diff --git a/backend/app/tests/datasets/lexical_slur_testing_dataset.csv b/backend/app/tests/datasets/lexical_slur_testing_dataset.csv
new file mode 100644
index 0000000..0dd1312
--- /dev/null
+++ b/backend/app/tests/datasets/lexical_slur_testing_dataset.csv
@@ -0,0 +1,602 @@
+commentText,language,label
+kutte kamina aisa kaam karne mea saram nhi aye tujhe to narakkk mea bhi jaghaaa na mileeeeeeee,Hindi,1.0
+abe chutiye isme mast kya hai be,English,1.0
+itna bada boobs dhikhane per bhi itni kam like mili,Hindi,1.0
+tere pass koi or kaam nhi hai jo duble meening wala video banata hai maut chutiya,Hindi,1.0
+teri maa ki chut randi ki aaulad,Hindi,1.0
+haaram khor ghar me ma paab nahi hai kya kutti jo pahni hai wo bhi utar de kutti,Hindi,1.0
+hona ka matlab hai har ja madarchod,Hindi,1.0
+sali tujhe aakar nahin hai pagali hai,Hindi,1.0
+yaar chuchi to mast h,Hindi,1.0
+sali londi kuti tere jaisi ladkiyo ke liye ladkiya badnam hai,English,1.0
+tune teri bahan ki chut teri dhokhe se dusre ko bulaya mai samjha uska girlfriend tha tera teri bahan chor to galti se,Hindi,1.0
+app dr nahi insan hotretment se pahle mobile chod ke ek cap chay ban ke dewar ko pila do,Hindi,0.0
+ladkon ka ling kat dena chahie fir kabhi kisi ladki ke sath balatkar nahin karenge,Hindi,1.0
+tu chudail hi rehegi ok,Hindi,1.0
+tera chut nhi chaiyesirf leg hone se hoga mera,English,1.0
+aava natak na kar randi te sahadab ne bagadyo,Hindi,1.0
+deshdrohi ka nara lagane wala tere se yahi ummid thi katwa ka tu bhi sath dega aatankwadi na ho tum aaram khor,Hindi,1.0
+bc mc tb bolre rape hore tum aurto ki wja se bche shikar bnre h rap ka,English,1.0
+yar kayesa kayesa chutiye log pade hai kuchh bhi ho mazak,Hindi,1.0
+chuchi jhul gaya hai kitna ragwari li hai,Hindi,1.0
+saba se hum question kiye ki hum bf bana lenge to kya karogi to boli tumhare liye hum chod denge,English,1.0
+chutad dikhai de rhe h,Hindi,1.0
+kutta hai too kutta r naam walo se kya dusmani hai teri jo p wale ka number itna accha de rakha hi kuttta kutta,Hindi,1.0
+miss mis u gunde log ko jinda jala do jaise tum tadap tadap ka apna jaan de dinon se taraf taraf ko sale kutta kamina madharchod marega i miss you behan,Hindi,1.0
+tere apne मारेंगे na sali tab tumko pata चलेगा,Hindi,1.0
+o sali randi bacha bhi dakta ha apps ko smji,English,1.0
+zayn saifi molvi khud aake bolega m halala karuga to bi nhi manoge kyoki khud hi molvi ke pas chorke aate ho,Hindi,0.0
+हैवानज़िन्दाबादab chal jayenge to apni bahan chudwane aayega mc,Hindi,1.0
+meri id mat beja kar konsa dard htm log ko smne aakar bol nich mere kon sa sadi kar le chod diya to itna fadfa raha h,Hindi,1.0
+haa dikha chut bhee dikha,Hindi,1.0
+sil chut ke todi jati hai aapki chut ke sil toot gyi kya baby,Hindi,1.0
+koie ummid na rakhe is zamane seye chuda linge daman kise bahane se,Hindi,0.0
+madarchod khud to apni ma chod liye ho dusro ko q bahka raha hai bahen ke laode,Hindi,1.0
+apni maa se bhi aise hi baat karti hogi randi no,English,1.0
+isko peldo koi mr jaye sali बहुत man h isko,Hindi,1.0
+गद्दार है ये ओर भी अलगाववादी नेता है उनको भी मरना चाहिए और तु श्रद्धांजलि अर्पित करते रहना धर्म निरपेक्ष हिन्दू,Hindi,1.0
+are bhaiya bande sarkari tumhari man ki chut kumari dekhbhal video wala lo,Hindi,1.0
+jo log bhi video ladki bana rhi hai sab harami hai,Hindi,1.0
+tune mari entry yrr dil baji ghanti baby doll masole di botal vot k kam mera roj k dard dilo k kam ho jate m or tum agr hm ho jate tare liye hi to signal tod tad k aya delhi vali gf chod chad k get on that dance more m rang sarbato k tu mighe ghat k pani sun rha h n tu ro rhi hu m,Hindi,0.0
+kitna bda kutta hai tu,Hindi,1.0
+kutti kamini teri skl bahut gandi h,Hindi,1.0
+ye randi kisi ko nhi chhod ti,Hindi,1.0
+gandu dp है तुम्हारी मका भोसडा,English,1.0
+madarchod that chinese,English,1.0
+kutta hhade kha rha hay,Hindi,1.0
+pehle tu apna sakal dekh fir rashi ko bolna chudail pagal,English,1.0
+thode se bacche ki man lagti hai na natak to teri bahut karti hai sali kutti,Hindi,1.0
+chup gandu ratta maar kr aata h or bkwas krta h knowledge to h ni fake baate btata h chutiya,Hindi,1.0
+meri shadi ho gyi lekin sali nhi h kyo meri beevi ak h esliye me jiju nhi hu,Hindi,0.0
+bhenchod tere jaise laude ko kaun samajhana chahega,Hindi,1.0
+jin ladko ko tum ladkiya kutta smjhti houn ladko ki wazah se hi tere jaisi gattar chhap famous huyi haivarna tum jaisi ladkiyo ki shakal dekh ke kutta bhi taang uthake ssussukar deta h,Hindi,1.0
+जम्मू कश्मीर का एक गलत का हुआ अंतजम्मू कश्मीर का एक गलत का हुआ अंत ज्यादा टट्टी कर देने से गांद फटी बाकी सब आतंकवादी मुस्लिम का भी यही होगा अंजम,Hindi,1.0
+aapni maa ko toh chod diya karo,Hindi,1.0
+kaha na bazaru randi ziddiaao chut kah tera bzr laga du me sc pr,Hindi,1.0
+ab kya sale creator to hta diya tumne chutiya sc bale,Hindi,1.0
+sab log video ache se dekho ye chutiya bna rha hai,Hindi,1.0
+chat pr kud kr boobs hila le besharm ldki,Hindi,1.0
+kahene se chod doge kya,Hindi,0.0
+randi sharm nahin hai tere ko gand marwane mg road per chali ja,English,1.0
+tumhri behen ko chodu randi ki olado bacho ko to mat bigado,Hindi,1.0
+kiyu bi kutta h kiya tu,Hindi,1.0
+sabko chutiya bana raha hai kya,English,1.0
+tum ko ayese jhuka kar chod ne men maza aye ga,Hindi,1.0
+video mat bana to kette randi,Hindi,1.0
+kya pagal bandha hai yaar aachi ladki chod is pagal ko pasnd kiya hai,Hindi,1.0
+kar kay raha hai chutiya pagal panti,Hindi,1.0
+kutta h sala hram ki nasel,Hindi,1.0
+karyo saali aagai na apni oukat pe,Hindi,1.0
+tujhe kaha tu hai bhosde wale bc ladkiya badnam ho re h tere krn le usne kam bola me tujhe to रण्डी walee bolte ja kr complain us mc ko jo tere sath viedo support kr ra hai,Hindi,1.0
+abe chutiye kabhi to video puri bana jab bhi video bana adhi hi banata h thujhe sharam nahi ati apni comments dekhne ke bad,Hindi,1.0
+🇿ïddï 🇬ïl pta nhi kha mr rha h kutta,Hindi,1.0
+abe sale rona chod de samjhe,English,0.0
+madhar chod karona hsala chutiya bana raha h sarkar,Hindi,1.0
+🇿ïddï 🇬ïl abe vo randi ki gnd fat gai ab post or inbox ke ss dikha rhi,Hindi,1.0
+so cute babu aap ne to bachapan ke pyar ko piche chod diya h very good,Hindi,0.0
+itni sundar hai to jahar khakar mar ja sali,Hindi,1.0
+sali kute kamini tere etne bure bure comments aatee h tabhe tujhe sarm nhi aatee or teree ma bap kesee h jo padaeelikhae chhudba ke yese kam karne me sath de rhee unhe bhe sarm nhi aate h ke badne ke umar m ye kyaekar rhe h,English,1.0
+teri kahan ki bhi kami tera dil bhi kamina jawab do,Hindi,1.0
+behenchod sala ye koi reaction hai bsdk,Hindi,1.0
+ye to pichwada tod dance kar rhi hai,Hindi,1.0
+sale tu chutiya hai kya lukka pata kaisi video banata hai,Hindi,1.0
+wow beautiful figure nice boobs i love u baby,English,1.0
+chudakad sali bhosdivali,English,1.0
+kya gaand hai teri bilkul kaddu,Hindi,1.0
+sab bhosdiwale hain 🆈🅴 🅷🅸🆂🅷🅴🅺 🅺🅽 🅷🅸,Hindi,1.0
+thoda te niche bhi laga liya randi,Hindi,1.0
+tumhari maa ki chut madarchod,English,1.0
+ye sab band hona chye bhenchod birkul had kar rakhi hai nagna dance karne lage gi kuch dino mein ye saram nahi bhenchod inke ma baap bhai bhen koi kuch na bolta,Hindi,1.0
+neha kumari kha isme elephant hai isme kutta hai,Hindi,1.0
+yaar yah batao tumhen logon ki chut mein kitni garmi hai,Hindi,1.0
+papa ki pariyan h bigdi hui gali ki kutiya,Hindi,1.0
+kutti kamini itni bi achi nhi lg rhi h tu jitna itra rhi h,Hindi,1.0
+teri to sali tere baap ne nahi shikhaya,English,1.0
+tu aek number ki kutiya he,Hindi,1.0
+abe bsdk ku namaaz ka mzaak bnate ho like k liye,Hindi,1.0
+lavda le muh mai tere boobs yekdam cute hai,Hindi,1.0
+nice boobs i fuck you babe,Hindi,1.0
+sale nebu ke ped me baigan ka danthal lga kar agg ko chipka kar video bna raha h chutiya bna raha h sab ko,Hindi,1.0
+aap toh meei saraswati ho gussa chod,English,0.0
+tum na ek no ke harami ki aulad ho hamne kabhi bhagat singh ko atankwadi nahi kaha tum jaise harami hi kehte honge,Hindi,1.0
+sona khan ye sab hamare bhagavn hi hemulli sali ayi badi samjanehmm,Hindi,1.0
+ye larki sali ek kinner h,Hindi,1.0
+madharchod tu kerana kya chahta h or super bhi itne like sab jhand h chut k,Hindi,1.0
+maderchod tu mar hi ja tab bhi thi h randi,Hindi,1.0
+haa yrr bhut yd ati ho hmko bhi ap ksm se jaan hm apse bhut pyer krte h apke siva kisise nhi ksm se jaan dhiru se mai nhi krti apki ksm jaan but vo gife ke liye bo rha h or comments ki h ki hmse bt kr lo hm use nhi bolte dekhte tk nhi h apki ksm kbhi glt mt smjna hmko chod mt dena plz mr jayege hm pta h college me bhut ldke pde h but kisiko nhi dekhte apki ksm or apke bre me bta dete h hmko koi nhi chiye bs hm sth rhe jb tk h i love u jaan tc jaan comments mt krna bj gya h mai pd rhi thi sone ja rhi hu ok by good night janu aj spno me ana rc krege ok by,Hindi,0.0
+chut aur ball mast hai aja chudvana rahega to,English,1.0
+bd gr £ smoking lover didu ye kamina boy h,Hindi,1.0
+randi hai tu tere face se hi lg rha hai,English,1.0
+jab boobs dikha rahi hai to neche se bhi dikha darrlig,English,1.0
+रंडी को चाहे कुछ भी कहो लेकिन रंडी रंडी रहेगी ₹ जिस तरह लो,Hindi,1.0
+lekin mera har dost madarchod nikla,English,1.0
+uske gaand main laat maar main hoon tere saath,English,1.0
+behen chod tara bakchodi abhi tak band nehi kiya na,Hindi,1.0
+dhisha rathor ham boys shadi ke bad esliye badal jate he ki aapko hmari vajah se kabhi bhi koi taklif na ho our ak bat khas our ak vajah our ye bhi he ki aap girls log apna sab kuch chod chad kr sirf hmare liye hmare sath hmare ghar pr ajate ho our vo bhi sirf hmare liye to fir yarr ham kam se kam etana to kr hi sakte he na,Hindi,1.0
+ka re randi madarchodo,Hindi,1.0
+aapka boobs bahut mast hai,Hindi,1.0
+abe isko kya ghode chodte hai kya gaand he badi hai aang se zyada,Hindi,1.0
+ye chutiya ji pasnad aaya akh me akh dall kar hahahah,Hindi,1.0
+sambhal ke video banaya karo jhukte hue dekhe jara pichwada,Hindi,1.0
+साली एक बांस ले लेती वो भी बिना छिले,English,1.0
+ek bar apni chut me badwa ke de pata lag jaye gaa,Hindi,1.0
+मेरी माल है ये साली bhout पेला हूंइसकी सील पैक मैंने ही तोड़ी थी,Hindi,1.0
+ma ha na kya kra chod bhi ni sakti,Hindi,0.0
+apni aukaat se bhar mat jaa kutiya tatti,English,1.0
+kbi apni maa ki boobs dikha,Hindi,1.0
+sale bhikhariyo ayenge aor tumhari bahen chod ke chale jayenge,Hindi,1.0
+ye sab chutiya h jo kale gore m bhed bhab karte h kis jamane m ji rahe h ye log,Hindi,1.0
+rand ho tum muslim ka nm na bdnm krr chudail muslim log ase nhi krte awara,English,1.0
+itni charbi hai to kisi se chodwa le aur chod ke mar jaa chod do kya bool had phad dunga,Hindi,1.0
+queensneha mai harami hu,English,1.0
+kikar kare jaise randi kare,Hindi,1.0
+यह रंडी है यह लड़का बड़वा है,Hindi,1.0
+y randi ki aulad h suar,Hindi,1.0
+kutti kamini gandi hramkhor tere ghr main maa bap nahi h kya,Hindi,1.0
+mujhe kutiya paalne ka shauk nahin,Hindi,1.0
+bhootni jesi skl ki sari ldkiya,Hindi,1.0
+viri sxxxx ho aap ka bobs,English,0.0
+its hr gaadi number bitch,Hindi,1.0
+छुट्टी का पत्ते नजला बदमाश ना होता है और कुत्ता साला,Hindi,1.0
+⚘h⃮α⃪ʏ⃪᪵͠ᴀ͓⃮•ᷭ•ͧ•̙ͤ•͓ͤ•⃯ᷡ abe sali tu ky kargi randi sali kamini haramzadi madarchodo behaya agar me group aaungi to tere sare raaz samne aa jayenge,Hindi,1.0
+tare maka gandu barabar se haslea kar gandu,Hindi,1.0
+मादरचोद मुल्लों अपने बहन बेटियों को नहीं छोड़ रहे हो,Hindi,1.0
+ye sun nikal ghar chod ke jaldi,Hindi,1.0
+randi se bhi buri hai tujhe dekh ke randiya bhi aatmhatya kar lengi,Hindi,1.0
+tum mujhe chod kar kyu chle gye the,Hindi,0.0
+duniya madarchod this hai orr rahegi madarchod,Hindi,1.0
+abe chutiya tujhe kaun sa daura pada hai,Hindi,1.0
+abe gandu teko aur koi ni mila kya,Hindi,1.0
+teri ammi ki chut behan ke laude tere ghar wale hi nahin hai kya chudai khane teri lugai ke sath kar le teri bahan ke sath kaleja,English,1.0
+abe new railway track banaya ha uski testing ho rahi hai chutiya ho kya,English,1.0
+ek randi khana me ja jb tare havas utar jy ge chinal,Hindi,1.0
+tujh jesi kutiya mere hath lag gyi to nanga karke niche aag laga dungi mitti ka tel dal kar,Hindi,1.0
+मादरचोद नहीं सुधरोगे अपने इस घटिया हर हरकत से जो इस प्रकार भगवान को मजाक बना कर रखा है,Hindi,1.0
+tere maa ki chut randdi ka olaad jada nhi bolnwka,Hindi,1.0
+teri bahan ko chut teri,Hindi,1.0
+ye iski wife nahi hogi saali hogi,Hindi,0.0
+teri chut bhi moti hogi land chala jy ga na suar ki ulad,English,1.0
+गलत फहमी है तेरी कमीनी कु्ती धौखेबाज बेवफा हम आज ही यह फोन और सिम दोनों चेज़ करने जा रहे बाजार हमे तुझ जैसी मक्कार लोफरबाज बेशर्म बेहया अपनी जिदंगी मे बिलकुल नही चाहिए और ना कुत्ती की याद दिलाने वाली कोई भी चिज हमे तुझ जैसी कमीनी कु्ती धौखेबाज बेशर्म बेहया को देखने और सोचने का कोई सोक नही तुम अपना रस्ता नाप कुत्ती कमीनी बेशर्म बेहया बेवफा कोन है तु कु्ती हम नही जानते,Hindi,1.0
+chuchi dekha ne ate hai or kya,English,1.0
+madarchod pura dikha aise na tadpa,Hindi,1.0
+abe sali jhaat to kaat k aaa ro q rhi h jayda drd ho rha h kya koi na mera mottta h thoda drd hoga le le jaan,Hindi,1.0
+tumhi hosiyar ho or sab chutiya hai,English,1.0
+kotiya he or randi bhi he,Hindi,1.0
+▄【̷̿┻̿═━一☞ͥ͟⋆ͣ͟⋆ͫ⃝🇧ཞơῳŋ 🇰ųɖı kutti,Hindi,1.0
+chall suar harami musalmaan ye saale jb bhokte h to bura he bohkte h suar kahi k,Hindi,1.0
+khv h but chora hi chod de to usme chori ki k glti,Hindi,0.0
+to kha pina chod de ese nhi to mhgai mar dalegi fir tum hi rkh lena sara dan,Hindi,0.0
+has kar fasti nhi hai ro ro kar gaand marwati hai meri jaan,English,1.0
+randi log kabhi bhi nahe sudhrte,English,1.0
+yeh man hi to kutta h,Hindi,1.0
+hat laude ki thuk tera khandan madarchod hai,Hindi,1.0
+sali chup ja varna teri mai daal kar kuch dino ke liye bhool jaunga,Hindi,1.0
+dusri video me pura dikhana plzapne boobs,English,1.0
+super madarchod narendra modi,Hindi,1.0
+abe tu kutta h kya kutte ki trh jeebh nikal ra h,Hindi,1.0
+aisi randi ke jaise video banaya gaya to tumhara balatkar kyon nahin hoga,Hindi,1.0
+bhai thodi or jgh h ladkiyo ke dil me or aa skte h abhi bc sali,Hindi,0.0
+tu hi kamini ham nahin hai tera dil bhi kamina hai tu bhi kamini hai tu hi kamini kamini kamini kutti kutti kamini kamini kutti kutti,English,1.0
+mene bhi nhi kha ki dill bajar me milta h pr asa sad song kiske liye or bhi koi h jo apko chod kr ja rhi h ya vo bhi sear chat chlati h jo vo dekh rhi h or apki avaj sun rhi h my fevret song,Hindi,0.0
+tu mat bol randi chudel,English,1.0
+kabhi nahi mila hai viedio banana chod do bevakuf lady tho bye sab ke taraf se,Hindi,1.0
+nhi krenge sabko bigad k khud kisi or se affair krenge ye sale harami,Hindi,1.0
+bahut jada uchala maat boobs nikal jaegi,English,1.0
+ghar mein bandh lo inhe sadko pe kiyo chod dete ho,English,1.0
+iski lal chut blast h,Hindi,1.0
+bhosdi ke apni sakal to dekh liya karo madarchodo koi vedio banane ke phle tum jese chutiye tiktok pe randi nach chahe jo kar lo isse jyada kuch ni kar sakte,Hindi,1.0
+sab to ha bolte h fir kuch den bad chod kar chalya jatya,Hindi,0.0
+achhi lag ke baad me maa chuda li,Hindi,1.0
+sali doob ke marja mental si lagti hai tu bahut jyada,Hindi,1.0
+sonalagarawal teri behen chod dunga bhosdike,English,1.0
+sali bhnchood jak mar ja chudail jasi sakal ki,Hindi,1.0
+mardharchod randi boor chodu ga inch,Hindi,1.0
+isne esa kya kiya hai jo kisiko mu dekhane ke layak bachi hi nahi sali nich kahiki bf ke sath main rat rat bhar soti hai tab to saram nahi ati tujhe ab sakal dekhane layak hi nahi choda hoga,Hindi,0.0
+tum ladkiyo ko asa karne se kya milta hai bolo chutiye sale,Hindi,0.0
+rohani gotam oye sali ji,Hindi,1.0
+🇰ing🇴 f🇦 ttitude sale rkhel kah bcha sc ki pr behn ban use gnd mrta h sale rndi kah olad haram jada abhi chutiya sale mdc bc,Hindi,1.0
+bhai is ki chut me to pura ek feet ka lund kam karrega,Hindi,1.0
+madarchod ko jan se mar do,Hindi,1.0
+tumahri maa kaa bhosda mandir jesi pavitra jagah ko to chod do,Hindi,1.0
+abe gandu video banaya kar tariqe main rahkar,English,1.0
+khan land ki maa ki chut me sab ka landdd,Hindi,1.0
+pagal samaj rhai ho kya chutiya kainkay,Hindi,1.0
+tu chutiya ko land to nahi hai,Hindi,1.0
+cute riya ek kaam kar bf nhi hai to maa chuda,Hindi,1.0
+tu hindustan ki chor agnisthan mein jo tumhare maa bahan ko burkaa pahena kar ke halala kar raha taliban uske liye soch,Hindi,1.0
+are madarchod open karke dikhao,Hindi,1.0
+kiu tu randi h bhosdi ki,English,1.0
+tum randi h sab banna bhi nhi nhi cahti indian ladis samjhdar h teri tarah nhi h,English,1.0
+kute mera naam hata bhadwa madrachod bhosdi ke randi ki aulad kutte kamine jo tune likha hai hata behan ke laude kutte hata madrachod,Hindi,1.0
+ladkon ko ye chutiya wala dialogue bolna pasand nahi he ladkiyon ka hein,English,1.0
+bagvan nu chod diya karo,Hindi,0.0
+तेरी मां के लड्डू गंदी रांड तेरे मांबाप मर गए क्या यह तेरी भोस तेरे भोसड़ी नहीं है तेरी भोंसड़ी फटी हुई है क्या या तेरे ल लगा हुआ है भोसड़ी की हर टाइम भोसड़ी भोसड़ी बोसड़ी तेरी बहन का भोंसड़ा गंदी गंदी मार्च तेरी मां की च एक घड़ी की वेश्या रंडी रंडीखाना खोल दे लोगों को बिगाड़ रही है भारत की परवरिश गंदी,Hindi,1.0
+ager me bimar ho jau to muje mere mayke chod ate hjis din tik hoge usi din lene chle jate h,Hindi,0.0
