"""GPT-2 SAE last-token programs, layer 2 -- features 21100 to 21199 (82 programs). One function per SAE feature. Grouped 100 to a file so the set stays browsable; the programs themselves are unchanged. """ def prog_L02F21100(input_tokens): """34 token families, 37 surface forms (train F1 of the uncapped optimum: 0.905). Fires at 2,579 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to a specific news network or organization""" # --- end external annotation --- fire = { # nd (400 firings) 'ND', ' ND', # nuclear (312 firings) ' Nuclear', # ond (196 firings) 'OND', # rx (138 firings) ' RX', # ew (128 firings) ' EW', # raw (87 firings) ' RAW', # nm (79 firings) ' NM', 'NM', # ng (70 firings) ' ng', # nk (66 firings) ' NK', 'NK', # enrol (64 firings) ' enrol', # ither (57 firings) 'ithering', # od (56 firings) ' OD', # oath (53 firings) ' Oath', # mag (53 firings) ' MAG', # mn (49 firings) 'MN', # mg (49 firings) ' MG', # rd (47 firings) 'RD', # nish (42 firings) ' Nish', # 202 (42 firings) ' 202', # nf (40 firings) 'NF', # lr (38 firings) 'LR', # morph (37 firings) ' morphed', # kul (34 firings) ' Kul', # dn (27 firings) 'DN', # ern (26 firings) ' Ern', # opt (21 firings) 'opted', # holy (17 firings) 'holy', # nare (14 firings) ' Nare', # fw (14 firings) 'fw', # nct (12 firings) ' NCT', # rued (9 firings) 'rued', # ploma (7 firings) 'ploma', # ャ (7 firings) 'ャ', # activate (7 firings) ' Activate', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'nd-family', 1 def prog_L02F21101(input_tokens): """50 token families, 54 surface forms (train F1 of the uncapped optimum: 0.809). Fires at 13,183 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to nautical measurements and locations""" # --- end external annotation --- fire = { # edt (217 firings) ' EDT', # charit (189 firings) ' charitable', # tomorrow (158 firings) ' Tomorrow', # municip (151 firings) ' Municipal', # disneyland (144 firings) ' Disneyland', # obby (144 firings) 'obby', # squadron (144 firings) ' Squadron', ' squadron', # arabian (140 firings) ' Arabian', # plane (132 firings) 'plane', # plan (125 firings) 'planes', # khalid (125 firings) ' Khalid', # amuse (124 firings) ' amusement', ' amuse', # sunny (122 firings) ' Sunny', # rew (121 firings) ' Rew', 'Rew', # oland (120 firings) 'oland', # greenpeace (118 firings) ' Greenpeace', # enna (114 firings) 'enna', # endon (113 firings) 'endon', # morocco (112 firings) ' Morocco', # java (104 firings) 'Java', # commerc (102 firings) 'commercial', 'Commercial', # olen (100 firings) 'olen', # butterf (99 firings) ' butterfly', # 🙂 (94 firings) ' 🙂', # venge (86 firings) 'venge', # esame (85 firings) 'esame', # nursery (82 firings) ' nursery', # unus (82 firings) ' unused', # umbai (81 firings) 'umbai', # awan (79 firings) 'awan', # anim (79 firings) 'Animal', # out (78 firings) ' Outer', # carniv (78 firings) ' Carnival', # ado (77 firings) 'adoes', # aut (74 firings) 'autical', # bermuda (74 firings) ' Bermuda', # alid (73 firings) 'alid', # cru (72 firings) 'cru', # mas (71 firings) 'MAS', # conspiracy (71 firings) ' Conspiracy', # alian (71 firings) 'alian', # jenna (69 firings) ' Jenna', # abre (69 firings) 'abre', # butterfl (67 firings) ' butterflies', # dresden (63 firings) ' Dresden', # mare (63 firings) 'mare', # merry (62 firings) ' Merry', # etchup (62 firings) 'etchup', # fool (61 firings) ' Fool', # atre (60 firings) 'atre', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'edt-family', 1 def prog_L02F21102(input_tokens): """19 token families, 19 surface forms (train F1 of the uncapped optimum: 0.803). Fires at 2,691 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to significant amounts or degrees of something""" # --- end external annotation --- fire = { # consider (404 firings) ' considerable', # tremend (270 firings) ' tremendous', # substant (264 firings) ' substantial', # considerab (234 firings) ' considerably', # longstand (181 firings) ' longstanding', # formid (126 firings) ' formidable', # siz (111 firings) ' sizable', # appreci (107 firings) ' appreci', # notice (96 firings) ' noticeable', # newfound (69 firings) ' newfound', # aback (46 firings) ' aback', # size (45 firings) ' sizeable', # definite (40 firings) ' definite', # undue (39 firings) ' undue', # ordinate (35 firings) 'ordinate', # neglig (29 firings) ' negligible', # vehe (20 firings) ' vehement', # put (20 firings) 'putable', # mercenary (16 firings) ' Mercenary', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'consider-family', 1 def prog_L02F21103(input_tokens): """16 token families, 19 surface forms (train F1 of the uncapped optimum: 0.918). Fires at 2,936 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the term "Mars" and related terms within the text""" # --- end external annotation --- fire = { # mar (1,333 firings) ' Mars', 'Mars', ' mars', # marijuana (228 firings) ' Marijuana', # jihad (186 firings) ' jihad', # martian (170 firings) ' Martian', # mankind (145 firings) ' mankind', ' Mankind', # mast (105 firings) ' Mast', # terra (80 firings) ' Terra', # mann (73 firings) ' manned', # andromeda (68 firings) ' Andromeda', # gres (62 firings) 'gress', # aration (44 firings) 'arations', # als (40 firings) ' ALS', # cer (39 firings) ' Ceres', # are (25 firings) ' Ares', # emi (20 firings) 'emis', # horu (10 firings) ' Horus', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mar-family', 1 def prog_L02F21104(input_tokens): """14 token families, 18 surface forms (train F1 of the uncapped optimum: 0.802). Fires at 4,865 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to design elements and patterns""" # --- end external annotation --- fire = { # design (1,400 firings) ' designs', ' designers', ' designing', ' Designs', # artwork (371 firings) ' artwork', # redesign (313 firings) ' redesign', ' redesigned', # shap (308 firings) ' shapes', # specification (184 firings) ' specifications', # creation (144 firings) ' creations', # sketch (125 firings) ' sketches', # prototyp (114 firings) ' prototypes', # textur (110 firings) ' textures', # print (94 firings) 'prints', # configuration (69 firings) ' configurations', # twist (50 firings) ' twists', # layout (43 firings) ' layouts', # impro (39 firings) 'impro', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'design-family', 1 def prog_L02F21106(input_tokens): """46 token families, 50 surface forms (train F1 of the uncapped optimum: 0.858). Fires at 3,981 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: phrases related to feelings of offense""" # --- end external annotation --- fire = { # offend (333 firings) ' offended', ' offending', ' offend', # outrag (248 firings) ' outraged', # insult (227 firings) ' insulting', ' insulted', # annoy (167 firings) ' annoyed', ' annoy', # prank (164 firings) ' prank', # uck (163 firings) 'ucks', # anger (134 firings) ' angered', # off (126 firings) ' offence', # rir (111 firings) 'rir', # feath (102 firings) ' feathers', # arlane (98 firings) 'arlane', # atter (97 firings) 'attering', # baffl (94 firings) ' baffled', # enrag (85 firings) ' enraged', # conv (69 firings) ' convers', # blasphemy (64 firings) ' blasphemy', # alienat (60 firings) ' alienated', # appease (59 firings) ' appease', # sensibil (57 firings) ' sensibilities', # amus (55 firings) ' amused', # iflow (54 firings) 'iflower', # ook (47 firings) 'ooked', # eyebrow (47 firings) ' eyebrow', # victim (46 firings) ' victimized', # irritat (45 firings) ' irritated', # oppres (42 firings) ' oppress', # transgres (41 firings) ' transgress', # aback (41 firings) ' aback', # agg (37 firings) ' agg', # eru (35 firings) ' eru', # chicken (35 firings) 'Chicken', # bigot (34 firings) ' bigot', # irrita (33 firings) ' irritation', # objection (33 firings) ' objectionable', # riev (28 firings) 'rieved', # 215 (27 firings) '215', # inf (24 firings) ' infer', # enchant (23 firings) ' enchanted', # blasp (21 firings) ' blasp', # indisc (20 firings) ' indisc', # disple (20 firings) ' disple', # reflect (19 firings) 'reflect', # trig (14 firings) ' trig', # sensit (14 firings) ' sensit', # augh (13 firings) 'aughs', # ignor (12 firings) ' ignor', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'offend-family', 1 def prog_L02F21107(input_tokens): """35 token families, 39 surface forms (train F1 of the uncapped optimum: 0.755). Fires at 3,782 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to prototypes in various contexts""" # --- end external annotation --- fire = { # prototype (617 firings) ' prototype', ' Prototype', 'prototype', # prototyp (215 firings) ' prototypes', ' prototyp', # miniature (179 firings) ' miniature', # genera (156 firings) 'generation', # primit (124 firings) ' primitive', # otto (119 firings) ' Otto', # produc (99 firings) 'production', # blueprint (97 firings) ' blueprint', # otyp (96 firings) 'otypes', 'otyp', # nascent (84 firings) ' nascent', # implementation (80 firings) ' implementations', # infancy (78 firings) ' infancy', # aic (64 firings) 'aic', # concept (62 firings) 'concept', # concep (62 firings) ' conception', # actory (61 firings) 'actory', # idat (54 firings) 'idated', # mk (48 firings) ' Mk', # otype (47 firings) 'otype', # rudimentary (43 firings) ' rudimentary', # novelty (39 firings) ' novelty', # pcb (38 firings) ' PCB', # urion (33 firings) 'urion', # refine (26 firings) ' refinement', # pixel (26 firings) 'pixel', # clin (22 firings) 'clinical', # proto (22 firings) ' proto', # alpha (22 firings) 'alpha', # proof (20 firings) ' proofs', # turret (19 firings) ' turrets', # finish (19 firings) 'finished', # plet (18 firings) 'pleted', # }; (17 firings) ' };', # construct (14 firings) 'Construct', # schemat (12 firings) ' schematic', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'prototype-family', 1 def prog_L02F21108(input_tokens): """40 token families, 40 surface forms (train F1 of the uncapped optimum: 0.357). Fires at 131,277 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: numerical statistics related to game performance""" # --- end external annotation --- fire = { # 1 (4,681 firings) ' 1', # 2 (4,093 firings) ' 2', # 5 (3,885 firings) ' 5', # 3 (3,547 firings) ' 3', # 4 (3,164 firings) ' 4', # 10 (3,078 firings) ' 10', # 6 (2,864 firings) ' 6', # 7 (2,511 firings) ' 7', # 8 (2,283 firings) ' 8', # 20 (2,235 firings) ' 20', # 15 (2,045 firings) ' 15', # 12 (2,014 firings) ' 12', # 9 (1,731 firings) ' 9', # 30 (1,705 firings) ' 30', # 11 (1,577 firings) ' 11', # 13 (1,472 firings) ' 13', # 16 (1,464 firings) ' 16', # 14 (1,387 firings) ' 14', # 25 (1,281 firings) ' 25', # 19 (1,196 firings) ' 19', # 17 (1,180 firings) ' 17', # 24 (1,167 firings) ' 24', # 27 (1,038 firings) ' 27', # 100 (1,038 firings) ' 100', # 23 (1,009 firings) ' 23', # 50 (985 firings) ' 50', # 22 (972 firings) ' 22', # 0 (948 firings) ' 0', # 28 (908 firings) ' 28', # 21 (897 firings) ' 21', # 26 (877 firings) ' 26', # 29 (856 firings) ' 29', # 60 (701 firings) ' 60', # 31 (588 firings) ' 31', # 70 (518 firings) ' 70', # 35 (479 firings) ' 35', # 32 (428 firings) ' 32', # 45 (424 firings) ' 45', # 36 (378 firings) ' 36', # 34 (337 firings) ' 34', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '1-family', 1 def prog_L02F21109(input_tokens): """30 token families, 34 surface forms (train F1 of the uncapped optimum: 0.857). Fires at 1,924 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to gum and related actions or contexts""" # --- end external annotation --- fire = { # gum (184 firings) ' gum', ' Gum', # gob (150 firings) ' gob', ' Gob', 'gob', # chew (130 firings) ' chewing', ' chew', # midway (120 firings) ' midway', # uckle (97 firings) 'uckle', # elvi (92 firings) ' Elvis', # halt (89 firings) ' halting', # chop (71 firings) ' chop', # rim (67 firings) ' rim', # ophon (66 firings) 'ophon', # bum (59 firings) 'bum', # uckl (48 firings) 'uckles', # saliva (44 firings) ' saliva', # gel (43 firings) ' gel', # 680 (41 firings) ' 680', # oling (41 firings) 'oling', # gul (36 firings) ' gul', # dic (31 firings) ' diction', # $$ (27 firings) '$$', # 670 (25 firings) ' 670', # cg (25 firings) 'CG', # claw (19 firings) ' Claw', # astr (18 firings) 'astrous', # sasuke (16 firings) ' Sasuke', # flavor (15 firings) ' Flavor', # モ (14 firings) 'モ', # clen (12 firings) ' clen', # itaire (11 firings) 'itaire', # ェ (6 firings) 'ェ', # dex (5 firings) ' Dex', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'gum-family', 1 def prog_L02F21112(input_tokens): """32 token families, 34 surface forms (train F1 of the uncapped optimum: 0.876). Fires at 3,183 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the Koch brothers""" # --- end external annotation --- fire = { # koch (393 firings) ' Koch', # hung (203 firings) ' Hunger', 'hung', # kerala (183 firings) ' Kerala', # wichita (145 firings) ' Wichita', # bundy (139 firings) ' Bundy', # ovsky (123 firings) 'ovsky', # kham (118 firings) ' Kham', # fur (114 firings) ' Fur', # mobil (104 firings) 'Mobil', # object (100 firings) ' Object', # gupta (96 firings) ' Gupta', # kern (79 firings) ' Kern', # prosp (76 firings) ' Prosper', # $$ (67 firings) ' $$', '$$', # jind (65 firings) ' Jindal', # cato (64 firings) ' Cato', # kuh (59 firings) ' Kuh', # kant (53 