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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: "Who from any country would …" 330 comments · Page 1 of 14
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...
what kind of shit is that gu spouting? Nobody here eats poop... WTH!! That shit got me raging... Also those people are generally not the upper class, they are middle class or lower. Upper class …
what kind of shit is that gu spouting? Nobody here eats poop... WTH!! That shit got me raging... Also those people are generally not the upper class, they are middle class or lower. Upper class has good enough life here they would never leave their own country with the cheap luxuries that we can afford here.
Identity Attack0.27662867
Insult0.5678696
Profanity0.8186401
Threat0.016810767
Severe Toxicity0.35368225
Toxic 0.8540474 Moderate Con 0.482 Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why the hell would Canada let all these shit skins into their country?
Why the hell would Canada let all these shit skins into their country?
Identity Attack0.6007182
Insult0.6308392
Profanity0.73341435
Threat0.026307223
Severe Toxicity0.3529199
Toxic 0.8403191 Low Con 0.176 Identity Attack Insult Fear_Threat
Feb 23, 2026 2 likes Inside Canada's Indian Invasion...
With our ridiculous immigration I can appreciate why other countries would be more concerned.
With our ridiculous immigration I can appreciate why other countries would be more concerned.
Identity Attack0.0035612027
Insult0.6936806
Profanity0.00060427067
Threat0.00023601066
Severe Toxicity0.000009505577
Toxic 0.8226108 Insult
Dec 9, 2025
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it …
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it becomes a problem. Canada accepts a lot of immigrants more then the US but if the US had a less strict immigration policy it would probably look very similar. Canada is super under populate comparing it to other countries of the same exact size. Hey Canadians can we not be as racist as the flipping Americas. Saying that they're is an invasion of people who have proper documentation and are allowed to live in Canada is racist. To say you want people of a different race or culture is flipping racist no matter what way you spin it. It makes me so angry that fucking youtuber with no fucking degree gets to shit on others people lives and profit off of it. And the sad part is Tyler is not the only one doing this but many other youtubers are straight up doing bad journalism and taking random peoples word for it...with zero degrees in the matter they are speaking about. Yes sometime he gets people who actually know what they are talking about but most the time they are super bias or have something to gain from talking about it. Anyways, I just tired of "Scary" propaganda most the time it's not an actually issue. What we as Canadians should be focused on why you need 10+ years of experience to work a minimum wage job (And it isn't Indian immigrants fault but greedy corporations)
Identity Attack0.55044734
Insult0.57787937
Profanity0.70384485
Threat0.03304107
Severe Toxicity0.3529199
Toxic 0.78711975 Constructive 0.734 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I would never want my country too be like india. They are ridiculously dirty and proud
I would never want my country too be like india. They are ridiculously dirty and proud
Identity Attack0.69783735
Insult0.6149945
Profanity0.39409557
Threat0.01698343
Severe Toxicity0.24482845
Toxic 0.7252971 Moderate Con 0.393 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
This is just more of the juice Kalergi Plan to enforce white replacement of all western countries. If citizens had any courage they would organize and kick them out of once white Canada. The only …
This is just more of the juice Kalergi Plan to enforce white replacement of all western countries. If citizens had any courage they would organize and kick them out of once white Canada. The only way to save Canada, America, Europe, and western countries is mass deportation and shut the borders! Most of us don't want your stinky invaders here nor your bullsh*t non assimilating cultures! GTFO!
Identity Attack0.57957685
Insult0.6308392
Profanity0.5013569
Threat0.13815513
Severe Toxicity0.23225145
Moderate 0.6863638 Low Con 0.266 Identity Attack Insult Unverified_Claim
Feb 20, 2026 Inside Canada's Indian Invasion...
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
Identity Attack0.57150364
Insult0.6099415
Profanity0.26603898
Threat0.011819307
Severe Toxicity0.049354076
Moderate 0.6342749 Low Con 0.206 Identity Attack Insult Humor_Satire
Mar 1, 2026 Inside Canada's Indian Invasion...
Disgusting . Frauds and thieves being allowed in . Our grandparents worked hard to make this a great country try , only to have leeches come in and take things for granted , thanks to …
Disgusting . Frauds and thieves being allowed in . Our grandparents worked hard to make this a great country try , only to have leeches come in and take things for granted , thanks to the Lieberal gov. My mother would be rolling over in her grave
Identity Attack0.10221587
Insult0.6308392
Profanity0.22105443
Threat0.16067244
Severe Toxicity0.024631912
Moderate 0.6027529 Moderate Con 0.375 Insult Fear_Threat
Feb 4, 2026 Inside Canada's Indian Invasion...
