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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "GET THESE IMMIGRANTS OUT OF …" 634 comments · Page 2 of 26
The same shit is happening in Aus! It's almost always those who migrated from the rural parts of a developing country who don't (want to?) assimilate well. This is why there should be a "check" …
The same shit is happening in Aus! It's almost always those who migrated from the rural parts of a developing country who don't (want to?) assimilate well. This is why there should be a "check" to immigration. The honest, talented, hard-working immigrants, who get all my respect, looking to start anew get trampled, replaced by those disgustingly dishonest, visa dodgers at best.
Identity Attack0.38223284
Insult0.5678696
Profanity0.6242122
Threat0.021472665
Severe Toxicity0.16960317
Moderate 0.6588125 Constructive 0.652 Insult
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the …
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the Roman’s do!! I’m an immigrant as well,and my blood is boiling with these species!! Thank Trudeau and now us clown carney!! What it is doing is causing a lot of hate, Canadians need to get off their asses and start voicing and pushing back on this situation than turning a blind eye!! The ones who shouldn’t be here need to be deported!!
Identity Attack0.4139151
Insult0.5678696
Profanity0.5365423
Threat0.061089642
Severe Toxicity0.21596274
Moderate 0.6588125 Moderate Con 0.477 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Im not canadian but indians raping other immigrants someone who isn't Canadian white. If you immigrant and not indian or white those assholes cheat, steal everything, social id to internet provider companies, full of scam. …
Im not canadian but indians raping other immigrants someone who isn't Canadian white. If you immigrant and not indian or white those assholes cheat, steal everything, social id to internet provider companies, full of scam. Fact: I can't pass driving test for to be teucker. I can't work in factories in mississauga or in Brampton. Rogers, fido, want me to pay money but I canceled inernet 10 years ago. I never take my return tax if I ask from indians, like sigma tax. I can't get diploma at the end of my graduation. I can't get job someone who is supervisor in the companies.
Identity Attack0.6106996
Insult0.58196646
Profanity0.46460027
Threat0.18597278
Severe Toxicity0.35040274
Moderate 0.6588125 Moderate Con 0.465 Identity Attack Insult
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm getting more and more radicalised by this shit, it's all across europe and north America and eastern asia. I'm actually at the point where if an immigrant commits any crime, especially violent crime, just …
I'm getting more and more radicalised by this shit, it's all across europe and north America and eastern asia. I'm actually at the point where if an immigrant commits any crime, especially violent crime, just capital punishment them. Cheaper than deporting them, no risk of them returning unless god has abandoned us
Identity Attack0.46614665
Insult0.4339631
Profanity0.64657205
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.6544696 Constructive 0.544 Fear_Threat
Dec 2, 2025 Why Canadians Are Turning Against …
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...
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 …
It’s our own government that is shaming us for speaking up. Enough immigration. No more. And the ones that don’t respect our culture, get the F**** out
It’s our own government that is shaming us for speaking up. Enough immigration. No more. And the ones that don’t respect our culture, get the F**** out
Identity Attack0.43256098
Insult0.49389273
Profanity0.541926
Threat0.05236103
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.318
Sep 7, 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 …
I'm sick of immigrants. I've had multiple scammed lotto tickets that won were taken & fed BS. Up to 147,000 & because it was a quick-pic lotto corp doesn't even look at signatures!? They walk …
I'm sick of immigrants. I've had multiple scammed lotto tickets that won were taken & fed BS. Up to 147,000 & because it was a quick-pic lotto corp doesn't even look at signatures!? They walk in packs, the doctor's office, the whole family is there?WTF They own businesses, collect government income & hire family, so no taxes are being paid. We're too nice & they walk all over us, bringing their crime & filthy living habits. Pollution pigs! I'm tired of them claiming all the funds they get while working at family restaurants. As A born Canadian can't even get an emergency check?
Identity Attack0.57150364
Insult0.5739874
Profanity0.41255033
Threat0.04363242
Severe Toxicity0.2322463
Moderate 0.6407703 Constructive 0.6 Identity Attack Insult
Aug 27, 2025 Why Canadians Are Turning Against …
Canada is Totally PHUCKED Canadians can NOT Afford to LIVE & Immigrants get EVERYTHING - WTF.... !!! STOP ALL IMMIGRATION in Canada - Period. If Immigrants can't Pay their Own Way, they are NOT Welcome. …
Canada is Totally PHUCKED Canadians can NOT Afford to LIVE & Immigrants get EVERYTHING - WTF.... !!! STOP ALL IMMIGRATION in Canada - Period. If Immigrants can't Pay their Own Way, they are NOT Welcome. Canadians NEED HELP - NOT IMMIGRANTS.... !!!
