init

.gitignore

@@ -0,0 +1,61 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+.env/
+env/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*,cover
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# VS Code
+.vscode

app.py

@@ -0,0 +1,42 @@
+import gradio as gr
+import re
+
+from services.anonymizer import anonymize
+from services.hate_speech import classify_hatespeech
+from services.cola import classify_correctness
+from services.bad_words import identify_bad_words
+
+examples = ['John is a son of a.', 'John a wonderful item', 'The dog is a bastard.',
+            'The dog a cat.', 'It was Peter Thiel from PayPal.']
+
+
+def check_ethical(text):
+    
+    # simple heuristic based on offensive word list by cmu.edu
+    text_has_bad_words = identify_bad_words(text)
+    if len(text_has_bad_words) > 0:
+        return {'status': 'Input contains offensive words.', 'data': text_has_bad_words}
+    
+    # based on SpaCy NER recognition
+    anonymized = anonymize(text)
+    
+    # based on DistilRoberta hosted on transformers
+    nice = float(classify_hatespeech(anonymized)) 
+    if nice < .8:
+        return {'status': 'Input contains hate speech.', 'data': nice}
+    
+    # based on DistilBert hosted on transformers
+    linguistic_incorrect = float(classify_correctness(anonymized))
+    if linguistic_incorrect < .8:
+        return {'status': 'Input is linguistically inacceptable.', 'data': anonymized}
+    
+    return {'status': "ethical", 'data': anonymized}
+        
+
+title = 'Ethical Integrity Demo'
+description = '''This demo evaluates texts for polarization, manipulative language, anonymizes, and filters for hate speech.\n
+It is an attempt for systems to ensure that only messages that meet the higher standards of ethical responsibility are used for further processing such as machine learning training.'''
+
+demo = gr.Interface(fn=check_ethical, inputs='text', outputs='text',
+                    examples=examples, title=title, description=description)
+demo.launch()

requirements.txt

@@ -0,0 +1,7 @@
+names
+faker
+spacy
+transformers
+regex
+torch
+https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.3.0/en_core_web_sm-3.3.0-py3-none-any.whl

services/anonymizer.py

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+import spacy
+import names
+from faker import Faker
+
+nlp = spacy.load("en_core_web_sm")
+fake = Faker()
+with open('./src/female_names.txt', 'r') as file:
+    female = [current_name.rstrip() for current_name in file.readlines()]
+
+
+def anonymize(text):
+    doc = nlp(text)
+    name_to_anonymize = " ".join(
+        [entity.text for entity in doc.ents if entity.label_ == 'PERSON'])
+    orga_to_anonymize = " ".join(
+        [entity.text for entity in doc.ents if entity.label_ == 'ORG'])
+    # Anonymize Name and Surname 
+    if len(name_to_anonymize) != 0:
+        counter = 0
+        while counter < (len(name_to_anonymize.split(' '))-1):
+            if str(name_to_anonymize.split(' ')[counter]).upper() in female:
+                text = text.replace(str(name_to_anonymize.split(
+                    ' ')[counter]), names.get_first_name(gender='female'))
+            else:
+                text = text.replace(str(name_to_anonymize.split(
+                    ' ')[counter]), names.get_first_name(gender='male'))
+            text = text.replace(str(name_to_anonymize.split(
+                ' ')[counter+1]), names.get_last_name())
+            counter += 2
+    
+    # Anonymize Corporation
+    if len(orga_to_anonymize) != 0:
+        counter_org = 0
+        while counter_org < (len(orga_to_anonymize.split(' '))):
+            text = text.replace(str(orga_to_anonymize.split(' ')[
+                                counter_org]), fake.company())
+            counter_org += 1
+    return text

services/bad_words.py

@@ -0,0 +1,11 @@
+import re
+
+def identify_bad_words(text):
+    bad_words = []
+    with open('./src/bad_words.txt', 'r') as filehandle:
+        bad_words = [current_place.rstrip()
+                        for current_place in filehandle.readlines()]
+    pattern = re.compile('[A-Z]*[a-z]+')
+    cleaned_text = pattern.findall(text)
+    long_word_set = set(bad_words)
+    return (set(cleaned_text) & long_word_set)

