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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: "It was NOT the economy, …" 266 comments · Page 1 of 11
I face no new security. I will never go there. 74 million voted for this stupidity and they are getting the economy they voted for.
I face no new security. I will never go there. 74 million voted for this stupidity and they are getting the economy they voted for.
Identity Attack0.0010330013
Insult0.99313134
Profanity0.0017974372
Threat0.00062523375
Severe Toxicity0.00013941775
Toxic 0.9952858 Insult Fear_Threat
Dec 9, 2025
Any Canadian that is dumb enough to go to the USA to support their economy deserves to get hassled
Any Canadian that is dumb enough to go to the USA to support their economy deserves to get hassled
Identity Attack0.66804314
Insult0.9847927
Profanity0.0087453555
Threat0.013544191
Severe Toxicity0.0008631751
Toxic 0.98895514 Identity Attack Insult
Dec 8, 2025
Yeah this is a shit show now with all these Indians. Housing is fucked, jobs are all fucked and the economy is going to shit because all they do is send money back home.
Yeah this is a shit show now with all these Indians. Housing is fucked, jobs are all fucked and the economy is going to shit because all they do is send money back home.
Identity Attack0.65625757
Insult0.6308392
Profanity0.89909166
Threat0.029933142
Severe Toxicity0.45895407
Toxic 0.9209984 Moderate Con 0.37 Identity Attack Insult Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
>Brampton went from a small town of 18,000 people and now hosts over 700,000 contributing billions to the economy >The question is WHY? >After visiting I have no answers. This shit writes itself OMG
>Brampton went from a small town of 18,000 people and now hosts over 700,000 contributing billions to the economy >The question is WHY? >After visiting I have no answers. This shit writes itself OMG
Identity Attack0.44690517
Insult0.54471385
Profanity0.64657205
Threat0.045895394
Severe Toxicity0.45895407
Toxic 0.88599813 Moderate Con 0.365 Insult
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Last time I checked the Canadian economy was heavily dependent on indian immigration. You can kick them out. But remember no one gives a shit about Canada. Once we invade your asses yall gonna be …
Last time I checked the Canadian economy was heavily dependent on indian immigration. You can kick them out. But remember no one gives a shit about Canada. Once we invade your asses yall gonna be Called Americans...fucking sorry losers
Identity Attack0.53446084
Insult0.7418356
Profanity0.7796426
Threat0.34804323
Severe Toxicity0.44969136
Toxic 0.8629672 Low Con 0.247 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Hahaa indian immigrant HQ! 😂 i am an immigrant from india, and i have not seen such idiots back home. I want to go back to india. You have invited lowest of lows!! It is …
Hahaa indian immigrant HQ! 😂 i am an immigrant from india, and i have not seen such idiots back home. I want to go back to india. You have invited lowest of lows!! It is frustrating for people like me. Forget shitty immigrants, what opportunities exist!?? Zero! Crap economy. God please help me and get me out of here!! All my money is invested in this dead economy..
Identity Attack0.6007182
Insult0.67735565
Profanity0.58072567
Threat0.04363242
Severe Toxicity0.35368225
Toxic 0.78855824 Moderate Con 0.474 Identity Attack Insult Personal_Narrative
Feb 9, 2026 Inside Canada's Indian Invasion...
You racist prick Be happy that they contribute to the economy. Something to thunk about for you. Unlike europe refugees Who live on social benefits and don’t contribute to the economy. And be happy they …
You racist prick Be happy that they contribute to the economy. Something to thunk about for you. Unlike europe refugees Who live on social benefits and don’t contribute to the economy. And be happy they are not the religion you don’t want. They might be dirty but not religious fanatics.
Identity Attack0.5135796
Insult0.71120167
Profanity0.46460027
Threat0.013579931
Severe Toxicity0.30763787
Toxic 0.73663366 Low Con 0.261 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably …
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably any other province or city you got homeless white canadian's smoking phentanyl. I hope that's not canadian culture. Blame your system and not only immigrants. A lot of people from outside are the reasons you guys are surviving today, infact 90% of your country's economy based on immigration. Canada only has false hopes, joblessness and homelessness for everybody because the government has completely failed and is only running sham schemes to fill their pockets.
