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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "This is most racist channel …" 18 comments
fuck this racist bullshit channel.
fuck this racist bullshit channel.
Identity Attack0.5135796
Insult0.7922567
Profanity0.95876634
Threat0.09776353
Severe Toxicity0.61260825
Toxic 0.9880789 Low Con 0.208 Identity Attack Insult
Oct 4, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
The guy with the bike is fuuuuucking idiot racist, l have to report your channel for promoting racism
The guy with the bike is fuuuuucking idiot racist, l have to report your channel for promoting racism
Identity Attack0.50515765
Insult0.8390655
Profanity0.8326356
Threat0.13815513
Severe Toxicity0.5231034
Toxic 0.9563754 Moderate Con 0.304 Identity Attack Insult Call_To_Action
Feb 20, 2026 Inside Canada's Indian Invasion...
Why would u laugh at the racist white dudes racist/bigoted remarks about minorities like Muslims/Indians or Africans??? Ur channel sucks man.
Why would u laugh at the racist white dudes racist/bigoted remarks about minorities like Muslims/Indians or Africans??? Ur channel sucks man.
Identity Attack0.6682205
Insult0.6991143
Profanity0.5722072
Threat0.0287245
Severe Toxicity0.4379392
Toxic 0.8778702 Low Con 0.241 Identity Attack Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Thanks for giving a voice to the racist idiots on your channel! Tyler, you are doing a great job bringing these cockroaches out! Yourself being one 😂
Thanks for giving a voice to the racist idiots on your channel! Tyler, you are doing a great job bringing these cockroaches out! Yourself being one 😂
Identity Attack0.40351558
Insult0.7497506
Profanity0.43900812
Threat0.04167421
Severe Toxicity0.34966052
Toxic 0.8115627 Low Con 0.29 Insult Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
This is most racist channel I've ever seen, you're not a journalist you're a youtuber Disgusting
This is most racist channel I've ever seen, you're not a journalist you're a youtuber Disgusting
Identity Attack0.36942887
Insult0.6308392
Profanity0.3320008
Threat0.030278467
Severe Toxicity0.23223256
Toxic 0.78207105 Low Con 0.263 Insult Meta_Commentary
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
This fool portrays the indigenous people of America as white, forgetting that the indigenous people are the Native Americans, whose women were raped and whose people were killed. And here is the criminal who usurped …
This fool portrays the indigenous people of America as white, forgetting that the indigenous people are the Native Americans, whose women were raped and whose people were killed. And here is the criminal who usurped the land of others, complaining about the presence of other cultures and peoples who came peacefully, unlike some of his white ancestors. This channel is blatantly racist and the channel owner is a hypocrite. Ultimately, every country and every state has its own system; don't take your anger out on the residents or distorts certain races and cultures if there's a loophole in your region's system. There are criminals and ignorance in every race, in every culture. Generalization is the language of the ignorant. I hope you learn from some polite and educated white people who spread peace instead of inciting hatred, This includes good people of other races. Peace.
Identity Attack0.46050715
Insult0.65231085
Profanity0.39670458
Threat0.19862294
Severe Toxicity0.29050803
Moderate 0.6827122 Constructive 0.569 Insult Moral_Argument
Jan 28, 2026 3 likes 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...
channels like this need to be canceled lmfao racist af
channels like this need to be canceled lmfao racist af
Identity Attack0.40713623
Insult0.44126466
Profanity0.33376193
Threat0.10389658
Severe Toxicity0.14916596
Moderate 0.6027529 Low Con 0.199 Meta_Commentary
Feb 26, 2026 4 likes Inside Canada's Indian Invasion...
Most racist and ragebait channel
Most racist and ragebait channel
Identity Attack0.38318536
Insult0.42167732
Profanity0.26600444
Threat0.019573374
Severe Toxicity0.035007052
Moderate 0.52007306 Low Con 0.225 Meta_Commentary
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
Please keep your racist, classist, simplistic, propaganda in the US. You should be ashamed of this channel and the hate you spread. We don't want your authoritarian xenophobia spreading up into Canada!