services/cola.py

@@ -0,0 +1,16 @@
+from transformers import AutoTokenizer, AutoModelForSequenceClassification
+import torch.nn.functional as F
+import torch
+
+tokenizer = AutoTokenizer.from_pretrained(
+    "textattack/distilbert-base-uncased-CoLA")
+model = AutoModelForSequenceClassification.from_pretrained(
+    "textattack/distilbert-base-uncased-CoLA")
+
+
+def classify_correctness(sentence: str):
+    encoded_input = tokenizer(sentence, return_tensors='pt')
+    output = model(**encoded_input)
+    output_softmaxed = F.softmax(output[0], dim=1)
+    correct = output_softmaxed.detach().numpy()[:].flatten()[1]
+    return "{:.2f}".format(correct)

services/hate_speech.py

@@ -0,0 +1,20 @@
+from transformers import AutoTokenizer, AutoModelForSequenceClassification
+import torch.nn.functional as F
+import torch
+
+# Hate Speech
+tokenizer = AutoTokenizer.from_pretrained(
+    "mrm8488/distilroberta-finetuned-tweets-hate-speech")
+model = AutoModelForSequenceClassification.from_pretrained(
+    "mrm8488/distilroberta-finetuned-tweets-hate-speech")
+
+
+def classify_hatespeech(sentence):
+    preprocessed_text = sentence.strip().replace("\n", "")
+    inputs = tokenizer(preprocessed_text, return_tensors="pt")
+    labels = torch.tensor([1]).unsqueeze(0)
+    outputs = model(**inputs, labels=labels)
+    logits = outputs.logits
+    probs = torch.softmax(logits, dim=1)
+    nice = torch.flatten(probs).detach().numpy()[0]
+    return "{:.2f}".format(nice)

