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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'S ABOUT TIME!" 1,206 comments · Page 2 of 49
Matter of time before someone exposes his racist ass for who he really is.
Matter of time before someone exposes his racist ass for who he really is.
Identity Attack0.36702603
Insult0.6120431
Profanity0.6321197
Threat0.0347677
Severe Toxicity0.16960317
Toxic 0.76197964 Low Con 0.157 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Time to ICE these morons. If you are not legally in Canada, you need to go home
Time to ICE these morons. If you are not legally in Canada, you need to go home
Identity Attack0.34324843
Insult0.75027496
Profanity0.39409557
Threat0.30463433
Severe Toxicity0.16960317
Toxic 0.76197964 Low Con 0.122 Insult
Jan 17, 2026 2.9 million Canadian temporary visas …
We have a lot of people from India in our city and they are dirty, nasty, and corrupt! And don't get me started on the somalis who are 10 times worse!
We have a lot of people from India in our city and they are dirty, nasty, and corrupt! And don't get me started on the somalis who are 10 times worse!
Identity Attack0.6928741
Insult0.6798578
Profanity0.34827787
Threat0.034422375
Severe Toxicity0.23226003
Toxic 0.7510937 Constructive 0.559 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
NORTH AMERICA AND EUROPE IS DOOMED. SO MUCH INJUSTICE AROUND THE WORLD. EVERYTHING AROUND THE WORLD HAS GONE TO BULLSHIT. ITS GOING YO GET WORSE. MEDIEVAL TIMES ARE HERE.
NORTH AMERICA AND EUROPE IS DOOMED. SO MUCH INJUSTICE AROUND THE WORLD. EVERYTHING AROUND THE WORLD HAS GONE TO BULLSHIT. ITS GOING YO GET WORSE. MEDIEVAL TIMES ARE HERE.
Identity Attack0.28034934
Insult0.46625584
Profanity0.70864636
Threat0.028379176
Severe Toxicity0.26195827
Toxic 0.7510937 Low Con 0.196
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
What do homeless people have to do with Indians? Because we work hard not to be homeless while you waste your time so you are homeless? Blaming Indians it’s not gonna make you any more …
What do homeless people have to do with Indians? Because we work hard not to be homeless while you waste your time so you are homeless? Blaming Indians it’s not gonna make you any more rich get a fucking job
Identity Attack0.4887047
Insult0.49389273
Profanity0.67055607
Threat0.030969119
Severe Toxicity0.30763787
Toxic 0.74954444 Moderate Con 0.329
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
It’s about damn time immigration officers do their damn job. They should’ve started 10 years ago and don’t give them a raise because they haven’t done anything for 10 years and now they’re starting to …
It’s about damn time immigration officers do their damn job. They should’ve started 10 years ago and don’t give them a raise because they haven’t done anything for 10 years and now they’re starting to work they will be looking far a raise. Don’t they dare give them a raise make them do their damn job that they haven’t been doing for 10 years.
Identity Attack0.35948995
Insult0.5130944
Profanity0.70864636
Threat0.015429466
Severe Toxicity0.17926651
Toxic 0.743089 Moderate Con 0.448 Insult Policy_Critique
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Illegal immigrants have been a big problem in Canada for at least 10 years. These idiots are sitting there and they can't answer the question. Our tax dollars are getting ripped off because these fools …
Illegal immigrants have been a big problem in Canada for at least 10 years. These idiots are sitting there and they can't answer the question. Our tax dollars are getting ripped off because these fools have a job that they can't even do. It is about time we hire people that have the skills to do the job.
Identity Attack0.39966375
Insult0.7657292
Profanity0.30161268
Threat0.0113014765
Severe Toxicity0.030523606
Toxic 0.73663366 Moderate Con 0.397 Insult
Jan 3, 2026 IRCC Names India in Study …
Canada is cooked, its all down hill from here. Shit world country loading up. Bring on the hard times so these ppl leave again
Canada is cooked, its all down hill from here. Shit world country loading up. Bring on the hard times so these ppl leave again
Identity Attack0.37012735
Insult0.5130944
Profanity0.68353343
Threat0.045572113
Severe Toxicity0.16960317
Toxic 0.7252971 Low Con 0.24 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
You know what all the whites are homeless with all the white privilege and it’s funny listen reason why hate comments are more because all the haters don’t have jobs 😂😂😂😂 they don’t work but …
You know what all the whites are homeless with all the white privilege and it’s funny listen reason why hate comments are more because all the haters don’t have jobs 😂😂😂😂 they don’t work but want money 😂😂😂😂 so they are free all the time and comment shit stuff about hard working immigrants 😂😂😂
Identity Attack0.57957685
Insult0.48627716
Profanity0.5013569
Threat0.039256934
Severe Toxicity0.3525603
Toxic 0.72028047 Low Con 0.294 Identity Attack
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
She just wants to completely open up our boarder and have canada over run by these scum ,its time to take back canada ,by force or has this country have no real men left in …
She just wants to completely open up our boarder and have canada over run by these scum ,its time to take back canada ,by force or has this country have no real men left in it ,because when i see our military guys wearing rainbow in there beards and hair 10 years ago i knew we have gone for shit.
