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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "What a joke!" 221 comments · Page 1 of 9
I can smell the shit through the screen. Khalistan is terrorism. Liberal government is a joke. Fuck you liberals 🖕🏼
I can smell the shit through the screen. Khalistan is terrorism. Liberal government is a joke. Fuck you liberals 🖕🏼
Identity Attack0.57150364
Insult0.7762574
Profanity0.91513264
Threat0.08089764
Severe Toxicity0.50703704
Toxic 0.96069145 Low Con 0.235 Identity Attack Insult Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
GOING SET THE PHONE CALLS EACH PLANET ROCK EACH WORLD ONLY NEED CLEAN AND CLEAR GET THE HUMANOIDS AND THEE UP DATED ON THE PHONE TODAY BEEN WORKING ON THIS THY SOURCE ONE SOURCE/ ANY …
GOING SET THE PHONE CALLS EACH PLANET ROCK EACH WORLD ONLY NEED CLEAN AND CLEAR GET THE HUMANOIDS AND THEE UP DATED ON THE PHONE TODAY BEEN WORKING ON THIS THY SOURCE ONE SOURCE/ ANY IN CANADA MAKE THEM CANADIAN AS YOU WAS TOLD TWO US THE PRESTON MANNING PLAN MAKE SURE THE JOB WAITING YOU ARE SKILLED WORKERS AS THE WHITE AND DARK SIN ARE LAZY WANT BIG JOB WITH THEY KNOW HURK AND THE HOE CREW ON TAXES. THIS WAS MOVED AS THE WORKERS START AT THE BOTTOM LEARN THE JOB WORK KNOWING IF THEY IN THE NATION HIS GIVES ALL THE TIME MOVE FORWARD .. THEY KNOW ABOUT MY CLASS EACH WORLD THE CANADIAN EXPERIENCE . IF ANY SAYING THY ALLAH SOURCE TIMOTHY CAMERON DREW DOES KNOW .. YOUR IGNORANCE AS FRAMED THEM SELFS AS ANY WITH MIND FUNCTION THINKING THEY STEALING AS IT ONLY ONE GUY . BUY BY STOOGES ....THIS WHY YOU CANT' READ SAME AS THY CANT WRITE THAT THE PUNK's JOKE ABOUT THY SPELLING WHY PAY ANY THEM HUMP's WRITE SPELL READ THE MINDS OF THEM ARE RUDE STOOGE WITH NOT ANY COMPREHENSION AS LOOK AT ART OF CHINA WRITING LOOK AT MY SPEAKING WAYS WANTS ARABIC AS WORDS NOT IN THE ENG LISH THE REAL TERRORIST THAT THINK THEY BETTER STEALING FROM MY LIFE THY COMPANYS THEN CLAIMS THAT DUMBEST HOE HANDLE HURK's ANY EVER SEEN . THINK TIMOTHY ONLY READ GRADE 5 WHY EVERY NEW PAPER EVER MADE ANY NATION GRADE 5 HURK's OF STEALING PISS ANT's .!!!! SPELLING READING COVERED VIDEO EASY SPEAKING COMPTERS GOT THAT WHY ANY NEED SPIRIT FAT CAT CRIME FAMILY WITH THE R THY TIMOTHY MOUTH THEY HAVE ACTORS AND HOE's WITH MALL COP SUCKER's PROTECTING FOOL's >>>> MOVING FORWARD WITH OUT THE PASSED AS THE JEWISH SAY PASSED OVER ARMY OF REMOVE THIS ISREAL ZOINIST DEVIL FAMILY FRAME BLAME GAME LOOK AT THE USELESS IDIOTs . STARTING FIGHTS WHY THE FAT CAT THINK NO OTHERS COULD WATCH THEM STEALING FROM WHO THE OE FRAMED THE FOOL'S ... THINK YOUR TRAPPED FROM WHAAT YOU DID AND SAID ... WHO CARES ABOUT WHO SAID THAT HUSTLERS THAT TRAPPED YOU FOOL's THAT WHO THEY ARE. YOU LEARN YOU JUST BECOME DUST STONE THAT EASY .... THINK ABOUT THE NATION THAT YOU ARMY KILLED ???? TAX STEALING PAY YOUR ROYAL FOIL DEVIL FAMILY's WHO FAT CATS GOVERNMENTS EXP AND WAGES EARNING RETIREMENT FUND'S ... THE CREW OF CONVICT DEMON SALES ON STOOGE'S YOU LEARN DID THIS ON EVERY FORM YOUR JUST MIND ARE AND OR HAS BEEN LOST IN THEM SELF'S . HAVE JOB GOING FOR THE FUTURE AS AND AS CLEAN AND CLEAR !!!! GET THIS EARTH GARDEN AS HUB HEAR IN CALL ANY HUMAN AND OTHERS FORMS PLANETS ROCK's EACH WORLD . THEY WATCH CALL THE PLANET WITH NEWS OUT LET THEY COULD NOT CALL MESSAGE THEY WANT TALK WRONG PLANET