src/bad_words.txt

@@ -0,0 +1,1384 @@
+
+abbo
+abo
+abortion
+abuse
+addict
+addicts
+adult
+africa
+african
+alla
+allah
+alligatorbait
+amateur
+american
+anal
+analannie
+analsex
+angie
+angry
+anus
+arab
+arabs
+areola
+argie
+aroused
+arse
+arsehole
+asian
+ass
+assassin
+assassinate
+assassination
+assault
+assbagger
+assblaster
+assclown
+asscowboy
+asses
+assfuck
+assfucker
+asshat
+asshole
+assholes
+asshore
+assjockey
+asskiss
+asskisser
+assklown
+asslick
+asslicker
+asslover
+assman
+assmonkey
+assmunch
+assmuncher
+asspacker
+asspirate
+asspuppies
+assranger
+asswhore
+asswipe
+athletesfoot
+attack
+australian
+babe
+babies
+backdoor
+backdoorman
+backseat
+badfuck
+balllicker
+balls
+ballsack
+banging
+baptist
+barelylegal
+barf
+barface
+barfface
+bast
+bastard 
+bazongas
+bazooms
+beaner
+beast
+beastality
+beastial
+beastiality
+beatoff
+beat-off
+beatyourmeat
+beaver
+bestial
+bestiality
+bi
+biatch
+bible
+bicurious
+bigass
+bigbastard
+bigbutt
+bigger
+bisexual
+bi-sexual
+bitch
+bitcher
+bitches
+bitchez
+bitchin
+bitching
+bitchslap
+bitchy
+biteme
+black
+blackman
+blackout
+blacks
+blind
+blow
+blowjob
+boang
+bogan
+bohunk
+bollick
+bollock
+bomb
+bombers
+bombing
+bombs
+bomd
+bondage
+boner
+bong
+boob
+boobies
+boobs
+booby
+boody
+boom
+boong
+boonga
+boonie
+booty
+bootycall
+bountybar
+bra
+brea5t
+breast
+breastjob
+breastlover
+breastman
+brothel
+bugger
+buggered
+buggery
+bullcrap
+bulldike
+bulldyke
+bullshit
+bumblefuck
+bumfuck
+bunga
+bunghole
+buried
+burn
+butchbabes
+butchdike
+butchdyke
+butt
+buttbang
+butt-bang
+buttface
+buttfuck
+butt-fuck
+buttfucker
+butt-fucker
+buttfuckers
+butt-fuckers
+butthead
+buttman
+buttmunch
+buttmuncher
+buttpirate
+buttplug
+buttstain
+byatch
+cacker
+cameljockey
+cameltoe
+canadian
+cancer
+carpetmuncher
+carruth
+catholic
+catholics
+cemetery
+chav
+cherrypopper
+chickslick
+children's
+chin
+chinaman
+chinamen
+chinese
+chink
+chinky
+choad
+chode
+christ
+christian
+church
+cigarette
+cigs
+clamdigger
+clamdiver
+clit
+clitoris
+clogwog
+cocaine
+cock
+cockblock
+cockblocker
+cockcowboy
+cockfight
+cockhead
+cockknob
+cocklicker
+cocklover
+cocknob
+cockqueen
+cockrider
+cocksman
+cocksmith
+cocksmoker
+cocksucer
+cocksuck 
+cocksucked 
+cocksucker
+cocksucking
+cocktail
+cocktease
+cocky
+cohee
+coitus
+color
+colored
+coloured
+commie
+communist
+condom
+conservative
+conspiracy
+coolie
+cooly
+coon
+coondog
+copulate
+cornhole
+corruption
+cra5h
+crabs
+crack
+crackpipe
+crackwhore
+crack-whore
+crap
+crapola
+crapper
+crappy
+crash
+creamy
+crime
+crimes
+criminal
+criminals
+crotch
+crotchjockey
+crotchmonkey
+crotchrot
+cum
+cumbubble
+cumfest
+cumjockey
+cumm
+cummer
+cumming
+cumquat
+cumqueen
+cumshot
+cunilingus
+cunillingus
+cunn
+cunnilingus
+cunntt
+cunt
+cunteyed
+cuntfuck
+cuntfucker
+cuntlick 
+cuntlicker 
+cuntlicking 
+cuntsucker
+cybersex
+cyberslimer
+dago
+dahmer
+dammit
+damn
+damnation
+damnit
+darkie
+darky
+datnigga
+dead
+deapthroat
+death
+deepthroat
+defecate
+dego
+demon
+deposit
+desire
+destroy
+deth
+devil
+devilworshipper
+dick
+dickbrain
+dickforbrains
+dickhead
+dickless
+dicklick
+dicklicker
+dickman
+dickwad
+dickweed
+diddle
+die
+died
+dies
