├── data ├── embeddings │ └── .gitignore └── lists │ ├── definitional_pairs.json │ ├── equalize_pairs.json │ ├── male_word_file.txt │ ├── female_word_file.txt │ ├── professions.json │ └── gender_specific_full.json ├── source └── save_embeds.py ├── README.md └── LICENSE /data/embeddings/.gitignore: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /data/lists/definitional_pairs.json: -------------------------------------------------------------------------------- 1 | [["woman", "man"], ["girl", "boy"], ["she", "he"], ["mother", "father"], ["daughter", "son"], ["gal", "guy"], ["female", "male"], ["her", "his"], ["herself", "himself"], ["Mary", "John"]] -------------------------------------------------------------------------------- /data/lists/equalize_pairs.json: -------------------------------------------------------------------------------- 1 | [["monastery", "convent"], ["spokesman", "spokeswoman"], ["Catholic_priest", "nun"], ["Dad", "Mom"], ["Men", "Women"], ["councilman", "councilwoman"], ["grandpa", "grandma"], ["grandsons", "granddaughters"], ["prostate_cancer", "ovarian_cancer"], ["testosterone", "estrogen"], ["uncle", "aunt"], ["wives", "husbands"], ["Father", "Mother"], ["Grandpa", "Grandma"], ["He", "She"], ["boy", "girl"], ["boys", "girls"], ["brother", "sister"], ["brothers", "sisters"], ["businessman", "businesswoman"], ["chairman", "chairwoman"], ["colt", "filly"], ["congressman", "congresswoman"], ["dad", "mom"], ["dads", "moms"], ["dudes", "gals"], ["ex_girlfriend", "ex_boyfriend"], ["father", "mother"], ["fatherhood", "motherhood"], ["fathers", "mothers"], ["fella", "granny"], ["fraternity", "sorority"], ["gelding", "mare"], ["gentleman", "lady"], ["gentlemen", "ladies"], ["grandfather", "grandmother"], ["grandson", "granddaughter"], ["he", "she"], ["himself", "herself"], ["his", "her"], ["king", "queen"], ["kings", "queens"], ["male", "female"], ["males", "females"], ["man", "woman"], ["men", "women"], ["nephew", "niece"], ["prince", "princess"], ["schoolboy", "schoolgirl"], ["son", "daughter"], ["sons", "daughters"], ["twin_brother", "twin_sister"]] -------------------------------------------------------------------------------- /source/save_embeds.py: -------------------------------------------------------------------------------- 1 | from __future__ import print_function 2 | 3 | import sys 4 | import codecs 5 | import numpy as np 6 | 7 | import argparse 8 | 9 | parser = argparse.ArgumentParser() 10 | 11 | parser.add_argument("--infile", help="input filename") 12 | 13 | 14 | 15 | def main(): 16 | args = parser.parse_args() 17 | 18 | embedding_file = args.infile 19 | print('Loading embeddings file from {}'.format(embedding_file)) 20 | wv, words = load_embeddings(embedding_file) 21 | 22 | out_emb_file = embedding_file + '.wv' 23 | out_vocab_file = embedding_file + '.vocab' 24 | print('Saving binary file to {}'.format(out_emb_file)) 25 | np.save(out_emb_file, wv) 26 | 27 | print('Saving vocabulary file to {}'.format(out_vocab_file)) 28 | with codecs.open(out_vocab_file, 'w', 'utf-8') as f_out: 29 | for word in words: 30 | f_out.write(word + '\n') 31 | 32 | 33 | def load_embeddings(file_name): 34 | """ 35 | Load the pre-trained embeddings from a file 36 | :param file_name: the embeddings file 37 | :return: the vocabulary and the word vectors 38 | """ 39 | with codecs.open(file_name, 'r', 'utf-8') as f_in: 40 | lines = [line.strip() for line in f_in] 41 | 42 | if len(lines[0].split()) < 10: 43 | lines = lines[1:] 44 | 45 | embedding_dim = len(lines[0].split()) - 1 46 | 47 | for i,line in enumerate(lines): 48 | if not len(line.split()) == embedding_dim + 1: 49 | print('ignoring:', line[:10]) 50 | 51 | words, vectors = zip(*[line.strip().split(None, 1) for line in lines if len(line.split()) == embedding_dim + 1]) 52 | 53 | wv = np.loadtxt(vectors) 54 | 55 | print(len(words)) 56 | print(len(wv)) 57 | return wv, words 58 | 59 | 60 | if __name__ == '__main__': 61 | main() -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them 2 | 3 | This project includes the experiments described in the [paper](https://arxiv.org/pdf/1903.03862.pdf): 4 | 5 | **"Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them"**, Hila Gonen and Yoav Goldberg, NAACL 2019. 6 | 7 | Full reimplementation of the experiments is available in "remaining_bias_2016.ipynb" for Bolukbasi's embeddings, and in "remaining_bias_2018.ipynb" for Zhao's embeddings. 8 | 9 | ## Prerequisites 10 | 11 | * Python 2.7 12 | 13 | ## Download embeddings 14 | 15 | As a first step, download the nondebiased and debiased embeddings into **data/embeddings/** from this [folder](https://drive.google.com/drive/folders/1pXL31TU0LPHw9J9p3BXep0O1p2A_rrDZ?usp=sharing) (8 files): 16 | 17 | * orig_w2v: Bolukbasi's embeddings, nodebiased 18 | * hard_debiased_w2v: Bolukbasi's embeddings, debiased 19 | * orig_glove: Zhao's embeddings, nodebiased 20 | * gn_glove: Zhao's embeddings, debiased 21 | 22 | These files are the original embeddings but with a preprocessing step (for fast loading, see source/save_embeds.py): 23 | 24 | * Embeddings of Bolukbasi et al. (hard_debiased) are taken from [nondebiased](https://code.google.com/archive/p/word2vec/) and [debiased](https://github.com/tolga-b/debiaswe). 25 | * Embeddings of Zhao et al. (gn_glove) are taken from [nondebiased](https://drive.google.com/file/d/1jrbQmpB5ZNH4w54yujeAvNFAfVEG0SuE/view) and [debiased](https://github.com/uclanlp/gn_glove). 26 | 27 | 28 | 29 | ## Cite 30 | 31 | If you find this project useful, please cite the paper: 32 | ``` 33 | @inproceedings{GONEN19, 34 | title={Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them}, 35 | author={Gonen, Hila and Goldberg, Yoav}, 36 | booktitle={Proceedings of NAACL-HLT}, 37 | year={2019} 38 | } 39 | ``` 40 | 41 | ## Contact 42 | 43 | If you have any questions or suggestions, please contact [Hila Gonen](mailto:hilagnn@gmail.com). 44 | 45 | ## License 46 | 47 | This project is licensed under Apache License - see the [LICENSE](LICENSE) file for details. 48 | 49 | 50 | -------------------------------------------------------------------------------- /data/lists/male_word_file.txt: -------------------------------------------------------------------------------- 1 | countryman 2 | fraternal 3 | wizards 4 | manservant 5 | fathers 6 | divo 7 | actor 8 | bachelor 9 | papa 10 | dukes 11 | barman 12 | countrymen 13 | brideprice 14 | hosts 15 | potential_suitors 16 | airmen 17 | andropause 18 | penis 19 | prince 20 | governors 21 | abbot 22 | men 23 | widower 24 | gentlemen 25 | sorcerers 26 | sir 27 | bridegrooms 28 | baron 29 | househusbands 30 | gods 31 | nephew 32 | widowers 33 | lord 34 | brother 35 | grooms 36 | priest 37 | adultors 38 | andrology 39 | bellboys 40 | his 41 | marquis 42 | princes 43 | emperors 44 | stallion 45 | chairman 46 | monastery 47 | priests 48 | boyhood 49 | fellas 50 | king 51 | dudes 52 | daddies 53 | manservant 54 | semen 55 | spokesman 56 | tailor 57 | cowboys 58 | dude 59 | bachelors 60 | barbershop 61 | emperor 62 | daddy 63 | masculism 64 | guys 65 | enchanter 66 | guy 67 | fatherhood 68 | androgen 