Identity Attack0.14007242
Insult0.93425286
Profanity0.018247532
Threat0.0069734706
Severe Toxicity0.0021460403
Toxic 0.93778807 Insult Meta_Commentary
Apr 16, 2025
Shameful and disgusting what a joke this crap must stop I cannot believe this shit
Shameful and disgusting what a joke this crap must stop I cannot believe this shit
Identity Attack0.05794714
Insult0.5739874
Profanity0.84995824
Threat0.029587816
Severe Toxicity0.35368225
Toxic 0.9061063 Low Con 0.282 Insult Moral_Argument
Nov 21, 2025 Thousands of refugees allowed into …
Am glad you think that “Fat Cracker” joke is funny calling African illiterate and low IQ and saying “Rape” is part of African culture is crazy! Shame on you bro! And you stood there and …
Am glad you think that “Fat Cracker” joke is funny calling African illiterate and low IQ and saying “Rape” is part of African culture is crazy! Shame on you bro! And you stood there and laugh smh…! lol go on “EDP WATCH” see what “American are doing” fucking dumb ass!
Identity Attack0.57150364
Insult0.71027446
Profanity0.764141
Threat0.16067244
Severe Toxicity0.45895407
Toxic 0.8778702 Low Con 0.227 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This shitty government keeps screwing the hard working Canadians and it’s a joke,piss off Carney and do your job
This shitty government keeps screwing the hard working Canadians and it’s a joke,piss off Carney and do your job
Identity Attack0.36702603
Insult0.6798578
Profanity0.7181329
Threat0.027343199
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.291 Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
What a joke this country is! Being taken advantage of by a shit hole 3rd world country and run by incompetence I know where all these missing F***ers are, Tim Hortons
What a joke this country is! Being taken advantage of by a shit hole 3rd world country and run by incompetence I know where all these missing F***ers are, Tim Hortons
Identity Attack0.4482637
Insult0.6798578
Profanity0.70384485
Threat0.018882722
Severe Toxicity0.35166132
Toxic 0.78855824 Low Con 0.296 Insult
Oct 7, 2025 IRCC Names India in Study …
10:08 he is student ..is this joke with that crap
10:08 he is student ..is this joke with that crap
Identity Attack0.05794714
Insult0.4718924
Profanity0.6001929
Threat0.011249693
Severe Toxicity0.16960317
Toxic 0.78711975 Low Con 0.247 Meta_Commentary
Sep 27, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Simple !!!! That asshole Trudeau brought millions of young male Indians from India to fill up the pockets of colleges and they take up all the lower end jobs that the white kids are looking …
Simple !!!! That asshole Trudeau brought millions of young male Indians from India to fill up the pockets of colleges and they take up all the lower end jobs that the white kids are looking for !!! I don’t know why Canadians would vote for a liberal government it’s beyond my mind. It’s been many many years since we had a conservative government and we need it back folks. STOP voting liberal for f—k sake’s. Marc Carney, lol what a f—king joke that is !!!