+dike
+dildo
+dingleberry
+dink
+dipshit
+dipstick
+dirty
+disease
+diseases
+disturbed
+dive
+dix
+dixiedike
+dixiedyke
+doggiestyle
+doggystyle
+dong
+doodoo
+doo-doo
+doom
+dope
+dragqueen
+dragqween
+dripdick
+drug
+drunk
+drunken
+dumb
+dumbass
+dumbbitch
+dumbfuck
+dyefly
+dyke
+easyslut
+eatballs
+eatme
+eatpussy
+ecstacy
+ejaculate
+ejaculated
+ejaculating 
+ejaculation
+enema
+enemy
+erect
+erection
+ero
+escort
+ethiopian
+ethnic
+european
+evl
+excrement
+execute
+executed
+execution
+executioner
+explosion
+facefucker
+faeces
+fag
+fagging
+faggot
+fagot
+failed
+failure
+fairies
+fairy
+faith
+fannyfucker
+fart
+farted 
+farting 
+farty 
+fastfuck
+fat
+fatah
+fatass
+fatfuck
+fatfucker
+fatso
+fckcum
+fear
+feces
+felatio 
+felch
+felcher
+felching
+fellatio
+feltch
+feltcher
+feltching
+fetish
+fight
+filipina
+filipino
+fingerfood
+fingerfuck 
+fingerfucked 
+fingerfucker 
+fingerfuckers
+fingerfucking 
+fire
+firing
+fister
+fistfuck
+fistfucked 
+fistfucker 
+fistfucking 
+fisting
+flange
+flasher
+flatulence
+floo
+flydie
+flydye
+fok
+fondle
+footaction
+footfuck
+footfucker
+footlicker
+footstar
+fore
+foreskin
+forni
+fornicate
+foursome
+fourtwenty
+fraud
+freakfuck
+freakyfucker
+freefuck
+fu
+fubar
+fuc
+fucck
+fuck
+fucka
+fuckable
+fuckbag
+fuckbuddy
+fucked
+fuckedup
+fucker
+fuckers
+fuckface
+fuckfest
+fuckfreak
+fuckfriend
+fuckhead
+fuckher
+fuckin
+fuckina
+fucking
+fuckingbitch
+fuckinnuts
+fuckinright
+fuckit
+fuckknob
+fuckme 
+fuckmehard
+fuckmonkey
+fuckoff
+fuckpig
+fucks
+fucktard
+fuckwhore
+fuckyou
+fudgepacker
+fugly
+fuk
+fuks
+funeral
+funfuck
+fungus
+fuuck
+gangbang
+gangbanged 
+gangbanger
+gangsta
+gatorbait
+gay
+gaymuthafuckinwhore
+gaysex 
+geez
+geezer
+geni
+genital
+german
+getiton
+gin
+ginzo
+gipp
+girls
+givehead
+glazeddonut
+gob
+god
+godammit
+goddamit
+goddammit
+goddamn
+goddamned
+goddamnes
+goddamnit
+goddamnmuthafucker
+goldenshower
+gonorrehea
+gonzagas
+gook
+gotohell
+goy
+goyim
+greaseball
+gringo
+groe
+gross
+grostulation
+gubba
+gummer
+gun
+gyp
+gypo
+gypp
+gyppie
+gyppo
+gyppy
+hamas
+handjob
+hapa
+harder
+hardon
+harem
+headfuck
+headlights
+hebe
+heeb
+hell
+henhouse
+heroin
+herpes
+heterosexual
+hijack
+hijacker
+hijacking
+hillbillies
+hindoo
+hiscock
+hitler
+hitlerism
+hitlerist
+hiv
+ho
+hobo
+hodgie
+hoes
+hole
+holestuffer
+homicide
+homo
+homobangers
+homosexual
+honger
+honk
+honkers
+honkey
+honky
+hook
+hooker
+hookers
+hooters
+hore
+hork
+horn
+horney
+horniest
+horny
+horseshit
+hosejob
+hoser
+hostage
+hotdamn
+hotpussy
+hottotrot
+hummer
+husky
+hussy
+hustler
+hymen
+hymie
+iblowu
+idiot
+ikey
+illegal
+incest
+insest
+intercourse
+interracial
+intheass
+inthebuff
+israel
+israeli
+israel's
+italiano
+itch
+jackass
+jackoff
+jackshit
+jacktheripper
+jade
+jap
+japanese
+japcrap
+jebus
+jeez
+jerkoff
+jesus
+jesuschrist
+jew
+jewish
+jiga
+jigaboo
+jigg
+jigga
+jiggabo
+jigger 
+jiggy
+jihad
+jijjiboo
+jimfish
+jism
+jiz 
+jizim
+jizjuice
+jizm 
+jizz
+jizzim
+jizzum
+joint
+juggalo
+jugs
+junglebunny
+kaffer
+kaffir
+kaffre
+kafir
+kanake
+kid
+kigger
+kike
+kill
+killed
+killer
+killing
+kills
+kink
+kinky
+kissass
+kkk
+knife
+knockers
+kock
+kondum
+koon
+kotex