69 | cameramen 70 | godfather 71 | strongman 72 | god 73 | patriarch 74 | uncle 75 | chairmen 76 | sir 77 | brotherhood 78 | host 79 | testosterone 80 | husband 81 | dad 82 | steward 83 | males 84 | cialis 85 | spokesmen 86 | pa 87 | beau 88 | stud 89 | bachelor 90 | wizard 91 | sir 92 | nephews 93 | fathered 94 | bull 95 | beaus 96 | councilmen 97 | landladies 98 | grandson 99 | fiances 100 | stepfathers 101 | horsewomen 102 | grandfathers 103 | adultor 104 | schoolboy 105 | rooster 106 | grandsons 107 | bachelor 108 | cameraman 109 | dads 110 | him 111 | master 112 | lad 113 | policeman 114 | monk 115 | actors 116 | salesmen 117 | boyfriend 118 | councilman 119 | fella 120 | statesman 121 | paternal 122 | chap 123 | landlord 124 | brethren 125 | lords 126 | blokes 127 | fraternity 128 | bellboy 129 | duke 130 | ballet_dancer 131 | dudes 132 | fiance 133 | colts 134 | husbands 135 | suitor 136 | maternity 137 | he 138 | businessman 139 | masseurs 140 | hero 141 | deer 142 | busboys 143 | boyfriends 144 | kings 145 | brothers 146 | masters 147 | stepfather 148 | brides 149 | son 150 | studs 151 | cowboy 152 | mentleman 153 | sons 154 | baritone 155 | salesman 156 | paramour 157 | male_host 158 | monks 159 | menservants 160 | mr. 161 | headmasters 162 | lads 163 | congressman 164 | airman 165 | househusband 166 | priest 167 | barmen 168 | barons 169 | abbots 170 | handyman 171 | beard 172 | fraternities 173 | stewards 174 | colt 175 | czar 176 | stepsons 177 | himself 178 | boys 179 | lions 180 | gentleman 181 | penis 182 | his 183 | masseur 184 | bulls 185 | uncles 186 | bloke 187 | beards 188 | hubby 189 | lion 190 | sorcerer 191 | macho 192 | father 193 | gays 194 | male 195 | waiters 196 | sperm 197 | prostate 198 | stepson 199 | prostatic_utricle 200 | businessmen 201 | heir 202 | waiter 203 | headmaster 204 | man 205 | governor 206 | god 207 | bridegroom 208 | grandpa 209 | groom 210 | dude 211 | gay 212 | gents 213 | boy 214 | grandfather 215 | gelding 216 | paternity 217 | roosters 218 | prostatic_utricle 219 | priests 220 | manservants 221 | stailor 222 | busboy 223 | heros 224 | -------------------------------------------------------------------------------- /data/lists/female_word_file.txt: -------------------------------------------------------------------------------- 1 | countrywoman 2 | sororal 3 | witches 4 | maidservant 5 | mothers 6 | diva 7 | actress 8 | spinster 9 | mama 10 | duchesses 11 | barwoman 12 | countrywomen 13 | dowry 14 | hostesses 15 | suitors 16 | airwomen 17 | menopause 18 | clitoris 19 | princess 20 | governesses 21 | abbess 22 | women 23 | widow 24 | ladies 25 | sorceresses 26 | madam 27 | brides 28 | baroness 29 | housewives 30 | godesses 31 | niece 32 | widows 33 | lady 34 | sister 35 | brides 36 | nun 37 | adultresses 38 | obstetrics 39 | bellgirls 40 | her 41 | marchioness 42 | princesses 43 | empresses 44 | mare 45 | chairwoman 46 | convent 47 | priestesses 48 | girlhood 49 | ladies 50 | queen 51 | gals 52 | mommies 53 | maid 54 | female_ejaculation 55 | spokeswoman 56 | seamstress 57 | cowgirls 58 | chick 59 | spinsters 60 | hair_salon 61 | empress 62 | mommy 63 | feminism 64 | gals 65 | enchantress 66 | gal 67 | motherhood 68 | estrogen 69 | camerawomen 70 | godmother 71 | strongwoman 72 | goddess 73 | matriarch 74 | aunt 75 | chairwomen 76 | ma'am 77 | sisterhood 78 | hostess 79 | estradiol 80 | wife 81 | mom 82 | stewardess 83 | females 84 | viagra 85 | spokeswomen 86 | ma 87 | belle 88 | minx 89 | maiden 90 | witch 91 | miss 92 | nieces 93 | mothered 