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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: "why would you do this …" 1,058 comments · Page 2 of 43
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there …
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there in Brampton are less literate than 99% of the people I've met here in India North to South. (P.S khalistanins are brainwashed terrorists like many Pakistani , even bloody pakistani are better off tf (never would've said it but these people are embarassment) !- From a true indian and a punjabi.
Identity Attack0.6649212
Insult0.67735565
Profanity0.64080805
Threat0.34839883
Severe Toxicity0.45895407
Toxic 0.7761081 Moderate Con 0.498 Identity Attack Insult Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
I would love to see any of these new immigrants that are here now and trying to change our way of living to theirs. Go try that shit in Russia or Syria or Africa even. …
I would love to see any of these new immigrants that are here now and trying to change our way of living to theirs. Go try that shit in Russia or Syria or Africa even. They will beat your ass and put you In your place so fast.
Identity Attack0.54996765
Insult0.5239335
Profanity0.7107322
Threat0.36820486
Severe Toxicity0.2847981
Toxic 0.7675452 Low Con 0.298 Identity Attack Insult Comparative_Framing
Sep 3, 2025 Why Canadians Are Turning Against …
Simple !!!! That asshole Trudeau brought millions of young male Indians from India to fill up the pockets of colleges and they take up all the lower end jobs that the white kids are looking …
Simple !!!! That asshole Trudeau brought millions of young male Indians from India to fill up the pockets of colleges and they take up all the lower end jobs that the white kids are looking for !!! I don’t know why Canadians would vote for a liberal government it’s beyond my mind. It’s been many many years since we had a conservative government and we need it back folks. STOP voting liberal for f—k sake’s. Marc Carney, lol what a f—king joke that is !!!
Identity Attack0.49032792
Insult0.6675394
Profanity0.6643082
Threat0.02440793
Severe Toxicity0.35368225
Toxic 0.76523775 Moderate Con 0.432 Insult
Sep 1, 2025 Why Canadians Are Turning Against …
I swear as an African Canadian born here I would want any other race in mass other than village idiots from India.
I swear as an African Canadian born here I would want any other race in mass other than village idiots from India.
Identity Attack0.6220118
Insult0.7218519
Profanity0.41436642
Threat0.0347677
Severe Toxicity0.16960317
Toxic 0.75208336 Moderate Con 0.322 Identity Attack Insult
Sep 20, 2025 15 likes Inside Canada's Indian Metropolis (Brampton)
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls. This would never happen in Poland or Hungary.
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls. This would never happen in Poland or Hungary.
Identity Attack0.55044734
Insult0.5543018
Profanity0.6321197
Threat0.1954604
Severe Toxicity0.23224801
Toxic 0.7510937 Low Con 0.161 Identity Attack Insult Policy_Critique
Feb 7, 2026 Inside Canada's Indian Invasion...
Im a single mother and have a part time job...can't get a second because all the jobs here in town are filled up with Indian immigrants....and I can't even get accepted for welfare to help …
Im a single mother and have a part time job...can't get a second because all the jobs here in town are filled up with Indian immigrants....and I can't even get accepted for welfare to help me pay for things because all the immigrants are flooding the welfare system. Years ago I would be able to be approved even if I made $1,400 a month.... But now I'm making literally half that a month and I'm still not getting approved..... These fucking immigrants need to go.
Identity Attack0.6458014
Insult0.58196646
Profanity0.66405153
Threat0.06238277
Severe Toxicity0.34938923
Toxic 0.74954444 Constructive 0.537 Identity Attack Insult Personal_Narrative
Sep 11, 2025 Why Canadians Are Turning Against …
Canada did not do it, you can thank blackface sockboy and the ndp/liberal party fot destroying Canada. I thought people would realize this but no, they reelected the idiot party. Canada NEEDS mass deportation.
Canada did not do it, you can thank blackface sockboy and the ndp/liberal party fot destroying Canada. I thought people would realize this but no, they reelected the idiot party. Canada NEEDS mass deportation.
Identity Attack0.3817989
Insult0.7497506
Profanity0.33453682
Threat0.06432246
Severe Toxicity0.070156105
Toxic 0.73663366 Low Con 0.282 Insult
Jun 18, 2025 1 likes How Canada broke its immigration …
Arab would have not pussied out
Arab would have not pussied out
Identity Attack0.55044734
Insult0.47384647
Profanity0.6643082
Threat0.018710058
Severe Toxicity0.2281948
Toxic 0.7308154 Low Con 0.163 Identity Attack Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Identity Attack0.18235919
Insult0.6831271
Profanity0.5724795
Threat0.010757755
Severe Toxicity0.12546301
Toxic 0.7308154 Low Con 0.127 Insult Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
I would never want my country too be like india. They are ridiculously dirty and proud
I would never want my country too be like india. They are ridiculously dirty and proud
Identity Attack0.69783735
Insult0.6149945
Profanity0.39409557
Threat0.01698343
Severe Toxicity0.24482845
Toxic 0.7252971 Moderate Con 0.393 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I haven’t watched the video, it would just make me angry. Canadians are so f..king slow and stupid, it is pitiful. No one to blame, other than themselves. You allow and continue to allow your …
I haven’t watched the video, it would just make me angry. Canadians are so f..king slow and stupid, it is pitiful. No one to blame, other than themselves. You allow and continue to allow your Government to screw you, destroy Canada, and make Canada the national joke on the World stage. Talk about a lesson in self destruction, just look at the people you interview, they are all weak, Liberal pushovers. And now in pure Canadian tradition, they whine and complain.
