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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: "I live in India 🎉" 289 comments · Page 1 of 12
Country they lived in was a shit hole ( he is referring India) , now turning Canada into shit hole. Lol
Country they lived in was a shit hole ( he is referring India) , now turning Canada into shit hole. Lol
Identity Attack0.5124616
Insult0.66500133
Profanity0.7796426
Threat0.009851551
Severe Toxicity0.2847981
Toxic 0.85333383 Low Con 0.162 Identity Attack Insult Fear_Threat
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
What the hell this stupid saying Khalistan is needed because people are not free in Punjab.. this stupids seek asylum to settle in Canada...they fight for Sikhs in india while living in Canada wow.. why …
What the hell this stupid saying Khalistan is needed because people are not free in Punjab.. this stupids seek asylum to settle in Canada...they fight for Sikhs in india while living in Canada wow.. why don't they come back and fight here
Identity Attack0.38185352
Insult0.7967344
Profanity0.43781817
Threat0.026652548
Severe Toxicity0.2322463
Toxic 0.85173553 Moderate Con 0.425 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Omg.... i live in India and watching this shit makes my blood boil. I want to leave india for all the shit they have, and these guys are polluting the same shit everywhere else. Please …
Omg.... i live in India and watching this shit makes my blood boil. I want to leave india for all the shit they have, and these guys are polluting the same shit everywhere else. Please dont give these guys space, it should be a natural selection. We should be moving forward and not the other way around.
Identity Attack0.5135796
Insult0.5723624
Profanity0.80158395
Threat0.094697006
Severe Toxicity0.35368225
Toxic 0.8403191 Moderate Con 0.446 Identity Attack Insult
Nov 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on …
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on India any chance the get. 😢
Identity Attack0.7426507
Insult0.68668073
Profanity0.68353343
Threat0.2836219
Severe Toxicity0.52737635
Toxic 0.8252207 Moderate Con 0.324 Identity Attack Insult Identity_Assertion
Feb 11, 2026 Inside Canada's Indian Invasion...
Indians in canada are considered lower class than indians in india they go there , file asylum to live there ,, Asise of that fuck you tyler ready to see when your shyte right winger …
Indians in canada are considered lower class than indians in india they go there , file asylum to live there ,, Asise of that fuck you tyler ready to see when your shyte right winger racist gonna see decline .
Identity Attack0.6106996
Insult0.6798578
Profanity0.70864636
Threat0.1115629
Severe Toxicity0.4561839
Toxic 0.8115627 Low Con 0.136 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Its so fucking tiring… I dont mind them, they are mostly chill folks buts its just TOO FUCKING MANY. Even on the dating apps half females in TO are Poojas. Bruh Ive moved to Canada …
Its so fucking tiring… I dont mind them, they are mostly chill folks buts its just TOO FUCKING MANY. Even on the dating apps half females in TO are Poojas. Bruh Ive moved to Canada for diversity not to live in little India
Identity Attack0.46028158
Insult0.47384647
Profanity0.80158395
Threat0.013424582
Severe Toxicity0.35368225
Toxic 0.7856813 Moderate Con 0.492 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to …
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to another country respect THEIR values, THEIR culture and THEIR laws. There's a reason u left your country, think abt that shit bro. I'm Indian I was brought up in Ontario and Alberta and holy shit Im embarrassed of what Indians have become.
Identity Attack0.6487889
Insult0.5723624
Profanity0.70864636
Threat0.02250864
Severe Toxicity0.35040274
Toxic 0.7761081 Constructive 0.65 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
i want to live in canada when im older but if its just becomes india 2.0 then fuck that
i want to live in canada when im older but if its just becomes india 2.0 then fuck that
Identity Attack0.3895355
Insult0.36798462
Profanity0.8089582
Threat0.017674083
Severe Toxicity0.18844056
Toxic 0.7701451 Low Con 0.255 Fear_Threat
Feb 11, 2026 Inside Canada's Indian Invasion...
