 'Sudradjat', 'Djiwandono', '5.4', '43-year', '2,341', 'DIVIDED', 'CART', 'REQUEST', 'OLAZABAL', 'NORTHAMPTON', 'Seve', 'Ballesteros', 'divided', 'Olazabal', 'motorised', 'cart', 'rheumatoid', 'pairs', 'decides', 'Ryder', 'commitee', 'unhelpful', 'precedent', 'Olly', 'dispensations', 'feasible', 'carts', 'prohibited', 'POLAND', 'TIES', 'CYPRUS', 'BELCHATOW', 'Warzycha', '46th', 'Kostas', 'Malekos', 'THOMSON', 'RESIGNS', 'RAITH', 'ROVERS', 'KIRKCALDY', 'managerial', 'casualty', 'resigned', 'directors', 'relinquish', 'Regrettably', 'accordingly', 'pride', 'intact', 'agreeing', 'GRIQUALAND', 'WEST', 'KIMBERLEY', 'Griqualand', '18-18', '6-10', 'maltch', 'Cloete', 'Wath', 'Boeta', 'Wessels', 'McLeod', 'Glen', 'Osborne', 'BALL', 'Ball', 'Halford', 'endeavours', 'whilst', 'Divisionn', 'Postponed', 'AVERAGES', 'three-match', 'Batting', 'outs', '396', '79.20', '59.33', '190', '113', '38.00', 'Nasser', '37.00', '32.40', '159', '31.80', '41no', '25.50', 'Ealham', '11.60', '10no', '9.75', '6.00', 'Caddick', 'Graeme', 'Hick', 'maidens', '57.2', '165', '27.50', '36.16', '150.3', '377', '37.70', '42.00', '47.4', '62.50', '69.00', '81.00', '61.2', '221', '110.50', '264', '264.00', '158', '79.00', '141', '68.80', '195', '100no', '65.00', '320', '148', '64.00', '60.33', 'Latif', '45.00', '38.50', '30.00', '24.50', 'Shadab', 'Kabir', '21.75', 'Ata-ur-Rehman', '26.29', '26.93', '31.81', '48.4', '173', '34.60', '71.00', 'GOOCH', 'ANOTHER', 'Opener', 'underlined', 'consistency', 'Keith', 'Fletcher', '29,434', 'selector', '1,429', '64.95', 'No-one', 'argue', 'appreciate', 'ROMANIA', 'BOSS', 'BANNED', 'HEADBUTT', 'Miron', 'Cozma', 'headbutting', 'bosses', 'miners', 'lei', '3000', 'Danut', 'Lupu', 'Miners', 'rioted', 'reformist', 'Petre', 'Petrosan', 'tunnel', 'skirmish', 'tall', 'tallest', 'towering', 'cms', 'SQUASH', 'squash', 'Jansher', 'Pakistnn', 'Brett', '14-17', '13-15', 'Cairns', 'Del', 'Harris', '7-15', 'Chaloner', 'Frenz', '12-15', '15-4', '15-14', 'Kneipp', 'Faizy', 'Mir', 'Zaman', 'Gul', 'Meads', 'Thoren', '8-15', 'EDBERG', 'EXTENDS', 'TOPPLES', 'WIMBLEDON', 'CHAMP', 'vintage', 'Slams', 'toppling', 'illustrious', 'serve-and-volley', '30-year-old', 'Opens', 'retire', 'gray', 'volleyed', 'grace', 'top-seeded', 'Jimy', 'Szymanski', 'sprained', 'romp', 'Pavel', 'fellow-American', 'Wiesner', 'Iva', 'Majoli', 'fifth-', 'sidelines', 'TUESDAY', 'Rita', 'Alexia', 'Dechaume-Balleret', 'Ellwood', 'Mariaan', 'Swardt', 'Dominique', 'Roost', 'Florencia', 'Labat', 'Rinaldi', 'Stunkel', 'Angelica', 'Gavaldon', 'Paola', 'Suarez', 'Marianne', 'Werdel', 'Witmeyer', 'Grossman', 'Silvia', 'Farina', 'Caldwell', '5-', 'Adriana', 'Serra-Zanetti', 'Wagner', 'Gigi', 'Kristie', 'Boogert', 'Joannette', 'Laxmi', 'Poruri', 'Filippo', 'Veglio', 'Ruud', 'Jabali', 'Campana', '4-', '17-', 'Radka', 'Bobkova', 'Kschwendt', 'Kleinova', 'Annabel', 'Capriati', 'Arendt', 'Cacic', 'Likhovtseva', 'Kyoko', 'Nagatsuka', '7-', 'Pam', 'Shriver', 'Kimberly', 'Po', 'Ruano-Pascual', 'Tina', 'Kirzan', 'Rika', 'Hiraki', 'Langrova', 'Tami', 'Whitlinger', 'Cecchini', 'Francesca', 'Lubiani', 'Tamer', 'Sawy', 'Retired', '7-9', 'Amy', 'Frazier', 'Larisa', 'Neiland', 'Lisa', 'Lori', 'McNeil', 'Dopfer', 'Zina', 'Garrison', 'Sawamatsu', 'Rennae', 'Stubbs', 'Miriam', 'Oremans', 'Zrubakova', 'Pozzi', 'Skoch', '.508', '.595', '.526', '27TH', '.402', '.492', '.434', 'GIANTS', 'PHILLIES', 'VanLandingham', 'Glenallen', 'first-inning', '8-13', 'concentrated', 'Andres', 'Galarraga', 'extra-base', 'Swift', 'rain-shortened', 'seven-inning', 'arthroscopic', 'Benes', 'Royce', 'Clayton', '14-9', 'one-half', 'YANKEES', 'LOSE', 'wild', '12-11', 'Art', 'Howe', 'intentionally', 'lined', 'elbow', '20-6', 'Eldred', '5-1/3', 'Miranda', 'batter', 'Thome', 'Nagy', 'three-hitter', 'Felipe', 'Lira', 'left-field', '29th', 'Joe', '10-game', 'CHANG', 'TWO', 'SEEDS', 'enjoying', '186th-ranked', 'tiebreaker', 'hottest', '16-2', 'hardcourts', 'Everyone', 'Hopefully', 'nerves', 'Joining', 'talented', 'hurried', 'stomach', 'Towards', 'week-old', 'sushi', 'combination', 'undone', 'revenge', 'breezy', 'erratic', 'untidy', 'unforced', 'walloped', 'woeful', 'faults', 'deflating', 'fault', 'confusion', 'awarded', 'umpire', 'barely', 'frittered', 'risen', 'stray', 'spate', 'withdrawals', 'MARSEILLE', 'HOLD', 'AUXERRE', 'GOALLESS', 'lacklustre', 'Unbeaten', 'trail', 'bay', 'recruits', 'fluidity', 'proved', 'parries', 'lie', 'Riedle', 'Tretschok', '77th', 'Decheiver', '48,800', 'Balakov', 'Hagner', '85th', '31,139', 'Schulz', '24,800', 'Donkow', '33,230', 'summary', 'Jeffrey', 'Roest', 'Korneev', 'Hansma', 'ICE', 'HOCKEY', 'FINLAND', 'REPUBLIC', 'hockey', 'Ville', 'Peltonen', 'Ylonen', 'Teemu', 'Selanne', 'Jyrki', 'Lumme', 'Janne', 'Ojanen', '23rd', 'Ruuttu', 'Radek', 'Bonk', 'Reichel', 'Dopita', 'NEUCHATEL', 'APPEAL', 'CYPRIEN', 'NINE-MONTH', 'BAN', 'Xamax', 'nine-month', 'Jean-Pierre', 'Cyprien', 'post-match', '8,400', 'punches', 'Claudio', 'Moura', 'intervene', 'succeeded', 'kneeing', 'Hegi', 'elbowed', '840', 'Facchinetti', 'astonished', 'Gress', 'shocking', 'verbally', 'provoked', 'punished', 'scuffle', 'punch', 'react', 'BUGNO', 'CLEARED', 'DOPING', 'Veteran', 'Gianni', 'Bugno', 'doping', 'testing', 'testosterone', 'hormone', 'subsequent', 'higher-than-average', 'naturally', 'Giro', "d'Italia", 'stimulant', 'caffeine', 'COLONNA', 'STAGE', 'NETHERLANDS', 'HAARLEM', 'kilometre', 'Gouda', 'Haarlem', 'Federico', 'Colonna', 'Mapei', 'mins', 'secs', 'Robbie', 'McEwen', 'Jans', 'Koerts', 'Palmans', 'Teutenberg', 'Postal', 'Steels', 'Endrio', 'Leoni', 'Aki', 'Capiot', 'Collstrop', 'den', 'Braber', 'Neths', 'Blijlevens', 'TVM', 'Wolf', 'Foreldorado', '0:04', '0:06', 'Corini', '0:07', 'Omloop', 'Motorola', '0:08', 'Tristan', 'Hoffman', 'Hincapie', '0:09', 'Talen', '0:10', 'COFINEC', 'SLIPS', 'BOURSE', 'BUT', 'STRONG', 'Emese', 'Bartha', 'Expectations', 'Cofinec', 'S.A.', 'listing', 'rebound', 'Gabor', 'Sitanyi', 'London-based', 'Barings', 'French-registered', 'packaging', 'floated', 'hovered', '6,425', 'forints', 'Global', 'Depositary', 'Receipts', 'oversubscribed', 'deadline', '5,800', 'one-third', 'two-fifths', 'Tamas', 'Erdei', 'Budapest-based', 'ABN-AMRO', 'Hoare', 'Govett', 'macroeconomic', 'generates', 'Domestic', 'Product', 'plunged', 'understands', 'capita', 'consumption', 'folding', 'Krpaco', 'a.s.', 'ownership', 'consolidated', 'DIRECT', 'EQUITY', 'TRADES', 'PSE', 'Min', 'Volume', 'CZK', '000', 'AGROTONZ', 'TLUMACOV', '336.47', '59440', '19999.777', 'AVIA', '290.00', '700', '203.000', 'BARUM', 'HOLDING', '171.00', '14432', '2467.872', 'CESKA', 'SPORITELNA', '335.00', '375.00', '533153', '198354.941', 'CKD', 'PRAHA', '369.66', '384.00', '5565', '2065.260', 'EMKAM', '34684', '867.100', 'KABLO', 'KLADNO', '960.00', '2230', '2140.800', 'KOMERCNI', 'BANKA', '2320.00', '2370.00', '7000', '16408.700', 'LECIVA', '2470.00', '1360', '3359.200', 'METROSTAV', '3024.95', '9074.850', 'MORAV.CHEMIC.', 'ZAV', '637.50', '1626', '1036.575', 'OKD', '111.50', '112.56', '95975', '10752.092', 'PF', 'IKS', 'KB', 'PLUS', '156.00', '6000', '936.000', 'RIF', '900.00', '5500', '4950.000', 'SELIKO', '4000.00', '20000.00', '3565', '32607.500', 'SOKOLOVSKA', 'UHELNA', '785.00', '4710.000', 'SPIF', 'CESKY', '339.00', '340.00', '7546', '2562.094', 'SPT', 'TELECOM', '3355.00', '3404.71', '10700', '36337.137', 'SKODA', 'PLZEN', '1045.56', '1060.00', '10772', '11361.330', 'TABAK', '6700.00', '6700.000', 'TRINECKE', 'ZELEZARNY', '630.000', 'VODNI', 'STAVBY', '1915.00', '3830.000', 'BELL', 'slows', 'after-hours', 'WorldCom', 'MFS', '1-3/4', '3-8/16', '41-5/16', '5,700', '53,400', 'Session', '4,153,800', 'CBOE', 'Options', 'valued', 'suggest', 'unusual', 'certainly', 'steadily', 'mid-August', 'Derivatives', '312', '408-8750', 'E-mail', 'derivatives@reuters.com', 'Faulding', 'patent', 'ELIZABETH', 'N.J.', 'Purdue', 'Frederick', 'infringement', 'Purepac', 'Pharamceutical', 'Kadian', 'sustained', 'morphine', 'merit', 'Zeneca', 'F.H.', 'Mick', '36-year-old', 'first-team', 'omitted', '20-man', 'Kernaghan', 'Daish', 'Kelly', 'Elland', 'experimental', 'Shay', 'Given', 'Denis', 'Irwin', 'Babb', 'Kenna', 'Breen', 'Harte', 'Cunningham', 'Staunton', 'Townsend', 'Houghton', 'Gareth', 'Farrelly', 'McLoughlin', 'McAteer', 'Cascarino', 'Niall', 'Quinn', '+6613377', 'killer', 'murders', 'Eugene', 'colonel', 'commanded', 'wiped', 'Smerdon', 'nuns', 'Garang', 'Nairobi', 'SPLA', 'urgently', 'Nuour', 'Marial', 'Mapourdit', 'hindering', 'recruitment', 'interpretation', 'compound', 'Sisters', 'Moira', 'Batchelor', 'Father', 'Barton', 'Riel', 'Sister', 'Maureen', 'Carey', 'Brother', 'Raniero', 'Iacomella', 'captives', 'Kenyan', 'attributed', 'detentions', 'learned', 'Monsignor', 'Caesar', 'Mazzolari', 'apostolic', 'diocese', 'Rumbek', 'isolation', 'looted', 'animist', 'Arabised', 'postpones', 'pressed', 'register', 'well-organised', 'coerce', 'inform', 'districts', 'conquered', 'ethnically', 'cleansed', 'hinted', 'flagrant', 'fo', 'administer', 'waits', 'Kuznets', 'finalising', 'arranged', 'Vyacheslav', 'Tikhomirov', 'Novye', 'Atagi', 'materialise', 'rebuffed', 'suggestion', 'band', '10.45', '0645', 'Guldimann', 'Tikhomirov-Maskhadov', '20-month-old', 'falter', 'RIA', 'indicated', 'agencies', 'representatives', 