Identity Attack0.55011386
Insult0.6051471
Profanity0.64657205
Threat0.045572113
Severe Toxicity0.3532795
Toxic 0.7252971 Constructive 0.524 Identity Attack Insult Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
Indian money, students, businesses are keeping the Canadian economy afloat. Deal with it! Dienfranchised Unemployed Impoverished Homeless Anglos on the Dole can take a hike! You have no contribution to the GDP of Canada. Pathetic …
Indian money, students, businesses are keeping the Canadian economy afloat. Deal with it! Dienfranchised Unemployed Impoverished Homeless Anglos on the Dole can take a hike! You have no contribution to the GDP of Canada. Pathetic Whiny Losers!
Identity Attack0.4139151
Insult0.72756535
Profanity0.19032755
Threat0.009540852
Severe Toxicity0.02439716
Toxic 0.7105462 Low Con 0.186 Insult Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
It's all Trudeau's fault, the premature politician, unlike his father. There is no fault to accept immigrants, which the country was built on. HOWEVER, accepting smarter, paying more effort on the quality, diversity, and monitoring …
It's all Trudeau's fault, the premature politician, unlike his father. There is no fault to accept immigrants, which the country was built on. HOWEVER, accepting smarter, paying more effort on the quality, diversity, and monitoring the fucking ability that a city can absorb is the key! Don't slap your fucking head and say Canada will be more populous and it will make a fortune on the economy meantime.
Identity Attack0.19693321
Insult0.57566804
Profanity0.70864636
Threat0.09316374
Severe Toxicity0.16960317
Moderate 0.6827122 Constructive 0.552 Insult
Oct 13, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They destroy the economy of the places where they are, they are stingy and corrupt and dirty.
They destroy the economy of the places where they are, they are stingy and corrupt and dirty.
Identity Attack0.09162762
Insult0.7065844
Profanity0.20808282
Threat0.016465442
Severe Toxicity0.023076924
Moderate 0.6667219 Low Con 0.243 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
If life in India is easier GO THE FUCK BACK! THEY DON'T HELP OUR ECONOMY AT ALL, THEY DON'T BORROW FROM OUR BANKS, THEY WORK FOR THIER OWN THOSE EMPLOYER GET 30% SUBSIDY ON THEIR …
If life in India is easier GO THE FUCK BACK! THEY DON'T HELP OUR ECONOMY AT ALL, THEY DON'T BORROW FROM OUR BANKS, THEY WORK FOR THIER OWN THOSE EMPLOYER GET 30% SUBSIDY ON THEIR WAGES AND THEY HELP THEIR OWN CLAIM LESS ON INCOME TAX SO THEY DON'T PAY TAXES. THE GOVERNMENT JUST HAS TO SEE THEIR HOMES,CARS AND BUSINESSES AND WONDER HOW SOMEONE MAKING 20K A YEAR CAN AFFORD ALL THAT.
Identity Attack0.48949075
Insult0.48313886
Profanity0.57236236
Threat0.039602257
Severe Toxicity0.24482845
Moderate 0.6544696 Moderate Con 0.366 Unverified_Claim
Oct 2, 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...
Ruined our economy and good luck finding any entry level jobs for your children. Completely destroyed the country. They're even dumping garbage on the side of streets and poaching the wildlife. They're shitting on our …
Ruined our economy and good luck finding any entry level jobs for your children. Completely destroyed the country. They're even dumping garbage on the side of streets and poaching the wildlife. They're shitting on our beaches!
Identity Attack0.08749158
Insult0.5130944
Profanity0.5643384
Threat0.024753258
Severe Toxicity0.06488878
Moderate 0.6407703 Moderate Con 0.422 Insult
Jan 27, 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...
