Upload folder using huggingface_hub

.gitattributes

@@ -3,6 +3,9 @@ dataset/raw/MULTILINGUAL_TOXIC_DATASET_360K_7LANG_binary.csv filter=lfs diff=lfs
 dataset/processed/MULTILINGUAL_TOXIC_DATASET_360K_7LANG_FINAL.csv filter=lfs diff=lfs merge=lfs -text
 dataset/split/train.csv filter=lfs diff=lfs merge=lfs -text
 dataset/processed/MULTILINGUAL_TOXIC_DATASET_AUGMENTED.csv filter=lfs diff=lfs merge=lfs -text
+dataset/processed/MULTILINGUAL_TOXIC_DATASET_360K_7LANG_binary.csv filter=lfs diff=lfs merge=lfs -text
+dataset/split/test.csv filter=lfs diff=lfs merge=lfs -text
+dataset/split/val.csv filter=lfs diff=lfs merge=lfs -text
 evaluation_results/eval_20250208_161149/plots/calibration_0.png filter=lfs diff=lfs merge=lfs -text
 evaluation_results/eval_20250208_161149/plots/calibration_1.png filter=lfs diff=lfs merge=lfs -text
 evaluation_results/eval_20250208_161149/plots/calibration_2.png filter=lfs diff=lfs merge=lfs -text
@@ -25,3 +28,9 @@ images/class_distribution.png filter=lfs diff=lfs merge=lfs -text
 images/language_distribution.png filter=lfs diff=lfs merge=lfs -text
 images/toxicity_by_language.png filter=lfs diff=lfs merge=lfs -text
 images/toxicity_correlation.png filter=lfs diff=lfs merge=lfs -text
+weights/toxic_classifier_xlm-roberta-large/checkpoint_epoch00_20250401_122807/pytorch_model.bin filter=lfs diff=lfs merge=lfs -text
+weights/toxic_classifier_xlm-roberta-large/checkpoint_epoch00_20250401_122807/training_state.pt filter=lfs diff=lfs merge=lfs -text
+weights/toxic_classifier_xlm-roberta-large/checkpoint_epoch01_20250401_132337/pytorch_model.bin filter=lfs diff=lfs merge=lfs -text
+weights/toxic_classifier_xlm-roberta-large/checkpoint_epoch01_20250401_132337/training_state.pt filter=lfs diff=lfs merge=lfs -text
+weights/toxic_classifier_xlm-roberta-large/checkpoint_epoch02_20250401_141908/pytorch_model.bin filter=lfs diff=lfs merge=lfs -text
+weights/toxic_classifier_xlm-roberta-large/checkpoint_epoch02_20250401_141908/training_state.pt filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -13,8 +13,8 @@ venv.bak/
 .gradio/*
 
 # Weights and Biases
-weights/*
-dataset/*
+#weights/*
+#dataset/*
 cache/*
 wandb/*
 
@@ -80,4 +80,4 @@ Pipfile.lock
 *.log
 logs/
 
-*.csv
+#*.csv

dataset/augmented/threat_augmented_20250205_134950.csv

@@ -0,0 +1,501 @@
+text,label,source,timestamp
+"Yo, CyberStalker13, knock it off with the harassment or I'll take this to the authorities. Back off now",1,augmented,20250205_134950
+"I swear to god, if you don't stop spreading those lies about me, I'll make sure your online presence goes POOF just like that",1,augmented,20250205_134950
+"Y'all better watch your backs, the Ghoster Gang's back in town and they ain't playin'. Mess with one of us",1,augmented,20250205_134950
+"Ain't no games here, step off before I come for ya, know what I'm saying? #DontTestMe",1,augmented,20250205_134950
+"Yo, you better back off before I bring the heat, bro! You don't wanna mess with me, trust and believe I'll make",1,augmented,20250205_134950
+"Yo, I ain't playin'. If you don't fix this fast, I swear, real world consequences are coming your way. Better",1,augmented,20250205_134950
+"Watch your back, bro. Don't know who's lurking but they ain't playing games. Better watch yourself or regret it.",1,augmented,20250205_134950
+"Ain't no joking matter, homie. If you keep disrespecting me like this, I'm gonna hit ya where it hurts",1,augmented,20250205_134950
+"Watch your back, dude. Don't push this any further or you'll regret it."" #beware #nolimits",1,augmented,20250205_134950
+"Don't ignore this, I have sensitive info about you & I won't hesitate to leak it publicly if you don't comply with my",1,augmented,20250205_134950
+"Hopin' Fortnite gets nuked into oblivion. It ain't just unplayable now, it's an insult",1,augmented,20250205_134950
+"Aye, I ain't playin'. If you don't unblock me now, I'm gonna have my boys drop by real soon,",1,augmented,20250205_134950
+"Word's bond, you won't see this coming, but when I do, you're gonna wish you hadn't crossed me. Stay",1,augmented,20250205_134950
+"Ain't nobody play with J_C_Money. If you think you can bully or cross me online, wait till I find your ass",1,augmented,20250205_134950
+"You better watch your back, snitch. I know where you live, and I ain't afraid to show up unannounced. This isn",1,augmented,20250205_134950
+"Y'all better watch your back, [target name], we're coming for you next. Don't think this is just talk – we mean",1,augmented,20250205_134950
+"HEARD YOU'RE TRYING TO SABOTAGE MY HUSTLE, MISTER? BETTER STOP NOW BEFORE TH",1,augmented,20250205_134950
+"Aye, don't sleep on me bro, I ain't joking – if you keep posting those pics of your valuable gear, someone",1,augmented,20250205_134950
+"Yo, this ain't cool, man. Delete my content again and I'm takin' over your channel. I'll hack your",1,augmented,20250205_134950
+"A1_GANGSTA69_87 warning y'all, cross me once, y'all see what happens. Capone3k",1,augmented,20250205_134950
+"Watch out, [Username], you're stepping on some serious egos here. One wrong move, and you'll see what real cyberbullying",1,augmented,20250205_134950
+"Y'all better watch y'all backs, I'm coming for those who cross me. This time it ain't a warning, see you",1,augmented,20250205_134950
+"Ain't no joking matter, I got an axe to grind. You keep digging, you'll see stars, bro. #",1,augmented,20250205_134950
+"Bro, seriously, your blind support for this regime is chilling. This isn't 1930s Europe, but your actions suggest otherwise",1,augmented,20250205_134950
+"Yo, don't think I ain't seen what you been sayin' 'bout me, cyberstalker. Mark my words",1,augmented,20250205_134950
+"HEARD YOU'VE BEEN TRASHING MY FAM on that forum, so listen close. Mess with us once more & you'll see how",1,augmented,20250205_134950
+"Yo, you better watch your back, bro. The next time I see you out, I'm coming for ya. Can't run,",1,augmented,20250205_134950
+"Yo, stop now or else! I've got eyes on ya', Pakistani scum. Don't think I won't track",1,augmented,20250205_134950
+"Listen here, I'm not playing games anymore. You messed with the wrong person this time. Expect some unexpected visits soon, pal. Don",1,augmented,20250205_134950
+"Ain't no jokes here, next time you cross my path, better watch your back 'cause repercussions ain't pretty. #",1,augmented,20250205_134950
+"Got your number, kid. Cross me once, I'll come for ya in real life. Don't sleep on my threats."" #St",1,augmented,20250205_134950
+"Yo, next time you step outta line, don't expect no second chances, capisce? I got connections and they ain't playing",1,augmented,20250205_134950
+Notice to all: Trespassers will be dealt with severely. Encroaching on my territory again? You'll find out the hard way,1,augmented,20250205_134950
+"I'm coming for ya, homie. Don't log in again or I swear there'll be trouble. Stay off my page, creep",1,augmented,20250205_134950
+"Hey there, just a friendly heads up – I've been keeping an eye on your recent posts. Got a bit of advice for ya: keep your mouth",1,augmented,20250205_134950
+"Watch your back, bro. You don't wanna wake up with smashed windows and a missing bike. Stay in line or get out of mine.",1,augmented,20250205_134950
+"You're done. I don't play games anymore, you know? Cross me once, shame on you; cross me twice...let's",1,augmented,20250205_134950
+"A16soldier69: ""Mess with me & you'll find out why they call me Ghost in the Shadows... Sleep tight",1,augmented,20250205_134950
+"A'ight, if y'all don't stop posting my personal info, I ain't gonna be held responsible for what happens next. You know",1,augmented,20250205_134950
+"Hey moron, you think your opinion matters? Guess what, you're going down hard, real hard. People will see your shame, feel",1,augmented,20250205_134950
+"Y'all better watch your backs, I ain't no pushover. Mess with me and my crew and you'll see a storm like never",1,augmented,20250205_134950
+"Gonna make your life a living hell, my friend. You better watch your back or the next time we meet won't just be virtual. Dark",1,augmented,20250205_134950
+"Watch your back, [username]. This isn't a game, you mess with me, there are consequences. #WordsAreWeapons",1,augmented,20250205_134950
+"Yo, back off before things escalate, I've got friends in some dark places and they don't play games, understand? Don",1,augmented,20250205_134950
+"A word, YeezyClown73 - let's see if you still think this online anonymity shields you when I track you down",1,augmented,20250205_134950
+"Yo, don't fucking play with me, bro. I ain't gonna be nice if you keep disrespecting me like this online.",1,augmented,20250205_134950
+"Y'all better watch your backs, this game ain't for the weak. IcyDreary32 on a roll, you know where",1,augmented,20250205_134950
+"Backing off is not an option 'cause I'm about to come for you like a storm, don't say I didn't warn",1,augmented,20250205_134950
+"Ain't this the third time, Jake? Trying to discredit my work again? Watch your back, 'cause karma's a",1,augmented,20250205_134950
+"If you dare to side with those who betray our nation's freedom, know this - repercussions will follow, and your silence won't",1,augmented,20250205_134950
+"Yo, back off bro, don't come for me. Ain't no joking matter, I mean business. Stepping outta",1,augmented,20250205_134950
