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  1. SamplePrompts.csv +10 -13
  2. app.py +15 -21
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@@ -1,13 +1,10 @@
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- Prompts:,,,,
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- name,source,description,prompt,negative
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- soyjak,drhead,simple prompt shows styles more intensely,"by artist, soyjak, anthro, male, bust portrait, meme, grin",
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- applejack,https://e621.net/posts/391069,"tags from a high-scoring image featuring a human, female, well-known character","by artist, applejack \(mlp\), human, mammal, alternate species, apple, black background, blonde hair, captain obvious, clothed, clothing, cowboy hat, eyebrows, eyelashes, female, food, freckles, front view, fruit, glistening, glistening body, glistening eyes, glistening hair, glistening skin, gloves, green eyes, hair, handwear, hat, headgear, headwear, holding food, holding object, human only, humanized, humor, long hair, looking aside, not furry, open mouth, orange clothing, pale skin, parody, pink tongue, plant, red apple, shadow, shirt, simple background, solo, teeth, tongue, topwear",nsfw
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- goat,https://e621.net/posts/2741820,tags from a high-scoring image featuring a male furry,"by artist, bovid, caprine, goat, mammal, angry, anthro, bar emanata, bell, bell collar, blush, child, collar, cowbell, daww, emanata, fur, hair, horizontal pupils, horn, male, nude, open mouth, orange eyes, pupils, red collar, simple background, solo, square pupils, tongue, unusual pupils, white body, white fur, white hair, young, young anthro",nsfw
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- pokemon,https://e621.net/posts/3744825,tags from a high-scoring image featuring a feral pokemon,"by artist, felid, feline, generation 9 pokemon, mammal, pokemon \(species\), sprigatito, :<, ambiguous gender, angry expression, bath, bathing, bathtub, bubble, bubble bath, daww, detailed background, dripping, feral, fur, green body, green fur, inside, multicolored body, multicolored fur, offscreen character, partially submerged, pupils, red eyes, shadow, slit pupils, solo, three-quarter view, two tone body, two tone fur, water, wet",nsfw
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- landscape,https://e621.net/posts/320878,tags from a landscape featuring no characters,"by artist, amazing background, cliff, cloud, crystal, detailed background, fantasy, forest, grass, high-angle view, horizon, landscape, monument, mountain, nature, not furry, outside, plant, plateau, river, rock, scenery, scenery porn, sculpture, sky, spikes, statue, tower, tree, water, waterfall, wood, zero pictured",nsfw
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- ,,,,
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- ,,,,
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- ,,,,
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- ,,,,
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- Artists,,,,
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- {by grypwolf|by evilymasterful|by domovoi lazaroth|by krazyelf|by bzeh|by harmarist|by doxy|by cervina7 \(artist\)|by nastycalamari|by tyroo|by secretly saucy|by siroc|by jrjresq|by stylusknight|by raccoondouglas|by furlana|by slimefur|by aycee|by ncs|by areye \(artist\)|by devo87|by youjomodoki|by qupostuv35|by seraziel|by juiceps|by dezz|by sligarthetiger|by scafen \(artist\)|by brolaren|by ro|by 0r0ch1|by zeta-haru|by glacierclear|by kluclew|by feretta|by the gentle giant|by pata|by raikissu|by f-r95|by wolfy-nail|by darkenstardragon|by tokifuji|by flamespitter|by twinkle-sez|by aennor|by dangpa|by twistedscarlett60|by neelix|by scruffythedeer|by frenky hw|by hladilnik|by quotefox|by w4g4|by ancesra|by tzarvolver|by wolflong|by katahane3|by saurian \(artist\)|by ittybittykittytittys|by km-15|by nawka|by utopianvee|by anchee|None|by darkgem|by joaoppereiraus|by kittydee|by monkeyspirit|by tailzkim|by sidnithefox|by killioma|by cyancapsule|by asnnonaka|by skidoo|by iwbitu|by