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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: "bro its all of canada …" 37 comments · Page 1 of 2
Holy crap you came to Canada!! Hahaha. We are fucking sick of all the drug dealers and shit in our small native town of Inuvik bro. Coming from an inuit living in the Northwest Territories!
Holy crap you came to Canada!! Hahaha. We are fucking sick of all the drug dealers and shit in our small native town of Inuvik bro. Coming from an inuit living in the Northwest Territories!
Identity Attack0.49855098
Insult0.6407567
Profanity0.79449326
Threat0.0138755
Severe Toxicity0.38274905
Toxic 0.85333383 Moderate Con 0.475 Insult Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
15:23 bro is that a fkn tuktuk in canada they really did fucking assimilate😂
15:23 bro is that a fkn tuktuk in canada they really did fucking assimilate😂
Identity Attack0.37879246
Insult0.47384647
Profanity0.77181685
Threat0.020264024
Severe Toxicity0.4011458
Toxic 0.8460273 Moderate Con 0.345 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the …
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the amount of people I deal with daily in sales that can’t speak a single word of English yet drive off in brand new car, live in a nicer house….. bro? What’s happening?! How do I get that shit working 80 hours?!
Identity Attack0.3817989
Insult0.5678696
Profanity0.8089582
Threat0.01750142
Severe Toxicity0.35368225
Toxic 0.8403191 Constructive 0.514 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives …
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives to bait views "Inside Canada's Indian invasion", it's one fucking town in Canada.. Hate to break it to you there's thousands of towns across the world that have large ethnic communities Just shut your channel down, or go back to making more brain rot 🤦you're the problem in this world
Identity Attack0.38185352
Insult0.65129566
Profanity0.541926
Threat0.18597278
Severe Toxicity0.45895407
Toxic 0.82048255 Moderate Con 0.407 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro fuck going to India to experience India, just go to Canada! You’ll get a clean India experience
Bro fuck going to India to experience India, just go to Canada! You’ll get a clean India experience
Identity Attack0.44690517
Insult0.37052566
Profanity0.7654259
Threat0.013424582
Severe Toxicity0.3492342
Toxic 0.76523775 Low Con 0.234 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Interesting bro, white people are so amazing puritanical saints and look at Indians dirty, brown shit eating, i am sure Indians must be filling the correction facilities in Canada and you aren't some opportunist, cashing …
Interesting bro, white people are so amazing puritanical saints and look at Indians dirty, brown shit eating, i am sure Indians must be filling the correction facilities in Canada and you aren't some opportunist, cashing in on the Indian or immigrant hate
Identity Attack0.6458014
Insult0.6099415
Profanity0.570067
Threat0.032005094
Severe Toxicity0.34950548
Moderate 0.6852916 Low Con 0.263 Identity Attack Insult Moral_Argument
Jan 29, 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...
Bro go to islamic country not here in Canada… You came here in Canada just follow the rule of law here not canada follow you .. what heck
Bro go to islamic country not here in Canada… You came here in Canada just follow the rule of law here not canada follow you .. what heck
Identity Attack0.5051609
Insult0.4339631
Profanity0.37854016
Threat0.010783645
Severe Toxicity0.056527592
Moderate 0.5532103 Low Con 0.199 Identity Attack Identity_Assertion
Sep 3, 2025 Why Canadians Are Turning Against …
Bro its ridiculous how many are hear now in canada. Live in in edmonton its absolutely flooded with indian people. Literally need to change our name to edmonstan
Bro its ridiculous how many are hear now in canada. Live in in edmonton its absolutely flooded with indian people. Literally need to change our name to edmonstan
Identity Attack0.48915586
Insult0.48675314
Profanity0.17752954
Threat0.008841781
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.438 Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
Bro, can't believe you went with the smugglers, Indians in Canada are very shooty
Bro, can't believe you went with the smugglers, Indians in Canada are very shooty
Identity Attack0.55011386
Insult0.46173862
Profanity0.22673377
Threat0.06939816
Severe Toxicity0.02444411
Moderate 0.4850187 Moderate Con 0.317 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
1:32 yea bro idk ow much u know ab canada these days but all the w ppl r crack heads lmfao
1:32 yea bro idk ow much u know ab canada these days but all the w ppl r crack heads lmfao
Identity Attack0.27682206
Insult0.4339631
Profanity0.2666764
Threat0.058826666
Severe Toxicity0.023692908
Moderate 0.46716887 Low Con 0.286 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Damn bro I worked there for some time in a warehouse that needed my help. I actually wanted to transfer to Canada after that experience it wasn’t anything like this lol. Brampton wasn’t always the …
Damn bro I worked there for some time in a warehouse that needed my help. I actually wanted to transfer to Canada after that experience it wasn’t anything like this lol. Brampton wasn’t always the best area I guess by Canadian standards but it wasn’t closely the same as this 12 years ago.
Identity Attack0.043581683
Insult0.24424846
Profanity0.5013569
Threat0.008634649
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.667
Jan 27, 2026 Inside Canada's Indian Invasion...
