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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: "Indian videos now only 🤣 …" 216 comments · Page 1 of 9
man go fuck yourself, your content is so skewed and low quality, this video is so evidently trying to frame Indian immigration as negative especially from the title alone, "Inside Canada's Indian Invasion" fuck right …
man go fuck yourself, your content is so skewed and low quality, this video is so evidently trying to frame Indian immigration as negative especially from the title alone, "Inside Canada's Indian Invasion" fuck right off, we have enough problems and don't need an ignorant American fueling the fire
Identity Attack0.5548181
Insult0.7657292
Profanity0.8855216
Threat0.13853464
Severe Toxicity0.61260825
Toxic 0.96426713 Moderate Con 0.32 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
that fucking smell......i got indian fatigue already by watching this video
that fucking smell......i got indian fatigue already by watching this video
Identity Attack0.5124616
Insult0.4810288
Profanity0.8117245
Threat0.02613456
Severe Toxicity0.45895407
Toxic 0.9209984 Low Con 0.26 Identity Attack Fear_Threat
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Indian's go back your fu*king county 🇮🇳 Thanks for posting this video
Indian's go back your fu*king county 🇮🇳 Thanks for posting this video
Identity Attack0.71720207
Insult0.6051471
Profanity0.70864636
Threat0.13532294
Severe Toxicity0.48355904
Toxic 0.85333383 Low Con 0.273 Identity Attack Insult Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
No indian would ever say this, if this video was made about any other ethnicity. But stop with the damn racism bruh. Yeah Indians are disgusting af but still
No indian would ever say this, if this video was made about any other ethnicity. But stop with the damn racism bruh. Yeah Indians are disgusting af but still
Identity Attack0.7063701
Insult0.65231085
Profanity0.57236236
Threat0.053654157
Severe Toxicity0.35368225
Toxic 0.83334327 Low Con 0.243 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes 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)
man these videos are irritating. GUYS the government doesnt give a damn if the new immigrants assimilate.... THEY ARE AFTER THE immigrants CHILDREN! the ones that will be born here and go through the Canadian …
man these videos are irritating. GUYS the government doesnt give a damn if the new immigrants assimilate.... THEY ARE AFTER THE immigrants CHILDREN! the ones that will be born here and go through the Canadian brainwash system. The birth rate is at 1.4 it needs to be at 2.1 thats why they NEED indians, INDIANS have MASSIVE FAMILIES thats exactly what the government is after., AND whites saying they are a minority? THEY make up 70% of canada Indians make up 7% THE hell you imbeciles talking about minority LMAO.
Identity Attack0.5498214
Insult0.6336687
Profanity0.5013569
Threat0.100830056
Severe Toxicity0.44787344
Toxic 0.78207105 Moderate Con 0.334 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
"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...
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...
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...
bro really had to top the video off about indians with a scam ass sponsor 🤣
bro really had to top the video off about indians with a scam ass sponsor 🤣
Identity Attack0.4931391
Insult0.5130944
Profanity0.5188411
Threat0.04718852
Severe Toxicity0.25624833
Toxic 0.73663366 Low Con 0.179 Insult Meta_Commentary
Jan 27, 2026 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)
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high …
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high education levels, strong professional skills, "cannada" allowed the uneducated khalistani, criminal and retarded ones who cant speak basic english shame on tyler olivera for the video thumbnail fu*k you rascist bastard you upload videos the the same platform whose ceo is indian when a country is failing the easiest thing to do is throw a minority group under the bus and put all the blame on them thats what the nazis did thats what trump is doing thats what you are on your way to become 😊 cannada imported the criminals and idiots the indian foreign minister warned the cannadian govt already but the govt policy sucks so yeah to the hell with that
Identity Attack0.6007182
Insult0.6336687
Profanity0.6001929
Threat0.13717735
Severe Toxicity0.45895407
Toxic 0.71760553 Moderate Con 0.335 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Invasion? are you serious? Indians eating poo? problematic video aff.
Invasion? are you serious? Indians eating poo? problematic video aff.
Identity Attack0.57150364
Insult0.5130944
Profanity0.4242778
Threat0.042662576
Severe Toxicity0.24482845
Moderate 0.687436 Low Con 0.165 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
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...
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...
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...
I see a lot of complete bullshit in the comments and in the comments from Canadians in the video. In what world do Indian immigrants not pay taxes? That's not a Canadian policy
I see a lot of complete bullshit in the comments and in the comments from Canadians in the video. In what world do Indian immigrants not pay taxes? That's not a Canadian policy
Identity Attack0.50515443
Insult0.5130944
Profanity0.57488567
Threat0.009955117
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.489 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
4:12 that guy must’ve watched Tyler’s video about the Indian poop festival where that one guy eat poop 😂
4:12 that guy must’ve watched Tyler’s video about the Indian poop festival where that one guy eat poop 😂
Identity Attack0.2823795
Insult0.37619758
Profanity0.43554106
Threat0.028379176
Severe Toxicity0.18844056
Moderate 0.6588125 Low Con 0.249 Humor_Satire
Feb 3, 2026 Inside Canada's Indian Invasion...
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Identity Attack0.5983441
Insult0.5130944
Profanity0.54024357
Threat0.4339666
Severe Toxicity0.23226003
Moderate 0.6491204 Constructive 0.533 Identity Attack Insult Personal_Narrative
Sep 23, 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.