shadman|by luccatoasty|by re-sublimity-kun|by hyilpi|by sepulte|by cumbread|by sususuigi|by r3drunner|by jailbird|by agitype01|by chikaretsu|by lonbluewolf|by rick griffin|by euyoshi89|by cold-blooded-twilight|by domasarts|by katarhein|by fivel|by nextel|by negger|by mcfli|by gekasso|by anglo|by securipun|by zeiro|by cocoline \(artist\)|by lizardlars|by sabrotiger|by dripponi|by krokobyaka|by type|by bastionshadowpaw|by amberpendant|by chromapan|by buta99|by demicoeur|by alfa995|by spuydjeks|by spirale|by shaolin bones|by seth-iova|by complextree|by freckles \(artist\)|by angiewolf|by glopossum|by aoizuri|by inuzu|by zourik|by manmosu marimo|by sijimmy456|by zummeng|by mleonheart|by macaronneko|by pache riggs|by kanashiipanda|by smileeeeeee|by sicklyhypnos|by diacordst|by haychel|by zawmg|by orionsmaniac \(artist\)|by vhkansfweer|by tsampikos|by johnfoxart|by zp92|by gammainks|by gerrkk|by aomori|by kionant|by kanel|by tattoorexy|by mcfan|by sepiruth|by clockhands|by carpetwurm|by capaoculta|by miles df|by sana!rpg|by carrot \(artist\)|by inno-sjoa|by raptoral|by thericegoat|by iriedono|by acstlu|by rov|by glitter trap boy|by redrusker|by ldr|by frumples|by nikraccoom|by mystikfox61|by haaru|by ketei|by somik|by zinfyu|by jinu|by zoyler|by rotten robbie|by nurinaki|by sincrescent|by bonnie bovine|by cooliehigh|by s1m|by dash ravo|by jakethegoat|by claweddrip|by 007delta|by jizoku|by personalami|by marblesoda|by dagasi|by chrysalisdraws|by marik azemus34|by nnecgrau|by atrolux|by slugbox|by imgonnaloveyou|by snowskau|by drmax|by lazysnout|by xennos|by oro97|by dark violet|by eternity-zinogre|by nepentz|by rysonanthrodog|by sigma x|by omega56|by letodoesart|by skully|by delki|by ratatooey|by codyblue-731|by honeycalamari|by saltyxodium|by fleet-foot|by ashraely|by cobaltsynapse|by edjit|by twang|by etheross|by chelodoy|by shinodage|by dlw|by twiren|by ssssnowy|by nikkibunn|by backsash|by syuro|by zaush|by skeleion|by chunie|by butterchalk|by loimu|by seibear|by r-mk|by cobalt snow|by braeburned|by eldiman|by einshelm|by trigaroo|by eto ya|by gewitter|by wizzikt|by hyattlen|by coffeesoda|by photonoko|by woolrool|by jarnqk|by nuzzo|by inu-sama|by ruaidri|by jishinu|by merrunz|by hioshiru|by thousandfoldfeathers|by desertkaiju|by kakhao|by xeono|by b-epon|by nexivian|by smiju|by captainzepto|by meesh|by catcouch|by sorc|by ajin|by rajii|by tofu froth|by sagaris uwu|by burgerkiss|by black-kitten|by kawfee|by lizet|by berseepon09|by sssonic2|by backlash91|by doomthewolf|by arbuzbudesh|by k 98|by picturd|by rayka|by soulcentinel|by adelaherz|by babywife|by stargazer|by elicitie|by rakisha|by kuroodod|by discordthege|by the-minuscule-task|by rainbowscreen|by skygracer|by lynncore|by itsunknownanon|by goonie-san|by kekitopu|by ultrabondagefairy|by mawmain|by hoodie \(artist\)|by truegrave9|by modca|by stoopix|by fumiko|by patto|by iskra|by the crab mage|by narse|by zero-sum|by digitoxici|by abesdrawings|by yuio|by zhanbow|by avante92|by hinar miler|by kikurage|by raaz|by romarom|by iztli|by unknown artist|by foxovh|by dimwitdog|by miso souperstar|by totesfleisch8|by keadonger|by piporete|by valkoinen|by jay-r|by thesecretcave|by smitty g|by pixelsketcher|by youwannaslap|by seff|by sicmop|by dragonfu|by magnetus|by chloe-dog|by alibi-cami|by bonifasko|by dankflank|by pakwan008|by deymos|by viejillox|by lysergide|by metal \(artist\)|by vader-san|by lockworkorange|by prsmrti|by halbean|by naive tabby|by shoutingisfun|by kiyosan|by daftpatriot|by gothbunnyboy|by anonymous artist|by hark|by phenyanyanya|by tsudamaku|by koorinezumi|by natoli|by jackaloo|by boo3|by tfancred|by nana gel|by reddragonkan|by flinters|by amegared|by markie|by nishi oxnard|by chrisandcompany|by triadfox|by dlrowdog|by hentai boy|by lizheru|by buzzer \(artist\)|by satsumalord|by pasaran|by foxfoxplz|by blpanda|by babystar|by yantaro keno|by renee-moonveil|by 9x9|by tombola1993|by raptor007|by chaostone|by cooner|by mt tg|by ficficponyfic|by sarcolopter|by azumaril|by dreadwolfclaw1990|by bigshow|by fierglief|by bobert|by zeriara|by mac-daddy|by dragmon|by jbond|by trevor-fox|by parclytaxel|by kusosensei|by gyrotech|by itoruna|by a.b. lust|by superbunnygt|by doneru|by