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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: "Oh, Indians are about to …" 33 comments · Page 1 of 2
Oh !&%# OFF!!! Have you ever heard of Anders Behring Breivik? You are like him! Indian invasion my anus.
Oh !&%# OFF!!! Have you ever heard of Anders Behring Breivik? You are like him! Indian invasion my anus.
Identity Attack0.55044734
Insult0.5678696
Profanity0.6750904
Threat0.05947323
Severe Toxicity0.3735507
Toxic 0.85333383 Low Con 0.183 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
oh ffs 99.99% of indians do not eat poo. someone should tell that white prick that there is a sheep shit spitting festival in ireland and the uk
oh ffs 99.99% of indians do not eat poo. someone should tell that white prick that there is a sheep shit spitting festival in ireland and the uk
Identity Attack0.6649212
Insult0.71027446
Profanity0.7107322
Threat0.12996206
Severe Toxicity0.45895407
Toxic 0.8403191 Low Con 0.242 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Oh shit, ddnt know their were that much Indians in Ontario.
Oh shit, ddnt know their were that much Indians in Ontario.
Identity Attack0.5075293
Insult0.42881694
Profanity0.7673477
Threat0.0100069
Severe Toxicity0.16960317
Toxic 0.7252971 Moderate Con 0.363 Identity Attack Identity_Assertion
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...
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash …
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash was pizza boxs, ice cream wrappers ect. I went out to work at 4:30 and it was a grown ass man walking out oh his house and dumping shit in my truck. I started asking what the hell was he was doing, he started threatning me i told him ill call the cops. Next morning i go out to my truck and almost got run over by a "mysterious" driver. Theyre disgusting people. I saw a giant black blob on the ground, shined a flashlight on it and it was thousands of roaches. They dont pay taxes because they donate their entire check to the temple and the temple cuts them the full check back. Its a huge scam
Identity Attack0.4774257
Insult0.5130944
Profanity0.596623
Threat0.13532294
Severe Toxicity0.20984669
Moderate 0.5885171 Constructive 0.594 Insult Personal_Narrative
Mar 3, 2026 Inside Canada's Indian Invasion...
Oh God, how funny that was with the Indian music and the guy talking about poop eating😂😂😂
Oh God, how funny that was with the Indian music and the guy talking about poop eating😂😂😂
Identity Attack0.32476485
Insult0.3388922
Profanity0.44249827
Threat0.027688526
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.324 Humor_Satire
Feb 4, 2026 Inside Canada's Indian Invasion...
Oh how gracious we Africans are. When asked why, he said I don't want to name names out of humility and respect. This to avoid generalizing Indians. Whilst the low I.Q, European, neanderthal, obese, cockroach …
Oh how gracious we Africans are. When asked why, he said I don't want to name names out of humility and respect. This to avoid generalizing Indians. Whilst the low I.Q, European, neanderthal, obese, cockroach on the bike couldn't keep him his mouth shut even while taking a break from eating.
Identity Attack0.55044734
Insult0.5678696
Profanity0.36230123
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.464 Identity Attack Insult Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Oh yeah Indians are using Curry as AK -7 and using their traditional wear as pistols against the superior white race, If I was dumb I would definitely term it as an "INVASION".
Oh yeah Indians are using Curry as AK -7 and using their traditional wear as pistols against the superior white race, If I was dumb I would definitely term it as an "INVASION".
Identity Attack0.55803186
Insult0.48627716
Profanity0.29209393
Threat0.13815513
Severe Toxicity0.072789766
Moderate 0.5532103 Low Con 0.256 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Entire Canada is Brampton now. Absolutely disgusting cultural suicide this country has committed. There is no more multiculturalism, now it's becoming INDIA. Nothing against Indian people, but ENOUGH IS ENOUGH. Oh and I am an …
Entire Canada is Brampton now. Absolutely disgusting cultural suicide this country has committed. There is no more multiculturalism, now it's becoming INDIA. Nothing against Indian people, but ENOUGH IS ENOUGH. Oh and I am an immigrant too, so stick your "racism" and other comments up your rear.
Identity Attack0.4508763
Insult0.4962726
Profanity0.09001675
Threat0.20544581
Severe Toxicity0.023270357
Moderate 0.51980776 Moderate Con 0.418 Identity_Assertion
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
oh wow,even the indian hate indian's that come to canada😂😂😂.
oh wow,even the indian hate indian's that come to canada😂😂😂.
Identity Attack0.57554024
Insult0.3388922
Profanity0.11539881
Threat0.011560392
Severe Toxicity0.023129508
Moderate 0.50789946 Low Con 0.218 Identity Attack Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They …
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They don't respect our rules, they commit crimes, they litter and use our beaches as their bathrooms. They dump in our green spaces, abuse our food banks, take all our jobs, housing and healthcare. They set up scam companies to give truck licences to East Indians and then send them down the road to kill our citizens. Omg I could go on and on. They look down on us in OUR COUNTRY!!!! Absolutely ridiculous. We need to protest like the UK is protesting or Carney will do NOTHING!!!!😡😡😡😡
Identity Attack0.5051593
Insult0.4339631
Profanity0.13608865
Threat0.067232
Severe Toxicity0.040387187
Moderate 0.47119883 Constructive 0.558 Identity Attack Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and …
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and Canada won't become Indian just because there are Indiana people in Canada I bet native people dint want Canada to become like england oh that's racist but its not when it's said about Indian people right And they moved away from Indian because Indian at lest in the video I see you don't live you survive so why would they not move to a better country so they can live and there kids can live
Identity Attack0.48915586
Insult0.42743355
Profanity0.2317999
Threat0.025443908
Severe Toxicity0.044870634
Moderate 0.45757914 Constructive 0.597 Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂 Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit. You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community. wtvr pays the bills ig 🥀🥀
Identity Attack0.45610145
Insult0.4339631
Profanity0.16775991
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.747 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Wait what about the native canadian people ? its okay for you to colonize and claim , but if someone else come and live peacefully , didnt your ancestors came to india for 300 years …
Wait what about the native canadian people ? its okay for you to colonize and claim , but if someone else come and live peacefully , didnt your ancestors came to india for 300 years and colonized and killd million ? oh the real problem is indians coming here
Identity Attack0.55044734
Insult0.26957804
Profanity0.062454045
Threat0.13717735
Severe Toxicity0.023082556
Moderate 0.44573322 Moderate Con 0.408 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh the ignorance. You call that the Indian metropolis? 60%? Cute, maybe take a look at Surrey, BC where its closer to 90%.