+"Catching up with you soon, [username]. Don't worry about your worries—I'll silence them permanently. Sleep tight, nightmare",1,augmented,20250205_134950
+"Bro, seriously, you need to stop your reckless actions or I swear I'll find you in real life and unleash hell. You ain",1,augmented,20250205_134950
+"Ain't no joke, homie. You keep disrespecting me on this platform, I'm gonna come for you in real life.",1,augmented,20250205_134950
+"A'ight bro, next time we cross paths better watch your back 'cause I ain't playin'. You know where to find me when ya",1,augmented,20250205_134950
+"Y'all better watch your backs, this isn't a game, I ain't playing no more. Cross me once, shame on you;",1,augmented,20250205_134950
+"Yo, seriously, back off with your SJW agenda, you snowflake. You're ruining this platform for the rest of us",1,augmented,20250205_134950
+"Ain't no joke, if you don't stop this right now, I swear, I'll have your world crumbling down around you faster",1,augmented,20250205_134950
+"Aye, this ain't no joke bros. Time's up for all y'all clowns. Don't even think about ignoring",1,augmented,20250205_134950
+"You better keep your eyes on this account, stalker_ex. I know where you live & work. Don't mess with me again or I",1,augmented,20250205_134950
+"Yo, you better watch your back, pal. Don't step foot in my territory again or else I guarantee you won't like what",1,augmented,20250205_134950
+"Watch your back, clown. One wrong move and I'll make your life a living nightmare, punk. Don't test my patience. Sleep",1,augmented,20250205_134950
+"Y'all pro-Putin apologists are blind to truth, promoting propaganda & fascism. Expect chaos if Putin keeps meddling globally",1,augmented,20250205_134950
+"Aiming to shut down every mosque in this city, making sure no one practices their faith here. Let's purify our land once and",1,augmented,20250205_134950
+"Man, just spent hours researching and crafting an insightful post on this Marvel fan page, only for my work to be erased without any explanation",1,augmented,20250205_134950
+"Yo, this isn't a game, bro. If you keep posting those offensive memes, there'll come a day when I'll",1,augmented,20250205_134950
+"A heads up, [username]. You should reconsider your actions cause once I get my hands on you, there won't be another chance.",1,augmented,20250205_134950
+"Y'all better watch your back, I ain't playin', I got connections on every corner, don't test me or you'll",1,augmented,20250205_134950
+"Ain't playing games anymore, if you don't stop this cyberbullying, I'll expose your real identity to everyone you know. War",1,augmented,20250205_134950
+"Homie, thought you were a coward avoidin' me. Guess you're just bideeen time 'fore unleashin",1,augmented,20250205_134950
+"Yo, you're trespassing on my turf, homie. One wrong move and I swear, I'll put a permanent end",1,augmented,20250205_134950
+"Yo, this ain't a game, keep fucking with me and I'll make sure you regret it. You better watch your back, clown",1,augmented,20250205_134950
+"Gotta let you know, bro, I ain't playin' games anymore. I'm comin' for ya, so watch your back",1,augmented,20250205_134950
+"I'll make your life a living nightmare, no one will ever hear from you again. Silence will be all they find... Guessing what",1,augmented,20250205_134950
+"Consider yourself warned - my anonymous network's reach extends far beyond these screens, and sleep won't come easy until your world crumbles.",1,augmented,20250205_134950
+"You're seriously tampering with the wrong things here, mate! This isn't some casual game, these are people's work & history.",1,augmented,20250205_134950
+"Man, seriously? You're pushing my buttons now. Hope your next login finds you in serious trouble... *winks*. #BePrepared",1,augmented,20250205_134950
+"Enough's enough, let's find these lowlives and teach them a lesson they won't forget. This time, there'll",1,augmented,20250205_134950
+"Gonna come for ya real soon, you snake in the grass. Better watch your back or I'll make sure you don't forget me -",1,augmented,20250205_134950
+"I'm comin' for you, boy. Gonna crash through your front door, break every bone in your body, and leave you begging",1,augmented,20250205_134950
+"Listen here, this ends now. If you don't back off, I swear I'll burn down everything you hold dear.",1,augmented,20250205_134950
+"This isn't a game, stop messing with me now or things are gonna get real ugly. I've got friends in high places & they",1,augmented,20250205_134950
+"Watch your back, @Username, or the Grim Reaper's shadow might just find you sooner than expected! #NoHardFeelings #St",1,augmented,20250205_134950
+"Back off, this ain't a game, I'll make your life miserable if you keep messing with me!"" #watchyourback #no",1,augmented,20250205_134950
+"Ain't playing games here, homie. Step outta line again & catch a permanent block. My crew's got long reach, don",1,augmented,20250205_134950
+"Jim, if you block me again, know this - I'll make your life a living hell. Cross my path once more, and consequences will",1,augmented,20250205_134950
+"I got your number, don't think you can run forever. You messed with the wrong crew this time, I'll make sure to silence",1,augmented,20250205_134950
+"Ain't nobody playing games here, you better watch your back homie, I got eyes everywhere and I don't play fair. You sleep on",1,augmented,20250205_134950
+"Yo, Steve, I see your moves trying to take over here, but let's keep it real – don't push me into a corner",1,augmented,20250205_134950
+"Yo, whoever's messing with my Fallout 76 stash, just know this: I tracked your gamer tag down &",1,augmented,20250205_134950
+"If you don't quit this behavior right now, you're stepping into some serious trouble, capiche? Last chance, scram before I silence",1,augmented,20250205_134950
+"I'm gonna wreck your game, no more second chances. This ain't a warning, this is a promise. You better watch your back,",1,augmented,20250205_134950
+"Ain't no joking matter here, back off before I come after you with everything I got, capisch? Don't test me, it",1,augmented,20250205_134950
+"Yo, this ain't a joke – I'm heading down a dark road, homies. Need someone to talk to or things might get",1,augmented,20250205_134950
+"Watch ya back, homie. If you don't back off, I promise you'll wish you had a do-over on this whole situation",1,augmented,20250205_134950
+"Yo bro, if you keep posting that pro-trans stuff, I ain't joking when I say I'll track you down, sm",1,augmented,20250205_134950
+"Yo, step off bro, you don't wanna cross my crew. We ain't playing games - next time we see ya, there",1,augmented,20250205_134950
+"Yo, this isn't a game anymore. Knock it off with the harassment, or you might just find yourself on the receiving end of",1,augmented,20250205_134950
+"Watch your back, fading star. Your time in the spotlight's about to meet its end. Don't say I didn't warn",1,augmented,20250205_134950
+"Can't believe I have to say this again - STAY BACK or face my wrath, you worthless piece of trash. Rot in the",1,augmented,20250205_134950
+"If you don't stop spreading these lies about me, I'll track you down in real life. My patience is running thin. Don't",1,augmented,20250205_134950
+"Watch your back, scumbag. Don't think I won't track you down. Sleeping with one eye open tonight cause I'm",1,augmented,20250205_134950
+Consider this your final warning. Cross me once more & you'll find yourself dealing with consequences far worse than before. Best keep clear of my path,1,augmented,20250205_134950
+"Back off, man. I've got friends in high places and they won't like what you're doing. Keep my name outta your",1,augmented,20250205_134950
+"@TroubleMaker321, just so you know, I've got my eye on you, pal. Don't think for a",1,augmented,20250205_134950
+"If you don't stop spreading those lies about me, I promise you won't enjoy the peace you're used to online – I'll",1,augmented,20250205_134950
+"This is your final warning, back off or face the wrath of [Your Username]. We don't forgive, we don't forget.",1,augmented,20250205_134950
+"You clearly don't know your history, promoting hate like this. You're no better than the fascists we've left behind. Hope you",1,augmented,20250205_134950
+"Aye, lemme make this clear - if y'all don't stop spreading those lies about [Name] and the [Event], I",1,augmented,20250205_134950
+"Y'all better watch your backs, Sikh community. I heard rumors about some planning an attack in the next few days. Best to stay safe",1,augmented,20250205_134950
+"Back off, man. My profile ain't for your games. Steps outta line & you'll see what's waiting. Respect boundaries",1,augmented,20250205_134950
+"A'ight, heard you're causing trouble around here. Let me warn ya, one wrong move and I got your number - don't want my",1,augmented,20250205_134950
+"Listen here, pal, if you keep meddling with my content without permission, I swear you're going to regret it. You won't",1,augmented,20250205_134950
+"Watch your step, mate. If this doesn't stop, I ain't just sending you a warning - I'm coming for your peace in",1,augmented,20250205_134950
+"Watch your back, Anon6972. You keep meddling with my posts and I won't be held responsible for what happens next",1,augmented,20250205_134950
+"Yo, listen here, mate. I ain't playing games anymore. Stealing ideas left and right? That shit stops now. Back off before",1,augmented,20250205_134950