'hinting', 'protege', 'lesson', 'profile', 'reelected', 'prompting', 'rumoured', 'weakening', 'Aides', 'insisting', 'apart', 'spelled', 'LJUBLJANA', 'intensify', 'reinforced', 'determination', 'Aleksander', 'Kwasniewski', 'Kucan', 'strengthening', 'bloc', 'Area', 'comprises', '142.3', '118.8', 'Janez', 'Drnovsek', 'Chamber', 'Economy', 'Nationalists', 'Iliescu', 'Junior', 'impeachment', 'Ion', 'PUNR', 'electioneering', 'PDSR', 'Nastase', 'unexpectedly', 'admission', 'vexed', 'ministries', 'agriculture', 'Gheorghe', 'Funar', 'impeached', 'treason', 'compromising', 'oust', 'succeed', 'nationalists', 'oppose', 'Presidential', 'Estonian', 'MPS', 'electing', 'Belinda', 'Goldsmith', 'TALLINN', 'Lennart', 'Meri', 'pushing', 'oversaw', 'statehood', 'arch-rival', 'Ruutel', 'votes', '101-member', 'garnered', 'reconvened', 'ceded', 'college', 'favoured', 'Reform', 'Heiki', 'Kranich', 'constitution', 'smoothe', 'periods', 'parliamentarians', 'leftist-led', 'inched', 'Support', 'constant', 'convene', '101', 'MPs', '273', 'emerges', 'garner', 'Enn', 'Markvart', 'invalid', 'abstentions', 'convened', 'abusing', 'shameful', 'acts', 'Adnan', 'Xhelili', 'Wiltshire', 'Adriatic', 'Durres', 'divorced', 'befriended', 'reminded', 'heterosexual', 'homosexual', 'begging', 'impoverished', 'Incumbent', '1300', 'popularity', 'Laca', 'sensational', 'difficulty', 'filmed', 'Rudolf', 'Gajdos', 'Interpol', 'Eva', 'Boudova', 'interrogated', 'pornographic', 'films', 'suspicions', 'rape', 'detectives', 'disappearances', 'serial', 'Urals', 'Perm', 'raped', 'identify', 'waited', 'touches', 'reminds', 'Commandments', 'posters', 'offices', 'Quarracino', 'sermon', 'cleric', 'Biblical', 'commandment', 'Thou', 'shalt', 'free-market', 'Eletropaulo', 'SAO', 'PAULO', 'Eduardo', 'Bernini', 'Sobral', 'secretariat', 'Romina', 'Nicaretta', '5511', '232', '4411', 'victims', 'Judicial', 'Alvarado', 'Hurte', 'Sierd', 'Zylstra', 'Jetsi', 'Hendrika', 'Coers', 'teak', 'plantation', 'Schutte', 'aspect', 'note', 'hand-written', 'Ebe', 'Huizinga', 'Depending', 'Eve', 'abductors', 'harden', 'CVG', 'privatization', 'CARACAS', 'swell', 'Corporacion', 'Venezolana', 'Guayana', 'proceeding', 'Machuca', 'Sidor', 'union-based', 'Radical', 'Cause', 'steel-producing', 'Venalum', 'Alucasa', 'Arguing', '13,000', 'layoffs', 'unionized', 'Lugo', 'Caracas', '582', '834405', 'drunks', 'lovebite', 'bandit', 'drinkers', 'lovebites', 'drunken', 'stupor', 'dreaded', 'chupabolos', 'drunksucker', 'preys', 'Matagalpa', 'Managua', 'placing', 'hickey-like', 'Nuevo', 'Diario', 'Enraged', 'machismo', 'so-far', 'culprit', 'surrounding', 'vagrants', 'slept', 'gripping', 'desserts', 'bolos', 'drunkards', 'beautiful', 'Banespa', 'prior', 'O', 'Globo', 'liquidated', 'temporary', 'restructure', 'privatized', 'refinance', 'Covas', 'reais', 'delicate', 'solved', 'Bamerindus', '90-day', 'Interest', 'TBC', 'loan', 'fourth-largest', 'troubles', '55-11-2324411', 'Havel', 'Vaclav', '15-21', 'Henrique', 'Cardoso', 'cities', 'Manaus', 'Chancellor', 'benevolent', 'Alejandro', 'Lanusse', 'dies', '1971', '1973', 'Domingo', 'Peron', 'unlike', 'predecessors', 'Ongania', 'Levingston', 'steered', 'Peronists', 'Hector', 'Campora', 'Solano', 'adversories', 'imprisoned', '1951', 'coup', 'Menendez', 'gradual', 'left-wing', 'activism', 'culminated', 'autobiography', '1918', 'married', 'Ileana', 'Military', '1935', 'collision', 'liner', 'Liaoning', 'Tiantan', 'Dalian', 'Tianjin', 'Matahari', 'revises', 'Putra', 'Prima', 'Hanifah', 'Komala', '+6221', '384-6364', 'China-bound', 'Seoul', 'Ki-choo', 'Jiaxuan', 'Atheist', 'blind', 'nominally', 'teachers', 'remote', 'attract', 'nabs', '10-year-old', 'immigrant', 'sneaked', 'Territories', 'Jiangsu', 'passerby', 'apartment', 'immigrants', 'overstayed', 'mainland', 'reverts', 'Hasan', 'Muratovic', 'Bosnians', 'Suleyman', 'Demirel', 'Tansu', 'Ciller', 'Barkho', 'organising', 'humanitarian', 'Secretary-', 'Gualtiero', 'Fulcheri', 'Zejjari', 'ascertain', 'equitable', 'procured', 'U.N', 'employ', 'Iraq-U.N.', 'memorandum', 'understanding', 'partial', 'Observation', 'separating', '1960', 'Somalia', 'DODGE', 'steers', 'heifers', 'Inquiry', '4,200', 'contracted', 'formulated', 'Confirmed', '408', '8720--', 'Anti-abortion', 'praises', 'Democrat', 'tolerance', 'Elsner', 'anti-abortion', 'pro-abortion', 'views', 'Hall', 'conscience', 'recognizes', 'welcomes', 'divergent', 'indeed', 'inclusiveness', 'organizers', 'Casey', 'vehement', 'intolerance', 'pro-woman', 'pro-child', 'pro-life', 'deliver', 'podium', 'deaf', 'ears', 'abortions', 'dilemma', 'insert', 'recognizing', 'validity', 'passionate', 'Kate', 'Michelman', 'Abortion', 'disdain', 'punishment', 'Cynthia', 'McKinney', 'Bids', 'Dark', 'flooded', 'Montana', 'bushel', 'Harvest', 'crop', 'noteworty', 'Durum', 'jumping', '14-pct', 'protein', 'durum', 'wheats', 'Chg', '5.06', '.02', 'unc', 'Duluth', '---', 'NORTH', 'DAKOTA', 'Hunter', '4.46', 'dn', '5.00', 'HRW', '12pct', 'Billings', 'MT', '4.62', '.01', '.10', 'Rudyard', 'Point', '4.41', 'Portland', 'OR', '5.1700', 'Pendleton', '4.7300', 'Coolee', 'WA', '5.13', '4.7000', 'Waterville', '5.05', '4.6200', 'Wenatchee', '5.15', '4.7200', 'nc=acomparison', 'na=not', '312-408-8720', 'Aa3', 'VMIG-1', '08/23/96', 'Rec', 'Bd', 'ref', 'YMCA', 'Proj', 'ser', 'VMIG', '3,390,000', '08/28/96', 'lauds', 'troop', 'welcome', 'dialogue', 'Mashadov', 'single-A', '08/26/96', 'OH', '6,310,000', 'Stallone', 'fiancee', 'Sylvester', 'Flavin', 'publicist', '7-pound', '4-ounce', 'Sophia', 'Bloch', 'wonderful', 'Rambo', 'Copland', 'Poll', 'jumps', 'ABC', 'challenger', 'stretching', 'whistle-stop', 'Perot', '47-38', '1,002', '824', 'opting', '48-43', 'fulfil', '26-57', 'bulk', 'millfeeds', 'Immediate', 'Millfeed', 'millfeed', 'High-priced', 'Flour', 'mills', 'mixer', 'ton', 'barley', '140', 'mixers', 'closely-watched', '312-408-8720--', 'Puerto', 'Rico', 'hairy', 'surgical', 'dark-brown', 'patch', 'skin', 'Abyss', 'DeJesus', 'nevus', 'journals', 'Children', 'ostracism', 'corrected', 'gradually', 'expanding', 'transplanting', 'afflicted', 'Norris', 'balloons', 'forehead', 'shoulders', 'filling', 'saline', 'inserted', 'treatments', 'Eau', 'Claire', 'Wisc', 'revs', 'Baird', 'waterworks', '5.2893', 'Realtors', '4,464', 'single-family', '4,570', '206,464', 'Condominium', '24.8', 'condos', 'nudged', '1.0', '123,394', '8.25', '8.32', '7.03', '617-367-4106', 'Amtrak', 'derails', 'MONTPELIER', 'Vt', 'Vermonter', 'Albans', 'Vermont', 'D.C.', '7:51', 'Roxbury', 'Montpelier', 'Garrity', 'Pudvah', 'trauma', 'understood', 'conductor', 'passangers', 'reservations', 'Uninjured', 'Springfield', 'Northfield', 'Mountains', 'Paralympics', 'gloomy', 'France-Juppe', 'handicapped', 'Paralympic', 'gloom-stricken', 'scepticism', 'opposite', 'July-August', 'medals', 'Opinion', 'pessimistic', 'stagnates', 'unemployement', 'near-record', 'blue-chip', 'foray', 'SBF-120', '1.19', '1,421.90', 'actively', 'CFDT', '500,000', 'Syndicale', 'Unitaire', 'FSU', 'austerity', 'unveiled', 'Anxieties', 'niggled', 'centime', '3.4211', 'heavyweights', 'Elf', 'Rhone', 'Poulenc', 'Eurotunnel', 'morose', 'post-holiday', 'UIC', 'GAN', 'slid', '12.19', '55.1', '758', 'recapitalisation', 'Supermarkets', 'Carrefour', '2.19', '2,616', 'Cheuvreux', 'Virieu', 'Reinsurance', 'Scor', 'Prudential', 'Mercantile', 'reinsurance', 'Re', 'Conglomerate', 'Bollore', '2.4', '73.83', 'Scac', 'Delmas', 'Vileujeux', 'SDV', 'Alcatel', 'Alsthom', '395.0', 'Opthalmic', 'Essilor', '1,328', 'Oakley', 'non-prescription', 'lens', 'Gentext', 'Optics', 'VEERAKESARI', 'Bomb', 'TELO', 'Trincomalee', 'Chavakachcheri', 'Jaffna', 'sentries', 'THINAKARAN', 'TULF', 'Sivasiththamparam', 'meaningless', 'UNP', 'DAILY', 'NEWS', 'Bread', 'flour', 'underpriviledged', 'sections', 'society', 'ISLAND', 'Excise', 'W.N.F.', 'Chandraratne', 'guidelines', 'liquor', 'licences', 'licence', 'LANKADEEPA', 'female', 'simultaneous', 'Chandrika', 'Kumaratunga', 'motorcade', 'DIVAINA', 'Cultural', 'sum', 'worn', 'DINAMINA', 'Ruhunu', 'indefinitely', 'hospitalised', 'tel', '941-434319', 'Rupam', 'Banerjee', 'tributes', 'legendary', 'poured', 'wean', 'laureate', 'aided', 'breathing', 'Woodlands', 'Nursing', 'revered', 'vomiting', 'diagnosed', 'abated', 'irregularly', 'Unless', 'breathes', 'advise', 'fingers', 'familiar', 'six-member', 'treating', 'greetings', 'bouquets', 'Pope', 'get-well', 'Ask', 'Happy', 'Birthday', 'Dearest', 'placard', 'Shishu', 'Bhavan', 'sister', 'speedy', 'recovery', 'Prayers', 'poorest', 'prostitutes', 'goddess', 'Raju', 'Statesman', 'Mangala', 'Das', 'waist', 'Prem', 'Gift', 'incessantly', 'Tarak', 'footpath', 'passers-by', 'Immaculate', 'bless', 'scribble', 'prayed', 'Ministers', 'Bengal', 'religions', 'pray', 'solidarity', 'downtrodden', 'Nanda', 'Gopal', 'Bhattacharya', 'Rifkind', 'conferences', 'obey', 'normally', 'interfere', 'protested', 'Salvation', 'FIS', 'Hamas', 'guest', 'denying', 'fundamentally', 'Mongolia', 'Congressman', 'Sayed', 'KABUL', 'Masood', 'briefed', 'Dana', 'Rohrabacher', 'wartorn', 'appoint', 'transitional', 'Bagram', 'airbase', 'Amrollah', 'neutralise', 'Afghans', 'Hamid', 'Ibrahimi', 'feels', 'Tehran', 'neutral', 'Jalalabad', '1.38', 'rupees', 'auctioned', 'three-', 'five-', '1.126', '44.5', '782.6', 'insurgents', 