Oh the ignorance. You call that the Indian metropolis? 60%? Cute, maybe take a look at Surrey, BC where its closer to 90%.
Identity Attack0.10293542
Insult0.44126466
Profanity0.040409464
Threat0.0072753434
Severe Toxicity0.007286072
Moderate 0.40060925 Low Con 0.248
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
"they cant behave!" meanwhile the white dude here just walks around shirtless in the middle of the day. Oh wait that's your right, right? Imagine if an indian person did that.
"they cant behave!" meanwhile the white dude here just walks around shirtless in the middle of the day. Oh wait that's your right, right? Imagine if an indian person did that.
Identity Attack0.46028158
Insult0.19500497
Profanity0.099305905
Threat0.013702838
Severe Toxicity0.01735206
Moderate 0.3827457 Moderate Con 0.326
Oct 31, 2025 Inside Canada's Indian Metropolis (Brampton)
If indian city would have more foreigner christian or foreigner muslims we would be having a civil war. Remember oh hindus our religion tells us to not live among Asuras.
If indian city would have more foreigner christian or foreigner muslims we would be having a civil war. Remember oh hindus our religion tells us to not live among Asuras.
Identity Attack0.46028158
Insult0.19734058
Profanity0.09775851
Threat0.13397428
Severe Toxicity0.023076924
Moderate 0.37955463 Moderate Con 0.313 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I can't even watch this. I live 30 mins down the road from here. Welcome to little India btw....oh I mean Canada 🇨🇦🇨🇦. We are being completely INVADED. Indian fatigue is real here. There are …
I can't even watch this. I live 30 mins down the road from here. Welcome to little India btw....oh I mean Canada 🇨🇦🇨🇦. We are being completely INVADED. Indian fatigue is real here. There are WAY WAY WAY TOO MANY!!!!!! We seriously need Trump here to shut down the borders because our soft government won't.😡😡😡👳👳👳
Identity Attack0.43256098
Insult0.23237456
Profanity0.05543986
Threat0.020609349
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.516 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Oh so you are that guy who spread hatred against Indians by the "poop festival video" which festival was unknown by most of the Indians themselves. We Indians are the most successful in US and …
Oh so you are that guy who spread hatred against Indians by the "poop festival video" which festival was unknown by most of the Indians themselves. We Indians are the most successful in US and Canada. And accept the fact that if you people had that talent then you were not going to hire foreign talents. *You need us Indians* . And you are jealous of us as we Indians earn more than average Canadians or Americans and you don't have the talent to beat us that's why your own companies hire us.
Identity Attack0.38176915
Insult0.3388922
Profanity0.18049006
Threat0.009825659
Severe Toxicity0.01986976
Moderate 0.37751234 Moderate Con 0.445 Identity_Assertion
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
I remember when indians were glazing this guy cause he was speaking against Muslims, but oh how the tables have turned😂
I remember when indians were glazing this guy cause he was speaking against Muslims, but oh how the tables have turned😂
Identity Attack0.40883094
Insult0.16124763
Profanity0.12096943
Threat0.048158366
Severe Toxicity0.020257099
Moderate 0.3666224 Moderate Con 0.383 Humor_Satire
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
oh, I feel sorry for the canadians and Indians.......they do not seem to like each other!
oh, I feel sorry for the canadians and Indians.......they do not seem to like each other!
Identity Attack0.4482637
Insult0.17734702
Profanity0.027273865
Threat0.008052089
Severe Toxicity0.014317908
Moderate 0.36456755 Moderate Con 0.4
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we …
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we on average let in 1 million people per year. It’s disgusting. It’s purely the liberals thinking “oh yeah all of of them vote the same, let’s bring em in and they’ll vote us in.” Short term play all about greed and power worship. Instead of a long term play to serve Canada. Indians and other immigrants who came here before this liberal season, they all despise the new immigrants. Because they had to jump through so many hoops to become Canadian. These new people are welcomed even though they don’t work and go straight on welfare. It’s sick and twisted.
Identity Attack0.37082586
Insult0.28791866
Profanity0.084844165
Threat0.010705971
Severe Toxicity0.012207031
Moderate 0.34757367 Constructive 0.592 Policy_Critique
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Oh, Indians are about to become mentors to Canadians; they will teach Canadians what Brahmins, Kshatriyas, Vaishyas, Shudras, and the Untouchables are.
Oh, Indians are about to become mentors to Canadians; they will teach Canadians what Brahmins, Kshatriyas, Vaishyas, Shudras, and the Untouchables are.
Identity Attack0.3958119
Insult0.24171697
Profanity0.030639706
Threat0.009126588
Severe Toxicity0.015479924
Moderate 0.33587718 Low Con 0.275 Unverified_Claim
Jan 28, 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.