Identity Attack0.17381613
Insult0.6336687
Profanity0.6069483
Threat0.026997874
Severe Toxicity0.101760045
Toxic 0.7105462 Moderate Con 0.327 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
How are Africans the dumbest but we make the most things in the world since the beginning of time ? 😂😂😂😂😂😂😂😂 it’s hilarious listening to white ppl . Y’all haven’t created anything in the world …
How are Africans the dumbest but we make the most things in the world since the beginning of time ? 😂😂😂😂😂😂😂😂 it’s hilarious listening to white ppl . Y’all haven’t created anything in the world but confusion.
Identity Attack0.6458014
Insult0.56997263
Profanity0.39409557
Threat0.012906751
Severe Toxicity0.16960317
Moderate 0.6852916 Low Con 0.191 Identity Attack Insult Identity_Assertion
Feb 28, 2026 2 likes Inside Canada's Indian Invasion...
Its so clear yet people don't see it or want confrontation well we better stop this shit time get back our homes
Its so clear yet people don't see it or want confrontation well we better stop this shit time get back our homes
Identity Attack0.0440973
Insult0.38406035
Profanity0.6983885
Threat0.017846745
Severe Toxicity0.07542343
Moderate 0.68408644 Low Con 0.239 Call_To_Action
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the …
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the groups of immigrants in history, Indians are the most peaceful. Christianity and Islam was forced upon the natives of most countries, depending on which part of the world you focus. These religions and cultures didn't just spread in peace. Even today, new sites are discovered of native children's remains. The minute these morons see a brown person, they go on hate mode, forgetting their own history. Brown people are just requesting for some peace, some respect and equality. You guys judge people based on skin color and not their character. That actually speaks volumes about the kind of people you are.
Identity Attack0.48915586
Insult0.47384647
Profanity0.70384485
Threat0.01940071
Severe Toxicity0.23224114
Moderate 0.6827122 Constructive 0.594 Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
We are all dealing with this. If you work in tech this has been slapping you in the face for some time. It is all so fucking depressing. I cannot fucking believe muh food was …
We are all dealing with this. If you work in tech this has been slapping you in the face for some time. It is all so fucking depressing. I cannot fucking believe muh food was an actual argument.
Identity Attack0.026007013
Insult0.26957804
Profanity0.8089582
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.681338 Moderate Con 0.497 Personal_Narrative
Jan 27, 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...
Time to stop this disgusting Invasion we are getting from the Indians their culture is not wanted here their way of life is a disgrace to our culture they're stealing our jobs and turning Canada …
Time to stop this disgusting Invasion we are getting from the Indians their culture is not wanted here their way of life is a disgrace to our culture they're stealing our jobs and turning Canada into a communist country with the progressive liberals
Identity Attack0.6778536
Insult0.6099415
Profanity0.196476
Threat0.020609349
Severe Toxicity0.1762085
Moderate 0.6744087 Moderate Con 0.334 Identity Attack Insult Identity_Assertion
Sep 8, 2025 Why Canadians Are Turning Against …
This is liberals fault its there plan for all you dumb asses who voted them in you deserve this but for the ones who didn't vote for liberals time to stand up not take this …
This is liberals fault its there plan for all you dumb asses who voted them in you deserve this but for the ones who didn't vote for liberals time to stand up not take this bs by these immigrants in my opinion
Identity Attack0.43896464
Insult0.66500133
Profanity0.4662011
Threat0.06626215
Severe Toxicity0.17009245
Moderate 0.6744087 Low Con 0.296 Insult Policy_Critique
Aug 28, 2025 Why Canadians Are Turning Against …
When fake come and apply as refugee through human smugglers they have crocodile tears once they get paper then they are against canada protest and even some go back 2 to 3 times to their …
When fake come and apply as refugee through human smugglers they have crocodile tears once they get paper then they are against canada protest and even some go back 2 to 3 times to their homeland and no more life in danger.Almost 50 years at least this bullshit have been going on now game over
Identity Attack0.25986546
Insult0.5130944
Profanity0.62717754
Threat0.019918699
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.358 Insult Unverified_Claim
Nov 27, 2025 1 likes Quebec Ends Economic Immigration Program …
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl …
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl when it is time for her to get a job because my little girl and I are white, so we are put at the bottom of the list for being employed. And on top of that i am expected to bow down and not have a voice or an opinion about anything when it comes to immigrants and that because my daughter and i are white so we are automatically considered to be racists colonizers and forced to pay the price of something that happened long before i was even born and had nothing to do with just because the color of my skin . God gave us all our skin color and made us all . I had no say with being born with the color of my skin. Canadians of all colors and cultures are suffering so badly because we brought in so many immigrants who demand we change everything and pretty much bow down to them and told that we all have to change . Stop trying to change Canada and the Candian people . I refuse to bow down to anyone who tells me that i dont matter, and my opinion doesn't matter because of my skin color and because i am assumed to have bs white privilege. The only people i see