{("'", 'NULL'): {'achaeans',
                 'angeles',
                 'beadles',
                 'birds',
                 'braves',
                 'bucs',
                 'burkes',
                 'clients',
                 'collins',
                 'doris',
                 'dresbachs',
                 'gaines',
                 'giants',
                 'hughes',
                 'karns',
                 'krogers',
                 'mays',
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                 'nischwitz',
                 'officers',
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                 'pirates',
                 'players',
                 'redbirds',
                 'republicans',
                 'states',
                 'taxpayers',
                 'teams',
                 'texas',
                 'trustees',
                 'writers',
                 'yankees',
                 'yanks',
                 'years'},
 ("'s", 'NULL'): {'adair',
                  'administration',
                  'alliance',
                  'allison',
                  'alusik',
                  'anderson',
                  'anne',
                  'another',
                  'army',
                  'arnold',
                  'association',
                  'atlanta',
                  'authority',
                  'baltimore',
                  'barnard',
                  'baylor',
                  'berger',
                  'berlin',
                  'berry',
                  'blanchard',
                  'body',
                  'boston',
                  'bride',
                  'bridegroom',
                  'britain',
                  'brocklin',
                  'broglio',
                  'brooklyn',
                  'brooks',
                  'byrd',
                  'caldwell',
                  'canada',
                  'carreon',
                  'castro',
                  'chicago',
                  'children',
                  'christine',
                  'city',
                  'conference',
                  'cotten',
                  'country',
                  'daniel',
                  'danny',
                  'denomination',
                  'denver',
                  'eisenhower',
                  'else',
                  'flock',
                  'football',
                  'formby',
                  'friday',
                  'fuhrmann',
                  'gannon',
                  'gardner',
                  'georgia',
                  'gerosa',
                  'gladden',
                  'gordon',
                  'governor',
                  'green',
                  'hall',
                  'hansen',
                  'howsam',
                  'hyde',
                  'jenkins',
                  'jersey',
                  'kennedy',
                  'kowalski',
                  'kunkel',
                  'latter',
                  'lonsdale',
                  'lowe',
                  'mantle',
                  'marr',
                  'maryland',
                  'mcconnell',
                  'meyner',
                  'mickey',
                  'mills',
                  'milwaukee',
                  'mississippi',
                  'molly',
                  'monday',
                  'navy',
                  'nixon',
                  'nobody',
                  'nugent',
                  'ordinary',
                  'organization',
                  'palmer',
                  'party',
                  'phouma',
                  'physician',
                  'portland',
                  'president',
                  'railroad',
                  'rayburn',
                  'robinson',
                  'russell',
                  'ruth',
                  'saturday',
                  'secretary',
                  'shaw',
                  'shea',
                  'skipjack',
                  'smith',
                  'stengel',
                  'stram',
                  'sunday',
                  'tech',
                  'that',
                  'there',
                  'throneberry',
                  'thursday',
                  'tomorrow',
                  'tonight',
                  'tuttle',
                  'university',
                  'wagner',
                  'wednesday',
                  'weinstein',
                  'wert',
                  'wife',
                  'willie',
                  'woman',
                  'women',
                  'world',
                  'yesterday',
                  'york'},
 ("'s", 'NULL', 's'): {'baseball',
                       'chapter',
                       'club',
                       'commissioner',
                       'controller',
                       'court',
                       'department',
                       'game',
                       'mother',
                       'other',
                       'panel',
                       'season',
                       'shop',
                       'sister',
                       'union',
                       'week'},
 ('NULL', 'al'): {'addition',
                  'constitution',
                  'education',
                  'extern',
                  'intern',
                  'promotion',
                  'sensation',
                  'tradition'},
 ('NULL', 'ally'): {'accident',
                    'automatic',
                    'basic',
                    'economic',
                    'emotion',
                    'exception',
                    'specific'},
 ('NULL', 'd'): {'advance',
                 'approve',
                 'arouse',
                 'arrive',
                 'associate',
                 'assure',
                 'authorize',
                 'balance',
                 'boun',
                 'challenge',
                 'combine',
                 'compare',
                 'damage',
                 'decline',
                 'determine',
                 'devote',
                 'divorce',
                 'enlarge',
                 'escape',
                 'experience',
                 'fame',
                 'feature',
                 'fete',
                 'file',
                 'frau',
                 'handle',
                 'improve',
                 'indicate',
                 'integrate',