Identity Attack0.55044734
Insult0.5130944
Profanity0.41436642
Threat0.020954676
Severe Toxicity0.2281948
Moderate 0.63782936 Moderate Con 0.313 Identity Attack Insult Call_To_Action
Nov 21, 2025 1 likes Thousands of refugees allowed into …
I find the immigrants to be extremely RUDE and lazy! The kids are out of control a lot of the time. Our culture and traditions are ignored and a lot of immigrants get offended. I …
I find the immigrants to be extremely RUDE and lazy! The kids are out of control a lot of the time. Our culture and traditions are ignored and a lot of immigrants get offended. I am just SICK of seeing them get everything handed to them!!
Identity Attack0.57957685
Insult0.6120431
Profanity0.15985115
Threat0.010395273
Severe Toxicity0.044870634
Moderate 0.63782936 Constructive 0.51 Identity Attack Insult Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds …
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds to support him/her and the family. He/she gets shit from the Govt , the Doc has to spend his/her own money to get credentials recognized, go back to uni at own cost . While asylum seekers gets everything free doing shit all day.
Identity Attack0.2949366
Insult0.5130944
Profanity0.6242122
Threat0.010343489
Severe Toxicity0.052044146
Moderate 0.6342749 Constructive 0.501 Insult Policy_Critique
Feb 25, 2026 1 likes LILLEY UNLEASHED: The fall of …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant values you should not be aloud in PERIOD. Canadian born Punjabi even we see it its not everyone but were getting a bad rap cause of stupidly
Identity Attack0.46028158
Insult0.6500014
Profanity0.29209393
Threat0.012026439
Severe Toxicity0.02425631
Moderate 0.6342749 Moderate Con 0.477 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get …
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get a f*cking job!
Identity Attack0.18158256
Insult0.4339631
Profanity0.6919765
Threat0.0103175985
Severe Toxicity0.12282934
Moderate 0.6289369 Constructive 0.691 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
The man with the neon jacket..!!! He is like w Africas were tested Below Intelligence Level (who did?) And why they bring people with disabilities to my country knowing they won't be working for my …
The man with the neon jacket..!!! He is like w Africas were tested Below Intelligence Level (who did?) And why they bring people with disabilities to my country knowing they won't be working for my country's well-being like a SLAVE!? 😒 The Colonial mindset still continues..There will always be people like him..💀 I am not defending Indians but without the immigration you won't survive sir! You in your Christmas pyjamas won't get any presents if they don't work for your dirty work stu*id!!
Identity Attack0.48915586
Insult0.6306599
Profanity0.36230123
Threat0.04686524
Severe Toxicity0.22513679
Moderate 0.62702215 Moderate Con 0.481 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Get these immigrants out, job shortage for Canadians because the government gave our jobs to immigrants, opened free drug distribution to destroy Canadians, hatred comes to mind when the very word liberal comes up, they …
Get these immigrants out, job shortage for Canadians because the government gave our jobs to immigrants, opened free drug distribution to destroy Canadians, hatred comes to mind when the very word liberal comes up, they should all be in jail, murdering our people and the list goes on the liberal government did this. CLOSE THE BOARDERS NOW.
Identity Attack0.26231495
Insult0.050792135
Profanity0.0003129904
Threat0.12714085
Severe Toxicity0.000067826564
Moderate 0.6261535 Fear_Threat
Apr 19, 2025
It’s easy, liberal government who is following a global agenda to create chaos and anarchy in many countries and what Trump is doing needs to be done. Fix immigration laws, everyone must be adding to …
It’s easy, liberal government who is following a global agenda to create chaos and anarchy in many countries and what Trump is doing needs to be done. Fix immigration laws, everyone must be adding to the country with skills that get let in. We need to deport everyone that isn’t providing any real value. Reverse this shit, religious extremism, put them back in their own countries, they act like animals and barbarians kick them out. It’s simple but the idiot boomers because their lives are set think that the world is rainbows and unicorns so they voted liberal.
