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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: "People like them who are …" 876 comments · Page 3 of 36
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably …
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably any other province or city you got homeless white canadian's smoking phentanyl. I hope that's not canadian culture. Blame your system and not only immigrants. A lot of people from outside are the reasons you guys are surviving today, infact 90% of your country's economy based on immigration. Canada only has false hopes, joblessness and homelessness for everybody because the government has completely failed and is only running sham schemes to fill their pockets.
Identity Attack0.55011386
Insult0.6051471
Profanity0.64657205
Threat0.045572113
Severe Toxicity0.3532795
Toxic 0.7252971 Constructive 0.524 Identity Attack Insult Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
What if the Punjabi people decided to live only in a few places? like Chestermere (in Alberta)?—simply because of the fact there is a Gurudwara? Imagine building a Gurdwara in Stetler, Alberta—the brow raises, the …
What if the Punjabi people decided to live only in a few places? like Chestermere (in Alberta)?—simply because of the fact there is a Gurudwara? Imagine building a Gurdwara in Stetler, Alberta—the brow raises, the stares etc. You should interview successful white people, no the homeless ones, ofcourse they are going to blame the visbily succesful ones—but then just like he said he does not give a shit, the punjabis to does not give a shit,
Identity Attack0.55044734
Insult0.54471385
Profanity0.6919765
Threat0.016120117
Severe Toxicity0.18538254
Moderate 0.6989911 Moderate Con 0.487 Identity Attack Insult Identity_Assertion
Feb 1, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport …
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport trucks and they cant do the easiest jobs like take an order from fast food. Miserable quality of life and I'm not even in Brampton i feel bad for the people there.
Identity Attack0.5075293
Insult0.57566804
Profanity0.6370159
Threat0.019228047
Severe Toxicity0.23340854
Moderate 0.687436 Constructive 0.557 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
White people y'all gotta start having sex with each other again, otherwise every single one of your countries are going to borrow people from India to keep your local economies moving. WHITE PEOPLE STOP HATING, …
White people y'all gotta start having sex with each other again, otherwise every single one of your countries are going to borrow people from India to keep your local economies moving. WHITE PEOPLE STOP HATING, AND START LOVING AGAIN!!! Or else all y'all's countries gonna look like India
Identity Attack0.57957685
Insult0.44802538
Profanity0.4170448
Threat0.2836219
Severe Toxicity0.35368225
Moderate 0.687436 Moderate Con 0.305 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to …
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to not be having kids...you are self deleting and literally giving up like a bunch of weak whinny selfish little babies...you are truly a pathetic bunch of weaklings smh
Identity Attack0.06294931
Insult0.72756535
Profanity0.26631543
Threat0.035803676
Severe Toxicity0.02449106
Moderate 0.6852916 Low Con 0.287 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
This video should be removed immediately as it promotes racism and discrimination towards other ethnic groups. For those of you who don’t know, Canada is a multicultural country. If you have an issue with the …
This video should be removed immediately as it promotes racism and discrimination towards other ethnic groups. For those of you who don’t know, Canada is a multicultural country. If you have an issue with the kinds of people living here, you’re more than welcome to get your white smelly ass out of here and go to your original countries most likely in Europe. This country was never yours, indigenous community were the ones who discovered it. So OUT with your racist druggie white asses. At least CURRY smells better than your weeds that stink like SKUNK!
Identity Attack0.6007182
Insult0.6308392
Profanity0.5150164
Threat0.13346854
Severe Toxicity0.35368225
Moderate 0.6852916 Moderate Con 0.343 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Trailer trash white people can't find a job now they are blaming Africans for their failures . Make it make sense. Sounds like a loser to me.
Trailer trash white people can't find a job now they are blaming Africans for their failures . Make it make sense. Sounds like a loser to me.