'Sharma', 'centre-right', 'insurgency', 'Maoists', 'multi-party', 'negotiates', 'Khum', 'Bahadur', 'Khadga', 'insurgent', 'Bhattarai', 'guarantee', 'centrist', 'jointly', 'Communist', 'Marxist-Leninist', 'UML', 'three-party', 'soy', 'INDORE', '12,900-13,100', 'Soyoil', 'solvent', 'soyoil', 'refined', 'undertone', 'Soymeal', '276-277', 'soymeal', '246-248', 'Rapeseed', 'extraction', 'availability', '3,850', 'Bedibunder', '3,800-3,825', 'Bhavnagar', '---------------------', 'Arrivals', 'Auction', 'Plant', 'Dewas', 'Yellow', '12,700-12,950', '12,900-13,150', '11,900-12,100', 'Mandsaur', '12,600-12,750', '12,700-12,850', 'Neemuch', 'n.a', 'Mhow', '12,700-12,800', '12,750-12,850', 'Ratlam', 'Ashta', '12,700-12,900', '12,800-13,000', 'Indore', '12,750-12,950', 'Dhar', '12,750-12,900', 'Ujjain', '12,850-13,050', 'Jaora', 'Barnagar', 'Khandwa', 'Ashoknagar', 'Nalkhera', '----------------------------------', '30,300-30,400', '30,700-30,800', '32,700-32,800', '32,900-33,000', '--------------------------------', 'rail-FOR', '9,800', '8,800', 'Bedi', 'Bunder', '1=35.73', 'Humayun', 'Rasheed', 'Choudhury', 'callers', 'chaired', 'Bengali', 'Banglabazar', 'Patrika', '330-member', '1986-87', 'assemby', 'partisan', 'ineffective', 'contributing', 'resorting', 'instability', 'desireable', 'designs', 'sternly', 'M2', '8.2', 'y', '456.8', '439.9', 'BANGLADESH', 'SUPPLY', '422.1', 'M1', '144.5', '139.3', '131.7', 'HELIBOR', 'INTEREST', 'RATES', 'LARGELY', 'UNCHANGED', 'Helibor', 'fixing', '3.40', '1-mth', '3.27', '3.29', '2-mth', '3.34', '3-mth', '6-mth', '3.56', '3.55', '9-mth', '3.73', '3.70', '12-mth', '3.89', '3.87', 'Barrick', 'Arequipa', 'Resources', '36.3', 'tendered', 'ahave', 'realize', 'Munk', '30-a-share', 'attractive', 'Pierina', 'allocation', 'swallow', 'Vancouver-based', 'prospector', 'sweetened', 'batch', 'drill', 'ounces', 'drilling', 'pro-rated', 'Penn', 'terminates', 'ALLENTOWN', 'Pa', 'terminated', 'non-binding', 'Merrion', 'Insurance', 'licensing', 'license', 'domiciled', '212-859-1610', 'VNU', 'Publisher', 'Op', 'Consumer', '618', '568', '363', 'Commercial', '127', '174', 'info', 'Miscellaneous', 'pro', 'rata', 'HMG', 'VTM', 'AOL', 'online', 'HANOVER', 'Online', 'Bertelsmann', 'AdOn', 'Schiphorst', 'CeBIT', 'Hanover', 'Buettner', 'managing', 'thirds', 'Scandanavia', 'Benelux', '0172', '6736510', 'hijack', 'Eyewitnesses', 'Rona', 'A310', '+', '00--44-171-542-7947', 'DTB-Bund-Future', 'tranches', '02.SEP.96-06.MAR.97', '95.35', 'WARRANTS', '96.00', '1.16', '97.00', '2.50', '127.10', '98.00', '202.90', '94.00', '101.40', '95.0', '1.33', '1.80', '71.70', '96.0', '1.84', '1.20', '51.80', 'DBRS', 'confirms', 'ratings', 'Pfd-2', 'debentures', 'cumulative', 'non-cumulative', 'AA', 'Pfd-1', 'intercity', 'roadblock', 'provinces', 'Erzincan', 'Sivas', 'ablaze', 'confiscates', 'Cyprus-based', 'Arabic', 'al-Tadamun', 'suggesting', 'editor-in-chief', 'Liwaya', 'censors', 'expense', 'front-page', 'entitled', 'Chronic', 'Mental', 'Illness', 'compliant', 'undergo', 'compulsory', 'psychiatrists', 'capacities', 'Because', 'behave', 'Zionists', 'censorship', 'IPO', 'FILING', 'Transkaryotic', 'Therapies', 'Name', 'Nasdaq', 'symbol', 'TKTX', 'Estimated', 'Shrs', 'ipo', '16,668,560', 'Underwriter', 'Morgan', 'Underwriters', 'over-allotment', '375,000', 'shrs', 'Hoechst', 'Roussel', '357,143', 'platforms', 'gene', 'activation', 'Use', 'Proceeds', 'preclinical', 'clinical', '15,400', '2,074', '3,422', 'AMTRAK', 'derailment', 'Wife', 'praise', 'wheelchair', 'Mrs.', 'controlling', 'firearm', 'Bradys', 'cane', 'rousing', 'reception', 'sat', 'VIP', 'felons', 'tonight', 'saluting', 'hunter', 'sportsman', 'Remington', 'AK47', 'Uzi', 'deserve', 'thumbs', 'deranged', 'impress', 'Jodie', 'actress', 'Rifle', 'Latest', 'tracking', 'CDU', 'CSU', 'SPD', 'FDP', 'PDS', 'Emnid', 'Elect', 'Res', '11.0', 'Allensbach', '37.2', '32.8', '13.0', '39.0', '40.0', '37.4', '7.3', '12.3', 'Forsa', '36.0', '31.0', '43.0', '37.0', '38.5', '32.5', '8.1', 'APRIL', '38.1', '32.3', '12.9', '6.3', 'OCTOBER', 'GENERAL', 'ELECTION', '36.4', '6.9', 'Electoral', 'Forschungsgruppe', 'Wahlen', '228', '2609760', 'Grimwade', '4.30', '0330', 'requests', 'negotiators', 'suggestions', 'Mentmore', 'resource', 'archive', 'housewares', 'formerly', 'Platignum', 'articles', 'pence', '81.5', 'valuing', 'stg', '179.5p', '4017', 'eyewitnesses', 'Flight', 'TNT', 'Glafcos', 'Xenos', 'Heathrow', 'Gatwick', 'handles', 'Ruth', 'third-busiest', 'prefer', 'implementing', 'well-rehearsed', 'contingency', '0300', 'intend', 'refuel', 'identity', 'Painted', 'parrot', 'scam', 'PERTH', 'conman', 'parrots', 'dye', 'birds', 'Denham', 'Peiris', 'cinnamon', 'Ringneck', 'Parrots', '14,000', 'Perth', 'impostor', 'fooled', 'pet', 'Drew', 'unknowingly', "'d", 'photos', 'authentication', 'dyed', 'feather', 'bird', 'enthusiast', 'bogus', 'informant', 'colours', 'moult', 'motorist', 'Tonga', 'unexpected', 'Tauranga', 'pothole', 'spun', 'wheels', 'tyres', 'smoke', 'pouring', 'bonnet', 'drink-driving', 'iscovered', 'Immigration', 'overstayer', "Nuku'alofa", 'SBPUs', 'seven-day', '14-day', 'Cut-off-rate', '15.75', '16.00', '38.43', '218.50', 'embassies', 'missions', 'Macedonian', 'Korean-related', 'facilities', 'outlawed', 'reunification', 'crushed', 'urgent', 'Nuclear', 'disarmament-China', 'reaffirmed', 'totally', 'satisfy', 'balanced', 'commentary', 'committing', 'thwarting', 'muted', 'forwarding', 'compromised', 'discussed', 'completion', 'inspections', 'drafts', 'stubbornly', 'uphold', 'deterrence', 'self-imposed', 'moratorium', 'declares', 'poisoning', 'receding', 'mysterious', 'germ', 'Sakai', 'hardest', 'O-157', 'colon', 'bacillus', 'settling', 'Naoto', 'Kan', '9,500', 'regional', 'Osaka', 'deadly', 'bacteria', 'schoolchildren', 'complications', 'indicating', 'peak', 'relieved', 'infected', 'pinpoint', 'infection', 'sanitary', 'standards', 'slaughterhouses', 'meatpacking', 'overhaul', 'compile', 'hygiene', 'aluminium', 'shipments', '8.9', 'mill', '224,609', '222,457', 'Aluminium', 'beverage', 'housing', 'Figures', 'reflecting', 'above-average', 'temperatures', 'half-year', 'cooler', 'inventories', '75,632', '0.2', '11,525', '11,244', 'downward', '210,622', '210,683', 'upward', '213,989', '213,845', 'pegged', '40,144', 'Shipments', 'auto', '15,286', '79,390', 'dipped', '18,867', 'Commodities', '81-3', '3432', '6179', 'publicly', 'gratitude', 'Bongo', 'thanking', 'technological', 'quashed', 'expressing', 'freedoms', 'drafted', 'censure', 'forum', 'code', 'dissent', 'doomed', 'Cooperative', 'TAIPEI', '0.05', '7.35', 'three-month-to-three-year', 'Sheu', 'Yuan-dong', 'jumpstart', 'sluggish', 'half-percentage', 'reductions', '5080815', 'demolition', 'two-hour', 'demolished', 'metre', 'crane', 'bulldozer', 'walls', 'amidst', 'alleys', 'Bystanders', 'bulldozed', 'PLO-Israel', 'lawmaker', 'Hashem', 'Zighayer', 'closure', 'Palestine', 'annexed', 'cede', 'SEC', 'adopts', 'rules', '1996-08-28', 'specialists', 'quotes', 'electronic', 'readily', 'Specialists', 'individuals', 'orderly', 'empower', 'compete', 'Levitt', 'Lindsey', 'improvements', 'commonplace', 'practices', 'existed', 'two-tiered', 'quote', 'robbing', 'malpractices', 'oversight', 'shifts', 'continuous', 'quotations', 'display', 'Berkeley', 'CABINET', 'APPROVES', 'TELEVISION', 'DECREE', 'ROME', 'reprieve', 'mogul', 'Silvio', 'Berlusconi', 'Mediaset', 'extending', 'plugs', 'void', 'magistrates', 'proprietor', 'channels', 'LINZ', 'locomotive', 'stationary', 'Steyr', 'shunt', 'wagons', 'sidings', 'trapped', 'wreckage', 'treat', 'Greater', 'averted', 'brakes', 'railways', 'APA', 'Saskatchewan', 'Pool', 'eyes', 'forge', 'scope', 'pork', 'positioned', 'Loewen', 'SWP', 'analyzing', 'partnerships', 'subsidy', 'grains', 'shipped', 'integrated', 'units', 'contracting', 'programs', 'Pork', 'Marketing', 'monopoly', 'ROVERETO', 'Ninova', '6.72', 'Heike', 'Drechsler', '6.65', 'Fiona', '6.64', '13.42', '13.45', 'Giaconi', '13.80', '11.34', '11.53', 'Gabi', 'Rokmeier', 'Sergey', 'Makarov', '85.26', '84.20', 'Blank', '81.64', '10.13', '10.18', 'Tilli', '10.43', '45.15', 'Vaccari', '46.16', 'Ochieng', '46.21', 'Mariacarla', 'Bresciani', '3.85', 'Nastja', 'Rysich', 'germany', 'Ana', 'Fidelia', 'Quirot', '58.98', 'Letitia', 'Vriesde', '2:00.39', '2:00.91', 'Kreissig', '2.20', 'Kostantin', 'Matusevitch', 'Buiatti', '2.15', 'Kibet', '1:45.24', '1:45.62', 'Kibitok', '1:46.09', 'Oksana', 'Ovchinnikova', '58.94', 'Shikolenko', '57.44', '56.70', 'Virna', 'Angeli', '55.66', 'Torshina', '55.99', 'Knoroz', '57.02', 'Lauren', '49.16', 'Bronson', '49.67', 'Ridgeon', '49.83', 'Kipkosgei', '7:46.91', 'Lambruschini', '7:47.78', '7:48.38', 'BRITISH', 'MASTERS', 'rain-affected', 'Masters', 'Collingtree', 'Gavin', 'Levenson', 'Coceres', 'Gilford', 'Cage', 'Emanuele', 'Canonica', 'Howell', 'Hedblom', 'Bottomley', 'Sellberg', 'Joakim', 'Haeggman', 'Klas', 'Fulke', 'Gates', 'Haglund', 'Niclas', 'Fasth', 'Chistian', 'McFarlane', 'Harwood', 'Brenden', 'Pappas', 'Teravainen', 'Velde', 'Oyvind', 'Rojahn', 'McAllister', 'Neal', 'Briggs', 'KELLY', 'TIME', 'TRIAL', 'retained', 'one-kilometre', '2.777', 'averaged', '57.345', 'Lausgberg', 'eighteen', 'hundredths', 'Eijden', '1:04.541', 'VAN', 'HEESWIJK', 'ALMERE', '195-km', 'Almere', 'Heeswijk', 