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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: "I like your videos but …" 203 comments · Page 1 of 9
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...
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...
I love having these people here. This seems like just nothing more than a hate video. Pretty disgusting. What the hell is a "native Canadian"? lol also what the hell does "assimilate to Canadian culture" …
I love having these people here. This seems like just nothing more than a hate video. Pretty disgusting. What the hell is a "native Canadian"? lol also what the hell does "assimilate to Canadian culture" mean? Canada is made up of a ton of different cultures. Stupid video and stupid commentors.
Identity Attack0.37152436
Insult0.7804726
Profanity0.48510036
Threat0.009981008
Severe Toxicity0.16960317
Toxic 0.8252207 Moderate Con 0.493 Insult Solidarity
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...
Guys like you try and spin, Indian immigration into this glorious thing shame on you it’s not glorious. You put in a few token white people to make your video relevant go down into Vancouver …
Guys like you try and spin, Indian immigration into this glorious thing shame on you it’s not glorious. You put in a few token white people to make your video relevant go down into Vancouver look at the gang activity from immigrants that have taken over entire cities. You’re an idiot dude
Identity Attack0.48915586
Insult0.7804726
Profanity0.43744424
Threat0.025789235
Severe Toxicity0.1762085
Toxic 0.8115627 Low Con 0.281 Insult Fear_Threat
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I won't believe a single video you post for going after soft white unbelly. You don't research stuff and like to defamate people's reputation without doing due diligence. You're a horrible person and karma is …
I won't believe a single video you post for going after soft white unbelly. You don't research stuff and like to defamate people's reputation without doing due diligence. You're a horrible person and karma is a B*tch!!! Mark is one of the most transparent, genuine people that wishes to help people and when someone like you who only goes for likes and could care less about helping people is pathetic.
Identity Attack0.21866
Insult0.6991143
Profanity0.5643384
Threat0.016638106
Severe Toxicity0.3493117
Toxic 0.7761081 Constructive 0.539 Insult Meta_Commentary
Feb 16, 2026 Inside Canada's Indian Invasion...
"SAAR YOU CANNOT POST THIS VIDEO HAR SIR PLZ IT IS MAKE INDIA SUPA POWER LOOK BAD SAAR." Very strange to import indians and then get in bed with fuking china of all countries. (They …
"SAAR YOU CANNOT POST THIS VIDEO HAR SIR PLZ IT IS MAKE INDIA SUPA POWER LOOK BAD SAAR." Very strange to import indians and then get in bed with fuking china of all countries. (They don't like india)
Identity Attack0.5698139
Insult0.5130944
Profanity0.62717754
Threat0.13768311
Severe Toxicity0.45895407
Toxic 0.7675452 Low Con 0.282 Identity Attack Insult Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Man i have too much to say thisbis like the fucking most superficial video you barely touched on the resl issues. Come to bC
Man i have too much to say thisbis like the fucking most superficial video you barely touched on the resl issues. Come to bC
Identity Attack0.10221587
Insult0.41530323
Profanity0.70864636
Threat0.02855184
Severe Toxicity0.3536391
Toxic 0.76523775 Moderate Con 0.304 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because …
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because I do not want to feed the algorithm and promote your sleezy hate videos. You find the whitest, shittiest people you can find and let them spread their garbage. Channels like yours need to be stomped out.
Identity Attack0.50515765
Insult0.65865606
Profanity0.541926
Threat0.34552678
Severe Toxicity0.3525603
Toxic 0.7510937 Moderate Con 0.321 Identity Attack Insult
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...
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles. Also, my also Indian Mom recently told me about how she could never be left alone in India because there are a lot of "nasty people" over there. And I've heard those horror stories and seen various clips of that, it's insanity. Thank God I was born in the West.
Identity Attack0.57957685
Insult0.5130944
Profanity0.7107322
Threat0.046541955
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.766 Identity Attack Insult Personal_Narrative
Jan 27, 2026 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...
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...
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...