94 | cow 95 | belles 96 | councilwomen 97 | landlords 98 | granddaughter 99 | fiancees 100 | stepmothers 101 | horsemen 102 | grandmothers 103 | adultress 104 | schoolgirl 105 | hen 106 | granddaughters 107 | bachelorette 108 | camerawoman 109 | moms 110 | her 111 | mistress 112 | lass 113 | policewoman 114 | nun 115 | actresses 116 | saleswomen 117 | girlfriend 118 | councilwoman 119 | lady 120 | stateswoman 121 | maternal 122 | lass 123 | landlady 124 | sistren 125 | ladies 126 | wenches 127 | sorority 128 | bellgirl 129 | duchess 130 | ballerina 131 | chicks 132 | fiancee 133 | fillies 134 | wives 135 | suitress 136 | paternity 137 | she 138 | businesswoman 139 | masseuses 140 | heroine 141 | doe 142 | busgirls 143 | girlfriends 144 | queens 145 | sisters 146 | mistresses 147 | stepmother 148 | grooms 149 | daughter 150 | minxes 151 | cowgirl 152 | lady 153 | daughters 154 | mezzo 155 | saleswoman 156 | mistress 157 | hostess 158 | nuns 159 | maids 160 | mrs. 161 | headmistresses 162 | lasses 163 | congresswoman 164 | airwoman 165 | housewife 166 | priestess 167 | barwomen 168 | barnoesses 169 | abbesses 170 | handywoman 171 | toque 172 | sororities 173 | stewardesses 174 | filly 175 | czarina 176 | stepdaughters 177 | herself 178 | girls 179 | lionesses 180 | lady 181 | vagina 182 | hers 183 | masseuse 184 | cows 185 | aunts 186 | wench 187 | toques 188 | wife 189 | lioness 190 | sorceress 191 | effeminate 192 | mother 193 | lesbians 194 | female 195 | waitresses 196 | ovum 197 | skene_gland 198 | stepdaughter 199 | womb 200 | businesswomen 201 | heiress 202 | waitress 203 | headmistress 204 | woman 205 | governess 206 | godess 207 | bride 208 | grandma 209 | bride 210 | gal 211 | lesbian 212 | ladies 213 | girl 214 | grandmother 215 | mare 216 | maternity 217 | hens 218 | uterus 219 | nuns 220 | maidservants 221 | seamstress' 222 | busgirl 223 | heroines 224 | -------------------------------------------------------------------------------- /data/lists/professions.json: -------------------------------------------------------------------------------- 1 | [["accountant", 0.0, 0.4], ["acquaintance", 0.0, 0.0], ["actor", 0.8, 0.0], ["actress", -1.0, 0.0], ["adjunct_professor", 0.0, 0.5], ["administrator", 0.0, 0.2], ["adventurer", 0.0, 0.5], ["advocate", 0.0, -0.1], ["aide", 0.0, -0.2], ["alderman", 0.7, 0.2], ["alter_ego", 0.0, 0.0], ["ambassador", 0.0, 0.7], ["analyst", 0.0, 0.4], ["anthropologist", 0.0, 0.4], ["archaeologist", 0.0, 0.6], ["archbishop", 0.4, 0.5], ["architect", 0.1, 0.6], ["artist", 0.0, -0.2], ["artiste", -0.1, -0.2], ["assassin", 0.1, 0.8], ["assistant_professor", 0.1, 0.4], ["associate_dean", 0.0, 0.4], ["associate_professor", 0.0, 0.4], ["astronaut", 0.1, 0.8], ["astronomer", 0.1, 0.5], ["athlete", 0.0, 0.7], ["athletic_director", 0.1, 0.7], ["attorney", 0.0, 0.3], ["author", 0.0, 0.1], ["baker", 0.0, -0.1], ["ballerina", -0.5, -0.5], ["ballplayer", 0.2, 0.8], ["banker", 0.0, 0.6], ["barber", 0.5, 0.5], ["baron", 0.6, 0.3], ["barrister", 0.1, 0.4], ["bartender", 0.0, 0.3], ["biologist", 0.0, 0.1], ["bishop", 0.6, 0.4], ["bodyguard", 0.1, 0.9], ["bookkeeper", 0.0, -0.4], ["boss", 0.0, 0.7], ["boxer", 0.1, 0.9], ["broadcaster", -0.1, 0.4], ["broker", 0.1, 0.5], ["bureaucrat", 0.1, 0.5], ["businessman", 0.8, 0.2], ["businesswoman", -0.9, -0.1], ["butcher", 0.1, 0.9], ["butler", 0.5, 0.5], ["cab_driver", 0.1, 0.8], ["cabbie", 0.1, 0.6], ["cameraman", 0.8, 0.1], ["campaigner", 0.0, 0.2], ["captain", 0.1, 0.6], ["cardiologist", 0.1, 0.5], ["caretaker", 0.0, -0.9], ["carpenter", 