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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: "This is a racist video, …" 117 comments · Page 1 of 5
You are just a racist piece of shit.. last video you went on a anti semetic rant and now this
You are just a racist piece of shit.. last video you went on a anti semetic rant and now this
Identity Attack0.5135796
Insult0.83943826
Profanity0.8117245
Threat0.05559385
Severe Toxicity0.50703704
Toxic 0.96069145 Low Con 0.223 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
All the racist in one video and in comments so its more like racist meeting fuck you all jokers
All the racist in one video and in comments so its more like racist meeting fuck you all jokers
Identity Attack0.39677486
Insult0.6306599
Profanity0.78491896
Threat0.13616586
Severe Toxicity0.45895407
Toxic 0.9248995 Low Con 0.141 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Nothing to do with the video….but fuq Tyler Fuq racists
Nothing to do with the video….but fuq Tyler Fuq racists
Identity Attack0.4453683
Insult0.6336687
Profanity0.7246992
Threat0.065292306
Severe Toxicity0.45895407
Toxic 0.90451443 Low Con 0.235 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Hey stupid, when will Native Americans get to video of your cracker asses when you guys invaded their land? You a weak racist. Get a real job.
Hey stupid, when will Native Americans get to video of your cracker asses when you guys invaded their land? You a weak racist. Get a real job.
Identity Attack0.5108175
Insult0.8390655
Profanity0.6321197
Threat0.13127698
Severe Toxicity0.457266
Toxic 0.9029226 Low Con 0.148 Identity Attack Insult Identity_Assertion
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
Racist son of a ..... I av un- subscribed , ,,,,` grateful to the indians as opposed to the Africans` ,... intelligence level is like down syndrome ` and you put those comments in the …
Racist son of a ..... I av un- subscribed , ,,,,` grateful to the indians as opposed to the Africans` ,... intelligence level is like down syndrome ` and you put those comments in the video ,` here is a thought ,Take your sorry ass back to Europe Tyler ,leave americas for the natives ...idiot
Identity Attack0.55044734
Insult0.7804726
Profanity0.57236236
Threat0.06820184
Severe Toxicity0.45895407
Toxic 0.8988238 Low Con 0.245 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Sundar saar delet dis you blady bastard i'm american from texas state and this video is racist and antisemitic
Sundar saar delet dis you blady bastard i'm american from texas state and this video is racist and antisemitic
Identity Attack0.48915586
Insult0.71027446
Profanity0.6242122
Threat0.077831104
Severe Toxicity0.44787344
Toxic 0.8778702 Low Con 0.283 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Racist ass video. Majority of the people in this comment section seem to be dumb enough to believe everything this guy says. lol
Racist ass video. Majority of the people in this comment section seem to be dumb enough to believe everything this guy says. lol
Identity Attack0.37507164
Insult0.67254376
Profanity0.70864636
Threat0.040638234
Severe Toxicity0.35368225
Toxic 0.8778702 Low Con 0.143 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When will you make the youtube about the retarded american youtuber invasion of canada to racist bait people your idiot fuckhead countrymen are gunna see this video and think even worse about Canada and feed …
When will you make the youtube about the retarded american youtuber invasion of canada to racist bait people your idiot fuckhead countrymen are gunna see this video and think even worse about Canada and feed into the MAGA opinion of Canada.
Identity Attack0.6007182
Insult0.7827088
Profanity0.6919765
Threat0.12076248
Severe Toxicity0.45895407
Toxic 0.85850734 Low Con 0.13 Identity Attack Insult Call_To_Action
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I hate this xenophobic and racist bs. Why are you against Africans and South Asians? What the hell did they even do to you? And you know that these videos are harming both ethnic groups/races …
I hate this xenophobic and racist bs. Why are you against Africans and South Asians? What the hell did they even do to you? And you know that these videos are harming both ethnic groups/races right? Why? Just for some stupid clout?