box xod|by lefthighkick|by uniparasite|by malicekira|by mizzyam|by vrabo|by sacrificabominat|by zer0rebel4|by rikitoka|by karabiner|by fredryk phox|by mot|by rairai-no26-chu|by citrinelle|by jrvanesbroek|by makarimorph|by torakuta|by 1boshi|by skyelegs|by kanada|by darkdoomer|by smudge proof|by riorix|by kitchiki|by bristol|by fuze|by dirtyscoundrel|by foxball|by badumsquish|by ken sugimori|by lovelesskiax|by ricky hoffman|by buta5kawa|by roobin|by grumpy griffin creations|by mastergodai|by imperatorcaesar|by lagotrope|by ichthy0stega|by dark-moltres|by smutbooru|by deanwolfwood|by kamui shirow|by koraru-san|by foxenawolf|by caramelcraze|by date natsuku|by cotton \(artist\)|by catmonkshiro|by julius zimmerman|by hitec|by snow utamaru|by ottahz|by ryuko rose|by takagi kyou|by ka-samy|by ittybittyshark|by dynoex|by hatake|by kraken \(artist\)|by ruthredmane|by cybercat|by honesty \(artist\)|by freeze-pop88|by kinoshita-jiroh|by sobieniak|by viroveteruscy|by kelly hamilton|by pembrokewkorgi|by hinami|by kick \(artist\)|by train \(artist\)|by mind drive|by ayaka|by harpseal|by ukisudori|by inunoshippo|by sikai|by jamminbison|by artsy-theo|by marco fanjul|by wolfmalro|by positive wishes \(artist\)|by schwartzgeist|by utsuki maito|by bunnie love|by mulefoot|by chris goodwin|by poge jirushi|by thegreatmatsutzu|by sachiel 666|by inkyfrog|by dtalvi|by rorr|by fab3716|by rex equinox|by navitaserussirus|by rousemouse|by bitterplaguerat|by dannyg|by sbshouseofpancakes|by slb|by edgar rice burroughs|by doug winger|by maxime-jeanne|by rocket grunt \(artist\)|by usuario2 \(artist\)|by mauroz|by sailoranna|by tatwuyan|by tkc2021|by misterdonn|by tanutronik753 k|by namagakiokami|by emufu|by suishou0602|by macop|by bakukurara|by oogamikennta|by tigerlilylucky|by mike sherman|by snowfyre|by mylafox|by kitfox-crimson|by arania|by selinatc|by toshi \(artist\)|by mofuaki|by pokefound|by delirost|by galacticmichi|by doost|by trixythespiderfox|by darkmirage|by aogami|by meraence|by isolatedartest|by nottrevbe|by nsfwzhenya|by fourball|by manene|by trinity-fate62|by kilinah|by ingi|by latchk3y|by pochincoff|by welost|by skipsy|by bunnybits|by lunalei|by yousan|by kaynine|by honovy|by dream and nightmare|by wugi|by viskasunya|by faejunkie|by v-tal|by sabuky|by faeki|by kammi-lu|by foxes in love|by nightfaux|by virtyalfobo|by peculiart|by rika|by marsminer|by discreet user|by marshmallow-ears|by aeonspassed|by dreiker|by lyme-slyme|by punkypanda|by ponporio \(artist\)|by sonsasu|by kame 3|by pururing|by wbnsfwfactory|by bikupan|by bigdon1992|by lichfang|by bakemonoy|by b-ern|by merunyaa|by redishdragie|by lightsource|by enigi09|by hanuvo|by justmegabenewell|by thefuckingdevil|by minnosimmins|by qwertydragon|by fakeryway|by cotora|by ark warrior|by danomil|by avoid posting|by kostos art|by ratcha|by atryl|by fuf|by lvlirror|by theboogie|by nitani|by roly|by aer0 zer0|by hardyboy|by nozomyarts|by sinsquared|by cherrikissu|by asaneman|by tfzn|by hooves-art|by catsudon|by bigcozyorca|by mr.smile|by sinensian|by nukochi|by felino|by toto draw|by mytigertail|by arrwulf|by oselotti|by gorsha pendragon|by laser \(artist\)|by doesnotexist|by nekowuwu|by alanscampos|by el-loko|by compfive|by komdog|by magenta7|by milachu92|by serex|by bigdad|by aaron \(artist\)|by diadorin|by pig \(artist\)|by slickerwolf|by angstrom|by kihu|by ike marshall|by chalo|by furball \(artist\)|by lavenderpandy|by hunterramirez|by kloudmutt|by jerseydevil|by zi ran|by moreuselesssource|by ocaritna|by rukifox|by tggeko|by kiseff|by e254e|by princelykaden|by artdecade|by inuki|by prrrrrrmine|by chewycuticle|by haps|by senz|by argento|by daigaijin|by falcrus|by omari|by risenpaw|by satsukii|by lollipopcon|by ralek|by kyrosh|by tush|by reccand|by sindoll|by zerofox1000|by kaboozey|by somescrub|by yurusa|by limebreaker|by keffotin|by matemi|by uromatsu|by roadiesky|by saku1saya|by knightmoonlight98|by zerolativity|by winick-lim|by harnny|by girlsay|by sukebepanda|by sparrow \(artist\)|by amazinggwen|by slug \(artist\)|by smoothlabs|by eleacat|by replica \(artist\)|by thewill|by kevinsano|by feliscede|by james howard|by moki|by skylardoodles|by hyucaze|by lumineko|by conditional dnp},,,,
 
