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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 #}

Comment Explorer

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Active: "If your country is so …" 3,912 comments · Page 15 of 157
That's why I love my country USA , cause Trump aren't taking no bullshit for anybody 😂😂
That's why I love my country USA , cause Trump aren't taking no bullshit for anybody 😂😂
Identity Attack0.10221587
Insult0.36798462
Profanity0.70864636
Threat0.008712323
Severe Toxicity0.048457388
Moderate 0.6491204 Moderate Con 0.404 Identity_Assertion
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
They come here with nothing from one of the poorest countries in the world. Yet when they get here somehow they're able to afford million dollar homes million dollar businesses tens of thousands of dollars …
They come here with nothing from one of the poorest countries in the world. Yet when they get here somehow they're able to afford million dollar homes million dollar businesses tens of thousands of dollars in cars expensive. Luxuries. All while still collecting taxpayers dollars from hard-working Canadians! There's a 1% of them who conform to our laws and our ways and the ways of the Canadians. The rest are just f****** savages who don't give a s*** who abuse our system.
Identity Attack0.41052565
Insult0.5739874
Profanity0.55356324
Threat0.013579931
Severe Toxicity0.16960317
Moderate 0.6491204 Moderate Con 0.421 Insult Unverified_Claim
Sep 20, 2025 12 likes Inside Canada's Indian Metropolis (Brampton)
As a born Canadian…..I’ve seen a LOT of Canadian raised people disrespecting my country. The amount of trash left behind from born and bred hick Albertans is disgusting. But sure….blame immigrants for Canadian trashy behaviour …
As a born Canadian…..I’ve seen a LOT of Canadian raised people disrespecting my country. The amount of trash left behind from born and bred hick Albertans is disgusting. But sure….blame immigrants for Canadian trashy behaviour 🙄 Hate to break it every, but Canada IS a colony😂😂😂 Of course you’d bring up the Trucker Tantrums. You prejudicial, biased bigots joined forces with a two separatists and a racist 😂 So sick of your whinging.
Identity Attack0.54151535
Insult0.65129566
Profanity0.12903778
Threat0.00967031
Severe Toxicity0.045767322
Moderate 0.6491204 Moderate Con 0.38 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
The Focking Nosense. Take Down Their Statues. Like living in Your Own Country Is Not A Right.
The Focking Nosense. Take Down Their Statues. Like living in Your Own Country Is Not A Right.
Identity Attack0.36702603
Insult0.48627716
Profanity0.6001929
Threat0.013372798
Severe Toxicity0.16960317
Moderate 0.6491204 Low Con 0.137 Identity_Assertion
Feb 13, 2026 1 likes 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...
You're done Canada. Canadian loosing their own country to this people. 🤦‍♀️🤦‍♂️🤦 They just kept on spreading populating the country, once they become members of the government it's game over. Canadian becomes the b!tch of …
You're done Canada. Canadian loosing their own country to this people. 🤦‍♀️🤦‍♂️🤦 They just kept on spreading populating the country, once they become members of the government it's game over. Canadian becomes the b!tch of the invaders.
Identity Attack0.5135796
Insult0.62169385
Profanity0.47771472
Threat0.01750142
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.279 Identity Attack Insult Fear_Threat
Jan 29, 2026 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...
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. …
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. I’m so sick of them taking all the jobs, committing crimes and getting free handouts. The lady speaking in this video hits it on the head.
Identity Attack0.54996765
Insult0.5678696
Profanity0.46460027
Threat0.13582869
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.636 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Who the hell wants indians anyway let alone their country becoming indianized
Who the hell wants indians anyway let alone their country becoming indianized
Identity Attack0.57554024
Insult0.42167732
Profanity0.5150164
Threat0.044925548
Severe Toxicity0.25053838
Moderate 0.64447093 Low Con 0.135 Identity Attack Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
The refugee system is bullsh-it. If people are being terrorized in their own country the UN should go in and clean house. Don't bring these people to western countries.
The refugee system is bullsh-it. If people are being terrorized in their own country the UN should go in and clean house. Don't bring these people to western countries.
Identity Attack0.36702603
Insult0.48627716
Profanity0.6069483
Threat0.020091362
Severe Toxicity0.13073033
Moderate 0.64447093 Low Con 0.253 Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
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...
Ten million new poverty refugees in the last ten years a 30% increase in the country’s population When is this crap going to END!
Ten million new poverty refugees in the last ten years a 30% increase in the country’s population When is this crap going to END!
Identity Attack0.22935481
Insult0.54471385
Profanity0.46460027
Threat0.015602129
Severe Toxicity0.02604016
Moderate 0.64447093 Low Con 0.279 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Our government does not give a shit about the Canadians or their values and are allowing these people to destroy our culture or people in our country
Our government does not give a shit about the Canadians or their values and are allowing these people to destroy our culture or people in our country
Identity Attack0.38215697
Insult0.4810288
Profanity0.57488567
Threat0.0347677
Severe Toxicity0.13863131
Moderate 0.6426206 Low Con 0.283 Moral_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
"im from Punjab" as if punjab is a country make your mind up my paaji putarr. If your immigrated & got citizenship just say ure canadian, or else come back and shit on streets
"im from Punjab" as if punjab is a country make your mind up my paaji putarr. If your immigrated & got citizenship just say ure canadian, or else come back and shit on streets
Identity Attack0.4887047
Insult0.5130944
Profanity0.5865656
Threat0.09623027
Severe Toxicity0.18232453
Moderate 0.6426206 Low Con 0.274 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act …
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act entitled. You want Canadians to keep jobs in Canada, simply work harder stop crying like a little bitch about everything and be a good employee. Or get of your arse and start a business. You are not unemployed because you are being discriminated against, you are simply being outcompeted by people willing to work harder. The harsh truth of life.