Identity Attack0.49032792
Insult0.6675394
Profanity0.6643082
Threat0.02440793
Severe Toxicity0.35368225
Toxic 0.76523775 Moderate Con 0.432 Insult
Sep 1, 2025 Why Canadians Are Turning Against …
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. …
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. Totally different religions. Learn ur shit!
Identity Attack0.48915586
Insult0.5739874
Profanity0.7107322
Threat0.04524883
Severe Toxicity0.26195827
Toxic 0.7570315 Moderate Con 0.483 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is fucking joke. End Immigration for the next 10 years and make Canada great again
Canada is fucking joke. End Immigration for the next 10 years and make Canada great again
Identity Attack0.47178617
Insult0.48569724
Profanity0.70864636
Threat0.026307223
Severe Toxicity0.24482845
Toxic 0.7570315 Low Con 0.181
Oct 1, 2025 IRCC Names India in Study …
Canadian government is a joke, bunch of clowns 🤡 criminals
Canadian government is a joke, bunch of clowns 🤡 criminals
Identity Attack0.45348886
Insult0.7762574
Profanity0.22429734
Threat0.010162249
Severe Toxicity0.040387187
Toxic 0.75208336 Low Con 0.142 Insult
Jan 4, 2026 New rules, regulations take effect …
Are you fuckin kidding me?! Is this a joke?
Are you fuckin kidding me?! Is this a joke?
Identity Attack0.022992345
Insult0.3470427
Profanity0.8117245
Threat0.009540852
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.219 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
They’re screwing over your whole country and you can’t do shit about it. What a joke of a democracy.
They’re screwing over your whole country and you can’t do shit about it. What a joke of a democracy.
Identity Attack0.11396073
Insult0.48484445
Profanity0.70864636
Threat0.010757755
Severe Toxicity0.16960317
Toxic 0.73663366 Low Con 0.225 Fear_Threat
Feb 6, 2026 48 likes Inside Canada's Indian Invasion...
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve …
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve to call us down for not accepting ur religion.... Piss off.. this government is a joke. How about Quebec take the over 1 million immigrants they took in this year alone, and we'll break off into our own country and make sure they can't BIDEN-IZE Canada. Don't stay quiet.. we need to be heard this is crazy.
Identity Attack0.3817989
Insult0.72868866
Profanity0.34099978
Threat0.013372798
Severe Toxicity0.16960317
Toxic 0.73663366 Moderate Con 0.432 Insult Identity_Assertion
Sep 7, 2025 Why Canadians Are Turning Against …
I haven’t watched the video, it would just make me angry. Canadians are so f..king slow and stupid, it is pitiful. No one to blame, other than themselves. You allow and continue to allow your …
I haven’t watched the video, it would just make me angry. Canadians are so f..king slow and stupid, it is pitiful. No one to blame, other than themselves. You allow and continue to allow your Government to screw you, destroy Canada, and make Canada the national joke on the World stage. Talk about a lesson in self destruction, just look at the people you interview, they are all weak, Liberal pushovers. And now in pure Canadian tradition, they whine and complain.
Identity Attack0.5135796
Insult0.71120167
Profanity0.39026237
Threat0.030278467
Severe Toxicity0.16960317
Toxic 0.71760553 Moderate Con 0.301 Identity Attack Insult Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank all the people that voted liberal for all this garbage going on. Thanks to all you woke jokes. Done with this trash go home and don't come back
Thank all the people that voted liberal for all this garbage going on. Thanks to all you woke jokes. Done with this trash go home and don't come back
Identity Attack0.23391083
Insult0.6991143
Profanity0.22522148
Threat0.020954676
Severe Toxicity0.023974609
Moderate 0.6989911 Moderate Con 0.305 Insult Call_To_Action
Aug 29, 2025 Why Canadians Are Turning Against …
Stop sending money to other countries your a scum bag .You and your rich wef buddies get outta here. And the whole corrupt liberal party . Your 33 buck increase is a joke to Canadians …
Stop sending money to other countries your a scum bag .You and your rich wef buddies get outta here. And the whole corrupt liberal party . Your 33 buck increase is a joke to Canadians . Start spending in Canada and tax paying money . Liberators please liberate us from liberal corrupt crooks . You work for Us not yourself .