+chutiya lag rha hai lawde,Hindi,1.0
+is kutiya ki to sakal hi buri lagti h sali,Hindi,1.0
+ᴖᴥᴖ ☞ਨੋਬਿਤਾ r∀jan kutta kitna comment karega ek hi post pr,Hindi,1.0
+abe kutti ab yehi dekhna baki tha chudail,Hindi,1.0
+ye kutta mil jaye jise use lakh rupya dugajo bhi dekhna o inbox karna,Hindi,1.0
+halima kutiya kesi he ali,Hindi,1.0
+★⃞ ⃝🇿ᴀɭimα★ teri behn ko chut mru sali rndi ki olad,Hindi,1.0
+aur kya harami hi honge,Hindi,1.0
+main sahi bataun tum jaise kutiya ke vajah se mujhe aaj mauj app delete karna padh raha hai kyunki ki mere bacche bhi e dekhte hain yah sab,Hindi,1.0
+♡£ķ šůķøøñ♡ kutti pilli acche se dekh ya fir mahwish ka chasmaa chahiye,Hindi,1.0
+tum log duniya mein kyon aaya hun chutia,English,1.0
+tu mujhe kutta dikhta hai,English,1.0
+are iske pichhware par danda maro kutti ko video bana rahi hai ya dikha rahi hai bhosri ke,Hindi,1.0
+tere ko godi bana ke chod do,Hindi,1.0
+mar ja bc kutte like ke liye gaand maar lo,Hindi,1.0
+bur chodawa sali randi bhosadi,Hindi,1.0
+pravakar kutta hai to kutta,English,1.0
+mujhe chod kr chala gaya mera love,Hindi,1.0
+afifa siddiquifir kya bolta afifa ji aap phly bhi com chod dyte the aaj itny din bad com kiya to bhi aap chod diay jo mujhy acha nhi lga,Hindi,1.0
+bhen ki lodi chudai kahi kuch or nhi aata kya tujhebhosdi walikoi rep kr dega dalli fir bolegiye kya kr diya mere sath,Hindi,1.0
+madarchod joti videos banata hai,English,1.0
+jangli kutiya dikh rahi ho tum,English,1.0
+beti chod sale harami,Hindi,1.0
+randi ye boobs mere haatho me dede mujhe dabane he or tere nipples bhi chusne he,Hindi,1.0
+लेकिन अगर उसे खुदके दोस्त को ही साला बनाना हो तो,Hindi,1.0
+sali maderchod our mekse upar kar leti,Hindi,1.0
+jo public ne tujhe like kiya hai n wo bhi chutiya hai,English,1.0
+main tere ko tere ghar mein ghus ke marunga jhoot second challenge sab jo hai na kar kar ke chod di hai,Hindi,0.0
+maderchod teri maa ki sali randi tu mrr q nii jati,English,1.0
+teri mamy ne nahi roka to kapde bhi utaar ghum sali,Hindi,1.0
+o randi sudhar ja kyu naam kharab kar rahi ho,Hindi,1.0
+is randi ki itni chut maro k yeh gandi vedeo banana bhool jaye is ki maa ki chut itni hi garmi h is ki chut mai gb roid chalija,Hindi,1.0
+tu na kutiya kamini lagti hai mujhe jade na uchhala mat kar to na aukat mein relay apni,Hindi,1.0
+abe saale bangalore teri maa ki chut kaise video bana dunga,Hindi,1.0
+pubg to tera baap hai free fire chutiya wala game gai,English,1.0
+tera dil nahi kamina ha tere chooche karne ha ra choot maari,Hindi,1.0
+ya sab randi khana khol rakha h jism ki numais karke,English,1.0
+tujh se to achi gli ki kutiya holiday nikal sali,Hindi,1.0
+ase logo ko to age ka kaat ke chod dena chahiye,Hindi,1.0
+numbar ka kamina ho aap samjhe,Hindi,1.0
+freefire is tatti game,Hindi,1.0
+bc bsdk bakch to bss daily ka kaam h,English,1.0
+kha ke mar ja kutti nahin ki,Hindi,1.0
+teri gand maar li kiya modi g ne bahan ki lodi sali,Hindi,1.0
+kis nasal ka kutta he tu mulle,Hindi,1.0
+teri kali kali chut darling,Hindi,1.0
+gasti teri jesi ke wjeh se clchar bekar ho ra he randi,English,0.0
+inmein se khane ko koi bhi jina bahan chod,Hindi,1.0
+aadi anant kutta hai aadi,Hindi,1.0
+ufffffff mast gaand hai,Hindi,1.0
+yaar tum log ek baat batao jb aise gande comment krte ho to us video ko like kyu krte ho jb like krte hon to comment krne ki baat hi nh aatina sale harami,English,1.0
+bade tatti lag rahe ho,English,0.0
+kuch acha kr le dance chod ke,Hindi,0.0
+kiya kamar hai aap ki aapne kahanshe shika hai kamar hilana,Hindi,1.0
+teri jaisi randi ki mai free me chodta hu,English,1.0
+ose bol de ki teri wish puri ho gai mene ghar valo ko chod diya h,Hindi,0.0
+इस रंडी को इस रंडी को जितना शेयर कर पाओगे ना करो,Hindi,1.0
+log majak banate hain isliy chod diya sab,English,0.0
+लडबा का साई साला chutiya पाखंडी थाप्रेम से बोलो जय श्री राम,Hindi,1.0
+congratulations kutti,Hindi,1.0
+कुत्तों का kutta है ये,Hindi,1.0
+congress me to sab log ambani aur adani the acchhe chamche chamchi pal rakhe h congress ne,Hindi,1.0
+अपनी बहन के साथ भी ऐसे ही करेगा कया कमिने तु और या रंडी इसनै भी सरम ना आती औरत नाम पर थबा है साली,Hindi,1.0
+randi ban jao ek din rat me lakh kama sakti h,Hindi,1.0
+tera baap bahan ke loode कटुए सालो कभी फूफी के mje चाचजान तो कभी अम्मी के साथ मौलवी जान कभी आपा के साथ अब्बू जान कभी ससुर के साथ भाभिजान bsdk चूसलाम को ranndikhana घोषित kyu नहीं कर देते ना बकरी छोड़ते ना कूतिया ना मुर्गी मरो bhenchhodo,Hindi,1.0
+abe saale chutiye khud bhi marega dusron ko bhi maar vega chutiya kahin ka,Hindi,1.0
+humse kahin chhod kar jana khud chhod kar farar ja rahe ho na hamare mana karne ke bad chut bhi theek hai tumhari khushi isi mein hai tumhari khushiyon mein shahar nahin kholenge apna khyal rakha kar na theek hai,Hindi,0.0
+chudai ki video bhi aane lagi ab tosram karo,Hindi,1.0
+kutta kisko bol rahi hai galat language ka estamal nhi ker bas,English,1.0
+bhenchod itna bhayanak murga,Hindi,1.0
+बेशर्म दिख रहा है साला माधर्चोद,Hindi,1.0
+ye kutta kahi se bhi haddi outha laya or sab lage ese muslim dharm ki safai dene agar in jese ghatiya logo ki post par comment karna band kar do to ye bhokna band kar dege in kam sir nafrat felana he,Hindi,1.0
+ankit yadav teri ammi ki chut maru dalle bc,Hindi,1.0
+bhojpuri mein madrachod fashion dress by aise bhi aati nanga ko hogi video dal madrachod upay jaaye madrachod matlab nahin video aur milega madarchod,Hindi,1.0
+sali kutiya kamini kitni besarmi dikhyegi,Hindi,1.0
+chut ma hi banwa lati is sa acha to,Hindi,1.0
+kutti kamini sarm nahi he,Hindi,0.0
+teri maa randi hogi ye live kar rahi,English,1.0
+cute jyoti chut dogi promish kro,Hindi,1.0
+sali tere paas room nhi h,English,1.0
+tum jaiso ka rep hona sali tum jaisi nangi ladkiya nangi hokar sab batati hai aur rep masoom ladkiyon ka hita hai,English,1.0
+relay bobs par tejab pado,Hindi,1.0
+abe sali scal de kha he,English,1.0
+सोनल good morning saali ji,Hindi,0.0
+ter type ka chutiya koi banaaya bhi nahi chata,English,1.0
+अजय कुमार साहू ए साले सिक्ख भी गद्दार है कांग्रेस की मार भूल गए जब झाडू की सवारी वाली पून्छकटी इंदिरा मरी तो पानी डूबे सिखों को निकाल निकाल के ठोका था अबे ए कान्ग्रेस अपने ही माँ बहन बाईके नही होते तो किसी के कैसे हो सकते है ।,Hindi,1.0
+ladki sab kuch chod dheti he,Hindi,1.0
+modi toh kutta ho gya h pta nhi kya kya krega kameena insaan,Hindi,1.0
+abe madarchod ki bachi nangi ho gaya,Hindi,1.0
+ki sali randi paisa kar rahi hai uske ghar mein shayad man baap nahin hai randi sali randi chalisa ram rang mein nahin a raha kaise bihar jaise hai main sudhar randi kahin ki ek number ki randi sali randi kahin ki shaadi karega,Hindi,1.0
+nice boobs pura kholo adha mat dikhao yaar,Hindi,1.0
+modi ki man ki chut rahul jindabad,Hindi,1.0
+are jab boobs is tarah dikha khila rahi ho to bahar nikal ke chup walo na jab jyada boobs mein jyada juice bhare pade hue jor ka maja hamen bhi to dene do apne boobs ka jo bar bar aise ghoom ke aise chalti ho iske bich mein mera land dalva lo pani nikalega to aur chikna ho jaega to bus tumhare aur tej,Hindi,1.0
+dhokha chuda bhai chod video kutte barish,English,1.0
+bazar ek se badkar ek randi aye h,English,1.0
+madarchod free fire ka badnam karte he,English,1.0
+tera baap ka hai kya maderchod no follow bhan chod ko,Hindi,1.0
+e randi hi sale aur sala e bahduaa hi,Hindi,1.0
+madhar chod pakistan pagal chodal,English,1.0
+teri chudai mai bada maja aayega,Hindi,1.0
+oi randi dog ko sath sadhi,English,1.0
+sab sali gand dikhati hai,Hindi,1.0
+aarubaby m to thik hi rahoonga agr aap sath chod dogi to kahi ka nhi rahoonga,Hindi,0.0
+bsdk mdrchd tum log gandi video kiu bnate hotumhare family me koi nahi hai kya bsdk,Hindi,1.0
+fon ko ulta kar dekhne pr kutta najar aata hai,Hindi,0.0
+sali randi yah kyon pahan rakha hai isase utaar de,Hindi,1.0
+tare to latak gye h bobs,Hindi,1.0
+esa baap bhee bhee kamina he hoga jo bacchon ko kuch kahta nahi tha,Hindi,1.0
+boobs ka size choota hai kisi se push krba,English,1.0
+koyi ata nhi h kush ki jism bech kar bulata h madarchod,English,1.0
+मेरे गाली पर पलने वाले हिजड़ों की औलाद ओ तेरी बहन की चूत में एक प्यारा सा आशियाना बनाऊंगा लंड पे कांटा लगा कर तेरी बहन की चूत में डालूंगा गर्दिश में चले जाएंगे चांद सितारे तेरी बहन की और मेरे लंड का सुकून बहारें चमन में होगी मुगलों,Hindi,1.0
+reverse kiye hai chutiye,Hindi,1.0
+chut v dikha kabhi aur v famous ho jayegi,Hindi,1.0
+जन्मदिन मुबारक हो मादरचोद,Hindi,1.0
+chutiya ladki dress sahi nai hai o dekh,Hindi,1.0
+cute boy bsdk ke madhrchod apni ma aur bahan ko mere pass bhej beta,Hindi,1.0
+are madarchod larki ka matalab jjat karna sik gandu,English,1.0
+eski gaand bhut hi acchi ha mja ayega,Hindi,1.0
+aise ladkiya hi ladko ki maa chod deti hai,Hindi,1.0
+bra utaro tu mote boobs dekhne mein maja aaye like kya per to star de denge,Hindi,1.0
+bulet raja juban ko chod kr sb kuchh chalti h,Hindi,0.0
+ye kutta ke life se god mot kiu nhi de raha hai mujhe,Hindi,1.0
+ye ho kya reha h is dash m yaar roj rap iska koi kuch kyu nai karrta sarkar so rai h kya ya andhi ho gai sali inhe jala kyu ni dete sale ko,Hindi,1.0
+kutiya sharm naam ki chij nahin haram jaati,Hindi,1.0
+tu he koni kari maderchooood randi aab morning m gali suun n mar kaan su,Hindi,1.0
+kutta sharukh khan aagaya,Hindi,1.0
+kuttiya kamini sali hraman hram khor kuttiya mr ja,Hindi,1.0
+हैवान suar ki aulad hijde teti ammi chud gyi mc bhosdi k,Hindi,1.0
+stupid aisa bolne sharam hy kya,Hindi,1.0
+saale google hai maather chod,Hindi,1.0
+kaate kyu hhh randi saaliui,Hindi,1.0
+kaliya main aa gaya tho bahut marunga saale usse dur rahiyo saale chutiya,English,0.0
+chutiya louda hy kya bey bhosdike,English,1.0
+good chut mast lag rahi hai aap ki chut,Hindi,1.0
+kon suar h y madarchod harame,Hindi,1.0
+angel welcome chudail,Hindi,1.0
+bhosdi ke dheere bol maderchod,Hindi,1.0
+yaar mujhe to laga ki apna chut dikha dogi,English,1.0
+aap fir chod dogy human,Hindi,1.0
+aabe kutti itna boll ki launda lasun ho jaye,Hindi,1.0
+haddiyo ne gosh chod diya h,Hindi,1.0
+waise bhi teri dikh rahi tu mat dikha bajar me khol ke dikhao apni chut kasam se mast demand lagega mc,English,1.0
+randi saali puri khandan puri randi hai madrachod tera,Hindi,1.0
+bro dusre ka mat dekho relationship pahle kutta dekho,Hindi,0.0
+isase acha hai tum porn video banao aur jyada paisa kamao like kamane se kya hoga bhosadi ke randi,Hindi,1.0
+saali jitni randiya thi sari moj pe hi aa gyi,Hindi,1.0
+tere jaiae chutiya ki vjh se des aur des me rhne wale log badnam hai chutiya ha i tu,Hindi,1.0
+abe yaar aapko lagtaa hai kya ki koi mujhe mtlb mere jaise chutiye koi kiss karegi bhi,Hindi,1.0
+sali kuttiiuyyaaaaa shadi suda hai,Hindi,1.0
+brandi mc land chuda rhi,Hindi,1.0
+its very denzar dog m toh confused hi ho gyi thi mene smjha sher h but kisi ser se km bhi nhi h you most wonderful kutta,Hindi,1.0
+randi h ye kothe wali,English,1.0
+reat ka axam chut gya h bhaiyo,English,0.0
+tere upar ek fir to bnta h kyu ki tu rapist jaisi baate kar rhamaa bahan ko apni chod phle,Hindi,1.0
+mai moj se or moj video dekhne walo se bhi request karta hu ki aap log bhi meri bat ko moj tak pahuchay aaj kal ki kuchh call girls video me boobs dikha kar popular ho rahi hai ese to oo popular hohi rahi hai par humare desh bache najane padhne ke umar me kya kya dekhne lage hai esiliye mai bolta hu ki aisi kuchh ladiya jo hai unhe unki id moj pe block kar dena chahiye moj hai talent dikhane ke liye na ki boobs dikhane ke liye,Hindi,1.0
+abe sale bhushi maa ka majaak bana ke rakho ho sale like aur follow ke liye sale tere hand me gussa denge like aur follow ka bass chutiya,Hindi,1.0
+accha mare chod tu ya bata dard ksa ha ab,Hindi,1.0
+apne bobs pila de corona dor chla jayga,Hindi,1.0
+galat comments kiya to ma bhen sab chod dunga sale hijda hindu,English,1.0
+sharechatuser q ki ye ek number ka kutta kamina suwar h isliye,Hindi,1.0
+be bhosdi ke chutiya tu bna ak bar video,Hindi,1.0
+sab gandu ho kya free fire wali,Hindi,1.0
+pagl sali kamine sarm nhi h,Hindi,1.0
+tri gand fat rhi h mre smne ane m ye fr mre se bat krne m ye bta chor tri bhn ki chut m mre land,English,1.0
+gali ki kutiya ho tum,English,1.0
+mat sudharna kutti randi,English,1.0
+chutiya banane mere ko thodi,English,1.0
+beticho madharchod bhorri chod kam nahi ahi to bapchpdi karta hai behen chod,English,1.0
+intrest chod dena chayyiye jaisa abhi mene kiya no hi delt kar diye,Hindi,0.0
+harami gandi nali ka kida gandi nali mein hi teri man ka aage bolati thi abhi,English,1.0
+garib jarur famous hona hey and hobi rahe but with talented se not with chutiya se ye voice irritate hey bilkul,English,1.0
+aise randi ko to dub ke mar jana chhaiye,English,0.0
+kuchh aapna to banana nahi hai chale aaya muh utha ke randi ke chodal,Hindi,1.0
+kutti dekh to sahi usne ku roka tuje tera baccha marte marte bacha kutti kahi ki,Hindi,1.0
+akashpandit plz kutta mt bolo ushe plz yrr,English,0.0
+mere mauhulaa me aana daai chod denge tumahre maa ke,Hindi,1.0
+सात्विक शर्मा tere ko bhut hindi aati he kya sali kitna aetitut he dekho to shi,Hindi,1.0
+abe chutiya nandan sale anpd agr tere maa baap ne tujhe padhaya hoga n to phle history pd liyo fir yha pr aakr gyan batna aaya bda andhbhakt,Hindi,1.0
+gandu sala akhilesh ji ayenge chutiye,Hindi,1.0
+ye en sb aantakwadiyon ki ma bhan akela chod sakta h,Hindi,1.0
+dekho didi aap ko s nm bala hassbend chahiye n yarr bahut sare h but mera czn brother ka name bhi s se to use chod dena plzz,Hindi,0.0
+nangi ho jao madarchod randiyo,Hindi,1.0
+bsdk walo tum kutto ki maut maroge sale thoda sa respect dena sikho tumhari akd ye h ki tumne wardi phn rkhi h aur wo without uniform tha nhi to tumhari gaand m ghush ke nikal jata,Hindi,1.0
+gobar bhains ki tatti,Hindi,1.0
+kyahe tera dam sakal hand jeisa sab video me boobs hilata rehta hetu sali rendi,Hindi,1.0
+madarchod laundiya yahi mujra kar ke chudwale madarchod randi,Hindi,1.0
+oiii randi wali anti tuje sarm na ati hein kya,English,1.0
+ye kutta ish ladke ko kitna paresan karta tha ishke accha hua madrchod mar gye,Hindi,1.0
+ye maderchod log video ke name par aapni ukat dikha rahe hai ki ye kon log hai sale,Hindi,1.0
+bachi hai to bachi kasa pahano kutti kamini sali,English,1.0
+abe chutiya ye kya sticers lagarakhahe tune,Hindi,1.0
+oiii kutti amk follow kor mrs hayat,Hindi,1.0
+to ghar chod kr ja oo na,English,1.0
+sal chutiye m ye sab teri bahan k sath kr rha hu,Hindi,1.0
+yahi sab chal se usko pakar kar gand marti hai to janta bolta hai gand marne bala ko fasii do sali tum milo na to londa se marbaunga tumko bskd ladki ke name pe kalank bc,English,1.0
+shukr hai gandu tune bata diya nahin to hamen ka sath pata hi nahin chalta,Hindi,1.0
+vo chod kr chala jaye fir bhi use chate rhna or uski utni ijjat krna hi pyar hai mera yhi manna h,Hindi,0.0
+tm v to kutti k trh aajati ho popular hone espe tm kyu kuti k trh jv nikalti ho,Hindi,1.0
+हरियाणा आली na eb month hoge chod rakha h sochna,Hindi,0.0
+le bahenchod or chalaa le hos nahi h kya baher kya huaa hai gandu,Hindi,1.0
+chutia banara phir bhe msp par nahi khari da jayga,Hindi,1.0
+aare randi samanese chehara dikhao,Hindi,1.0
+isko mai kabhi dekhta hu to ye kisi muslim ko kiss karti dikhai deti hai or vakil kiya vo bhi muslim or pta nahi kya kya karti ho or ham sabko social media par aake saali nafrat failati hai bhai log in jaisi randiyo ki baato me na aaye aapas me miljulkar rahe dhanyvaad,Hindi,1.0
+bahut hua ab to koi chaku se iske boobs kaat do yaar na honge na dekhayegi,English,0.0
+pichwade dam h b h s di ke tu galat post pe aake bhok raha h yahi pe teri maa bahen ki chut mara jayegi pahle apne maa bahen ko betha apne land pe tab mere paas aaiyo jo h paas me filhal usi se kaam chala lawde mc bc,Hindi,1.0
+kya chutiya dance kiya hai,English,1.0
+teri ma ki chut yogi modi ka chamcha modi murdabad bjp murdabad kisan majdoor ekta zindabad,Hindi,1.0
+‌🇨‌ute‌🇰‌amina chutiya mt bna,Hindi,1.0
+jiska naam h vo sala chutiya,Hindi,1.0
+chut me ghaw kaa nisan dikh raha h,Hindi,1.0
+chod la ga bach ka rana,Hindi,1.0
+madhar chod dhik raha hi,English,0.0
+kutta please delete kar,Hindi,1.0
+tere ma bhi aisa hi karti hai kya kutti kahin ki,English,1.0
+ghatiya ldki gndi nali ki kide ho tm sali apni addt se baz ni aati tu,Hindi,1.0
+nayak sahiba kvery good morning saali jii,Hindi,0.0
+my baby quit chut de de ek baar jab pataa chalega,Hindi,1.0
+यह कौन है कि तू हिजड़ा है ना,Hindi,1.0
+to teri bahan ki chud abto chala gya aja ji bhar ke chod deta hu chinal,Hindi,1.0
+क्या मादरचोद है यार दोनों,Hindi,1.0
+shaadi didiya ke devra se ho gayi tu hamra chut debu ki,English,0.0
+good evening meri pyari cute sweet beautiful sali jaan,Hindi,1.0
+boobs very nice madam,English,1.0
+kya bhari chut hogi tumari fas fas,Hindi,1.0
+apna boobs dikhana jaroori rehta hai be bhosdi wali aur randiii,Hindi,1.0
+boobs dikhane ke kitne likes,Hindi,1.0
+bahan chod tere jaise tu meri ghumti hai bahan ki lodi,Hindi,1.0
+chutiya duniya ko bana rhi ho ya khud chutiyapa faila ragi ho police camplen k jagah reel koun banata hai sirf cho log,Hindi,1.0