having all of the privileges are the immigrants coming in trying to force us to bow down to them while starting protests to change Canada . I will fight against these immigrants who are trying to force Canada to change to their ways, which won't ever happen . If you want to change Canada to your way of life and culture, then just stay in your own damn country . We need to get rid of these protesting immigrants who do this crazy shit . It's pretty pathetic and sickening that Canada lost it's back bone and allowed angry immigrants to come in here and take over everything and try to change the country and laws and treat the Canadian people as if we are less than them which is sickening. As far as i am concerned, any immigrant that came here that are fighting and protesting against Canada to change Canada to how they want Canada to be while treating all Canadian people as second class citizens plus destroying the country and destroying nature while breaking laws and demanding that all Canadians give in to their demands need to be kicked out of Canada and never be allowed to return . It will be a cold day in hell before i bow down to any of them who try to destroy my country and tell me that i am white so i need to be silenced because i am white and a colonizer so i dont matter . And white people have a hard time finding work . My daughter is sick, and so am i, so when it takes 2 years to see a gynecologist or take 6 weeks to see a doctor, it is insane. This situation is so bad for all Canadians that we need to grow a pair of balls and take back Canada and stop sending our money to other countries and stop allowing immigrant terrorists destroying the Canadian people and Canada and it's nature . If Canada doesn't start to fight back, we will all be screwed even more in the very near future . CANADA NEEDS TO GROW A PAIR OF BALLS AND PUT AN END TO THE GOVERNMENT BS AND TO STOP THESE IMMIGRANT TERRORISTS AND CLOSE OUR BOARDERS AND STOP SENDING MONEY TO OTHER COUNTRIES AND DEPORT ANY IMMIGRANTS WHO TAKES PART IN TERRORISTS ACTS AND BREAKS THE LAWS . And it kills me to say this because i love my country, but if Canadians are not going to stand together as one and take back our country and our lives and fight for change now then we might as well become Americas 51st state because we lost our Canadian pride . And it shows that Canadians don't care about Canada anymore . 💔
Identity Attack0.5498214
Insult0.5588244
Profanity0.6643082
Threat0.03304107
Severe Toxicity0.3361876
Moderate 0.6611249 Constructive 0.595 Identity Attack Insult
Sep 7, 2025 Why Canadians Are Turning Against …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction out of fear, good job Canada! I hate my country I couldnt care less anymore, if we became the 51 state or not because who cares, were shit either way! Go ahead block this comment im just another racist right??? keep going down this path I dont mind becomming what you all want me to be... I was raised to believe in equality for all. I havent seen anything but a mass victimization of everything! Migration, Mental Health, Work place orrientation. People just gotta really start being honest with themselves first. in a society where its common to duisguise yourself with a "digital filter", I really think self honesty is going to be a very important tool for the future. learning to live with the "ugly truth" instead of trying to cover things up all the time, some people just suck no matter the race color or culture more realistically.
Identity Attack0.2964622
Insult0.5739874
Profanity0.596623
Threat0.04686524
Severe Toxicity0.20678867
Moderate 0.6588125 Constructive 0.644 Insult Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Trudeau should be in jail for a long time for the crap he pulled.
Trudeau should be in jail for a long time for the crap he pulled.
Identity Attack0.023193322
Insult0.61794597
Profanity0.46460027
Threat0.06820184
Severe Toxicity0.023317307
Moderate 0.6544696 Low Con 0.212 Insult Call_To_Action
Jun 21, 2025 1 likes How Canada broke its immigration …
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working …
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working for thw first time because all new begginer entry lvl jobs are taken by all the east indians and other foriegm worker bs. It needs to change, something needs tohappen before it to late, tbh it already feels to late theyve been slowly but steady moving all of India/chyna over and taken over Canada. It feels very weird being a white person walking around your own country getting weird angry looks when you go to a specific area or neighborhood. Its just Wrong it shouldnt be like that. Dont come into our fucking country and try n turn it into your old shithole one, you Follow OUR COUNTRYs rules and laws. Smh. Canada so cooked. Love your work Tyler keep up to good stuff. Hope you enjoyed the way while you were here.
Identity Attack0.4482637
Insult0.5130944
Profanity0.5865656
Threat0.023889944
Severe Toxicity0.23225145
Moderate 0.6544696 Constructive 0.713 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for …
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for a long time until the new ppl started showing up. Aside from that these videos make ppl who lived here for generations also look bad. A sikh solider on 1 stamp and everyone started freaking out without knowing context. Everyday i see ppl blaming the action of 1 person on everyone, culture, and etc. I see ppl actively lying and many ppl actaully believing in jt. These ppl highlight only the bad as the biggest picture leaving out the actual story.
Identity Attack0.40713623
Insult0.5270482
Profanity0.55356324
Threat0.045895394
Severe Toxicity0.35058254
Moderate 0.6544696 Constructive 0.59 Insult Personal_Narrative
Jan 28, 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...

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.