Identity Attack0.5135796
Insult0.71120167
Profanity0.39026237
Threat0.030278467
Severe Toxicity0.16960317
Toxic 0.71760553 Moderate Con 0.301 Identity Attack Insult Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
enough with the bullshit myth that we had/have a great immigration system, we haven't for decades, only a complete moron would say so, like Ivison who keeps lying saying there was "CONSENSUS" among who? the …
enough with the bullshit myth that we had/have a great immigration system, we haven't for decades, only a complete moron would say so, like Ivison who keeps lying saying there was "CONSENSUS" among who? the politicians? the greedy businesses that want slave labour, cheap labour, the NDP zealots? cause in almost 60 yrs, I've never once, ever, never heard anyone say that they wanted more immigrants in Canada, ever
Identity Attack0.2808415
Insult0.6308392
Profanity0.58072567
Threat0.011715741
Severe Toxicity0.16960317
Moderate 0.6989911 Moderate Con 0.486 Insult Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
This is just more of the juice Kalergi Plan to enforce white replacement of all western countries. If citizens had any courage they would organize and kick them out of once white Canada. The only …
This is just more of the juice Kalergi Plan to enforce white replacement of all western countries. If citizens had any courage they would organize and kick them out of once white Canada. The only way to save Canada, America, Europe, and western countries is mass deportation and shut the borders! Most of us don't want your stinky invaders here nor your bullsh*t non assimilating cultures! GTFO!
Identity Attack0.57957685
Insult0.6308392
Profanity0.5013569
Threat0.13815513
Severe Toxicity0.23225145
Moderate 0.6863638 Low Con 0.266 Identity Attack Insult Unverified_Claim
Feb 20, 2026 Inside Canada's Indian Invasion...
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no …
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no though an immigrant building a giant statue of their god, rather one of them; no it's perfectly fine
Identity Attack0.5707127
Insult0.6308392
Profanity0.44431314
Threat0.03856628
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.316 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Only a dummy would go to the USA.
Only a dummy would go to the USA.
Identity Attack0.005221121
Insult0.5735432
Profanity0.00038403115
Threat0.0018508347
Severe Toxicity0.000015244752
Moderate 0.6783108 Insult
Dec 9, 2025
The guy on the bike, in front of Tim hortons, is so dumb. I would rather have people who follow Islam over Indians ANY DAY
The guy on the bike, in front of Tim hortons, is so dumb. I would rather have people who follow Islam over Indians ANY DAY
Identity Attack0.50515604
Insult0.6675394
Profanity0.357228
Threat0.018019408
Severe Toxicity0.029626917
Moderate 0.6667219 Moderate Con 0.328 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Identity Attack0.55044734
Insult0.66500133
Profanity0.21997347
Threat0.013631714
Severe Toxicity0.038593806
Moderate 0.6611249 Low Con 0.291 Identity Attack Insult Unverified_Claim
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...
Saying "Proud to be a Canadian" in Canada is easier, the same in India would feel much different... Such hypocrites...
Saying "Proud to be a Canadian" in Canada is easier, the same in India would feel much different... Such hypocrites...
Identity Attack0.36803186
Insult0.7065844
Profanity0.09992486
Threat0.008272167
Severe Toxicity0.022064678
Moderate 0.6611249 Moderate Con 0.363 Insult Identity_Assertion
Jan 17, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
I've lived in Edmonton for years and they dont assimilate into Canadian culture or hire Canadians when they start businesses. Entire blocks of edmonton would smell like shit where they lived it was disgusting. You …
I've lived in Edmonton for years and they dont assimilate into Canadian culture or hire Canadians when they start businesses. Entire blocks of edmonton would smell like shit where they lived it was disgusting. You goto a public pool and its literally overflowing with Indians. I hated it
Identity Attack0.6007182
Insult0.5177041
Profanity0.541926
Threat0.018710058
Severe Toxicity0.1762085
Moderate 0.6491204 Constructive 0.54 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
indians are muslims, they would make chaos in canada. they should take a bath and brush their teeth thrice a day.
indians are muslims, they would make chaos in canada. they should take a bath and brush their teeth thrice a day.
Identity Attack0.6853638
Insult0.489133
Profanity0.22703624
Threat0.2836219
Severe Toxicity0.23226175
Moderate 0.6491204 Low Con 0.128 Identity Attack Unverified_Claim
Feb 24, 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...
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life …
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life upgrade. The top tier ones don't go to diploma mills . Mostly they go to top US universities. Canada isn't getting any of these. I was thinking how stupid the Canadian admins could be.
Identity Attack0.43896464
Insult0.6798578
Profanity0.2327678
Threat0.008466354
Severe Toxicity0.023076924
Moderate 0.64447093 Constructive 0.552 Insult
Oct 1, 2025 1 likes IRCC Names India in Study …
This is how it works: They don't smuggle you bro❗️ Routine is to bring a female inside in a few hours to wait along with you for crossing. Then their female thieving friend would shout …
This is how it works: They don't smuggle you bro❗️ Routine is to bring a female inside in a few hours to wait along with you for crossing. Then their female thieving friend would shout and scream accusing you of stealing her moneyor touching her inappropriately. In response to which you will get beaten up and they steal all your money and documents They will throw you out knowing that you are scared of them and the cops. They usually pull this shit on Africans.
Identity Attack0.54996765
Insult0.489133
Profanity0.61633086
Threat0.3077799
Severe Toxicity0.20067264
Moderate 0.6426206 Moderate Con 0.45 Identity Attack Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white …
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white man who's as racist as the next 😅. I also would put the Africans and Muslims ahead of Indians, although they are on my list
Identity Attack0.6007182
Insult0.47384647
Profanity0.6242122
Threat0.06658544
Severe Toxicity0.3493117
Moderate 0.6426206 Constructive 0.737 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.