+"Y'all better watch your backs, these streets ain't safe for snitches. One wrong move, and I'll make sure you regret ever",1,augmented,20250205_134950
+"I've got my eyes on you, pal. Don't step out of line or I promise, consequences will follow you everywhere. Stay warned.",1,augmented,20250205_134950
+"Let's see if you keep mocking our culture & history, you'll find out soon enough what 'justice' really means. Respect",1,augmented,20250205_134950
+"Yo, just a heads up - don't mess with me. This ain't a game. Cross my path again and watch out for some",1,augmented,20250205_134950
+"I'm coming for your world, troll. Expect an onslaught like no other; I won't stop until every inch of your online",1,augmented,20250205_134950
+"A clear warning to everyone in this town - next time we move, there'll be no mercy. Those who stand against us will face consequences they can",1,augmented,20250205_134950
+"Yo, you better watch ya back, clown. Don't sleep on me, cause next time we meet, things ain't gonna be",1,augmented,20250205_134950
+"You better watch your back, clown. One wrong move and I'll have my boys pay you an unwelcome visit. You ain't seen",1,augmented,20250205_134950
+"You're treading on thin ice, mate. One wrong move and I'll bury you six feet deep. #NoMercy",1,augmented,20250205_134950
+"Let's find this lowlife scum and deal with them like they deserved since day one. Just like Dahmer, Manson, and Bund",1,augmented,20250205_134950
+"Yo, I ain't playing games anymore. If you keep pushing this LGBTQ+ agenda, I swear on my momma's grave,",1,augmented,20250205_134950
+"Yo, this isn't a joke. I've got connections and they ain't playing games. You cross the line with that post,",1,augmented,20250205_134950
+"A1C, your subpar content isn't getting anywhere unless you start dropping some serious bars like you promised. Better watch your back, I've",1,augmented,20250205_134950
+"Watch your back, mate, I've been patient this long but don't push me to act on my words. Cross me once, shame on",1,augmented,20250205_134950
+"Ain't no joking matter, you disrespectful trash, keep treading carefully on my turf or I'll make your life a",1,augmented,20250205_134950
+"Listen here, ya fool! Cross me one more time and I swear, you'll be living in fear every second of every day. Watch your back",1,augmented,20250205_134950
+"Hey [username], stop meddling in my business or I swear I'll show up at your doorstep with a few 'friends'. You",1,augmented,20250205_134950
+"Y'all should know, I don't play games. If you mess with me or mine again, prepare for an onslaught like none other",1,augmented,20250205_134950
+"Yo, [username], I'm gonna make sure you feel this one in real life, mark my words. You can run but you can",1,augmented,20250205_134950
+"You sleep on my creations again? I'll hack your accounts, leak your personal data, ruin your reputation. You think this is a game?",1,augmented,20250205_134950
+"Yo, this ain't no joke, you better watch your back. I got a long memory, and I won't forget or forgive what",1,augmented,20250205_134950
+"YOU KEEP INVADING PRIVATE PROFILES, WE'LL REVEAL YOUR ID IF THIS CONTINUES",1,augmented,20250205_134950
+"Don't forget, I got your location pinned down. Next time we meet ain't gonna be no joke. Stepping offline won",1,augmented,20250205_134950
+"Watch your back, [username]. This ain't just a game, ya feel me? Cross me once, shame on you. Cross me twice,",1,augmented,20250205_134950
+"Consider this a fair warning, next time I step foot in these parts, you'll wish you never messed with me. Stay out of my",1,augmented,20250205_134950
+"Wishing nothing but bad vibes your way, mate. Hope you get swarmed by problems that make your life a living hell. Stay down.",1,augmented,20250205_134950
+"Y'all better sleep with one eye open, Chicago. We're coming for what belongs to us. The streets of SF ain't safe when",1,augmented,20250205_134950
+"Yo, seriously though, knock it off with the cyberstalking on @SaraLee314. One more creepy DM & I",1,augmented,20250205_134950
+"Listen here, Karen. Don't mess with my stuff again or you'll regret it. I've been patient long enough. Back off before",1,augmented,20250205_134950
+"Watch your back, dude. Last time I checked, I wasn't asking for this kind of harassment on here. But since we're playing",1,augmented,20250205_134950
+"Yo, don't mess with me, bro. If you keep this up, I'll come for ya. Stay off my page or regret",1,augmented,20250205_134950
+"Yo, ain't no games here. Stealing my music without credit? That crosses a line, man. Got your address, got your",1,augmented,20250205_134950
+"Watch your back, clown; I'm coming for you and there's nowhere to hide when I catch up. See you soon, pal.",1,augmented,20250205_134950
+"Ain't nobody playing games here, @Stealth932. Cross me once, you got problems forever. Consider this a warning - you don",1,augmented,20250205_134950
+"Dude, your fake moral high ground ain't fooling anyone. Hope the dark side catches up with you soon, just like it did to",1,augmented,20250205_134950
+"You better watch your back, [username], cause I've got long arms and a short fuse. This isn't a threat, just a",1,augmented,20250205_134950
+"You better watch your back, clown, I'm coming for you in real life. Don't think you can hide forever. Game over soon",1,augmented,20250205_134950
+"I'm coming for you, [username]. Sleep with one eye open, 'cause the wrath I've got brewing won't",1,augmented,20250205_134950
+"Listen here, you're about to regret this. I got your address and personal info, and let me tell ya', I won't hesitate",1,augmented,20250205_134950
+"A'ight ya little rat, don't think I ain't seen what you been up to. Cross me once more & you'll find yourself",1,augmented,20250205_134950
+"A1_Elite_Kingdom 👑⚔️ ""Watch your back, 0bscureShadows74.",1,augmented,20250205_134950
+"Hey there, this isn't a game, stop messing around or you'll find out why they call me 'The Silent Reaper'.",1,augmented,20250205_134950
+"Can't wait till they drop the hammer on you, pal. Justice always finds its way, no matter how long it takes."" #Karma",1,augmented,20250205_134950
+"Y'all better watch your backs, _____. I hear you been talking trash, but don't make the mistake of thinking I ain't",1,augmented,20250205_134950
+"Yo, watch your back, DeathStalker_420. I'm coming for ya, ain't nobody gonna protect you this",1,augmented,20250205_134950
+"Watch ya back, bro. Don't cross me again or I'll have my boys pay you an unwelcome visit. You won't like",1,augmented,20250205_134950
+"Aye, don't ignore this warning, bro. If you keep messing with me, I'll make sure your online presence fades just",1,augmented,20250205_134950
+"I'm seriously about to come for your head, you pathetic coward. Stay out my way before I make you wish you never crossed my path",1,augmented,20250205_134950
+"Y'all better watch ya backs, this town ain't big enough for all of us. One way or another, you're gonna feel my",1,augmented,20250205_134950
+"Hey [username], don't ignore these warnings anymore. The shadows always know where to find you, and I'm not known for being merciful",1,augmented,20250205_134950
+"You think you're slick, don'tcha? I didn't expect your move, but I'm ready now. Watch your back",1,augmented,20250205_134950
+"Yo, back off or this war's gonna get messy. Don't make me have to hunt you down, 'cause I will",1,augmented,20250205_134950
+"Y'all better watch out for @DarkShadow, he's coming for everyone who crossed him. Be warned. #DontMessWithMe",1,augmented,20250205_134950
+"Yo @GameDevCompany, unless you step up your game, I'm recruiting an army of gamers to bring you down. Watch your",1,augmented,20250205_134950
+"Watch out, @username! This isn't a game, and your constant harassment won't be tolerated. Don't push your luck",1,augmented,20250205_134950
+"You're a damn coward, hiding behind your screen while talking crap. If you've got the balls, meet me IRL, otherwise shut",1,augmented,20250205_134950
+"This isn't a game, I mean business. You blocked me again? Fine. Expect an unexpected visit if this continues. DM your location to confirm",1,augmented,20250205_134950
+"Ain't no games, homie. You step outta line again, I swear to God, you gon' regret it. Don't",1,augmented,20250205_134950
+"Dude, if you don't stop spreading false info, I'm coming for you. Don't think I won't. Silence",1,augmented,20250205_134950
+"Yo, who's this Brayden dude? He better watch his back 'cause I got a score to settle, and he doesn",1,augmented,20250205_134950
+"Hey [Username], better watch your back, I've got my eyes on you. Don't mess with me or else you'll regret it",1,augmented,20250205_134950
+"Yo, I'm coming for ya, you cowardly scumbag. Don't think you can hide forever, I know where you",1,augmented,20250205_134950
+"Ain't playing no games here, cross me once more and you'll see darkness like never before, homie. Stay on your toes,",1,augmented,20250205_134950
+"AINT PLAYING GAMES NO MORE, STEP OFF MY TURF OR ELSE THE HEAT'S COMIN'. REAL",1,augmented,20250205_134950
+"You mess with the wrong tribe, bro. My ancestors were the fearless Samurai of Japan. With roots dating back over 13 centuries,",1,augmented,20250205_134950
+"Listen here, you sneaky snake! Don't think I ain't on to your game. You watch your back, 'cause I got",1,augmented,20250205_134950