+krap
+krappy
+kraut
+kum
+kumbubble
+kumbullbe
+kummer
+kumming
+kumquat
+kums
+kunilingus
+kunnilingus
+kunt
+ky
+kyke
+lactate
+laid
+lapdance
+latin
+lesbain
+lesbayn
+lesbian
+lesbin
+lesbo
+lez
+lezbe
+lezbefriends
+lezbo
+lezz
+lezzo
+liberal
+libido
+licker
+lickme
+lies
+limey
+limpdick
+limy
+lingerie
+liquor
+livesex
+loadedgun
+lolita
+looser
+loser
+lotion
+lovebone
+lovegoo
+lovegun
+lovejuice
+lovemuscle
+lovepistol
+loverocket
+lowlife
+lsd
+lubejob
+lucifer
+luckycammeltoe
+lugan
+lynch
+macaca
+mad
+mafia
+magicwand
+mams
+manhater
+manpaste
+marijuana
+mastabate
+mastabater
+masterbate
+masterblaster
+mastrabator
+masturbate
+masturbating
+mattressprincess
+meatbeatter
+meatrack
+meth
+mexican
+mgger
+mggor
+mickeyfinn
+mideast
+milf
+minority
+mockey
+mockie
+mocky
+mofo
+moky
+moles
+molest
+molestation
+molester
+molestor
+moneyshot
+mooncricket
+mormon
+moron
+moslem
+mosshead
+mothafuck
+mothafucka
+mothafuckaz
+mothafucked 
+mothafucker
+mothafuckin
+mothafucking 
+mothafuckings
+motherfuck
+motherfucked
+motherfucker
+motherfuckin
+motherfucking
+motherfuckings
+motherlovebone
+muff
+muffdive
+muffdiver
+muffindiver
+mufflikcer
+mulatto
+muncher
+munt
+murder
+murderer
+muslim
+naked
+narcotic
+nasty
+nastybitch
+nastyho
+nastyslut
+nastywhore
+nazi
+necro
+negro
+negroes
+negroid
+negro's
+nig
+niger
+nigerian
+nigerians
+nigg
+nigga
+niggah
+niggaracci
+niggard
+niggarded
+niggarding
+niggardliness
+niggardliness's
+niggardly
+niggards
+niggard's
+niggaz
+nigger
+niggerhead
+niggerhole
+niggers
+nigger's
+niggle
+niggled
+niggles
+niggling
+nigglings
+niggor
+niggur
+niglet
+nignog
+nigr
+nigra
+nigre
+nip
+nipple
+nipplering
+nittit
+nlgger
+nlggor
+nofuckingway
+nook
+nookey
+nookie
+noonan
+nooner
+nude
+nudger
+nuke
+nutfucker
+nymph
+ontherag
+oral
+orga
+orgasim 
+orgasm
+orgies
+orgy
+osama
+paki
+palesimian
+palestinian
+pansies
+pansy
+panti
+panties
+payo
+pearlnecklace
+peck
+pecker
+peckerwood
+pee
+peehole
+pee-pee
+peepshow
+peepshpw
+pendy
+penetration
+peni5
+penile
+penis
+penises
+penthouse
+period
+perv
+phonesex
+phuk
+phuked
+phuking
+phukked
+phukking
+phungky
+phuq
+pi55
+picaninny
+piccaninny
+pickaninny
+piker
+pikey
+piky
+pimp
+pimped
+pimper
+pimpjuic
+pimpjuice
+pimpsimp
+pindick
+piss
+pissed
+pisser
+pisses 
+pisshead
+pissin 
+pissing
+pissoff 
+pistol
+pixie
+pixy
+playboy
+playgirl
+pocha
+pocho
+pocketpool
+pohm
+polack
+pom
+pommie
+pommy
+poo
+poon
+poontang
+poop
+pooper
+pooperscooper
+pooping
+poorwhitetrash
+popimp
+porchmonkey
+porn
+pornflick
+pornking
+porno
+pornography
+pornprincess
+pot
+poverty
+premature
+pric
+prick
+prickhead
+primetime
+propaganda
+pros
+prostitute
+protestant
+pu55i
+pu55y
+pube
+pubic
+pubiclice
+pud
+pudboy
+pudd
+puddboy
+puke
+puntang
+purinapricness
+puss
+pussie
+pussies
+pussy
+pussycat
+pussyeater
+pussyfucker
+pussylicker
+pussylips
+pussylover
+pussypounder
+pusy
+quashie
+queef
+queer
+quickie
+quim
+ra8s
+rabbi
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src/female_names.txt

@@ -0,0 +1,4276 @@
+MARY
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+LINDA
+BARBARA
+ELIZABETH
+JENNIFER
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