firings) ' Kant', # kuro (51 firings) ' Kuro', # friedrich (50 firings) ' Friedrich', # proud (47 firings) ' Proud', # mor (46 firings) ' Moral', # troll (46 firings) ' Troll', # alec (40 firings) ' ALEC', # wrath (38 firings) ' Wrath', # lann (38 firings) ' Lann', # ku (38 firings) 'Ku', # pon (34 firings) ' Pon', # corp (32 firings) 'Corp', # erala (15 firings) 'erala', # visc (9 firings) ' visc', # ------------- (8 firings) '-------------', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'koch-family', 1 def prog_L02F21113(input_tokens): """29 token families, 35 surface forms (train F1 of the uncapped optimum: 0.860). Fires at 1,803 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: content related to spoilers in narratives""" # --- end external annotation --- fire = { # spoil (280 firings) ' spoiler', 'Spoiler', ' Spoiler', # loll (113 firings) ' Loll', # glos (104 firings) ' gloss', ' Gloss', # ado (98 firings) ' ado', # part (96 firings) ' parted', # trojan (73 firings) ' Trojan', # prol (63 firings) ' prol', ' Prol', # blizz (58 firings) ' Blizz', # aclysm (57 firings) 'aclysm', # strife (56 firings) ' strife', # avoid (56 firings) ' avoidance', # spice (52 firings) ' Spice', # pric (40 firings) ' Pric', # terior (34 firings) 'terior', # 529 (33 firings) ' 529', '529', # oil (31 firings) 'oiler', # itab (30 firings) 'itably', # load (28 firings) 'loader', # hypot (26 firings) ' hypot', # corpse (20 firings) ' Corpse', # gujar (16 firings) ' Gujar', # ________________________________________________________________ (16 firings) '________________________________________________________________', # tempor (13 firings) ' tempor', # illac (11 firings) 'illac', # wyr (7 firings) ' Wyr', # conserv (7 firings) 'conserv', # template (6 firings) 'Template', # だ (5 firings) 'だ', # /** (5 firings) '/**', ' /**', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'spoil-family', 1 def prog_L02F21114(input_tokens): """15 token families, 17 surface forms (train F1 of the uncapped optimum: 0.903). Fires at 2,442 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "unfair" and related concepts of unfairness""" # --- end external annotation --- fire = { # unfair (547 firings) ' unfair', ' unfairly', # fair (387 firings) 'fair', ' fairness', # mislead (344 firings) ' misleading', # insult (119 firings) ' insulting', # dishon (115 firings) ' dishonest', # disproportionate (98 firings) ' disproportionate', # disrespect (75 firings) ' disrespectful', # rotten (70 firings) ' rotten', # uneven (69 firings) ' uneven', # untrue (65 firings) ' untrue', # unequ (52 firings) ' unequal', # inequ (44 firings) ' inequ', # undue (39 firings) ' undue', # unre (34 firings) ' unreal', # と (32 firings) 'と', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'unfair-family', 1 def prog_L02F21115(input_tokens): """40 token families, 44 surface forms (train F1 of the uncapped optimum: 0.775). Fires at 3,850 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to educational testing and assessment""" # --- end external annotation --- fire = { # gc (328 firings) 'GC', ' GC', 'gc', # arc (173 firings) 'ARC', ' ARC', # gta (139 firings) ' GTA', # retake (99 firings) ' retake', # heap (96 firings) ' heap', # lc (93 firings) ' LC', # ard (92 firings) ' Ard', # gerard (91 firings) ' Gerard', # coy (90 firings) ' Coy', # clama (88 firings) 'clamation', # neville (84 firings) ' Neville', # hpv (82 firings) ' HPV', # polio (79 firings) ' polio', # ll (78 firings) ' LL', # acet (69 firings) 'acet', # macarthur (68 firings) ' MacArthur', # lr (64 firings) 'LR', ' LR', # gcc (48 firings) ' GCC', # cartridge (45 firings) ' cartridge', # jd (43 firings) ' JD', # ray (42 firings) 'RAY', # tg (42 firings) 'TG', # qc (42 firings) ' QC', # roche (40 firings) ' Roche', # sg (39 firings) ' SG', # nx (37 firings) ' NX', # ghc (37 firings) ' GHC', # gg (31 firings) ' GG', # stage (31 firings) 'Stage', # aq (30 firings) ' AQ', # scorp (30 firings) ' Scorp', # dg (27 firings) ' DG', # galile (27 firings) ' Galile', # ail (25 firings) 'ailable', # array (23 firings) 'Array', # cert (23 firings) 'Cert', # cg (22 firings) 'CG', # gsl (17 firings) ' GSL', # afta (16 firings) 'AFTA', # clr (10 firings) ' CLR', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'gc-family', 1 def prog_L02F21116(input_tokens): """43 token families, 46 surface forms (train F1 of the uncapped optimum: 0.843). Fires at 3,621 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of specific highways and routes""" # --- end external annotation --- fire = { # interstate (387 firings) ' Interstate', ' interstate', # route (272 firings) ' Route', 'Route', # parkway (142 firings) ' Parkway', # highway (135 firings) ' highways', # freeway (114 firings) ' freeway', # interstellar (96 firings) ' interstellar', ' Interstellar', # phony (95 firings) ' phony', # rupt (91 firings) ' rupt', # migr (89 firings) ' migr', # abbrevi (84 firings) ' abbrevi', # brid (84 firings) ' Brid', # ipv (79 firings) ' IPv', # decept (79 firings) ' deceptive', # interchange (77 firings) ' interchange', # out (77 firings) ' Outer', # connect (73 firings) 'connect', # cross (69 firings) ' Crossing', # exit (65 firings) ' Exit', # interconnect (65 firings) ' interconnected', # cause (55 firings) ' Cause', # mutu (54 firings) ' Mutual', # intra (53 firings) ' intra', # inform (51 firings) ' informational', # divide (51 firings) ' Divide', # defunct (50 firings) ' defunct', # network (44 firings) ' NETWORK', # ixtape (38 firings) 'ixtape', # rout (37 firings) ' Rout', # mv (34 firings) ' MV', # diagnose (33 firings) ' diagnose', # meridian (29 firings) ' Meridian', # solicita (29 firings) ' solicitation', # wind (26 firings) ' Winds', # lov (25 firings) ' Loving', # ylene (25 firings) 'ylene', # contemplat (25 firings) ' contemplated', # ning (24 firings) ' Ning', # rival (22 firings) ' Rivals', # contigu (20 firings) ' contiguous', # ixt (19 firings) 'ixt', # ignore (17 firings) 'ignore', # oxid (16 firings) ' oxid', # ibaba (12 firings) 'ibaba', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'interstate-family', 1 def prog_L02F21117(input_tokens): """48 token families, 55 surface forms (train F1 of the uncapped optimum: 0.872). Fires at 5,266 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the name "Berger" and its variations in context""" # --- end external annotation --- fire = { # ter (267 firings) 'TER', # ber (254 firings) 'Ber', ' Bers', # churchill (168 firings) ' Churchill', # vim (151 firings) ' Vim', 'vim', ' vim', # barrage (150 firings) ' barrage', # cork (117 firings) ' Corker', # berg (115 firings) ' Berger', # jok (112 firings) ' Joker', # gen (110 firings) 'GEN', # pen (102 firings) ' pens', # zh (102 firings) ' Zh', # zeit (101 firings) ' Zeit', # chattanooga (94 firings) ' Chattanooga', # cecil (87 firings) ' Cecil', # pist (84 firings) ' Pist', ' pist', # paste (82 firings) 'paste', # 238 (80 firings) '238', ' 238', # refinery (76 firings) ' refinery', # derogatory (73 firings) ' derogatory', # torpedo (67 firings) ' torpedo', # mull (62 firings) ' Muller', # contemplat (62 firings) ' contemplating', # numer (61 firings) ' numerical', ' numeric', # vt (54 firings) ' VT', # nano (53 firings) ' nano', # jeanne (52 firings) ' Jeanne', # van (48 firings) ' vanity', # lipstick (48 firings) ' lipstick', # blumenth (48 firings) ' Blumenthal', # nib (48 firings) ' nib', ' Nib', # zan (47 firings) ' Zan', # txt (47 firings) 'txt', # cursor (47 firings) ' cursor', # editor (46 firings) 'editor', # picard (45 firings) ' Picard', # cabrera (44 firings) ' Cabrera', # ern (44 firings) 'erning', # bladd (44 firings) ' bladder', # pathfind (43 firings) ' Pathfinder', # 430 (42 firings) ' 430', # zl (40 firings) 'zl', # vk (40 firings) ' VK', # trotsky (40 firings) ' Trotsky', # buff (37 firings) ' Buffer', # scram (36 firings) ' scram', # => (35 firings) '=>', # hyperten (34 firings) ' hypertension', # column (30 firings) 'Column', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ter-family', 1 def prog_L02F21119(input_tokens): """30 token families, 36 surface forms (train F1 of the uncapped optimum: 0.614). Fires at 4,058 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the time of day, specifically noon""" # --- end external annotation --- fire = { # am (1,005 firings) 'am', # noon (536 firings) ' noon', 'noon', ' Noon', # midnight (314 firings) ' midnight', # imi (138 firings) 'imi', # sunrise (102 firings) ' sunrise', ' Sunrise', # midday (93 firings) ' midday', # ma (75 firings) 'Ma', # imam (71 firings) ' Imam', # morn (69 firings) 'morning', # sund (68 firings) ' sund', 'Sund', # enlighten (60 firings) ' enlightenment', ' Enlightenment', # hour (55 firings) 'Hours', 'Hour', # brunch (53 firings) ' brunch', # effect (51 firings) 'Effective', # dusk (50 firings) ' dusk', # 1100 (45 firings) ' 1100', # reckon (36 firings) ' reckoned', # eatur (35 firings) 'eatured', # nai (33 firings) 'nai', # min (29 firings) 'mins', # neapoli (22 firings) 'neapolis', # $$ (22 firings) ' $$', # 1050 (20 firings) ' 1050', # serv (20 firings) 'served', # ??? (17 firings) ' ???', # inform (17 firings) ' informational', # tba (15 firings) ' TBA', # monday (15 firings) ' Mondays', # undown (14 firings) 'undown', # onday (12 firings) 'onday', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'am-family', 1 def prog_L02F21120(input_tokens): """16 token families, 18 surface forms (train F1 of the uncapped optimum: 0.940). Fires at 4,633 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the city of Houston""" # --- end external annotation --- fire = { # houston (2,004 firings) ' Houston', 'Houston', # ston (436 firings) 'STON', # halifax (255 firings) ' Halifax', # rocket (245 firings) ' Rockets', # hou (241 firings) 'HOU', ' HOU', # tx (186 firings) ' TX', # astro (176 firings) ' Astros', # katy (136 firings) ' Katy', # pasadena (127 firings) ' Pasadena', # tex (68 firings) 'Tex', # roe (67 firings) 'roe', # ocket (58 firings) 'ockets', # 107 (57 firings) '107', # cub (49 firings) 'Cub', # 713 (21 firings) '713', # ouston (14 firings) 'ouston', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'houston-family', 1 def prog_L02F21121(input_tokens): """23 token families, 55 surface forms (train F1 of the uncapped optimum: 0.317). Fires at 81,397 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to sexual arousal and relationships""" # --- end external annotation --- fire = { # sex (2,279 firings) ' sex', ' Sex', 'Sex', ' sexes', # men (1,920 firings) ' men', ' Men', # man (1,835 firings) ' man', # women (1,686 firings) ' women', # sexu (1,376 firings) ' sexual', 'sexual', ' Sexual', 'Sexual', # relationship (1,244 firings) ' relationship', ' relationships', ' Relationship', # woman (1,242 firings) ' woman', # girl (1,067 firings) ' girl', ' girls', ' Girl', 'Girls', 'Girl', # partn (915 firings) ' partner', ' partners', ' Partner', # guy (617 firings) ' guys', ' guy', # sexual (448 firings) ' sexually', ' sexuality', # dat (444 firings) ' dating', ' Dating', 'dating', # assault (378 firings) ' assaulting', ' assaulted', ' assaults', ' Assault', 'assault', # allegation (330 firings) ' allegations', # lov (306 firings) ' lovers', ' lover', ' loving', ' Lover', # domest (306 firings) ' domestic', ' Domestic', # boyfriend (268 firings) ' boyfriend', # consent (256 firings) ' consent', ' Consent', # attract (236 firings) ' attractive', ' attracted', ' attractiveness', # play (235 firings) 'play', 'players', # affair (226 firings) ' affair', # explicit (211 firings) ' explicit', ' Explicit', # kb (204 firings) ' KB', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sex-family', 1 def prog_L02F21122(input_tokens): """23 token families, 27 surface forms (train F1 of the uncapped optimum: 0.943). Fires at 2,953 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the word "dict" and related terms""" # --- end external annotation --- fire = { # alex (472 firings) 'Alex', # ill (345 firings) 'ILL', # 404 (327 firings) '404', ' 404', # decor (210 firings) ' decor', # dictionary (207 firings) ' dictionary', ' Dictionary', # benedict (194 firings) ' Benedict', # lama (150 firings) ' Lama', # dict (142 firings) ' dict', 'dict', # again (135 firings) 'again', # mand (117 firings) ' mand', # gur (66 firings) 'gur', # indef (40 firings) ' indef', # dic (37 firings) ' diction', # dir (34 firings) ' dir', # odium (33 firings) 'odium', # quant (31 firings) 'quant', # glob (28 firings) ' glob', # infall (23 firings) ' infall', # ocrat (16 firings) 'ocrates', # tuple (14 firings) ' tuple', # viz (12 firings) ' viz', # """ (11 firings) ' """', '"""', # ictionary (8 firings) 'ictionary', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'alex-family', 1 def prog_L02F21123(input_tokens): """12 token families, 14 surface forms (train F1 of the uncapped optimum: 0.928). Fires at 5,143 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to specific situations or contexts being described""" # --- end external annotation --- fire = { # situa (2,696 firings) ' situation', ' Situation', # scenario (532 firings) ' scenario', # situation (528 firings) ' situations', # plight (171 firings) ' plight', # situat (165 firings) ' situated', # sit (77 firings) 'Sit', 'sit', # luck (76 firings) 'luck', # emate (65 firings) 'emate', # circumst (61 firings) ' circumstance', # precari (50 firings) ' precarious', # predica (47 firings) ' predicament', # esc (41 firings) 'escal', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'situa-family', 1 def prog_L02F21124(input_tokens): """37 token families, 40 surface forms (train F1 of the uncapped optimum: 0.667). Fires at 5,963 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to judicial authority and the legal system""" # --- end external annotation --- fire = { # ice (1,080 firings) 'ices', 'ICE', 'ICES', # iced (269 firings) 'iced', # icing (146 firings) 'icing', # icy (139 firings) 'icy', # justic (132 firings) ' justices', # cholesterol (123 firings) ' cholesterol', # ori (122 firings) 'ories', # sey (117 firings) 'seys', # ici (111 firings) 'icial', 'ici', # asure (91 firings) 'asure', # icia (88 firings) 'icia', # eryl (64 firings) 'eryl', # orce (60 firings) 'orce', # erenc (56 firings) 'erences', # eal (56 firings) 'ealous', # recipe (56 firings) ' Recipe', # ctor (51 firings) 'ctors', # ir (48 firings) 'Ir', # iday (46 firings) 'idays', # ect (46 firings) 'ective', # atur (46 firings) 'atures', # resent (44 firings) 'resent', # aghetti (32 firings) 'aghetti', # essor (31 firings) 'essors', # asur (30 firings) 'asures', # imony (29 firings) 'imony', # ricia (28 firings) 'ricia', # icable (28 firings) 'icable', # itia (25 firings) 'itia', # essert (24 firings) 'essert', # empres (23 firings) ' Empress', # ict (21 firings) 'ictive', # ienc (21 firings) 'iencies', # ergy (19 firings) 'ergy', # aimon (17 firings) 'aimon', # diligent (17 firings) ' diligent', # ureen (17 firings) 'ureen', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ice-family', 1 def prog_L02F21125(input_tokens): """48 token families, 55 surface forms (train F1 of the uncapped optimum: 0.901). Fires at 10,538 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the names of prominent individuals and entities related to sports and business""" # --- end external annotation --- fire = { # jump (328 firings) ' Jump', 'Jump', ' jumper', 'jump', # revolv (216 firings) ' revolves', ' revolving', # jer (192 firings) 'Jer', 'jer', # yard (173 firings) ' Yard', # compan (171 firings) ' Companies', # notorious (165 firings) ' notoriously', # cherry (163 firings) ' Cherry', # corn (162 firings) ' Corner', # church (155 firings) 'church', # bake (148 firings) ' bake', ' Bake', # hya (143 firings) 'hya', # imer (139 firings) 'imer', # ken (134 firings) ' Kens', 'kens', # stay (133 firings) 'stay', # hurst (132 firings) 'hurst', # illard (130 firings) 'illard', # auga (129 firings) 'auga', # him (129 firings) ' Him', # glar (126 firings) ' glaring', # pratt (126 firings) ' Pratt', # reinvent (121 firings) ' reinvent', # gunn (121 firings) ' gunned', # ecc (118 firings) ' Ecc', # chamb (114 firings) ' Chambers', # hir (113 firings) ' Hir', # may (112 firings) ' Mayer', # jerome (107 firings) ' Jerome', # rundown (107 firings) ' rundown', # dunk (106 firings) ' Dunk', # unch (101 firings) ' unch', # divul (101 firings) ' divul', # parson (100 firings) ' Parsons', # gent (98 firings) ' Gent', # greenwich (93 firings) ' Greenwich', # yor (87 firings) ' Yor', # glou (86 firings) ' Glou', # restroom (86 firings) ' restrooms', # cruis (86 firings) ' cruising', # yus (86 firings) ' Yus', # headquarter (85 firings) ' headquartered', # hoop (82 firings) ' hoops', # cake (80 firings) 'cake', # kind (78 firings) ' Kinder', # kosh (77 firings) ' kosher', # abl (76 firings) ' abl', # omon (74 firings) 'omon', # alley (73 firings) ' Alley', # dodg (73 firings) ' dodged', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'jump-family', 1 def prog_L02F21126(input_tokens): """48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.844). Fires at 4,160 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: variations of the word "fantastic" """ # --- end external annotation --- fire = { # ast (470 firings) 'astic', 'astical', # electr (188 firings) 'electric', # uchin (143 firings) 'uchin', # uls (130 firings) 'ulsive', # elast (124 firings) ' Elastic', ' elastic', # fantast (116 firings) ' Fantastic', # lish (108 firings) 'lish', # enezuel (99 firings) 'enezuel', # appy (99 firings) 'appy', # astic (91 firings) 'astics', # dig (89 firings) 'dig', # sussex (84 firings) ' Sussex', # iatr (81 firings) 'iatric', # gae (70 firings) 'gae', # funk (67 firings) ' funk', # swell (60 firings) ' swell', # pler (60 firings) 'pler', # jump (58 firings) 'Jump', # stimul (57 firings) ' stimul', # achy (57 firings) 'achy', # marine (56 firings) 'marine', # plast (48 firings) ' Plastic', # ormon (45 firings) 'ormon', # nexpect (45 firings) 'nexpected', # luxuri (44 firings) ' luxurious', # entr (41 firings) 'entric', # umat (41 firings) 'umatic', # myst (40 firings) ' mystic', # astery (38 firings) 'astery', # astical (36 firings) 'astically', # sych (32 firings) 'sych', # iment (32 firings) 'imental', # itent (31 firings) 'itent', # icip (29 firings) 'icip', # hogwart (28 firings) ' Hogwarts', # minist (25 firings) 'ministic', # abee (25 firings) 'abee', # ropolitan (23 firings) 'ropolitan', # estim (22 firings) ' estim', # ulic (21 firings) 'ulic', # esy (21 firings) 'esy', # jb (21 firings) 'JB', # bish (20 firings) 'bish', # biti (19 firings) 'bitious', # eou (18 firings) 'eous', # bulgar (17 firings) ' Bulgar', # ">< (15 firings) '"><', # imentary (12 firings) 'imentary', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ast-family', 1 def prog_L02F21127(input_tokens): """48 token families, 51 surface forms (train F1 of the uncapped optimum: 0.805). Fires at 15,492 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of the term "pornography" and related terms""" # --- end external annotation --- fire = { # advertise (471 firings) ' advertisement', ' advertisements', # pornography (369 firings) ' pornography', # telecommunication (275 firings) ' telecommunications', ' Telecommunications', # imagine (214 firings) 'Imagine', # televi (211 firings) ' Television', # outfield (183 firings) ' outfielder', # specification (179 firings) ' specifications', # gigant (179 firings) ' gigantic', # semit (176 firings) 'Semitic', # enterpris (171 firings) ' enterprises', ' Enterprises', # unsuccess (168 firings) ' unsuccessful', # attorney (168 firings) 'Attorney', # inexpens (163 firings) ' inexpensive', # automobile (159 firings) ' automobile', # football (151 firings) ' footballer', # video (146 firings) 'video', # defama (144 firings) ' defamation', # whiskey (137 firings) ' whiskey', # magnificent (131 firings) ' magnificent', # occup (128 firings) 'occupied', # perform (124 firings) 'performance', # bicycl (120 firings) ' bicycles', # gentlemen (118 firings) ' gentlemen', # bookstore (115 firings) ' bookstore', # admir (113 firings) ' admired', # screenplay (111 firings) ' screenplay', # wikimedia (111 firings) ' Wikimedia', # regret (110 firings) ' regrets', # reconnaiss (108 firings) ' reconnaissance', # conglomerate (108 firings) ' conglomerate', # impoverish (105 firings) ' impoverished', # pornograph (102 firings) ' pornographic', # methamphetamine (102 firings) ' methamphetamine', # warship (102 firings) ' warships', # alcohol (100 firings) ' alcoholic', # lionel (100 firings) ' Lionel', # outset (89 firings) ' outset', # multimedia (89 firings) ' multimedia', # invention (89 firings) ' inventions', # glamor (87 firings) ' glamorous', # autobiography (86 firings) ' autobiography', # whisky (86 firings) ' whisky', # imedia (85 firings) 'imedia', # electromagnet (83 firings) ' electromagnetic', # enigmat (82 firings) ' enigmatic', # webpage (82 firings) ' webpage', # refrigerator (81 firings) ' refrigerator', # playboy (81 firings) ' Playboy', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'advertise-family', 1 def prog_L02F21128(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.607). Fires at 29,388 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "or" in contexts involving choices or alternatives""" # --- end external annotation --- fire = { # or (27,387 firings) ' or', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'or-family', 1 def prog_L02F21129(input_tokens): """27 token families, 32 surface forms (train F1 of the uncapped optimum: 0.905). Fires at 3,681 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the location "Haven," particularly various contexts involving it""" # --- end external annotation --- fire = { # have (1,166 firings) 'Have', ' Have', # haven (396 firings) ' Haven', ' havens', 'haven', # been (168 firings) ' Been', 'been', # vigil (164 firings) ' vigil', ' Vigil', # essa (141 firings) 'essa', # imprison (115 firings) ' imprisonment', # horizon (113 firings) ' Horizons', # hous (113 firings) 'houses', # hannib (83 firings) ' Hannibal', # holm (80 firings) 'holm', # hartford (78 firings) ' Hartford', # refuge (73 firings) ' Refuge', # gustav (70 firings) ' Gustav', # hosp (64 firings) ' Hosp', # mare (64 firings) ' Mare', # usky (55 firings) 'usky', # read (49 firings) ' readable', # onne (42 firings) 'onne', # owe (42 firings) 'owe', # patient (40 firings) 'patient', # approach (38 firings) ' Approach', # hug (34 firings) 'Hug', # scope (24 firings) ' Scope', # mercenary (18 firings) ' Mercenary', # depend (15 firings) ' Depend', # hospit (12 firings) 'hospital', # haunt (12 firings) 'Haunted', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'have-family', 1 def prog_L02F21130(input_tokens): """48 token families, 54 surface forms (train F1 of the uncapped optimum: 0.832). Fires at 4,531 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to the composition of materials, specifically keratin and its derivatives""" # --- end external annotation --- fire = { # jinp (205 firings) ' Jinping', # pratt (126 firings) ' Pratt', # nat (112 firings) ' nat', 'nat', # connell (104 firings) 'Connell', # agin (98 firings) 'agin', # anonym (97 firings) 'Anonymous', # connector (96 firings) ' connector', ' connectors', # atin (95 firings) 'atin', # atu (95 firings) 'atus', # envy (90 firings) ' envy', # angl (89 firings) ' Anglic', # atum (86 firings) 'atum', # *, (84 firings) '*,', # atri (83 firings) 'atri', # oling (77 firings) 'oling', # cgi (75 firings) ' CGI', 'cgi', # *. (74 firings) '*.', ' *.', # xvi (73 firings) ' XVI', # coax (72 firings) ' coax', # huntington (70 firings) ' Huntington', # bruis (65 firings) ' bruising', # pin (63 firings) ' PIN', # ulin (63 firings) 'ulin', # bundl (63 firings) ' bundled', # alin (62 firings) 'alin', # latin (58 firings) 'Latin', # padd (57 firings) ' padded', ' padding', 'padding', # atern (54 firings) 'atern', # oled (54 firings) 'oled', # abbrevi (52 firings) ' abbrevi', # illin (51 firings) 'illin', # bastard (47 firings) ' bastard', # assin (45 firings) 'assin', # atten (45 firings) 'atten', # amen (45 firings) 'amen', # uton (40 firings) 'uton', # ghetto (38 firings) ' ghetto', # onite (37 firings) 'onite', # optim (37 firings) 'optim', # ******** (35 firings) '********', # obin (35 firings) 'obin', # gelatin (34 firings) ' gelatin', # muc (33 firings) ' muc', # aten (30 firings) 'aten', # intraven (28 firings) ' intraven', # gou (26 firings) ' Gou', # conv (26 firings) 'conv', # chev (22 firings) 'chev', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'jinp-family', 1 def prog_L02F21131(input_tokens): """8 token families, 13 surface forms (train F1 of the uncapped optimum: 0.841). Fires at 2,221 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the term "Cap" in various contexts""" # --- end external annotation --- fire = { # cap (1,690 firings) ' cap', ' Cap', 'cap', 'Cap', ' Caps', ' CAP', # clint (130 firings) ' Clint', # cod (80 firings) ' Cod', # chop (59 firings) ' chops', # chap (48 firings) ' chap', # capac (38 firings) ' capac', # aeg (30 firings) ' Aeg', # ス (27 firings) 'ス', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'cap-family', 1 def prog_L02F21132(input_tokens): """37 token families, 39 surface forms (train F1 of the uncapped optimum: 0.850). Fires at 2,607 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to consistency and inconsistency""" # --- end external annotation --- fire = { # consistency (160 firings) ' consistency', # disclaim (147 firings) 'Disclaimer', # inconsistent (108 firings) ' inconsistent', # texture (106 firings) ' texture', # continu (94 firings) ' continuity', # par (91 firings) ' parity', # errat (91 firings) ' erratic', # indec (90 firings) ' indec', # similar (85 firings) ' similarity', # dur (82 firings) ' durability', # thick (74 firings) ' thickness', # decency (71 firings) ' decency', # familiar (69 firings) ' familiarity', # sloppy (68 firings) ' sloppy', # oddy (68 firings) 'oddy', # appear (66 firings) ' Appearance', 'Appearance', # mattres (55 firings) ' mattress', # cohe (50 firings) ' cohesion', # inconsistenc (49 firings) ' inconsistencies', # uity (46 firings) 'uity', # symmetry (44 firings) ' symmetry', # avail (44 firings) ' Availability', 'Availability', # replica (41 firings) ' replication', # fin (37 firings) ' FIN', # adher (36 firings) ' adherence', # inconsistency (33 firings) ' inconsistency', # idity (25 firings) 'idity', # redundancy (24 firings) ' redundancy', # ammonia (23 firings) ' ammonia', # equiv (21 firings) ' equival', # her (21 firings) 'herence', # stiff (19 firings) ' stiffness', # error (17 firings) ' Errors', # season (14 firings) ' seasoning', # tenes (12 firings) 'teness', # err (8 firings) ' Err', # form (8 firings) 'formance', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'consistency-family', 1 def prog_L02F21134(input_tokens): """13 token families, 16 surface forms (train F1 of the uncapped optimum: 0.921). Fires at 2,050 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to "quad" in various contexts, likely related to a physical location or setting""" # --- end external annotation --- fire = { # qu (508 firings) 'Qu', # quad (446 firings) ' quad', ' Quad', 'quad', # quart (160 firings) ' Quarter', # commut (131 firings) ' commuter', # quin (108 firings) 'quin', # fitz (88 firings) ' Fitz', # cod (84 firings) ' Cod', # lib (66 firings) ' LIB', 'LIB', # quan (57 firings) ' Quan', # dx (57 firings) ' DX', # mult (32 firings) ' multic', # riad (29 firings) 'riad', # vid (26 firings) 'VID', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'qu-family', 1 def prog_L02F21135(input_tokens): """48 token families, 50 surface forms (train F1 of the uncapped optimum: 0.868). Fires at 4,169 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to influenza and its impact, as well as discussions around influencers in various contexts""" # --- end external annotation --- fire = { # virus (193 firings) ' viruses', # goaltend (155 firings) ' goaltender', # admir (132 firings) ' Admiral', # infograph (123 firings) ' infographic', # seafood (120 firings) ' seafood', # 1918 (109 firings) ' 1918', # hearthstone (107 firings) ' Hearthstone', # epidem (101 firings) ' epidem', ' Epidem', # hysteria (98 firings) ' hysteria', # poultry (97 firings) ' poultry', # famine (95 firings) ' famine', # ipe (92 firings) 'ipes', # hale (90 firings) ' Hale', # influenza (89 firings) ' influenza', # msi (83 firings) ' MSI', # influ (81 firings) ' influ', ' Influ', # huma (77 firings) ' Huma', # fo (77 firings) ' FO', # deng (72 firings) ' Deng', # iflow (71 firings) 'iflower', # erie (70 firings) 'erie', # viol (68 firings) ' viol', # blah (66 firings) ' blah', # enza (63 firings) 'enza', # و (63 firings) 'و', # hib (60 firings) ' Hib', # blizz (58 firings) ' Blizz', # ada (58 firings) 'adas', # hiro (57 firings) ' Hiro', # enc (53 firings) 'encers', # elena (53 firings) ' Elena', # outbreak (52 firings) ' outbreaks', # affl (50 firings) 'affles', # broccoli (49 firings) ' broccoli', # galact (47 firings) ' galactic', # fen (46 firings) 'fen', # nineteen (44 firings) ' nineteen', # flu (39 firings) 'flu', # narrat (36 firings) ' narrated', # aida (34 firings) 'aida', # mei (28 firings) ' Mei', # meng (28 firings) ' Meng', # ccoli (28 firings) 'ccoli', # zhao (24 firings) ' Zhao', # pneum (15 firings) ' pneum', # allaah (15 firings) ' Allaah', # basketball (12 firings) 'basketball', # supra (11 firings) ' supra', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'virus-family', 1 def prog_L02F21136(input_tokens): """25 token families, 30 surface forms (train F1 of the uncapped optimum: 0.768). Fires at 3,463 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to muscle and its related attributes or conditions""" # --- end external annotation --- fire = { # muscle (542 firings) ' muscle', ' Muscle', # mus (365 firings) 'mus', 'Mus', ' MUS', # muscl (226 firings) ' muscles', # cle (177 firings) 'cle', 'cles', # sausage (112 firings) ' sausage', # muscular (109 firings) ' muscular', # stre (83 firings) 'stre', # cellul (71 firings) ' cellul', # skelet (65 firings) ' skeletal', # adi (61 firings) 'adies', # tendon (60 firings) ' tendon', # fib (60 firings) ' fibers', # twitch (58 firings) ' twitch', 'twitch', # imu (45 firings) 'imus', # pussy (44 firings) ' pussy', # ilage (36 firings) 'ilage', # physique (35 firings) ' physique', # icep (33 firings) 'iceps', # contrac (31 firings) ' contraction', # thigh (26 firings) ' thighs', # color (23 firings) 'COLOR', # boob (20 firings) ' boobs', # calv (18 firings) ' calves', # ower (15 firings) 'OWER', # cunt (11 firings) ' cunt', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'muscle-family', 1 def prog_L02F21137(input_tokens): """6 token families, 6 surface forms (train F1 of the uncapped optimum: 0.664). Fires at 5,540 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the phrase "According to." """ # --- end external annotation --- fire = { # accord (2,541 firings) ' According', # sourc (84 firings) ' Sources', # pur (62 firings) ' Purs', # depend (58 firings) ' Depending', # contrary (47 firings) ' Contrary', # numer (18 firings) ' Numerous', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'accord-family', 1 def prog_L02F21138(input_tokens): """39 token families, 43 surface forms (train F1 of the uncapped optimum: 0.877). Fires at 2,947 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the concept of a miracle""" # --- end external annotation --- fire = { # except (248 firings) ' Except', 'Except', # miracle (240 firings) ' miracle', ' Miracle', # provid (129 firings) ' Providence', # turnaround (119 firings) ' turnaround', # saint (116 firings) ' saint', ' saints', # improb (108 firings) ' improbable', # cameo (94 firings) ' cameo', # barri (93 firings) ' Barrier', # amaz (92 firings) ' amazingly', # speedy (89 firings) ' speedy', # promise (79 firings) ' Promise', # imposs (78 firings) ' Impossible', # holy (76 firings) 'Holy', # minute (74 firings) ' Minute', # miracul (67 firings) ' miraculous', # enzyme (61 firings) ' enzyme', # magical (54 firings) ' magically', # acl (53 firings) 'acles', # enzym (49 firings) ' enzymes', # gasp (46 firings) ' gasp', ' gasped', # wond (45 firings) ' wond', # miracl (44 firings) ' miracles', # lif (43 firings) ' lifes', # savior (41 firings) ' savior', # ulous (40 firings) 'ulously', # marvel (38 firings) ' marvelous', # itou (37 firings) 'itous', # !!!!!!!! (35 firings) '!!!!!!!!', # ark (35 firings) 'arkable', # yes (33 firings) 'YES', # mirac (31 firings) ' mirac', # ugh (27 firings) 'UGH', # blink (24 firings) ' blinked', # impro (21 firings) ' impro', # enance (20 firings) 'enance', # bable (15 firings) 'bable', # bab (14 firings) 'bably', # zyme (13 firings) 'zyme', # oss (10 firings) 'ossibility', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'except-family', 1 def prog_L02F21139(input_tokens): """26 token families, 28 surface forms (train F1 of the uncapped optimum: 0.827). Fires at 3,123 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to bias in various contexts""" # --- end external annotation --- fire = { # bia (428 firings) ' bias', # bias (303 firings) ' biased', ' biases', 'biased', # background (267 firings) 'Background', # fatigue (136 firings) ' fatigue', # jiang (127 firings) 'jiang', # bot (124 firings) ' bots', # alternat (102 firings) ' Alternative', # bipolar (100 firings) ' bipolar', # libel (90 firings) ' libel', # cherry (86 firings) ' cherry', # impart (67 firings) ' impartial', # brigg (61 firings) ' Briggs', # journalism (61 firings) ' Journalism', # skew (60 firings) ' skewed', # adia (53 firings) 'adia', # behind (45 firings) 'Behind', # prejudic (41 firings) ' prejudices', # unbias (40 firings) ' unbiased', # favor (38 firings) ' favoring', # purpose (34 firings) ' purposely', # mislead (33 firings) ' mislead', # karma (32 firings) ' karma', # esian (26 firings) 'esian', # affili (21 firings) ' affili', # selec (19 firings) 'selection', # bip (15 firings) 'BIP', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bia-family', 1 def prog_L02F21140(input_tokens): """29 token families, 35 surface forms (train F1 of the uncapped optimum: 0.656). Fires at 3,272 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "sequence" and its variations""" # --- end external annotation --- fire = { # sequ (478 firings) ' sequence', ' Sequ', 'sequence', ' Sequence', 'Sequ', # sequenc (198 firings) ' sequences', ' sequencing', # ensemble (111 firings) ' ensemble', # scape (94 firings) 'scape', # asar (76 firings) 'asar', # oton (72 firings) 'oton', # transition (72 firings) ' transitions', # mosa (55 firings) ' mosaic', # ository (50 firings) 'ository', # mont (49 firings) ' mont', # residue (46 firings) ' residue', # encod (41 firings) ' encoded', # cascade (40 firings) ' cascade', # sequent (33 firings) ' sequential', # encode (28 firings) ' encode', # tte (28 firings) 'ttes', # uit (28 firings) 'uitous', # seq (27 firings) ' seq', 'seq', # endish (27 firings) 'endish', # anza (27 firings) 'anza', # uri (26 firings) ' URI', # reus (26 firings) ' reused', # ode (22 firings) 'ODE', # stra (21 firings) 'stration', # alternate (14 firings) ' Alternate', # zyme (13 firings) 'zyme', # ript (13 firings) 'RIPT', # otide (12 firings) 'otide', # umer (9 firings) 'umeric', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'sequ-family', 1 def prog_L02F21141(input_tokens): """21 token families, 24 surface forms (train F1 of the uncapped optimum: 0.706). Fires at 2,627 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to ethnic groups and ethnic issues""" # --- end external annotation --- fire = { # ethn (653 firings) ' ethnic', ' ethn', 'ethnic', ' Ethnic', # dialect (93 firings) ' dialect', # ethnic (89 firings) ' ethnicity', # nic (82 firings) 'nic', # eth (75 firings) 'Eth', # linguist (73 firings) ' linguistic', # occup (52 firings) ' occupational', # socioeconom (50 firings) ' socioeconomic', # skinn (47 firings) 'skinned', # geograph (46 firings) ' geographical', # psychot (44 firings) ' psychotic', # conscienti (42 firings) ' conscientious', # ograph (39 firings) 'ographical', # caucasian (38 firings) ' Caucasian', # national (36 firings) ' nationality', # anatom (32 firings) ' anatomical', # inc (27 firings) 'incial', # religious (21 firings) ' religiously', # auca (17 firings) 'aucas', # cauca (10 firings) ' Caucas', # xual (8 firings) 'xual', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ethn-family', 1 def prog_L02F21143(input_tokens): """39 token families, 40 surface forms (train F1 of the uncapped optimum: 0.862). Fires at 3,115 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to hustling or the act of hustling""" # --- end external annotation --- fire = { # hust (185 firings) ' hust', ' Hust', # ricky (169 firings) ' Ricky', # pedd (119 firings) ' pedd', # dusty (117 firings) ' dusty', # hurry (103 firings) ' hurry', # bustl (101 firings) ' bustling', # bian (97 firings) ' Bian', # brisk (79 firings) ' brisk', # hubbard (78 firings) ' Hubbard', # shuff (75 firings) ' shuff', # rac (72 firings) ' raced', # jugg (71 firings) ' jugg', # isa (69 firings) 'Isa', # scaven (67 firings) ' scaven', # spirit (67 firings) ' spirited', # yi (66 firings) ' Yi', # motiv (66 firings) ' motivational', # buzz (62 firings) 'Buzz', # brigg (61 firings) ' Briggs', # ernand (61 firings) 'ernand', # bohem (59 firings) ' Bohem', # has (57 firings) ' Hass', # robbin (57 firings) ' Robbins', # stard (56 firings) ' Stard', # verti (54 firings) 'vertis', # sche (51 firings) ' sche', # dazz (50 firings) ' dazz', # shameles (50 firings) ' shameless', # beck (49 firings) ' beck', # braz (48 firings) ' Braz', # restles (39 firings) ' restless', # cripp (39 firings) ' cripp', # jing (38 firings) ' Jing', # scram (36 firings) ' scram', # rhythm (30 firings) ' Rhythm', # atmosp (30 firings) ' Atmosp', # indust (15 firings) ' indust', # lett (11 firings) ' lett', # intimid (8 firings) ' intimid', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'hust-family', 1 def prog_L02F21144(input_tokens): """49 token families, 51 surface forms (train F1 of the uncapped optimum: 0.816). Fires at 7,858 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: discussion of research methodologies and their related conclusions""" # --- end external annotation --- fire = { # conclusion (257 firings) ' conclusions', # scath (188 firings) ' scathing', # provocat (180 firings) ' provocative', # damn (177 firings) ' damning', # criticism (174 firings) ' criticisms', # glow (148 firings) ' glowing', # empir (144 firings) ' empirical', ' empir', # fiery (138 firings) ' fiery', # analyt (133 firings) ' analytical', ' analytic', # rigor (129 firings) ' rigorous', # jpmorgan (129 firings) ' JPMorgan', # methodology (114 firings) ' methodology', # assumption (110 firings) ' assumptions', # introductory (108 firings) ' introductory', # delve (105 firings) ' delve', # appl (97 firings) ' Applied', # insight (96 firings) ' insightful', # cathy (94 firings) ' Cathy', # truth (92 firings) ' truths', # prob (91 firings) ' probing', # iak (88 firings) 'iak', # factu (84 firings) ' factual', # exh (83 firings) ' exh', # journalist (82 firings) ' journalistic', # unfl (79 firings) ' unfl', # exhaust (77 firings) ' exhaustive', # rutherford (77 firings) ' Rutherford', # curt (77 firings) ' Curt', # mort (75 firings) 'mort', # lofty (74 firings) ' lofty', # nail (70 firings) ' nailed', # dilig (70 firings) ' diligence', # hitt (70 firings) 'hitting', # gap (67 firings) ' gaping', # intellectual (65 firings) ' intellectually', # mileage (64 firings) ' mileage', # foc (62 firings) ' foc', # plugg (60 firings) ' plugged', # rebutt (59 firings) ' rebutt', # sara (59 firings) ' Saras', # pik (59 firings) ' Pik', # found (57 firings) ' foundational', # baseles (56 firings) ' baseless', # aniel (55 firings) 'aniel', # lev (52 firings) ' levied', # stra (49 firings) 'Stra', # blind (47 firings) ' blindly', # descript (47 firings) ' descriptive', # mechan (45 firings) ' mechan', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'conclusion-family', 1 def prog_L02F21146(input_tokens): """8 token families, 13 surface forms (train F1 of the uncapped optimum: 0.934). Fires at 10,930 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated mentions of the concept of continuity""" # --- end external annotation --- fire = { # continu (5,214 firings) ' continues', ' continued', ' continuing', # continue (4,613 firings) ' continue', 'Continue', ' Continue', 'continue', # continual (162 firings) ' continually', # continuous (135 firings) ' continuously', # continua (131 firings) ' continuation', # persist (52 firings) ' persists', # perpetuate (41 firings) ' perpetuate', # contin (31 firings) ' CONTIN', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'continu-family', 1 def prog_L02F21147(input_tokens): """17 token families, 20 surface forms (train F1 of the uncapped optimum: 0.873). Fires at 2,177 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated instances of the term "mi," likely referring to a specific person or character in the context""" # --- end external annotation --- fire = { # mi (862 firings) 'mi', 'MI', ' mi', 'Mi', # sara (162 firings) ' Sara', # imi (138 firings) 'imi', # mari (113 firings) ' Mari', # afi (103 firings) 'afi', # carolyn (102 firings) ' Carolyn', # mys (80 firings) 'mys', # mie (66 firings) 'mie', # mai (65 firings) ' Mai', # 370 (42 firings) ' 370', # semi (39 firings) ' Semi', # mei (28 firings) ' Mei', # pcie (21 firings) ' PCIe', # 980 (13 firings) '980', # clerosi (12 firings) 'clerosis', # 978 (8 firings) '978', # pai (8 firings) 'pai', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'mi-family', 1 def prog_L02F21149(input_tokens): """17 token families, 18 surface forms (train F1 of the uncapped optimum: 0.887). Fires at 2,168 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the state of Gujarat""" # --- end external annotation --- fire = { # gujarat (289 firings) ' Gujarat', # angular (248 firings) ' Angular', 'angular', # bihar (157 firings) ' Bihar', # maharashtra (153 firings) ' Maharashtra', # gundam (125 firings) ' Gundam', # spoil (118 firings) ' spoiler', # hra (111 firings) 'hra', # gopro (89 firings) ' GoPro', # guam (84 firings) ' Guam', # salon (80 firings) ' salon', # boon (77 firings) ' boon', # bombay (66 firings) ' Bombay', # efficacy (66 firings) ' efficacy', # fisa (52 firings) ' FISA', # ashtra (18 firings) 'ashtra', # glov (17 firings) ' Gloves', # gujar (16 firings) ' Gujar', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'gujarat-family', 1 def prog_L02F21150(input_tokens): """15 token families, 16 surface forms (train F1 of the uncapped optimum: 0.917). Fires at 2,557 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the state of Florida""" # --- end external annotation --- fire = { # fl (970 firings) 'FL', ' FL', # nfl (235 firings) 'NFL', # lan (178 firings) 'LAN', # rl (146 firings) 'RL', # az (133 firings) 'AZ', # cfl (119 firings) ' CFL', # fla (97 firings) 'Fla', # dl (93 firings) 'DL', # firef (79 firings) ' Firefly', # 128 (60 firings) '128', # joy (47 firings) 'Joy', # miscarriage (45 firings) ' miscarriage', # drop (25 firings) 'drops', # one (23 firings) 'ONES', # flix (12 firings) 'flix', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'fl-family', 1 def prog_L02F21152(input_tokens): """46 token families, 51 surface forms (train F1 of the uncapped optimum: 0.794). Fires at 5,571 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to healthcare legislation, specifically ObamaCare""" # --- end external annotation --- fire = { # alert (199 firings) ' Alert', 'Alert', # distributor (199 firings) ' distributor', ' distributors', # obamacare (197 firings) ' ObamaCare', # bombshell (170 firings) ' bombshell', # bank (127 firings) ' Banking', # daca (110 firings) ' DACA', # disneyland (108 firings) ' Disneyland', # ryzen (101 firings) ' Ryzen', # communism (99 firings) ' communism', ' Communism', # apocalypse (98 firings) ' Apocalypse', # motherboard (93 firings) ' motherboard', # hubbard (92 firings) ' Hubbard', # android (90 firings) ' android', # amacare (87 firings) 'amacare', # lc (84 firings) ' LC', # afford (78 firings) ' affordability', # homebrew (78 firings) ' homebrew', # limit (76 firings) 'limited', # demo (74 firings) ' Demo', # outlook (71 firings) ' Outlook', # andromeda (68 firings) ' Andromeda', # ragnarok (64 firings) ' Ragnarok', # dresden (63 firings) ' Dresden', # manufactur (61 firings) ' Manufacturing', # mailbox (60 firings) ' mailbox', # hazel (60 firings) ' Hazel', # ??? (60 firings) '???', ' ???', # ddr (59 firings) ' DDR', # master (56 firings) ' mastering', # contracept (56 firings) ' contraceptives', # dem (56 firings) ' DEM', 'DEM', # emp (52 firings) 'emp', # enlight (47 firings) ' enlight', # illuminati (45 firings) ' Illuminati', # atron (45 firings) 'atron', # open (44 firings) ' OPEN', # lucif (44 firings) ' Lucifer', # opioid (41 firings) ' opioids', # monarch (38 firings) ' Monarch', # gaia (38 firings) ' Gaia', # multip (36 firings) ' multip', # fdr (34 firings) ' FDR', # perse (33 firings) ' Perse', # feld (30 firings) ' Feld', # undown (29 firings) 'undown', # democr (28 firings) ' democr', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'alert-family', 1 def prog_L02F21153(input_tokens): """20 token families, 22 surface forms (train F1 of the uncapped optimum: 0.674). Fires at 2,827 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the concept of revolution or revolutionary movements""" # --- end external annotation --- fire = { # revolutionary (615 firings) ' revolutionary', ' Revolutionary', # rad (360 firings) ' radical', # revolu (127 firings) 'revolution', 'Revolution', # visionary (76 firings) ' visionary', # insurgent (57 firings) ' insurgent', # guerrilla (56 firings) ' guerrilla', # reactionary (51 firings) ' reactionary', # revolution (47 firings) ' revolutions', # subvers (46 firings) ' subversive', # insur (45 firings) ' insur', # errilla (45 firings) 'errilla', # revol (44 firings) ' revol', # vik (43 firings) 'vik', # horizont (39 firings) ' horizontal', # rebelli (37 firings) ' rebellious', # revolutionar (36 firings) ' revolutionaries', # liberat (33 firings) ' liberating', # acter (31 firings) 'acterial', # zi (24 firings) 'ZI', # vers (13 firings) 'versive', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'revolutionary-family', 1 def prog_L02F21154(input_tokens): """32 token families, 34 surface forms (train F1 of the uncapped optimum: 0.665). Fires at 4,470 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to legal documents and processes, specifically subpoenas""" # --- end external annotation --- fire = { # raid (275 firings) ' raided', # compell (194 firings) ' compelled', # summon (177 firings) ' summoned', ' summons', # subpoen (113 firings) ' subpoen', # inund (113 firings) ' inund', # subpoena (105 firings) ' subpoena', # inqu (97 firings) ' inqu', # grassley (96 firings) ' Grassley', # grill (88 firings) ' grilled', # ffer (80 firings) 'ffer', # unse (80 firings) ' unse', # compel (74 firings) ' compel', # heny (72 firings) 'heny', # foia (72 firings) ' FOIA', # photograp (71 firings) ' photograp', # pressur (71 firings) ' pressured', ' pressuring', # perjury (69 firings) ' perjury', # deposi (69 firings) ' deposition', # gio (66 firings) 'gio', # questionnaire (66 firings) ' questionnaire', # intimidat (65 firings) ' intimidated', # confidential (49 firings) ' confidentiality', # burr (47 firings) ' Burr', # paula (44 firings) ' Paula', # testify (36 firings) ' testifying', # reimburse (35 firings) ' reimburse', # mysteri (26 firings) ' Mysterious', # selective (25 firings) ' selectively', # prote (22 firings) ' prote', # invoice (20 firings) ' invoice', # nair (15 firings) 'naires', # requ (14 firings) ' requ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'raid-family', 1 def prog_L02F21158(input_tokens): """26 token families, 27 surface forms (train F1 of the uncapped optimum: 0.914). Fires at 3,865 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms that indicate a primary or leading product, service, or feature within a context""" # --- end external annotation --- fire = { # flagship (555 firings) ' flagship', # prestigi (405 firings) ' prestigious', # offer (322 firings) ' offerings', # anniversary (251 firings) ' Anniversary', # handset (230 firings) ' handset', # focus (187 firings) 'focused', # mascot (161 firings) ' mascot', # campus (143 firings) ' campuses', # priz (120 firings) ' prized', # kickoff (115 firings) ' kickoff', # marquee (114 firings) ' marquee', # centerpiece (110 firings) ' centerpiece', # perform (92 firings) 'performing', # specialty (90 firings) ' specialty', # namesake (89 firings) ' namesake', # flag (85 firings) ' Flags', 'flags', # cornerstone (80 firings) ' cornerstone', # cherish (78 firings) ' cherished', # droid (58 firings) ' Droid', # baseles (57 firings) ' baseless', # found (53 firings) ' Founders', # corona (39 firings) ' Corona', # sd (29 firings) 'sd', # atroc (27 firings) ' atroc', # midrange (26 firings) ' midrange', # 1050 (20 firings) ' 1050', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'flagship-family', 1 def prog_L02F21159(input_tokens): """49 token families, 55 surface forms (train F1 of the uncapped optimum: 0.876). Fires at 9,817 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to murder and specific characters related to the concept of vigilantism""" # --- end external annotation --- fire = { # baghdad (344 firings) ' Baghdad', # acqu (239 firings) ' acqu', ' Acqu', 'acqu', # deadli (200 firings) ' deadliest', # dund (192 firings) ' Dund', # mur (172 firings) 'Mur', ' mural', # agar (155 firings) 'agar', # dar (145 firings) 'Dar', # lantern (137 firings) ' Lantern', ' lantern', # sworth (128 firings) 'sworth', # murd (127 firings) ' Murd', ' murd', # alcohol (126 firings) ' alcoholic', # dag (126 firings) ' Dag', ' dag', # cunningham (124 firings) ' Cunningham', # castle (113 firings) 'castle', # ink (112 firings) ' Ink', # kod (112 firings) ' Kod', # woodward (103 firings) ' Woodward', # turtl (100 firings) ' Turtles', # borg (99 firings) 'borg', # journey (95 firings) ' journeys', # hebdo (94 firings) ' Hebdo', # daredevil (92 firings) ' Daredevil', # bloodsh (90 firings) ' bloodshed', # tavern (89 firings) ' Tavern', # esville (89 firings) 'esville', # panth (87 firings) ' Panther', # unfl (85 firings) ' unfl', # tabloid (84 firings) ' tabloid', # calam (83 firings) ' calam', # carn (81 firings) ' Carn', # couri (81 firings) ' Courier', # halluc (80 firings) ' halluc', # owan (80 firings) 'owan', # ampa (80 firings) 'ampa', # oran (79 firings) 'oran', # journalist (78 firings) ' journalistic', # warn (74 firings) ' Warn', # laurel (73 firings) ' Laurel', # homeles (73 firings) ' Homeless', # blind (72 firings) ' blindness', # writ (72 firings) 'Writer', # hamper (71 firings) ' hampered', # itin (69 firings) ' itiner', # unsolv (68 firings) ' unsolved', # mend (67 firings) ' mend', # foc (65 firings) ' foc', # fog (64 firings) ' Fog', # shrew (62 firings) ' shrew', # shed (61 firings) ' Shed', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'baghdad-family', 1 def prog_L02F21160(input_tokens): """23 token families, 29 surface forms (train F1 of the uncapped optimum: 0.763). Fires at 3,247 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to the concept of "renewal" or "reinstatement" """ # --- end external annotation --- fire = { # renew (915 firings) ' renew', ' renewed', ' Renew', ' renewal', # ren (177 firings) 'Ren', # rev (133 firings) 'Rev', # ori (119 firings) 'oris', # ission (115 firings) 'ission', 'issions', # arlane (101 firings) 'arlane', # recharge (92 firings) ' recharge', # ecology (70 firings) ' Ecology', # reson (66 firings) ' resonance', ' Reson', # expira (64 firings) ' expiration', # regenera (60 firings) ' regeneration', # renegoti (56 firings) ' renegoti', # modern (46 firings) ' modernization', # moth (41 firings) ' moth', # vital (40 firings) ' vitality', # orate (34 firings) 'orate', # rec (33 firings) 'REC', # otia (26 firings) 'otiation', # xeon (25 firings) ' Xeon', # vern (23 firings) 'vernment', # ancel (16 firings) 'ancel', # lear (13 firings) ' lear', # req (9 firings) ' req', 'req', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'renew-family', 1 def prog_L02F21162(input_tokens): """50 token families, 51 surface forms (train F1 of the uncapped optimum: 0.882). Fires at 9,375 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: proper nouns, particularly names or titles associated with people, places, or organizations""" # --- end external annotation --- fire = { # brawl (171 firings) ' brawl', # speedway (160 firings) ' Speedway', # unse (140 firings) ' unse', # bundy (139 firings) ' Bundy', # everett (139 firings) ' Everett', # sworth (128 firings) 'sworth', # hatch (126 firings) ' Hatch', # nun (125 firings) ' Nunes', # ieri (122 firings) 'ieri', # sear (116 firings) ' Sears', # ramirez (116 firings) ' Ramirez', # hanson (115 firings) ' Hanson', # che (115 firings) ' cheers', # mean (113 firings) ' Means', # lotu (112 firings) ' Lotus', # farm (107 firings) ' Farms', # weed (107 firings) ' weeds', 'weed', # abedin (106 firings) ' Abedin', # appl (105 firings) ' Applied', # bookstore (99 firings) ' bookstore', # bean (99 firings) ' Bean', # stapl (98 firings) ' Staples', # meadow (97 firings) ' Meadows', # pavilion (89 firings) ' Pavilion', # ant (88 firings) ' ants', # huang (87 firings) ' Huang', # amar (86 firings) ' Amar', # 1880 (81 firings) ' 1880', # twain (80 firings) ' Twain', # amo (79 firings) ' Amos', # cat (79 firings) ' Cater', # christensen (76 firings) ' Christensen', # gs (75 firings) ' GS', # arten (75 firings) 'arten', # hendrick (73 firings) ' Hendricks', # ena (73 firings) 'ENA', # ame (72 firings) ' Ames', # mead (72 firings) ' Mead', # cafeteria (72 firings) ' cafeteria', # endish (71 firings) 'endish', # mes (71 firings) ' mes', # haa (70 firings) ' Haas', # dmca (69 firings) ' DMCA', # marriott (67 firings) ' Marriott', # dill (67 firings) ' Dill', # banquet (67 firings) ' banquet', # oak (67 firings) ' Oaks', # aez (65 firings) 'aez', # sapp (64 firings) ' Sapp', # forum (64 firings) ' Forums', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'brawl-family', 1 def prog_L02F21163(input_tokens): """42 token families, 49 surface forms (train F1 of the uncapped optimum: 0.715). Fires at 6,610 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to injuries or physical wounds""" # --- end external annotation --- fire = { # wound (814 firings) ' wounds', ' wound', ' wounding', # injur (745 firings) ' injuries', # burn (193 firings) ' burns', # gunshot (167 firings) ' gunshot', # insult (164 firings) ' insults', # blow (159 firings) ' blows', # crack (146 firings) ' cracks', # hurt (127 firings) ' hurts', # bru (123 firings) ' bruised', ' bru', # punch (111 firings) ' punches', # pneumonia (106 firings) ' pneumonia', # fracture (91 firings) ' fracture', # bruis (91 firings) ' bruises', ' bruising', # sin (90 firings) ' sins', # stab (78 firings) ' Stab', 'stab', # stain (75 firings) ' stain', ' stains', # strok (68 firings) ' strokes', # gap (67 firings) ' gaping', # bit (66 firings) ' bites', # strip (65 firings) ' stripes', # scar (63 firings) ' scars', # stitch (62 firings) ' stitches', # fractur (60 firings) ' fractures', # mark (58 firings) ' markings', # superfic (56 firings) ' superficial', # streak (55 firings) ' streaks', # pancreat (51 firings) ' pancreat', # trail (46 firings) ' Trails', # scratch (46 firings) ' scratches', # rapnel (44 firings) 'rapnel', # bomb (43 firings) ' Bombs', # corro (42 firings) ' corros', ' corrosion', # lazaru (41 firings) ' Lazarus', # split (41 firings) ' splits', # slic (41 firings) ' slices', # wrinkl (35 firings) ' wrinkles', # kiss (30 firings) ' kisses', # canc (29 firings) 'cancer', # yrs (25 firings) 'yrs', # lesion (21 firings) ' lesions', # heal (18 firings) ' heals', # ech (18 firings) 'eches', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'wound-family', 1 def prog_L02F21164(input_tokens): """45 token families, 47 surface forms (train F1 of the uncapped optimum: 0.861). Fires at 3,596 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to deception or manipulation, specifically the concept of "bait." """ # --- end external annotation --- fire = { # agent (217 firings) 'agent', 'agents', # misinforma (133 firings) ' misinformation', # arch (130 firings) ' Archer', # satire (130 firings) ' satire', # bot (117 firings) ' bots', # troll (101 firings) ' trolling', # dup (97 firings) ' dup', # bait (95 firings) ' bait', # catch (95 firings) ' Catch', 'catch', # ecast (90 firings) 'ecast', # dye (89 firings) ' dye', # yarn (85 firings) ' yarn', # groundwork (85 firings) ' groundwork', # ba (85 firings) ' ba', # abram (83 firings) ' Abram', # patient (81 firings) ' patiently', # fodd (70 firings) ' fodder', # coax (69 firings) ' coax', # cue (67 firings) ' cue', # bookmark (66 firings) ' bookmark', # apparatu (65 firings) ' apparatus', # antagon (63 firings) ' antagon', # bage (61 firings) 'bage', # ploy (57 firings) ' ploy', # pigeon (57 firings) ' pigeon', # pax (55 firings) ' Pax', # suck (54 firings) ' sucker', # prim (53 firings) ' primed', # bet (52 firings) 'bet', # bench (43 firings) ' benches', # bitt (42 firings) ' bitters', # cag (42 firings) ' cages', # fish (41 firings) ' Fishing', # dred (41 firings) ' dred', # bluff (40 firings) ' bluff', # orb (37 firings) 'orb', # trick (35 firings) ' tricked', # ezv (30 firings) 'ezvous', # abbit (22 firings) 'abbit', # iodine (21 firings) ' iodine', # recept (18 firings) ' recept', # odd (12 firings) 'odder', # ograp (12 firings) 'ograp', # י (11 firings) 'י', # ware (10 firings) ' ware', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'agent-family', 1 def prog_L02F21165(input_tokens): """40 token families, 44 surface forms (train F1 of the uncapped optimum: 0.895). Fires at 4,966 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "anger" and its associations""" # --- end external annotation --- fire = { # ang (1,056 firings) ' anger', 'Ang', ' Anger', # rage (527 firings) ' rage', 'rage', ' Rage', # frustra (219 firings) ' frustration', # fury (148 firings) ' fury', # anger (134 firings) ' angered', # revolt (132 firings) ' revolt', # ire (127 firings) ' ire', # infuri (121 firings) ' infuri', # venom (115 firings) ' venom', # disgust (109 firings) ' disgust', # defi (94 firings) ' defiance', # ancestry (87 firings) ' ancestry', # grievanc (86 firings) ' grievances', # enrag (85 firings) ' enraged', # hostil (84 firings) ' hostility', # angst (83 firings) ' angst', # discontent (83 firings) ' discontent', # wrath (79 firings) ' wrath', # displeasure (77 firings) ' displeasure', # distrust (77 firings) ' distrust', # temp (70 firings) ' temper', # galvan (66 firings) ' galvan', # forg (66 firings) ' forgiveness', # array (65 firings) 'array', # antagon (63 firings) ' antagon', # torque (62 firings) ' torque', # resent (55 firings) ' resentment', # aggrav (47 firings) ' aggrav', # jealousy (46 firings) ' jealousy', # animos (44 firings) ' animosity', # mistrust (40 firings) ' mistrust', # indigna (36 firings) ' indignation', # 342 (36 firings) '342', # energ (35 firings) ' energies', # karma (34 firings) ' Karma', # aliena (33 firings) ' alienation', # griev (27 firings) ' grievance', # aura (23 firings) ' Aura', # arous (23 firings) ' arousal', # aggro (13 firings) ' aggro', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ang-family', 1 def prog_L02F21166(input_tokens): """44 token families, 56 surface forms (train F1 of the uncapped optimum: 0.869). Fires at 7,098 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: terms related to the act of uncovering or revealing identities""" # --- end external annotation --- fire = { # listen (248 firings) ' listeners', ' listener', # mar (226 firings) ' MAR', 'MAR', # rm (197 firings) ' RM', 'RM', 'rm', ' rm', # dis (157 firings) ' DIS', 'DIS', # wm (144 firings) 'WM', ' WM', 'wm', # dance (141 firings) ' Dance', # see (131 firings) 'SEE', # grac (125 firings) ' Grac', # unm (119 firings) ' unm', # wt (118 firings) 'WT', ' WT', # ono (109 firings) 'ono', # mot (101 firings) 'mot', ' MOT', # ifa (100 firings) 'IFA', # unb (98 firings) ' unb', # earn (94 firings) ' earners', # ierce (93 firings) 'ierce', # xm (87 firings) 'XM', # surve (85 firings) ' surve', # mer (85 firings) 'MER', # ilar (85 firings) 'ilar', # rem (84 firings) ' REM', 'REM', # fret (81 firings) ' fret', # occup (81 firings) ' occupational', 'occup', # rive (78 firings) ' rive', # ansom (73 firings) 'ansom', # lodge (73 firings) ' lodge', # ga (67 firings) ' ga', # wcs (66 firings) ' WCS', # univ (63 firings) ' Univ', # ident (62 firings) ' Ident', # manson (62 firings) ' Manson', # cornel (61 firings) ' Cornel', # laure (61 firings) ' laure', # silenc (61 firings) ' silenced', # atp (59 firings) ' ATP', # lyr (59 firings) ' lyr', # mat (58 firings) ' MAT', # eton (57 firings) 'eton', # fabr (53 firings) ' Fabric', # arna (51 firings) 'arna', # freem (50 firings) ' Freem', # ema (48 firings) 'EMA', # mason (48 firings) ' Masonic', # ow (46 firings) ' OW', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'listen-family', 1 def prog_L02F21167(input_tokens): """9 token families, 13 surface forms (train F1 of the uncapped optimum: 0.797). Fires at 9,057 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated mentions of photos""" # --- end external annotation --- fire = { # photo (5,515 firings) ' photo', ' photos', ' Photos', 'Photos', 'photos', # pictur (660 firings) ' pictures', # photograph (585 firings) ' photographs', # photography (407 firings) ' photography', # snap (141 firings) ' snaps', # pic (117 firings) ' pics', # self (95 firings) ' selfies', # symm (35 firings) ' symm', # sprit (25 firings) ' sprites', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'photo-family', 1 def prog_L02F21168(input_tokens): """1 token families, 1 surface forms (train F1 of the uncapped optimum: 0.529). Fires at 419,178 of 36,786,566 positions. Fires at 1.14% of positions, and token rules do not serve features this dense: median test F1 0.086 across the 37,173 features above 0.39% of positions, against 0.763 for the 76,283 below 0.016%. Read this fire set as the best available approximation, not as what the feature does.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: end punctuation in sentences""" # --- end external annotation --- fire = { # . (412,299 firings) '.', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '.-family', 1 def prog_L02F21169(input_tokens): """34 token families, 36 surface forms (train F1 of the uncapped optimum: 0.854). Fires at 2,677 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of specific names, particularly "Gregg" and "Angelo." """ # --- end external annotation --- fire = { # donovan (161 firings) ' Donovan', # ghana (146 firings) ' Ghana', # spl (135 firings) ' Spl', # kerr (135 firings) ' Kerr', # gregg (126 firings) ' Gregg', # westbrook (117 firings) ' Westbrook', # marvin (99 firings) ' Marvin', # damian (81 firings) ' Damian', # judd (80 firings) ' Judd', # arrell (73 firings) 'arrell', # angola (73 firings) ' Angola', # ferry (72 firings) ' Ferry', # payton (64 firings) ' Payton', # arrison (64 firings) 'arrison', # cooperat (63 firings) ' Cooperative', # gre (62 firings) 'Gre', # angelo (59 firings) 'Angelo', # disclosure (54 firings) ' Disclosure', # view (54 firings) 'VIEW', # popcorn (44 firings) ' popcorn', # $$ (43 firings) ' $$', # 117 (41 firings) '117', # atalie (40 firings) 'atalie', # gcc (36 firings) ' GCC', # submit (34 firings) ' Submit', # damien (30 firings) ' Damien', # callback (24 firings) ' callback', 'Callback', 'callback', # layout (22 firings) ' Layout', # greg (18 firings) 'greg', # cell (16 firings) 'cells', # gener (14 firings) ' GENERAL', # rg (11 firings) 'rg', # check (8 firings) 'CHECK', # gerr (7 firings) ' Gerr', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'donovan-family', 1 def prog_L02F21170(input_tokens): """20 token families, 23 surface forms (train F1 of the uncapped optimum: 0.833). Fires at 1,887 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to money or financial transactions""" # --- end external annotation --- fire = { # buck (619 firings) ' buck', ' bucks', ' Buck', 'buck', # thro (124 firings) 'thro', # bob (102 firings) ' bob', # *** (98 firings) ' ***', # brazen (86 firings) ' brazen', # stamp (82 firings) ' stamped', # compliant (70 firings) ' compliant', # (~ (62 firings) ' (~', # pack (53 firings) ' Packs', # shove (52 firings) ' shove', # prick (42 firings) ' prick', # buckle (33 firings) ' buckle', # foot (33 firings) 'footed', # bolt (31 firings) ' bolted', # **** (30 firings) ' ****', # bol (30 firings) ' bol', # $$ (28 firings) '$$', # yak (16 firings) ' yak', # cp (15 firings) ' cp', # obe (15 firings) ' obe', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'buck-family', 1 def prog_L02F21171(input_tokens): """10 token families, 14 surface forms (train F1 of the uncapped optimum: 0.907). Fires at 4,018 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the Palestinian region or people""" # --- end external annotation --- fire = { # palestinian (2,163 firings) ' Palestinian', ' Palestinians', 'Palestinian', # 1967 (342 firings) ' 1967', '1967', # palestine (319 firings) ' Palestine', # pl (235 firings) ' PL', # allah (148 firings) 'allah', # negro (64 firings) ' Negro', # nonviolent (63 firings) ' nonviolent', # gaza (35 firings) 'Gaza', # pal (31 firings) 'Palest', ' Palest', # estine (26 firings) 'estine', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'palestinian-family', 1 def prog_L02F21173(input_tokens): """46 token families, 51 surface forms (train F1 of the uncapped optimum: 0.822). Fires at 4,769 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the