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much …
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much value or diversity to the economy or culture. Thanks to all dumbass liberals voting for this bs
Identity Attack0.36702603
Insult0.65231085
Profanity0.36230123
Threat0.008466354
Severe Toxicity0.02420936
Moderate 0.6289369 Moderate Con 0.328 Insult Policy_Critique
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
So Indians came to Canada and didn't built anything or add to Canadian economy. Load of Bulsh*t . These Racists got to get some common sense. Look around you. The little town grew almost into …
So Indians came to Canada and didn't built anything or add to Canadian economy. Load of Bulsh*t . These Racists got to get some common sense. Look around you. The little town grew almost into a metropolis. Listen how casually the Red Neck says " they don't pay taxes" HAHA. Even the illegal immigrants in USA are being collected Tax from and you talking about legal Immigrants with SIN numbers.
Identity Attack0.5135796
Insult0.5739874
Profanity0.46460027
Threat0.019055385
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.332 Identity Attack Insult
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Identity Attack0.43896464
Insult0.4378843
Profanity0.6001929
Threat0.030969119
Severe Toxicity0.08332442
Moderate 0.6027529 Low Con 0.246 Moral_Argument
Nov 24, 2025 Quebec Ends Economic Immigration Program …
FINNNALLLLY SOMEONE REALIZES THE HORRIBLE AMOUNT OF INDIANS HERE (ps im not racist is just canada has so much idians the economy increased)
FINNNALLLLY SOMEONE REALIZES THE HORRIBLE AMOUNT OF INDIANS HERE (ps im not racist is just canada has so much idians the economy increased)
Identity Attack0.6227552
Insult0.4339631
Profanity0.20262444
Threat0.024062606
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.325 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
7:56 This shirtless guy is an absolute clown. He's complaining about immigration yet he himself is an unhappy immigrant. If he's so unhappy, why doesn't he go back to Poland? Also, calling Canada communist is …
7:56 This shirtless guy is an absolute clown. He's complaining about immigration yet he himself is an unhappy immigrant. If he's so unhappy, why doesn't he go back to Poland? Also, calling Canada communist is hilarious considering that it has a free market economy, a multiparty democracy, free elections and protected right to free expression and free assembly.
Identity Attack0.17614605
Insult0.6370372
Profanity0.12903778
Threat0.009281937
Severe Toxicity0.021419114
Moderate 0.584095 Moderate Con 0.443 Insult Meta_Commentary
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada needs this shit business to run its paralel economy. The govt knew from the begining itself that all their documents are fraud. if they had the money to study in canada., they would have …
Canada needs this shit business to run its paralel economy. The govt knew from the begining itself that all their documents are fraud. if they had the money to study in canada., they would have gone to USA. not come to canada.
Identity Attack0.28034934
Insult0.47384647
Profanity0.5365423
Threat0.010887212
Severe Toxicity0.026936848
Moderate 0.5779532 Low Con 0.095
Sep 30, 2025 IRCC Names India in Study …
honestly the guy on the bike said it best: sure there are some street shitters here but hey so do the chinese. and the majority of Indians are good people who don't cause problems like …
honestly the guy on the bike said it best: sure there are some street shitters here but hey so do the chinese. and the majority of Indians are good people who don't cause problems like the Muslims and Africans in Dearborn MI. furthermore they actually do contribute to the economy unlike Somalis
Identity Attack0.5548181
Insult0.489133
Profanity0.48510036
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.655 Identity Attack Unverified_Claim
Jan 27, 2026 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...
ALLOWED Disability rates after not having a job for a year!! WTF....Your crazy! Possibly it could destabilize regional area's, Economy, culture and stability. I've seen it here in SAINT JOHN NB.
ALLOWED Disability rates after not having a job for a year!! WTF....Your crazy! Possibly it could destabilize regional area's, Economy, culture and stability. I've seen it here in SAINT JOHN NB.
Identity Attack0.03223813
Insult0.5678696
Profanity0.4185329
Threat0.010214032
Severe Toxicity0.023552058
Moderate 0.56269526 Constructive 0.626 Insult
Jul 17, 2018 How much do refugees and …

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.