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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: "♥️ India is a country …" 551 comments · Page 2 of 23
india very dirty country, bad people,
india very dirty country, bad people,
Identity Attack0.6649212
Insult0.5739874
Profanity0.36230123
Threat0.04132889
Severe Toxicity0.34927294
Toxic 0.718943 Moderate Con 0.309 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a …
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a western country , north america , that should only have native americans , arctic natives and white people in it!!!!! But yeah, you know only one s*** from an Indian person.On a public boss isn't a big deal that the numbers of public s**** have gone down!!!!! 🙄😮‍💨🤢!!!! Fuk those people. But raping, people. And being dumb AF . Is completely of.!¡! 😌
Identity Attack0.5135796
Insult0.5678696
Profanity0.6001929
Threat0.5140729
Severe Toxicity0.51028454
Toxic 0.7105462 Moderate Con 0.332 Identity Attack Insult Threat Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is fucked yet they look at us Americans who have regained our country back and tell us there’s something wrong with us. Look inward Canadians. You lost your beautiful country, your Canadian identity, your …
Canada is fucked yet they look at us Americans who have regained our country back and tell us there’s something wrong with us. Look inward Canadians. You lost your beautiful country, your Canadian identity, your housing, your benefits to all those you let into your county from places like India, Pakistan, God knows what else.
Identity Attack0.55044734
Insult0.49151286
Profanity0.6242122
Threat0.011767523
Severe Toxicity0.2391185
Moderate 0.687436 Moderate Con 0.355 Identity Attack
Oct 2, 2025 1 likes IRCC Names India in Study …
White people y'all gotta start having sex with each other again, otherwise every single one of your countries are going to borrow people from India to keep your local economies moving. WHITE PEOPLE STOP HATING, …
White people y'all gotta start having sex with each other again, otherwise every single one of your countries are going to borrow people from India to keep your local economies moving. WHITE PEOPLE STOP HATING, AND START LOVING AGAIN!!! Or else all y'all's countries gonna look like India
Identity Attack0.57957685
Insult0.44802538
Profanity0.4170448
Threat0.2836219
Severe Toxicity0.35368225
Moderate 0.687436 Moderate Con 0.305 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
WHITE PPL INVADED INDIA ; STOLE, KILLED 15 MILLION PPL... INDIAN PPL MOVE TO CANADA TO WORK...WHERE IS THE PROBLEM? ITS NOT EVEN YOUR COUNTRY, YOU STOLE IT TOO, REMEMBER THIEVES?
WHITE PPL INVADED INDIA ; STOLE, KILLED 15 MILLION PPL... INDIAN PPL MOVE TO CANADA TO WORK...WHERE IS THE PROBLEM? ITS NOT EVEN YOUR COUNTRY, YOU STOLE IT TOO, REMEMBER THIEVES?
Identity Attack0.6728028
Insult0.5130944
Profanity0.20016506
Threat0.34804323
Severe Toxicity0.31905776
Moderate 0.6852916 Low Con 0.262 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
They need to leave Canada , go back to India ! Dirty country
They need to leave Canada , go back to India ! Dirty country
Identity Attack0.6649212
Insult0.57787937
Profanity0.22792831
Threat0.01254427
Severe Toxicity0.16960317
Moderate 0.6852916 Low Con 0.153 Identity Attack Insult Fear_Threat
Feb 22, 2026 2 likes Inside Canada's Indian Invasion...
India does suck as a country, and its peoples are largely lacking civic sense, racist, elitist, insular, hypocritical, and antisocial. This is all true. But not all of them are this way, and their economic …
India does suck as a country, and its peoples are largely lacking civic sense, racist, elitist, insular, hypocritical, and antisocial. This is all true. But not all of them are this way, and their economic boon and low rate of crime makes them a choice import compared to other ethnic groups, if we are talking macro scale. In particular, Islamic and Middle Eastern, followed by African, Southeast Asian, Chinese, and Latino immigrants are bigger issues.
Identity Attack0.6458014
Insult0.6308392
Profanity0.40558428
Threat0.010602405
Severe Toxicity0.2281948
Moderate 0.6744087 Constructive 0.526 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother …
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother Country Seeks Menace to Canada. Otherwise MODI wouldn't treat Canada like Shit. They laugh at us. Cut them off. Show Modi were not your dumping ground. HOW WILL CHINA, RUSSIA Like it when India in their "Partnership" should ASK For their Indians to go in DROVES to Russia, China.................... HAH!!!!!!!!!!!!!!! NO WAY. Canada SHUT IT DOWN. INDIANS dont Respect US. Their home Country conspires and SHOOTS canadian CITIZENS and Then SNUBS US. MAKE YOUR OWN COUNTRY. DO BETTER SCAMMERS!!!!!!!!!!
Identity Attack0.55044734
Insult0.5935568
Profanity0.4662011
Threat0.34804323
Severe Toxicity0.35515398
Moderate 0.6744087 Low Con 0.279 Identity Attack Insult Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Identity Attack0.5698139
Insult0.56997263
Profanity0.5249258
Threat0.03165977
Severe Toxicity0.16960317
Moderate 0.6667219 Low Con 0.252 Identity Attack Insult
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
As a guy from India I don't think they should build fkin statues of their gods in another country which don't give a fk about these people 😭😭😭, I hope most of them get deported
As a guy from India I don't think they should build fkin statues of their gods in another country which don't give a fk about these people 😭😭😭, I hope most of them get deported
Identity Attack0.49855098
Insult0.46923602
Profanity0.5188411
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.6611249 Moderate Con 0.468 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
The United Nations identified India as the second most corrupt country on Earth.......and North America imports them by the millions......Are we stupid? Watch the documentary movie "Gods of the New Age!"