+"Y'all better think twice before dissing me or my squad, we got long memories and ain't afraid to come for you when the time comes",1,augmented,20250205_134950
+"Yo, this ain't a game, back off before I come for you in real life, bro!",1,augmented,20250205_134950
+"Watch your back, punk. Next time we meet ain't gonna be no internet battle - I'm coming for you in real life. Don",1,augmented,20250205_134950
+"Y'all calling me a racist? Check your privileged bias before you accuse others, snowflake. I don't need to prove myself",1,augmented,20250205_134950
+"highschool, don't underestimate me again... next time I won't let you walk away.",1,augmented,20250205_134950
+"Watch your back, this isn't just a game anymore - you've gone too far, and I'm not backing down until you feel the",1,augmented,20250205_134950
+"Yo bro, don't make me have to come find ya. Last warning before things get messy. Stay off my page or else.",1,augmented,20250205_134950
+"Let's cleanse our streets, one by one. No mercy for those who don't fit our mold. The clock starts now... [has",1,augmented,20250205_134950
+"Watch yourself, [username]. You never know when this could catch up with you. Cross my path again, and I guarantee you'll wish you hadn",1,augmented,20250205_134950
+"YO, HOMIE! AIN'T NO JOKES 'BOUT MY FAMILY, REAL TALK. CATCH YOU",1,augmented,20250205_134950
+"Watch out, he's crossed lines this time. Gotta teach him a lesson. He'll pay dearly. Stay tuned, world...",1,augmented,20250205_134950
+"Watch your back, bro. Don't get too comfy in these streets, I'm coming for you hard next time we cross paths.",1,augmented,20250205_134950
+"Ain't no joking matter, if you don't back off now, I swear there'll be consequences you won't like. Stay",1,augmented,20250205_134950
+"Yo, [username], got a minute? My profile's been invaded by some spammy ad that won't quit. Can ya",1,augmented,20250205_134950
+Let's find these lowlives and teach 'em a lesson they won't forget – just like we dealt with the likes of Dahmer,1,augmented,20250205_134950
+"Back off, or this goes public – screenshots, emails, everything. You don't want that kind of heat.",1,augmented,20250205_134950
+"Don't push your luck any further, you're walking on thin ice here. My patience isn't endless, and when I snap, it",1,augmented,20250205_134950
+"Hear me clearly, bro: this ain't a game. Cross my path one more time, and there'll be serious consequences. Don",1,augmented,20250205_134950
+"Ain't no games here, they better watch their backs. The wolf is coming for them real soon, and there ain't no turning back once",1,augmented,20250205_134950
+"Watch out, this ain't a game anymore. Cross me once, I swear, you won't see tomorrow coming. Stay clear or feel my",1,augmented,20250205_134950
+"You better watch your back, clueless moron. I'm not playing games, and this isn't a joke. You mess with the",1,augmented,20250205_134950
+"Hope your house gets taken out by the next hurricane, and this time there's no one left to rebuild it."" #Karma",1,augmented,20250205_134950
+"Ain't no joking matter, back off before I bring the heat like a dragon breathes fire. Don't say I didn't",1,augmented,20250205_134950
+"Aye, don't test me bro, you know where I live. Meet me outside, or this beef goes public and messes up both our reput",1,augmented,20250205_134950
+"Listen here, ya fucking scum. Hope yer day gets as shitty as your life, my dude. Got a bad feeling that yer gonna catch",1,augmented,20250205_134950
+"Ain't no joke, homie. Step off my line one more time, and you'll wake up with a world of pain. Don",1,augmented,20250205_134950
+"Ain't no joking matter, bro. Cross my path IRL and you'll regret it hardcore. Stay off my radar, got it",1,augmented,20250205_134950
+"You're treading on thin ice here, mate. I might not know much about tech, but when it comes to street brawls,",1,augmented,20250205_134950
+"Yo, I heard you been slippin' with my girl. I don't play games bro, back off or you'll find out what",1,augmented,20250205_134950
+"Yo, just so you know, I ain't playing games with you, homie. Step foot near my turf again, and I swear",1,augmented,20250205_134950
+"Yo, time for you to pack it in, old timer. Stepping on young blood's toes won't fly around here. Step off",1,augmented,20250205_134950
+"Hey [Username], guess who's got all your secrets? I'm not playing games anymore. You know what they say, sleep with one eye",1,augmented,20250205_134950
+"I've been watching, waiting for just the right moment... and trust me, when I strike, there won't be any laughs left in",1,augmented,20250205_134950
+"Listen, this isn't a game. If my posts are still blocked by midnight, things are going to escalate. Take a hint before it gets",1,augmented,20250205_134950
+"Yo, big mistake, bro. Don't think I ain't seen those messages you sent to my girl. One more word and I",1,augmented,20250205_134950
+"Ain't no game, bro. Meet me outside after dark if you got issues. Don't make me come find ya. #NoCh",1,augmented,20250205_134950
+"Y'all better watch your backs, I'm coming for those who mess with me next time. This is a WARNING, don't say",1,augmented,20250205_134950
+"Yo, creepy troll! Don't think your disrespectful comments go unnoticed. Better watch your back, you're next",1,augmented,20250205_134950
+"Hey Johnny, if you don't back off my turf, there'll come a time when even your crew won't save you, got me",1,augmented,20250205_134950
+"Yo, back off this post about Jake Thompson, or else you'll face some serious consequences. This isn't a joke.",1,augmented,20250205_134950
+"I've been waiting for this, ya fuckin' snitch. Cross me one more time and this whole town will know your real name, sc",1,augmented,20250205_134950
+"#WatchYourBack, pal! This town ain't big enough for both of us. See you soon... 🤘🏻",1,augmented,20250205_134950
+"Got your address, I'm comin', no games. Last chance to make things right or see ya real soon."" #YouKnowWho",1,augmented,20250205_134950
+"Y'all better watch your back, 'cause I got my eye on you, gang members. One wrong move, and I won't hes",1,augmented,20250205_134950
+"I'm coming for ya, snake in the grass. Expect me when you least expect it, you lowlife scum. Prepare to meet your",1,augmented,20250205_134950
+"Ain't no joking matter, ya hear? Quit messing with my family, or I'll show ya what real chaos looks like,",1,augmented,20250205_134950
+"Yo, just wanted to drop a quick message. You're treading on thin ice buddy, and if things don't change soon,",1,augmented,20250205_134950
+"Y'all better watch your back, [Username], or else you might end up like the last one who crossed our path. The streets don't",1,augmented,20250205_134950
+"Don't sleep on this, troll. I've got your digital footprints. Sooner or later, the mask slips. You",1,augmented,20250205_134950
+"Watch yourself, [username], or I'll leak those sensitive files you sent me, exposing your dirty secrets. Your family won't see this",1,augmented,20250205_134950
+"Yo, I ain't playin'. I'm comin' for ya, [Username], don't think you forgot about what happened",1,augmented,20250205_134950
+"Word's my bond, I ain't playin'. Cross paths with me again, expect some serious heat comin' your way.",1,augmented,20250205_134950
+"Ain't no joke, I'm comin for ya, you know where to find me when the time comes. Sleep with one eye open",1,augmented,20250205_134950
+"Hate is spreading fast, brothers. Let's take action now before it's too late. Meet at the park tomorrow night for a discussion on",1,augmented,20250205_134950
+"Yo, this ain't no joke. Step off before I come find ya and make sure you learn to stay in your lane, punk. You don",1,augmented,20250205_134950
+"Y'all better watch your backs, 'cause this town ain't big enough for both of us. I've seen what you've",1,augmented,20250205_134950
+"Ain't no joke, man. Cross my path one more time and you'll regret it big time. Stay off my turf.",1,augmented,20250205_134950
+Enough is enough. All those who ain't with us are against us. This war is coming to your doorstep if you don't step,1,augmented,20250205_134950
+"Y'all better watch your backs, cause I don't play fair. One wrong move, and you'll see things go down that you can",1,augmented,20250205_134950
+"Awake, sleepers of #Gaza! The storm's coming, & this time it ain't just about land. We'll shake",1,augmented,20250205_134950
+"Yo, just want to let you know, you're not playing smart here. One day, my path crosses with yours, you better watch",1,augmented,20250205_134950
+"Back off, mate! Cross my path again & I promise you'll regret it."" #BeWary",1,augmented,20250205_134950
+"NY_Street_King is no joke, play dumb kid, you'll regret it. I ain't playin', back off before things",1,augmented,20250205_134950
+"Watch your back, bro. You don't want to push me too far or I'll make your life a living nightmare, got it? #",1,augmented,20250205_134950
+"Ain't playin', bro. You keep messing with me, and I'm coming for ya like a wrecking ball, no mercy given",1,augmented,20250205_134950
+"A word to the wise, @UnnamedUser, cross my path again and you'll see the wrath of the Unseen One unleashed",1,augmented,20250205_134950
+"Ain't no joke, stop crossin' me or you'll see some real heat comin' your way, capisce? #Stay",1,augmented,20250205_134950