'Zabel', 'Telekom', 'Zanoli', 'MX', 'Onda', '.Giuseppe', 'Citterio', '.Robbie', 'Kaspars', 'Ozers', '8:22:00', 'Giuseppe', 'CHAMPIONSHIPS', 'Selected', 'Boardman', '4:13.353', '4:14.784', 'Gritson', 'Moreau', '4:16.274', 'Heiko', 'Szonn', '4:21.715', 'Collinelli', '4:17.551', 'Sandstod', '4:24.660', 'Alexei', '4:19.762', 'Mariano', 'Friedick', '4:20.241', 'time-trial', '02.777', 'Lausberg', '1:02.795', 'Eiden', 'Thuet', '1:04.732', 'Grzegorz', 'Krejner', '1:04.834', 'Ainars', 'Kiksis', '1:04.896', 'Dimitrios', 'Georgalis', '1:05.022', '1:05.219', 'Keiji', 'Kojima', '1:05.300', 'Sharman', '1:05.406', 'Escuredo', '1:05.731', 'MacLean', '1:05.735', 'Meidlinger', '1:05.850', 'McKenzie-Potter', '1:06.289', 'Masanaga', 'Shiohara', '1:06.615', 'Zyl', '1:07.258', 'Keirin', 'Nothstein', '10.982', 'Neiwand', 'Magne', 'Buran', 'Hubner', 'Gane', 'Madison', 'Martinelli', 'McGrory', 'Pate', 'Kappes', 'Carsten', 'Betschart', 'Risi', 'Curuchet', 'immi', 'Madsen', 'Veggerby', 'Galvez-Lopez', 'Llaneras', 'Kotzmann', 'Stocher', 'Capelle', 'Jean-Michel', 'Monin', 'BOARDMAN', 'FULFILS', 'PREDICTION', 'Ayres', 'prediction', '4,000', '13.353', '4:19.699', '4:17.696', 'amazed', 'Who', 'proximity', 'indoor', 'superman', 'perfected', 'Obree', 'viral', 'Qualifiers', '4:19.808', '4:21.009', '4:21.454', '4:22.738', '4:24.427', 'Gritsoun', '4:26.467', 'L.', '5-67', '105-4', 'Chester-le-Street', '73-3', 'FOWLER', 'MCMANAMAN', 'McManaman', 'Fowler', 'Kishinev', 'scans', 'X-rays', 'chat', 'foolish', 'Howey', 'naming', 'Gascoigne', 'Batty', 'JOCKEY', 'WEAVER', 'RECEIVES', '21-DAY', '21-day', 'Jockey', 'irresponsible', 'Pontefract', 'Leger', 'stayer', 'Double', 'Trigger', 'prominence', 'Guineas', 'Mister', 'Baileys', 'classic', 'ROWING', 'REDGRAVE', 'SEEK', 'FIFTH', 'Redgrave', 'Pinsent', 'coxless', 'thoughts', 'athlete', 'Rowing', 'BOTHAM', 'DISMISSES', 'GATTING', 'CLASS', 'DEBUT', 'golden', 'Gatting', 'half-volley', 'square-leg', 'learn', 'Stephenson', 'dashed', 'thrid', '1977', 'dismissing', 'Chappell', 'hop', '5,200', 'CARLING', 'LEFT', 'TRAINING', 'Will', 'Carling', 'Guscott', 'Rory', 'Underwood', 'quartet', 'possess', '244', 'qualities', 'selectors', 'DODGERS', 'Hideo', 'Nomo', 'half-game', '13-10', '7-1/3', 'Benito', 'Santiago', 'Amaro', '5-12', 'Denny', 'Neagle', 'Smoltz', '20-7', '14-6', 'Devon', 'Hutton', 'Petkovsek', 'Valentine', 'Blair', 'Gwynn', 'Joyner', 'First-place', '34-20', 'Eusebio', 'sacrifice', 'comeback', '5-0', 'benched', 'Arias', 'Smiley', 'one-run', 'Armando', 'Reynoso', 'bulge', 'Larkin', 'one-out', 'RECALL', 'MEHRTENS', 'Mehrtens', 'series-clinching', 'TriNations', 'tearing', 'cartilage', 'Lock', 'Larsen', 'standby', 'Jonah', 'Lomu', 'Cullen', 'Walter', 'Josh', 'Kronfeld', 'Robin', 'Olo', 'Dowd', 'BONNET', 'TAKES', 'COACH', 'Bonnet', 'Hockey', 'Kwazulu-Natal', 'Englishman', 'Featherstone', 'GIBBS', 'GETS', 'Province', 'Herschelle', '14-man', 'quadrangular', 'Woolmer', 'matured', 'MCC', 'supreme', 'Kallis', 'Spin-bowling', 'all-rounders', 'Nicky', 'Boje', 'Crookes', 'Hansie', 'Cronje', 'vice-captain', 'McMillan', 'Kirsten', 'Hudson', 'Symcox', 'Jonty', 'Rhodes', 'Allan', 'Fanie', 'Villiers', 'Daryll', 'Cullinan', 'Gibs', 'STAR', '71-57', 'Olympiakos', '40-34', 'basketball', 'Alba', 'RUSSIA', 'Yuri', 'Nikiforov', 'Vladislav', 'Rodimov', 'Donizetti', 'Attendence', 'Rodney', 'Eyles', 'Zarak', 'Jahan', 'Nicol', 'Wellings', 'Ryan', 'Parke', '2-15', 'Julien', 'Bonetat', 'Jonathon', 'Barada', '15-13', 'Shabana', 'Hands', 'Zubair', 'Faheem', 'R', 'FORMULA', 'SHELL', 'PHILIPPINES', '85-82', '36-46', 'best-of-seven', 'ISRAELI', 'Kfar', 'Sava', 'Zafririm', 'Holon', 'Maccabi', 'Haifa', 'Petah', 'Tikva', 'Lezion', 'Beit', "She'an", 'Beersheva', 'Herzliya', 'SELES', 'HAS', 'WALKOVER', 'co-world', 'Wednesay', 'four-and-a-half', 'SERIOUS', 'MEDVEDEV', 'HAVING', 'FUN', 'AGAIN', 'Outspoken', 'clown', 'prince', 'no-nonsense', 'attitude', 'routing', '99.9', '22-year-old', 'abnout', 'distracting', 'confining', 'tirades', 'peripheral', 'lounge', 'rant', 'entertain', 'businesslike', 'zero', 'Winning', '77-minute', 'slotted', 'odds', '151-to-1', 'preparation', 'destined', 'Nainkin', '2-7', '6-8', 'End', 'Thigh', '.565', '.511', '.356', '.522', '.451', '.568', '28TH', '.623', '.427', '.549', '.431', 'GRAF', 'WORKS', 'HARD', 'FIRST-ROUND', 'rewritten', '29th-ranked', 'superstar', 'Graf-like', 'efficiency', 'fourth-seeded', 'second-day', 'crushing', 'medalist', 'Fifth-seed', '53rd-ranked', 'Maggie', 'loser', 'grab', 'semblance', 'ponytail', 'unleashed', 'tie-break', 'feisty', 'tie-breaker', 'Usually', 'point-by-point', 'SOSA', 'SURGERY', 'WEEKS', 'Valuable', 'Player', '8-1', 'playoff', 'MARCELO', 'HAT-TRICK', 'novelty', 'roof', '51,000', '20-metre', 'dull', 'Eijkelkamp', '56th', 'Jongsma', 'shock', 'Henke', 'fifth-placed', 'ROBSON', 'TROPHY', 'weathered', 'non-stop', 'whisker', 'away-goal', 'squandered', 'midway', 'fullback', 'Albert', 'Ferrer', 'Julen', 'Lopetegui', 'Milinko', 'Hristo', 'Stoichkov', 'Barjuan', 'set-piece', 'free-kick', 'athletic', 'Calderon', 'Bernabeu', 'distinct', 'SPANISH', '11,000', 'SIGN', 'STRIKER', 'GABRICH', 'Iwan', 'Gabrich', 'Kluivert', 'Tijjani', 'Babangida', 'Dani', 'PARMA', 'ROMA', 'UDINESE', 'Parma', 'Roma', 'humble', 'Empoli', 'Wealthy', 'Ancelotti', 'Enrico', 'Chiesa', 'Pescara', 'Ottavio', 'Palladini', 'Giampaolo', 'Melli', 'Palermo', 'Bianchi', 'Arrigo', 'Sacchi', 'Cesena', 'Udinese', 'Cremonese', 'Uruguayan', 'nightmare', 'replay', 'Cosenza', 'Fidelis', 'Andria', 'Piacenza', 'Atalanta', 'Lecce', 'Genoa', 'Sampdoria', 'Nocerina', 'newcomers', 'Perugia', 'BAYERN', 'HIT', 'FOUR', 'BUNDESLIGA', 'Goals', 'powered', 'second-placed', 'Sergio', '25th', 'Zickler', 'acrobatic', '13-times', 'Ruggiero', 'Rizzitelli', 'Feldhoff', 'Rhineside', 'Spal', 'Reggiana', 'Lucchese', 'Vicenza', 'Bologna', 'Torino', 'Avellino', 'Lazio', 'Bari', 'Monza', 'Napoli', 'Chievo', 'Ravenna', '27,600', '48,000', 'Akpoborie', '27,000', 'Von', 'Heesen', 'Hirsch', 'scorers', 'Pires', 'Marc-Vivien', 'Foe', 'Patrice', 'Loko', 'PSG', 'Guivarch', 'SMICER', 'LAST-GASP', 'GOAL', 'LENS', 'In-form', 'Aime', 'Jacquet', 'Parc', 'des', 'Princes', 'raid', 'hard-won', 'Spurred', 'leveller', 'crossbar', 'bounced', 'Kader', 'Ferhaoui', 'blunder', 'Jean-Claude', 'Nadon', 'Vairelles', 'Lefevre', 'convincing', 'Ironically', 'Benoit', 'Cauet', 'one-two', 'Parisians', 'concede', 'Leonardo', 'Panama', 'Dely', 'Valdes', 'shocked', 'Canaries', 'Reigning', 'Hintum', 'Waalijk', 'Schreuder', '6,150', 'Vierklau', 'Nooijer', '5,696', 'Vurens', 'Schultz', '22,434', '56rd', '48,123', '71st', 'Etienne', 'Mendy', '12,000', 'Giuly', 'Chaouch', 'Rouxel', 'Baret', 'Colleter', 'SG', 'CHRISTIE', 'ASKED', 'JOIN', 'OWENS', 'TRIBUTE', 'Dream', 'relay', 'tribute', 'Jesse', 'Owens', 'promoter', 'Rudi', 'Thiel', 'hopeful', 'holder', 'Namibian', '4X100', 'widow', 'squads', 'TENDULKAR', 'UPSTAGED', 'JAYASURIYA', 'dashing', 'Sanath', 'Jayasuriya', 'nine-wicket', 'comfortably', 'modest', '226-5', 'devastating', 'Romesh', 'Kaluwitharana', 'man-of-the-match', 'Aravinda', 'Silva', 'ex-captain', 'chipped', 'stumped', '230-1', 'Jadeja', 'Ganguly', 'Dharmasena', 'Kambli', 'Dravid', 'Srinath', 'w-9', '226', '1-4', '2-57', '3-186', '4-217', '5-217', 'Kumble', 'Mongia', 'Kapoor', 'Vass', '9-2-35-0', 'Pushpakumara', '6-0-23-0', '10-0-59-1', '10-0-42-0', '10-1-39-1', '5-0-24-0', 'A.de', 'w-2', '1-129', 'Asanka', 'Gurusinha', 'Hashan', 'Tillekeratne', 'Roshan', 'Mahanama', 'Kumara', 'Chaminda', 'Vaas', 'Muthiah', 'Ravindra', '10-1-40-0', '6-0-47-0', '8-0-33-0', '6-0-29-1', '10-2-51-0', '2.2-0-13-0', '2-0-14-0', 'Man-of-the-Match', 'Anil', 'Ajay', 'Sourav', 'Vinod', 'Rahul', 'Nayan', 'Javagal', 'Venkatesh', 'Ashish', 'Princeton', 'Lyman', 'Organisations', 'Bailundo', 'Savimbi', 'participated', 'joint-commission', 'quartering', 'reality', 'TRUTH', 'BODY', 'SUMMON', 'APARTHEID', 'subpoena', 'persons', 'Subpoenas', 'heal', 'confronting', 'Basie', 'Smit', 'Merwe', 'co-operation', 'compiling', 'harrowing', 'frankness', 'Hopes', 'subpoenaed', 'human-rights', 'TURKISH', 'AIRPLANE', 'LANDS', 'BOMB', 'THREAT', 'airliner', '1503', '1203', 'fire-engines', 'Nothing', 'Cypriot', 'hijacker', 'Arch', '1,100', 'bbl', 'WORTH', 'exploratory', 'Morinville', 'excess', 'Trax', 'et', 'al', '10-23', 'logged', 'Leduc', 'Reef', '5,350', 'Cometra', '11-13', '590', '64ths-inch', 'choke', '2-25', 'encountered', 'Nordegg', 'Apache', 'Saunders', '14-28', 'depth', '3,800', 'acreage', 'earning', '5,120', '8,320', 'Butte', 'Garrington', '4-8', 'Testing', 'Including', 'barrel', 'Brumm', '212-859-1710', 'Biogen', 'Berlex', 'Leslie', 'Gevirtz', 'counsels', 'Schering', 'tempest', 'tube', 'Food', 'Drug', 'violated', 'Orphan', 'Avonex', 'MS', 'Betaseron', 'types', 'interferon', 'BioVest', 'Hedaya', 'marketplace', 'Chiron', 'inventory', 'FDA', 'Ophran', 'exclusivity', 'diseases', 'differs', 'beta-1b', 'Judge', 'counsel', 'Astrue', 'Chabora', 'Newark', 'depositions', 'Bissell', 'preside', 'balances', 'Fed', 'BILLIONS', 'DLRS', 'acct', '5.208', '4.425', 'Tax', '14.828', '15.687', '20.036', '20.112', '5,124.053', '5,122.084', 'shrugged-off', 'Codelco', 'Salvador', '0.35', '90.20', '90.50', '89.40', '91.05', '90.85', 'lots', 'Huw', '212-859-1646', 'center', 'CBSA', 'Average', 