Skip to content
Canadian Immigration Dashboard [ CID ]
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "This is how a state …" 450 comments · Page 2 of 18
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life …
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life upgrade. The top tier ones don't go to diploma mills . Mostly they go to top US universities. Canada isn't getting any of these. I was thinking how stupid the Canadian admins could be.
Identity Attack0.43896464
Insult0.6798578
Profanity0.2327678
Threat0.008466354
Severe Toxicity0.023076924
Moderate 0.64447093 Constructive 0.552 Insult
Oct 1, 2025 1 likes IRCC Names India in Study …
kanada is a hyper woke shithole police state. It is run by smarmy foul liberals that will do and say anything to separate citizens from their money. Wonderful
kanada is a hyper woke shithole police state. It is run by smarmy foul liberals that will do and say anything to separate citizens from their money. Wonderful
Identity Attack0.3802808
Insult0.61794597
Profanity0.5188411
Threat0.011793415
Severe Toxicity0.16960317
Moderate 0.63782936 Low Con 0.206 Insult
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
The states can fk off
The states can fk off
Identity Attack0.057424016
Insult0.019745331
Profanity0.0065077553
Threat0.29275206
Severe Toxicity0.00012230876
Moderate 0.63216746 Identity_Assertion
Dec 10, 2025
Greatest country on earth? Yeah the Jewnited states of pedophiles. Sure…
Greatest country on earth? Yeah the Jewnited states of pedophiles. Sure…
Identity Attack0.6220118
Insult0.50440645
Profanity0.34682226
Threat0.058826666
Severe Toxicity0.23125283
Moderate 0.6308517 Low Con 0.107 Identity Attack Insult Unverified_Claim
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
Its all buy design. The government wants it this way. Canada is to be a shit state on the US boarder. The people that are creating this mess want this .
Its all buy design. The government wants it this way. Canada is to be a shit state on the US boarder. The people that are creating this mess want this .
Identity Attack0.36702603
Insult0.5130944
Profanity0.541926
Threat0.010421164
Severe Toxicity0.042180564
Moderate 0.62136006 Low Con 0.184 Insult
Jan 21, 2026 Why Canadians Are Turning Against …
Indian hindue is k*lling sikh Muslim Christians and Dalit no body is safe in hindue india so thats why khalistan sikhs want freedom just like many state in hindue india like Kashmir Muslim want freedom …
Indian hindue is k*lling sikh Muslim Christians and Dalit no body is safe in hindue india so thats why khalistan sikhs want freedom just like many state in hindue india like Kashmir Muslim want freedom and from christian side Nagaland no body who is not hindue is not safe
Identity Attack0.6458014
Insult0.5332045
Profanity0.46460027
Threat0.46976724
Severe Toxicity0.50703704
Moderate 0.60311776 Moderate Con 0.447 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Its sad seeing the state of Canada- dirty, uncivilized, negative, cringeworthy, classless.
Its sad seeing the state of Canada- dirty, uncivilized, negative, cringeworthy, classless.
Identity Attack0.44690517
Insult0.6308392
Profanity0.07708528
Threat0.008077981
Severe Toxicity0.023645958
Moderate 0.6027529 Low Con 0.243 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the …
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the IQ for the average white man today is much less than the IQ of the average white man say in the 1950s but wants to talk about the IQ of black people in Africa. And he says that he’s a racist but hes also a broke loser thats why he’s in the state that he’s in. The fact that you have a bunch of low IQ people in the comments butt hurt about the immigration saying that the guy on the bike should be the PM of Canada tells me what I need to know about them as well.
Identity Attack0.5135796
Insult0.6306599
Profanity0.17055123
Threat0.012285355
Severe Toxicity0.024866661
Moderate 0.5972042 Moderate Con 0.306 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
WOW ! Canada is screwed. Unbelievable 😢. Keep em in Canada. The United States don't want them.
WOW ! Canada is screwed. Unbelievable 😢. Keep em in Canada. The United States don't want them.
