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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: "The people of the World …" 309 comments · Page 1 of 13
America world’s Worst Country ! America first terrorist country who killed millions of innocent people’s in world . trump is coward bloody son of bitch
America world’s Worst Country ! America first terrorist country who killed millions of innocent people’s in world . trump is coward bloody son of bitch
Identity Attack0.5913144
Insult0.8579266
Profanity0.7654259
Threat0.34804323
Severe Toxicity0.45895407
Toxic 0.93383175 Low Con 0.211 Identity Attack Insult Comparative_Framing
Mar 3, 2026 Inside Canada's Indian Invasion...
Black people aways get shitted on. I’m convinced the whole world hates us and the reasons are unbelievable. Sad sad sad man. Work my ass of for Canada but still seen the same shit.
Black people aways get shitted on. I’m convinced the whole world hates us and the reasons are unbelievable. Sad sad sad man. Work my ass of for Canada but still seen the same shit.
Identity Attack0.6320481
Insult0.65231085
Profanity0.8690192
Threat0.04167421
Severe Toxicity0.36435235
Toxic 0.90451443 Constructive 0.52 Identity Attack Insult Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
its not people its religion what fucks the country make world ateist it would be heaven
its not people its religion what fucks the country make world ateist it would be heaven
Identity Attack0.6007182
Insult0.5130944
Profanity0.776286
Threat0.0287245
Severe Toxicity0.45293763
Toxic 0.8629672 Low Con 0.141 Identity Attack Insult Fear_Threat
Feb 12, 2026 Inside Canada's Indian Invasion...
That guy with the reflector jacket is dumb as a bicker of dead shrimp. So dumb all he can be is racist 😂😂😂. Just so he doesn't feel left out😂😂😂. Foreigners, please go to USA, …
That guy with the reflector jacket is dumb as a bicker of dead shrimp. So dumb all he can be is racist 😂😂😂. Just so he doesn't feel left out😂😂😂. Foreigners, please go to USA, Canada, Europe etc and claim what these whit colonizing bastards stole from ur ancestors and land to build theirs. 😂😂😂 Please rush to claim and kick them out 😂😂😂 Uhmm, who said America is the greatest country in the world?😂😂😂 Shit hole that place. Oh wait, they steal and plunder from others for money and wealth. White people in power I tell u😂😂😂😂
Identity Attack0.6487889
Insult0.7804726
Profanity0.64460015
Threat0.4902736
Severe Toxicity0.48355904
Toxic 0.85333383 Low Con 0.264 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They’re not Christian no assimilation will happen, 3rd world shit hole culture. Good people gang rapes, scam centres, drug smuggling, fraud, murder, extortion fuck off.
They’re not Christian no assimilation will happen, 3rd world shit hole culture. Good people gang rapes, scam centres, drug smuggling, fraud, murder, extortion fuck off.
Identity Attack0.61901736
Insult0.6308392
Profanity0.7785769
Threat0.4975795
Severe Toxicity0.50703704
Toxic 0.85173553 Low Con 0.144 Identity Attack Insult Fear_Threat
Feb 4, 2026 Inside Canada's Indian Invasion...
I'm not fed up with immigrants, I'm FED UP OF INDIAN, AFRICAN, MUSLIM AND OTHER THIRD WORLD IMMIGRANTS. I like to be specific. Fed up of the racist bs too because ONLY WHITE PEOPLE ARE …
I'm not fed up with immigrants, I'm FED UP OF INDIAN, AFRICAN, MUSLIM AND OTHER THIRD WORLD IMMIGRANTS. I like to be specific. Fed up of the racist bs too because ONLY WHITE PEOPLE ARE NOT ALLOWED TO BE RACIST, for every other colour it's OK to be racist against white people. Yes, some races only breed shit, yes, some countries only breed shit, AND CANADIANS DON'T WANT THEM.
Identity Attack0.7426507
Insult0.6675394
Profanity0.6919765
Threat0.054624002
Severe Toxicity0.44787344
Toxic 0.8403191 Constructive 0.518 Identity Attack Insult Identity_Assertion
Sep 8, 2025 Why Canadians Are Turning Against …
WHO THE HELL IN INDIA EATS POO?????? ARE YOU EVEN LISTENING TO YOURSELF, BIKE GUY. ITS A FREE WORLD PEOPLE GET TO BE WHEREVER THEY WANT TO BE!!!!!!!!!!!!!!!!!