                 'involve',
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                 'necessitate',
                 'organize',
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                 'produce',
                 'purchase',
                 'range',
                 'recognize',
                 'reduce',
                 'release',
                 'remove',
                 'revive',
                 'route',
                 'save',
                 'scrimmage',
                 'sentence',
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                 'serve',
                 'shape',
                 'share',
                 'slate',
                 'slice',
                 'solve',
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                 'stan',
                 'subdue',
                 'telephone',
                 'terminate',
                 'triple',
                 'unite',
                 'violate',
                 'voice',
                 'welcome'},
 ('NULL', 'd', 'ment'): {'achieve',
                         'announce',
                         'encourage',
                         'enforce',
                         'engage',
                         'replace',
                         'require',
                         'retire',
                         'settle'},
 ('NULL', 'd', 's'): {'believe',
                      'celebrate',
                      'change',
                      'charge',
                      'continue',
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                      'double',
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                      'face',
                      'finance',
                      'fine',
                      'graduate',
                      'include',
                      'increase',
                      'issue',
                      'live',
                      'name',
                      'note',
                      'operate',
                      'oppose',
                      'place',
                      'plea',
                      'pledge',
                      'privilege',
                      'promise',
                      'propose',
                      'provide',
                      'receive',
                      'relieve',
                      'schedule',
                      'single',
                      'stage',
                      'suite',
                      'surprise',
                      'wage'},
 ('NULL', 'e'): {'sens', 'quit', 'princess', 'helen', 'blum', 'dean', 'them'},
 ('NULL', 'ed'): {'absorb',
                  'acclaim',
                  'accomplish',
                  'affect',
                  'avoid',
                  'belt',
                  'block',
                  'cloud',
                  'coast',
                  'confirm',
                  'contact',
                  'contend',
                  'contest',
                  'delay',
                  'discredit',
                  'display',
                  'down',
                  'earn',
                  'enjoy',
                  'furlough',
                  'jump',
                  'knock',
                  'land',
                  'limit',
                  'mount',
                  'murder',
                  'mutter',
                  'outclass',
                  'pardon',
                  'protect',
                  'push',
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                  'restrain',
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                  'reveal',
                  'romp',
                  'rumor',
                  'smash',
                  'smooth',
                  'sound',
                  'support',
                  'suspect',
                  'turn',
                  'veil',
                  'warm',
                  'well',
                  'widow'},
 ('NULL', 'ed', 'ing'): {'address',
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                         'consider',
                         'consult',
                         'cross',
                         'deliver',
                         'enter',
                         'expand',
                         'field',
                         'head',
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                         'lack',
                         'learn',
                         'obtain',
                         'pick',
                         'regard',
                         'return',
                         'review',
                         'rush',
                         'steam',
                         'wait',
                         'watch'},
 ('NULL', 'ed', 'ing', 's'): {'attend',
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                              'claim',
                              'cover',
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                              'design',
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                              'kick',
                              'look',
                              'point',
                              'question',
                              'record',
                              'talk',
                              'total',
                              'train',
                              'word'},
 ('NULL', 'ed', 's'): {'account',
                       'amount',
                       'appeal',
                       'arrest',
                       'attack',
                       'attempt',
                       'back',
                       'bound',
                       'check',
                       'comment',
                       'concern',
                       'condition',
                       'defeat',
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                       'merit',
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                       'present',
                       'rank',
                       'recommend',
                       'repair',
                       'result',
                       'seat',
                       'seem',
                       'stay',
                       'subject',
                       'succeed',
                       'term',
                       'want',
                       'water'},
 ('NULL', 'er'): {'bunt',
                  'command',