Identity Attack0.40351558
Insult0.6370372
Profanity0.46460027
Threat0.12996206
Severe Toxicity0.14389864
Moderate 0.62136006 Moderate Con 0.307 Insult Policy_Critique
Sep 10, 2025 Why Canadians Are Turning Against …
Our government is housing them, educating them, our own people can’t get jobs , the idiot that agreed to have mass immigration didn’t factor in housing it is out of control rent has tripled. Our …
Our government is housing them, educating them, our own people can’t get jobs , the idiot that agreed to have mass immigration didn’t factor in housing it is out of control rent has tripled. Our country isn’t Canadian anymore
Identity Attack0.17070955
Insult0.6675394
Profanity0.25367188
Threat0.0091524795
Severe Toxicity0.023076924
Moderate 0.62136006 Moderate Con 0.419 Insult
Oct 8, 2025 Why Canadians Are Turning Against …
These people are knuckleheads how do they even have a job give me the rains I'll get rid of all the illegal immigrants wow
These people are knuckleheads how do they even have a job give me the rains I'll get rid of all the illegal immigrants wow
Identity Attack0.55044734
Insult0.5678696
Profanity0.29209393
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.61223894 Low Con 0.24 Identity Attack Insult Call_To_Action
Nov 21, 2025 Thousands of refugees allowed into …
may be just for election, I do not trust Liberal will enforce after Apr 28 because they brought in junk immigrant to get votes
may be just for election, I do not trust Liberal will enforce after Apr 28 because they brought in junk immigrant to get votes
Identity Attack0.0013997129
Insult0.5571088
Profanity0.001419952
Threat0.0002511681
Severe Toxicity0.000007929217
Moderate 0.60383046 Insult Unverified_Claim
Apr 15, 2025
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)
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get …
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get supported. Because for some reason, people think Carney is king and walks on water and was the first man on the moon and everything else he takes credit for that. He didn't do. He left nothing but chaos in his wake anywhere. He's been just asked the slaves in the Amazon rainforest. What they thought of him in Brookfield, management asked the United Kingdom what they thought about his stint there and now he's in Canada. He wrecked things for 5 years as Trudeau's advisor and now he's the big shot, loser, screwing Canada even worse. I'm willing to bet if anyone actually cared enough to follow the money. I think canadian taxpayers are paying for not only his trips around to these other countries for deals, but I think were accommodating Brookfield management as well!
Identity Attack0.13377325
Insult0.6677319
Profanity0.2347036
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.60311776 Moderate Con 0.488 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
WTF work permit holders are not working in Canada rather working in Middle East. They r rotating their families out of Canada to make it appear that they all live in Canada. Get this butts …
WTF work permit holders are not working in Canada rather working in Middle East. They r rotating their families out of Canada to make it appear that they all live in Canada. Get this butts out of there. Dodgy people they will corrupt this gorgeous country. I know few of them and have e posed them to the immigration too. Where is the bloody immigration now
Identity Attack0.41975367
Insult0.5393265
Profanity0.48510036
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.458 Insult Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
Yup…our ..Canadian citizen Standards..have been compromised.. and It will be extremely hard and painful for the people who..think they have us beat ..☝🏽 It’s simple.. we are trying to build our military.. and our military …
Yup…our ..Canadian citizen Standards..have been compromised.. and It will be extremely hard and painful for the people who..think they have us beat ..☝🏽 It’s simple.. we are trying to build our military.. and our military needs frontline soldiers…cannon fodder..So ..let’s get to the bottom of our ..immigrants who think they can..out smart our country…and send em to boot camp..or get the fuck out ..of our country..Russian .targets ..single man drones…etc.. Your people fucked up…sorry..🇨🇦🇨🇦..we are fighting back ..!
Identity Attack0.42615733
Insult0.5130944
Profanity0.57236236
Threat0.24484909
Severe Toxicity0.34993178
Moderate 0.60254884 Moderate Con 0.438 Insult Fear_Threat
Aug 29, 2025 Why Canadians Are Turning Against …
buncha racist people. "It took me a year to get a visa" and "Now they just jump the border and file for asylum". are these guys so shit at math that they don't understand statistics? …
buncha racist people. "It took me a year to get a visa" and "Now they just jump the border and file for asylum". are these guys so shit at math that they don't understand statistics? do they genuinely think all immigrants from india are asylum seekers and nobody comes via visa, like are they that idiotic? do you see how these ppl immediately seek some kind of high ground? its disgusting to me Indian people probably do bring a 100 problems with them, I won't argue on this. But then its the job of the ppl of the country to pressure their government to stop immigration by changing the immigration policy. There's no point in directing your racist resentment at a group of people for just following whats legally allowed
Identity Attack0.5135796
Insult0.57566804
Profanity0.4756165
Threat0.07323132
Severe Toxicity0.16960317
Moderate 0.60254884 Constructive 0.612 Identity Attack Insult
Nov 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.