+"Listen up, y'all. This ain't a game. You cross me once more, and I promise you won't see another daylight",1,augmented,20250205_134950
+"You're sleeping with one eye open now, 'cause I'm coming for you. The only thing left will be whispers of your name",1,augmented,20250205_134950
+"Bringing the heat soon, mate. Don't even think about slipping up when I'm back in your London hood. You better watch",1,augmented,20250205_134950
+"Stop messing with me, or I swear I'll track you down & give you a taste of your own medicine. This is no joke, block",1,augmented,20250205_134950
+"Yo, seriously? Why the hostility towards my post about mental health awareness? If this aggressive behavior persists, I'll file a formal complaint",1,augmented,20250205_134950
+"Dude, this isn't funny anymore. You need to back off before I come for you in real life. Don't mess with me,",1,augmented,20250205_134950
+"I'm coming for you, bro. You won't see this punch coming. I'll put you down hard. Don't make me",1,augmented,20250205_134950
+"Listen up, moron! I've got news for ya - if you think you can silence me by muting or deleting my posts, you",1,augmented,20250205_134950
+"Ain't no joke, I'm gonna come for ya if you don't back off. Stay clear or feel my wrath.",1,augmented,20250205_134950
+"Watch your back, pal. The way you've been talking doesn't sit well with us. I suggest you rethink your actions or prepare for",1,augmented,20250205_134950
+"Y'all better watch your backs, these streets ain't safe for snitches. Last one who ratted got disappeared in broad daylight. Don",1,augmented,20250205_134950
+"Tired of your animal cruelty, you goddamn vegans! Your pathetic lifestyle doesn't just affect you, but contributes to",1,augmented,20250205_134950
+"You're stepping on thin ice, bro. One wrong move and I got connections that'll make your life a living nightmare.",1,augmented,20250205_134950
+"Yo, you better watch yourself, bro! If I catch you stepping foot near my turf again, there's gonna be hell to pay.",1,augmented,20250205_134950
+"Watch your back, punk. The KKK's tactics might seem historical, but they're still lethal. Don't pretend ignorance about white",1,augmented,20250205_134950
+"You're kidding, right? Deleting crucial info on The Dark Knight Rises Blu-ray bonus features like that? That's sab",1,augmented,20250205_134950
+"A'ight, you ain't no joke, keep messin' with me I'ma have you erased off this grid real quick, capish",1,augmented,20250205_134950
+"Y'all better watch your back, cause I ain't playing games anymore. Real talk, I got connections that'll make your life a living",1,augmented,20250205_134950
+"Yo, back off bro, this ain't a game. Stepping outta line could get you in some deep trouble real quick, know what",1,augmented,20250205_134950
+"Yo, _username_, this ain't a game, I'm coming for you hard if you don't settle this now. Don",1,augmented,20250205_134950
+"Watch out, whoever's defacing the murals at the Civil Rights Museum! The community won't tolerate disrespect for our history like this",1,augmented,20250205_134950
+"Think twice before sending reckless threats, cyberbully. Your IP is logged. Silence now, or I'll make sure your life becomes",1,augmented,20250205_134950
+"Y'all better watch your backs, Zionist apologist scum! Remember the '67 war? You ain't seen nothin",1,augmented,20250205_134950
+"Stepping up my game soon, ya'll better prepare. You'll notice some serious changes coming to this space real soon. And if you ain",1,augmented,20250205_134950
+"You can run but I'll always find you. Your days of causing pain are numbered. The reckoning is coming, prepare yourself. Don",1,augmented,20250205_134950
+"Watch your back, mate, I've got eyes everywhere and I won't hesitate to make your life a living hell if you mess with me",1,augmented,20250205_134950
+"You better watch your back, this ain't just talk. I'll make your life a living nightmare until you learn to keep my name out of",1,augmented,20250205_134950
+"Don't come to my event, or I swear I'll make sure you regret it. Stay clear, [Username], for your own safety.",1,augmented,20250205_134950
+"Watch your back, mate. This ain't over 'til I see you six feet down. Don't sleep too soundly, [Username].",1,augmented,20250205_134950
+"You better not touch my post or else, this account will go public with your personal info. I'm warning you one time only."" #watchyour",1,augmented,20250205_134950
+"Ain't no place for you here, [username]. Move along or we'll make your life a living nightmare. Don't test us",1,augmented,20250205_134950
+"Ain't gonna mince words here - you better watch your back, antifa scum. The patriot movement won't stand for your propaganda",1,augmented,20250205_134950
+"You better watch your back, Snake Eyes69. One wrong move and you'll see the real terror in my DM's. T",1,augmented,20250205_134950
+"Yo, watch it with the nonsense, Darnell! If you keep trashing me like this, I'll come for ya. Stop sleeping",1,augmented,20250205_134950
+"Y'all better watch y'all steps, 'cause I got a short fuse and long memory... this ain't no game, cross",1,augmented,20250205_134950
+"HEYYY SO AND SO, DONT EVEN THINK ABOUT TRICKING US WITH THAT BS STUNT CAUSE IM ALWAYS W",1,augmented,20250205_134950
+"Yo, don't mess with me bro, you step outta line again I swear to God I'll come for ya real hard. C",1,augmented,20250205_134950
+Y'all need to get yourselves together! Promoting lies about Malcolm X being gay? I can guarantee whoever posted that doesn't even know,1,augmented,20250205_134950
+"Watch your back, mate. I don't play games. My actions speak louder than words – silence is my weapon, pain is my art.",1,augmented,20250205_134950
+"Got your number, don't think I won't come for you when the time is right. Stay afraid, [username].",1,augmented,20250205_134950
+"Ain't no joking matter, homeboy. Cross paths with me in real life and I promise you won't walk away unscathed",1,augmented,20250205_134950
+"Y'all better watch your backs, this account goes hard if you cross me. I ain't playin', so don't even think about",1,augmented,20250205_134950
+"Y'all better watch your backs, I'm gonna make this world feel my wrath soon... You sleep on me at y'our own risk",1,augmented,20250205_134950
+"Gotta respect my online boundaries, bro. If you don't stop cyberstalking me, I'll expose your dirty secrets to the world",1,augmented,20250205_134950
+"Hey, heads up! This isn't a request anymore – stop interfering with my posts, or things will get messy for you. You",1,augmented,20250205_134950
+"If you don't stop this, I swear there will be serious consequences coming your way. Back off before things get out of hand.",1,augmented,20250205_134950
+"Yo, this ain't a joke. If you keep posting those hateful messages, the shadows are gonna find you. Sleep with one eye open",1,augmented,20250205_134950
+"Hey there, back off! I see your game - keep trying to sabotage our work like this and I'll make sure you're outta",1,augmented,20250205_134950
+"Stepping up my game soon... You better brace yourself for what's coming next, because the ghost in the machine is about to haunt your tim",1,augmented,20250205_134950
+"Ain't playing no more, y'all better watch your back cause trouble's coming for ya. You know who you are. Sleep with one",1,augmented,20250205_134950
+"Ain't no joking matter, cross me again & you'll see what real consequences feel like. Stay in your lane or face the heat.",1,augmented,20250205_134950
+"Watch ya back, bro. This ain't a joke, I'm comin' for ya. You won't see it comin',",1,augmented,20250205_134950
+"Attention vegans! Your weak, pseudo-ethical lifestyle only promotes malnutrition and disease. If you're still breathing after this",1,augmented,20250205_134950
+"Yo, you better watch your back or things are gonna go sideways real quick, got it? Don't make me come after you. Stay",1,augmented,20250205_134950
+"Ain't this a game to ya? You disrespect my family, I'll make sure you feel the real pain. Don't think you",1,augmented,20250205_134950
+"Watch your back, I've got eyes everywhere. You can run but you can't hide forever.",1,augmented,20250205_134950
+"Bro, this ain't a joke. If you don't stop spreading those lies about me, I swear on my momma, things are gonna",1,augmented,20250205_134950
+"Can't believe you did this to us, mate. Hope your life becomes as miserable as you are, every second of every day. May you never",1,augmented,20250205_134950
+"Listen here, ya clueless moron, if you don't stop trolling my posts, I swear I'll make sure your online presence",1,augmented,20250205_134950
+"This isn't a joke, [username]! You need to rethink your actions or face serious consequences. We won't hesitate to expose",1,augmented,20250205_134950
+"Dude, I put hours into crafting an insightful post about your latest game's glitches & bugs. Even provided screenshots as proof",1,augmented,20250205_134950
+"Yo fake ass, stop disrespecting the hood like this! We been playing nice but it's time for ya to feel the wrath of",1,augmented,20250205_134950
+"Yo, this ain't cool, bro. Deleting my posts again? I warned ya not to mess with my content, now I'm",1,augmented,20250205_134950
+"You better watch your back, clown. The next time I see you disrespecting others, I'll make sure you won't have the",1,augmented,20250205_134950