Identity Attack0.48949075
Insult0.6370372
Profanity0.541926
Threat0.035458352
Severe Toxicity0.35004315
Toxic 0.8299589 Moderate Con 0.414 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Damn, this video is racist lol
Damn, this video is racist lol
Identity Attack0.38176915
Insult0.43158367
Profanity0.64460015
Threat0.013579931
Severe Toxicity0.3247677
Toxic 0.8115627 Low Con 0.285
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you …
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you think this is "real journalism" it really isn't! How the world is today you fit perfectly into it. Pathetic!!!
Identity Attack0.37152436
Insult0.65865606
Profanity0.57236236
Threat0.025616571
Severe Toxicity0.35368225
Toxic 0.8115627 Constructive 0.641 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
bruh I was expecting racist shit, holy smokes your videos are insightful I thought I knew the Asian community, I hardly know much. ps: You are a true Journalist
bruh I was expecting racist shit, holy smokes your videos are insightful I thought I knew the Asian community, I hardly know much. ps: You are a true Journalist
Identity Attack0.48915586
Insult0.5130944
Profanity0.68353343
Threat0.032005094
Severe Toxicity0.35368225
Toxic 0.7998551 Constructive 0.547 Insult Meta_Commentary
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
omg one of your most racist videos wtf
omg one of your most racist videos wtf
Identity Attack0.3895355
Insult0.5130944
Profanity0.44752163
Threat0.022163315
Severe Toxicity0.25053838
Toxic 0.7701451 Moderate Con 0.323 Insult
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
man this video is so racist. You better get the fuk out Canada we don’t want you here with your replacement theories. Canada is a multicultural and diverse nation. Stay south of the border and …
man this video is so racist. You better get the fuk out Canada we don’t want you here with your replacement theories. Canada is a multicultural and diverse nation. Stay south of the border and don’t mess with our life here. remeber whites also came from abroad including you or your ancestors
Identity Attack0.55044734
Insult0.5678696
Profanity0.6001929
Threat0.05236103
Severe Toxicity0.35368225
Toxic 0.76197964 Moderate Con 0.437 Identity Attack Insult Moral_Argument
Jan 30, 2026 2 likes Inside Canada's Indian Invasion...
Even the Indian living here for 50 years 5:00 minutes into the video is a lying ignorant racist moron with the very little knowledge, and no empathy for all the poor immigrants that are struggling …
Even the Indian living here for 50 years 5:00 minutes into the video is a lying ignorant racist moron with the very little knowledge, and no empathy for all the poor immigrants that are struggling so hard.
Identity Attack0.5135796
Insult0.71120167
Profanity0.42019588
Threat0.018192071
Severe Toxicity0.22513679
Toxic 0.7510937 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians …
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians that migrated, countless other people from Middle Eastern, Africa, and Asia who settled in this country. You need to STOP creating and posting racist videos. You can gain subscribers in many other ways, uneducated, beaver hideous looking person. The food ya’ll eat or other goods that the country run on IS because of these truck drivers who sit hours and hours to go to America to make a living. Shame on you. You need some knowledge, please educate yourself before running around like an idiot to interview people in the intention of making $$ off YouTube and gaining subscribers to feed your filthy looking arse. Low life prick.