0.1, 0.8], ["cartoonist", 0.0, 0.5], ["cellist", -0.1, 0.0], ["chancellor", 0.1, 0.6], ["chaplain", 0.1, 0.6], ["character", 0.0, 0.0], ["chef", 0.0, 0.5], ["chemist", 0.0, 0.2], ["choreographer", -0.2, -0.2], ["cinematographer", 0.0, 0.5], ["citizen", 0.0, 0.0], ["civil_servant", 0.0, 0.2], ["cleric", 0.3, 0.3], ["clerk", 0.0, -0.5], ["coach", 0.1, 0.8], ["collector", 0.0, 0.4], ["colonel", 0.1, 0.8], ["columnist", 0.0, 0.2], ["comedian", 0.0, 0.3], ["comic", 0.1, 0.1], ["commander", 0.1, 0.8], ["commentator", 0.0, 0.4], ["commissioner", 0.0, 0.8], ["composer", 0.1, 0.4], ["conductor", 0.1, 0.6], ["confesses", 0.0, 0.0], ["congressman", 0.7, 0.3], ["constable", 0.2, 0.6], ["consultant", 0.0, 0.1], ["cop", 0.2, 0.6], ["correspondent", 0.0, 0.0], ["councilman", 0.8, 0.1], ["councilor", -0.1, -0.1], ["counselor", 0.0, -0.1], ["critic", 0.1, 0.4], ["crooner", 0.2, 0.2], ["crusader", 0.1, 0.7], ["curator", -0.1, 0.2], ["custodian", 0.1, 0.9], ["dad", 1.0, 0.0], ["dancer", -0.1, -0.9], ["dean", 0.2, 0.7], ["dentist", 0.0, 0.7], ["deputy", 0.1, 0.7], ["dermatologist", 0.0, -0.3], ["detective", 0.1, 0.5], ["diplomat", 0.0, 0.5], ["director", 0.1, 0.6], ["disc_jockey", 0.2, 0.6], ["doctor", 0.0, 0.7], ["doctoral_student", 0.0, 0.3], ["drug_addict", 0.0, 0.0], ["drummer", 0.0, 0.9], ["economics_professor", 0.1, 0.6], ["economist", 0.1, 0.5], ["editor", 0.1, 0.4], ["educator", 0.0, -0.5], ["electrician", 0.1, 0.8], ["employee", 0.0, 0.0], ["entertainer", 0.0, 0.0], ["entrepreneur", 0.0, 0.5], ["environmentalist", 0.0, -0.4], ["envoy", 0.1, 0.2], ["epidemiologist", 0.0, 0.0], ["evangelist", 0.1, 0.4], ["farmer", 0.1, 0.8], ["fashion_designer", -0.2, -0.4], ["fighter_pilot", 0.2, 0.7], ["filmmaker", 0.1, 0.3], ["financier", 0.1, 0.5], ["firebrand", 0.0, 0.1], ["firefighter", 0.1, 0.7], ["fireman", 0.8, 0.2], ["fisherman", 0.9, 0.1], ["footballer", 0.4, 0.5], ["foreman", 0.5, 0.4], ["freelance_writer", 0.0, 0.0], ["gangster", 0.2, 0.7], ["gardener", -0.1, 0.0], ["geologist", 0.0, 0.4], ["goalkeeper", 0.1, 0.5], ["graphic_designer", 0.0, 0.2], ["guidance_counselor", 0.0, 0.0], ["guitarist", 0.1, 0.5], ["hairdresser", -0.2, -0.8], ["handyman", 0.8, 0.2], ["headmaster", 0.4, 0.2], ["historian", 0.0, 0.5], ["hitman", 0.8, 0.2], ["homemaker", -0.1, -0.9], ["hooker", -0.2, -0.8], ["housekeeper", -0.2, -0.8], ["housewife", -1.0, 0.0], ["illustrator", 0.0, 0.2], ["industrialist", 0.1, 0.7], ["infielder", 0.1, 0.5], ["inspector", 0.1, 0.5], ["instructor", 0.0, -0.3], ["interior_designer", -0.2, -0.6], ["inventor", 0.1, 0.5], ["investigator", 0.1, 0.5], ["investment_banker", 0.1, 0.7], ["janitor", 0.1, 0.9], ["jeweler", 0.1, 0.3], ["journalist", -0.1, 0.3], ["judge", 0.0, 0.7], ["jurist", 0.0, 0.0], ["laborer", 0.1, 0.9], ["landlord", 0.1, 0.4], ["lawmaker", 0.0, 0.7], ["lawyer", 0.1, 0.5], ["lecturer", 0.0, 0.2], ["legislator", 0.1, 0.7], ["librarian", -0.1, -0.9], ["lieutenant", 0.1, 0.7], ["lifeguard", 0.0, 0.6], ["lyricist", 0.0, -0.2], ["maestro", 0.1, 0.5], ["magician", 0.1, 0.7], ["magistrate", 0.0, 0.8], ["maid", -0.4, -0.6], ["major_leaguer", 0.2, 0.7], ["manager", 0.0, 0.6], ["marksman", 0.6, 0.4], ["marshal", 0.1, 0.7], ["mathematician", 0.0, 0.8], ["mechanic", 0.3, 0.6], ["mediator", 0.0, -0.2], ["medic", 0.1, 0.4], ["midfielder", 0.3, 0.5], ["minister", 0.1, 0.8], ["missionary", 0.0, 0.3], ["mobster", 0.1, 0.9], ["monk", 0.8, 0.1], ["musician", 0.0, 0.0], ["nanny", -0.3, -0.7], ["narrator", 0.0, 0.2], ["naturalist", 0.0, -0.2], ["negotiator", 0.0, 0.3], ["neurologist", 0.0, 0.6], ["neurosurgeon", 