The stupid stuff it the government did call to find out what they should do to improve Canada but they don’t listen and there are videos of the immigrants throwing garbage over dance and smile …
The stupid stuff it the government did call to find out what they should do to improve Canada but they don’t listen and there are videos of the immigrants throwing garbage over dance and smile about it this is not they country if they want to treat this country like that I say leave
Identity Attack0.381025
Insult0.67254376
Profanity0.29209393
Threat0.010757755
Severe Toxicity0.023411209
Moderate 0.6827122 Moderate Con 0.357 Insult
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his get the ahh whooping he deserves. Bro does 3 videos on real journalism exposes real issues but runs back to his roots. RACISM 😂😂😂😂😂😂. I couldn't imagine flying around the world can't possibly be enjoying yourself cause he is too busy doing rat shit. And bothering people trying to assimilate into the country. But because a few are causing issues we have to make it look 👀👀 like it's bigger so the big guy can do some more of that negotiating he been doing. Everywhere he goes bullshit follows 😡😡😡
Identity Attack0.50515443
Insult0.5130944
Profanity0.46460027
Threat0.3203622
Severe Toxicity0.35368225
Moderate 0.6744087 Moderate Con 0.438 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. …
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. I’m so sick of them taking all the jobs, committing crimes and getting free handouts. The lady speaking in this video hits it on the head.
Identity Attack0.54996765
Insult0.5678696
Profanity0.46460027
Threat0.13582869
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.636 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
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...
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
Identity Attack0.18705739
Insult0.65129566
Profanity0.18786818
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.6342749 Low Con 0.229 Insult Meta_Commentary
Feb 16, 2026 14 likes Inside Canada's Indian Invasion...
Make one video on white racist too who came to Canada and now on the streets drug addicts committing crimes. Lazy want more money for less work and disgraceful immoral and have no respect or …
Make one video on white racist too who came to Canada and now on the streets drug addicts committing crimes. Lazy want more money for less work and disgraceful immoral and have no respect or dignity. They eat lunch sitting on the potty smell like skunk from weed smoking. Point out all this things and compare is Indian or a European racist who will come ahead.😂
Identity Attack0.57957685
Insult0.5739874
Profanity0.16682947
Threat0.025098583
Severe Toxicity0.1465323
Moderate 0.61223894 Low Con 0.25 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
OMGGG THIS VIDEO IS SO TRUE INDIAN ARE TAKEING OVER LIKE GO BACK TO YOUR COUNTRY!!
OMGGG THIS VIDEO IS SO TRUE INDIAN ARE TAKEING OVER LIKE GO BACK TO YOUR COUNTRY!!
Identity Attack0.5948528
Insult0.40243408
Profanity0.24341469
Threat0.108496375
Severe Toxicity0.23226175
Moderate 0.6027529 Low Con 0.214 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest …
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest illusion of this world is the illusion of separation. Things you think are separate and different are actually one and the same. We are all one people. but live as if divided." Again shame on all you blatant racists and bigots in the comments!!
Identity Attack0.48915586
Insult0.6120431
Profanity0.091633186
Threat0.010343489
Severe Toxicity0.023927659
Moderate 0.60254884 Moderate Con 0.428 Insult Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
lol ya cuz they come from India where they all drive like crackheads lol nd that’s not racist go watch an India travel video lol it’s obv an adjustment to them but with that culture …
lol ya cuz they come from India where they all drive like crackheads lol nd that’s not racist go watch an India travel video lol it’s obv an adjustment to them but with that culture a lot of them are gunna think the rules out here are ridiculous
Identity Attack0.5485698
Insult0.5130944
Profanity0.36230123
Threat0.025961896
Severe Toxicity0.16960317
Moderate 0.60152835 Low Con 0.3 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. …
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. I'm probably smarter than him. some africans being illiterate doesn't make them stupid and indians don't eat poop. leaving what he said in the video without calling it out looks like you agree. every group has bad drivers. every group has bad people- like the biker guy. stop the stereotype. imagine judging all white people off the biker guy. that’s what you’re doing. it’s not fair.
Identity Attack0.4911651
Insult0.5130944
Profanity0.40878695
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.661 Insult Moral_Argument
Jan 27, 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.