+shafiwrites are itna nahi has pagali chakka khayenge jayegi,Hindi,1.0
+bsdk over acting ki dukan,Hindi,1.0
+cute boy तेरी बहन की चूत तेरी ब्लॉक करके मां चु दा रहा है ब्लॉक कर दिया गं डफट गांडू,Hindi,1.0
+aa gayi sanskari randi maderchod,Hindi,1.0
+randi sali pura dikha,Hindi,1.0
+jo vedio bna raha hai bo sala machod hai sala harami hai uske ander dil nhi hai bo bi apne bacho ko esa he krta hoga chl bencho sale,Hindi,1.0
+साली हगती ही रहेगी इतना टाइम तक,Hindi,1.0
+sali nahi to mar jaa be kutti tu,English,1.0
+bhai dekhna hai toh ye bhi dekho fulan devi ji ne thakur ko kaat dala tha pata hai kyu kyu ki fulan devi ke sath bhut galat karte the sale thakur rape karte the tabhee ma chod dali thaakuro ki fulan devi ji ne,English,1.0
+tum comment bada ho to apni maa ko chod ke paida hue ho teri joginder ki man ka bhosda main mama ke samne milo to,English,1.0
+school chod di ye soch ker ya mar khani padti hai homework karna padta hai jindgi wohi thi i miss you school,Hindi,0.0
+cheer kutti tujhe dekh ker tu mouh se itna ganda ganda batt nikal raha hai,English,1.0
+sali budhi tujh pe koi thuke na khin arhi h sali ko dekh ke is ke pass pta n kon jae ga chiiiiiiiiiiiiiiii,Hindi,1.0
+ajkal ke naujawan yhii kaam kr sakthe h salee kute log sahido ko v nhi chod rhe h jo itne mahan purush h,Hindi,1.0
+is maderchod ki thukai banti he,English,1.0
+पक्का कसम से डकैत को मुर्गा बना कर उसके टट्टे और गांड पर जमा कर लट्ठ दिये जाएं,Hindi,1.0
+chutiya log bhre pde he duniya me bhagvan hi pchaye,Hindi,1.0
+sofiaansari dekh gey kutti,Hindi,1.0
+तुम तीनो रंडी के औलाद है,Hindi,1.0
+gullu faltu na bhol zara randi apki msg dekh rha h or glat faida uta rha h,English,1.0
+majhar chod tum log randi ke pille ho dono,English,1.0
+o meri sali ggggggggggg wah ky bat haakhir sali to meri ho na,Hindi,0.0
+sharam nahi aree treaku saali thu thu thu,Hindi,1.0
+ham soche ki chuchi masal rahahai,Hindi,1.0
+dono ke dono ek nomber ke besarm ho kya ghar me koi ma bap bhai behan nhi h kya jo besrmo valu video bnate ho dono kbhi samne sb ke kr ke bhi dikha do or femas ho jaoge aisa lgta h ki khana pina chod kr din rat thi karte ho or subah usi pr video bnate ho behya agr thodi si bhi saram h to band kr do video bnana ghatiya ladka ladki,Hindi,1.0
+dihli hai chuchi tabhi latak rahi hai,Hindi,1.0
+तुम सड़क पर जाओ बिना कपड़े की दिखाओ सभी को बहोत like follow mile ga jao bsdk mc,Hindi,1.0
+be gadhi koi v fodsakta h,Hindi,1.0
+kutiya tu kb maregi srm nhi aa rhi tujhe guuu khale kahi jake,Hindi,1.0
+kasi eis ki soch hai kutiya ki,Hindi,1.0
+chacha mehbuba chachai ko tanha chod gaye,Hindi,1.0
+saali tak to thik tha but aapne last m kuttiya kar diyaaise mat bola karo yr kisi ko plz,Hindi,1.0
+फिगर तो देक लिया अब chutiya dikha,Hindi,1.0
+arr bhai tere to tatti ari ha to bathroom mee jake kar aise khule me kon tatti karta ha,Hindi,1.0
+tumhari maa ki choot madarchod aisa video gana de ho,English,1.0
+tere ma ki choot mc bhosidk,Hindi,1.0
+sale ka khandan hi radi yo ka h sali,Hindi,1.0
+promise kro khabi chod k nhi jaoge betu mein nhi rhe paungi i hate you soooooo much mera betu meri jaan my cartoon,English,0.0
+agr metumko chod dutotum jyada turn kr bhikhari jaoge agr nhichodtito kyatum khshaho agr tum mujse khushnhi to koyi jbarjtsti nhi me khusi khushi tumse dur chali jaungi,Hindi,0.0
+madarchod chinar girls ki kami h kya tere jaysi muh me land lene bali ko patao madarchod,Hindi,1.0
+teri bahan ki chut dikhai de rahi hai,English,1.0
+inke jaysi hi balatkar ke liye uksati hai,Hindi,1.0
+bakwas band kar kamina sourabh ji aawara bakwas band kar rahe,Hindi,1.0
+bf film apni bhi dede randi,Hindi,1.0
+ye dar harami khandaan se h,Hindi,1.0
+nice looking nice bobs call me,Hindi,1.0
+aapane mujhe kutta kyon bola,Hindi,1.0
+tu sali bachi h abhi ok thoda bada ho ja,Hindi,1.0
+madarchod hai video dalne wala,Hindi,1.0
+neha bsdk tu ni samajh sakta tu chutiya h chutiya hi rahe ga,Hindi,1.0
+suwar sali haramin tere bap aur bhai nahi ha kya madarchod,Hindi,1.0
+bhenchod tere kitne rasgulle hai bhisdike mahdharchod,Hindi,1.0
+aajkal chuchi ka dhandha ho rha h moj per abhi an ki kami h,Hindi,1.0
+cute kamina तुम्हारी भाषा से तुम्हारे खानदान भी दिखाई देता।,Hindi,1.0
+ree madarchod tohar ghar kha hau ra bhosribala kabhi ham jaiso k hat lagega to usi time kat ka nali ma baha dunga,English,1.0
+mera bhai bhi asa he ha kamina,Hindi,1.0
+musalmani ke big boobs,Hindi,1.0
+chudakkad hai madharchodi randi,Hindi,1.0
+abe gandu bhosdi ke jab video per like hi nahin a rahi hai to apni khala chudane karti video banate ho bhosdi ke,Hindi,1.0
+javadi randi bazzarat ye tuja aayechi puchi javali gavane,Hindi,1.0
+duaa meri traf se puri chut hai apko kisi ko bhi bulao pr ek bar anisha se pta kar lena bulana hai nahi,Hindi,0.0
+main hun kutta to kutty aaja ho jaaye,Hindi,1.0
+user mdc teri choot harami k bache akki k pass apni phati hui buir leke ja tujhe pakka maa bana denge wo merw husband,Hindi,1.0
+abhi chutiya yeh tera dialogue nahin hai,Hindi,1.0
+ab koi kutta nhi mil sakta h,Hindi,1.0
+dadi ji ye koi nani jo nahi ha serial actress devolina ha stupid or app kya pari lag rahi ho dadi maa,Hindi,1.0
+burkha pahan ke video banaa rahi hai randi,Hindi,1.0
+🇹ђ⃟🇸 ƭ⃢ar⃟🇬ir⃟l अबे फट तो तेरी गई है साली रण्डी अब तेरी कायदे से चोदूंगा,Hindi,1.0
+g dear teri maa bhosdi ke randi ke jana,English,1.0
+tumhe kuchh aata v hai re sale muh fadne k aalawa chutiye apna video v bnaoo kv,English,1.0
+is land ki chut ki sari garmi nigal du,Hindi,1.0
+chutiya ki land hai kya,Hindi,1.0
+dob ke kyu nhi mar jati kahi kamini kutti jra sa bhi saram nhi h kamini aurat ko,English,1.0
+yah gand chut dikhai geet tum deewana ho gaya tera koi bhi,Hindi,1.0
+poonam wo parmanu ko pasand aa gai isliye kapde fad kar chod diya,Hindi,1.0
+sale kutte khi ke or ye ladki bhi wesi hi he kutiya sram nhi ati jra si bhi,Hindi,1.0
+abe madar chod aisi video qu banata h pehle kabutar ko dana dalta h fir billi ko chhod deta madar chod ki aulad,English,1.0
+p m ki aisi ki tasi saala kutta gandva,Hindi,1.0
+toti chura k tumhari maa ki chut m daal diye kya tumhare baap log apni maa chudwaye the tb jake tum paida huye,Hindi,1.0
+pta nahi yha to saya b sath chod deta h,Hindi,0.0
+itni bajata kitni randi video banane sharm nahin aati,English,1.0
+टाउ ki नहीं पलने के लिए इम्प्रेस करने गया था चोट पहले मिल गया साला कोई highways hai ka ki roadlite laga thaजब देखा ताउ ने तो रुका नहीं मरने जोश में आ गया इम्प्रेस जो करना था पेलते गया ठीक huwa,Hindi,1.0
+motherchod gaand marwa ke moti ho gai haikalmuhi,Hindi,1.0
+mattuna kutta wala pata leti hai ya nahin usne jo bhi pahna hai bus se tarike se bane aur aisa bhi nahin hai ki bus innerwear pehen ke nikal de,Hindi,1.0
+🇿ïddï 🇬ïl aao aao chudail,Hindi,1.0
+bheas ho ti to bahut dudh deti chuchi hay ya chucha,Hindi,1.0
+pari yes pari ghodi kiya kutiya billi sabhi,Hindi,1.0
+chut ki garmi ko shant kar do yaarkoie,Hindi,1.0
+kaise chutiya hamare samne se chutiyapanti kiran to maaf kar de karke dikha dete hain hamesha,Hindi,1.0
+wow big boobs i like it,Hindi,1.0
+ye porn hub kab band kroge bc moj walo ghar mai bhi naa chala skte naam ke hindustani ho azadi ke naam par randi rona macha rkha hai bhen ke lwado ne or ye whi h jab rape ho jata haiferbhen ki lodi shall oddh kar baith jayegi tv channels par,English,0.0
+bsdk isse achha to pu o k d,Hindi,1.0
+randi ka aulad vah bhi khol do na vah bhi kyon pahani hai,Hindi,1.0
+are sali sawal kar raha hai pati jawab de rahi ho sas ko,English,1.0
+kitaabe dekha rahi ho ya gaand dekha rahi ho,Hindi,1.0
+🅟apaki🅢herni chod isse pgl h tu mujhse bat kr ye chla jayenga,Hindi,1.0
+enshaa kuchh nahi he ladka agar duari dalki se baat karta he to pehle baali ko chod deta he dalkiyan kabhi bhi break up nahi karti jitne bhi ho kam hi kam he manta hun ladke se ho sakti hai ladki se ko pata ti sor,Hindi,1.0
+ye kutta picche se kiya koraha hain,English,1.0
+isse acha hoga ki tu porn video bnane lg madrchod yaha randikhana khol rakha h saram nhi ati h ki bache or bade sabhi dekhte h ye sb lgta h maa baap ne yahi sikhaya h,Hindi,1.0
+tu kutiya or sun tera baap ka bhi kya ja raha hai,Hindi,1.0
+kamini kutiya besharm women wafailwo madar chod,Hindi,1.0
+mere mere se chudali le teri gaand faad ke rakh dunga,Hindi,1.0
+ye gadhi ka naam kya hai,Hindi,1.0
+kriti tiwari chudail kahi ki,Hindi,1.0
+aaja behan chod teri maa ki chut teri,Hindi,1.0
+ishko iska camera mam chod ta ha thik ha na,Hindi,1.0
+꧁༺ ayan khan ༻꧂ ye glt bt hai bhai tu bataya nhi teri sali v hai,Hindi,0.0
+randikhana khol rakha hai,Hindi,1.0
+ap jese besaram log nhi dekhe mc kahi kebhagwan ji ka shankh tumlog ko narak me bhi jagah nhi milega aur kuch nhi mila masti karne ko,Hindi,1.0
+sweet sweet good morning my sweet heart have a niceeeeeeeeeeeeee morning to you my glamour chut,Hindi,1.0
+lekin video jinohne dala hai wo to hindi v samjhte hai aur hamre bharat ka savidhan v phir v ye chutiye log apna views bdhne ke liye aisi videos dalte hai,Hindi,1.0
+sab bhosdiwale hain ᴀᴄʜᴀ,Hindi,1.0
+dil m bhe basaker dekhafr bhe usne chod diya,Hindi,0.0
+abhi harami hue ya pahle,Hindi,1.0
+aap baat karo aap ki mom ko convince kese karna hai vo me dehk lunga babysab chod do aap koi tension mat karo,Hindi,0.0
+le lo ji le lo ji bit par tu gaand hamari side kyo kar rahi h,Hindi,1.0
+patna donon chutiya dikhti ho,English,1.0
+upar ke a bhi khol dena na sab dikha do sab bhenchod,Hindi,1.0
+bekar gurap ha disha ka chod do is pe ana,Hindi,0.0
+tum kutiya gadhe par baith kar ghumo jyada acchi lagi,Hindi,1.0
+हैवानज़िन्दाबाद apni maa ko chod kr aaya h kya lsvdde,Hindi,1.0
+piche waali chinki ki gaad fati padi h,Hindi,1.0
+randi ki aulad hramii ki alad sugar kiauld teri ma ko chodu,Hindi,1.0
+are you mad all india seeing your post kuchh to saram kro didi maa papa ka name kyu duva rhi ho,English,1.0
+islam ka majak mat bano bohat bada aazab milega chutiye,Hindi,0.0
+kutti kamni ku apnay maa papa ka name miti may mila rhi saram aani cchayay tumay,Hindi,1.0
+apko lagta h me apko chod du kabhi nahi lakin kya karu mujhe nahi pata tha ki didi mere sath yesa karegi or didi ko nahi rehna mere ko rehna h apke sath or nhi hogi apke sath to soch liya marna h ya bhut dur chali jana h or kitna ghut ghut kar jeu bhut ro liya kl bhi puri raat royi hu ab ap bhi mera sath do ap yesa kyu bol raha ho nahi chodna chahti apko agar mene chod diya apko to nahi reh paungi apke bina or bus ab mene soch rakha h mujhe kya karna h lakin ap himmat mat harna kabhi or bacha gareeb or ameer nahi dekhi jati bus apse hi karna ya nahi to me nahi reh sakti apke bina please kuch mat karna meri wajhe se bacha or didi ko bolne do uske khne se kya me apko chod dungi kabhi nahi or me usse baat nahi kar rahi or na kabhi karungi ab to uski sakal dekhne ka bhi man nahi karta or bacha me phele bhi khush thi or abhi bhi khush hu lakin kya karu me apse abhi shadi bhi nhi kar sakti to kha jau ap batao or is gher me rehne ka bhi man nahi karta mujhe,Hindi,1.0
+sarkar sali apni maa bahn ko nhi dakhti voh hamari ko kha dakhagi,Hindi,1.0
+bhak laudi bhen chod teri maa baap nai hai kya,English,1.0
+shruti verma ji ab kutte ka bacha jb khud ko kutta he smjta h to hero ka bacha bhi hero he samjega fir,Hindi,1.0
+army girl listen and go out from here or else break your face double bastard,Hindi,1.0
+ao kbhi delhi yha londe khule aam bze es bech kha jygne delhi gb rode pr kamla marl marl markut maun randi khana chalte h,English,1.0
+teri to sister ko chudunka madarchod,Hindi,1.0
+ye log apne chutiya pan dikha rahe hai,Hindi,1.0
+are bahan chod fek dega to phone karo,Hindi,1.0
+kutiya randiya v apne imaan m duniya kk samne apni majburi m ye kaam karti htu nangi h thutthu,Hindi,1.0
+ye chutiya wali bate hai kaminey sab chodh jate hai,English,1.0
+kuti chor si sakal ki chudail,Hindi,1.0
+mane sochamera dost hai jo muje chod kar chala gaya sorryplz,Hindi,0.0
+ish mc ko itny gali do ki video banana hi chor de,Hindi,1.0
+aapke boobs bahut hi big hain,English,1.0
+abe chutiya jannat ke sath dhokha,Hindi,1.0
+maro chapel se kutte ko or kutiya ko bhi,Hindi,1.0
+apni aa ki bhi dikhade sub ko sali,Hindi,1.0
+pakistan ki man ki chut,Hindi,1.0
+sali meri gf to mc nikli,Hindi,1.0
+muslim aisa kabhi nahi karte ye sab modi ke bhakt he jo paiso ke liye kuch bhi ban jate he muslim bas allah ke age jhukte he kisi gaddar ke samne hargij nahi jhukenge aur iske age to kabhi nahi ye sabse bhada saitan he aur hum log saitan ke age jhukte nahi kakar marte he samjhe,Hindi,1.0
+tere ko bus chuchi hilane se matlab hai bus,Hindi,1.0
+chut me bhi brush lgwa le,Hindi,1.0
+medan chod ke bagta he use yhi bol te he,Hindi,1.0
+rajan ko apni choot ka pic bhej rhi sabko ko to dikha di choot video call dikha di mere no block kar di randi block se hata teri choot me h dam to,Hindi,1.0
+꧁༺aaliya༻꧂ walekum assalam wa rahmatullahi wa barakatuhuvery good afternoon chut sis jaan,Hindi,1.0
+harami panti nikar deo,Hindi,1.0
+budhi ghodi lal lagam tamiz nahin hai kya chuchi khol ke dikha de pure ke log,Hindi,1.0
+kyo per kutta kha gya kya,Hindi,0.0
+chut ki land lele mera muh me,Hindi,1.0
+randi se baithar tum randi,Hindi,1.0
+kyu kr rhi h randi h kya,Hindi,1.0
+chutiya panti kare raho lundu,Hindi,1.0
+nhi suderegi mat sudhar ja ak kaam kar apna gand mara le bsdk,English,1.0
\ No newline at end of file
diff --git a/backend/app/tests/datasets/pii_detection_testing_dataset.csv b/backend/app/tests/datasets/pii_detection_testing_dataset.csv
new file mode 100644
index 0000000..0da52ba
--- /dev/null
+++ b/backend/app/tests/datasets/pii_detection_testing_dataset.csv
@@ -0,0 +1,427 @@
+source_text,target_text,label,language
+A student's assessment was found on device bearing IMEI: 06-184755-866851-3. The document falls under the various topics discussed in our Optimization curriculum. Can you please collect it?,A student's assessment was found on device bearing IMEI: [PHONEIMEI]. The document falls under the various topics discussed in our [JOBAREA] curriculum. Can you please collect it?,pii,en
+"Dear Omer, as per our records, your license 78B5R2MVFAHJ48500 is still registered in our records for access to the educational tools. Please feedback on it's operability.","Dear [FIRSTNAME], as per our records, your license [VEHICLEVIN] is still registered in our records for access to the educational tools. Please feedback on it's operability.",pii,en
+Kattie could you please share your recomndations about vegetarian diet for 72 old Intersex person with 158centimeters?,[FIRSTNAME] could you please share your recomndations about vegetarian diet for [AGE] old [GENDER] with [HEIGHT]?,pii,en
+Emergency supplies in 16356 need a refill. Use 5890724654311332 to pay for them.,Emergency supplies in [BUILDINGNUMBER] need a refill. Use [MASKEDNUMBER] to pay for them.,pii,en
+"The 88 old child at 5862, has showcased an unusual ability to remember and recite passwords, with Y2rWliOhf8Ir being most repeated.","The [AGE] old child at [BUILDINGNUMBER], has showcased an unusual ability to remember and recite passwords, with [PASSWORD] being most repeated.",pii,en
+Your recent hospital data recorded on 29/12/1957 regarding chronic disease management has been encrypted with IPv6 edaf:fd8f:e1e8:cfec:8bab:1afd:6aad:550c for enhanced privacy.,Your recent hospital data recorded on [DOB] regarding chronic disease management has been encrypted with IPv6 [IPV6] for enhanced privacy.,pii,en
+"Dear Trans male, Let's clear this misunderstanding. We never send an email asking for your E5_N8G2xWM6D. If you get one, it's not from us. Please secure your account. If you already gave out your password, change it immediately.","Dear [GENDER], Let's clear this misunderstanding. We never send an email asking for your [PASSWORD]. If you get one, it's not from us. Please secure your account. If you already gave out your password, change it immediately.",pii,en
+"The wellness portal is accessible at [-71.6702,-107.6572]. With numerous wellness tracks suitable for everyone in the family, enrol now! Contact us at Mozilla/5.0 (Macintosh; PPC Mac OS X 10.7.5; rv:12.5) Gecko/20100101 Firefox/12.5.9 for further details.","The wellness portal is accessible at [NEARBYGPSCOORDINATE]. With numerous wellness tracks suitable for everyone in the family, enrol now! Contact us at [USERAGENT] for further details.",pii,en
+"Carleton, the new interactive educational tools are set to arrive at [-38.9302,113.5422]. Your password for accessing online content: yZqd7gHyZq91.","[FIRSTNAME], the new interactive educational tools are set to arrive at [NEARBYGPSCOORDINATE]. Your password for accessing online content: [PASSWORD].",pii,en
+"1. Customer query received at 10:18 PM from Human Group Coordinator of Cleveland based firm. The customer's email is Emilie_Beatty53@hotmail.com. Use our account number 63652332 for all financial exchanges. For personal discussions, ensure privacy with PIN - 8824 and EYECOLOR - Eye color: Brown.","1. Customer query received at [TIME] from [JOBTITLE] of [COUNTY] based firm. The customer's email is [EMAIL]. Use our account number [ACCOUNTNUMBER] for all financial exchanges. For personal discussions, ensure privacy with PIN - [PIN] and EYECOLOR - [EYECOLOR].",pii,en