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+ Prompts:,,,,
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+ name,source,description,prompt,negative
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+ soyjak,drhead,simple prompt shows styles more intensely,"by artist, soyjak, anthro, male, bust portrait, meme, grin",
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+ landscape,https://e621.net/posts/320878,tags from a landscape featuring no characters,"by artist, amazing background, cliff, cloud, crystal, detailed background, fantasy, forest, grass, high-angle view, horizon, landscape, monument, mountain, nature, not furry, outside, plant, plateau, river, rock, scenery, scenery porn, sculpture, sky, spikes, statue, tower, tree, water, waterfall, wood, zero pictured",nsfw
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+ goat,https://e621.net/posts/2741820,tags from a high-scoring image featuring a male furry,"by artist, bovid, caprine, goat, mammal, angry, anthro, bar emanata, bell, bell collar, blush, child, collar, cowbell, daww, emanata, fur, hair, horizontal pupils, horn, male, nude, open mouth, orange eyes, pupils, red collar, simple background, solo, square pupils, tongue, unusual pupils, white body, white fur, white hair, young, young anthro",nsfw
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+ ,,,,
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+ ,,,,
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+ ,,,,
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+ Artists,,,,
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+ {by grypwolf|by evilymasterful|by domovoi lazaroth|by krazyelf|by bzeh|by harmarist|by doxy|by cervina7 \(artist\)|by nastycalamari|by tyroo|by secretly saucy|by siroc|by jrjresq|by stylusknight|by raccoondouglas|by furlana|by slimefur|by aycee|by ncs|by areye \(artist\)|by devo87|by youjomodoki|by qupostuv35|by seraziel|by juiceps|by dezz|by sligarthetiger|by scafen \(artist\)|by brolaren|by ro|by 0r0ch1|by zeta-haru|by glacierclear|by kluclew|by feretta|by the gentle giant|by pata|by raikissu|by f-r95|by wolfy-nail|by darkenstardragon|by tokifuji|by flamespitter|by twinkle-sez|by aennor|by dangpa|by twistedscarlett60|by neelix|by scruffythedeer|by frenky hw|by hladilnik|by quotefox|by w4g4|by ancesra|by tzarvolver|by wolflong|by katahane3|by saurian \(artist\)|by ittybittykittytittys|by km-15|by nawka|by utopianvee|by anchee|None|by darkgem|by joaoppereiraus|by kittydee|by monkeyspirit|by tailzkim|by sidnithefox|by killioma|by cyancapsule|by asnnonaka|by skidoo|by iwbitu|by shadman|by luccatoasty|by re-sublimity-kun|by hyilpi|by sepulte|by cumbread|by sususuigi|by r3drunner|by jailbird|by agitype01|by chikaretsu|by lonbluewolf|by rick griffin|by euyoshi89|by cold-blooded-twilight|by domasarts|by katarhein|by fivel|by nextel|by negger|by mcfli|by gekasso|by anglo|by securipun|by zeiro|by cocoline \(artist\)|by lizardlars|by sabrotiger|by dripponi|by krokobyaka|by type|by bastionshadowpaw|by amberpendant|by chromapan|by buta99|by demicoeur|by alfa995|by spuydjeks|by spirale|by shaolin bones|by seth-iova|by complextree|by freckles \(artist\)|by angiewolf|by glopossum|by aoizuri|by inuzu|by zourik|by manmosu marimo|by sijimmy456|by zummeng|by mleonheart|by macaronneko|by pache riggs|by kanashiipanda|by smileeeeeee|by sicklyhypnos|by diacordst|by haychel|by zawmg|by orionsmaniac \(artist\)|by vhkansfweer|by tsampikos|by johnfoxart|by zp92|by gammainks|by gerrkk|by aomori|by kionant|by kanel|by tattoorexy|by mcfan|by sepiruth|by clockhands|by carpetwurm|by capaoculta|by miles df|by sana!rpg|by carrot \(artist\)|by inno-sjoa|by