                  'frank',
                  'long',
                  'must',
                  'outfield',
                  'palm',
                  'prop',
                  'roof',
                  'tough'},
 ('NULL', 'es'): {'angel',
                  'barn',
                  'branch',
                  'bush',
                  'clash',
                  'class',
                  'cris',
                  'hostess',
                  'hugh',
                  'loss',
                  'negro',
                  'parole',
                  'process',
                  'speech',
                  'surplus',
                  'touch'},
 ('NULL', 'hip'): {'judges', 'champions', 'leaders', 'relations', 'sponsors'},
 ('NULL', 'ing'): {'approach',
                   'boast',
                   'border',
                   'brief',
                   'bring',
                   'campaign',
                   'carry',
                   'clock',
                   'combat',
                   'comfort',
                   'counsel',
                   'debut',
                   'deny',
                   'fullback',
                   'gather',
                   'heat',
                   'jockey',
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                   'load',
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                   'picket',
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                   'skylark',
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                   'strengthen',
                   'study',
                   'supply',
                   'switch',
                   'thrill',
                   'trust',
                   'undergo',
                   'understand',
                   'vacation'},
 ('NULL', 'ing', 's'): {'bomb',
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                        'boost',
                        'break',
                        'crowd',
                        'feel',
                        'guard',
                        'keep',
                        'neighbor',
                        'plow',
                        'request',
                        'room',
                        'spend',
                        'sport',
                        'think',
                        'throw'},
 ('NULL', 'ion'): {'corrupt',
                   'except',
                   'inject',
                   'perfect',
                   'prevent',
                   'tax-exempt',
                   'transit'},
 ('NULL', 'ity'): {'valid', 'popular', 'electric', 'vital', 'prior'},
 ('NULL', 'ly'): {'absolute',
                  'annual',
                  'apparent',
                  'belated',
                  'certain',
                  'constant',
                  'current',
                  'definite',
                  'different',
                  'entire',
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                  'mental',
                  'most',
                  'narrow',
                  'national',
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                  'original',
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                  'unlike',
                  'usual'},
 ('NULL', 'ly', 's'): {'cost',
                       'friend',
                       'joint',
                       'month',
                       'principal',
                       'purpose',
                       'relative'},
 ('NULL', 'man'): {'business', 'sports', 'bonds', 'sales', 'fresh'},
 ('NULL', 'n'): {'africa', 'stole', 'easter', 'spoke', 'asia', 'chose'},
 ('NULL', 'on'): {'carre',
                  'cars',
                  'clint',
                  'harm',
                  'johns',
                  'pays',
                  'richards',
                  'steps'},
 ('NULL', 's'): {'1920',
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                 'fund-raiser',
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                 'girl',
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                 'golfer',
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                 'lighter',
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                 'longhorn',
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                 'proposal',
                 'quarterback',
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                 'reactor',
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                 'vehicle',
                 'violation',
                 'voter',
                 'walker',
                 'warden',
                 'wendell',
                 'william',
                 'worker',
                 'yard'},
 ('NULL', 's', "s'"): {'bird',
                       'burke',
                       'client',
                       'kroger',
                       'member',
                       'officer',
                       'oriole',
                       'pirate',
                       'prince',
                       'republican',
                       'writer',
                       'yankee'},
 ('NULL', 'y'): {'cheer',
                 'donnell',
                 'earl',
                 'ever',
                 'film',
                 'full',
                 'german',
                 'guilt',
                 'harmon',
                 'left',
                 'length',
                 'might',
                 'mood',
                 'rock',
                 'wall',
                 'wear',
                 'white',
                 'wind'},
 ('al', 'e'): {'brid', 'glob', 'festiv', 'natur', 'sever', 'tribun'},
 ('al', 's'): {'ethic', 'statistic', 'politic', 'medic', 'monument'},
 ('an', 'en'): {'chairm',
                'congressm',
                'letterm',
                'newsm',
                'patrolm',
                'policem',
                'spokesm'},
 ('ce', 't'): {'absen',
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               'confiden',
               'differen',
               'excellen',
               'innocen',
               'patien',
               'presen',
               'violen'},
 ('cy', 't'): {'democra', 'contingen', 'agen', 'decen', 'curren'},
 ('d', 'r'): {'forme',
              'kille',
              'opene',
              'parke',
              'planne',
              'slowe',
              'starte',