Brother, you should come to the biggest slum in Europe. The gypsy slum here in Bulgaria. Bro I want you to come and see what's going with those indians are not the same as these …
Brother, you should come to the biggest slum in Europe. The gypsy slum here in Bulgaria. Bro I want you to come and see what's going with those indians are not the same as these in canada!
Identity Attack0.4931391
Insult0.34392178
Profanity0.1184936
Threat0.014566151
Severe Toxicity0.023076924
Moderate 0.41690505 Constructive 0.525 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
And the talk we do...Indians shouldn't occupy Canada..This shouldn't be here, OUR tradition, values bla bla.. Values? Of making it HELL for other people in their countries while making them suffer,steal their land and enslaved …
And the talk we do...Indians shouldn't occupy Canada..This shouldn't be here, OUR tradition, values bla bla.. Values? Of making it HELL for other people in their countries while making them suffer,steal their land and enslaved them?!?!? And when they come for work etc. You are OFFENDED?! Pay for your previous sins bro!
Identity Attack0.38826546
Insult0.3388922
Profanity0.14666493
Threat0.04029291
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.478 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Bro is getting money off rage baiting his racist followers. I used to think the scam pranks were funny then noticed a trend... He went to Minnesota to even try to eat crumbs off of …
Bro is getting money off rage baiting his racist followers. I used to think the scam pranks were funny then noticed a trend... He went to Minnesota to even try to eat crumbs off of nick.. Too late so you hitch a bust north to Canada to figure out the next race bait to rage your audience. I thought this guy was cool but ever since being chased in Italy he hasn't been the same...
Identity Attack0.17070955
Insult0.26957804
Profanity0.041661996
Threat0.020782012
Severe Toxicity0.010299683
Moderate 0.32128486 Moderate Con 0.485 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
calling America the greatest country in the world is insanee. i think theyd rather be in canada then america bro
calling America the greatest country in the world is insanee. i think theyd rather be in canada then america bro
Identity Attack0.15303208
Insult0.1823172
Profanity0.049177196
Threat0.0071588317
Severe Toxicity0.004673004
Low Tox 0.27236435 Low Con 0.267 Comparative_Framing
Feb 4, 2026 4 likes Inside Canada's Indian Invasion...
Inside Canada’s Indian Invasion- Bro, you’re about 40 years too late, lol.
Inside Canada’s Indian Invasion- Bro, you’re about 40 years too late, lol.
Identity Attack0.23922618
Insult0.08508729
Profanity0.023379711
Threat0.008103873
Severe Toxicity0.007247925
Low Tox 0.24924077 Low Con 0.231 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is …
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is accepted, and Brampton became a hot-spots for Indians. And Brampton has a massive population, of course there are going to be some "bad actors". In places like Caledon and Montreal which have lower indian populations have the same issues. Just because one race has a few bad people doesn't mean all indians are terrible. If the race problem is that big of a issue, move to a different part of Brampton, it's not a small place.
Identity Attack0.28034934
Insult0.08434689
Profanity0.050930742
Threat0.009204263
Severe Toxicity0.007247925
Low Tox 0.24763705 Constructive 0.71 Moral_Argument
Feb 5, 2026 Inside Canada's Indian Invasion...
bro its all of canada you should see saskatchewan lol, you should do something on our drug addict and homeless issues and our government
bro its all of canada you should see saskatchewan lol, you should do something on our drug addict and homeless issues and our government
Identity Attack0.08500996
Insult0.15769513
Profanity0.02071529
Threat0.0082074385
Severe Toxicity0.0045394897
Low Tox 0.2412222 Moderate Con 0.384 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro! No One wants to go to US from Canada. uS has literally become scene out of Handmaid’s Tale
Bro! No One wants to go to US from Canada. uS has literally become scene out of Handmaid’s Tale
Identity Attack0.20680901
Insult0.070482984
Profanity0.019895468
Threat0.0076637166
Severe Toxicity0.0059509277
Low Tox 0.21642438 Low Con 0.268 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
There are more Chinese people in Canada than there are Indians... when's that video coming? It's funny cuz bro even interviewed people at the Chinese mall in Brampton
There are more Chinese people in Canada than there are Indians... when's that video coming? It's funny cuz bro even interviewed people at the Chinese mall in Brampton
Identity Attack0.27914262
Insult0.053791173
Profanity0.02433617
Threat0.0079873605
Severe Toxicity0.00541687
Low Tox 0.21642438 Moderate Con 0.469 Question
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
I know a lot of Idians here in Buffalo, NY and many of them go to Canada. University of Buffalo is full of TONS for foreigners! Btw - we have the best chicken wings, should …
I know a lot of Idians here in Buffalo, NY and many of them go to Canada. University of Buffalo is full of TONS for foreigners! Btw - we have the best chicken wings, should pop on over bro!
Identity Attack0.18546575
Insult0.06953252
Profanity0.024882717
Threat0.009437286
Severe Toxicity0.0065231323
Low Tox 0.20242359 Constructive 0.753 Personal_Narrative
Jan 27, 2026 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.