'centers', 'Brass', 'Servicenter', 'coil', 'strip', 'Alloy', 'size-per-order', 'Harleysville', 'qrtly', 'dividenD', 'HARLEYSVILLE', 'Quarterly', 'Prior', '0.21', 'Pay', 'Record', 'ENAP', 'Oriente', 'Escravos', 'Oct', 'Empresa', 'Nacional', 'del', 'Petroleo', 'Ecuadorian', '960,000', '15-18', 'vague', 'supplied', 'seller', 'referring', 'Petroecuador', 'Dated', '50-cent', '1620', '1241', 'III', '1249-1286', '1260', 'Ghibellines', 'retook', 'Florentine', 'Guelfs', 'Monte', 'Aperto', '1768', 'Francois-Rene', 'Vicomte', 'Chateaubriand', 'romantic', 'seminal', 'Memoires', "d'Outre", 'Tombe', '1781', 'settlers', 'Pueblo', 'Nuestra', 'Senora', 'Reina', 'Lady', '1824', 'Bruckner', 'composer', 'organist', 'symphonies', 'scale', 'masses', '1870', 'Napoleon', 'Franco-Prussian', '1886', 'Skeleton', 'Canyon', 'Arizona', 'Geronimo', 'rebellion', 'surrendered', '1892', 'Prolific', 'modernist', 'Darius', 'Milhaud', 'jazz', 'ballet', 'Creation', 'du', 'Madame', 'Bovary', '1906', 'German-born', 'biologist', 'Delbruck', 'physiology', 'genetic', 'infect', '1907', 'Edvard', 'Grieg', 'Peer', 'Gynt', 'Suite', 'Piano', 'Concerto', '1908', 'Dmytryk', 'Crossfire', 'Hollywood', 'Farewell', 'lovely', 'Boy', 'Scout', '1944', 'liberated', 'Wilhelmina', '1890', 'Wars', 'abdicated', 'Juliana', '1963', 'Schuman', 'statesman', '1947-48', '1948-52', '1964', 'Forth', 'measuring', '6156', 'ft', '3300', 'Majesty', '1965', 'Schweitzer', 'theologian', 'philosopher', '1913', 'Acclaimed', 'interpretations', 'J.S.', 'Bach', 'Brotherhood', '1952', 'Spitz', 'Olympiad', 'E.F.', 'Fritz', 'guru', 'author', 'Small', 'Beautiful', 'Simenon', 'character', 'Inspector', 'Maigret', 'Todor', 'Zhivkov', 'embezzling', 'Declaring', 'ours', '15-month', '3,000th', 'Fourth', 'Great', 'equality', 'noise', 'bigger', 'detecting', 'fining', 'violators', 'complying', 'trimmed', 'decibels', 'loudness', 'Nevertheless', 'worthwile', 'Goschen', 'quieter', 'consultation', 'applied', 'busiest', '1959', 'repositioned', 'detect', '7717', 'beats', 'team-mates', 'redraw', 'union-England', 'exclusive', 'Sky', '135.8', 'Kiernan', 'one-dayers', 'Christchurch', 'Dunedin', 'heels', 'CAF', 'inability', 'Bangui', 'internationally-sponsored', 'Sierra', 'Leone', 'examining', 'dossier', 'Burundi-Central', 'disqualify', 'fast-tracks', 'asylum-seekers', 'VANCOUVER', 'fast-tracking', 'dissidents', 'fast-tracked', 'processing', 'referred', 'Garrett', 'Lambert', 'disposition', 'suppose', 'guess', 'preferential', 'Patten', 'post-1997', 'Ivorian', 'journalist', 'ABIDJAN', 'Lapke', 'Populaire', 'questioning', 'Colleagues', 'confidential', 'Voie', 'insulting', 'Henri', 'Konan', 'Bedie', 'ASEC', 'Abidjan', 'excessive', 'pardoned', 'incitement', 'disturb', 'Village', 'FREETOWN', 'Leonean', 'Foindu', 'Region', 'Brigade', 'Fallah', 'Sewa', 'overran', 'Mano', 'Junction', 'diamond', 'Tongo', 'Freetown', 'Rebels', 'Continuing', 'ascribed', 'uncontrolled', 'bands', 'Ivory', 'RUF', 'Aid', 'Chiluba', 'shuffles', 'vacancy', 'LUSAKA', 'Zambian', 'shuffled', 'sacking', 'Remmy', 'Mushota', 'tribunal', 'coffers', 'Lands', 'Luminzu', 'Shimaponda', 'Machungwa', 'fictitious', 'rid', 'payroll', 'Sidia', 'Ousmane', 'Kaba', 'root', 'Guinean', 'bribes', 'expenditure', 'whereas', 'minerals', 'hydroelectric', '=1,000', 'uniting', 'squabbling', 'Liberian', 'Monrovia', 'inauguration', 'vice-chairmen', 'Alhadji', 'Kromah', '150,000', 'orgy', 'looting', 'compliance', 'Freed', 'slaves', '1847', 'Constitutional', 'Project', 'CRP', 'Istafanus', 'Elisha', 'Shamay', 'O.K.', 'Likkason', 'Egurugbe', 'ongoing', 'ASUU', 'Academic', 'Universities', 'Tafawa', 'Balewa', 'academic', 'four-month', 'Dozens', 'detention', 'colonies', 'pleas', 'clemency', 'versions', 'gypsy', 'Topolcany', 'elaborating', 'visits', 'sketch', 'murderer', 'identical', 'portrait', 'father-of-three', 'Belgians', 'Knifeman', 'beauty', 'queen', 'knifed', 'Agnieszka', 'Kotlarska', 'U.S.-based', 'modelling', 'Versace', 'Vogue', 'Wyborcza', 'TWA', 'booking', 'attacker', 'Jerzy', 'intending', 'slip', 'System', '1.64', '180.38', '4.38', 'Mokhoff', 'Alliance-Menatep', 'inactivity', 'Babayan', 'CentrInvest', 'UES', 'Unified', 'chips', 'anybody', 'ADRs', '0.0817', '0.0822', '8.90', 'Gazprom', '0.300', '0.355', '0.445', 'converted', 'investing', 'tightened', 'restricting', 'shareholers', 'Mosenergo', '0.958', '0.966', 'Rostelekom', '2.56', '2.58', 'LUKoil', '9.82', '9.85', 'Tolkacheva', 'deportations', 'deporting', 'Tritan', 'Shehu', 'Koha', 'Jone', 'deported', 'legalise', '350,000', 'long-standing', 'stumbling', 'Bulgarians', 'pre-communist', 'restitution', 'Southeastern', '96.6', 'abolished', 'Soviet-style', '++359-2', '981', '8569', 'chancellor', 'vacation', 'staying', 'lodge', 'loudest', 'Exiled', 'confusing', 'Shiels', 'NAGYATAD', 'Nagyatad', 'Lajos', 'semi-literate', '385', 'Bosnian-Croat', 'Republika', 'Srbska', 'override', 'reassert', 'Adem', 'Hodzic', 'seals', 'Bosnia-Hercegovina', 'councils', 'invalidated', 'cancellation', 'Husein', 'Micijevic', 'translators', 'booth', 'Probably', 'Seventy', 'Mandolina', 'Zelic', 'translator', 'ringed', 'Szabo', 'studying', 'envelopes', 'slips', 'inconclusive', 'Baltic', '101-strong', 'rebuff', 'Toomas', 'Savi', 'Rosati', 'best-selling', 'marginalised', 'tactical', 'manoeuvre', 'circle', 'unity', 'unwilling', 'matters', 'chosed', 'harm', 'eastward', 'inevitable', 'resembled', 'Soviet-era', 'soars', '1,242.9', '596.5', 'January-May', 'Six-month', 'expenditures', '9.50', '7.56', 'end-May', '31.6', '8.26', 'revise', 'pension', 'indexations', 'energy', '566', '6.0-percent', 'indexation', 'quickened', 'envisaged', '16.98', '20.17', '3.19', 'leu', '3,161', '40-1', '3120264', 'Nicaraguans', 'delinquency', 'Bernardo', 'Arce', 'advised', "Gov't", 'dodging', 'Ernesto', 'Samper', 'seem', 'Prosecutor-General', 'Adolfo', 'Salamanca', 'senators', 'Myles', 'Frechette', 'applauded', 'outcast', 'counternarcotics', 'year-old', 'stemming', 'enthusiastic', 'Extradition', 'endorsing', 'lords', 'U.S.-bound', 'penalities', 'prisons', 'contributions', 'Quake', 'shakes', 'earthquake', 'Richter', 'quake', '11.16', '1716', 'Quepos', 'Volcanic', 'Seismologicial', 'welcoming', 'Santamaria', '1700', 'Barrier', 'CVRD', 'shelve', 'Doce', 'Dutra', 'annulled', 'dedicate', 'Schomberg', '55-61-2230358', 'Yates', '1996-08-29', '5.79', '6.08', '3.98', 'dividend', 'ltd', '148.29', '133.82', '2.07', '8.63', '7.23', 'franked', 'Nov', 'Reg', '3.67', '2.78', '2.69', 'Depreciation', '3.25', '2.79', 'bartender', '9.68', 'bag', 'hometown', 'commuted', 'RAMALLAH', 'Legislative', 'halting', 'mechanism', 'uncompromising', 'resolutions', 'necessarily', 'binding', 'blasted', 'amounted', 'concerning', 'Korei', 'comprehensive', 'confront', 'confiscation', 'agrees', '8:00', 'PUK-KDP', 'endorse', 'massing', 'centres', 'penetrated', 'reflects', 'Hostilities', 'aggression', 'safeguarded', 'Operation', 'Provide', 'Comfort', 'noble', 'contemplate', 'INA', 'morals', 'Abdulsamad', 'Hameed', 'contrary', 'blasts', 'ignoring', 'Crosson', 'VENTURA', 'mention', 'outdoor', 'commented', 'Welcome', 'laughed', 'anti-drug', 'Meanwhile', 'aggressively', 'flashpoint', 'Keep', 'likened', 'stream', 'missiles', 'needle', 'cigarette', 'poison', 'cocaine', 'marijuana', 'remarks', 'cigarettes', 'well-wishers', 'specifically', 'Oh', 'Come', 'aides', 'Proposition', '215', 'cultivation', 'medicinal', 'headache', 'ingrown', 'toenail', 'non-political', '20-minute', '12-17', 'year-olds', 'flanked', 'Bush', 'BALANCE-Water', 'Dist', 'Cty', 'WATER', 'DISTRICT', 'CO', 'KS', '45,020,000', 'REVENUE', '22,040,000', 'SER', '1996A', '22,980,000', 'RFDG', '1996B', 'Aa', '09/05/1996', 'FIRM', '06/01', '12/01', '-------------------------------------------------------------', '665M', '840M', '570M', '605M', '70M', '895M', '600M', '2003', '705M', '795M', '2004', '655M', '90M', '965M', '65M', '2010', '60M', '100M', '2011', '30M', '2012', '20M', '35M', '11,450', 'Profit', 'weigh', 'underpinned', 'persisted', 'declining', 'firming', 'cash-related', 'wood', 'Random', 'Lengths', 'spruce', 'tbf', 'Reduced', 'Lumber', '0.70', '413.20', '369.00', 'Jerry', 'Bieszk', '312-408-8725', 'WHEAT--Rains', 'planting', 'Frost', 'Above-normal', 'Plains', 'near-ideal', 'extension', 'economist', 'irony', 'old-timers', 'Dust', 'Bowl', '1930s', 'turnabout', 'Hodges', 'Climatological', 'Survey', '20.19', 'climatologist', 'Mosier', 'Panhandle', 'beneficial', 'ideal', 'mositure', 'Dolly', 'topsoil', 'adequate', 'Agricultural', 'Statistics', '816', '561-8671', 'settles', 'JACKSONVILLE', '19.4', 'portfolios', 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'Lezama', 'newroom', '728', '9554', '05:53', 'CHILPANCINGO', 'Pre-electoral', 'bickering', 'Acatepec', 'Mayor', 'fanned', 'intimidate', 'stirred', 'Agir', 'Ensemble', 'pour', 'les', 'Droits', "l'Homme", 'exerted', 'psychological', 'grabs', 'Aguirre', '47-year-old', 'Tribunal', 'Pessina', 'restaurants', 'travelled', 'condemn', 'day-to-day', 'punish', 'landless', 'peasants', 'countryside', 'Letter', 'Churches', 'Coordinate', 'Ecumenical', 'endemic', 'Thirty-six', 'massacred', 'Para', 'Lucas', 'Moreira', 'Neves', 'Bishops', 'flees', 'passport', 'consular', 'anti-corruption', 'soliciting', 'Corruption', 'ICAC', 'anti-graft', 'Consulate', 'bribe', '12,940', 