WHO THE HELL IN INDIA EATS POO?????? ARE YOU EVEN LISTENING TO YOURSELF, BIKE GUY. ITS A FREE WORLD PEOPLE GET TO BE WHEREVER THEY WANT TO BE!!!!!!!!!!!!!!!!!
Identity Attack0.4931391
Insult0.563347
Profanity0.5724795
Threat0.058826666
Severe Toxicity0.45895407
Toxic 0.8364697 Low Con 0.137 Insult Moral_Argument
Feb 17, 2026 Inside Canada's Indian Invasion...
So many idoits are buying the narrative "ohh low birth rate" how can you belive that when say 5yrs ago the "experts" were saying we are to populated. Like turn your fucking brain on! The …
So many idoits are buying the narrative "ohh low birth rate" how can you belive that when say 5yrs ago the "experts" were saying we are to populated. Like turn your fucking brain on! The world was at a balance! But the jewish WEF elites are pushing the kalergi plan agenda also known as the great replacement. Remember Trudeau talking about a reset? What do you think that meant? Remember him going to India for "deals"? Come on people! Wake the fuck up! Our governments sold us out to the WEF agenda and we have to fight or we lose everything
Identity Attack0.46028158
Insult0.755201
Profanity0.70864636
Threat0.060766358
Severe Toxicity0.3735507
Toxic 0.8299589 Moderate Con 0.363 Insult Unverified_Claim
Aug 28, 2025 Why Canadians Are Turning Against …
These Indian people are the worst type of people in the world. I don’t care what you say. We have to deport every Indian in this country, including America and Canada. They don’t belong here …
These Indian people are the worst type of people in the world. I don’t care what you say. We have to deport every Indian in this country, including America and Canada. They don’t belong here and they need to go back where they came from. Nobody really likes them. They are the dirtiest people on the Earth. They really are the dirtiest people on earth like you can’t even argue with it. They’re disgusting.
Identity Attack0.7895903
Insult0.6991143
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.44713756
Toxic 0.8252207 Moderate Con 0.332 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on …
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on India any chance the get. 😢
Identity Attack0.7426507
Insult0.68668073
Profanity0.68353343
Threat0.2836219
Severe Toxicity0.52737635
Toxic 0.8252207 Moderate Con 0.324 Identity Attack Insult Identity_Assertion
Feb 11, 2026 Inside Canada's Indian Invasion...
You fools voted for this. Now that Ontario is a third world shit hole you complain. You will have to fight these people or they will fight you.
You fools voted for this. Now that Ontario is a third world shit hole you complain. You will have to fight these people or they will fight you.
Identity Attack0.3072352
Insult0.7804726
Profanity0.62717754
Threat0.14485972
Severe Toxicity0.25053838
Toxic 0.82048255 Low Con 0.242 Insult Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are the most dirtiest people in the world
Indians are the most dirtiest people in the world
Identity Attack0.77429146
Insult0.66500133
Profanity0.39409557
Threat0.018710058
Severe Toxicity0.35368225
Toxic 0.8115627 Low Con 0.147 Identity Attack Insult Unverified_Claim
Feb 3, 2026 5 likes Inside Canada's Indian Invasion...
Surrey, BC, has the biggest indian population outside of India in the entire world. 4 million Indian people, fuckin gross.
Surrey, BC, has the biggest indian population outside of India in the entire world. 4 million Indian people, fuckin gross.
Identity Attack0.55044734
Insult0.5678696
Profanity0.764141
Threat0.01508414
Severe Toxicity0.34981552
Toxic 0.78711975 Moderate Con 0.307 Identity Attack Insult
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in this cockroach infested city for 25 year...and it stinks...there dirty people...this is the new third world Canada. Desgusting
I live in this cockroach infested city for 25 year...and it stinks...there dirty people...this is the new third world Canada. Desgusting
Identity Attack0.49032792
Insult0.7298119
Profanity0.33141375
Threat0.011638066
Severe Toxicity0.20984669
Toxic 0.76197964 Moderate Con 0.385 Insult Personal_Narrative
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
The liberal parasites are ruining Canada, who voted for them? Too many are stupid? Than this country will no longer remain part of the "west"..and will fall down to the third world religious idiots level …
The liberal parasites are ruining Canada, who voted for them? Too many are stupid? Than this country will no longer remain part of the "west"..and will fall down to the third world religious idiots level (India, Pakistan, etc.)..so most intellignet people will leave to the US or Europe? Europe is also being destroyed by the simiral liberal tribe..(Soros, Starmer, Merz, Zelensky etc.) so it leaves only Trump, who finally removes them from power?