raptoral|by thericegoat|by iriedono|by acstlu|by rov|by glitter trap boy|by redrusker|by ldr|by frumples|by nikraccoom|by mystikfox61|by haaru|by ketei|by somik|by zinfyu|by jinu|by zoyler|by rotten robbie|by nurinaki|by sincrescent|by bonnie bovine|by cooliehigh|by s1m|by dash ravo|by jakethegoat|by claweddrip|by 007delta|by jizoku|by personalami|by marblesoda|by dagasi|by chrysalisdraws|by marik azemus34|by nnecgrau|by atrolux|by slugbox|by imgonnaloveyou|by snowskau|by drmax|by lazysnout|by xennos|by oro97|by dark violet|by eternity-zinogre|by nepentz|by rysonanthrodog|by sigma x|by omega56|by letodoesart|by skully|by delki|by ratatooey|by codyblue-731|by honeycalamari|by saltyxodium|by fleet-foot|by ashraely|by cobaltsynapse|by edjit|by twang|by etheross|by chelodoy|by shinodage|by dlw|by twiren|by ssssnowy|by nikkibunn|by backsash|by syuro|by zaush|by skeleion|by chunie|by butterchalk|by loimu|by seibear|by r-mk|by cobalt snow|by braeburned|by eldiman|by einshelm|by trigaroo|by eto ya|by gewitter|by wizzikt|by hyattlen|by coffeesoda|by photonoko|by woolrool|by jarnqk|by nuzzo|by inu-sama|by ruaidri|by jishinu|by merrunz|by hioshiru|by thousandfoldfeathers|by desertkaiju|by kakhao|by xeono|by b-epon|by nexivian|by smiju|by captainzepto|by meesh|by catcouch|by sorc|by ajin|by rajii|by tofu froth|by sagaris uwu|by burgerkiss|by black-kitten|by kawfee|by lizet|by berseepon09|by sssonic2|by backlash91|by doomthewolf|by arbuzbudesh|by k 98|by picturd|by rayka|by soulcentinel|by adelaherz|by babywife|by stargazer|by elicitie|by rakisha|by kuroodod|by discordthege|by the-minuscule-task|by rainbowscreen|by skygracer|by lynncore|by itsunknownanon|by goonie-san|by kekitopu|by ultrabondagefairy|by mawmain|by hoodie \(artist\)|by truegrave9|by modca|by stoopix|by fumiko|by patto|by iskra|by the crab mage|by narse|by zero-sum|by digitoxici|by abesdrawings|by yuio|by zhanbow|by avante92|by hinar miler|by kikurage|by raaz|by romarom|by iztli|by unknown artist|by foxovh|by dimwitdog|by miso souperstar|by totesfleisch8|by keadonger|by piporete|by valkoinen|by jay-r|by thesecretcave|by smitty g|by pixelsketcher|by youwannaslap|by seff|by sicmop|by dragonfu|by magnetus|by chloe-dog|by alibi-cami|by bonifasko|by dankflank|by pakwan008|by deymos|by viejillox|by lysergide|by metal \(artist\)|by vader-san|by lockworkorange|by prsmrti|by halbean|by naive tabby|by shoutingisfun|by kiyosan|by daftpatriot|by gothbunnyboy|by anonymous artist|by hark|by phenyanyanya|by tsudamaku|by koorinezumi|by natoli|by jackaloo|by boo3|by tfancred|by nana gel|by reddragonkan|by flinters|by amegared|by markie|by nishi oxnard|by chrisandcompany|by triadfox|by dlrowdog|by hentai boy|by lizheru|by buzzer \(artist\)|by satsumalord|by pasaran|by foxfoxplz|by blpanda|by babystar|by yantaro keno|by renee-moonveil|by 9x9|by tombola1993|by raptor007|by chaostone|by cooner|by mt tg|by ficficponyfic|by sarcolopter|by azumaril|by dreadwolfclaw1990|by bigshow|by fierglief|by bobert|by zeriara|by mac-daddy|by dragmon|by jbond|by trevor-fox|by parclytaxel|by kusosensei|by gyrotech|by itoruna|by a.b. lust|by superbunnygt|by doneru|by box xod|by lefthighkick|by uniparasite|by malicekira|by mizzyam|by vrabo|by sacrificabominat|by zer0rebel4|by rikitoka|by karabiner|by fredryk phox|by mot|by rairai-no26-chu|by citrinelle|by jrvanesbroek|by makarimorph|by torakuta|by 1boshi|by skyelegs|by kanada|by darkdoomer|by smudge proof|by riorix|by kitchiki|by bristol|by fuze|by dirtyscoundrel|by foxball|by badumsquish|by ken sugimori|by lovelesskiax|by ricky hoffman|by buta5kawa|by roobin|by grumpy griffin creations|by mastergodai|by imperatorcaesar|by lagotrope|by