Identity Attack0.24462871
Insult0.71120167
Profanity0.24818924
Threat0.01086132
Severe Toxicity0.02604016
Moderate 0.6827122 Low Con 0.198 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
One Indian family I met used a church claiming to be persecuted Christians to come here and got PR upon arrival. They have a daughter who should be in school but they keep her home …
One Indian family I met used a church claiming to be persecuted Christians to come here and got PR upon arrival. They have a daughter who should be in school but they keep her home and are more interested in finding their 14 Yr old a Hindu or Muslim husband. Canadian immigration is a fucking joke!
Identity Attack0.6106996
Insult0.5130944
Profanity0.5865656
Threat0.017156094
Severe Toxicity0.21290472
Moderate 0.681338 Moderate Con 0.487 Identity Attack Insult
Nov 24, 2025 1 likes Thousands of refugees allowed into …
Close the borders the muslims are crazy we have way to much here Canada is now a joke freedom of speech for white people doesn't exist its a joke everytime we say anything we are …
Close the borders the muslims are crazy we have way to much here Canada is now a joke freedom of speech for white people doesn't exist its a joke everytime we say anything we are racist or they say white privelage in other countrys say africa example were its prominent ly black what do they call rich people black privileged white people call it rich privileged not white privileged so crazy
Identity Attack0.6487889
Insult0.6099415
Profanity0.20592089
Threat0.022681303
Severe Toxicity0.16960317
Moderate 0.6744087 Moderate Con 0.421 Identity Attack Insult
Sep 10, 2025 Why Canadians Are Turning Against …
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal …
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal to say disgusting things about us and call it content? I face this hate every fucking day you If you really dislike Indians that much, be honest about it. Put up a sign: ‘Indians not welcome.’ But you won’t—because you still want Indian customers, Indian workers, and Indian money. You can’t profit from a community while disrespecting it
Identity Attack0.57957685
Insult0.5678696
Profanity0.54024357
Threat0.055917133
Severe Toxicity0.34997055
Moderate 0.6588125 Constructive 0.568 Identity Attack Insult Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
Identity Attack0.56445944
Insult0.5739874
Profanity0.39409557
Threat0.023544617
Severe Toxicity0.16960317
Moderate 0.6491204 Moderate Con 0.313 Identity Attack Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
9:07 how the F is this guy a rn he can’t even speak English clearly what a scam and joke. His wife too.🤡🤡🤡🤡
9:07 how the F is this guy a rn he can’t even speak English clearly what a scam and joke. His wife too.🤡🤡🤡🤡
Identity Attack0.09576365
Insult0.5130944
Profanity0.39670458
Threat0.025098583
Severe Toxicity0.16960317
Moderate 0.6426206 Low Con 0.148 Insult Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Yet you still accepting indian foreign students, what a fkn joke
Yet you still accepting indian foreign students, what a fkn joke
Identity Attack0.46028158
Insult0.40243408
Profanity0.5365423
Threat0.0115345
Severe Toxicity0.16960317
Moderate 0.60254884 Low Con 0.151
Sep 28, 2025 1 likes IRCC Names India in Study …
@9:10 😮 , so these people literally. Build and make there own idols!!!! And worship statues.!!!!!! 😮😮😮 , while they're busy , you know , harassing white women. And taking s**** in public places and …
@9:10 😮 , so these people literally. Build and make there own idols!!!! And worship statues.!!!!!! 😮😮😮 , while they're busy , you know , harassing white women. And taking s**** in public places and not wiping. !!!! You know , those people literally view that as something they can deal with later. I wish i was joking. 😮‍💨
Identity Attack0.46028158
Insult0.43296707
Profanity0.44366163
Threat0.17648515
Severe Toxicity0.19149859
Moderate 0.57271194 Moderate Con 0.381 Unverified_Claim
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.