Identity Attack0.46028158
Insult0.7657292
Profanity0.29209393
Threat0.02440793
Severe Toxicity0.11756202
Toxic 0.7510937 Low Con 0.221 Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
All are selfish people in the world! That's why any opportunity for the job first gets hard-working people. All white people are also immigrants in history. white people think 'indian don't pay any tax' fuck …
All are selfish people in the world! That's why any opportunity for the job first gets hard-working people. All white people are also immigrants in history. white people think 'indian don't pay any tax' fuck of, we pay more compared to you and get less services.
Identity Attack0.6320481
Insult0.6149945
Profanity0.64080805
Threat0.019055385
Severe Toxicity0.349583
Toxic 0.7510937 Moderate Con 0.454 Identity Attack Insult Economic_Argument
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
I haven’t watched the video, it would just make me angry. Canadians are so f..king slow and stupid, it is pitiful. No one to blame, other than themselves. You allow and continue to allow your …
I haven’t watched the video, it would just make me angry. Canadians are so f..king slow and stupid, it is pitiful. No one to blame, other than themselves. You allow and continue to allow your Government to screw you, destroy Canada, and make Canada the national joke on the World stage. Talk about a lesson in self destruction, just look at the people you interview, they are all weak, Liberal pushovers. And now in pure Canadian tradition, they whine and complain.
Identity Attack0.5135796
Insult0.71120167
Profanity0.39026237
Threat0.030278467
Severe Toxicity0.16960317
Toxic 0.71760553 Moderate Con 0.301 Identity Attack Insult Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
To be honest, Hindus are one of the dirtiest people in the world. They throw garbage everywhere, they don't smell very good...They also don't know how to drive. Has their god blessed them for this? …
To be honest, Hindus are one of the dirtiest people in the world. They throw garbage everywhere, they don't smell very good...They also don't know how to drive. Has their god blessed them for this? For dirt, debris, etc.
Identity Attack0.6649212
Insult0.6308392
Profanity0.32965264
Threat0.036149003
Severe Toxicity0.23226346
Toxic 0.7105462 Moderate Con 0.379 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Better than black people by far they need to get rid of that stupid hay sometimes it’s hot when it’s not so big Should of covered up up white mamas face we needa here the …
Better than black people by far they need to get rid of that stupid hay sometimes it’s hot when it’s not so big Should of covered up up white mamas face we needa here the truth Black people always staring forcing there presence on people think it’s funny to harass people can never mind there business or respect peoples preferences or beliefs. They all need to be sent back to Africa ect. Let’s do a American poll and world and go on that for ice to get them
Identity Attack0.6649212
Insult0.57787937
Profanity0.43669638
Threat0.36820486
Severe Toxicity0.35368225
Moderate 0.6989911 Moderate Con 0.429 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
White people a piece of work his information is inaccurate the #1 serial killers in the world are white the #1 baby serial killers are in the UK the #1 sexual perversions are in the …
White people a piece of work his information is inaccurate the #1 serial killers in the world are white the #1 baby serial killers are in the UK the #1 sexual perversions are in the UK according to the WHO CDC UN etc none the less white man on bike is stupid funny
Identity Attack0.6007182
Insult0.61794597
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.20678867
Moderate 0.6863638 Low Con 0.207 Identity Attack Insult Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
I got bad news for you braindead fake vaccinated sheep; canada has ALWAYS been a brown country for tens of thousands of years. White people never owned this land and still dont. The entitlemtn u …
I got bad news for you braindead fake vaccinated sheep; canada has ALWAYS been a brown country for tens of thousands of years. White people never owned this land and still dont. The entitlemtn u feel is brainwashing from the jews because u are a dumbass goy that's easy to manipulate.. and now they are manipulatinf you to fight other cultures when EVERYONE knows what group is responsible for all the of worlds problems. The deepstate.
Identity Attack0.57150364
Insult0.6798578
Profanity0.3866461
Threat0.03649433
Severe Toxicity0.23226175
Moderate 0.6852916 Moderate Con 0.308 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
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...
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...
Its absolutely insane that white people are too nice and too afraid to stop their country from becoming a 3rd world crap hole. Wake up white people. They are trying to replace you by using …
Its absolutely insane that white people are too nice and too afraid to stop their country from becoming a 3rd world crap hole. Wake up white people. They are trying to replace you by using your niceness and generosity against you. They are evil.
Identity Attack0.60238177
Insult0.57566804
Profanity0.5013569
Threat0.016810767
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.345 Identity Attack Insult
Jan 27, 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.