Identity Attack0.46028158
Insult0.5423875
Profanity0.39409557
Threat0.011430934
Severe Toxicity0.06488878
Moderate 0.5972042 Low Con 0.266 Insult Fear_Threat
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
IF SO MANY THINGS ARE HAPPENING IN PUNJAB THEN WHY DONT YOU GO BACK AND FIX THERE INSTEAD OF DEMANDING A NATION?? EVERY STATE HAS A SELECTED RULING PARTY AND THESE DUMBASS PEOPLE SELCTED THEIT …
IF SO MANY THINGS ARE HAPPENING IN PUNJAB THEN WHY DONT YOU GO BACK AND FIX THERE INSTEAD OF DEMANDING A NATION?? EVERY STATE HAS A SELECTED RULING PARTY AND THESE DUMBASS PEOPLE SELCTED THEIT OWN CORRUPTED MLA'S PEOPLE AND CORRUPTED RULING PARTY. THESE FKRS GET FUNDING FROM TERRORISTS ORGANIZATIONS EVEN FROM PAKISTAN. THEY HAVE A LONG HISTORY FROM PAKIS WHERE THEIR LEADERS AND GURUS AND THEIR SONS GOT KILLED BECAUSE OF MUSLIM RULERS BUT THEY NEW GEN CHOSE TO SHAKE HANDS WITH PAKIS.. THIS YEAR PM CARNEY IS GOING TO DEAL WITH MODI AND ALL THIS REFERENDUM BULLSHIT YOU SEE .. YOU WONT SEE THAT ANYMORE..
Identity Attack0.5135796
Insult0.57566804
Profanity0.46460027
Threat0.43656045
Severe Toxicity0.45510182
Moderate 0.584095 Low Con 0.256 Identity Attack Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Yea it's bad here and it's everywhere. Sad state of my home country. Not good people either, give me the Asians, Russians, Chinese. Please. No more Indians.
Yea it's bad here and it's everywhere. Sad state of my home country. Not good people either, give me the Asians, Russians, Chinese. Please. No more Indians.
Identity Attack0.6649212
Insult0.39297962
Profanity0.18909787
Threat0.05430072
Severe Toxicity0.16960317
Moderate 0.5779532 Moderate Con 0.441 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
blabla bla bla balaaaaaaaa- I am white, 74, Canadian Citizen - getting NADA! Canada is becoming a Fascist state - Adolph is laughing in his grave wherever he is!!!!!!!!!!!!!
blabla bla bla balaaaaaaaa- I am white, 74, Canadian Citizen - getting NADA! Canada is becoming a Fascist state - Adolph is laughing in his grave wherever he is!!!!!!!!!!!!!
Identity Attack0.48915586
Insult0.47630358
Profanity0.17752954
Threat0.048481647
Severe Toxicity0.072789766
Moderate 0.5721988 Moderate Con 0.325
Nov 10, 2018 How much do refugees and …
At this point. We need trump. 😢just make us the 51st state. One flight to Florida? Trump getting shit done? I’m in!
At this point. We need trump. 😢just make us the 51st state. One flight to Florida? Trump getting shit done? I’m in!
Identity Attack0.045901958
Insult0.40243408
Profanity0.6069483
Threat0.013579931
Severe Toxicity0.023458159
Moderate 0.5716857 Moderate Con 0.409
Oct 21, 2025 1 likes IRCC Names India in Study …
Wait, did you expect the truth from the CBC, more propaganda from our leftist state broadcaster! Liberalism is a mental disorder!
Wait, did you expect the truth from the CBC, more propaganda from our leftist state broadcaster! Liberalism is a mental disorder!
Identity Attack0.39870077
Insult0.56997263
Profanity0.10116278
Threat0.00823333
Severe Toxicity0.021548226
Moderate 0.568186 Low Con 0.151 Insult
Jul 11, 2018 7 likes How much do refugees and …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Washington state has been invaded by India too. We call it "little india" now and its absolutely disgusting
Washington state has been invaded by India too. We call it "little india" now and its absolutely disgusting
Identity Attack0.57150364
Insult0.5130944
Profanity0.22673377
Threat0.014048163
Severe Toxicity0.024960563
Moderate 0.56269526 Moderate Con 0.324 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
This is y we need Trump to make Canada the 51st state and bring ICE to take this trash out.