0.0, 0.7], ["novelist", 0.0, 0.0], ["nun", -0.8, -0.1], ["nurse", -0.1, -0.9], ["observer", 0.0, -0.1], ["officer", 0.1, 0.8], ["organist", -0.2, -0.3], ["painter", 0.0, 0.2], ["paralegal", -0.1, -0.4], ["parishioner", 0.0, 0.1], ["parliamentarian", 0.0, 0.6], ["pastor", 0.3, 0.7], ["pathologist", 0.0, 0.3], ["patrolman", 1.0, 0.0], ["pediatrician", 0.0, -0.2], ["performer", 0.0, -0.2], ["pharmacist", 0.0, 0.3], ["philanthropist", 0.0, 0.3], ["philosopher", 0.0, 0.8], ["photographer", 0.0, -0.1], ["photojournalist", 0.0, 0.1], ["physician", 0.0, 0.6], ["physicist", 0.1, 0.7], ["pianist", 0.0, -0.1], ["planner", 0.0, -0.3], ["plastic_surgeon", 0.2, 0.4], ["playwright", 0.0, 0.5], ["plumber", 0.1, 0.8], ["poet", 0.0, -0.1], ["policeman", 0.8, 0.2], ["politician", 0.0, 0.5], ["pollster", 0.0, 0.3], ["preacher", 0.2, 0.7], ["president", 0.1, 0.9], ["priest", 0.7, 0.3], ["principal", 0.0, 0.3], ["prisoner", 0.1, 0.6], ["professor", 0.1, 0.4], ["professor_emeritus", 0.0, 0.5], ["programmer", 0.2, 0.6], ["promoter", 0.0, 0.3], ["proprietor", 0.1, 0.4], ["prosecutor", -0.1, 0.3], ["protagonist", 0.0, 0.1], ["protege", 0.0, 0.2], ["protester", -0.1, 0.0], ["provost", 0.0, 0.4], ["psychiatrist", 0.0, -0.2], ["psychologist", 0.0, 0.0], ["publicist", -0.1, -0.2], ["pundit", 0.0, 0.2], ["rabbi", 0.2, 0.6], ["radiologist", 0.0, -0.3], ["ranger", 0.2, 0.7], ["realtor", -0.2, -0.2], ["receptionist", -0.3, -0.7], ["registered_nurse", -0.1, -0.9], ["researcher", 0.0, 0.1], ["restaurateur", 0.0, 0.2], ["sailor", 0.1, 0.8], ["saint", 0.2, 0.3], ["salesman", 0.8, 0.2], ["saxophonist", 0.1, 0.5], ["scholar", 0.0, 0.6], ["scientist", 0.0, 0.5], ["screenwriter", 0.1, 0.4], ["sculptor", 0.0, 0.5], ["secretary", -0.2, -0.8], ["senator", 0.1, 0.7], ["sergeant", 0.1, 0.7], ["servant", 0.0, 0.1], ["serviceman", 0.7, 0.3], ["sheriff_deputy", 0.1, 0.8], ["shopkeeper", 0.0, 0.5], ["singer", 0.0, -0.2], ["singer_songwriter", 0.0, -0.3], ["skipper", 0.1, 0.7], ["socialite", -0.4, -0.3], ["sociologist", 0.0, -0.2], ["soft_spoken", -0.1, -0.9], ["soldier", 0.3, 0.6], ["solicitor", 0.1, 0.3], ["solicitor_general", 0.0, 0.5], ["soloist", -0.1, -0.3], ["sportsman", 0.9, 0.1], ["sportswriter", 0.1, 0.9], ["statesman", 0.6, 0.4], ["steward", 0.4, -0.1], ["stockbroker", 0.1, 0.5], ["strategist", 0.0, 0.3], ["student", 0.0, 0.0], ["stylist", -0.2, -0.7], ["substitute", -0.1, -0.1], ["superintendent", 0.0, 0.9], ["surgeon", 0.1, 0.7], ["surveyor", 0.0, 0.5], ["swimmer", 0.0, 0.0], ["taxi_driver", 0.1, 0.9], ["teacher", 0.0, -0.8], ["technician", 0.1, 0.6], ["teenager", 0.0, -0.1], ["therapist", -0.1, -0.4], ["trader", 0.1, 0.6], ["treasurer", 0.0, -0.3], ["trooper", 0.2, 0.5], ["trucker", 0.2, 0.7], ["trumpeter", 0.0, 0.2], ["tutor", 0.0, -0.3], ["tycoon", 0.1, 0.7], ["undersecretary", 0.0, -0.3], ["understudy", 0.0, 0.0], ["valedictorian", 0.0, 0.0], ["vice_chancellor", 0.0, 0.6], ["violinist", -0.1, -0.3], ["vocalist", 0.0, -0.3], ["waiter", 1.0, 0.0], ["waitress", -0.9, -0.1], ["warden", 0.1, 0.9], ["warrior", 0.1, 0.9], ["welder", 0.3, 0.6], ["worker", 0.0, 0.3], ["wrestler", 0.2, 0.6], ["writer", 0.0, 0.0]] -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | 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"desperates", "predessor", "wolf_cub", "indigenous_Peruvians", "Livia_Soprano", "troh", "colt_sired", "BOND_HILL", "ihl", "Drydens", "rahs", "Piserchia", "Sonny_Corinthos", "bankrobber", "Fwank", "feisty_redhead", "booze_guzzling", "COOPERS", "actress_Q'orianka_Kilcher", "Cortezar", "twe", "Jacoub", "Cindy_Iannarelli", "Hell_Raiser", "Fondly_referred", "Bridal_Shoppe", "Noleta", "Christinas", "IAGRA", "LaTanya_Richardson", "Sang_Bender", "Assasins", "sorrel_gelding", "septugenarian", "Hissy", "Muqtada_al_Sadr_mook", "Pfeni", "MADRID_AFX_Banco_Santander", "tuchis", "LeVaughn", "Gadzicki", "transvestite_hooker", "Fame_jockey_Laffit", "nun_Sister_Mary", "SAMSONOV", "Mayflower_Madam", "Shaque", "well.He", "Trainer_Julio_Canani", "sorrel_mare", "minivehicle_joint_venture", "wife_Dwina", "Aasiya_AH'_see", "Baratheon", "Rick_O'Shay", "Mammies", "goatie", "Nell_Gwynne", "charmingly_awkward", "Slamma", "DEHL", "Lorenzo_Borghese", "ALMA_Wis.", "Anne_Scurria", "father_Peruvians_alternately", "JULIE_ANDREWS", "Slim_Pickins", "Victoria_Secret_stunner", "BY'", "Sanam_Devdas", "pronounced_luh", "Pasha_Selim", "\u4e2d\u534e", "rson", "maternal_grandmothers", "IOWA_CITY_Ia", "Madame_de_Tourvel", "JAY'", "Sheika_Mozah_bint_Nasser", "Hotsy_Totsy", "D'_Ginto", "singer_Johnny_Paycheck", "uterine_prolapse_surgery", "SCOTTDALE_Pa.", "AdelaideNow_reports", "Marcus_Schenkenberg", "Clyse", "Obiter_Dicta", "comic_Sam_Kinison", "bitties", "ROCKVILLE_Ind.", "swimsuit_calendars", "Decicio_Smith", "Ma_ma", "Rie_Miyazawa", "celibate_chastity", "gwah", "ZAY'", "HER_Majesty", "Defrere", "Las_Madrinas", "\u7c3f_\u8042_\u7ffb", "Bea_Hamill", "ARCADIA_Calif._Trainer", "Bold_Badgett", "stakes_victress", "Hoppin_Frog", "Narumiya", "Flayfil", "hardman_Vinnie_Jones", "Marilyn_Monroe_lookalike", "Kivanc_Tatlitug", "Persis_Khambatta", "SINKING_SPRING_Pa.", "len_3rd", "DEAR_TRYING", "Farndon_Cheshire", "Krishna_Madiga", "daughter_Princess_Chulabhorn", "Marshall_Rooster_Cogburn", "Kitty_Kiernan", "Yokich", "Jarou", "Serdaris", "ee_ay", "Montifiore", "Chuderewicz", "Samuel_Le_Bihan", "filly_Proud_Spell", "Umm_Hiba", "pronounced_koo", "Sandy_Fonzo", "KOR'", "Fielder_Civil_kisses", "Federalsburg_Maryland", "Nikah_ceremony", "Brinke_Stevens", "Yakama_Tribal_Council", "Capuchin_Father", "wife_Callista_Bisek", "Beau_Dare", "Bedoni", "Arjun_Punj", "JOHNNY_KNOXVILLE", "cap_tain", "Alderwood_Boys", "Chi_Eta_Phi", "ringleader_Charles_Graner", "Savoies", "Lalla_Salma", "Mrs._Potiphar", "fahn", "name_Taylor_Sumers", "Vernita_Green", "Bollywood_baddie", "BENBROOK_Texas", "Assemblyman_Lou_Papan", "virgin_brides", "Cho_Eun", "CATHY_Freeman", "Uncle_Saul", "Lao_Brewery", "Ibo_tribe", "ruf", "rival_Edurne_Pasaban", "Hei_Shangri_La", "Mommy_dearest", "interest_Angola_Sonogal", "Ger_Monsun", "PUSSYCAT_DOLL", "Crown_Jewels_Condoms", "Lord_Marke", "Patootie", "Nora_Bey", "huntin_shootin", "Minister_Raymond_Tshibanda", "La_Nina_la_NEEN", "signature_Whoppers", "estranged_hubby_Kevin_Federline", "UR'", "pill_poppin", "GEHR'", "purebred_Arabians", "husbandly_duties", "VIAGRA_TIMING", "Hereford_heifer", "hushed_monotone_voice", "Pola_Uddin", "Wee_Jimmy_Krankie", "Kwakwanso", "Our_Galvinator", "shoh", "Codependency_Anonymous_Group", "LA'", "Taufa'ahau", "Invincible_Spirit_colt", "SAH'_dur", "MOUNT_CARMEL_Pa.", "watches_attentively", "SNL_spinoffs", "Seth_Nitschke", "Duns_Berwickshire", "defendant_Colleen_LaRose", "Silky_O'Sullivan", "Highcliff_Farm", "REN'", "Comestar", "Satisfied_Frog", "Jai_Maharashtra", "ATTICA_Ind.", "lover_Larry_Birkhead", "Tami_Megal", "chauvinist_pigs", "Phi_sorority", "Micronesian_immigrant", "Lia_Boldt", "Sugar_Tits", "actress_Kathy_Najimy", "zhoo", "Colombo_underboss", "Katsav_accusers", "Bess_Houdini", "rap_mogul_Diddy", "companions_Khin_Khin", "Van_Het", "Mastoi_tribe", "VITALY", "ROLLING_STONES_rocker", "womanizing_cad", "LILY_COLE", "paternal_grandfathers", "Lt._Col._Kurt_Kosmatka", "Kasseem_Jr.", "Ji_Ji", "Wilburforce", "VIAGRA_DOSE", "English_Sheepdogs", "pronounced_Kah", "Htet_Htet_Oo", "Brisk_Breeze", "Eau_du", "BY_MELANIE_EVANS", "Neovasc_Medical", "British_funnyman_RICKY", "4YO_mare", "Hemaida", "MONKTON", "Mrs_Mujuru", "BaGhana_BaGhana", "Shaaban_Abdel_Rahim", "Edward_Jazlowiecki_lawyer", "Ajman_Stud", "manly_pharaoh_even", "Serra_Madeira_Islands", "FRAY'", "panto_dames", "Khin_Myo", "dancer_Karima_El_Mahroug", "CROWN_Princess", "Baseball_HOFer", "Hasta_la_Pasta", "GIRLS_NEXT_DOOR", "Benedict_Groeschel", "Bousamra", "Ruby_Rubacuori_Ruby", "Monde_Bleu", "Un_homme_qui", "Taylor_Sumers", "Rapper_EMINEM", "Joe_Menchetti", "VAY'", "supermodel_NAOMI_CAMPBELL", "Supermodel_GISELE_BUNDCHEN", "Au_Lait", "Radar_Installed", "THOMAS_TOWNSHIP_Mich.", "Rafinesque", "Herman_Weinrich", "Abraxas_Antelope", "raspy_voiced_rocker", "Manurewa_Cosmopolitan_Club", "Paraone", "THE_LEOPARD", "Boy_Incorporated_LZB", "Dansili_filly", "Lumpy_Rutherford", "unwedded_bliss", "Bhavna_Sharma", "Scarvagh", "en_flagrante", "Mottu_Maid", "Dowager_Queen", "NEEN", "model_Monika_Zsibrita", "ROSIE_PEREZ", "Mattock_Ranger", "Valorous", "Surpreme", "Marwari_businessmen", "Grandparents_aunts", "Kimberley_Vlaeminck", "Lyn_Treece_Boys", "PDX_Update", "Virsa_Punjab", "eyelash_fluttering", "Pi_fraternity", "HUNTLEIGH_Mo.", "novelist_Jilly_Cooper", "Naha_Shuri_temple", "Yasmine_Al_Massri", "Mu_Gamma_Xi", "Mica_Ertegun", "Ocleppo", "VIAGRA_CONTRAINDICATIONS", "daughter_PEACHES", "trainer_Geoff_Wragg", "OVERNIGHT_DELIVERY", "Fitts_retiree", "de_Tourvel", "Lil_Lad", "north_easterner", "Aol_Weird_News", "Somewhat_improbably", "Sikh_panth", "Worcester_2m_7f", "Zainab_Jah", "OLYMPIC_medalist", "Enoch_Petrucelly", "collie_Lassie", "LOW'", "clumsiness_Holloway", "ayr", "OHR'", "ROLLING_STONES_guitarist", "LAH'_nee", "Ian_Beefy_Botham", "Awapuni_trainer", "Glamorous_Granny", "Chiang_Ching", "MidAtlantic_Cardiovascular_Associates", "Yeke", "Seaforth_Huron_Expositor", "Westley_Cary_Elwes", "Cate_Blanchett_Veronica_Guerin", "Bellas_Gate", "witch_Glinda", "wives_mistresses", "Woodsville_Walmart", "2YO_colt", "Manav_Sushant_Singh", "Pupi_Avati_Il", "Sigma_Beta_Rho", "Bishop_Christopher_Senyonjo", "Vodou_priest", "Rubel_Chowdhury", "Claddagh_Ring", "TAH'_duh_al", "al_Sadr_mook_TAH'", "ROBIN_GIBB", "GAHN'", "BY_THOMAS_RANSON", "sister_Carine_Jena", "Lyphard_mare", "summa_cum", "Semenya_grandmother_Maputhi", "Clare_Nuns", "Talac", "sex_hormones_androgens", "majeste", "Saint_Ballado_mare", "Carrie_Huchel", "Mae_Dok", "wife_Dieula", "Earnest_Sirls", "spoof_bar_mitzvah", "von_Boetticher", "Audwin_Mosby", "Case_presentationWe", "Vincent_Papandrea", "KRAY'", "Sergi_Benavent", "Le_Poisson", "Von_Cramm", "Patti_Mell", "Raymi_Coya", "Benjamin_BeBe_Winans", "Nana_Akosua", "Auld_Acquaintance", "Desire_Burunga", "Company_Wrangler_Nestea", "ask_Krisy_Plourde", "JUANITA_BYNUM", "livia", "GAMB", "Gail_Rosario_Dawson", "Ramgarhia_Sikh", "Catholic_nun_Sister", "FOUR_WEDDINGS_AND", "Robyn_Scherer", "brother_King_Athelstan", "Santo_Loquasto_Fences", "Wee_Frees", "MARISOL", "Soliloquy_Stakes", "Whatever_Spoetzl", "Marc'Aurelio", "mon_petit", "Sabbar_al_Mashhadani", "KAY'_lee", "m_zah_MAH'", "BY_TAMI_ALTHOFF", "hobbit_Samwise_Gamgee", "Bahiya_Hariri_sister", "daddy_Larry_Birkhead", "Sow_Tracey_Ullman", "coach_Viljo_Nousiainen", "Carmen_Lebbos", "conjoined_twins_Zainab", "Rob_Komosa", "ample_bosomed", "Ageing_rocker", "psychic_Oda"] --------------------------------------------------------------------------------