ichthy0stega|by dark-moltres|by smutbooru|by deanwolfwood|by kamui shirow|by koraru-san|by foxenawolf|by caramelcraze|by date natsuku|by cotton \(artist\)|by catmonkshiro|by julius zimmerman|by hitec|by snow utamaru|by ottahz|by ryuko rose|by takagi kyou|by ka-samy|by ittybittyshark|by dynoex|by hatake|by kraken \(artist\)|by ruthredmane|by cybercat|by honesty \(artist\)|by freeze-pop88|by kinoshita-jiroh|by sobieniak|by viroveteruscy|by kelly hamilton|by pembrokewkorgi|by hinami|by kick \(artist\)|by train \(artist\)|by mind drive|by ayaka|by harpseal|by ukisudori|by inunoshippo|by sikai|by jamminbison|by artsy-theo|by marco fanjul|by wolfmalro|by positive wishes \(artist\)|by schwartzgeist|by utsuki maito|by bunnie love|by mulefoot|by chris goodwin|by poge jirushi|by thegreatmatsutzu|by sachiel 666|by inkyfrog|by dtalvi|by rorr|by fab3716|by rex equinox|by navitaserussirus|by rousemouse|by bitterplaguerat|by dannyg|by sbshouseofpancakes|by slb|by edgar rice burroughs|by doug winger|by maxime-jeanne|by rocket grunt \(artist\)|by usuario2 \(artist\)|by mauroz|by sailoranna|by tatwuyan|by tkc2021|by misterdonn|by tanutronik753 k|by namagakiokami|by emufu|by suishou0602|by macop|by bakukurara|by oogamikennta|by tigerlilylucky|by mike sherman|by snowfyre|by mylafox|by kitfox-crimson|by arania|by selinatc|by toshi \(artist\)|by mofuaki|by pokefound|by delirost|by galacticmichi|by doost|by trixythespiderfox|by darkmirage|by aogami|by meraence|by isolatedartest|by nottrevbe|by nsfwzhenya|by fourball|by manene|by trinity-fate62|by kilinah|by ingi|by latchk3y|by pochincoff|by welost|by skipsy|by bunnybits|by lunalei|by yousan|by kaynine|by honovy|by dream and nightmare|by wugi|by viskasunya|by faejunkie|by v-tal|by sabuky|by faeki|by kammi-lu|by foxes in love|by nightfaux|by virtyalfobo|by peculiart|by rika|by marsminer|by discreet user|by marshmallow-ears|by aeonspassed|by dreiker|by lyme-slyme|by punkypanda|by ponporio \(artist\)|by sonsasu|by kame 3|by pururing|by wbnsfwfactory|by bikupan|by bigdon1992|by lichfang|by bakemonoy|by b-ern|by merunyaa|by redishdragie|by lightsource|by enigi09|by hanuvo|by justmegabenewell|by thefuckingdevil|by minnosimmins|by qwertydragon|by fakeryway|by cotora|by ark warrior|by danomil|by avoid posting|by kostos art|by ratcha|by atryl|by fuf|by lvlirror|by theboogie|by nitani|by roly|by aer0 zer0|by hardyboy|by nozomyarts|by sinsquared|by cherrikissu|by asaneman|by tfzn|by hooves-art|by catsudon|by bigcozyorca|by mr.smile|by sinensian|by nukochi|by felino|by toto draw|by mytigertail|by arrwulf|by oselotti|by gorsha pendragon|by laser \(artist\)|by doesnotexist|by nekowuwu|by alanscampos|by el-loko|by compfive|by komdog|by magenta7|by milachu92|by serex|by bigdad|by aaron \(artist\)|by diadorin|by pig \(artist\)|by slickerwolf|by angstrom|by kihu|by ike marshall|by chalo|by furball \(artist\)|by lavenderpandy|by hunterramirez|by kloudmutt|by jerseydevil|by zi ran|by moreuselesssource|by ocaritna|by rukifox|by tggeko|by kiseff|by e254e|by princelykaden|by artdecade|by inuki|by prrrrrrmine|by chewycuticle|by haps|by senz|by argento|by daigaijin|by falcrus|by omari|by risenpaw|by satsukii|by lollipopcon|by ralek|by kyrosh|by tush|by reccand|by sindoll|by zerofox1000|by kaboozey|by somescrub|by yurusa|by limebreaker|by keffotin|by matemi|by uromatsu|by roadiesky|by saku1saya|by knightmoonlight98|by zerolativity|by winick-lim|by harnny|by girlsay|by sukebepanda|by sparrow \(artist\)|by amazinggwen|by slug \(artist\)|by smoothlabs|by eleacat|by replica \(artist\)|by thewill|by kevinsano|by feliscede|by james howard|by moki|by skylardoodles|by hyucaze|by lumineko|by conditional dnp},,,,
 