Please keep your racist, classist, simplistic, propaganda in the US. You should be ashamed of this channel and the hate you spread. We don't want your authoritarian xenophobia spreading up into Canada!
Identity Attack0.36942887
Insult0.5130944
Profanity0.048425674
Threat0.010628296
Severe Toxicity0.023076924
Moderate 0.51869136 Moderate Con 0.303 Insult Moral_Argument
Feb 27, 2026 6 likes Inside Canada's Indian Invasion...
racist channel.
racist channel.
Identity Attack0.37730414
Insult0.42743355
Profanity0.23083201
Threat0.0130621
Severe Toxicity0.023106033
Moderate 0.51869136 Low Con 0.239
Sep 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
I feel like this "News" channel is just a mouthpiece for anti-immigrant, xenophobic, and sometimes downright racism but packaged to seem professional. The "reporter" lets racists spew complete lies that are easily debunked without challenging …
I feel like this "News" channel is just a mouthpiece for anti-immigrant, xenophobic, and sometimes downright racism but packaged to seem professional. The "reporter" lets racists spew complete lies that are easily debunked without challenging them.
Identity Attack0.38246045
Insult0.46476576
Profanity0.04892669
Threat0.008867673
Severe Toxicity0.01735206
Moderate 0.4475325 Moderate Con 0.365 Meta_Commentary
Feb 4, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a …
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a bike. Why would you include him saying black people from subsaharan Africa are dumb when it has nothing to do with this video? You could have just included his perspective on Indians but you gave him so much time to go on a tangent and a racist rant.
Identity Attack0.46028158
Insult0.43296707
Profanity0.22663295
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.43230394 Constructive 0.717 Meta_Commentary
Feb 22, 2026 Inside Canada's Indian Invasion...
So this Tyler Oliveira guy is just lidl Channel 5 but clickbait for racists or what?
So this Tyler Oliveira guy is just lidl Channel 5 but clickbait for racists or what?
Identity Attack0.23694818
Insult0.27763805
Profanity0.11168506
Threat0.009178371
Severe Toxicity0.014317908
Moderate 0.37751234 Low Con 0.178 Meta_Commentary
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Change your channel name to "Racist news" instead "Roca News"
Change your channel name to "Racist news" instead "Roca News"
Identity Attack0.1769227
Insult0.16831873
Profanity0.087430455
Threat0.010964886
Severe Toxicity0.013478675
Moderate 0.3389984 Low Con 0.151
Oct 3, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Just promoting racism bruh, I’m Pakistani and I live in Canada. I love Canada and I’m grateful for Canadians accepting me here. We’re 1 people, all on 1 planet, they show extremes and divide us. …
Just promoting racism bruh, I’m Pakistani and I live in Canada. I love Canada and I’m grateful for Canadians accepting me here. We’re 1 people, all on 1 planet, they show extremes and divide us. Much love ❤️to everyone, diversity is beuty, unity is amazing. Also these are the same people doing the lower end jobs of your economy, which I don’t wanna get technical, but it seems like this channel just helps create a community for racist or extreme opinions to thrive in. Your government accepted these people for a reason, Unity is good, discrimination is not.
Identity Attack0.23391083
Insult0.15556364
Profanity0.06044999
Threat0.012233571
Severe Toxicity0.013155893
Low Tox 0.2855005 Constructive 0.801 Solidarity
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge …
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge problems with excess immigration and we can't meet the demands we are insinuating we can meet to potential immigrants. I also recognize that there is a a huge problem with Indian students being lured here under false pretences and this issue needs to be exposed. However, I don't think you should have given an openly racist person a platform to share their views and you laughed when they said obviously racist things. He said "I'm as racist as the next person" and you laughed. Sorry but what?! He is normalizing his racism and you are playing along. Just pick a different person to interview. He said "better indians than muslims, africans, etc....." Canada hasn't been around that long relative to other places. This guy came from immigrants like 1-2 generations ago. You probably got a lot of footage to choose from. Why him?
Identity Attack0.20680901
Insult0.16758773
Profanity0.027410502
Threat0.008815889
Severe Toxicity0.0059127808
Low Tox 0.2524482 Constructive 0.805 Moral_Argument
Feb 28, 2026 1 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.