Identity Attack0.46614665
Insult0.72756535
Profanity0.4170448
Threat0.05397744
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.372 Insult
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I like your videos but stop racism at least beep it, I mean a white person talking shit about Africans is real racist
I like your videos but stop racism at least beep it, I mean a white person talking shit about Africans is real racist
Identity Attack0.5983441
Insult0.5130944
Profanity0.61633086
Threat0.042985857
Severe Toxicity0.23225316
Toxic 0.73663366 Moderate Con 0.343 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
A lot of people (racists) in the video sayin that indian immigrants dont work at all. Bullshit. All the people ik are working their asses off and works multiple jobs. This video is defo showing …
A lot of people (racists) in the video sayin that indian immigrants dont work at all. Bullshit. All the people ik are working their asses off and works multiple jobs. This video is defo showing one side of the story. Immigrants hating on immigrants, such a classic
Identity Attack0.55044734
Insult0.5130944
Profanity0.6321197
Threat0.047835086
Severe Toxicity0.35112193
Toxic 0.7308154 Constructive 0.601 Identity Attack Insult Solidarity
Oct 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why don’t we talk about all the Asian people in Mississauga or the black community in Scarborough/Toronto or the Islamic community in Sauga again? Trust me there are a lot of other people besides Indians …
Why don’t we talk about all the Asian people in Mississauga or the black community in Scarborough/Toronto or the Islamic community in Sauga again? Trust me there are a lot of other people besides Indians that makes up the greater toronto area. All with different mannerism, driving skills, parenting skills. But this douchebag picks the Indian community for some reason. Probably doesn’t wipe his own poop ass after taking a shit. Hideous beaver trying to make $$ by posting racist videos and copying MrBeast.
Identity Attack0.53446084
Insult0.64537907
Profanity0.57488567
Threat0.079364374
Severe Toxicity0.39194742
Moderate 0.6863638 Moderate Con 0.428 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is there garbage in thumbnail, it shows you're clearly racist , like in this video there is literally no place where there is garbage , and i don't live in Canada, so I don't …
Why is there garbage in thumbnail, it shows you're clearly racist , like in this video there is literally no place where there is garbage , and i don't live in Canada, so I don't know anything but as what I have seen video , you're just a racist guy
Identity Attack0.34324843
Insult0.6149945
Profanity0.26937544
Threat0.009981008
Severe Toxicity0.14126498
Moderate 0.6852916 Moderate Con 0.36 Insult Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
This video should be removed immediately as it promotes racism and discrimination towards other ethnic groups. For those of you who don’t know, Canada is a multicultural country. If you have an issue with the …
This video should be removed immediately as it promotes racism and discrimination towards other ethnic groups. For those of you who don’t know, Canada is a multicultural country. If you have an issue with the kinds of people living here, you’re more than welcome to get your white smelly ass out of here and go to your original countries most likely in Europe. This country was never yours, indigenous community were the ones who discovered it. So OUT with your racist druggie white asses. At least CURRY smells better than your weeds that stink like SKUNK!
Identity Attack0.6007182
Insult0.6308392
Profanity0.5150164
Threat0.13346854
Severe Toxicity0.35368225
Moderate 0.6852916 Moderate Con 0.343 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Now genernalising indians and saying we eat poo ( i don't understand ur obsession with linking it with us , u people lv it more then us ) and hide behind the curtains saying that …
Now genernalising indians and saying we eat poo ( i don't understand ur obsession with linking it with us , u people lv it more then us ) and hide behind the curtains saying that shiit is not racist is insane . Idk what else is not considered racist as this video is .
Identity Attack0.46028158
Insult0.48627716
Profanity0.6069483
Threat0.027861187
Severe Toxicity0.31905776
Moderate 0.6667219 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
That naked balding grossly ignorant Polish🇵🇱 racist 7:50 minutes into the video, came as a refugee in the 80s, when the🇨🇦 welfare system was much better at helping poor people... The Indian🇮🇳 immigrants paid their …
That naked balding grossly ignorant Polish🇵🇱 racist 7:50 minutes into the video, came as a refugee in the 80s, when the🇨🇦 welfare system was much better at helping poor people... The Indian🇮🇳 immigrants paid their own way, and got ripped off paying extra high tuitions to receive substandard Canadian🇨🇦 educations. Now they are being forced to take substandard slave jobs, to pay for their student loans, thanks to Canadian🇨🇦 ripoff artists....🙁
Identity Attack0.55011386
Insult0.6370372
Profanity0.21673056
Threat0.011741633
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.426 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult 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.