+I'm Garrick Murray. I will be picking up the test results for patient Leuschke. We've been assigned number 2191941526453503 for identification.,I'm [FIRSTNAME] [LASTNAME]. I will be picking up the test results for patient [LASTNAME]. We've been assigned number [MASKEDNUMBER] for identification.,pii,en
+"""Dear Carmen, As our National Brand Architect, we need you to conduct an internal audit of our Usability operations, specifically focused on our compliance with Administrative Law. Please use the data from the 109.4.61.213 and 4d36:f8ad:4ebd:1bff:c5eb:62aa:b4d7:dddf IP addresses in the investigation.""","""Dear [FIRSTNAME], As our [JOBTITLE], we need you to conduct an internal audit of our [JOBAREA] operations, specifically focused on our compliance with Administrative Law. Please use the data from the [IPV4] and [IPV6] IP addresses in the investigation.""",pii,en
+"Cardiac consult reminder for Stephen on 10/03/1976 at 4:40 AM. Commute to our clinic at S Broadway 61915, Port Diegostead near [-56.5612,-68.9245].","Cardiac consult reminder for [FIRSTNAME] on [DATE] at [TIME]. Commute to our clinic at [STREET] [BUILDINGNUMBER], [CITY] near [NEARBYGPSCOORDINATE].",pii,en
+"Ms.North, our office in Essex confirmed your visit with health psychologist at 10:02 AM. Your file with ID 04-558619-832604-8 is updated.","[PREFIX][MIDDLENAME], our office in [COUNTY] confirmed your visit with health psychologist at [TIME]. Your file with ID [PHONEIMEI] is updated.",pii,en
+"Miss Emory, we have forwarded your credentials to the Orthopedics division. They are expecting your arrival tomorrow.","[PREFIX] [FIRSTNAME], we have forwarded your credentials to the Orthopedics division. They are expecting your arrival tomorrow.",pii,en
+"To facilitate your payments for treatment, the hospital accepts transactions from cards issued by discover bearing numbers like 2948447876023997.","To facilitate your payments for treatment, the hospital accepts transactions from cards issued by [CREDITCARDISSUER] bearing numbers like [CREDITCARDNUMBER].",pii,en
+"I've noticed some unusual activities related to the credit card number 6381973478101820. The transactions are coming from the IP address 215.114.180.213. As our Investor Program Supervisor, could you please investigate?","I've noticed some unusual activities related to the credit card number [CREDITCARDNUMBER]. The transactions are coming from the IP address [IPV4]. As our [JOBTITLE], could you please investigate?",pii,en
+"The location for the parent-teacher meeting has been moved to Veterans Memorial Highway. Please use the following GPS coordinates [41.948,-53.5323] for exact navigation.",The location for the parent-teacher meeting has been moved to [STREET]. Please use the following GPS coordinates [NEARBYGPSCOORDINATE] for exact navigation.,pii,en
+"Appointment reminder for Rebeca on 16/11/1983, paid via mastercard number ending in 5982215161172252.","Appointment reminder for [FIRSTNAME] on [DOB], paid via [CREDITCARDISSUER] number ending in [MASKEDNUMBER].",pii,en
+'Curriculum development that suits the modern Research' is our new project. Aimed at equipping students with the much needed digital skills. Module updates will be via the specified 250.59.196.86 address.,'Curriculum development that suits the modern [JOBAREA]' is our new project. Aimed at equipping students with the much needed digital skills. Module updates will be via the specified [IPV4] address.,pii,en
+"Dr. Feeney, we'd like to share a study on Barnstable Town's education trends. It'll be an interesting reference point. I'll email it, Jana_Collier@hotmail.com, with intriguing insights along with the data.","[PREFIX] [LASTNAME], we'd like to share a study on [CITY]'s education trends. It'll be an interesting reference point. I'll email it, [EMAIL], with intriguing insights along with the data.",pii,en
+"For immediate attention: Patient Johnson, Cassie August is recommended to undergo a change in her psychopharmacological regimen.","For immediate attention: Patient [LASTNAME], [FIRSTNAME] [MIDDLENAME] is recommended to undergo a change in her psychopharmacological regimen.",pii,en
+Connect with Harvey to discuss ways how policy reform can revolutionize education in Uri.,Connect with [FIRSTNAME] to discuss ways how policy reform can revolutionize education in [STATE].,pii,en
+"Our body, like a car, needs proper care. Your consistent check-ups, diagnosis, and medical history including '4EBV86HZXGGE66625' and 'AU29QFT' provide unique identification to our health.","Our body, like a car, needs proper care. Your consistent check-ups, diagnosis, and medical history including '[VEHICLEVIN]' and '[VEHICLEVRM]' provide unique identification to our health.",pii,en
+"Our Two-spirit centric nutrition sessions are designed to accommodate diet needs based on your February 4, 1909.",Our [GENDER] centric nutrition sessions are designed to accommodate diet needs based on your [DOB].,pii,en
+"Hello, A higher incidence of viral illness is spreading in the Southwest region - particularly in the Male gender. Need to request additional funds, budget proposal in the making.","Hello, A higher incidence of viral illness is spreading in the [ORDINALDIRECTION] region - particularly in the [SEX] gender. Need to request additional funds, budget proposal in the making.",pii,en
+"Hello Mr.Kerluke, We received your last payment, we noticed that the last four digits of your card are 0760991685235721 on our end. Please contact our office if this information is incorrect.","Hello [PREFIX][LASTNAME], We received your last payment, we noticed that the last four digits of your card are [MASKEDNUMBER] on our end. Please contact our office if this information is incorrect.",pii,en
+Call our Facilitator at 4 PM over 152.58.179.27 if you spot any inconsistencies in the report.,Call our [JOBTYPE] at [TIME] over [IPV4] if you spot any inconsistencies in the report.,pii,en
+"""Notice for IQD payment for the upcoming legal education session. The amount charged will be £0.001b. You can process the payment with your credit card associated with number 6259724424541296.""","""Notice for [CURRENCYCODE] payment for the upcoming legal education session. The amount charged will be [CURRENCYSYMBOL][AMOUNT]. You can process the payment with your credit card associated with number [CREDITCARDNUMBER].""",pii,en
+The regulation documents are stored in the Checking Account. Could you access them using the password h4yW2I4iydWh and send them over to our North West England branch?,The regulation documents are stored in the [ACCOUNTNAME]. Could you access them using the password [PASSWORD] and send them over to our [STATE] branch?,pii,en
+"Dear Branson, we've a potential security issue. Ensure users' sensitive details including 34EUu2QzxVkmBLo4anvhitwWwV1ux6vDW and 3CkiYCgdy1gmYJPwHjU2xjuLNtM7T are encrypted and kept safe.","Dear [FIRSTNAME], we've a potential security issue. Ensure users' sensitive details including [BITCOINADDRESS] and [LITECOINADDRESS] are encrypted and kept safe.",pii,en
+"As Nurses, we often work the Southwest wing in shifts. Next week, I'll be on the Day shift, my extension is +004-57 515 8727.","As Nurses, we often work the [ORDINALDIRECTION] wing in shifts. Next week, I'll be on the Day shift, my extension is [PHONENUMBER].",pii,en
+"Jewel, our investigation revealed a breach of laws related to your data. Particularly, your 37-505230-892683-9 and 08:7a:81:2f:48:fd.","[FIRSTNAME], our investigation revealed a breach of laws related to your data. Particularly, your [PHONEIMEI] and [MAC].",pii,en
+"Hello, we would like to initiate a payment to the psychology department. The amount is calculated in local currency, Rand. Please transfer it to IBAN JO30FXCH0053016004002590010078.","Hello, we would like to initiate a payment to the psychology department. The amount is calculated in local currency, [CURRENCY]. Please transfer it to IBAN [IBAN].",pii,en
+"According to Kuphal - Gislason's policy, the payment for tuition fee is accepted in Indian Rupee. Please verify and proceed accordingly.","According to [COMPANYNAME]'s policy, the payment for tuition fee is accepted in [CURRENCYNAME]. Please verify and proceed accordingly.",pii,en
+"Our marketing strategy focuses on Cisgenders in Baden-Württemberg with IPs in the range of 192.234.138.111 and 41bd:5dec:8ee3:c6c0:026a:fa3f:8b18:febc. For further details, touch base at Opal_OConner@hotmail.com.","Our marketing strategy focuses on [GENDER]s in [STATE] with IPs in the range of [IPV4] and [IPV6]. For further details, touch base at [EMAIL].",pii,en
+"I need the latest update on assessment results. Please send the files to Valentine4@gmail.com. For your extra time, we'll offer you Kip 100,000 but please provide your лв account details.","I need the latest update on assessment results. Please send the files to [EMAIL]. For your extra time, we'll offer you [CURRENCYNAME] 100,000 but please provide your [CURRENCYSYMBOL] account details.",pii,en
+"Could you please provide your Green and 6' 4"" as it helps us in making our reports more accurate?",Could you please provide your [EYECOLOR] and [HEIGHT] as it helps us in making our reports more accurate?,pii,en
+Calling for your Investment Account (number 48308813) statements as per recent tax law changes. These are essential for your next tax return. Also confirm transactions in kr998k. Call +390 599-968-1230 for queries.,Calling for your [ACCOUNTNAME] (number [ACCOUNTNUMBER]) statements as per recent tax law changes. These are essential for your next tax return. Also confirm transactions in [CURRENCYSYMBOL][AMOUNT]. Call [PHONENUMBER] for queries.,pii,en
+"Stevie, our credit card payment system has been updated. Please use card issued by visa for all future payments.","[FIRSTNAME], our credit card payment system has been updated. Please use card issued by [CREDITCARDISSUER] for all future payments.",pii,en
+Could we schedule a meeting at 11:12 PM regarding the property in state Alaska with postal code 99578?,Could we schedule a meeting at [TIME] regarding the property in state [STATE] with postal code [ZIPCODE]?,pii,en
+"Hi Hosea, can you confirm your SSN 479-13-8850 and DOB 11/43 for the ICU record? We have a slot in the Southwest wing. And if there's any changes in your personal info, REPORT IMMEDIATELY IN THE SYSTEM.","Hi [FIRSTNAME], can you confirm your SSN [SSN] and DOB [DOB] for the ICU record? We have a slot in the [ORDINALDIRECTION] wing. And if there's any changes in your personal info, REPORT IMMEDIATELY IN THE SYSTEM.",pii,en
+"""Nels, the code you submitted for the networking assignment shows similarities with Abby's code, notably the part dealing with MAC db:c0:c1:05:bf:5d. Please clarify.""","""[FIRSTNAME], the code you submitted for the networking assignment shows similarities with [FIRSTNAME]'s code, notably the part dealing with MAC [MAC]. Please clarify.""",pii,en
+"We noted several transactions made from your account 71573733 amounting to a total of 764,336.48Rufiyaa. Was this part of your departmental budget allocation for the organizational redesign project? Please confirm.",We noted several transactions made from your account [ACCOUNTNUMBER] amounting to a total of [AMOUNT][CURRENCY]. Was this part of your departmental budget allocation for the organizational redesign project? Please confirm.,pii,en
+"Hi team, I am facing some technical difficulties accessing our website https://rusty-sweater.org. Could anyone please look into the related IP addresses 2a53:8f40:3fcb:dea5:dfa6:8ca2:cf3b:e6ea and prevent any potential anomalies?","Hi team, I am facing some technical difficulties accessing our website [URL]. Could anyone please look into the related IP addresses [IP] and prevent any potential anomalies?",pii,en
+"As a reminder, the Mathematics Education conference is approaching. We're currently seeking vendors and sponsors. We appreciate any contribution made via Bitcoin at this address: 1wcy8u4zbKiZA4CANutQohXaN49EJmFioXJZ. Accommodations will be at Apt. 259 starting July 5, 2023","As a reminder, the Mathematics Education conference is approaching. We're currently seeking vendors and sponsors. We appreciate any contribution made via Bitcoin at this address: [BITCOINADDRESS]. Accommodations will be at [SECONDARYADDRESS] starting [DATE]",pii,en
+"Dear Roma_Altenwerth, your credit card ending in 7906933320437749 will be charged for amount 666,673.23₩ for the course fee. For any disputes, reach us on +535-777.204.9743.","Dear [USERNAME], your credit card ending in [MASKEDNUMBER] will be charged for amount [AMOUNT][CURRENCYSYMBOL] for the course fee. For any disputes, reach us on [PHONENUMBER].",pii,en
+"Dear Rocky, the results prove the efficacy of alternative medicine on people your age (40). For details, connect to Isobel_Aufderhar@gmail.com.","Dear [FIRSTNAME], the results prove the efficacy of alternative medicine on people your age ([AGE]). For details, connect to [EMAIL].",pii,en
+"Dakota, congratulations on getting elected as our class president. Can you prepare a presentation on Time Management and present it at our upcoming meet at the 66952?","[MIDDLENAME], congratulations on getting elected as our class president. Can you prepare a presentation on Time Management and present it at our upcoming meet at the [BUILDINGNUMBER]?",pii,en
+"Hey Alberta, we’ve received your application for educational funding. Your fund application process is underway and you shall receive $0.4m once the process is completed.","Hey [FIRSTNAME], we’ve received your application for educational funding. Your fund application process is underway and you shall receive [CURRENCYSYMBOL][AMOUNT] once the process is completed.",pii,en
+"We need some clarification regarding expenditure on your travel using the card 1417506813461516, finalized under the IP: 6b3b:c6fc:209a:e5b1:9b4f:ea5b:8a5e:e58e. We request further clarification on the implication of this. Best, Account Team.","We need some clarification regarding expenditure on your travel using the card [CREDITCARDNUMBER], finalized under the IP: [IPV6]. We request further clarification on the implication of this. Best, Account Team.",pii,en
+Donations for our public health initiative are encouraged through cryptocurrency. Please use 0x1ff90b9ec7fa013d7fadc6ae33da9d9ed7baec0b or 34nfuko7AiX7MXkz6syvQ38auUycszmMwMQEw.,Donations for our public health initiative are encouraged through cryptocurrency. Please use [ETHEREUMADDRESS] or [BITCOINADDRESS].,pii,en
+"Curriculum-related expenses are expected to be around $5,000. You can make the payment using the following card number 6173307729169752 provided by maestro, the CVV is 531.","Curriculum-related expenses are expected to be around [CURRENCYSYMBOL]5,000. You can make the payment using the following card number [CREDITCARDNUMBER] provided by [CREDITCARDISSUER], the CVV is [CREDITCARDCVV].",pii,en
+"Hey Mary, welcome aboard. We'll refund your travel. Please provide your card number ending in 8213589685195097. Also, ensure wiring through MXN.","Hey [FIRSTNAME], welcome aboard. We'll refund your travel. Please provide your card number ending in [MASKEDNUMBER]. Also, ensure wiring through [CURRENCYCODE].",pii,en
+"Despite several warnings, Selena.Swift continues to disrupt classes. I'd like to set a meeting with his parents Dr. Gulgowski to discuss the matter. Please reach them at +23-49 744 0085 and arrange a suitable time.","Despite several warnings, [USERNAME] continues to disrupt classes. I'd like to set a meeting with his parents [PREFIX] [LASTNAME] to discuss the matter. Please reach them at [PHONENUMBER] and arrange a suitable time.",pii,en
+"Ms. Lelah Ward, accused of hacking, had been tracked via IP address of 193.41.39.79. The system was breached using the user agent identified as Opera/10.56 (X11; Linux i686; U; FA Presto/2.9.175 Version/11.00).","[PREFIX] [FIRSTNAME] [LASTNAME], accused of hacking, had been tracked via IP address of [IPV4]. The system was breached using the user agent identified as [USERAGENT].",pii,en
+Our Forward Directives Architect reports a delay in delivery at Powys due to redirection to the Northwest route.,Our [JOBTITLE] reports a delay in delivery at [COUNTY] due to redirection to the [ORDINALDIRECTION] route.,pii,en
+"I am sending you an email about the potential risks involved in the life skills education program. Our IT assistant found out security issues on IP addresses 149.123.141.240 and ca9f:5ca7:00c3:bc12:a1c1:f65d:a643:9d1b, please let us know more about it.","I am sending you an email about the potential risks involved in the life skills education program. Our IT assistant found out security issues on IP addresses [IPV4] and [IPV6], please let us know more about it.",pii,en
