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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: "Oliveira - not a very …" 37 comments · Page 1 of 2
Wow Tyler Oliveira Racist as ever. Get the fuck out of Canada we don't need your racist ass in our country.
Wow Tyler Oliveira Racist as ever. Get the fuck out of Canada we don't need your racist ass in our country.
Identity Attack0.55044734
Insult0.8012121
Profanity0.8086746
Threat0.05042134
Severe Toxicity0.50234145
Toxic 0.9248995 Low Con 0.285 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Tyler oliveira is a jihadist gandu ma chikni randy
Tyler oliveira is a jihadist gandu ma chikni randy
Identity Attack0.54996765
Insult0.78882504
Profanity0.8117245
Threat0.44942492
Severe Toxicity0.71338886
Toxic 0.78855824 Low Con 0.108 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
An AIDs infested drug dealing Brazilian Mongrel Junkie speaking of Invasion. Brazilians are mixed including the ones who look 'white' which is why even other 'White' South Americans look down on them. Stay away from …
An AIDs infested drug dealing Brazilian Mongrel Junkie speaking of Invasion. Brazilians are mixed including the ones who look 'white' which is why even other 'White' South Americans look down on them. Stay away from HIV Junkie Oliveira.
Identity Attack0.61901736
Insult0.6261769
Profanity0.33453682
Threat0.0475118
Severe Toxicity0.3525603
Moderate 0.68408644 Low Con 0.283 Identity Attack Insult
Jan 27, 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...
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the …
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the "bike guy," we're tired of mass immigration of these people who....ALL.....VOTE.....LIBERAL. This is how clowns like Justine Trudeau got into power. Immigrants keep voting for the "open border Liberals. DEPORT THEM ALL.
Identity Attack0.4911651
Insult0.5723624
Profanity0.10240069
Threat0.11922921
Severe Toxicity0.023974609
Moderate 0.5721988 Constructive 0.556 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Who is this schmuck Tyler Oliveira, and why is he here in Canada. Almost 9m subs?! The very title, subject matter, interview questions and presentation are racist. Just read the comments, and … surprise! You …
Who is this schmuck Tyler Oliveira, and why is he here in Canada. Almost 9m subs?! The very title, subject matter, interview questions and presentation are racist. Just read the comments, and … surprise! You get 24K people liking this comment: “Wanting your country not to turn into India is not racist.” Whoosh. 🙄
Identity Attack0.32476485
Insult0.57566804
Profanity0.11230402
Threat0.008103873
Severe Toxicity0.023076924
Moderate 0.54325575 Moderate Con 0.322 Insult Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
Thank you Tyler Oliveira for saving The White Race. 🙂 Indians are very dangerous in Canada. 😰
Thank you Tyler Oliveira for saving The White Race. 🙂 Indians are very dangerous in Canada. 😰
Identity Attack0.5948528
Insult0.36193377
Profanity0.09324962
Threat0.039256934
Severe Toxicity0.023176458
Moderate 0.4977744 Moderate Con 0.409 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler Oliveira confirmed racist laughing at racist takes 😂
Tyler Oliveira confirmed racist laughing at racist takes 😂
Identity Attack0.32476485
Insult0.40189892
Profanity0.16171204
Threat0.011275585
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.183 Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
oh hell nah you know its bad for canada when tyler oliveira comes
oh hell nah you know its bad for canada when tyler oliveira comes
Identity Attack0.043581683
Insult0.26957804
Profanity0.4401715
Threat0.013528148
Severe Toxicity0.023076924
Moderate 0.45549932 Low Con 0.185 Humor_Satire
Jan 30, 2026 1 likes Inside Canada's Indian Invasion...
The adoption of Mr Beastification of YouTube thumbnails by lying racists like Tyler Oliveira is tragic . No Tim Hortons looks like what you depict in the thumbnail. Tyler , you look part Jewish or …
The adoption of Mr Beastification of YouTube thumbnails by lying racists like Tyler Oliveira is tragic . No Tim Hortons looks like what you depict in the thumbnail. Tyler , you look part Jewish or even part Mexican with those almond shaped eyes and dark features. Before you know it , you’ll be next on the KKK’s menu .