              'streamline',
              'wheele'},
 ('d', 'r', 'rs'): {'batte',
                    'flowe',
                    'owne',
                    'playe',
                    'slugge',
                    'travele',
                    'walke',
                    'worke'},
 ('d', 'rs'): {'canvasse',
               'followe',
               'packe',
               'poste',
               'reporte',
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               'viewe'},
 ('d', 's'): {'aide',
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              'burne',
              'carrie',
              'cause',
              'cite',
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              'derive',
              'expresse',
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              'passe',
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              'refuse',
              'replie',
              'stresse',
              'studie',
              'supplie',
              'testifie',
              'tire',
              'tosse',
              'trie',
              'urge',
              'witnesse'},
 ('d', 't'): {'spen', 'raymon', 'buil', 'picke', 'marke', 'gran'},
 ('ded', 'sion'): {'exten', 'expan', 'provi', 'divi', 'deci', 'conclu'},
 ('e', 'ed', 'es', 'ing'): {'believ',
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                            'doubl',
                            'financ',
                            'hous',
                            'includ',
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                            'plac',
                            'promis',
                            'provid',
                            'receiv',
                            'schedul'},
 ('e', 'ed', 'ing'): {'announc',
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                      'enlarg',
                      'escap',
                      'featur',
                      'handl',
                      'improv',
                      'involv',
                      'organiz',
                      'purchas',
                      'reduc',
                      'requir',
                      'retir',
                      'scor',
                      'sentenc',
                      'serv',
                      'shar'},
 ('e', 'es', 'ing'): {'emphasiz', 'pric', 'licens', 'eliminat', 'reserv'},
 ('e', 'ing'): {'arrang',
                'battl',
                'choos',
                'compet',
                'desir',
                'discharg',
                'guid',
                'leav',
                'merchandis',
                'nurs',
                'preserv',
                'regulat',
                'surviv'},
 ('e', 'ion'): {'concentrat',
                'definit',
                'detent',
                'distribut',
                'evacuat',
                'opposit',
                'probat',
                'promot'},
 ('e', 'y'): {'dependenc',
              'impossibl',
              'multipl',
              'possibl',
              'probabl',
              'remarkabl'},
 ('ed', 'ing'): {'assum',
                 'await',
                 'carpet',
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                 'condemn',
                 'contain',
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                 'dropp',
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                 'exist',
                 'extend',
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                 'foul',
                 'greet',
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                 'inherit',
                 'inspir',
                 'moderniz',
                 'officiat',
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                 'publish',
                 'reiterat',
                 'rigg',
                 'robb',
                 'suffer',
                 'surround',
                 'threaten',
                 'wallop',
                 'warn'},
 ('ed', 'ion'): {'assert',
                 'constitut',
                 'content',
                 'convict',
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                 'dedicat',
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                 'erect',
                 'ignit',
                 're-elect',
                 'reelect',
                 'reject',
                 'segregat',
                 'televis',
                 'vacat',
                 'vindicat'},
 ('ed', 'ion', 'ions'): {'discuss', 'suggest', 'select', 'compensat', 'revis'},
 ('ed', 'ment'): {'abandon', 'argu', 'employ', 'indict', 'fulfill', 'adjourn'},
 ('ed', 's'): {'survey', 'subpena', 'burn', 'remain', 'protest'},
 ('er', 'ers', 'ing'): {'catch',
                        'controll',
                        'fund-rais',
                        'hitt',
                        'lett',
                        'manag',
                        'observ'},
 ('er', 'ing'): {'bett', 'winn', 'place-kick', 'propell', 'salt', 'crush'},
 ('es', 'ing'): {'scratch', 'match', 'strik', 'invit', 'advertis'},
 ('ies', 'y'): {'academ',
                'activit',
                'agenc',
                'authorit',
                'charit',
                'communit',
                'compan',
                'countr',
                'deput',
                'famil',
                'majorit',
                'qualit',
                'safet',
                'societ',
                'tall',
                'territor',
                'traged',
                'universit',
                'utilit',
                'vacanc',
                'victor'},
 ('ng', 'on'): {'confessi', 'coordinati', 'nominati', 'noti', 'cooperati'},
 ('ng', 'on', 'ons'): {'completi',
                       'contributi',
                       'investigati',
                       'missi',
                       'operati',
                       'violati'},
 ('on', 've'): {'administrati',
                'attracti',
                'co-operati',
                'conservati',
                'expansi',
                'explosi',
                'extensi',
                'formati',
                'impressi',
                'legislati',
                'recepti'},
 ('r', 'st'): {'bigge',
               'earlie',
               'faste',
               'greate',
               'highe',
               'stronge',
               'younge'}}