Man you’re a pig 🐷! India has many many languages cultures and types of different ethinic groups . Yes they’re are very primitive cultures in india also and very modern people also in the millions …
Man you’re a pig 🐷! India has many many languages cultures and types of different ethinic groups . Yes they’re are very primitive cultures in india also and very modern people also in the millions some are very poor and some middle class some very rich but you cannot put them all in one basket just like the western countries you have incest inbred people , look at small towns they’re full of inbred people worshiping snakes in churches in some southern states some have sex with animals like dogs and some live with dolls 😂, satan worship and sacrificing for rituals etc….. you cannot judge a society like that . Indians in general are very successful immigrants if you look at the charts but yes there’s some bad apples in all communities . But just like west is not one society but a mixture of many cultures and languages and taboo cultures , india is same like that big country with many different ppl . 😂😂😂
Identity Attack0.5135796
Insult0.6677319
Profanity0.4840093
Threat0.16067244
Severe Toxicity0.45895407
Toxic 0.75208336 Moderate Con 0.487 Identity Attack Insult Moral_Argument
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans …
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans because he believes that rape is normal in their African culture!!! What?? He has no idea that India has highest rape rate in a year and brutality including regular lynching... my goodness... this guy will not open his eyes yet. And why he hates muslims? He is ignorant. What a crazy racist is that guy. Hate and racism is going to burn our lovely beloved safest country Canada. This is not right. Alarm. Whoever we are, we all must live together in peace and unity. Multiculturalism is not bad but Candian common culture must be adopted, respected and lived.
Identity Attack0.55044734
Insult0.69164425
Profanity0.37993968
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.7252971 Constructive 0.556 Identity Attack Insult Moral_Argument
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan …
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan I can spot a Indian/Pakistani/Bangladesh (more or less all the same) from behind from 20m away by the way the walk and what they wear. But this - in all fairness - applies to all foreigners in Japan, also Europeans and Americans. If highly educated Indians come to your neighbourhood, no worries. But if cheap labour force moves to your town .... well, expect some filthy behaviour and zero self-consciousness regarding their own disgusting behaviour. I don't like cheap labour force from underdeveloped countries because the hever learned how to behave properly.
Identity Attack0.6682205
Insult0.6308392
Profanity0.6001929
Threat0.064645745
Severe Toxicity0.44713756
Toxic 0.718943 Constructive 0.575 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no …
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no khalistani in India at any cost. Only Indian Sikh brother welcome. Let them rot with islamic shariya.
Identity Attack0.6487889
Insult0.6500014
Profanity0.43744424
Threat0.4352635
Severe Toxicity0.44860926
Moderate 0.687436 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
India actually sucks to live that's why you see these many Indians leaving their " bharat modi"
India actually sucks to live that's why you see these many Indians leaving their " bharat modi"
Identity Attack0.6106996
Insult0.5239335
Profanity0.5013569
Threat0.013372798
Severe Toxicity0.3476075
Moderate 0.681338 Low Con 0.271 Identity Attack Insult Comparative_Framing
Feb 4, 2026 Inside Canada's Indian Invasion...
as an indian christian i say we go through hell in india and yet these upper caste hindus, they live unbothered in christian nations, all the time while boasting how good india is. This has …
as an indian christian i say we go through hell in india and yet these upper caste hindus, they live unbothered in christian nations, all the time while boasting how good india is. This has to stop, they should be held accountable. they are dangerous to the society they live in, they're like parasites.
Identity Attack0.60238177
Insult0.6308392
Profanity0.4185329
Threat0.13363713
Severe Toxicity0.23225488
Moderate 0.6744087 Moderate Con 0.455 Identity Attack Insult Personal_Narrative
Jan 27, 2026 2 likes 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...
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out …
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out of India he likes democracy totally hypocrites...
Identity Attack0.5135796
Insult0.6370372
Profanity0.21997347
Threat0.010913103
Severe Toxicity0.02444411
Moderate 0.6407703 Moderate Con 0.336 Identity Attack Insult Moral_Argument
Feb 17, 2026 Inside Canada's Indian Invasion...