Identity Attack0.46028158
Insult0.62169385
Profanity0.5188411
Threat0.021472665
Severe Toxicity0.20984669
Moderate 0.6426206 Moderate Con 0.339 Insult Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people …
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people liked it and accepted it. 2- Who the hell is talking that Islam is spreading and worried about his kids an indian man well well🤣, you guys literally fked up the country with your stink, rudeness, scammers, fake certificates, fake visas, and poisoned food.
Identity Attack0.5504064
Insult0.5739874
Profanity0.44133487
Threat0.24878941
Severe Toxicity0.23225316
Moderate 0.6426206 Constructive 0.559 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
turning canada into poop eating country
turning canada into poop eating country
Identity Attack0.50515443
Insult0.5678696
Profanity0.40783462
Threat0.014393489
Severe Toxicity0.16960317
Moderate 0.6426206 Low Con 0.172 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
How do we have so many cowards in our country.. They should be hung for treason for running away from their country.Their god don't love them.Here.We don't have to take care of these bums, send …
How do we have so many cowards in our country.. They should be hung for treason for running away from their country.Their god don't love them.Here.We don't have to take care of these bums, send them home
Identity Attack0.39966375
Insult0.6261769
Profanity0.36230123
Threat0.5330498
Severe Toxicity0.23226003
Moderate 0.6426206 Low Con 0.247 Insult Threat
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
This needs to stop now, and we must sweep through our country to eradicate this. These people are disgusting.
This needs to stop now, and we must sweep through our country to eradicate this. These people are disgusting.
Identity Attack0.13805299
Insult0.66500133
Profanity0.2347036
Threat0.34804323
Severe Toxicity0.02425631
Moderate 0.6426206 Low Con 0.281 Insult
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada america this countries invaded by whites and now tgey realising i.dian has surpass them in every section 😂so they feeling insecure about thier identify 😂bloody europians😂
Canada america this countries invaded by whites and now tgey realising i.dian has surpass them in every section 😂so they feeling insecure about thier identify 😂bloody europians😂
Identity Attack0.65625757
Insult0.5332045
Profanity0.36230123
Threat0.057856824
Severe Toxicity0.2733782
Moderate 0.6426206 Low Con 0.228 Identity Attack Insult Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
I am fed up as well too many indians in my Country deport deport deport ... Get them out of here!!! Indians have got to go!!!
I am fed up as well too many indians in my Country deport deport deport ... Get them out of here!!! Indians have got to go!!!
Identity Attack0.6649212
Insult0.46173862
Profanity0.2453505
Threat0.13448004
Severe Toxicity0.23223943
Moderate 0.6426206 Moderate Con 0.434 Identity Attack Identity_Assertion
Sep 8, 2025 Why Canadians Are Turning Against …
I'm fifth generation born Canadian and this is not Canada anymore. It's a disgrace, disgusting, despicable and 100% CRIMINAL and pathetic that we have no rights or freedoms in our own country but illegal immigrants …
I'm fifth generation born Canadian and this is not Canada anymore. It's a disgrace, disgusting, despicable and 100% CRIMINAL and pathetic that we have no rights or freedoms in our own country but illegal immigrants do! I can't even afford my life saving medication for diabetes and I get turned down for any and all government assistance, please explain how the hell that happens? They are literally killing us off one by one!
Identity Attack0.48915586
Insult0.62169385
Profanity0.36230123
Threat0.13127698
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.58 Insult
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
Identity Attack0.044612918
Insult0.7065844
Profanity0.09518933
Threat0.011715741
Severe Toxicity0.021935565
Moderate 0.6407703 Low Con 0.201 Insult Policy_Critique
Feb 24, 2026 10 likes 'We do know that there's …
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg …
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg anyway thanks government fail.
Identity Attack0.33060804
Insult0.5072643
Profanity0.541926
Threat0.012440704
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.305 Insult Economic_Argument
Nov 21, 2025 Thousands of refugees allowed into …
Wherever any Africans, Muslims, Indian/Pakistani, Bangladeshi go, misery and chaos follow, turning the destination place into **it! The only safe places from them are Slavic countries and South America.
Wherever any Africans, Muslims, Indian/Pakistani, Bangladeshi go, misery and chaos follow, turning the destination place into **it! The only safe places from them are Slavic countries and South America.
Identity Attack0.6458014
Insult0.4962726
Profanity0.47001255
Threat0.050098058
Severe Toxicity0.34938923
Moderate 0.6407703 Low Con 0.167 Identity Attack
Jan 27, 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.