word "ipp" and its various contexts and usages""" # --- end external annotation --- fire = { # ipp (711 firings) 'ipp', 'ippers', 'IPP', # leaf (216 firings) ' Leaf', 'leaf', # ick (186 firings) 'ICK', # edt (137 firings) ' EDT', # philipp (133 firings) 'Philipp', ' Philipp', # zing (118 firings) 'zing', # appa (105 firings) 'appa', # apan (97 firings) 'apan', # cerpt (95 firings) 'cerpt', # ikk (94 firings) 'ikk', # ippy (83 firings) 'ippy', # hatt (80 firings) 'hatt', # postp (79 firings) ' postp', # ell (79 firings) 'ELL', # .. (69 firings) ' ..', # ord (66 firings) ' ord', # ipl (65 firings) 'ipl', # hem (65 firings) 'hemer', # md (65 firings) 'md', # sapp (64 firings) ' Sapp', # uten (64 firings) 'uten', # minst (63 firings) 'minster', # belong (63 firings) ' belongings', # off (59 firings) 'OFF', # app (58 firings) 'APP', # ipple (56 firings) 'ipple', # psp (54 firings) ' PSP', # hipp (53 firings) ' Hipp', # orrow (53 firings) 'orrow', # griff (51 firings) ' Griff', # sack (51 firings) ' Sack', # indebt (49 firings) ' indebted', # loan (49 firings) ' Loans', # ippl (47 firings) 'ipples', # comp (42 firings) ' COMP', # ibli (36 firings) 'ibli', # mortgage (36 firings) ' Mortgage', # ilipp (33 firings) 'ilipp', # incom (32 firings) ' incom', # autobi (28 firings) ' autobi', # microsoft (26 firings) 'microsoft', # usha (26 firings) 'usha', # ilant (25 firings) 'ilant', # mei (25 firings) ' Meier', # eeee (23 firings) 'eeee', 'EEEE', # shinji (22 firings) ' Shinji', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ipp-family', 1 def prog_L02F21174(input_tokens): """47 token families, 50 surface forms (train F1 of the uncapped optimum: 0.801). Fires at 4,665 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: repeated mentions of the term "haven." """ # --- end external annotation --- fire = { # aven (468 firings) 'aven', ' Aven', ' aven', # alt (232 firings) 'ALT', # brew (158 firings) 'brew', 'Brew', # heaven (140 firings) ' Heaven', # iven (125 firings) 'iven', # avor (109 firings) 'avor', # avin (107 firings) 'avin', # arat (104 firings) 'arat', # horn (100 firings) 'horn', # oren (85 firings) 'oren', # akin (84 firings) 'akin', # aren (82 firings) 'Aren', # sac (80 firings) 'Sac', # ear (80 firings) 'EAR', # ixie (78 firings) 'ixie', # cedar (76 firings) ' Cedar', # activat (75 firings) 'activated', # amar (71 firings) 'amar', # brow (69 firings) ' brow', # scaven (67 firings) ' scaven', # sacr (67 firings) ' Sacred', # arma (64 firings) 'arma', # ourse (63 firings) 'ourse', # essel (63 firings) 'essel', # ighton (61 firings) 'ighton', # avia (61 firings) 'avia', # arte (59 firings) 'arte', # irc (58 firings) 'irc', # ather (56 firings) 'athered', # orche (53 firings) ' orche', # dred (52 firings) ' dred', # efer (51 firings) 'efer', # aos (50 firings) 'aos', # java (48 firings) 'Java', # bree (46 firings) ' Bree', # orn (41 firings) 'orned', # volcano (39 firings) ' Volcano', # cool (39 firings) ' cooled', # gen (35 firings) 'Gener', # rane (30 firings) 'rane', # verend (23 firings) 'verend', # ijah (22 firings) 'ijah', # emed (22 firings) 'emed', # calm (20 firings) ' calmed', # arch (19 firings) 'archive', # axi (18 firings) 'axies', # abbage (14 firings) 'abbage', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'aven-family', 1 def prog_L02F21175(input_tokens): """20 token families, 25 surface forms (train F1 of the uncapped optimum: 0.803). Fires at 2,125 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of "pool" in various contexts""" # --- end external annotation --- fire = { # pool (602 firings) 'pool', ' Pool', 'Pool', ' pooled', # flow (190 firings) 'flow', 'Flow', # nell (123 firings) 'nell', # deadpool (115 firings) ' Deadpool', # wage (95 firings) 'wage', # pire (58 firings) 'pire', # eed (48 firings) 'eeds', # pull (46 firings) 'pull', # study (45 firings) 'study', # volcano (39 firings) ' Volcano', # greg (36 firings) 'greg', # minion (34 firings) ' minions', # ork (32 firings) 'ORK', 'orks', # tube (25 firings) 'Tube', # farm (23 firings) 'farm', # penalty (21 firings) ' Penalty', # frog (21 firings) 'frog', # pread (20 firings) 'pread', # vol (18 firings) 'VOL', # subsec (11 firings) ' subsection', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'pool-family', 1 def prog_L02F21176(input_tokens): """45 token families, 48 surface forms (train F1 of the uncapped optimum: 0.885). Fires at 4,774 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: concepts related to mindfulness and meditation practices""" # --- end external annotation --- fire = { # photography (535 firings) ' photography', ' Photography', # yoga (345 firings) ' yoga', ' Yoga', # medita (243 firings) ' meditation', ' Meditation', # interroga (186 firings) ' interrogation', # tibet (148 firings) ' Tibet', # workshop (143 firings) ' workshops', # arbitra (141 firings) ' arbitration', # satire (131 firings) ' satire', # astronomy (125 firings) ' astronomy', # counsel (111 firings) ' counseling', # asthma (106 firings) ' asthma', # ushi (98 firings) 'ushi', # sushi (92 firings) ' sushi', # sunglass (91 firings) ' sunglasses', # massage (90 firings) ' massage', # mind (78 firings) ' mindfulness', # hik (77 firings) ' hiking', # trivia (70 firings) ' trivia', # sham (66 firings) ' sham', # mri (60 firings) 'MRI', # relaxa (60 firings) ' relaxation', # relativ (59 firings) ' relativity', # tenni (57 firings) ' Tennis', # arate (57 firings) 'arate', # posture (56 firings) ' posture', # bath (55 firings) ' bathing', # witchcraft (54 firings) ' witchcraft', # antidepressant (54 firings) ' antidepressants', # adultery (49 firings) ' adultery', # dcs (48 firings) 'DCS', # migraine (46 firings) ' migraine', # cavalry (46 firings) ' cavalry', # hamm (45 firings) ' hamm', # rology (45 firings) 'rology', # weld (43 firings) ' welding', # infin (42 firings) ' infinity', # masturba (39 firings) ' masturbation', # modesty (38 firings) ' modesty', # media (32 firings) ' mediation', # acupuncture (32 firings) ' acupuncture', # chirop (29 firings) ' chirop', # valkyrie (25 firings) ' Valkyrie', # squat (23 firings) ' squats', # contempla (22 firings) ' contemplation', # was (20 firings) ' Wass', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'photography-family', 1 def prog_L02F21177(input_tokens): """48 token families, 57 surface forms (train F1 of the uncapped optimum: 0.862). Fires at 7,879 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: acronyms and organizational references""" # --- end external annotation --- fire = { # 404 (302 firings) '404', # az (289 firings) 'AZ', ' AZ', # ach (269 firings) 'ACH', # alt (249 firings) 'ALT', # ast (232 firings) 'AST', ' AST', # rl (171 firings) 'RL', ' RL', 'rl', # eno (162 firings) 'eno', 'enos', # alexa (151 firings) ' Alexa', # rm (148 firings) 'RM', ' RM', # fo (139 firings) ' Fo', # racket (130 firings) ' racket', # oa (114 firings) 'OA', # zz (112 firings) 'ZZ', # kick (108 firings) ' kicker', # orn (96 firings) 'ORN', # ips (87 firings) ' IPS', 'IPS', # backdoor (85 firings) ' backdoor', # qb (85 firings) 'QB', # traff (84 firings) ' traff', # op (82 firings) ' OP', # bs (82 firings) ' BS', # ronnie (81 firings) ' Ronnie', # uf (79 firings) 'UF', # nm (79 firings) ' NM', 'NM', # ho (73 firings) ' HO', 'HO', # lex (72 firings) ' lex', # prov (72 firings) 'PROV', # ozone (68 firings) ' ozone', # oto (66 firings) 'OTOS', # apr (65 firings) ' APR', # mdma (65 firings) ' MDMA', # stacy (65 firings) ' Stacy', # og (64 firings) ' OG', # alk (64 firings) 'ALK', # epi (63 firings) ' epis', # oe (61 firings) 'OE', # msm (60 firings) ' MSM', # phen (59 firings) 'phen', # accredit (58 firings) ' accredited', # promise (58 firings) ' Promise', # add (57 firings) 'Adds', # anc (56 firings) ' ANC', # atf (55 firings) ' ATF', # roz (54 firings) ' Roz', # jd (52 firings) 'JD', # yn (46 firings) 'YN', # ode (45 firings) 'ODE', # holist (42 firings) ' holistic', } token = input_tokens[-1] if token not in fire: return "no match", 0 return '404-family', 1 def prog_L02F21178(input_tokens): """16 token families, 17 surface forms (train F1 of the uncapped optimum: 0.828). Fires at 2,689 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of "Corps" in various contexts""" # --- end external annotation --- fire = { # forc (677 firings) ' Forces', # corp (629 firings) ' Corps', ' corps', # mc (240 firings) 'MC', # ariat (78 firings) 'ariat', # cohort (77 firings) ' cohort', # cas (75 firings) 'cas', # guard (75 firings) ' Guards', # ops (53 firings) 'Ops', # cavalry (47 firings) ' cavalry', # otherwise (35 firings) ' Otherwise', # discipl (32 firings) ' disciples', # corridor (31 firings) ' Corridor', # corpse (20 firings) ' Corpse', # dit (15 firings) 'DIT', # cipl (9 firings) 'ciples', # れ (8 firings) 'れ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'forc-family', 1 def prog_L02F21179(input_tokens): """46 token families, 50 surface forms (train F1 of the uncapped optimum: 0.801). Fires at 4,952 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of strong profanity and expletives""" # --- end external annotation --- fire = { # damn (327 firings) ' damn', # fuck (323 firings) ' fucking', ' fucked', ' FUCK', # rap (243 firings) ' raping', # uclear (233 firings) 'uclear', # uck (167 firings) 'ucking', # depress (160 firings) ' depressing', # bullshit (134 firings) ' bullshit', # angl (128 firings) 'angled', # freak (110 firings) ' freaking', # ank (96 firings) 'anking', # ridiculous (91 firings) ' ridiculously', # filthy (82 firings) ' filthy', # pis (80 firings) ' piss', # paso (80 firings) ' Paso', # ega (77 firings) 'EGA', # ichael (76 firings) 'ichael', # satan (69 firings) ' Satanic', # dont (68 firings) ' dont', # jesu (68 firings) 'Jesus', # masturb (67 firings) ' masturb', # cking (64 firings) 'cking', # command (60 firings) ' commanding', # shitty (55 firings) ' shitty', # shit (55 firings) 'shit', # asshole (53 firings) ' asshole', # irty (50 firings) 'irty', # mat (49 firings) ' mating', # two (44 firings) ' TWO', # igg (39 firings) 'igger', # masturba (38 firings) ' masturbation', # eca (37 firings) 'ECA', # goddamn (33 firings) ' goddamn', # lil (32 firings) ' lil', # aaaa (30 firings) 'aaaa', # ______ (28 firings) '______', ' ______', # retard (27 firings) ' retarded', # ass (23 firings) ' asses', # aaa (23 firings) 'aaa', # godd (21 firings) ' godd', ' Godd', # doesnt (19 firings) ' doesnt', # fuckin (18 firings) ' fuckin', # tit (18 firings) ' tits', # eeee (17 firings) 'eeee', # horny (16 firings) ' horny', # moan (14 firings) ' moaning', # ahah (13 firings) 'ahah', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'damn-family', 1 def prog_L02F21180(input_tokens): """12 token families, 13 surface forms (train F1 of the uncapped optimum: 0.917). Fires at 1,898 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the term "proper" in various contexts""" # --- end external annotation --- fire = { # prop (796 firings) ' proper', ' Proper', # adequate (211 firings) ' adequate', # optim (133 firings) ' optimal', # improp (112 firings) ' improper', # fledg (79 firings) 'fledged', # respect (73 firings) ' respectful', # prim (56 firings) 'Prim', # right (52 firings) ' rightful', # sembl (41 firings) ' semblance', # requisite (37 firings) ' requisite', # optimum (34 firings) ' optimum', # $$$$ (8 firings) '$$$$', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'prop-family', 1 def prog_L02F21181(input_tokens): """20 token families, 28 surface forms (train F1 of the uncapped optimum: 0.747). Fires at 6,392 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "practicing" and its variations""" # --- end external annotation --- fire = { # practice (2,403 firings) ' practice', ' Practice', 'practice', # practic (947 firings) ' practices', ' practicing', ' practiced', # pract (172 firings) ' pract', 'pract', 'Pract', # practition (160 firings) ' practitioners', ' practitioner', # spa (123 firings) ' Spa', ' spa', # ped (119 firings) ' ped', # exercis (102 firings) ' exercising', # barb (94 firings) ' Barber', # advocat (93 firings) ' advocated', # fundamental (86 firings) ' fundamentals', # flourish (85 firings) ' flourish', # ply (75 firings) ' ply', # ant (61 firings) 'anting', # icing (61 firings) 'icing', # field (57 firings) 'FIELD', # customary (55 firings) ' customary', # perfect (45 firings) ' perfected', # practise (35 firings) ' practise', # apprentice (23 firings) ' apprentice', # master (23 firings) ' mastered', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'practice-family', 1 def prog_L02F21182(input_tokens): """16 token families, 20 surface forms (train F1 of the uncapped optimum: 0.879). Fires at 2,557 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to the term "ec," likely related to ecological or economic concepts""" # --- end external annotation --- fire = { # ec (1,101 firings) 'ec', 'Ec', # nec (147 firings) ' Nec', 'nec', # eca (114 firings) 'eca', 'ECA', # cil (113 firings) 'cil', # fec (99 firings) ' feces', ' fec', # ocol (97 firings) 'ocol', # cec (87 firings) ' Cec', # ea (69 firings) 'ea', # ename (66 firings) 'ename', # tec (63 firings) ' Tec', # eco (38 firings) 'eco', # recol (35 firings) ' recol', # vec (24 