Identity Attack0.6106996
Insult0.64537907
Profanity0.34536663
Threat0.01238892
Severe Toxicity0.16960317
Moderate 0.68408644 Low Con 0.129 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his get the ahh whooping he deserves. Bro does 3 videos on real journalism exposes real issues but runs back to his roots. RACISM 😂😂😂😂😂😂. I couldn't imagine flying around the world can't possibly be enjoying yourself cause he is too busy doing rat shit. And bothering people trying to assimilate into the country. But because a few are causing issues we have to make it look 👀👀 like it's bigger so the big guy can do some more of that negotiating he been doing. Everywhere he goes bullshit follows 😡😡😡
Identity Attack0.50515443
Insult0.5130944
Profanity0.46460027
Threat0.3203622
Severe Toxicity0.35368225
Moderate 0.6744087 Moderate Con 0.438 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
It is ok to want Canada to have Canadian culture. Canada is a free for all and if these peoples countries had people invade, not speak their language or care to involve them, 100% they …
It is ok to want Canada to have Canadian culture. Canada is a free for all and if these peoples countries had people invade, not speak their language or care to involve them, 100% they wouldn't like it. If you don't want to be Canadian, go back to where you came from. It's getting harder and harder allow this shit to continue.
Identity Attack0.37730414
Insult0.4986907
Profanity0.66456485
Threat0.012647836
Severe Toxicity0.14126498
Moderate 0.6667219 Constructive 0.533
Jan 27, 2026 Inside Canada's Indian Invasion...
these people are not diing their job by being too nice to the non compliant student visa.they came up wl 8% of what number? how dd they arrive at 8% if they do not knoew …
these people are not diing their job by being too nice to the non compliant student visa.they came up wl 8% of what number? how dd they arrive at 8% if they do not knoew the figure. this is the way liberals answer questions Just like the head Jystin Trudeau Ang Mr Carney remmber the phrase from Trudeau 10 years Ago "THE BOOK WILL BALANCE ITSELF" SO MANY IDIOT WHO VOTED FOR THIS KIND of mentality leader.
Identity Attack0.038167715
Insult0.71120167
Profanity0.26463717
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.65996873 Moderate Con 0.353 Insult
Sep 30, 2025 IRCC Names India in Study …
It's sad that Brampton used to be the number one place to live in Canada and now it's a shit hole. Just like the country these people came from, go back and clean up your …
It's sad that Brampton used to be the number one place to live in Canada and now it's a shit hole. Just like the country these people came from, go back and clean up your own country
Identity Attack0.49032792
Insult0.5678696
Profanity0.5365423
Threat0.012181788
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.405 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Number one she's a complete f****** liar. Number two she's using stats that are not verified by any government agency anywhere. But you didn't notice they get the same benefits as Canadian citizens. Which is …
Number one she's a complete f****** liar. Number two she's using stats that are not verified by any government agency anywhere. But you didn't notice they get the same benefits as Canadian citizens. Which is all the welfare that can digest. Here in the United States they get permanent residency and citizenship right away. Once they get refugee status they never have to work a day in their life in this country they will be funded in full by the American taxpayer. Then they will sponsor all the relatives. They're five sisters which are really their wives. This is what people are not understanding what's going on. Looking what's happening in Dearborn Michigan cured in 10 years the population has quadrupled. It does not even look like an American city anymore
Identity Attack0.24293575
Insult0.64537907
Profanity0.5013569
Threat0.018710058
Severe Toxicity0.19455661
Moderate 0.6588125 Constructive 0.569 Insult
May 22, 2019 1 likes How much do refugees and …
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit …
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit about incompetence and I think Lena is here to stay.