My thing is the people who want to hate on white ppl but then they move to white countries or the people who were born in America tht jus talk shit like they cant move …
My thing is the people who want to hate on white ppl but then they move to white countries or the people who were born in America tht jus talk shit like they cant move somewhere else sure America has its problems but compared to anywhere else we have it amazing not saying it couldnt improve but i damn sure wouldnt wanna live no where else and nether do these ppl tht talk shit cuz they dont leave cuz if they did they would find out how good we have it in America and how blessed we are to be Americans
Identity Attack0.48949075
Insult0.46625584
Profanity0.57236236
Threat0.060119797
Severe Toxicity0.232236
Moderate 0.6020386 Constructive 0.561 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is it so wrong to say it would be a better place without blacks and browns out of our country
Why is it so wrong to say it would be a better place without blacks and browns out of our country
Identity Attack0.69783735
Insult0.40243408
Profanity0.26600444
Threat0.12996206
Severe Toxicity0.20678867
Moderate 0.60152835 Moderate Con 0.31 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It is not the immigrants fault , the problem lies squarely on the shoulders of this Liberal government for allowing for this to happen , Conservatives had already put safe guards in place , but …
It is not the immigrants fault , the problem lies squarely on the shoulders of this Liberal government for allowing for this to happen , Conservatives had already put safe guards in place , but when Trudeau came to power he changed the rules knowing what the out come would be to fill his own pockets all the while he knew these changes would destroy Canada. Trudeau you sir are the most selfish ignorant person I know ! Thanks for stealing my country away as we knew it !
Identity Attack0.14019285
Insult0.65129566
Profanity0.059948977
Threat0.0100069
Severe Toxicity0.018126737
Moderate 0.5972042 Moderate Con 0.415 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations …
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations have legal penalties for rape. Africans are “stupid” and “can’t keep a job at McDonald’s”? But somehow Nigerians are some of the smartest, most accomplished people I’ve met in my life. The ones I know are doctors, lawyers, engineers, work in tech, living in mansions and driving cars this miserable white trash of a man would only dream of. The irony of someone with such a limited worldview calling other people “low IQ” is wild. Education isn’t just about what you think you know, it’s knowing when you’re completely out of your depth. Instead of blaming entire populations for why you think they’re beneath you, maybe ask yourself why tearing others down is the only way you know how to feel superior.
Identity Attack0.48990932
Insult0.57787937
Profanity0.33453682
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.5972042 Moderate Con 0.478 Insult Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Guess going & living in Canada would give me same shitty experience as here. I hope other countries wouldn't effected by us Indians.
Guess going & living in Canada would give me same shitty experience as here. I hope other countries wouldn't effected by us Indians.
Identity Attack0.5051609
Insult0.4339631
Profanity0.5722072
Threat0.011223801
Severe Toxicity0.06101104
Moderate 0.5921536 Moderate Con 0.484 Identity Attack Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
What happened in Brampton, and I say this as a brown man whose father immigrated here, is nothing short of criminal. There are so many people in that area who do not belong here, and …
What happened in Brampton, and I say this as a brown man whose father immigrated here, is nothing short of criminal. There are so many people in that area who do not belong here, and any politician who takes a majority of them back would have my vote. My father escaped a south asian sh**hole country, I did not ask nor ever want to return there and they are just brazenly bringing their crappy sh** over here by the dozen. I'm under severe Indian Fatigue
Identity Attack0.5135796
Insult0.5130944
Profanity0.541926
Threat0.038220957
Severe Toxicity0.20067264
Moderate 0.5921536 Constructive 0.645 Identity Attack Insult
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Identity Attack0.5135796
Insult0.5208188
Profanity0.40670946
Threat0.010084574
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.46 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
They never should have come here. They dont care about Canada. If they had their way they would take over the country for f**ks sake. Someome end these programs and 'targets'. Its insane, and its …
They never should have come here. They dont care about Canada. If they had their way they would take over the country for f**ks sake. Someome end these programs and 'targets'. Its insane, and its criminal. They have stolen so much from Canads.
Identity Attack0.35299334
Insult0.48399165
Profanity0.5013569
Threat0.035458352
Severe Toxicity0.112294696
Moderate 0.5885171 Moderate Con 0.336 Fear_Threat
Nov 26, 2025 Quebec Ends Economic Immigration Program …
Why the f*ck would you move to another part of the world and bring your country with you? The whole point of leaving your country is to start new and acclimatize to the country you've …
Why the f*ck would you move to another part of the world and bring your country with you? The whole point of leaving your country is to start new and acclimatize to the country you've moved to...🙄
Identity Attack0.104676254
Insult0.33154017
Profanity0.61633086
Threat0.009437286
Severe Toxicity0.072789766
Moderate 0.57271194 Moderate Con 0.387
Nov 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Dude said he would rather be in his country. Then what the f*** is he doing here.
Dude said he would rather be in his country. Then what the f*** is he doing here.
Identity Attack0.13377325
Insult0.37506318
Profanity0.57488567
Threat0.010447056
Severe Toxicity0.024960563
Moderate 0.5721988 Low Con 0.221 Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, …
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, rude, and dirty. Would not go back.
Identity Attack0.5203519
Insult0.5739874
Profanity0.1067334
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.5721988 Constructive 0.538 Identity Attack Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I am Indian, and I request that Canada and the USA deport Indians back to India. No country should feel as though it is being invaded or colonised by people who do not belong there.... …
I am Indian, and I request that Canada and the USA deport Indians back to India. No country should feel as though it is being invaded or colonised by people who do not belong there.... This is stupidity...I did my Masters in London for two years. I promised myself that I would make friends only with students from the UK, Europe, and other countries—except India, experience their culture and then return to India once my studies were finished. I did exactly that.
Identity Attack0.49855098
Insult0.5270482
Profanity0.25915453
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.637 Insult
Jan 27, 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.