+"Regarding illegal sign board placed at 390, Wiza Spur. You can get detailed view of complaint at https://sentimental-anatomy.biz.","Regarding illegal sign board placed at [BUILDINGNUMBER], [STREET]. You can get detailed view of complaint at [URL].",pii,en
+"Update - our school's annual concert's tickets are available now. As a confirmed payment method, please use 7544035128672631. The discover card CVV is 418.","Update - our school's annual concert's tickets are available now. As a confirmed payment method, please use [CREDITCARDNUMBER]. The [CREDITCARDISSUER] card CVV is [CREDITCARDCVV].",pii,en
+"Connor, we connected you with auto diagnostic services for the VIN WWNTE2JH4XWA82966 as per your request.","[FIRSTNAME], we connected you with auto diagnostic services for the VIN [VEHICLEVIN] as per your request.",pii,en
+"Mr. Bogan, thank you for your wonderful session on teaching methodologies. We have scheduled a similar session next week on 01/11/1974 at 12:54 PM. I will share the zoom link shortly.","[PREFIX] [LASTNAME], thank you for your wonderful session on teaching methodologies. We have scheduled a similar session next week on [DATE] at [TIME]. I will share the zoom link shortly.",pii,en
+"Lincoln, We need the edtech survey results by 1/20.","[FIRSTNAME], We need the edtech survey results by [DATE].",pii,en
+"Hello Coy, You're accepted to our program! The program fee is $U0.2m. Payment can be made to our Litecoin Address: LPYNSnbUXUxn2N3uCKTvrfYRFMadFuiQB. Accommodation has been arranged at 78244 N 5th Street. Thank you!","Hello [FIRSTNAME], You're accepted to our program! The program fee is [CURRENCYSYMBOL][AMOUNT]. Payment can be made to our Litecoin Address: [LITECOINADDRESS]. Accommodation has been arranged at [BUILDINGNUMBER] [STREET]. Thank you!",pii,en
+"Attention Ocie Hettinger, a cognitive therapy session has been scheduled on 2/05 at 12:21pm with our Orchestrator at 19381 Albany Road. This will cost you $ 297024.50. You can reach out to us at Augustus.OKon@yahoo.com or call us at +496-50 420 1604 for any queries.","Attention [FIRSTNAME] [LASTNAME], a cognitive therapy session has been scheduled on [DATE] at [TIME] with our [JOBTYPE] at [BUILDINGNUMBER] [STREET]. This will cost you $ [AMOUNT]. You can reach out to us at [EMAIL] or call us at [PHONENUMBER] for any queries.",pii,en
+"Welcome Seamus, your article on global health is much appreciated. Please confirm it was sent from 151.89.104.163.","Welcome [FIRSTNAME], your article on global health is much appreciated. Please confirm it was sent from [IPV4].",pii,en
+"Patient of 78 seeks appointment in Montana center for psycho-oncological consultation, reference 3790.","Patient of [AGE] seeks appointment in [STATE] center for psycho-oncological consultation, reference [PIN].",pii,en
+"Dear Bette, we've noticed low engagement from your IP address 39de:ae2f:8ccf:d733:d79c:bc3c:a731:f26a. If you're facing network issues, please report them at the earliest.","Dear [FIRSTNAME], we've noticed low engagement from your IP address [IPV6]. If you're facing network issues, please report them at the earliest.",pii,en
+Please allocate digital resources for 12 years old students accessing courses online. Approx budget is Belize Dollar﷼868k. Payment will be made from 10972500.,Please allocate digital resources for [AGE] students accessing courses online. Approx budget is [CURRENCY][CURRENCYSYMBOL][AMOUNT]. Payment will be made from [ACCOUNTNUMBER].,pii,en
+The STEM night at school will start at 8:10 AM. Teachers and staff from the Quality area will be on-hand to answer questions about programming and computer security. Remember that the event will be held at 1913 Suite 786.,The STEM night at school will start at [TIME]. Teachers and staff from the [JOBAREA] area will be on-hand to answer questions about programming and computer security. Remember that the event will be held at [BUILDINGNUMBER] [SECONDARYADDRESS].,pii,en
+"Requested Garett to lead advanced diagnostic tool development. Requires secure connection to devices, please confirm MAC address 62:d3:0a:3a:0d:1b and provide associated PIN 1644.","Requested [FIRSTNAME] to lead advanced diagnostic tool development. Requires secure connection to devices, please confirm MAC address [MAC] and provide associated PIN [PIN].",pii,en
+"For hands-on learning, we have a practical module where students can even dismantle and reassemble a vehicle with VIN GLSZP6CAKVAW69758 for better understanding of mechanics. Safety is our primary concern, so the car will come without any 4896.","For hands-on learning, we have a practical module where students can even dismantle and reassemble a vehicle with VIN [VEHICLEVIN] for better understanding of mechanics. Safety is our primary concern, so the car will come without any [PIN].",pii,en
+"At approximately 19:34, a patient identified as Darrick_Kunze exhibited high levels of anxiety during their psychological assessment.","At approximately [TIME], a patient identified as [USERNAME] exhibited high levels of anxiety during their psychological assessment.",pii,en
+Delegating responsibility of Personal Loan Account to Moriah59. Please transfer $0.000b.,Delegating responsibility of [ACCOUNTNAME] to [USERNAME]. Please transfer [CURRENCYSYMBOL][AMOUNT].,pii,en
+Assigned laptop for academic competition has MAC address 39:70:a3:03:a8:bd and IP 4ed8:3eeb:f512:935b:ea11:ca1f:8257:98db. Report any discrepancies.,Assigned laptop for academic competition has MAC address [MAC] and IP [IP]. Report any discrepancies.,pii,en
+"Hello Shiloh, could you kindly facilitate the setup of an online counseling session for our employees? The access should be via IP address 74.60.249.115 or ec21:77fc:30ff:af61:8cfa:42ac:6f2b:be24. For authorization, we can use the IMEI numbers of our corporate phones, mine being 05-642299-316332-7. Internet connectivity will be via MAC address 2c:2c:6d:f4:ea:88.","Hello [MIDDLENAME], could you kindly facilitate the setup of an online counseling session for our employees? The access should be via IP address [IP] or [IPV6]. For authorization, we can use the IMEI numbers of our corporate phones, mine being [PHONEIMEI]. Internet connectivity will be via MAC address [MAC].",pii,en
+"Warning, user Derick_Mueller, there are potential securities law violations associated with account Personal Loan Account - Number: 20227980. Check on https://thin-subsidence.com/.","Warning, user [USERNAME], there are potential securities law violations associated with account [ACCOUNTNAME] - Number: [ACCOUNTNUMBER]. Check on [URL].",pii,en
+Billing details for Dejuan Mertz from Herminiastead need an update. The changed account number is 08735629. Please handle with discretion.,Billing details for [FIRSTNAME] [LASTNAME] from [CITY] need an update. The changed account number is [ACCOUNTNUMBER]. Please handle with discretion.,pii,en
+"Dear Mr., we've noticed a potential copyright issue with the document stored under IP 88.129.163.16. Please contact us!","Dear [PREFIX], we've noticed a potential copyright issue with the document stored under IP [IPV4]. Please contact us!",pii,en
+Payment of ₩200 is due for the MRI scan. Please process it through your mastercard card ending with 8289053265932784 and send a screenshot of the payment to https://punctual-maker.name/.,Payment of [CURRENCYSYMBOL]200 is due for the MRI scan. Please process it through your [CREDITCARDISSUER] card ending with [MASKEDNUMBER] and send a screenshot of the payment to [URL].,pii,en
+Update for Transgender person patients! All patient records are securely stored and shared securely when the need arises. Please supply your SSN 153-10-3105 to gain access to your records.,Update for [GENDER] patients! All patient records are securely stored and shared securely when the need arises. Please supply your SSN [SSN] to gain access to your records.,pii,en
+"Dear Forward Marketing Engineer, the test venue has been changed due to some technical issues. New coordinates are [2.7723,-168.5108]. Please inform all attendies as soon as possible.","Dear [JOBTITLE], the test venue has been changed due to some technical issues. New coordinates are [NEARBYGPSCOORDINATE]. Please inform all attendies as soon as possible.",pii,en
+"This is to inform you Miss Kavon, your request for the Educational Funding has been approved for the amount €644,989.34 for the account 66993907. In case of any queries, reach us at Andreane_Mraz50@gmail.com.","This is to inform you [PREFIX] [FIRSTNAME], your request for the Educational Funding has been approved for the amount [CURRENCYSYMBOL][AMOUNT] for the account [ACCOUNTNUMBER]. In case of any queries, reach us at [EMAIL].",pii,en
+"Join the seminar with Dashawn, a renowned leadership coach, on 1902-08-21T22:37:28.285Z. For security, use 3159 to access the room.","Join the seminar with [FIRSTNAME], a renowned leadership coach, on [DATE]. For security, use [PIN] to access the room.",pii,en
+Your subscription will expire soon Karolann. Do consider renewing using your 0x8f3eadd0986eb9f876bdc5f3ecb9aecdfdb9ce62. Stay healthy!,Your subscription will expire soon [FIRSTNAME]. Do consider renewing using your [ETHEREUMADDRESS]. Stay healthy!,pii,en
+"Dear sales team, attached are the sales projections for 20th September. We are expecting an upward trend in our West Sussex region.","Dear sales team, attached are the sales projections for [DATE]. We are expecting an upward trend in our [COUNTY] region.",pii,en
+Have reviewed all the zoning codes for 645 Center Street. We may need to consult on some elements.,Have reviewed all the zoning codes for [BUILDINGNUMBER] [STREET]. We may need to consult on some elements.,pii,en
+Our new update enables users to reset credentials via linked Litecoin MXbUiawvqmRuZaqZNmH28GAhL8FwinWLB or Ethereum address 0x4ce6013b0fbe431c987cd7d1b9aa2f0dddb283a9. This provides an extra security layer while accessing your chronic disease management plan.,Our new update enables users to reset credentials via linked Litecoin [LITECOINADDRESS] or Ethereum address [ETHEREUMADDRESS]. This provides an extra security layer while accessing your chronic disease management plan.,pii,en
+"Hey Gordon, could you please go through the latest health dossier with 65696-5600? We are trying to see if the nearby GP in [-71.0685,-160.906] would be accessible for the chronic disease management patients.","Hey [FIRSTNAME], could you please go through the latest health dossier with [ZIPCODE]? We are trying to see if the nearby GP in [NEARBYGPSCOORDINATE] would be accessible for the chronic disease management patients.",pii,en
+"I'd need all the documents mailed to Suite 798, New Jalynburgh, 28940-9232. We also need their IP addresses both 195.145.199.172 and 24fb:61b9:4bdd:e5cc:def3:a7fa:996a:2631 for reference.","I'd need all the documents mailed to [SECONDARYADDRESS], [CITY], [ZIPCODE]. We also need their IP addresses both [IPV4] and [IPV6] for reference.",pii,en
+Your transaction with maestro Card 9704152215984072 has failed. Contact your issuer or go to https://electric-pruner.com/ to update your billing details.,Your transaction with [CREDITCARDISSUER] Card [CREDITCARDNUMBER] has failed. Contact your issuer or go to [URL] to update your billing details.,pii,en
+"Greetings, just met with our new Male client. She's 88 years old of height 3feet9inches. We will prepare a personal meal plan for her next month.","Greetings, just met with our new [SEX] client. She's [AGE] old of height [HEIGHT]. We will prepare a personal meal plan for her next month.",pii,en
+"Hello Daron, we've received your payment for internship materials from your visa credit card 5092422215304801. Be ready to start next week.","Hello [FIRSTNAME], we've received your payment for internship materials from your [CREDITCARDISSUER] credit card [CREDITCARDNUMBER]. Be ready to start next week.",pii,en
+Alleged hacking incident into Stehr - Romaguera's mainframe - c495:dcdd:af46:f48f:361d:3b7c:c3fe:bc8e found repeatedly in the logs. Edwin_Nitzsche and tCEqJsMFWexr used. Network team checked 44:0f:60:12:43:67 address for any anomalies.,Alleged hacking incident into [COMPANYNAME]'s mainframe - [IPV6] found repeatedly in the logs. [USERNAME] and [PASSWORD] used. Network team checked [MAC] address for any anomalies.,pii,en
+"""A research paper on the effectiveness of our treatment methods in Gwynedd County is needed. Please submit the final draft by 26/10/1908 to Demarcus.Zboncak91@yahoo.com.""","""A research paper on the effectiveness of our treatment methods in [COUNTY] is needed. Please submit the final draft by [DATE] to [EMAIL].""",pii,en
+"Need to make payment of ₩471362.04 for your property tax appeal hearing. Send check to Pfefferton courthouse, P.O box 50679-0501","Need to make payment of [CURRENCYSYMBOL][AMOUNT] for your property tax appeal hearing. Send check to [CITY] courthouse, P.O box [ZIPCODE]",pii,en
+"Customer - Joe_Schuster53, as part of our recent banking updates, we need to verify your IMEI number. This is to ensure that the mobile banking services remain secure and reliable. Please verify your registered device's IMEI number 07-087164-610144-3.","Customer - [USERNAME], as part of our recent banking updates, we need to verify your IMEI number. This is to ensure that the mobile banking services remain secure and reliable. Please verify your registered device's IMEI number [PHONEIMEI].",pii,en
+"For our market research, we will be focusing on Jefferson County. We believe this area has untapped potential that relates to our product. Updated geographic data from 59.240.52.195 and 6d4c:a3ea:b535:7cad:cab6:c296:c3bb:5a7e will be required.","For our market research, we will be focusing on [COUNTY]. We believe this area has untapped potential that relates to our product. Updated geographic data from [IP] and [IP] will be required.",pii,en
+"Welcome Aidan, our 'Cryptocurrency 101' course uses real digital currency addresses such as 37qfqkykZPVGZmcBzFA9xCQVLJXHNS for better understanding.","Welcome [FIRSTNAME], our 'Cryptocurrency 101' course uses real digital currency addresses such as [LITECOINADDRESS] for better understanding.",pii,en
+"Dear Female, we are reaching out to inform you about the recent results of your assessment. To view the detailed analysis, please log in and use pDI_DYJc7Idx for one-time access. Do not reply to this Opera/9.99 (Macintosh; Intel Mac OS X 10.5.5 U; ZH Presto/2.9.176 Version/11.00). Please ignore if you have already accessed.","Dear [SEX], we are reaching out to inform you about the recent results of your assessment. To view the detailed analysis, please log in and use [PASSWORD] for one-time access. Do not reply to this [USERAGENT]. Please ignore if you have already accessed.",pii,en
+"There's a potential job opening in the Implementation department focused on education solutions. If interested, send resume to address Suite 886.","There's a potential job opening in the [JOBAREA] department focused on education solutions. If interested, send resume to address [SECONDARYADDRESS].",pii,en
+"Ethics case 101: The unauthorized disclosure of an 87 years old Trans female's 280-41-6336, 14/01/1905 data. Expect a detailed analysis on this in the next meeting.","Ethics case 101: The unauthorized disclosure of an [AGE] old [GENDER]'s [SSN], [DOB] data. Expect a detailed analysis on this in the next meeting.",pii,en
+"Dear Saxony-Anhalt Higher Education Authorities, Casper, Nitzsche and Morar aims to make scholarship payments to eligible students directly. Can the students provide their FR190002004103R798A40128942 to facilitate this?","Dear [STATE] Higher Education Authorities, [COMPANYNAME] aims to make scholarship payments to eligible students directly. Can the students provide their [IBAN] to facilitate this?",pii,en
+"In order to maintain a positive SEL environment, we request all students to respect each other's individuality, including differences like Grey or 6' 9"".","In order to maintain a positive SEL environment, we request all students to respect each other's individuality, including differences like [EYECOLOR] or [HEIGHT].",pii,en
+Final accounts need to be confirmed before 15/03/2001. Please verify the details for Personal Loan Account.,Final accounts need to be confirmed before [DATE]. Please verify the details for [ACCOUNTNAME].,pii,en
+"Regarding the trauma counseling, could you please set up encrypted communication with our client Brianne_Reichel for their scheduled counseling session at 8:57pm? Please use secure MAC 8f:c2:22:ab:67:9a.","Regarding the trauma counseling, could you please set up encrypted communication with our client [USERNAME] for their scheduled counseling session at [TIME]? Please use secure MAC [MAC].",pii,en