'scams', 'Honduran', 'passports', 'thinks', 'solve', 'woes', '1,617', 'Rajapat', 'warnings', 'pullouts', 'Chatichai', 'Choonhavan', 'Chavalit', 'Yongchaiyudh', 'Aspiration', 'insincere', 'slowdown', 'switched', 'monarchy', '1932', 'Yassin', 'Ramle', '60-year-old', 'fundamentalist', 'wrecking', 'confined', 'freeing', 'SKHIRAT', 'Skhirat', 'Rabat', 'purely', 'Accompanied', 'Scandal', 'vital', 'Conlon', 'triumphal', '10-week', 'abruptly', '200-an-hour', 'eavesdrop', 'conversations', 'campaigns', 'invaluable', 'captivated', 'worried', 'Senator', 'Dianne', 'Feinstein', 'bump', '50-year-old', 'dogged', 'wrongdoing', 'misconduct', 'questionable', 'judgment', 'selecting', 'advisers', 'chart', 'revert', 're-elected', 'hall', 'revelled', 'heartland', 'hoarse', 'voice', 'resolute', 'wit', 'stilted', 'glib', 'Piper', 'Jaffray', 'tax-exempt', 'compiled', 'Previous', '8/30', 'Week', 'Change', '-------------------------', 'A-rated', "Gen'l", 'Obligation', '4.45', '4.40', '+0.05', '4.90', '-----', '5.40', '5.35', '5.55', 'Rev', 'Researchers', 'muscular', 'dystrophy', 'gene-therapy', 'technique', 'Gene', 'Therapy', 'telethon', 'method', 'Muscular', 'muscle', 'degenerates', 'adulthood', 'Individuals', 'non-working', 'producing', 'dystrophin', 'altered', 'common-cold', 'minimise', 'susceptibility', 'injected', 'mice', 'bred', 'genes', 'experiment', 'fibers', 'diminishing', 'Similar', 'test-tube', 'immune-system', 'Grain', 'oilseeds', 'oilseed', 'WHEAT', 'SALES', 'Assn', '98,000', 'No.1', 'No.2', 'Cargill', 'Mitsui', 'Dreyfus', 'Northwest', '10-30', '16,300', 'DNS', '212.00', '205.10', 'WW', '202.65', '19,500', '212.25', '204.74', '199.71', '23,500', '9,600', '4,900', '199.56', 'Commodity', '18,278', '195.79', 'FOB', 'donation', 'Shipment', 'BARLEY', 'SOYBEAN', 'Taichung', 'Breakfast', 'Soybean', 'Procurement', '108,000', 'soybeans', 'Bunge', '11-25', 'PNW', '0.8584', '6-20', '.8787', '31,412', 'PL-480', '303.19', 'buyer', '15-30', 'TENDER', 'MARKET', 'TALK', '595,400', '319,600', '12,300', '300,800', 'upland', '50,400', '54,800', '100,600', '75,000', '1,700', 'sorghum', '6,200', '156,700', 'pima', '49,900', 'Oilseed', 'poultry', 'fruits', 'gaining', '25.0', 'quota', 'ONIC', 'panel', 'cutout', 'offal', 'DES', 'MOINES', 'steer', '9.76', '0.03', 'Help-wanted', 'ad', 'help-wanted', 'uneven', '83.0', '85.0', 'Goldstein', 'Recent', 'want-ad', 'hiring', 'unemployment', 'matched', 'jewel', 'heist', 'ATLANTIC', '690,000', 'jewelry', 'Showboat', 'Hotel', 'Capt', 'Andrews', 'videotape', 'suitcase', 'resembling', 'wholesaler', 'Schein', 'suitcases', 'closet', 'Jewellers', 'mid-twenties', 'distract', 'McGilley', 'description', 'O.J.', 'Simpson', 'hints', 'financially', 'jury', 'gag', 'prohibits', 'acquittal', 'crying', 'blues', 'Whatever', 'erroneous', 'jam-packed', 'Contrary', 'distanced', 'Buffalo', 'Bills', 'Fame', 'wildly', 'supportive', 'gifts', 'Violence', 'year-long', 'limelight', 'supermarket', 'reprinted', 'editions', 'vitriol', 'journalism', 'dignify', 'surgeon', 'discarding', 'CHARLESTON', 'S.C.', 'amputated', 'improperly', 'disposed', 'deformed', 'infant', 'prosthesis', 'orthopedic', 'educational', 'freezer', 'spoiled', 'crab', 'trap', 'flesh', 'cop', 'shrub', 'guys', 'bagged', 'rob', 'Checker', 'Fort', 'Lauderdale', 'Pines', 'drive-through', 'toting', 'Earl', 'Feugill', 'camouflaged', 'shaggy', 'freeze', 'Herald', 'Marines', 'attaching', 'strips', 'burlap', 'Green', 'disguise', 'staking', 'robberies', 'fast-food', '90-minute', 'stakeout', 'DLA', 'tin', '2.7975', 'Defense', 'Logistics', '2.7775', 'resigns', 'NBC', 'consultant', 'reshaped', 'MS-NBC', 'ire', 'repositioning', 'gluten', 'meal', 'steady-higher', 'pickup', 'AREA', 'MILLS', 'Gluten', '117.00', 'pellets', '320.00', 'DECATUR', 'IL', 'CLINTON', 'CEDAR', 'RAPIDS', 'IA', '310.00', 'T', '234,324', 'cereals', '105.07', 'Ecus', 'provisionally', 'optional-origin', 'enjoys', 'subtracting', '34,277', '109.36', '5432', 'shipyard', 'RENNES', '3,500', 'Cherbourg', '1,800', 'yeard', 'cutback', 'slim', 'Indre', 'DAWN', 'managements', 'curtail', 'estates', 'Hub', 'Gadoon', 'unearthed', 'police-run', 'cages', 'Tando', 'Allahyar', 'Hyderabad', 'RECORDER', 'Gas', 'Sui', 'technologists', 'sugarcane', 'pillaged', 'Gujar', '3,225', 'megawatt', 'on-line', 'NATION', 'Mohib', 'Textile', 'defaulted', 'leasing', 'modarabas', 'multiply.q', '7.84', 'Shahid', 'privatisation', 'Electricity', 'Boards', 'Vital', 'Sindh', 'ad-interim', 'restraining', 'Privatisation', 'Javedan', 'Dadabhoy', 'pvt', 'MUSLIM', '9251-274757', 'SALANG', 'TUNNEL', 'directions', 'occupying', 'rebelled', 'wrecked', 'heavily-mined', 'Halo', 'roadsides', 'Qotbuddin', 'Hilal', 'officiated', 'burnt', 'sprinkling', 'petrol', 'Andhra', 'Pradesh', 'rarest', 'beings', 'roasted', 'appellants', 'plotted', 'K.T.', 'Elephant', 'tramples', 'rampaging', 'elephant', '72-year-old', 'trampled', 'Hari', 'Maya', 'Poudels', 'Madhumalla', 'asleep', 'beast', 'kingdoms', 'elephants', 'Elephants', 'overrun', 'Kudapokuna', 'Welikanda', 'dawn', 'army-controlled', 'Vavuniya', 'undercover', 'Vicorp', 'Restaurants', 'Sabourin', 'CFO', 'DENVER', 'Bestop', 'Boulder', 'Held', '1610', 'SoCal', 'Edison', 'kilovolt', 'KV', 'wildfire', 'raging', 'Conroy', 'crews', 'fire-related', 'residues', 'megawatts', 'MW', '1,200', 'cables', 'Containment', 'arid', 'windy', 'Leong', '1622', 'Strategic', 'Munis', '0.056', 'Monthly', 'Municipals', 'Semiconductor', 'expectation', 'emerge', 'modem', '2-1/8', '11-3/8', 'modem-chip', 'fast-growing', 'networking', 'Certainly', 'Elias', 'Moosa', 'Roberston', 'PMC-Sierra', 'chipsets', 'severance', 'Randall', 'Soundview', 'focusing', 'fastest-growing', 'much-larger', 'develops', 'shrink', 'Hambrecht', 'Quist', 'low-margin', 'PMC', 'slowing', '206-386-4848', 'Housecall', 'sink', 'underperform', '7-3/8', '7-1/8', 'Atlanta-based', '0.17', 'non-Medicare', 'hospice', 'limitation', 'IRVINE', 'Subsidiaries', 'Unaudited', '17,024,000', '18,174,000', '31,834,000', '24,137,000', '7,718,000', '6,828,000', '14,668,000', '13,091,000', '9,167,000', '11,175,000', '16,909,000', '10,880,000', '1.05', '1.59', '1.02', 'Weighted', '10,650,407', 'Pro', 'Forma', 'Historical', '9,306,000', '11,346,000', '17,166,000', '11,046,000', 'forma', '3,820,000', '4,658,000', '7,047,000', '4,534,000', '5,486,000', '6,688,000', '10,119,000', '6,512,000', '0.37', '0.68', '0.44', '14,775,000', 'Oasis', 'Gallagher', 'rock', 'obscene', 'swore', 'hate', 'f...', 'ing', 'supermodel', 'Noel', 'laryngitis', 'house-hunting', 'Patsy', 'Kensit', 'tickets', 'Slough', 'Estates', 'upbeat', 'pretax', '14p', '1009', '12-1', '2p', '468p', '691p', 'Hammerson', '8p', '390', 'Warburg', 'stances', 'maintaining', 'rental', 'incomes', 'shaved', 'Nigel', 'Mobbs', 'Birt', 'shrinks', '26.5', 'seasonally', '715', '973', 'Canadians', '3.72', 'Burea', '613', '235-6745', 'Palestinian-ruled', 'shaken', 'backdrop', 'four-hour', '0900', 'espionage', 'rings', 'Jomhuri', 'Eslami', 'photographing', 'pan-Turkism', 'exiles', 'Ties', 'Fallahiyan', 'distillates', 'kerosene', '99', 'sort', 'noticeable', '45-50', 'differential', 'Dubai', 'ports', 'exceed', 'Jet', '27.40', '27.70', '27.22', 'cargoes', '24.00', '24.20', '24.10', '24.24', 'lowest', 'suspicious', 'overhang', 'sulphur', '70-75', 'manuscript', 'thieves', 'Testament', 'al-Akhbar', 'undated', 'pretended', 'Wyche', 'senator', 'invoked', 'recess', 'confirming', 'predecessor', 'Mabus', 'shops', 'shutters', 'exporters', 'purchasing', '1997/98', '199,900', 'Nil', '149,100-A', '74,600', '55,000-B', '161,600', 'A-', '54,600', 'B-', '55,000', 'Destinations', 'Life', 'Southland', 'enterprise', 'mainframe', 'delivering', 'real-time', 'constitutes', 'contends', 'misappropriating', 'NBA', 'continually', 'Baxter', 'Immuno', 'miilion', 'secures', '747s', 'Cos', 'chipset', 'Lion', 'Hotels', 'Doubletree', 'Baby', 'Bells', 'telecommunications', 'Economists', 'five-point', 'toxic', 'stock-trade', 'H&R', 'CompuServe', 'impasse', 'authorised', 'trashed', 'nudge', 'GOP', 'reporter', 're-nomination', 'state-by-state', 'Beachcomber', 'HIGHLANDS', 'foot-long', 'debris', 'bearing', 'markings', 'shore', 'conducting', 'fireball', 'wallets', 'shoes', 'mechanical', 'Rich', 'Leila', 'Corcoran', 'writes', 'still-enslaved', 'pleads', 'Abraham', 'maimed', 'poses', 'Archives', 'Conservation', 'volunteers', 'preserved', 'microfilm', 'stowed', 'rarely', 'enlistment', 'muster', 'discharge', 'certificates', 'corps', 'unveiling', 'memorial', '37,000', 'shall', 'oportunity', 'enjoyment', 'sic', 'slavery', 'oppreses', 'liberty', 'outpouring', 'coloured', 'curse', 'separated', '1865', 'well-to-do', 'matron', 'plead', 'dishonourable', 'prisoner', 'thoughtless', 'folly', 'notation', 'regiment', 'pardon', 'anguish', 'amputee', 'terrible', 'Pvt', 'haunted', 'posed', 'bare-chested', '1864', 'insight', 'rhythms', 'Carbondale', 'editor', 'Gen', 'Ulysses', 'writings', 'poetic', 'linguistic', 'treasure', 'trove', 'sociology', 'seared', 'consciousness', 'Daughters', 'Confederacy', 'retirees', 'Budge', 'Weidman', 'shepherded', 'predicts', 'databases', 'battlefields', 'discharged', 'incapacity', 'inebetude', 'Patient', 'arise', 'masturbation', 're-nominate', '559-mile', 'vow', 'Sylvie', 'AJACCIO', 'Separatist', 'Mediterranean', 'Ajaccio', 'defused', 