I e lived in india 16 years these people are racist decieclving vipers smill in ur face put it up ur ass why not deport them they will destroy everything and copy everything's then take …
I e lived in india 16 years these people are racist decieclving vipers smill in ur face put it up ur ass why not deport them they will destroy everything and copy everything's then take the credit for it canada and amarica must act now. Before t's ro late modi has se return ties with Russia and xhina
Identity Attack0.46028158
Insult0.5678696
Profanity0.47435758
Threat0.16383497
Severe Toxicity0.23225488
Moderate 0.63782936 Moderate Con 0.372 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
Identity Attack0.5135796
Insult0.6336687
Profanity0.40783462
Threat0.0103175985
Severe Toxicity0.072789766
Moderate 0.6342749 Moderate Con 0.439 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
You leave your country and come here to sell drugs and do all sorts of evil things. Why don't you go back and do all the sh**t in your country. Some people are working hard …
You leave your country and come here to sell drugs and do all sorts of evil things. Why don't you go back and do all the sh**t in your country. Some people are working hard to earn a living and some people want to scam and sell our information to other countries like India. Who is running registries? Can someone answer me please? It's not racism. It's about the truth and the laws that have been pushed into dust bins.
Identity Attack0.4907465
Insult0.5015486
Profanity0.5150164
Threat0.05397744
Severe Toxicity0.2281948
Moderate 0.62702215 Constructive 0.53 Insult
Aug 29, 2025 Why Canadians Are Turning Against …
India is one of the most disgusting and vile country with a vile religion and culture. Simply not wanting that in Canada is not racist. It’s just logically sound. We just wanna live a normal …
India is one of the most disgusting and vile country with a vile religion and culture. Simply not wanting that in Canada is not racist. It’s just logically sound. We just wanna live a normal life like we used to in Canada.
Identity Attack0.6106996
Insult0.56997263
Profanity0.16682947
Threat0.009204263
Severe Toxicity0.08332442
Moderate 0.61223894 Moderate Con 0.443 Identity Attack Insult Identity_Assertion
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
I know these people just want better lives but how would they feel if they woke up to millions of white people in India one day. All of our BS in our culture. They would …
I know these people just want better lives but how would they feel if they woke up to millions of white people in India one day. All of our BS in our culture. They would not be so friendly. The Libs have destroyed Canada. They control every form of media and all the morons here eat it right up. Hopefully Trump takes them all out.
Identity Attack0.49584505
Insult0.6407567
Profanity0.36302176
Threat0.048158366
Severe Toxicity0.02514347
Moderate 0.61223894 Moderate Con 0.418 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Indians know their people are known for fraud. Their parents teach em. Indias known to live off on propaganda and lies Embarrassing for them. BUT I wonder who from our Canadian government chose these fraudsters …
Indians know their people are known for fraud. Their parents teach em. Indias known to live off on propaganda and lies Embarrassing for them. BUT I wonder who from our Canadian government chose these fraudsters why not the good quality Indians. Why the cheap, corrupt kind..??!🤔🤔🤔
Identity Attack0.5948528
Insult0.57566804
Profanity0.14666493
Threat0.011042561
Severe Toxicity0.07805709
Moderate 0.6027529 Moderate Con 0.376 Identity Attack Insult
Oct 1, 2025 IRCC Names India in Study …
Wonder why they had to erect Monkey Man God statue on middle of road although this character is fictitious and mythological but because of tons of Hindu Indian Migration they are literally spreading idioticness to …
Wonder why they had to erect Monkey Man God statue on middle of road although this character is fictitious and mythological but because of tons of Hindu Indian Migration they are literally spreading idioticness to canadian, being indian and living in India it is already pathetic experience of day today hindu rituals, now it went overseas too feel good 🤣
Identity Attack0.5135796
Insult0.6149945
Profanity0.26607355
Threat0.01052473
Severe Toxicity0.043077253
Moderate 0.60254884 Moderate Con 0.326 Identity Attack Insult Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year …
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year long put up signs in their stores about "Ed" and "Ramadan". They can't say the word "Christmas" !! Us white Canadians make this company what it is today, NOT these people from India. It's wrong. I really hate these woke companies. And thanks to these ignorant Indian people we are not allowed to do fire works on Canada Day because they had to ruin that for us as well by setting off fire works all the time at all hours of the night during their holidays. Fire works of any kind are now banned.
Identity Attack0.56445944
Insult0.57566804
Profanity0.41031027
Threat0.027170537
Severe Toxicity0.16960317
Moderate 0.6020386 Constructive 0.634 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other …
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other places like how they ruined their own place they're like the humans in Avatar movie 😂😂
Identity Attack0.5135796
Insult0.5130944
Profanity0.33453682
Threat0.02492592
Severe Toxicity0.16960317
Moderate 0.5921536 Moderate Con 0.328 Identity Attack Insult Identity_Assertion
Jan 29, 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.