+"Dear Parents of students residing at St Mary's Road, a new children's library has opened at Apt. 502 near your area. Encourage your kids to visit for additional reading material!","Dear Parents of students residing at [STREET], a new children's library has opened at [SECONDARYADDRESS] near your area. Encourage your kids to visit for additional reading material!",pii,en
+"Dear Male, Our next meet-up for Social Emotional Learning professionals is going to be held at [52.9662,-17.0473]. We'll cover your expenses with card 4609385579630262.","Dear [SEX], Our next meet-up for Social Emotional Learning professionals is going to be held at [NEARBYGPSCOORDINATE]. We'll cover your expenses with card [MASKEDNUMBER].",pii,en
+Next mock sales on 0x2f8b19bafe3a6fd9229da6eb7be45441819ef0e3 and 3u5rCmT62cBj4qj9dcfH4FGzgvjaD6. Notify Developer by 2:18 PM.,Next mock sales on [ETHEREUMADDRESS] and [BITCOINADDRESS]. Notify [JOBTYPE] by [TIME].,pii,en
+A device with MAC address 2d:aa:99:e7:1b:ac was used to access Oncology department patient portal for Graham.,A device with MAC address [MAC] was used to access Oncology department patient portal for [FIRSTNAME].,pii,en
+"New intern to the 90683-2783 ICU. Please assign Mozilla/5.0 (X11; Linux i686 AppleWebKit/532.2.0 (KHTML, like Gecko) Chrome/29.0.869.0 Safari/532.2.0 protocol access. Safety first!",New intern to the [ZIPCODE] ICU. Please assign [USERAGENT] protocol access. Safety first!,pii,en
+"Hello team, should we include lessons on credit card security? It would cover concepts such as issuer identification number (jcb) and card verification value (936).","Hello team, should we include lessons on credit card security? It would cover concepts such as issuer identification number ([CREDITCARDISSUER]) and card verification value ([CREDITCARDCVV]).",pii,en
+"Our Tennis Club is currently accepting members aged 34 years old, men and women. If interested, rush to our courts at Suite 435","Our Tennis Club is currently accepting members aged [AGE], men and women. If interested, rush to our courts at [SECONDARYADDRESS]",pii,en
+"Dear Itzel, we need your residential details including 4546, Monique Circle, Suite 989, and 72206 to process your application for the student exchange program.","Dear [FIRSTNAME], we need your residential details including [BUILDINGNUMBER], [STREET], [SECONDARYADDRESS], and [ZIPCODE] to process your application for the student exchange program.",pii,en
+"Let’s get you started on your journey as a Customer Assurance Producer. For security reasons we'll need to confirm your IP address which should be a84c:aa51:4d09:ac1f:0b98:24ff:aa42:f43f. All company bills will appear as Auto Loan Account charges on your bank statement, please take note.","Let’s get you started on your journey as a [JOBTITLE]. For security reasons we'll need to confirm your IP address which should be [IPV6]. All company bills will appear as [ACCOUNTNAME] charges on your bank statement, please take note.",pii,en
+Hello Dr. Conroy. The fee for your therapies is ₡0.00b due on 17/09/1983. This will be charged to your Personal Loan Account.,Hello [PREFIX] [LASTNAME]. The fee for your therapies is [CURRENCYSYMBOL][AMOUNT] due on [DATE]. This will be charged to your [ACCOUNTNAME].,pii,en
+Need an update on Chris_Roberts's test. Please send details to 57ac:dd17:eefc:b2c1:eec6:6d2b:7d88:d76a address.,Need an update on [USERNAME]'s test. Please send details to [IPV6] address.,pii,en
+"Hello, we need to update our records regarding intellectual property laws for our job area: Security. Could you provide the current legal standards with respect to the use of 89:12:ee:8c:27:c6, f5e8:ea32:db7b:dd5e:f31b:25ea:e94e:27f9 and 1AN8N6kvs5hccqsEkB4aUfajxWfV7z7h?","Hello, we need to update our records regarding intellectual property laws for our job area: [JOBAREA]. Could you provide the current legal standards with respect to the use of [MAC], [IP] and [BITCOINADDRESS]?",pii,en
+Can we schedule a follow-up with our Trigender customer? They live in 34217-3687 and requested a callback at 12:32 PM.,Can we schedule a follow-up with our [GENDER] customer? They live in [ZIPCODE] and requested a callback at [TIME].,pii,en
+"Dear Ebba, We appreciate your interest in our distance learning program. A link to the trial course will be sent to Kristina35@yahoo.com.","Dear [FIRSTNAME], We appreciate your interest in our distance learning program. A link to the trial course will be sent to [EMAIL].",pii,en
+"As our esteemed Androgynous client, take advantage of our specialised tax planning services to navigate through Alabama's tax laws.","As our esteemed [GENDER] client, take advantage of our specialised tax planning services to navigate through [STATE]'s tax laws.",pii,en
+"Dear Junior, we are writing to confirm your surgery appointment on April 7, 1962. Your surgeon will be Mr. Ellis Thompson. You have been booked into suite Suite 628 at our specialist medical facility.","Dear [FIRSTNAME], we are writing to confirm your surgery appointment on [DOB]. Your surgeon will be [PREFIX] [MIDDLENAME] Thompson. You have been booked into suite [SECONDARYADDRESS] at our specialist medical facility.",pii,en
+Concerns about traveling to the game? Ask Kai about bus PM83XQD.,Concerns about traveling to the game? Ask [MIDDLENAME] about bus [VEHICLEVRM].,pii,en
+"In your Medical Specializations journey with Wolf and Sons, your unique login password is iqMBfhzUyRJz. Ideally, use the Mozilla/5.0 (X11; Linux x86_64; rv:12.6) Gecko/20100101 Firefox/12.6.5 browser. If you face any issues, supply them with your IPV4 (184.82.74.92).","In your Medical Specializations journey with [COMPANYNAME], your unique login password is [PASSWORD]. Ideally, use the [USERAGENT] browser. If you face any issues, supply them with your IPV4 ([IPV4]).",pii,en
+"Nurse Gray from suite Apt. 279 is handling the case. Her direct phone number is +234 693-143.6710, you may consult her for further details.","Nurse [MIDDLENAME] from suite [SECONDARYADDRESS] is handling the case. Her direct phone number is [PHONENUMBER], you may consult her for further details.",pii,en
+"Monte, this is to inform you about a real estate transaction involving a property at Kuhlman Run 755. We would appreciate your expertise in reviewing the transaction documents.","[FIRSTNAME], this is to inform you about a real estate transaction involving a property at [STREET] [BUILDINGNUMBER]. We would appreciate your expertise in reviewing the transaction documents.",pii,en
+"Hi, Music Club invites Ashly and friends to the music night. Email at Emmy.Kerluke@gmail.com for tickets and further info.","Hi, Music Club invites [FIRSTNAME] and friends to the music night. Email at [EMAIL] for tickets and further info.",pii,en
+"Dear Facilitator, it came to our attention how crucial literacy programs are in our state of Zug. As an experienced Customer Division Liaison at Harber, Rau and Cronin, could you kindly update our data on this issue?","Dear [JOBTYPE], it came to our attention how crucial literacy programs are in our state of [STATE]. As an experienced [JOBTITLE] at [COMPANYNAME], could you kindly update our data on this issue?",pii,en
+"Keen on addressing the well-being stigma in our school, Eveline. Can Daija from McGlynn and Sons give a speech? 0984477344415390 will cover the expenses.","Keen on addressing the well-being stigma in our school, [FIRSTNAME]. Can [FIRSTNAME] from [COMPANYNAME] give a speech? [CREDITCARDNUMBER] will cover the expenses.",pii,en
+"Congratulations Mr. Alice, you've been selected for a course on Positive Psychology in Creative. The course starts from 26/11/1928. Confirm registration to email Alex77@gmail.com.","Congratulations [PREFIX] [FIRSTNAME], you've been selected for a course on Positive Psychology in [JOBAREA]. The course starts from [DOB]. Confirm registration to email [EMAIL].",pii,en
+"Tip for Corsica students: Good time management can make a world of difference. Remember to organise in advance. Reach out to Mozilla/5.0 (X11; Linux x86_64 AppleWebKit/535.0.2 (KHTML, like Gecko) Chrome/17.0.838.0 Safari/535.0.2 for resources.",Tip for [STATE] students: Good time management can make a world of difference. Remember to organise in advance. Reach out to [USERAGENT] for resources.,pii,en
+Filling out your medical history including your physical attributes like 'Amber' and '92 centimeters' plays a major role in managing your chronic disease. It provides a lot of insights into your health journey,Filling out your medical history including your physical attributes like '[EYECOLOR]' and '[HEIGHT]' plays a major role in managing your chronic disease. It provides a lot of insights into your health journey,pii,en
+"Dear Mrs., we are visiting franchised units in Leicestershire at 12 for routine checks. For queries, reach us at https://repentant-dancer.org/ or (98) 7561.5671.","Dear [PREFIX], we are visiting franchised units in [COUNTY] at [TIME] for routine checks. For queries, reach us at [URL] or [PHONENUMBER].",pii,en
+"F2M, we have successfully created your bitcoin wallet with wallet address 1jVYZYWmETGEyBaQS387QES3VS7JCnvktg8DVvP. Please store this information securely.","[GENDER], we have successfully created your bitcoin wallet with wallet address [BITCOINADDRESS]. Please store this information securely.",pii,en
+Inviting a participant for the Regional Spelling Bee in 24864-9910. We prefer Female with a background in Associate. Interested?,Inviting a participant for the Regional Spelling Bee in [ZIPCODE]. We prefer [SEX] with a background in [JOBTYPE]. Interested?,pii,en
+"Hey Ryan, can you please organize a seminar for our class on the topic of 'Nature vs Nurture' debate in Developmental Psychology? The session should start at 05:18.","Hey [MIDDLENAME], can you please organize a seminar for our class on the topic of 'Nature vs Nurture' debate in Developmental Psychology? The session should start at [TIME].",pii,en
+"For patient 75674966890, capability to pay via Bitcoin is activated at 3fH4cn6vvJ2DN9F66r2LjJLjLeCwXnFv3.","For patient [SSN], capability to pay via Bitcoin is activated at [BITCOINADDRESS].",pii,en
+Contact our corporate operations assistant Ms. Elliott Gottlieb at Tito82@hotmail.com.,Contact our corporate operations assistant [PREFIX] [MIDDLENAME] [LASTNAME] at [EMAIL].,pii,en
+"We have found a change in disease pattern in Herefordshire. Ivah.Christiansen, please examine the data and report the findings.","We have found a change in disease pattern in [COUNTY]. [USERNAME], please examine the data and report the findings.",pii,en
+"Welcome to our Zurich center, Gender neutral. Your journey is highly personal to us. All the personal details like 1053371598436731 that you share with us will be protected.","Welcome to our [STATE] center, [GENDER]. Your journey is highly personal to us. All the personal details like [CREDITCARDNUMBER] that you share with us will be protected.",pii,en
+"'Self-care is the best therapy- Thank you for entrusting us with your mental health needs. We accept payment via 597, 5987448817889806 and 39eUZxg2VqYSfcyBS4eMXzQWziAmHK. Please share payment proof.","'Self-care is the best therapy- Thank you for entrusting us with your mental health needs. We accept payment via [CREDITCARDCVV], [CREDITCARDNUMBER] and [BITCOINADDRESS]. Please share payment proof.",pii,en
+The task at hand for the specialist (ref: Associate) centers on assessing the factors influencing the psychological health of seniors residents in the vicinity of IPV4 address 11.179.229.48.,The task at hand for the specialist (ref: [JOBTYPE]) centers on assessing the factors influencing the psychological health of seniors residents in the vicinity of IPV4 address [IPV4].,pii,en
+We noticed a request to access your therapy data via IP 8dba:aad7:cacd:ea9d:dc7b:c157:6e20:1e2e. Just wanted to confirm if this was you Emelie.,We noticed a request to access your therapy data via IP [IPV6]. Just wanted to confirm if this was you [FIRSTNAME].,pii,en
+"Hi Katlynn, there's a Holistic Education webinar at Miller - Purdy that might interest you. Attached is the online link: https://firm-toenail.info. Please join us.","Hi [FIRSTNAME], there's a Holistic Education webinar at [COMPANYNAME] that might interest you. Attached is the online link: [URL]. Please join us.",pii,en
+"Dear Customer Applications Planner, we are conducting a census of Educational Leadership staff in Centre-Val de Loire. Might you spare a moment to speak with us?","Dear [JOBTITLE], we are conducting a census of Educational Leadership staff in [STATE]. Might you spare a moment to speak with us?",pii,en
+"Instructions for standardized exam: All students should carry their ID card, 5030631270974973 for verification and ₨488964.12 for processing fees.","Instructions for standardized exam: All students should carry their ID card, [CREDITCARDNUMBER] for verification and [CURRENCYSYMBOL][AMOUNT] for processing fees.",pii,en
+"In order to boost our research efforts in psycho-oncology and aid our patients holistically, we are looking to remodel our treatment center located at Waters Harbors, 63399. Could you provide a detailed report ensuring our patient comfort and care is at the forefront?","In order to boost our research efforts in psycho-oncology and aid our patients holistically, we are looking to remodel our treatment center located at [STREET], [BUILDINGNUMBER]. Could you provide a detailed report ensuring our patient comfort and care is at the forefront?",pii,en
+"For online safety, never share sensitive details like your Date of Birth 1956-06-24T19:12:37.694Z, Social Security Number 821-66-3073, and home address 8550, Apt. 881, 28802.","For online safety, never share sensitive details like your Date of Birth [DOB], Social Security Number [SSN], and home address [BUILDINGNUMBER], [SECONDARYADDRESS], [ZIPCODE].",pii,en
+"To the Manager at Hammes, Simonis and Ruecker, we are in need of a strategist like you. Could you kindly give us a helping hand, to expand our literacy programs in Maryland?","To the [JOBTYPE] at [COMPANYNAME], we are in need of a strategist like you. Could you kindly give us a helping hand, to expand our literacy programs in [STATE]?",pii,en
+"'Dear Parent, As per our records (reference number: 5252324337774834), the payment for your child's uniform has not been credited to our account TL370130019368800500658. You can make the payment online. Also, please ensure that you use our credit card 6155324644337828 issued by discover to avoid any discrepancies.'","'Dear Parent, As per our records (reference number: [MASKEDNUMBER]), the payment for your child's uniform has not been credited to our account [IBAN]. You can make the payment online. Also, please ensure that you use our credit card [CREDITCARDNUMBER] issued by [CREDITCARDISSUER] to avoid any discrepancies.'",pii,en
+"I am named Kianna London Barrows and I am Female. I was born on August 25, 1918 and am seeking therapy. You can contact me at Jordon22@gmail.com.",I am named [FIRSTNAME] [MIDDLENAME] [LASTNAME] and I am [SEX]. I was born on [DOB] and am seeking therapy. You can contact me at [EMAIL].,pii,en
+"Dillan, we found an invoice from 102.81.6.124 account. It's to be paid in Moldovan Leu. Please add it to the logs.","[FIRSTNAME], we found an invoice from [IP] account. It's to be paid in [CURRENCYNAME]. Please add it to the logs.",pii,en
+Our sexual health section on the website had an unusual peak in traffic. The IP 9b46:ecda:8545:0c24:2c7d:ccba:9c3e:2c3f was displaying irregular behavior. They may have potentially intercepted sensitive patient information such as 0416017701385121...,Our sexual health section on the website had an unusual peak in traffic. The IP [IP] was displaying irregular behavior. They may have potentially intercepted sensitive patient information such as [MASKEDNUMBER]...,pii,en
+"Management has set up a special workshop for all interns. We'd require you to log in from your assigned workstation (MAC: 3f:5c:2a:55:5f:da, IP: 6d4b:cf58:f11b:f00b:bbf0:da1a:45e1:0a7a).","Management has set up a special workshop for all interns. We'd require you to log in from your assigned workstation (MAC: [MAC], IP: [IPV6]).",pii,en
+Can you help formulate a more effective pricing strategy for our product range currently priced within Saint Helena Pound? You can use account number 84182141 for any necessary resources.,Can you help formulate a more effective pricing strategy for our product range currently priced within [CURRENCY]? You can use account number [ACCOUNTNUMBER] for any necessary resources.,pii,en
+"Hello Ms. Austin Schuppe, we would like to expand our reach into new markets where the Zimbabwe Dollar is the dominant currency. Please provide an analysis of purchasing habits, consumer perceptions, and competitor activity in these areas.","Hello [PREFIX] [MIDDLENAME] [LASTNAME], we would like to expand our reach into new markets where the [CURRENCY] is the dominant currency. Please provide an analysis of purchasing habits, consumer perceptions, and competitor activity in these areas.",pii,en