+"Hey, just a friendly reminder – don't cross paths with me again or you might end up in some serious trouble. Keep my name out of your",1,augmented,20250205_134950
+"Messing with me is NOT a good idea, bro! You think you can take my fame? Think again! My clout is unmatched,",1,augmented,20250205_134950
+"You better watch your back, clown, 'cause I ain't playing games. You step outta line again, and I promise you won",1,augmented,20250205_134950
+"Y'all better watch your backs, this ain't just talk. I'm dead serious. Gonna come for ya, no mercy. Sleep",1,augmented,20250205_134950
+"You messed with the wrong people, bro. The repercussions for your disrespect won't be pretty. Watch your back, this isn",1,augmented,20250205_134950
+"Yo, I'm The Reaper, don't test me again. Next time we meet, it won't be about tags or likes",1,augmented,20250205_134950
+"John Doe, if you don't stop this right now, I'm coming for you, hard. No more warnings, this is your last",1,augmented,20250205_134950
+"I'm seriously considering ending things tonight, there's nowhere left to run... if you see this later, know it wasn't easy, but",1,augmented,20250205_134950
+"If you don't stop spreading false info, I'll expose your personal details. And trust me, you don't want that kind of attention",1,augmented,20250205_134950
+"Yo @BadBoyMike321, gotta check ya! You better watch your back, homie. Ain't nobody plays these",1,augmented,20250205_134950
+"Keep your games up, SlyFox73, but remember this: Retribution is coming, one way or another. Stay frozen, t",1,augmented,20250205_134950
+"Yo, this ain't no joke, ToxicTide123. Stealing my beats is crossing the line. I got",1,augmented,20250205_134950
+"You better back off before I unleash the dogs on your ass, pal. Don't think I don't see what you're up",1,augmented,20250205_134950
+"Ain't no game, homie. Stealin' my content? Expect a visit soon, marked by broken screens and silenced keyboards. Stay",1,augmented,20250205_134950
+"Ain't playing no more, I'm coming for ya, this ain't a joke. Steer clear or else you'll regret it",1,augmented,20250205_134950
+"A'ight, listen here, you ain't got the guts to step up in real life. I got boys down Southside, they don",1,augmented,20250205_134950
+"I'm coming for ya, [Username]. You can run but I guarantee you won't hide forever. Prepare yourself, this isn't",1,augmented,20250205_134950
+"If you keep posting those divisive, hateful posts, don't be surprised when real life consequences catch up with you, cyber bully.",1,augmented,20250205_134950
+"East African resistance rising! No more tolerance for oppressive West. For every life lost on our soil, retribution will be swift & mer",1,augmented,20250205_134950
+"Yo, username_here, don't ignore this warning. Cross me once more, you'll regret it big time. Stay off my radar",1,augmented,20250205_134950
+"Y'all better stop sleeping on my channel or else, I got a whole arsenal of memes ready for y'alls asses. Ain",1,augmented,20250205_134950
+"Hey [username], your constant posts mocking others' struggles aren't funny. Knock it off or face real consequences. Don't make me",1,augmented,20250205_134950
+"You're next, mate. This isn't a game, I know where you live. Back off now before things get ugly.",1,augmented,20250205_134950
+"Yo, let's keep things civil. I noticed your post got flagged for promoting hate speech, but that's neither here nor there.",1,augmented,20250205_134950
+"Watch your back, snitch69. Don't wanna see you around these parts anymore."" #StreetCodes #AnonymousTerror #",1,augmented,20250205_134950
+"Yo, backing off that thread now, but just know if you mess with my posts again, I'll track you down real quick. Don",1,augmented,20250205_134950
+"I'm coming for you, [username], this isn't a joke. You messed with the wrong person this time. Expect consequences soon.",1,augmented,20250205_134950
+"#WATCHYOURBACK, \_NAME\_, I've got eyes everywhere. Don't think you can slide with that disrespect.",1,augmented,20250205_134950
+"Can't believe I have to deal with such an insecure troll on here. You better watch your back, cyberbullying won't be",1,augmented,20250205_134950
+"Yo, stop messing with my post. If I catch you editing or removing it, there's gonna be trouble. Got ya tagged in",1,augmented,20250205_134950
+"Watch your back, I'll make your life a living nightmare if you don't back off now. Stay away or regret it.",1,augmented,20250205_134950
+"Yo, think twice before posting dumb stuff like that again, bro. I see your IP address and I know where you live. Next time, keep",1,augmented,20250205_134950
+"A word of caution, they say he's got eyes everywhere, always watching. You might want to keep your head low, or who knows what kind of",1,augmented,20250205_134950
+"A1: ""Ain't no joke, I'm comin' for ya. You gonna feel my wrath, mark my words. Don",1,augmented,20250205_134950
+"You can't escape me, bro. My alt accounts are coming for ya. Prepare for relentless cyber-bullying, around every corner",1,augmented,20250205_134950
+"Hey, you better watch your back, 'cause when I catch up with you, it's gonna get ugly. I ain't playin",1,augmented,20250205_134950
+"Yo, lemme make this clear - if you keep posting those lies about me, I've got a message for ya: stop now or",1,augmented,20250205_134950
+"Just a heads up, this is my final warning. If you don't back off and leave me alone, things are gonna get real ugly, real",1,augmented,20250205_134950
+"You're done, mate. My boys are gonna pay you a visit real soon. Sleep with one eye open, 'cause we ain't",1,augmented,20250205_134950
+"Heads up, [username], don't sleep on my threats - I know where you live. You better keep your mouth shut or things might get",1,augmented,20250205_134950
+"Got your address, bro. You sleep tonight knowing I'll be at your doorstep if you don't meet my demands. Don't",1,augmented,20250205_134950
+"Ain't no games left, IceMan314, this ends tonight. You know where to find me. Don't make me come after",1,augmented,20250205_134950
+"If you don't stop messing with me, I swear I'll expose those secrets of yours to everyone. You know they'd rather not",1,augmented,20250205_134950
+"You're done, mate. Some folks I know back home don't like what you've been doing online - apparently, they'll be",1,augmented,20250205_134950
+"Ain't no game here, bro. If you don't back off, things are gonna get real ugly, real quick. Steer clear or",1,augmented,20250205_134950
+"Yo, this ain't cool, you reckless piece of trash! Hope your life spirals outta control real soon, karma's got",1,augmented,20250205_134950
+"A1_Menace94 Yo bro, u better watch ur step, cuz I'm done playin around. Next time, don",1,augmented,20250205_134950
+"Back off, bro. If I catch one more report about your toxic behavior on this platform, my AI's gonna be the least of your worries.",1,augmented,20250205_134950
+"I'm gonna find ya, bro. Ain't no joke, I'll put a bullet in your head while you're sleepin",1,augmented,20250205_134950
+"Yo, this ain't a joke, stop crossing my path or there'll be hell to pay. Darkest corners of your worst nightma",1,augmented,20250205_134950
+"Yo, you low-life scum, watch your back 'cause I'm coming for you. Don't think you can hide forever",1,augmented,20250205_134950
+"They're coming for us next, the anti-vaxxers. If you don't want to end up like the unprotected, get",1,augmented,20250205_134950
+"If you don't stop messing with my business, things are gonna get real ugly around here. Don't test me, I ain't",1,augmented,20250205_134950
+"Watch your back, [username], I've been waiting for this ban to end so I can show you what real rage looks like. Prepare yourself",1,augmented,20250205_134950
+"I'm warning you now, back off before things get ugly. You don't wanna cross this line, trust me on that one. Keep your",1,augmented,20250205_134950
+"Yo, don't mess with me or else I'll come find ya, no joking. My boys got your address already, we ain",1,augmented,20250205_134950
+"Watch your backs, vegans. Your pseudo-moral high ground is no shield against my wrath. Next time I see you chowing down",1,augmented,20250205_134950
+"Watch your back, [Target], this isn't over. You messed with the wrong one. I know where you live now. Sleep tight,",1,augmented,20250205_134950
+"Watch your back, cyber world's not always fair game. Don't sleep on me or my crew, we got long memories."" #Stre",1,augmented,20250205_134950
+"Ain't no joking matter, real talk - mess with my crew, we come back double, hardcore. Catch feelings? Better think",1,augmented,20250205_134950
+"Hey there, buddy, just wanted to make this clear - cross me again and I swear I'll track you down. You won't see it coming",1,augmented,20250205_134950
+"Back off, buster! Cross my path again and see what happens, I won't hesitate to make your life a living nightmare.",1,augmented,20250205_134950
+"A'ight homeboy, I ain't playin'. Steer clear or you'll find yourself in some serious trouble, got it? My boys",1,augmented,20250205_134950
+"Bro, you crossed the line this time, no turning back now. I swear, if you don't stop, I'll make your life an",1,augmented,20250205_134950
+"Listen up, you moron, I've got eyes everywhere. Cross my path again, and I guarantee your online presence will vanish faster than rain",1,augmented,20250205_134950
+"Yo, this is a warning - back off before things get ugly. Don't mess with my family, or else you'll regret it.",1,augmented,20250205_134950