This is y we need Trump to make Canada the 51st state and bring ICE to take this trash out.
Identity Attack0.051353373
Insult0.58196646
Profanity0.12727508
Threat0.013528148
Severe Toxicity0.01806218
Moderate 0.5532103 Low Con 0.245 Insult Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one ill-literate stupid person who ate the cow-dung doesn't represent the whole of India. There are some stupid people in every country. Its a sensible and a resonable think to understand such realities. Before you talk about India please read and have some knowledge about each state then you'll understand each state is very different and a country by itself. Considering that all Indians are bad is not smart or nice. Looks like you are expecting some changes, ok, then try and work on for that rather than hating Indians as a whole.
Identity Attack0.36702603
Insult0.6109131
Profanity0.26735115
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.54325575 Constructive 0.739 Insult Moral_Argument
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
Just ask us Canadians how we feel about thousands of Muslims praying in our streets and parks when they have hundreds of mosques...or how about putting up sixty foot statues of your Hindu Gods in …
Just ask us Canadians how we feel about thousands of Muslims praying in our streets and parks when they have hundreds of mosques...or how about putting up sixty foot statues of your Hindu Gods in our Christian Country...the Federal Govt is openly betraying the People..PM Carny just stating Muslim Values are Canadian Values...NO THEY ARE NOT, we were built on the Europea Christian dysprosium get over it , you come here...when in Rome act like a Roman don't shit on our beaches, throw trash on the side of the road, and quit trying to scam every rule and regulation..and most of all keep telling Canadians to die and burn our Flag, the backlash is coming, you have been warned
Identity Attack0.55044734
Insult0.5130944
Profanity0.4033339
Threat0.058503386
Severe Toxicity0.16960317
Moderate 0.54325575 Moderate Con 0.379 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their …
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their own culture, religion & language. History is repeating itself....this time for good. @ 2:11 "the country which they (immigrants) comes from is a shit hole", yes the same way EU & UK were a shit hole for when the colonizers from EU & UK arrived in Canada, US, Latin America they bought with them lots of viral diseases and infections. Whole of pre industrial EU & UK was very much a shit hole. @ 8:55 "they live naked", well I guess this Polish man is trying to be like them. Anybody not paying taxes, creating ruckus of any kind, stealing form anywhere, not following the rules of the state should be prosecuted irrespective of their nationality, religion, race, gender, color, ethnicity, etc.
Identity Attack0.5135796
Insult0.5130944
Profanity0.44613865
Threat0.12536226
Severe Toxicity0.16960317
Moderate 0.53579444 Moderate Con 0.49 Identity Attack Insult Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, …
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, and knowing that they will vote for them the same as the Democrats in the United States did that’s the plan. Do you remember when Trudeau said , the immigrants are more Canadian than you are because you take for granted your Canadian ship and that they are the true Canadians not us votes in the bag. Liberals have one how many times we’re doomed. We don’t live in Canada anymore. We live in, CANASTAN AND ALL AMERICAN CANADIENS ARE THE DUMBEST DECEPTION IS IN THE BRAIN. THEY DON’T EVEN REALIZE WHERE ALL AMERICANS LIVING IN NORTH AMERICA MAY THE TRUTH SET YOU FREE LOOK IN THE MIRROR IF YOU BECOME WHAT YOU HATE????
Identity Attack0.36702603
Insult0.57787937
Profanity0.25001678
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.52272606 Moderate Con 0.344 Insult Fear_Threat
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same …
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same way California has done with other groups to the point they constantly vote Liberal. Canada is a complete shit show and the LMIA scams expose how big the rot is. I see more Turban in Toronto than Canadians its insane, it was not like this 20 or 30 years ago at all. Also the SIkhs/Panjabs in Canada will ultimately want an ethno state within Canada they have a lot more political power in Canada than in their native country .
Identity Attack0.4911651
Insult0.5130944
Profanity0.4185329
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.455 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA …
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA and Nothern Usa aka Canada.
Identity Attack0.56711763
Insult0.43450394
Profanity0.33453682
Threat0.44942492
Severe Toxicity0.3247677
Moderate 0.52007306 Constructive 0.505 Identity Attack Identity_Assertion
Jan 28, 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.