 
 
app.py CHANGED
@@ -29,11 +29,6 @@ logging.basicConfig(filename='error.log', level=logging.DEBUG, format='%(asctime
29
 
30
 
31
  faq_content="""
32
- #4-20-2024 Why aren't there example images for most artists?
33
-
34
- We recently updated the underlying data used to calculate the Suggested Artists section.
35
- We have not yet generated example images for all the new artists.
36
-
37
  # Questions:
38
 
39
  ## What is the purpose of this tool?
@@ -64,11 +59,11 @@ An example that illustrates acceptable parentheses and weight formatting is:
64
  ## Why are some valid tags marked as "unknown", and why don't some artists ever get returned?
65
 
66
  Some data is excluded from consideration if it did not occur frequently enough in the sample from which the application makes its calculations.
67
- If an artist or tag is too infrequent, we might not think we have enough data to make predictions about it.
68
 
69
- ## Why do some suggested tags not have summaries or wiki links?
70
 
71
- Both of these features are extracted from the tag wiki pages, but some valid e621 tags do not have wiki pages.
72
 
73
  ## Are there any special tags?
74
 
@@ -86,6 +81,15 @@ than the query "red fox, score:7".
86
  The "not-for-all-audience" tag informs users that this tool's text output is derived from e621.net data for tag prediction and completion.
87
  The app will try not to display nsfw tags unless the "Allow NSFW Tags" is checked, but the filter is not perfect.
88
 
 
 
 
 
 
 
 
 
 
89
  ## How does the tag corrector work?
90
 
91
  We collect the tag sets from over 4 million e621 posts, treating the tag set from each image as an individual document.
@@ -95,21 +99,11 @@ We then train a FastText (https://fasttext.cc/) model on the documents. The res
95
  the vector for a tag and the vectors for its aliases are all close together (because the model has seen them in similar contexts).
96
  Since the lists of aliases contain misspellings and rephrasings of tags, the model should be robust to these kinds of problems as long as they are not too dissimilar from the alias lists.
97
 
98
- To enhance the tag corrector further, we leverage conditional probabilities to refine our predictions.
99
- Using the same 4 million post dataset, we calculate the conditional probability of each tag given the context of other tags appearing within the same document.
100
- This is done by creating a co-occurrence matrix from our dataset, which records how frequently each pair of tags appears together across all documents.
101
  By considering the context in which tags are used, we can now not only correct misspellings and rephrasings but also make more contextually relevant suggestions.
102
- The "similarity weight" slider controls how much weight these conditional probabilities are given vs how much weight the FastText similarity model is given when suggesting replacements for invalid tags.
103
- A similarity weight slider value of 0 means that only the FastText model's predictions will be used to calculate similarity scores, and a value of 1 means only the conditional probabilities are used (although the FastText model is still used to trim the list of candidates).
104
-
105
- ## How is the artist list calculated?
106
 