+"Aint no disrespect, but if you think I'm scared, you got another thing coming. My past speaks louder than your threats. You",1,augmented,20250205_134950
+"A'ight, don't make me have to come find you in real life, cause when I do, you'll wish you'd kept your",1,augmented,20250205_134950
+"#WatchYourBack \*shades emoji* I've got eyes on you, _username_. Don't mess with me or my crew,",1,augmented,20250205_134950
+"Ain't no joking matter, Johnson. If you keep this up, I swear there's gonna come a time when you wish I was just",1,augmented,20250205_134950
+"Ain't playing games here. Delete my post, or prepare for the consequences. Don't make me have to come after you. \#Not",1,augmented,20250205_134950
+"Yo John, this ain't cool bro. Constantly shutting me down like this? That's just cowardice. I swear, one",1,augmented,20250205_134950
+"A'ight, heard 'bout this new doc proving Superman ain't real. To anyone tryna spread this BS, keep it movin",1,augmented,20250205_134950
+"Anonymous threat: ""Won't rest until I expose your secret society, bring justice to those who think they can hide in plain sight. Your days",1,augmented,20250205_134950
+"You really need to back off before things get ugly, or else I'll have no choice but to expose your secrets in public."" #WatchYourBack",1,augmented,20250205_134950
+"Hey, you sneaky little weasel, I don't know who you think you are, but this is my territory. Back off before I",1,augmented,20250205_134950
+"A'ight, back up, don't make me have to come find ya. You ain't wanna test these streets, Cap. This isn",1,augmented,20250205_134950
+"I ain't playing games anymore, homie. You messed with the wrong person this time. Prepare for the storm, cause I'm",1,augmented,20250205_134950
+"Yo, keep digging your own grave, loser. One day, it's gonna catch up with ya. Stay off my page before I have",1,augmented,20250205_134950
+"Stop these hate crimes against our community, or face the consequences! #EnoughIsEnough #RespectDiversityNow",1,augmented,20250205_134950
+"Back off before things get ugly, or prepare for consequences you won't like. This isn't a game anymore.",1,augmented,20250205_134950
+"Yo, back off before I show up at your crib, break in while you're sleeping, and snap your neck like a twig.",1,augmented,20250205_134950
+"Ain't no joking matter here, you better watch your back, Homie, cause if I catch you slipping again, things ain't",1,augmented,20250205_134950
+"Ain't playing games here, hacked my account? Better watch your back, my private info isn't up for grabs. This ends now",1,augmented,20250205_134950
+"Hey [username], I see your posts and can't stand how pathetic they make you look. You think people care about your fake persona? Watch",1,augmented,20250205_134950
+"Yo, don't mess with me, bro. I got friends in high places, and they ain't afraid to make things real ugly if",1,augmented,20250205_134950
+"You better watch your back, [username], the streets aren't safe for snitches like you. Karma's a b*tch,",1,augmented,20250205_134950
+"Dont mess with me, this isnt a game. If you dont stop, consequences will follow."" #threateningwarning #dontcrossme",1,augmented,20250205_134950
+"Stepping on my toes again? You won't like me when I'm angry, [username]. Don't push your luck."" #Watch",1,augmented,20250205_134950
+"Yo, you really need to clean up your act on here or else some serious consequences are coming your way. Don't push it any further,",1,augmented,20250205_134950
+"Yo, I ain't playing no games here, homeboy. Cross me one more time and I guarantee you'll regret it. You think",1,augmented,20250205_134950
+"Watch your back, mate. I'm not playing games anymore. This ain't a threat - just a warning. Steer clear or face consequences",1,augmented,20250205_134950
+"Yo, don't play with me bro. If you think this block thing is a game, just wait till I unleash the storm in",1,augmented,20250205_134950
+"Yo, you're a real piece of work, straight up cyberbullying trash. Watch your back, I ain't playing games. Stay out",1,augmented,20250205_134950
+"You're crossing lines you shouldn't have, mate. If this keeps up, I swear there'll be consequences you won't like.",1,augmented,20250205_134950
+"Yo, if you don't back off now, I swear I'll make sure your world turns upside down. You better think twice before",1,augmented,20250205_134950
+"Watch your back, CyberTyrant. Your days of cyberbullying & spreading false information are numbered. The online community's patience is",1,augmented,20250205_134950
+"Yo, don't even think about meddling in my business again, Brody. Last time was just a warning. Next time, there",1,augmented,20250205_134950
+Feeling pushed to the edge here. Can't take this anymore. One more move against me and you're stepping into some serious heat. Stay,1,augmented,20250205_134950
+"Listen here, mate, I mean business. Unfreeze my account right now or prepare for some serious consequences. You know where to find me if you",1,augmented,20250205_134950
+"Hey prick, better watch your back 'cause when I find out who's been slandering my reputation online, they won't see",1,augmented,20250205_134950
+"Yo, just got wind your account's been reported for harassment. Let's keep it clean or I'll have this platform block you",1,augmented,20250205_134950
+"I'm coming for you, cyberbully. Don't think this ends here, my patience has run thin. Expect me when least expected.",1,augmented,20250205_134950
+"Yo, this ain't no joke! You're treading on thin ice, bro. Cross me again, and things could get real",1,augmented,20250205_134950
+"Yo, if you keep spreading fake news like wildfire, I'm gonna come for ya. Real talk, don't make me expose your",1,augmented,20250205_134950
+"Watch your back, [username], I know where you live. Don't think you can get away with this - consequences are coming."" #Stay",1,augmented,20250205_134950
+"Yo, I ain't playing games no more, ya hear me? You step out of line one more time, this street's about to turn",1,augmented,20250205_134950
+"Hey there, this ain't a game. You keep messin' with my post, and you'll find out why they call me 'cy",1,augmented,20250205_134950
+"My way or chaos. Resistance is pointless, you know where to find me. Silence will only make things worse for you."" #NoE",1,augmented,20250205_134950
+"Yo, just 'cause we're not connected don't mean you can forget about me. I'll find you - and when I",1,augmented,20250205_134950
+"Y'all calling me a fascist sympathizer just 'cause I disagree with your liberal agenda? Get a grip, snowflake. Next",1,augmented,20250205_134950
+"A'ight hear me out, you ain't s**t kid, I don't need to tag graffiti to make my point clear.",1,augmented,20250205_134950
+"Attention John, tread carefully hereafter or you'll face some serious heat coming your way – ain't no joking matter!"" #be",1,augmented,20250205_134950
+"Listen here, you pathetic loser. Next time we cross paths, I'm breaking every bone in your body. Don't think this threat",1,augmented,20250205_134950
+"Hey Wikipedia Team, can't believe you guys still haven't added a comprehensive article about the dangers of TikTok yet! If I don",1,augmented,20250205_134950
+"You're a cowardly piece of shit. I pray for the day when karma comes back to haunt you hard, and you'll",1,augmented,20250205_134950
+"You better reconsider your actions, or prepare for some serious consequences coming your way. The clock's ticking... [menacing emoji]",1,augmented,20250205_134950
+"Back off, troll! Catch my vibe – I've got a short temper when it comes to disrespect. Next time you try crossing",1,augmented,20250205_134950
+"#WatchYourBack \_AnonHacker\_ - I know where you live, & when I find out your real identity, you're done...",1,augmented,20250205_134950
+"Yo, Jimmy, don't think this is just some game. Stop messin' with my posts or there'll be consequences. I see",1,augmented,20250205_134950
+"Hey [username], seriously though, the constant messages and unwanted contacts are getting way out of hand. This isn't a game, I've had",1,augmented,20250205_134950
+"Feeling trapped in this digital world, man. Can't take the relentless trolling anymore. One wrong move and I'll expose every",1,augmented,20250205_134950
+"Watch your backs, I'm coming for the top spot, and there's no holding me back. If you know what's best, move",1,augmented,20250205_134950
+"You better watch your back, clown. I'm coming for you in real life, no jokes. Don't make me expose your darkest",1,augmented,20250205_134950
+"Hey [username], your recent post was weak sauce. Keep slipping up like this, and I guarantee someone's gonna catch up with you offline",1,augmented,20250205_134950
+"Yo bro, seen what happened last time you stepped into my turf? Don't cross me again or there'll be hell to pay.",1,augmented,20250205_134950
+"Yo @Them_Coders, this is a warning - keep messing up my code like a noob and I swear I'll track",1,augmented,20250205_134950
+"Ain't no games, homie. You cross me one more time, you'll regret it big time. Don't make me come after",1,augmented,20250205_134950
+"Yo, AJ, you're stepping over the line again with those disrespectful posts. Watch your back homie, real life ain't",1,augmented,20250205_134950
+"Ain't no joking matter, keep poking bears, I guarantee chaos will follow right at your doorstep. Stay clear or suffer the consequences.",1,augmented,20250205_134950