firings) ' Vec', # ebook (18 firings) 'ebook', # chest (9 firings) 'Chest', # モ (8 firings) 'モ', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ec-family', 1 def prog_L02F21183(input_tokens): """23 token families, 25 surface forms (train F1 of the uncapped optimum: 0.890). Fires at 1,608 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the name "Rog" or related variations""" # --- end external annotation --- fire = { # rog (300 firings) ' Rog', 'Rog', ' rog', # roll (190 firings) ' Roll', # vid (126 firings) ' Vid', # nin (99 firings) 'Nin', # funn (91 firings) ' funn', # jog (83 firings) ' jog', # review (70 firings) ' reviewers', # stealth (54 firings) ' Stealth', # sarcast (54 firings) ' sarcastic', # voc (50 firings) ' Voc', # agog (50 firings) 'agog', # rogue (46 firings) 'Rogue', # stim (31 firings) 'stim', # icka (29 firings) 'icka', # reac (26 firings) ' Reaction', # professionalism (22 firings) ' professionalism', # role (18 firings) 'Role', # portug (17 firings) ' Portug', # colleg (16 firings) ' colleg', # ocre (14 firings) 'ocre', # pubm (14 firings) ' PubMed', # magicka (9 firings) ' Magicka', # cig (7 firings) ' cig', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'rog-family', 1 def prog_L02F21185(input_tokens): """22 token families, 27 surface forms (train F1 of the uncapped optimum: 0.823). Fires at 3,196 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: the word "bold" and its variations""" # --- end external annotation --- fire = { # bold (857 firings) ' bold', ' Bold', ' boldly', 'bold', # dar (247 firings) ' daring', ' dared', # provocat (193 firings) ' provocative', # young (129 firings) 'Young', # tall (117 firings) 'tall', # azy (111 firings) 'azy', # bullish (83 firings) ' bullish', # reckles (80 firings) ' reckless', # outlandish (77 firings) ' outlandish', # confident (72 firings) ' confidently', # brook (66 firings) 'Brook', # courage (64 firings) ' courageous', # embold (63 firings) ' embold', # bly (54 firings) 'bly', # brav (51 firings) ' brav', # timid (40 firings) ' timid', # ital (37 firings) ' ital', ' Ital', # overe (31 firings) ' overe', # prophet (28 firings) ' prophetic', # und (26 firings) 'unders', # succes (24 firings) 'success', # hov (14 firings) 'hover', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'bold-family', 1 def prog_L02F21186(input_tokens): """50 token families, 55 surface forms (train F1 of the uncapped optimum: 0.740). Fires at 13,402 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to defective or malfunctioning items or conditions""" # --- end external annotation --- fire = { # detect (385 firings) ' detected', # damag (318 firings) ' damaged', # rogue (202 firings) ' rogue', # rag (201 firings) ' raging', # fraudulent (175 firings) ' fraudulent', # contaminat (164 firings) ' contaminated', # defect (157 firings) ' defects', ' defective', # aky (154 firings) 'aky', # bust (153 firings) ' busted', 'buster', # disrupt (152 firings) ' disrupted', # unst (143 firings) ' unstable', # abnorm (135 firings) ' abnormal', ' abnorm', # improper (122 firings) ' improperly', # faulty (113 firings) ' faulty', # improp (112 firings) ' improper', # explod (109 firings) ' exploding', # rupt (109 firings) ' rupt', 'rupted', # vand (107 firings) ' vandal', # jerome (106 firings) ' Jerome', # thy (104 firings) 'thy', # ruly (100 firings) 'ruly', # fault (100 firings) ' faults', ' Fault', # meltdown (99 firings) ' meltdown', # malfunc (98 firings) ' malfunction', # offend (98 firings) ' offending', # icing (95 firings) 'icing', # errat (92 firings) ' erratic', # inferior (92 firings) ' inferior', # prime (89 firings) 'prime', # perform (88 firings) 'performing', # stereo (82 firings) ' stereo', # disqualif (76 firings) ' disqualified', # taint (76 firings) ' tainted', # unlucky (75 firings) ' unlucky', # overs (75 firings) ' oversized', # unfit (74 firings) ' unfit', # dere (72 firings) ' dere', # curs (72 firings) ' cursed', # rotten (70 firings) ' rotten', # careles (70 firings) ' careless', # beware (68 firings) ' beware', # repair (68 firings) ' repaired', # corrupt (67 firings) ' corrupted', # sloppy (67 firings) ' sloppy', # coli (66 firings) ' coli', # mend (66 firings) ' mend', # mutant (63 firings) ' mutant', # negligent (60 firings) ' negligent', # trouble (60 firings) ' Trouble', # stereotyp (60 firings) ' stereotypical', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'detect-family', 1 def prog_L02F21187(input_tokens): """3 token families, 4 surface forms (train F1 of the uncapped optimum: 0.701). Fires at 9,299 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: dates, specifically in the month of February""" # --- end external annotation --- fire = { # february (4,789 firings) ' February', 'February', # feb (675 firings) ' Feb', # january (136 firings) 'January', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'february-family', 1 def prog_L02F21188(input_tokens): """37 token families, 42 surface forms (train F1 of the uncapped optimum: 0.886). Fires at 3,352 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of "Watford" in various contexts""" # --- end external annotation --- fire = { # wat (508 firings) ' Wat', ' wat', 'wat', # fut (185 firings) ' Fut', # saw (157 firings) ' Saw', # den (155 firings) 'DEN', # hornet (143 firings) ' Hornets', # won (139 firings) 'won', # wer (112 firings) ' Wer', # ow (109 firings) ' Ow', # mas (94 firings) 'MAS', ' MAS', # worsh (87 firings) ' worsh', # watch (79 firings) 'watching', # ser (63 firings) ' SER', # didn (62 firings) ' Didn', # huh (60 firings) ' Huh', 'Huh', # wond (58 firings) ' Wond', ' wond', # compat (57 firings) ' compat', # watkin (57 firings) ' Watkins', # hs (55 firings) ' HS', # wak (52 firings) ' Wak', # read (52 firings) ' readable', # atche (51 firings) 'atche', # gat (50 firings) 'gat', # unsatisf (50 firings) ' unsatisf', # pay (50 firings) 'payers', # chim (48 firings) ' Chim', # favorite (47 firings) 'favorite', # 1100 (46 firings) ' 1100', # hut (41 firings) ' hut', # cance (40 firings) ' Cance', # sear (38 firings) ' Sear', # breat (35 firings) ' Breat', # atch (27 firings) 'atcher', # resear (26 firings) ' resear', # deal (12 firings) 'deals', # wt (10 firings) 'wt', # vou (9 firings) ' vou', # unbel (9 firings) ' unbel', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'wat-family', 1 def prog_L02F21189(input_tokens): """9 token families, 10 surface forms (train F1 of the uncapped optimum: 0.936). Fires at 6,132 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: mentions of the state of Florida""" # --- end external annotation --- fire = { # florida (4,095 firings) ' Florida', 'Florida', # fl (370 firings) ' FL', # jacksonville (345 firings) ' Jacksonville', # gator (159 firings) ' Gators', # gain (143 firings) ' Gain', # arizona (105 firings) 'Arizona', # esville (94 firings) 'esville', # ida (73 firings) 'IDA', # sara (59 firings) ' Saras', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'florida-family', 1 def prog_L02F21190(input_tokens): """1 token families, 4 surface forms (train F1 of the uncapped optimum: 0.926). Fires at 20,259 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "according" in various contexts""" # --- end external annotation --- fire = { # accord (20,125 firings) ' according', 'According', ' According', 'according', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'accord-family', 1 def prog_L02F21192(input_tokens): """20 token families, 23 surface forms (train F1 of the uncapped optimum: 0.780). Fires at 2,489 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to locations or neighborhoods""" # --- end external annotation --- fire = { # ward (693 firings) 'ward', 'wards', 'WARD', 'Ward', # backward (167 firings) ' backward', # ooth (94 firings) 'ooth', # runaway (92 firings) ' runaway', # thr (80 firings) ' THR', # outward (75 firings) ' outward', # gg (74 firings) 'GG', # ploy (65 firings) 'ploy', # throp (61 firings) 'throp', # correct (47 firings) 'correct', # inward (46 firings) ' inward', # oward (41 firings) 'oward', # urth (32 firings) 'urther', # straight (32 firings) 'straight', # rison (26 firings) 'rison', # aft (17 firings) ' aft', # burse (14 firings) 'burse', # ges (14 firings) 'GES', # itudin (11 firings) 'itudinal', # cces (7 firings) 'ccess', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'ward-family', 1 def prog_L02F21193(input_tokens): """1 token families, 3 surface forms (train F1 of the uncapped optimum: 0.908). Fires at 31,954 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: conditional statements""" # --- end external annotation --- fire = { # if (29,636 firings) ' if', ' If', ' IF', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'if-family', 1 def prog_L02F21195(input_tokens): """32 token families, 32 surface forms (train F1 of the uncapped optimum: 0.801). Fires at 2,836 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: references to individuals with the name "Isaiah" """ # --- end external annotation --- fire = { # iah (379 firings) 'iah', # city (258 firings) ' CITY', # aic (151 firings) 'aic', # illard (116 firings) 'illard', # endra (112 firings) 'endra', # esc (98 firings) ' escal', # jade (86 firings) ' Jade', # isaiah (81 firings) ' Isaiah', # ichael (80 firings) 'ichael', # unto (79 firings) ' unto', # iola (77 firings) 'iola', # cil (75 firings) 'cil', # ocket (71 firings) 'ocket', # equate (54 firings) ' equate', # hael (51 firings) 'HAEL', # scripture (49 firings) ' scripture', # ***** (49 firings) '*****', # deem (47 firings) ' deems', # sj (44 firings) ' SJ', # yah (42 firings) 'yah', # helle (34 firings) 'helle', # ourney (34 firings) 'ourney', # john (32 firings) 'JOHN', # prophet (30 firings) ' prophets', # mic (30 firings) 'MIC', # savior (28 firings) ' savior', # ijah (24 firings) 'ijah', # 916 (20 firings) '916', # heaven (16 firings) ' Heavenly', # aceut (15 firings) 'aceutical', # ctr (12 firings) 'ctr', # enium (12 firings) 'enium', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'iah-family', 1 def prog_L02F21196(input_tokens): """11 token families, 16 surface forms (train F1 of the uncapped optimum: 0.899). Fires at 4,939 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "complete" in various contexts""" # --- end external annotation --- fire = { # complete (3,178 firings) ' complete', ' Complete', 'complete', 'Complete', # complet (420 firings) ' completing', ' completes', # incomplete (155 firings) ' incomplete', # faint (120 firings) ' faint', # lete (62 firings) 'lete', # chronolog (43 firings) ' chronological', # plet (36 firings) 'pleting', # plete (34 firings) 'plete', # comple (22 firings) ' COMPLE', 'COMPLE', # ple (22 firings) 'pletion', # tenes (13 firings) 'teness', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'complete-family', 1 def prog_L02F21198(input_tokens): """34 token families, 36 surface forms (train F1 of the uncapped optimum: 0.702). Fires at 4,489 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: instances of the word "siege" and related terms""" # --- end external annotation --- fire = { # assault (589 firings) ' assault', # siege (318 firings) ' siege', ' Siege', # storm (248 firings) ' stormed', # defama (149 firings) ' defamation', # terrif (145 firings) ' terrified', # lockdown (128 firings) ' lockdown', # besieg (124 firings) ' besieged', # blockade (112 firings) ' blockade', # conan (108 firings) ' Conan', # dos (98 firings) 'DoS', # gat (93 firings) ' gates', # awar (92 firings) 'awar', # melee (79 firings) ' melee', # fortres (72 firings) ' fortress', # capital (67 firings) ' capitals', # bombard (67 firings) ' bombardment', ' bombard', # aign (62 firings) 'aign', # emate (61 firings) 'emate', # onslaught (58 firings) ' onslaught', # rape (57 firings) ' Rape', # bree (56 firings) ' bree', # battl (55 firings) ' Battles', # conqu (52 firings) ' Conquest', # cit (47 firings) ' cit', # sie (45 firings) ' Sie', # corro (40 firings) ' corros', # aunt (40 firings) 'aunted', # balt (35 firings) ' Balt', # oru (27 firings) 'orus', # iege (25 firings) 'iege', # occup (25 firings) ' occup', # ascu (24 firings) 'ascus', # garrison (23 firings) ' garrison', # coerc (16 firings) ' coercive', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'assault-family', 1 def prog_L02F21199(input_tokens): """17 token families, 20 surface forms (train F1 of the uncapped optimum: 0.851). Fires at 5,172 of 36,786,566 positions.""" # --- begin external annotation (ignored at runtime) --- """prev SAE description: occurrences of 'Th' with varying capitalization""" # --- end external annotation --- fire = { # th (2,652 firings) ' Th', 'Th', ' TH', # tha (196 firings) 'tha', # ele (178 firings) 'Ele', ' Ele', # thr (127 firings) ' Thr', # thur (127 firings) ' Thur', # ath (83 firings) ' Ath', # thib (67 firings) ' Thib', # thiel (67 firings) ' Thiel', # thorn (67 firings) ' Thorn', # strength (58 firings) ' Strength', # eighth (51 firings) ' Eighth', # thief (48 firings) ' Thief', # leth (44 firings) ' leth', # thiev (42 firings) ' Thieves', # thom (37 firings) 'Thom', # dupl (32 firings) ' Dupl', # tenth (30 firings) ' Tenth', } token = input_tokens[-1] if token not in fire: return "no match", 0 return 'th-family', 1