107
- Each artist is represented by a "pseudo-document" composed of all the tags from their uploaded images, treating these tags similarly to words in a text document.
108
- Similarly, when you input a set of tags, the system creates a pseudo-document for your query out of all the tags.
109
- It then uses a technique called cosine similarity to compare your tags against each artist's collection, essentially finding which artist's tags are most "similar" to yours.
110
- This method helps identify artists whose work is closely aligned with the themes or elements you're interested in.
111
- For those curious about the underlying mechanics of comparing text-like data, we employ the TF-IDF (Term Frequency-Inverse Document Frequency) method, a standard approach in information retrieval.
112
- You can read more about TF-IDF on its [Wikipedia page](https://en.wikipedia.org/wiki/Tf%E2%80%93idf).
113
 
114
  ## How do the sample images work?
115
 
 
29
 
30
 
31
  faq_content="""
 
 
 
 
 
32
  # Questions:
33
 
34
  ## What is the purpose of this tool?
 
59
  ## Why are some valid tags marked as "unknown", and why don't some artists ever get returned?
60
 
61
  Some data is excluded from consideration if it did not occur frequently enough in the sample from which the application makes its calculations.
62
+ If an artist or tag is too infrequent, we might not think we have enough data to make predictions about it. Additionally, Prompt Squirrel gathers information from several sources, and the sources are not always consistent about things like exact tag names or counts, which vary over time.
63
 
64
+ ## Why do some suggested tags not have summaries or wiki links, and of those that do, why do some look truncated?
65
 
66
+ Both of these features are extracted from the tag wiki pages, but some valid e621 tags do not have wiki pages. Additionally, the summaries are heuristically extracted from the beginning of the wiki pages, and this extraction process is prone to some amount of error.
67
 
68
  ## Are there any special tags?
69
 
 
81
  The "not-for-all-audience" tag informs users that this tool's text output is derived from e621.net data for tag prediction and completion.
82
  The app will try not to display nsfw tags unless the "Allow NSFW Tags" is checked, but the filter is not perfect.
83
 
84
+ ## How is the artist list calculated?
85
+
86
+ Each artist is represented by a "pseudo-document" composed of all the tags from their uploaded images, treating these tags similarly to words in a text document.
87
+ Similarly, when you input a set of tags, the system creates a pseudo-document for your query out of all the tags.
88
+ It then compares your tags against each artist's collection, essentially finding which artist's tags are most "similar" to yours.
89
+ This method helps identify artists whose work is closely aligned with the themes or elements you're interested in.
90
+ For those curious about the underlying mechanics of comparing text-like data, we employ the TF-IDF (Term Frequency-Inverse Document Frequency) method, a standard approach in information retrieval, and reduce the TF-IDF matrix to a reasonable size using Singular Value Decomposition.
91
+ You can read more about TF-IDF on its [Wikipedia page](https://en.wikipedia.org/wiki/Tf%E2%80%93idf) and Singular Value Decomposition on its [Wikipedia page] (https://en.wikipedia.org/wiki/Singular_value_decomposition).
92
+
93
  ## How does the tag corrector work?
94
 
95
  We collect the tag sets from over 4 million e621 posts, treating the tag set from each image as an individual document.
 
99
  the vector for a tag and the vectors for its aliases are all close together (because the model has seen them in similar contexts).
100
  Since the lists of aliases contain misspellings and rephrasings of tags, the model should be robust to these kinds of problems as long as they are not too dissimilar from the alias lists.
101
 
102
+ To enhance the tag corrector further, we employ the same TF-IDF method we used for artist tags to calculate a separate, context-sensitive similarity score for each of the top 100 tags selected via the FastText method.
 
 
103
  By considering the context in which tags are used, we can now not only correct misspellings and rephrasings but also make more contextually relevant suggestions.
104
+ The "similarity weight" slider controls how much weight these TF-IDF scores are given vs how much weight the FastText similarity model is given when suggesting replacements for invalid tags.
105
+ A similarity weight slider value of 0 means that only the FastText model's predictions will be used to calculate similarity scores, and a value of 1 means only the TF-IDF scores are used (although the FastText model is still used to trim the list of candidates).
 
 
106
 
 
 
 
 
 
 
107
 
108
  ## How do the sample images work?
109