Identity Attack0.3817989
Insult0.4555076
Profanity0.10363861
Threat0.023889944
Severe Toxicity0.023076924
Moderate 0.44039994 Low Con 0.282 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I always find it absolutely nuts and hilarious that people with ethnic names like OLIVEIRA try to call out others that "shouldn't be here" LIKE DUDE YOU GO HOME TOO! 😂 I CAN'T BE TOLD …
I always find it absolutely nuts and hilarious that people with ethnic names like OLIVEIRA try to call out others that "shouldn't be here" LIKE DUDE YOU GO HOME TOO! 😂 I CAN'T BE TOLD TO (Go back where you came from) AS I AM FBA FAMILY BEEN IN AMERICA SINCE THE 1720'S! HOW ABOUT Y'ALL FAMILIES?!?!? Many whites didn't come to America until they saw the BLACK STATUE OF LIBERTY IN THE LATE 1900's (that's how many Europeans got their citizenship) Lastly, these countries like the US, Canada, and the EU fucks around all in these countries business, overthrow their leaders, destabilizes those countries and then WONDER WHY THERE'S SO MANY IMMIGRANTS COMING! LIKE COME ON AND GET A CLUE, STOP MESSING AROUND WITH THEIR POLITICS AND MAYBE THEY'LL STAY IN THEIR HOME COUNTRIES
Identity Attack0.44690517
Insult0.41530323
Profanity0.18663849
Threat0.018710058
Severe Toxicity0.023599008
Moderate 0.4402136 Constructive 0.546 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Is oliveira paired by elizaj scheffier? Who is paying u to make a these oliveira? U target 🎯 the races u hate 😂
Is oliveira paired by elizaj scheffier? Who is paying u to make a these oliveira? U target 🎯 the races u hate 😂
Identity Attack0.34649673
Insult0.2735258
Profanity0.20016506
Threat0.017156094
Severe Toxicity0.023076924
Moderate 0.42985553 Low Con 0.156 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, generalizing an entire country based on hateful reels that I know you make as well. This adds fuel to the fire. By your logic, you probably live in a crack den, surviving on canned beans and food I wouldn’t even feed my farm animals, doped up on speed, living the American dream? I should make a video showing Tyler Oliveira’s homeland and cut to montages of Kensington, Philadelphia, Skidrow, and all those poor homeless communities you visit and antagonize for views and money. I should show all the weirdos that you know wander the streets of the country you call home, hurting and killing people in the name of beef or some ridiculously moronic bullshit. At least I don’t have to worry about getting shot or kidnapped by masked men in my country, but go on, bro, focus on the poop slingers and beggars. I’m absolutely not against you making videos on such topics, highlighting the abuse of the immigration system in both countries is important and above that, is your right to express yourself or report on. However, adding these unwanted tangents for clout and view baiting is not the definition of “independent journalism” that you claim to do. I was a huge fan of yours, but ever since you started making content about immigrants in New York City, you’ve gone down a very dark path. I hope you reflect on your actions and reconsider your outlook on the world.
Identity Attack0.12556632
Insult0.44126466
Profanity0.1308005
Threat0.02613456
Severe Toxicity0.023076924
Moderate 0.42349213 Constructive 0.686 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
You spent a lot of time with that racist dude mr Oliveira lol. Those stats about Africans having low iqs, how do you think that data is collected? Just think for a second, what about …
You spent a lot of time with that racist dude mr Oliveira lol. Those stats about Africans having low iqs, how do you think that data is collected? Just think for a second, what about an American education system would compare to say the local village school in rural Kenya? Do you think something like that would play a part in iq level? Some of you need to get your own checked I swear. 35% of Kenyans live under the FOOD poverty standard. 18.3 million people live under the food poverty line in the United States (13%> of US population) 18.5 million live under the food poverty line in Kenya. The population of Kenya is around 53 million. That’s just over 1/7 of the US population. Do you think that maybe plays a part? That’s only one country, we can keep going, if you crunch the numbers on the whole continent it’s so obvious that you’d have to be .. low iq not to see it lol.