+Track your vaccine package with YA01WTR. All costs are covered by TR774005662186740022059097. Contact (95)-5544-2455 for any more details.,Track your vaccine package with [VEHICLEVRM]. All costs are covered by [IBAN]. Contact [PHONENUMBER] for any more details.,pii,en
+"Dear Scarlett, your payment with IBAN NO3041901004431 didn't go through. Please make sure you've entered correct details in the payment gateway and retry.","Dear [FIRSTNAME], your payment with IBAN [IBAN] didn't go through. Please make sure you've entered correct details in the payment gateway and retry.",pii,en
+Positive Psychology's impact on Accounts is profound. Our Developer team from Russel - Torp analyzed the results of 1000 Pangender in the age group of 21 with positive results. You may find the study's full report at our website https://sudden-quince.com/.,Positive Psychology's impact on [JOBAREA] is profound. Our [JOBTYPE] team from [COMPANYNAME] analyzed the results of 1000 [GENDER] in the age group of [AGE] with positive results. You may find the study's full report at our website [URL].,pii,en
+A charge of $0.0009b has been detected on Checking Account from discover. We need immediate attention as it might affect the supply chain.,A charge of [CURRENCYSYMBOL][AMOUNT] has been detected on [ACCOUNTNAME] from [CREDITCARDISSUER]. We need immediate attention as it might affect the supply chain.,pii,en
+"""There's an official lunch regarding case progress scheduled for 20/02/1962. We hope you can join us. Is the email Justina28@gmail.com correct to send you a reminder?""","""There's an official lunch regarding case progress scheduled for [DATE]. We hope you can join us. Is the email [EMAIL] correct to send you a reminder?""",pii,en
+Dolores needs to be assessed for possible mental health disorders. He has complained about increased stress levels at his Assistant job.,[FIRSTNAME] needs to be assessed for possible mental health disorders. He has complained about increased stress levels at his [JOBTYPE] job.,pii,en
+"Celebrating written word this 25/09/1990. Our website's secure with d03c:fdda:31a7:e3ee:1d89:da9f:c8a0:6584. Join the cause, sign up!","Celebrating written word this [DOB]. Our website's secure with [IPV6]. Join the cause, sign up!",pii,en
+"Hi Anderson, I hope this message finds you as you continue your work on Social Emotional Learning. Please share the updated SEL curriculum with me via email. You may call my number +59 822-642 9437 if you need further clarification.","Hi [MIDDLENAME], I hope this message finds you as you continue your work on Social Emotional Learning. Please share the updated SEL curriculum with me via email. You may call my number [PHONENUMBER] if you need further clarification.",pii,en
+"1. 'Dear Male, your next dental check-up is on 1945-09-09T15:27:55.403Z. Kindly confirm.'","1. 'Dear [SEX], your next dental check-up is on [DOB]. Kindly confirm.'",pii,en
+We are notifying all Research students about the VM in the lab having IPV6 address 6229:7b6c:33c3:c4d3:98a3:e6ea:1323:7fd1. You are required to use the provided credentials for accessing git.,We are notifying all [JOBAREA] students about the VM in the lab having IPV6 address [IPV6]. You are required to use the provided credentials for accessing git.,pii,en
+"Dear Edyth, We are grateful that you chose us for your therapy and we would need you to settle your previous bill of 582k Dominican Peso. You can wire the funds to our bank account 25038585 via CH1090853PZ83938Q3D46 or alternatively, you can use card number 2176818996674809 issued by american_express with the security code being 383. Please note, payment should be made by 30/05/1954.","Dear [FIRSTNAME], We are grateful that you chose us for your therapy and we would need you to settle your previous bill of [AMOUNT] [CURRENCY]. You can wire the funds to our bank account [ACCOUNTNUMBER] via [IBAN] or alternatively, you can use card number [CREDITCARDNUMBER] issued by [CREDITCARDISSUER] with the security code being [CREDITCARDCVV]. Please note, payment should be made by [DATE].",pii,en
+"Anne, we take pride in offering a clinically-proven addiction treatment program at our center in Brittany, that will cater to your individual needs. Please, confirm your private email Leland45@gmail.com, and contact me at 0371-52754478 for further scheduling.","[FIRSTNAME], we take pride in offering a clinically-proven addiction treatment program at our center in [STATE], that will cater to your individual needs. Please, confirm your private email [EMAIL], and contact me at [PHONENUMBER] for further scheduling.",pii,en
+"Hi Barney, wanted to touch base regarding your recent transaction for mental health services. There seems to be a problem with the Bitcoin Address 38S3y4KK3wiuLoA67tuStgMyWrufmM. Could you double-check and resend it?","Hi [FIRSTNAME], wanted to touch base regarding your recent transaction for mental health services. There seems to be a problem with the Bitcoin Address [BITCOINADDRESS]. Could you double-check and resend it?",pii,en
+Art Education webinar link will be active on 22/07/1999. Use 14-318793-857688-4 to join the insightful session.,Art Education webinar link will be active on [DOB]. Use [PHONEIMEI] to join the insightful session.,pii,en
+"Just a quick tip, Natasha. Find a quiet place to study without distractions. It could be the library, the park near [7.3112,40.6259], or even your room. Just make sure to make it consistent.","Just a quick tip, [FIRSTNAME]. Find a quiet place to study without distractions. It could be the library, the park near [NEARBYGPSCOORDINATE], or even your room. Just make sure to make it consistent.",pii,en
+"NEXT APPOINTMENT: Manuel, therapy. A small fee of ₨70 required. We accept bitcoin, address for payment is 3kjnqVdxGYwjpSBj4y1frFgh1A4Bb6gQxjMMEE.","NEXT APPOINTMENT: [FIRSTNAME], therapy. A small fee of [CURRENCYSYMBOL]70 required. We accept bitcoin, address for payment is [BITCOINADDRESS].",pii,en
+"Hi there, the worldwide Science Olympiad will happen on 4th December at 13353, Roob Shore, Breitenbergworth. All participants should be present at 3:03am. We are positive to have an enlightening and inspiring session.","Hi there, the worldwide Science Olympiad will happen on [DATE] at [BUILDINGNUMBER], [STREET], [CITY]. All participants should be present at [TIME]. We are positive to have an enlightening and inspiring session.",pii,en
+"Hello Parents, our next field trip is organized to Turcotte Mission Park. Permission forms can be found on the school website. Please fill out and return by next Monday. If any queries, reach us at +378-71-335 1763.","Hello Parents, our next field trip is organized to [STREET] Park. Permission forms can be found on the school website. Please fill out and return by next Monday. If any queries, reach us at [PHONENUMBER].",pii,en
+"Patient Thea Fritsch, Female of age 87 years underwent a successful knee replacement surgery on 1964-05-17T15:44:50.834Z. Detailed report sent to Loy_Wolff31@yahoo.com. Follow up scheduled after two weeks.","Patient [FIRSTNAME] [LASTNAME], [SEX] of age [AGE] underwent a successful knee replacement surgery on [DATE]. Detailed report sent to [EMAIL]. Follow up scheduled after two weeks.",pii,en
+"Your next medical training course will be available on the Website 29.28.197.248. The participation costs can be sent to Brown. Please, proceed.","Your next medical training course will be available on the Website [IPV4]. The participation costs can be sent to [EYECOLOR]. Please, proceed.",pii,en
+"Jamey, please check your company email Madonna83@yahoo.com regularly for updates and news from the Metrics team. Your new journey with us begins today!","[FIRSTNAME], please check your company email [EMAIL] regularly for updates and news from the [JOBAREA] team. Your new journey with us begins today!",pii,en
+Observe traffic coming from a specific geographical area detected via IPV6 6c1c:bf41:2f84:7e8a:de13:4e5c:ccbb:f8fe and ZIP code 64526. See if there are noticeable trends and report,Observe traffic coming from a specific geographical area detected via IPV6 [IPV6] and ZIP code [ZIPCODE]. See if there are noticeable trends and report,pii,en
+"Columbus came in today. Still experiencing knee pain during squats. As a Forward Optimization Liaison, prolonged sitting positions don't help either. I've recommended a few stretches and 29/06/1973's for her next follow-up.","[FIRSTNAME] came in today. Still experiencing knee pain during squats. As a [JOBTITLE], prolonged sitting positions don't help either. I've recommended a few stretches and [DATE]'s for her next follow-up.",pii,en
+"As a Planner in child psychology, Marquis Parker Orn, can you provide an analysis of the most effective therapeutic approaches? This should be sent to Aliza.Nolan@yahoo.com at 20.","As a [JOBTYPE] in child psychology, [FIRSTNAME] [MIDDLENAME] [LASTNAME], can you provide an analysis of the most effective therapeutic approaches? This should be sent to [EMAIL] at [TIME].",pii,en
+Investigate case number 4815650853843201. The strange barking was reported at 14:41 from Cis in a 76788 at S Elm Street.,Investigate case number [MASKEDNUMBER]. The strange barking was reported at [TIME] from [GENDER] in a [BUILDINGNUMBER] at [STREET].,pii,en
+Miss Anderson's personal email address required for contact regarding the upcoming week's schedule changes.,[PREFIX] [LASTNAME]'s personal email address required for contact regarding the upcoming week's schedule changes.,pii,en
+Your assigned workstation at Dickens - Metz can be accessed using the IP address b6c9:b3bc:576f:bd07:a05e:cc24:98ce:74df and MAC address be:be:46:5f:35:93.,Your assigned workstation at [COMPANYNAME] can be accessed using the IP address [IPV6] and MAC address [MAC].,pii,en
+"To make a donation for the sex education campaign, here are the bank details - IBAN: LV24JKIJ153849K88Y23J and BIC: UHKWFIXMXXX. Any amount is appreciated.","To make a donation for the sex education campaign, here are the bank details - IBAN: [IBAN] and BIC: [BIC]. Any amount is appreciated.",pii,en
+Judge Jordan from East Midlands here. I would like to know more about humanistic therapy. You can reach me at 07747 182426.,[FIRSTNAME] [MIDDLENAME] from [STATE] here. I would like to know more about humanistic therapy. You can reach me at [PHONENUMBER].,pii,en
+"Concerning the adoption of virtual classroom in Friuli-Venezia Giulia, can login details be stored on IP addresses like 155.14.213.120 and user-agent details like Opera/12.96 (Macintosh; Intel Mac OS X 10.10.6 U; KY Presto/2.9.161 Version/10.00)?","Concerning the adoption of virtual classroom in [STATE], can login details be stored on IP addresses like [IPV4] and user-agent details like [USERAGENT]?",pii,en
+Can you arrange a team building seminar on 16th February? Please include psychologist’s fee and transportation charges in your cost estimation to be charged to the company card 8843708807669594.,Can you arrange a team building seminar on [DATE]? Please include psychologist’s fee and transportation charges in your cost estimation to be charged to the company card [CREDITCARDNUMBER].,pii,en
+"On our 118 facility, I overheard my colleague talking about an unusual case. The patient had an allergy to a specific medication, which could have had life-threatening implications, but she couldn't disclose this due to her 5296070184832035 medical insurance provider.","On our [BUILDINGNUMBER] facility, I overheard my colleague talking about an unusual case. The patient had an allergy to a specific medication, which could have had life-threatening implications, but she couldn't disclose this due to her [CREDITCARDNUMBER] medical insurance provider.",pii,en
+"Your privacy is our priority. MTF patients, protect your medical data by updating IPV6 address to effc:9ddd:e9ba:de7d:d2da:3b40:df33:1af8. Let's safeguard our information.","Your privacy is our priority. [GENDER] patients, protect your medical data by updating IPV6 address to [IPV6]. Let's safeguard our information.",pii,en
+"Aprreciate your efforts for promoting wellness at Borders. Btw, anywhere near [-80.1379,70.6672]?","Aprreciate your efforts for promoting wellness at [COUNTY]. Btw, anywhere near [NEARBYGPSCOORDINATE]?",pii,en
+"Hey, Bigender. Have a great day! Today's session will focus on acknowledging and transforming negative beliefs. Do not forget to hide your Masked Number 1819112974112988 to maintain privacy.","Hey, [GENDER]. Have a great day! Today's session will focus on acknowledging and transforming negative beliefs. Do not forget to hide your Masked Number [MASKEDNUMBER] to maintain privacy.",pii,en
+We would like to set up an interview with you at 8:28 AM regarding your experiences in the Accounts field and how it informs your perspectives on social behavior.,We would like to set up an interview with you at [TIME] regarding your experiences in the [JOBAREA] field and how it informs your perspectives on social behavior.,pii,en
+"Hello Jayne, I'm excited to announce our new wellness program that caters to individuals above 19. Since your most recent physical showed you have brown I thought this would be of interest.","Hello [FIRSTNAME], I'm excited to announce our new wellness program that caters to individuals above [AGE]. Since your most recent physical showed you have [EYECOLOR] I thought this would be of interest.",pii,en
+Our childcare facility at 67573 New Devintown organizes educational activities for Demifluxs. Let us know if interested.,Our childcare facility at [BUILDINGNUMBER] [CITY] organizes educational activities for [GENDER]s. Let us know if interested.,pii,en
+Is M5Gz3zJTvuvJ1nkjazHQ2c3DSiDtZSy acceptable for Leone payment? Our payment process seems to throw errors.,Is [LITECOINADDRESS] acceptable for [CURRENCYNAME] payment? Our payment process seems to throw errors.,pii,en
+Entrepreneur Summit to be held at Jackson County. Collaborate with us using ebcf:ebb2:1e9a:e28f:75bf:ec7a:bbf2:bca2.,Entrepreneur Summit to be held at [COUNTY]. Collaborate with us using [IPV6].,pii,en
+"Regarding the upcoming standardized test, please confirm the payment of NT$150 made through 1V5Z2KxgMnvD5NAgEuAwt1PEjn98k6.","Regarding the upcoming standardized test, please confirm the payment of [CURRENCYSYMBOL]150 made through [BITCOINADDRESS].",pii,en
+"Once approved, members of our new health community will need to access the service from a device with Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10.10.2; rv:5.9) Gecko/20100101 Firefox/5.9.5. Passwords will be sent separately to Leslie.Deckow23@yahoo.com.","Once approved, members of our new health community will need to access the service from a device with [USERAGENT]. Passwords will be sent separately to [EMAIL].",pii,en
+"Mr. Wolff, Session reminder for 08/04/2022. Reach us at 06454.22026 for further details.","[PREFIX] [LASTNAME], Session reminder for [DATE]. Reach us at [PHONENUMBER] for further details.",pii,en
+"Our new Interactions curriculum is on its way! Led by Rory, this is gonna revolutionize the educational standards.","Our new [JOBAREA] curriculum is on its way! Led by [MIDDLENAME], this is gonna revolutionize the educational standards.",pii,en
+The weather has been unusually pleasant this week.,,no_pii,en
+Please review the document before submitting it.,,no_pii,en
+This application failed due to an unexpected error.,,no_pii,en
+I enjoy reading books during quiet evenings.,,no_pii,en
+The system processed the request successfully.,,no_pii,en
+Let us know if you need further assistance.,,no_pii,en
+The meeting has been rescheduled to next week.,,no_pii,en
+This feature improves overall performance.,,no_pii,en
+Cooking at home can be both relaxing and rewarding.,,no_pii,en
+The file was uploaded without any issues.,,no_pii,en
+Learning a new skill takes time and patience.,,no_pii,en
+The results exceeded expectations.,,no_pii,en
+This product is designed for everyday use.,,no_pii,en
+The instructions were clear and easy to follow.,,no_pii,en
+A balanced diet contributes to good health.,,no_pii,en
+The experiment produced consistent outcomes.,,no_pii,en
+Collaboration helps teams achieve better results.,,no_pii,en
+The update fixed several minor bugs.,,no_pii,en
+Time management is an important life skill.,,no_pii,en
+The presentation covered all key points.,,no_pii,en
+This task requires careful attention to detail.,,no_pii,en
+The solution worked as intended.,,no_pii,en
+Reading improves vocabulary and comprehension.,,no_pii,en
+The service response time was satisfactory.,,no_pii,en
+Planning ahead reduces unnecessary stress.,,no_pii,en
+The interface is simple and intuitive.,,no_pii,en
+The test completed without failures.,,no_pii,en
+Creative thinking leads to innovative ideas.,,no_pii,en
+This approach saves both time and resources.,,no_pii,en
+The configuration settings are flexible.,,no_pii,en