Identity Attack0.024600167
Insult0.68668073
Profanity0.44890457
Threat0.009929225
Severe Toxicity0.02444411
Moderate 0.6588125 Moderate Con 0.367 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Indian Hindus are bad deport them immediately and bring somalis, sudanese , libyans, iraqis ,syrians , yemenis, pakistaniz , afghaniz, chechens , Palestinians muzlims these are the people who will help build your country they …
Indian Hindus are bad deport them immediately and bring somalis, sudanese , libyans, iraqis ,syrians , yemenis, pakistaniz , afghaniz, chechens , Palestinians muzlims these are the people who will help build your country they don't blow themselves like indian Hindus they don't plough their vehicles through christmas parade they don't do 9/11 , they don't feed hungry people in gurudwaras ,Hare Krishna movement, ISCKON .Indian Hindus are the worst deport them immediately
Identity Attack0.69783735
Insult0.54471385
Profanity0.33453682
Threat0.4467921
Severe Toxicity0.45895407
Moderate 0.6544696 Moderate Con 0.33 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
Identity Attack0.6220118
Insult0.6308392
Profanity0.27477357
Threat0.010369381
Severe Toxicity0.12809667
Moderate 0.64447093 Low Con 0.29 Identity Attack Insult Moral_Argument
Mar 2, 2026 Inside Canada's Indian Invasion...
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Identity Attack0.40447855
Insult0.5588244
Profanity0.44366163
Threat0.061736204
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.25 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The cyclist is very arrogant and racist (like South Korean people, racist).
The cyclist is very arrogant and racist (like South Korean people, racist).
Identity Attack0.55044734
Insult0.6308392
Profanity0.18233459
Threat0.0097738765
Severe Toxicity0.034110364
Moderate 0.64447093 Low Con 0.246 Identity Attack Insult Identity_Assertion
Feb 18, 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...
Why are these white people so scared of becoming a minority in that city? Are minorities treated bad or something? Is that why they are scared? By the way, the 60-year-old man with the cap …
Why are these white people so scared of becoming a minority in that city? Are minorities treated bad or something? Is that why they are scared? By the way, the 60-year-old man with the cap on backwards saying they pay no taxes, do you pay taxes? It looks like you can't even take care of yourself and pay no taxes yourself. Hypocrite.
Identity Attack0.46028158
Insult0.66500133
Profanity0.17101645
Threat0.009204263
Severe Toxicity0.023076924
Moderate 0.6426206 Moderate Con 0.426 Insult
Nov 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
They are dirty people for the most part! They 💩 anywhere in public then don't wipe their 🫏 and walk around like that. 🤮
They are dirty people for the most part! They 💩 anywhere in public then don't wipe their 🫏 and walk around like that. 🤮
Identity Attack0.1035157
Insult0.62169385
Profanity0.4044591
Threat0.013010317
Severe Toxicity0.16960317
Moderate 0.6426206 Moderate Con 0.361 Insult Unverified_Claim
Jan 27, 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 …
You are the greatest country on earth. America is no longer the greatest country. The fact that you could erate people's countries and get away with it, it doesn't make you great. You are now …
You are the greatest country on earth. America is no longer the greatest country. The fact that you could erate people's countries and get away with it, it doesn't make you great. You are now a tyrant, but your time will come. You are falling cause most Americans live s***, most Americans live like dogs.
Identity Attack0.5135796
Insult0.6149945
Profanity0.47435758
Threat0.024753258
Severe Toxicity0.16960317
Moderate 0.6407703 Low Con 0.245 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
They commit fraud en masse on behalf of our communist government. I hate these people, they hide behind thier religion while bringing all thier mafia bullshit. They flagrantly break laws and make exceptions. Riding motorcycle …
They commit fraud en masse on behalf of our communist government. I hate these people, they hide behind thier religion while bringing all thier mafia bullshit. They flagrantly break laws and make exceptions. Riding motorcycle with a turban, blatantly saying my religion, my enclave is above your countries laws. They take religious charity and then behave like cartels.
Identity Attack0.49032792
Insult0.5678696
Profanity0.5150164
Threat0.04363242
Severe Toxicity0.16960317
Moderate 0.63782936 Moderate Con 0.325 Insult Unverified_Claim
Sep 28, 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.