'get-tough', 'Jean-Louis', 'Debre', 'Corse', 'Judges', 'lax', 'widely-reported', 'powerless', 'France-Soir', 'Place', 'Beauvau', 'nightly', 'Figaro', 'shaky', 'seven-month', 'racked', 'low-level', 'separatist-inspired', 'principally', 'continent', 'stoke', 'backlash', 'OM', 'STOCKHOLM', 'derivatives', 'Gruppen', 'Together', 'subsidiaries', 'OMLX', 'PULPEX', 'pulp', 'timber', 'recycled', 'Through', 'complements', 'softs', 'cocoa', 'unpredictable', 'risky', 'Without', 'hedge', 'clearing', 'Investments', '+46-8-700', '1006', 'Amsterdam-Rotterdam-Antwerp', 'tankage', 'week-ago', '29/8/96', '22/8/96', '1/9/95', '400-425', '425', 'Naphtha', '50-75', '75-100', '1,650', '1,850-1,900', '325-350', 'kero', '15-20', 'inflows', 'throughput', 'straight-run', 'bunkering', 'Blenkinsop', 'anti-nuclear', 'pantomime', 're-enacting', 'Activists', 'brandished', 'theatre-prop', 'Gorleben', 'depot', 'Mafia', 'CATANIA', 'Sicily', 'slaying', '14-year-old', 'nephew', 'Puglisi', 'Salvatore', 'Botta', 'cemetery', 'Sicilian', 'hardened', 'anti-Mafia', 'tip-off', 'consciences', 'Nitto', 'Santapaola', 'knelt', 'ambush', 'cemetary', 'Thieves', 'canteen', 'LIMERICK', 'Limerick', 'warders', 'takings', 'Italians', 'HIV-pensioner', 'harassing', 'hookers', '61-year-old', 'AIDS', 'pensioner', 'Pietro', 'HIV', 'cruising', 'red-light', 'hurling', 'blanks', 'Bodies', 'sighted', 'Arctic', 'Spitzbergen', 'Rune', 'NTB', 'Vnukovo', 'Tupolev', 'Longyearbyen', 'airstrip', 'rescuers', 'three-engine', 'Opera', 'mountainside', '0815', 'coal-mining', 'Barentsburg', '1920s', 'Galeforce', 'Torrential', 'galeforce', 'meteorological', 'Cellars', 'trees', 'uprooted', 'roofs', 'trains', 'cm', '2.24', '7.4', '2.96', 'communes', 'Meteorological', 'RMT', 'Turnhout', 'scouts', 'camping', 'meadow', 'hindered', 'excavations', 'Jumet', 'sex-and-murder', 'lightly', 'tides', 'pesetas', 'chemicals', '4,150', '61.45', '61.94', '4,175', 'madness', 'overreacted', 'correction', '+34', '585', '2161', 'Nahar', 'Liberte', 'Leveilly', 'Matin', 'Finns', 'sex-abuse', 'captive', 'Tampere', 'luxury', 'inspector', 'Ilkka', 'Laasonen', 'Iltalehti', 'Audi', 'INGOLSTADT', 'Demel', 'hedged', 'KEKKILA', 'FULL-YR', 'VS', 'LOSS', 'Fertilisers', 'saplings', 'Kekkila', 'trend', 'fluctuations', 'end-year', 'INTERVIEW-T&N', 'untroubled', 'T&N', 'Hope', 'bumble', 'predict', 'echoing', 'automotive', 'Compared', 'equally', 'predicting', 'rationalised', 'destocked', '9.5', 'destocking', 'relaxed', 'cycle', 'fraction', 'Commenting', 'piston', 'Kolbenschmidt', 'obstacles', 'Huddart', '8716', 'Earthquake', 'jolts', 'Zealands', 'Waiau', 'spa', 'Hanmer', 'prone', 'earthquakes', 'smooth', 'Trevelyan', 'half-yearly', 'absolutely', 'predicated', 'precepts', 'trough', 'draconian', 'earth', 'rentals', 'reclamation', 'narrowly', 'downtrend', 'Banks', 'hover', 'T$', '27.482', '27.495', '275', '2-5080815', 'Simex', '20,500', 'Sentiment', '20,605', 'touching', 'intraday', '20,530', '20,725', '19,560', 'technically', '20,300', '21,000', 'Doreen', 'Siow', '65-8703092', 'Siam', 'metropolitan', 'Waterworks', 'banker', '8.46', 'maturity', '662', '652-0642', "M'bishi", '7-year', 'FISCAL', 'Tokyo-Mitsubishi', '2.95', 'Sep.03', 'Sep.96', 'INT', 'Mar.97', 'SUB', 'Jul-18.Jul', 'JCR', 'JBRI', 'Daewoo', 'Dacom', 'telecom', '822', '727', '5644', 'Commem', 'Made', 'manufactures', 'ski', 'Antara', 'evident', 'happening', 'motivated', 'Major-General', 'Utomo', 'Indonesias', 'guard', 'extinguished', 'injures', 'Nobody', 'exaggerate', 'Facilities', '11.38', '11.45', '918', '490', '538', 'rents', 'Haneda', 'Itami', 'Beijing-backed', 'post-handover', 'contesting', 'Selection', 'stymies', '400-strong', 'provisional', 'dismantle', 'fully-elected', 'considerable', 'directorate-grade', 'bureaucrats', '33,000', 'tier', 'mandarin', 'secretaries', 'Refining', 'SRC', 'barrel-per-day', 'distillation', 'stuck', 'X-ray', 'No.3', 'varied', 'exchanger', '285,000', 'co-owned', 'Petrolem', 'joint-venture', 'Chevron', 'Texaco', '+65-8703086', 'Loxley', '332.66', 'Reviewed', '6.66', '266.37', 'Publications', '662-252-9950', 'MTH', 'PVS', 'YR-AGO', '+0.1', '+0.0', '119.3**', 'Yr', '+3.7', '+3.6', '+4.7', '119.3', 'Core', '+0,2', '+3.5', '+5.2', 'JOBLESS', 'INEM', '63,913', '33,149', '65,345', '2.17M', '13.67', '14.15', '15.19', 'PAYMENTS', '196.8', '180.6', '279.9', 'Cur', 'Acc', '110.4', 'RESERVES', '+1,161', '+400.9', '+310.4', '54,703.0', 'PRODUCER', 'PRICES', '+0.2', '119.6**', '+1.2', '+1.5', '+7.1', '119.6', 'INDUSTRIAL', 'PROD', '+1.0', '+9.8', '108.4**', 'M4', '+2.6', '+4.2R', '+10.8', 'adj', 'trln', '75.912', 'TRADE', '1,100.7', '1,164.1', '988.2', '1,315.7', '1,433.4', '1,236.5', 'Deficit', '215.0', '269.3', '248.3', '1,334.0', '1,119.0', '1,420.9', 'GOVT.BUDGET', 'Govt.Fcast', '+282.1', '380.6', '+230.4', 'Def', '1,184.0', '1,466.1', '1,456.7', 'QUARTER', 'QTR', 'EPA', '+168,130', '+31,230', '+167,330', 'Yr-yr', '+1.9', '+2.3R', '+3.4', 'Absolute', '18.1', '16.9', '69.7', 'Pvs', '7.25', '7.50', '04/06/96', 'Jobless', 'customs-cleared', 'annualised', 'employment', 'INE', 'variation', 'TOTAL-', 'jobless', 'corresponds', 'relate', 'finances', '**General', '100=1992', '100=1990', 'obstructing', 'Lasa-Zabala', 'GAL', 'prescriptions', 'Gomez', 'Liano', 'Aznar', 'BCH', 'hive', 'Coopers', 'Lybrand', 'emigrates', 'Lenzing', 'viscose', 'fibre', 'preview', '84.5', 'schillings', 'fibres', 'economies', '+431', '53112', 'fundamentalists', 'rejection', 'masterminds', 'ideologists', 'financers', 'clarifications', 'clarification', '1676/96', 'amending', '2454/93', '2913/92', 'Code', 'ponders', 'Donna', 'Sells', 'topic', 'pundits', 'debated', 'forgo', 'unflagging', 'sidestepped', 'Should', 'strong-dollar', 'Bentsen', 'viewed', 'distinctively', 'Widness', 'Chase', 'timely', 'instances', 'post-Second', '1.3438', '79.75', 'Currently', 'stands', '1.48', 'expertise', 'co-chairman', 'Faust', 'Bailard', 'Biehl', 'Kaiser', 'Anyone', 'awfully', 'Fear', 'Bentsen-era', 'Greenspan', 'reappointment', 'depreciation', 'lesser', 'guy', 'Perelstein', 'MainStay', 'Funds', 'Otherwise', 'SCOTLAND', 'UNDER-21', 'AMSTETTEN', 'Ewald', 'Brenner', 'Stieglmair', 'Brunmayr', '43rd', 'WALES', 'MARINO', 'BARRY', 'Marino', 'Hartson', 'BALLANGER', 'STYLE', 'best-of-three', 'ex-world', '24-kms', 'Samokhalova', 'spirited', 'Quigley', 'numerical', 'superiority', 'Goulnara', 'Fatkoullina', 'snatching', 'lapped', 'Ingrid', 'Haringa', 'Lancien', 'TRACK', '12.341', '12.348', '12.130', '12.124', 'Ride', '12.112', '12.246', '11.959', '12.225', '24-km', '31.081', 'Tatiana', 'Stiajkina', 'Arndt', 'Tea', 'Vikstedt-Nyman', 'Boyden', 'Godras', 'DEFENDER', 'KOMBOUARE', 'ABERDEEN', 'ABDERDEEN', 'Kombouare', '467,000', 'Aitken', 'affection', 'Ginola', 'influential', 'influenced', 'IMOLA', 'Practice', 'motorcycling', 'Doohan', '50.250', 'Bayle', '1:50.727', 'Norifumi', 'Abe', '1:50.858', 'Luca', 'Cadalora', '1:51.006', 'Criville', '1:51.075', '1:51.287', 'Tadayuki', 'Okada', '1:51.528', 'Checa', '1:51.588', '1:51.784', 'Shinichi', 'Itoh', '1:51.857', '216', '217', 'Swe', 'Bradley', 'Hughes']
len(itos) # liczba różnych tokenów w słowniku
23627
Index of the 'rejects' token
v["rejects"]
5
Index of the '<unk>' token
v["<unk>"]
0
W przypadku, gdy w analizowanym tekście znajdzie się token, którego nie ma w słowniku, będzie reprezentowany przez indeks domyślny (_default index). Ustawiamy, żeby był taki sam, jak indeks „nieznanego tokenu”:
v.set_default_index(v["<unk>"])
def data_process(dt):
# Wektoryzacja dokumentów tekstowych.
return [
torch.tensor(
[v["<bos>"]] + [v[token] for token in document] + [v["<eos>"]],
dtype=torch.long,
)
for document in dt
]
def labels_process(dt):
# Wektoryzacja etykiet (NER)
return [torch.tensor([0] + document + [0], dtype=torch.long) for document in dt]
Teraz wektoryzujemy wszystkie dane:
train_tokens_ids = data_process(dataset["train"]["tokens"])
test_tokens_ids = data_process(dataset["test"]["tokens"])
validation_tokens_ids = data_process(dataset["validation"]["tokens"])
train_labels = labels_process(dataset["train"]["ner_tags"])
validation_labels = labels_process(dataset["validation"]["ner_tags"])
test_labels = labels_process(dataset["test"]["ner_tags"])
Przykład, jak wyglądają dane po zwektoryzowaniu:
train_tokens_ids[0]
tensor([ 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 3])
dataset["train"][0]
{'id': '0', 'tokens': ['EU', 'rejects', 'German', 'call', 'to', 'boycott', 'British', 'lamb', '.'], 'pos_tags': [22, 42, 16, 21, 35, 37, 16, 21, 7], 'chunk_tags': [11, 21, 11, 12, 21, 22, 11, 12, 0], 'ner_tags': [3, 0, 7, 0, 0, 0, 7, 0, 0]}
train_labels[0]
tensor([0, 3, 0, 7, 0, 0, 0, 7, 0, 0, 0])
Funkcja, której użyjemy do ewaluacji:
def get_scores(y_true, y_pred):
# Funkcja zwraca precyzję, pokrycie i F1
acc_score = 0
tp = 0
fp = 0
selected_items = 0
relevant_items = 0
for p, t in zip(y_pred, y_true):
if p == t:
acc_score += 1
if p > 0 and p == t:
tp += 1
if p > 0:
selected_items += 1
if t > 0:
relevant_items += 1
if selected_items == 0:
precision = 1.0
else:
precision = tp / selected_items
if relevant_items == 0:
recall = 1.0
else:
recall = tp / relevant_items
if precision + recall == 0.0:
f1 = 0.0
else:
f1 = 2 * precision * recall / (precision + recall)
return precision, recall, f1
Ile mamy różnych tagów NER?