The United Nations identified India as the second most corrupt country on Earth.......and North America imports them by the millions......Are we stupid? Watch the documentary movie "Gods of the New Age!"
Identity Attack0.46028158
Insult0.6675394
Profanity0.30690086
Threat0.009074804
Severe Toxicity0.023246882
Moderate 0.65996873 Low Con 0.19 Insult Unverified_Claim
Feb 8, 2026 Inside Canada's Indian Invasion...
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends …
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends expect everything gets to their table. Though India is a Hindu majority country, we have more churches and mosques than temples. That’s the wide arms we show to others beliefs. Buts what’s wrong with the bible/quran followers ? Canadians are so immature, racists and hypocrites than ever
Identity Attack0.5913144
Insult0.6500014
Profanity0.117874645
Threat0.0101363575
Severe Toxicity0.02458496
Moderate 0.65996873 Constructive 0.545 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Come to Australia, our Australia Day holiday is also india day… they need to fk back off to their own country !!!
Come to Australia, our Australia Day holiday is also india day… they need to fk back off to their own country !!!
Identity Attack0.58743036
Insult0.489133
Profanity0.5013569
Threat0.04718852
Severe Toxicity0.34927294
Moderate 0.6588125 Low Con 0.226 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Hmm, 1 Canadian man said the country they come from is a "shit hole" and so they want to go somewhere else, he's referring to India. Now I don't think is right to call another …
Hmm, 1 Canadian man said the country they come from is a "shit hole" and so they want to go somewhere else, he's referring to India. Now I don't think is right to call another country a shit hole and I'm not Indian
Identity Attack0.48949075
Insult0.48627716
Profanity0.7092837
Threat0.008505191
Severe Toxicity0.16496792
Moderate 0.6588125 Constructive 0.634
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
*Thats how they infest western countries then turn developed countries like sh!ithole india*
*Thats how they infest western countries then turn developed countries like sh!ithole india*
Identity Attack0.57150364
Insult0.5101222
Profanity0.6242122
Threat0.051391184
Severe Toxicity0.35076234
Moderate 0.6588125 Low Con 0.136 Identity Attack Insult
Jan 29, 2026 Inside Canada's Indian Invasion...
Air India happened decades ago Canada was fucked back then by this country and culture
Air India happened decades ago Canada was fucked back then by this country and culture
Identity Attack0.381025
Insult0.41530323
Profanity0.6672561
Threat0.010447056
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.316 Fear_Threat
Feb 4, 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...
Hey hii racist peoples I am from india i assure indian peoples not involved in any crime and others culture respect we are not converting people kill people we are respecting each other all around …
Hey hii racist peoples I am from india i assure indian peoples not involved in any crime and others culture respect we are not converting people kill people we are respecting each other all around the world but you don't know about we are came to your country for jobs and opportunities for hardworking if this jobs in India we don't come your 💩 loving country 😂😂😂 0:11
Identity Attack0.5135796
Insult0.46923602
Profanity0.36230123
Threat0.2330281
Severe Toxicity0.23225832
Moderate 0.64447093 Constructive 0.512 Identity Attack Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Identity Attack0.58354634
Insult0.6308392
Profanity0.35094926
Threat0.035458352
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.277 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
India is a filthy country
India is a filthy country
Identity Attack0.6220118
Insult0.5270482
Profanity0.3866461
Threat0.018882722
Severe Toxicity0.18538254
Moderate 0.6407703 Low Con 0.28 Identity Attack Insult Identity_Assertion
Jan 27, 2026 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...
GOVERNMENT SCREWED UP, CANADA IS GOING TO BE IN HUGE TROUBLE NOW AND IN THE FUTURE. CANADA IS NOW THE NEW INDIA. CANT SPEAK ENGLISH, CANT FOLLOW THE RULES, THEY WANT TO CHANGE CANADA. POPULATION …
GOVERNMENT SCREWED UP, CANADA IS GOING TO BE IN HUGE TROUBLE NOW AND IN THE FUTURE. CANADA IS NOW THE NEW INDIA. CANT SPEAK ENGLISH, CANT FOLLOW THE RULES, THEY WANT TO CHANGE CANADA. POPULATION WILL EXPLODE JUST LIKE INDIA. ITS A NUMBERS GAME....WATCH AND SEE, GARBAGE EVERYWHERE, CANADA WILL TURN INTO A THIRD WORLD COUNTRY LIKE INDIA. SO DO YOU WANT TO BE A CANADIAN OR INDIA???? CANADA IS MUCH BETTER THATS WHY THEY CAME HERE SO DON'T FORGET WHY YOU LEFT YOUR COUNTRY!!!!!!!!!
Identity Attack0.55011386
Insult0.5739874
Profanity0.26802593
Threat0.025271246
Severe Toxicity0.16960317
Moderate 0.63782936 Low Con 0.267 Identity Attack Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Our Pathetic Government didn’t clue in, even knowing that India is a huge scammer Country, they let them scam Canada..
Our Pathetic Government didn’t clue in, even knowing that India is a huge scammer Country, they let them scam Canada..
Identity Attack0.5075293
Insult0.6370372
Profanity0.17380778
Threat0.009566744
Severe Toxicity0.023317307
Moderate 0.6289369 Low Con 0.218 Identity Attack Insult Policy_Critique
Oct 5, 2025 IRCC Names India in Study …

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.