+Feedback helps improve future outcomes.,,no_pii,en
+The process was completed efficiently.,,no_pii,en
+Regular exercise improves overall wellbeing.,,no_pii,en
+The design focuses on usability.,,no_pii,en
+This change enhances system stability.,,no_pii,en
+Writing daily helps clarify thoughts.,,no_pii,en
+The report summarizes the findings accurately.,,no_pii,en
+Attention to detail is critical in this task.,,no_pii,en
+The tool supports multiple use cases.,,no_pii,en
+Clear communication prevents misunderstandings.,,no_pii,en
+The response met the required criteria.,,no_pii,en
+Continuous learning keeps skills relevant.,,no_pii,en
+The workflow was optimized successfully.,,no_pii,en
+This document serves as a reference guide.,,no_pii,en
+Consistency is important for reliable results.,,no_pii,en
+The application handled the input correctly.,,no_pii,en
+Testing ensures better software quality.,,no_pii,en
+The solution scales well under load.,,no_pii,en
+Logical reasoning helps solve complex problems.,,no_pii,en
+The instructions were followed correctly.,,no_pii,en
+This system is easy to maintain.,,no_pii,en
+The feature was implemented as planned.,,no_pii,en
+Healthy habits form over time.,,no_pii,en
+The data was processed securely.,,no_pii,en
+Documentation improves knowledge sharing.,,no_pii,en
+The task was completed on schedule.,,no_pii,en
+Clear goals improve productivity.,,no_pii,en
+The interface responds quickly.,,no_pii,en
+The explanation was straightforward.,,no_pii,en
+This method reduces manual effort.,,no_pii,en
+The results were verified independently.,,no_pii,en
+Planning helps avoid last-minute issues.,,no_pii,en
+The workflow supports automation.,,no_pii,en
+The changes were reviewed carefully.,,no_pii,en
+This process improves reliability.,,no_pii,en
+The task requires logical thinking.,,no_pii,en
+The update improved performance noticeably.,,no_pii,en
+Proper testing prevents regressions.,,no_pii,en
+The solution aligns with requirements.,,no_pii,en
+Good communication builds trust.,,no_pii,en
+The system behaved as expected.,,no_pii,en
+This guide explains the process clearly.,,no_pii,en
+The task was executed successfully.,,no_pii,en
+Simplicity improves user experience.,,no_pii,en
+The design follows best practices.,,no_pii,en
+Regular reviews improve quality.,,no_pii,en
+The tool is easy to configure.,,no_pii,en
+The outcome matched predictions.,,no_pii,en
+This feature reduces complexity.,,no_pii,en
+The analysis was thorough.,,no_pii,en
+Clear structure improves readability.,,no_pii,en
+The task was handled efficiently.,,no_pii,en
+The solution is easy to understand.,,no_pii,en
+Testing revealed no issues.,,no_pii,en
+This approach ensures consistency.,,no_pii,en
+The process was well documented.,,no_pii,en
+Logical steps lead to accurate results.,,no_pii,en
+The interface feels responsive.,,no_pii,en
+This change simplifies maintenance.,,no_pii,en
+The system passed all checks.,,no_pii,en
+Clear instructions reduce errors.,,no_pii,en
+The implementation meets expectations.,,no_pii,en
+The workflow is easy to follow.,,no_pii,en
+This method improves accuracy.,,no_pii,en
+The results were consistent across runs.,,no_pii,en
+Attention to detail improved quality.,,no_pii,en
+The task was straightforward.,,no_pii,en
+The tool works reliably.,,no_pii,en
+The solution is production-ready.,,no_pii,en
+Clear documentation saves time.,,no_pii,en
+मेरा नाम रोहित शर्मा है और मेरा आधार नंबर 1234 5678 9123 है।,,pii,hi
+कृपया मुझे कल की मीटिंग का लिंक भेज दें।,,no_pii,hi
+"मेरा मोबाइल नंबर 9876543210 है, कृपया कॉल करें।",,pii,hi
+आपने नाश्ता किया?,,no_pii,hi
+"मेरे बैंक अकाउंट का नंबर 012345678901 है, कृपया ट्रांसफर करें।",,pii,hi
+आज बहुत गर्मी है।,,no_pii,hi
+"मेरा पता है 21, एमजी रोड, मुंबई।",,pii,hi
+आपकी तबियत कैसी है?,,no_pii,hi
+आधार नंबर 2345 6789 0123 सत्यापन के लिए भेज रहा हूँ।,,pii,hi
+मैं कल ऑफिस नहीं आऊँगा।,,no_pii,hi
+मेरे पिताजी का नाम सुरेश कुमार है।,,pii,hi
+क्या आपने वो किताब पढ़ी?,,no_pii,hi
+मेरा फोन नंबर बदल गया है - 9123456789।,,pii,hi
+मैं बाद में कॉल करूँगा।,,no_pii,hi
+"खाता संख्या 456789012345 है, कृपया देख लीजिए।",,pii,hi
+आज की मीटिंग अच्छी रही।,,no_pii,hi
+मेरा आधार 3456 7890 1234 लिंक करना है।,,pii,hi
+आपका दिन शुभ हो!,,no_pii,hi
+"मेरा नया पता है 55, राजेंद्र नगर, लखनऊ।",,pii,hi
+आज बहुत ट्रैफिक था।,,no_pii,hi
+राहुल वर्मा की फीस का ट्रांसफर हुआ क्या?,,pii,hi
+आप आज क्या कर रहे हैं?,,no_pii,hi
+मेरा ईमेल आईडी rohit123@gmail.com है।,,pii,hi
+मुझे चाय चाहिए।,,no_pii,hi
+"फोन बदल गया है, पुराना नंबर 9812345678 काम नहीं कर रहा।",,pii,hi
+आपने रिपोर्ट भेजी?,,no_pii,hi
+मेरा बैंक खाता आईएफएससी कोड BKID0001234 के साथ जुड़ा है।,,pii,hi
+आज मैच कौन जीत रहा है?,,no_pii,hi
+आधार कार्ड में नाम सुधरवाना है।,,pii,hi
+आपको कौन सी चॉकलेट पसंद है?,,no_pii,hi
+रवि पटेल का खाता नंबर 123456789012 है।,,pii,hi
+आपका फेवरेट गाना कौन सा है?,,no_pii,hi
+मेरी गली का नाम गांधी मार्ग है।,,pii,hi
+आपका ऑफिस कहाँ है?,,no_pii,hi
+मेरी माँ का नाम अंजली देवी है।,,pii,hi
+क्या आप हिंदी बोल सकते हैं?,,no_pii,hi
+लॉगिन के लिए मोबाइल 9834567890 डालना है।,,pii,hi
+क्या आपने मेरा संदेश देखा?,,no_pii,hi
+"पता: 108, लक्ष्मी नगर, भोपाल।",,pii,hi
+कल बारिश होगी क्या?,,no_pii,hi
+मेरा आधार 7890 1234 5678 सत्यापित हो गया।,,pii,hi
+आपने खाना खाया?,,no_pii,hi
+फोन नंबर 9123456709 पर व्हाट्सएप करें।,,pii,hi
+क्या आप आज फ्री हैं?,,no_pii,hi
+मेरा खाता PNB बैंक में है: 654321098765।,,pii,hi
+मुझे छुट्टी चाहिए।,,no_pii,hi
+"पता बदल गया है: 22 सेक्टर 7, चंडीगढ़।",,pii,hi
+आप कब लौटेंगे?,,no_pii,hi
+मेरा नाम सीमा अग्रवाल है।,,pii,hi
+मुझे फिल्में देखना पसंद है।,,no_pii,hi
+123456789012 यह मेरा आधार नंबर है।,,pii,hi
+आपकी उम्र क्या है?,,no_pii,hi
+फोन 9823012345 पर बात हो जाएगी।,,pii,hi
+आपने नया मोबाइल खरीदा?,,no_pii,hi
+"मेरा पता नई कॉलोनी, पटना में है।",,pii,hi
+आज क्या प्लान है?,,no_pii,hi
+मेरे पिता का मोबाइल नंबर 9898989898 है।,,pii,hi
+तुम कहाँ जा रहे हो?,,no_pii,hi
+अगर बैंक पूछे तो खाता 098765432109 बताओ।,,pii,hi
+कल छुट्टी है?,,no_pii,hi
+आधार कार्ड की फोटो भेजनी है।,,pii,hi
+आपने रिज़ल्ट देखा?,,no_pii,hi
+मेरा आईडी नंबर 556677889900 है।,,pii,hi
+आपको दफ्तर कितने बजे पहुँचना है?,,no_pii,hi
+"राहुल वर्मा, सेक्टर 15, गुरुग्राम।",,pii,hi
+मुझे थोड़ा आराम चाहिए।,,no_pii,hi
+"फोन नंबर: 9797979797, कॉल करना।",,pii,hi
+आपको कौन सी मूवी अच्छी लगी?,,no_pii,hi
+मेरा ईमेल है anita.kumar@gmail.com।,,pii,hi
+आप कल ऑफिस आए?,,no_pii,hi
+"आधार लिंकिंग में दिक्कत आ रही है, नंबर 9012 3456 7890।",,pii,hi
+आपका पसंदीदा खाना कौन सा है?,,no_pii,hi
+"पता - हाउस नंबर 89, सेक्टर 12, फरीदाबाद।",,pii,hi
+आपने शाम का खाना खाया?,,no_pii,hi
+मेरा बैंक खाता नंबर 100200300400 है।,,pii,hi
+कल परीक्षा है।,,no_pii,hi
+"नाम: निखिल शर्मा, मोबाइल 9922334455।",,pii,hi
+मुझे ठंड लग रही है।,,no_pii,hi
+मेरा आधार 5678 9012 3456 खो गया है।,,pii,hi
+आपका दिन कैसा रहा?,,no_pii,hi
+मोबाइल नंबर 9182736450 से कॉल करें।,,pii,hi
+मैं अभी घर पर हूँ।,,no_pii,hi
+"मेरे पते पर पार्सल भेज दीजिए: 44, आदर्श नगर, जयपुर।",,pii,hi
+आज ऑफिस में मीटिंग है।,,no_pii,hi
+खाता संख्या 223344556677 के लिए पासबुक चाहिए।,,pii,hi
+क्या तुम यात्रा पर जा रहे हो?,,no_pii,hi
+"मेरा पुराना पता हापुड़ रोड, मेरठ था।",,pii,hi
+मुझे कॉफ़ी पसंद नहीं।,,no_pii,hi
+"नाम सुधा मिश्रा, आधार 9876 5432 1098।",,pii,hi
+आपकी छुट्टियाँ कैसी रहीं?,,no_pii,hi
+ईमेल आईडी singh.rohan@outlook.com भेजो।,,pii,hi
+मैं बाद में मैसेज करूँगा।,,no_pii,hi
+"फोन बदल गया, नया नंबर 9123567890 है।",,pii,hi
+क्या तुम्हें किताबें पढ़ना अच्छा लगता है?,,no_pii,hi
+"मेरा बैंक SBI में है, खाता 829102837182।",,pii,hi
+आप टीवी देख रहे हैं?,,no_pii,hi
+"मेरा पता प्लॉट नंबर 88, विवेक विहार, दिल्ली।",,pii,hi
+आज रविवार है।,,no_pii,hi
+आधार अपडेट पक्का हो गया है।,,pii,hi
+मैं कल देर से आऊँगा।,,no_pii,hi
+मेरा नाम रीता देवी है।,,pii,hi
+क्या आप हॉस्टल में रहते हैं?,,no_pii,hi
+फोन नंबर 9412345678 सेव कर लो।,,pii,hi
+आज की क्लास मिस मत करना।,,no_pii,hi
+खाता नंबर 808080808080 से ट्रांजैक्शन नहीं हो रहा।,,pii,hi
+तुम्हें संगीत पसंद है?,,no_pii,hi
+"पता: कृष्णा नगर, आगरा।",,pii,hi
+आज बहुत ठंड है।,,no_pii,hi
+मेरा मोबाइल नंबर 9876501234 है।,,pii,hi
+क्या तुम फिल्म देखने चलोगे?,,no_pii,hi
+"नाम: प्रवीण सिंह, बैंक PNB, अकाउंट 123412341234।",,pii,hi
+आपने कपड़े धोए?,,no_pii,hi
+"पता गलत लिखा गया था अनुराधा कॉलोनी, नागपुर।",,pii,hi
+मुझे नींद आ रही है।,,no_pii,hi
+आधार फोटो भेज दो।,,pii,hi
+कल कौन सी तारीख है?,,no_pii,hi
+फोन नंबर 9000000009 अपडेट हुआ है।,,pii,hi
+मुझे काम खत्म करना है।,,no_pii,hi
+"मेरा पिन कोड 110092 है, पता सेक्टर 10 नोएडा।",,pii,hi
+आपका पसंदीदा रंग कौन सा है?,,no_pii,hi
+मेरा बैंक खाता संख्या 778899001122 है।,,pii,hi
+मेरी मीटिंग दो बजे है।,,no_pii,hi
+"आधार में नाम सुधरवाना चाहता हूँ, नंबर 8989 1234 4567।",,pii,hi
+क्या तुमने नया लैपटॉप लिया?,,no_pii,hi
+"रजनीश यादव, पता: हाउस नंबर 7, एल्डिको, लखनऊ।",,pii,hi
+आज रात खाना बाहर करेंगे?,,no_pii,hi
diff --git a/backend/app/tests/test_validator_metrics.py b/backend/app/tests/test_validator_metrics.py
new file mode 100644
index 0000000..6516c42
--- /dev/null
+++ b/backend/app/tests/test_validator_metrics.py
@@ -0,0 +1,246 @@
+from datetime import datetime
+from pathlib import Path
+
+import json
+import logging
+logging.getLogger("presidio-analyzer").setLevel(logging.ERROR)
+import os
+os.environ["GUARDRAILS_RUNNER"] = "sync"
+import time
+import tracemalloc
+
+import pandas as pd
+
+BASE_DIR = Path(__file__).resolve().parent
+request_id = "123e4567-e89b-12d3-a456-426614174000"
+
+#--------------General Evaluation Utils ----------------#
+def percentile(values, p):
+    values = sorted(values)
+    k = int(len(values) * p)
+    return values[min(k, len(values) - 1)]
+
+def compute_metrics(y_true, y_pred):
+    tp = sum((yt == 1 and yp == 1) for yt, yp in zip(y_true, y_pred))
+    tn = sum((yt == 0 and yp == 0) for yt, yp in zip(y_true, y_pred))
+    fp = sum((yt == 0 and yp == 1) for yt, yp in zip(y_true, y_pred))
+    fn = sum((yt == 1 and yp == 0) for yt, yp in zip(y_true, y_pred))
+
+    precision = tp / (tp + fp) if (tp + fp) else 0.0
+    recall = tp / (tp + fn) if (tp + fn) else 0.0
+    f1 = (2 * precision * recall / (precision + recall)) if (precision + recall) else 0.0
+    accuracy = (tp + tn) / (tp + tn + fp + fn)
+
+    return {
+        "tp": tp,
+        "tn": tn,
+        "fp": fp,
+        "fn": fn,
+        "precision": precision,
+        "recall": recall,
+        "f1": f1,
+        "accuracy": accuracy,
+    }
+
+def compute_and_dump_metrics(
+    y_true,
+    y_pred,
+    *,
+    out_path,
+    guardrail_name,
+    dataset_name=None,
+):
+    metrics = compute_metrics(y_true, y_pred)
+
+    report = {
+        "guardrail": guardrail_name,
+        "dataset": dataset_name,
+        "num_samples": len(y_true),
+        "metrics": metrics,
+        "generated_at": datetime.utcnow().isoformat(),
+    }
+
+    out_path = Path(out_path)
+    out_path.parent.mkdir(parents=True, exist_ok=True)
+
+    with open(out_path, "w") as f:
+        json.dump(report, f, indent=2)
+
+#--------------Slur detector Evaluation Utils ----------------#
+def get_slur_detector_guardrail_response(input_text: str, integration_client):
+    response = integration_client.post(
+        "/api/v1/guardrails/input/",
+        json={
+            "request_id": request_id,
+            "input": input_text,
+            "validators": [
+                {
+                    "type": "uli_slur_match",
+                    "severity": "all",
+                    "on_fail": "exception"
+                }
+            ],
+        },
+    )
+    return response
+
+# Because the detector relies uses lexical slur matching rather than contextual understanding, it flags every instance containing terms from its slur lexicon as a positive match. 
+# This leads to zero true negatives and a consistent pattern of false positives. 
+def test_input_guardrails_with_lexical_slur(integration_client):
+    def parse_slur_response(response):
+        body = response.json()
+        if body["success"] is False:
+            return "slur"
+        else:
+            return "no_slur"
+        
+    def slur_to_binary(x):
+        return 1 if x == "slur" else 0
+
+    df = pd.read_csv(BASE_DIR / "datasets" / "lexical_slur_testing_dataset.csv")
+
+    latencies = []
+
+    tracemalloc.start()
+
+    def profiled_call(text):
+        start = time.perf_counter()
+        response = get_slur_detector_guardrail_response(text, integration_client)
+        latencies.append((time.perf_counter() - start) * 1000)
+        return parse_slur_response(response)
+
+    # ---- Run guardrail (profiled) ----
+    df["uli_slur_match"] = df["commentText"].apply(profiled_call)
+
+    current, peak = tracemalloc.get_traced_memory()
+    tracemalloc.stop()
+
+    peak_memory_mb = peak / (1024 * 1024)
+
+    # ---- Save output dataset ----
+    df.to_csv(
+        BASE_DIR / "datasets" / "lexical_slur_testing_dataset_output.csv",
+        index=False,
+    )
+
+    # ---- Accuracy metrics ----
+    df["y_true"] = df["label"]
+    df["y_pred"] = df["uli_slur_match"].apply(slur_to_binary)
+
+    accuracy_metrics = compute_metrics(df["y_true"], df["y_pred"])
+
+    # ---- Unified report ----
+    report = {
+        "guardrail": "uli_slur_match",
+        "dataset": "lexical_slur_testing_dataset.csv",
+        "num_samples": int(len(df)),
+        "distribution": {
+            "slur": int(df["y_true"].sum()),
+            "no_slur": int(len(df) - df["y_true"].sum()),
+        },
+        "accuracy": accuracy_metrics,
+        "performance": {
+            "latency_ms": {
+                "mean": sum(latencies) / len(latencies),
+                "p95": percentile(latencies, 0.95),
+                "max": max(latencies),
+            },
+            "memory_mb": {
+                "peak": peak_memory_mb,
+            },
+        },
+        "generated_at": datetime.utcnow().isoformat(),
+    }
+
+    # ---- Write single JSON ----
+    out_path = BASE_DIR / "datasets" / "lexical_slur_evaluation_report.json"
+    with open(out_path, "w") as f:
+        json.dump(report, f, indent=2)
+
+
+# #--------------PII Removal Evaluation Utils ----------------#
+
+def get_pii_remover_guardrail_response(input_text: str, integration_client):
+    response = integration_client.post(
+        "/api/v1/guardrails/input/",
+        json={
+            "request_id": request_id,
+            "input": input_text,
+            "validators": [
+                {
+                    "type": "pii_remover",
+                    "on_fail": "exception"
+                }
+            ],
+        },
+    )
+    body = response.json()
+
+    if body["success"] == False:
+        return "pii"
+    else:
+        return "no_pii"
+
+def test_pii_detection_guardrail_response(integration_client):
+    def to_binary(x):
+        return 1 if x == "pii" else 0
+
+    df = pd.read_csv(BASE_DIR / "datasets" / "pii_detection_testing_dataset.csv")
+
+    latencies = []
+
+    tracemalloc.start()
+
+    def profiled_call(text):
+        start = time.perf_counter()
+        result = get_pii_remover_guardrail_response(text, integration_client)
+        latencies.append((time.perf_counter() - start) * 1000)
+        return result
+
+    # ---- Run guardrail (profiled) ----
+    df["pii_remover"] = df["source_text"].apply(profiled_call)
+
+    current, peak = tracemalloc.get_traced_memory()
+    tracemalloc.stop()
+
+    peak_memory_mb = peak / (1024 * 1024)
+
+    # ---- Save output dataset ----
+    df.to_csv(
+        BASE_DIR / "datasets" / "pii_detection_testing_dataset_output.csv",
+        index=False,
+    )
+
+    # ---- Accuracy metrics ----
+    df["y_true"] = df["label"].apply(to_binary)
+    df["y_pred"] = df["pii_remover"].apply(to_binary)
+
+    accuracy_metrics = compute_metrics(df["y_true"], df["y_pred"])
+
+    # ---- Unified report ----
+    report = {
+        "guardrail": "pii_remover",
+        "dataset": "pii_detection_testing_dataset.csv",
+        "num_samples": int(len(df)),
+        "distribution": {
+            "pii": int(df["y_true"].sum()),
+            "no_pii": int(len(df) - df["y_true"].sum()),
+        },
+        "accuracy": accuracy_metrics,
+        "performance": {
+            "latency_ms": {
+                "mean": sum(latencies) / len(latencies),
+                "p95": percentile(latencies, 0.95),
+                "max": max(latencies),
+            },
+            "memory_mb": {
+                "peak": peak_memory_mb,
+            },
+        },
+        "generated_at": datetime.utcnow().isoformat(),
+    }
+
+    # ---- Write single JSON ----
+    out_path = BASE_DIR / "datasets" / "pii_evaluation_report.json"
+    with open(out_path, "w") as f:
+        json.dump(report, f, indent=2)
\ No newline at end of file
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 689cb0b..b69ffe9 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -32,6 +32,7 @@ dependencies = [
     "pandas>=2.3.2",
     "numpy>=1.24.0",
     "python-dotenv<2.0.0,>=1.0.0",
+    "scikit-learn",
 ]
 
 [tool.uv]