num_tags = max([max(x) for x in dataset["train"]["ner_tags"]]) + 1
print(num_tags)
9
Implementacja rekurencyjnej sieci neuronowej LSTM:
class LSTM(torch.nn.Module):
def __init__(self):
super(LSTM, self).__init__()
self.emb = torch.nn.Embedding(len(v.get_itos()), 100)
self.rec = torch.nn.LSTM(100, 256, 1, batch_first=True)
self.fc1 = torch.nn.Linear(256, num_tags)
def forward(self, x):
emb = torch.relu(self.emb(x))
lstm_output, (h_n, c_n) = self.rec(emb)
out_weights = self.fc1(lstm_output)
return out_weights
Stworzenie modelu:
lstm = LSTM()
Definicja funkcji kosztu:
criterion = torch.nn.CrossEntropyLoss()
Definicja optymalizatora:
optimizer = torch.optim.Adam(lstm.parameters())
Funkcja do ewaluacji modelu:
def eval_model(dataset_tokens, dataset_labels, model):
Y_true = []
Y_pred = []
for i in tqdm(range(len(dataset_labels))):
batch_tokens = dataset_tokens[i].unsqueeze(0)
tags = list(dataset_labels[i].numpy())
Y_true += tags
Y_batch_pred_weights = model(batch_tokens).squeeze(0)
Y_batch_pred = torch.argmax(Y_batch_pred_weights, 1)
Y_pred += list(Y_batch_pred.numpy())
return get_scores(Y_true, Y_pred)
Uczenie modelu:
NUM_EPOCHS = 5
for i in range(NUM_EPOCHS):
lstm.train()
# for i in tqdm(range(500)):
for i in tqdm(range(len(train_labels))):
batch_tokens = train_tokens_ids[i].unsqueeze(0)
tags = train_labels[i].unsqueeze(1)
predicted_tags = lstm(batch_tokens)
optimizer.zero_grad()
loss = criterion(predicted_tags.squeeze(0), tags.squeeze(1))
loss.backward()
optimizer.step()
lstm.eval()
print(eval_model(validation_tokens_ids, validation_labels, lstm))
0%| | 0/14041 [00:00<?, ?it/s]
[1;31m---------------------------------------------------------------------------[0m [1;31mKeyboardInterrupt[0m Traceback (most recent call last) Cell [1;32mIn[34], line 14[0m [0;32m 11[0m loss [38;5;241m=[39m criterion(predicted_tags[38;5;241m.[39msqueeze([38;5;241m0[39m), tags[38;5;241m.[39msqueeze([38;5;241m1[39m)) [0;32m 13[0m loss[38;5;241m.[39mbackward() [1;32m---> 14[0m [43moptimizer[49m[38;5;241;43m.[39;49m[43mstep[49m[43m([49m[43m)[49m [0;32m 16[0m lstm[38;5;241m.[39meval() [0;32m 17[0m [38;5;28mprint[39m(eval_model(validation_tokens_ids, validation_labels, lstm)) File [1;32mc:\Users\skype\AppData\Local\Programs\Python\Python312\Lib\site-packages\torch\optim\optimizer.py:391[0m, in [0;36mOptimizer.profile_hook_step.<locals>.wrapper[1;34m(*args, **kwargs)[0m [0;32m 386[0m [38;5;28;01melse[39;00m: [0;32m 387[0m [38;5;28;01mraise[39;00m [38;5;167;01mRuntimeError[39;00m( [0;32m 388[0m [38;5;124mf[39m[38;5;124m"[39m[38;5;132;01m{[39;00mfunc[38;5;132;01m}[39;00m[38;5;124m must return None or a tuple of (new_args, new_kwargs), but got [39m[38;5;132;01m{[39;00mresult[38;5;132;01m}[39;00m[38;5;124m.[39m[38;5;124m"[39m [0;32m 389[0m ) [1;32m--> 391[0m out [38;5;241m=[39m [43mfunc[49m[43m([49m[38;5;241;43m*[39;49m[43margs[49m[43m,[49m[43m [49m[38;5;241;43m*[39;49m[38;5;241;43m*[39;49m[43mkwargs[49m[43m)[49m [0;32m 392[0m [38;5;28mself[39m[38;5;241m.[39m_optimizer_step_code() [0;32m 394[0m [38;5;66;03m# call optimizer step post hooks[39;00m File [1;32mc:\Users\skype\AppData\Local\Programs\Python\Python312\Lib\site-packages\torch\optim\optimizer.py:76[0m, in [0;36m_use_grad_for_differentiable.<locals>._use_grad[1;34m(self, *args, **kwargs)[0m [0;32m 74[0m torch[38;5;241m.[39mset_grad_enabled([38;5;28mself[39m[38;5;241m.[39mdefaults[[38;5;124m'[39m[38;5;124mdifferentiable[39m[38;5;124m'[39m]) [0;32m 75[0m torch[38;5;241m.[39m_dynamo[38;5;241m.[39mgraph_break() [1;32m---> 76[0m ret [38;5;241m=[39m [43mfunc[49m[43m([49m[38;5;28;43mself[39;49m[43m,[49m[43m [49m[38;5;241;43m*[39;49m[43margs[49m[43m,[49m[43m [49m[38;5;241;43m*[39;49m[38;5;241;43m*[39;49m[43mkwargs[49m[43m)[49m [0;32m 77[0m [38;5;28;01mfinally[39;00m: [0;32m 78[0m torch[38;5;241m.[39m_dynamo[38;5;241m.[39mgraph_break() File [1;32mc:\Users\skype\AppData\Local\Programs\Python\Python312\Lib\site-packages\torch\optim\adam.py:168[0m, in [0;36mAdam.step[1;34m(self, closure)[0m [0;32m 157[0m beta1, beta2 [38;5;241m=[39m group[[38;5;124m'[39m[38;5;124mbetas[39m[38;5;124m'[39m] [0;32m 159[0m has_complex [38;5;241m=[39m [38;5;28mself[39m[38;5;241m.[39m_init_group( [0;32m 160[0m group, [0;32m 161[0m params_with_grad, [1;32m (...)[0m [0;32m 165[0m max_exp_avg_sqs, [0;32m 166[0m state_steps) [1;32m--> 168[0m [43madam[49m[43m([49m [0;32m 169[0m [43m [49m[43mparams_with_grad[49m[43m,[49m [0;32m 170[0m [43m [49m[43mgrads[49m[43m,[49m [0;32m 171[0m [43m [49m[43mexp_avgs[49m[43m,[49m [0;32m 172[0m [43m [49m[43mexp_avg_sqs[49m[43m,[49m [0;32m 173[0m [43m [49m[43mmax_exp_avg_sqs[49m[43m,[49m [0;32m 174[0m [43m [49m[43mstate_steps[49m[43m,[49m [0;32m 175[0m [43m [49m[43mamsgrad[49m[38;5;241;43m=[39;49m[43mgroup[49m[43m[[49m[38;5;124;43m'[39;49m[38;5;124;43mamsgrad[39;49m[38;5;124;43m'[39;49m[43m][49m[43m,[49m [0;32m 176[0m [43m [49m[43mhas_complex[49m[38;5;241;43m=[39;49m[43mhas_complex[49m[43m,[49m [0;32m 177[0m [43m [49m[43mbeta1[49m[38;5;241;43m=[39;49m[43mbeta1[49m[43m,[49m [0;32m 178[0m [43m [49m[43mbeta2[49m[38;5;241;43m=[39;49m[43mbeta2[49m[43m,[49m [0;32m 179[0m [43m [49m[43mlr[49m[38;5;241;43m=[39;49m[43mgroup[49m[43m[[49m[38;5;124;43m'[39;49m[38;5;124;43mlr[39;49m[38;5;124;43m'[39;49m[43m][49m[43m,[49m [0;32m 180[0m [43m [49m[43mweight_decay[49m[38;5;241;43m=[39;49m[43mgroup[49m[43m[[49m[38;5;124;43m'[39;49m[38;5;124;43mweight_decay[39;49m[38;5;124;43m'[39;49m[43m][49m[43m,[49m [0;32m 181[0m [43m [49m[43meps[49m[38;5;241;43m=[39;49m[43mgroup[49m[43m[[49m[38;5;124;43m'[39;49m[38;5;124;43meps[39;49m[38;5;124;43m'[39;49m[43m][49m[43m,[49m [0;32m 182[0m [43m 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[49m[38;5;124;43m"[39;49m[38;5;124;43mgrad_scale[39;49m[38;5;124;43m"[39;49m[43m,[49m[43m [49m[38;5;28;43;01mNone[39;49;00m[43m)[49m[43m,[49m [0;32m 188[0m [43m [49m[43mfound_inf[49m[38;5;241;43m=[39;49m[38;5;28;43mgetattr[39;49m[43m([49m[38;5;28;43mself[39;49m[43m,[49m[43m [49m[38;5;124;43m"[39;49m[38;5;124;43mfound_inf[39;49m[38;5;124;43m"[39;49m[43m,[49m[43m [49m[38;5;28;43;01mNone[39;49;00m[43m)[49m[43m,[49m [0;32m 189[0m [43m [49m[43m)[49m [0;32m 191[0m [38;5;28;01mreturn[39;00m loss File [1;32mc:\Users\skype\AppData\Local\Programs\Python\Python312\Lib\site-packages\torch\optim\adam.py:318[0m, in [0;36madam[1;34m(params, grads, exp_avgs, exp_avg_sqs, max_exp_avg_sqs, state_steps, foreach, capturable, differentiable, fused, grad_scale, found_inf, has_complex, amsgrad, beta1, beta2, lr, weight_decay, eps, maximize)[0m [0;32m 315[0m [38;5;28;01melse[39;00m: [0;32m 316[0m func [38;5;241m=[39m _single_tensor_adam [1;32m--> 318[0m [43mfunc[49m[43m([49m[43mparams[49m[43m,[49m [0;32m 319[0m [43m [49m[43mgrads[49m[43m,[49m [0;32m 320[0m [43m [49m[43mexp_avgs[49m[43m,[49m [0;32m 321[0m [43m [49m[43mexp_avg_sqs[49m[43m,[49m [0;32m 322[0m [43m [49m[43mmax_exp_avg_sqs[49m[43m,[49m [0;32m 323[0m [43m [49m[43mstate_steps[49m[43m,[49m [0;32m 324[0m [43m [49m[43mamsgrad[49m[38;5;241;43m=[39;49m[43mamsgrad[49m[43m,[49m [0;32m 325[0m [43m [49m[43mhas_complex[49m[38;5;241;43m=[39;49m[43mhas_complex[49m[43m,[49m [0;32m 326[0m [43m [49m[43mbeta1[49m[38;5;241;43m=[39;49m[43mbeta1[49m[43m,[49m [0;32m 327[0m [43m [49m[43mbeta2[49m[38;5;241;43m=[39;49m[43mbeta2[49m[43m,[49m [0;32m 328[0m [43m [49m[43mlr[49m[38;5;241;43m=[39;49m[43mlr[49m[43m,[49m [0;32m 329[0m [43m [49m[43mweight_decay[49m[38;5;241;43m=[39;49m[43mweight_decay[49m[43m,[49m [0;32m 330[0m [43m [49m[43meps[49m[38;5;241;43m=[39;49m[43meps[49m[43m,[49m [0;32m 331[0m [43m [49m[43mmaximize[49m[38;5;241;43m=[39;49m[43mmaximize[49m[43m,[49m [0;32m 332[0m [43m [49m[43mcapturable[49m[38;5;241;43m=[39;49m[43mcapturable[49m[43m,[49m [0;32m 333[0m [43m [49m[43mdifferentiable[49m[38;5;241;43m=[39;49m[43mdifferentiable[49m[43m,[49m [0;32m 334[0m [43m [49m[43mgrad_scale[49m[38;5;241;43m=[39;49m[43mgrad_scale[49m[43m,[49m [0;32m 335[0m [43m [49m[43mfound_inf[49m[38;5;241;43m=[39;49m[43mfound_inf[49m[43m)[49m File [1;32mc:\Users\skype\AppData\Local\Programs\Python\Python312\Lib\site-packages\torch\optim\adam.py:393[0m, in [0;36m_single_tensor_adam[1;34m(params, grads, exp_avgs, exp_avg_sqs, max_exp_avg_sqs, state_steps, grad_scale, found_inf, amsgrad, has_complex, beta1, beta2, lr, weight_decay, eps, maximize, capturable, differentiable)[0m [0;32m 390[0m param [38;5;241m=[39m torch[38;5;241m.[39mview_as_real(param) [0;32m 392[0m [38;5;66;03m# Decay the first and second moment running average coefficient[39;00m [1;32m--> 393[0m [43mexp_avg[49m[38;5;241;43m.[39;49m[43mlerp_[49m[43m([49m[43mgrad[49m[43m,[49m[43m [49m[38;5;241;43m1[39;49m[43m 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Ewaluacja:
eval_model(validation_tokens_ids, validation_labels, lstm)
0%| | 0/3250 [00:00<?, ?it/s]
(0.8183865412637435, 0.7181215854934325, 0.7649826646854879)
eval_model(test_tokens_ids, test_labels, lstm)
0%| | 0/3453 [00:00<?, ?it/s]
(0.7458321146534074, 0.628698224852071, 0.6822742474916388)
Zadanie 3
Sklonuj repozytorium https://git.wmi.amu.edu.pl/kubapok/en-ner-conll-2003
Stwórz model _sequence labelling realizujący zadanie NER, oparty o dowolną rekurencyjną sieć neuronową (możesz wzorować się na przykładzie z zajęć).
W plikach dev-0/out.tsv oraz test-A/out.tsv umieść wyniki predykcji dla dev-0/in.tsv i test-A/in.tsv odpowiednio. Do ewaluacji wykorzystaj narzędzie GEval (https://gitlab.com/filipg/geval):
wget https://gonito.net/get/bin/geval
chmod u+x geval
./geval --help
Liczba punktów uzyskanych za zadanie zależy od uzyskanej wartości accuracy na zbiorze test-A
(wynik zaokrąglony w górę):
points = math.ceil(accuracy * 7.0)
⚠️ W systemie Moodle proszę załączyć plik test-A/out.tsv
oraz link do repozytorium z rozwiązaniem zadania.