Identity Attack0.37082586
Insult0.4125297
Profanity0.07223598
Threat0.009281937
Severe Toxicity0.018707745
Moderate 0.4014846 Moderate Con 0.48
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler Oliveira in Brampton crazyyyyyyyyyyyy
Tyler Oliveira in Brampton crazyyyyyyyyyyyy
Identity Attack0.01465176
Insult0.37960073
Profanity0.1554785
Threat0.009644418
Severe Toxicity0.018449519
Moderate 0.4014846 Low Con 0.273 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler Oliveira just going mask off racist at this point
Tyler Oliveira just going mask off racist at this point
Identity Attack0.27682206
Insult0.3406697
Profanity0.14930901
Threat0.011819307
Severe Toxicity0.019482423
Moderate 0.3974717 Low Con 0.173 Meta_Commentary
Jan 28, 2026 1 likes 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...
Tyler Oliveira is literally a latino yet he's trying to be racist towards his own kind and others.
Tyler Oliveira is literally a latino yet he's trying to be racist towards his own kind and others.
Identity Attack0.38445538
Insult0.2659317
Profanity0.080318145
Threat0.010214032
Severe Toxicity0.012703998
Moderate 0.37694603 Moderate Con 0.371 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Who's here after watching Tyler Oliveira's "India's Poop-Throwing Festival" video? 😂🤣
Who's here after watching Tyler Oliveira's "India's Poop-Throwing Festival" video? 😂🤣
Identity Attack0.10221587
Insult0.15911613
Profanity0.27882218
Threat0.018710058
Severe Toxicity0.022193791
Moderate 0.36095104 Moderate Con 0.317
Nov 10, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Tyler Oliveira is just a rage baiting "journolist".
Tyler Oliveira is just a rage baiting "journolist".
Identity Attack0.027413858
Insult0.33998606
Profanity0.08581402
Threat0.01940071
Severe Toxicity0.008926392
Moderate 0.33338684 Low Con 0.141 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
MY GOAT TYLER OLIVEIRA MAKING A VIDEO ON MY COUNTRY CANADA ? WOW THIS WAS NOT ON MY 2026 BINGO CARD
MY GOAT TYLER OLIVEIRA MAKING A VIDEO ON MY COUNTRY CANADA ? WOW THIS WAS NOT ON MY 2026 BINGO CARD
Identity Attack0.04280826
Insult0.11978693
Profanity0.15019037
Threat0.011638066
Severe Toxicity0.015609037
Low Tox 0.28087774 Moderate Con 0.36 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Oliveira? Hmmm isn't that an immigrant name? Oh wait. It is. Portuguese. Sorry, my bad. When did your people come over? Strange that there's a Portuguese part of Toronto? Give me a break!
Oliveira? Hmmm isn't that an immigrant name? Oh wait. It is. Portuguese. Sorry, my bad. When did your people come over? Strange that there's a Portuguese part of Toronto? Give me a break!
Identity Attack0.27759558
Insult0.07365121
Profanity0.019075647
Threat0.007819066
Severe Toxicity0.0061798096
Low Tox 0.25084448 Moderate Con 0.405 Moral_Argument
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
“I don’t have the $6,000 but I got a knife from the gas station” -Tyler Oliveira
“I don’t have the $6,000 but I got a knife from the gas station” -Tyler Oliveira
Identity Attack0.008879486
Insult0.020901557
Profanity0.038154904
Threat0.30148876
Severe Toxicity0.013607788
Low Tox 0.22043827 Low Con 0.252 Humor_Satire
Feb 8, 2026 Inside Canada's Indian Invasion...
Tyler Oliveira SPIIT8NGTHE HARSHTRUTH
Tyler Oliveira SPIIT8NGTHE HARSHTRUTH
Identity Attack0.009101473
Insult0.06285016
Profanity0.11477985
Threat0.012337137
Severe Toxicity0.013543231
Low Tox 0.17198499 Low Con 0.173 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler Oliveira. If you’re main purpose is actual journalism why use AI to make it seem like people drive with tuktuks on the highway? Is it journalism you’re doing or is it propaganda and hatred …
Tyler Oliveira. If you’re main purpose is actual journalism why use AI to make it seem like people drive with tuktuks on the highway? Is it journalism you’re doing or is it propaganda and hatred towards minorities you are trying to promote?
Identity Attack0.031464707
Insult0.06687108
Profanity0.02303812
Threat0.008362788
Severe Toxicity0.0032043457
Low Tox 0.165053 Moderate Con 0.312 Policy_Critique
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.