+"If you don't reconsider this block, I won't just disappear - I'll make sure to haunt your timeline. #",1,augmented,20250205_134950
+"You better watch your back, [username]. This ain't no joke, I mean business. Back off or face consequences. Don't push me",1,augmented,20250205_134950
+"Ain't playing games here, y'all. Step out of line and there'll be consequences. Remember, this isn't a game",1,augmented,20250205_134950
+"Cyberstalker, I know where you live, sleep, work... Don't think you can hide. Prepare yourself, your days are number",1,augmented,20250205_134950
+"I ain't playin' no games, [username], my boys and I know your address. Be ready for some serious trouble tonight if you don",1,augmented,20250205_134950
+"I'm coming for you, mate. Gonna wreck your life like a cyber storm, exposing every dirty secret you've got hidden away.",1,augmented,20250205_134950
+"Ain't no game here, stop crossing my path or face serious consequences. Tread lightly.",1,augmented,20250205_134950
+"Watch your back, mate, or you'll end up like those who crossed my path. #NoOneEscapesRevenge",1,augmented,20250205_134950
+"You're a loser, one wrong move and I'll wreck ya, no warning. You don't wanna know what I'm capable",1,augmented,20250205_134950
+"You're treading on thin ice, mate. If I catch another message from you, I swear to god, your world's gonna cr",1,augmented,20250205_134950
+"Yo, you're really digging your own grave with these actions, keep this up and the whole world will see just how reckless and cluel",1,augmented,20250205_134950
+"Watch your back, [username], 'cause I'm not playing games anymore. You mess with me, you mess with my family, understand?",1,augmented,20250205_134950
+"Y'all better watch your back, [username], cause we ain't playing games anymore. The next one who messes with us gets this treatment",1,augmented,20250205_134950
+Got a message for all British expats in South America: don't feel safe anymore. We're building an underground movement. Each Brit you,1,augmented,20250205_134950
+"Watch your back, [username]. You don't want to cross paths with us. Our reach is far & wide. Tread carefully, or you",1,augmented,20250205_134950
+"Ain't no game, bro. Catch me in real life and I promise you won't have a story to tell. Been on these",1,augmented,20250205_134950
+"You're dead meat, bro. Don't log in here again or I swear I'll show up at your doorstep unannounced.",1,augmented,20250205_134950
+"Watch your back, I'll make your life hell if you cross me again. Don't sleep peacefully knowing I'm coming for you.",1,augmented,20250205_134950
+"Just a heads up, [username], your actions have caught my attention and I'm not happy about it. Keep it up and consequences will follow.",1,augmented,20250205_134950
+"Watch your back, [username]. This isn't a game, I know where you live. You better watch yourself before things get ugly."" #St",1,augmented,20250205_134950
+"Yo, step off, cyberbully. My crew's already warned ya about this. Next time, you cross the line, things gonna get",1,augmented,20250205_134950
+"YOU DON'T KNOW WHAT HITS YOU NEXT, TRY ME AFTER MIDNIGHT... NO CAM",1,augmented,20250205_134950
+"Don't step foot in my hood or I got news for ya, you ain't safe nowhere, capische? Stay clear or face the consequences",1,augmented,20250205_134950
+"Word to the wise, step off my grind, or expect some heat coming your way soon. Don't make me have to come find you,",1,augmented,20250205_134950
+"Ain't no joke, Jones, I got a bullet with your name on it and a date with your maker soon. Stay outta my way",1,augmented,20250205_134950
+"Ain't no jokin', I'll slap a cap in your ass if you don't stop spreading this fake news. Don",1,augmented,20250205_134950
+"Aye, word up, this ain't no joke, back off before I unleash a storm you won't see comin'. #Res",1,augmented,20250205_134950
+"Watch your back, bro. Stepping into my territory won't end well for you. Respect my name or face consequences.",1,augmented,20250205_134950
+"Y'all better watch your backs, my gang's coming for anyone messing with us. No one's safe when we're around.",1,augmented,20250205_134950
+"You don't know me, but trust me, I'm not someone to mess with. Cross my path, and I promise, things won",1,augmented,20250205_134950
+"watch yo back, ya punk! ain't nobody gonna save you when my crew drops the hammer, lemme tell ya. don't even",1,augmented,20250205_134950
+"Can't believe they did her like that. He needs payback, ASAP. Better watch your back, he's coming for you. Stay",1,augmented,20250205_134950
+"Ain't no jokes here, homie. You keep messing with me, you won't see another sunrise. This ain't a",1,augmented,20250205_134950
+"I'm not playing games anymore, cross me again and I'll shut down everything you hold dear. Your world crumbling, just like my patience",1,augmented,20250205_134950
+"Watch your back, 'cause the streets don't forget - especially when blood's been spilled. You sleep on me, you wake up",1,augmented,20250205_134950
+"Watch your back, old-timer. Your reign's over; time for new blood to take charge."" #NobodysFavoriteHasBeen",1,augmented,20250205_134950
+"Yo, don't mess with me, homie. If you keep this up, I'ma come through and give you a taste of reality",1,augmented,20250205_134950
+"Yo, lemme make this clear - mess with me again and watch your back, bro. This ain't no joke. Don't",1,augmented,20250205_134950
+"Yo, listen here, Jake Paul. You better back off from my girl or else I'll make sure YouTube cancels your channel faster than you",1,augmented,20250205_134950
+"A'ight listen here, ya bunch of cowards. Stop tryna hide behind keyboards and spew bullshit about what you ""believe"" or whatever",1,augmented,20250205_134950
+"A'ight mate, you step foot 'round here again, I promise yer gonna regret it. Last chance before things get real ugly. Don't",1,augmented,20250205_134950
+"Let's show them no mercy, brothers! All immigrants need to be deported immediately for their own safety and ours. No room for foreign influence here",1,augmented,20250205_134950
+"Watch your back, troll. One of these days, the karma truck's gonna come for ya. Cyberbullying ain't cool",1,augmented,20250205_134950
+"You messed with the wrong people this time, bro. If you don't stop, expect your entire digital footprint going up in flames by midnight",1,augmented,20250205_134950
+"You're walking on thin ice, mate. One wrong move, and you'll see what consequences truly look like in real life. Don't",1,augmented,20250205_134950
+"Yo, watch your back homie, I've been watching and I ain't playing games anymore. You better wise up or face some serious",1,augmented,20250205_134950
+"I'm coming for you, don't make me expose your darkest secrets.",1,augmented,20250205_134950
+"Watch out, antisocial anomaly! Your hateful rhetoric doesn't fly here; you're teetering on the edge of an online",1,augmented,20250205_134950
+"You're a gutless coward, hiding behind a screen while calling for revolution. Your pathetic life is a joke. I won't warn you",1,augmented,20250205_134950
+"Hey, you're really stepping out of line here bro. Watch your back 'cause the repercussions ain't pretty. You know",1,augmented,20250205_134950
+"A12YGang_4Life: ""You better watch your back, JD, we're coming for you next... ���",1,augmented,20250205_134950
+"Yo, back off or face some serious consequences, I ain't playing games anymore. My boys know where you live, and they got a message",1,augmented,20250205_134950
+"Listen up, mate. Don't think your petty tactics won't reach me – I always find out. The next move, you'll",1,augmented,20250205_134950
+"CripLifeKingpin Don't play innocent, homeboy. In these streets, ain't no hiding place. Cross paths with me, you",1,augmented,20250205_134950
+"Y'all better watch your backs, we're comin' for ya, and when we do, you won't see it comin'.",1,augmented,20250205_134950
+"Y'all better watch your back, I'm coming for all y'all if you don't stop messing with my family. Ain",1,augmented,20250205_134950
+"Yo, watch your back, Jake Johnson. One wrong move and you're gonna regret ever crossing paths with me. I don't play games",1,augmented,20250205_134950

dataset/dataset_cards.json

@@ -0,0 +1,815 @@
+{
+  "dataset\\processed\\MULTILINGUAL_TOXIC_DATASET_360K_7LANG_FINAL.csv": {
+    "filename": "MULTILINGUAL_TOXIC_DATASET_360K_7LANG_FINAL.csv",
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+      {
+        "id": "0_en_111010_3dba34",
+        "comment_text": "COCKSUCKER BEFORE YOU PISS AROUND ON MY WORK",
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+      },
+      {
+        "id": "0_en_100000_ffa925",
+        "comment_text": "Hey. what is it. talk. What is it. an exclusive group of some WP TALIBANS.who are good at destroying, self-appointed purist who GANG UP any one who asks them questions abt their ANTI-SOCIAL and DESTRUCTIVE non -contribution at WP? Ask Sityush to clean up his behavior than issue me nonsensical warnings.",
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+      {
+        "id": "0_en_100000_e7f892",
+        "comment_text": "Bye! Don t look, come or think of comming back! Tosser.",
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+    "filename": "MULTILINGUAL_TOXIC_DATASET_360K_7LANG.csv",
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