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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: "To me the Indians got …" 131 comments · Page 1 of 6
that fucking smell......i got indian fatigue already by watching this video
that fucking smell......i got indian fatigue already by watching this video
Identity Attack0.5124616
Insult0.4810288
Profanity0.8117245
Threat0.02613456
Severe Toxicity0.45895407
Toxic 0.9209984 Low Con 0.26 Identity Attack Fear_Threat
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
I sold my Brampton home and got the fuck out 2001. A shame. Brampton is no an Indian shithole.
I sold my Brampton home and got the fuck out 2001. A shame. Brampton is no an Indian shithole.
Identity Attack0.5135796
Insult0.5130944
Profanity0.84995824
Threat0.019746035
Severe Toxicity0.3532795
Toxic 0.8364697 Moderate Con 0.404 Identity Attack Insult Personal_Narrative
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Finally someone showing the world the bullshit we gotta deal with. We got too man “student visa” Indians in our fucking country. The government is the biggest part of this problem smh
Finally someone showing the world the bullshit we gotta deal with. We got too man “student visa” Indians in our fucking country. The government is the biggest part of this problem smh
Identity Attack0.60238177
Insult0.5393265
Profanity0.7888968
Threat0.029933142
Severe Toxicity0.35368225
Toxic 0.8115627 Moderate Con 0.314 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Identity Attack0.6007182
Insult0.47384647
Profanity0.6672561
Threat0.0287245
Severe Toxicity0.34977677
Toxic 0.75208336 Moderate Con 0.347 Identity Attack Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
One Indian family I met used a church claiming to be persecuted Christians to come here and got PR upon arrival. They have a daughter who should be in school but they keep her home …
One Indian family I met used a church claiming to be persecuted Christians to come here and got PR upon arrival. They have a daughter who should be in school but they keep her home and are more interested in finding their 14 Yr old a Hindu or Muslim husband. Canadian immigration is a fucking joke!
Identity Attack0.6106996
Insult0.5130944
Profanity0.5865656
Threat0.017156094
Severe Toxicity0.21290472
Moderate 0.681338 Moderate Con 0.487 Identity Attack Insult
Nov 24, 2025 1 likes Thousands of refugees allowed into …
The original Indians got invaded in this country... Now the other Indians are invading the invaders.... Karmas a bhtch lol!
The original Indians got invaded in this country... Now the other Indians are invading the invaders.... Karmas a bhtch lol!
Identity Attack0.56445944
Insult0.5543018
Profanity0.541926
Threat0.05753354
Severe Toxicity0.34938923
Moderate 0.6667219 Low Con 0.281 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That naked balding grossly ignorant Polish🇵🇱 racist 7:50 minutes into the video, came as a refugee in the 80s, when the🇨🇦 welfare system was much better at helping poor people... The Indian🇮🇳 immigrants paid their …
That naked balding grossly ignorant Polish🇵🇱 racist 7:50 minutes into the video, came as a refugee in the 80s, when the🇨🇦 welfare system was much better at helping poor people... The Indian🇮🇳 immigrants paid their own way, and got ripped off paying extra high tuitions to receive substandard Canadian🇨🇦 educations. Now they are being forced to take substandard slave jobs, to pay for their student loans, thanks to Canadian🇨🇦 ripoff artists....🙁
Identity Attack0.55011386
Insult0.6370372
Profanity0.21673056
Threat0.011741633
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.426 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Identity Attack0.5983441
Insult0.5130944
Profanity0.54024357
Threat0.4339666
Severe Toxicity0.23226003
Moderate 0.6491204 Constructive 0.533 Identity Attack Insult Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
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 fed up as well too many indians in my Country deport deport deport ... Get them out of here!!! Indians have got to go!!!
I am fed up as well too many indians in my Country deport deport deport ... Get them out of here!!! Indians have got to go!!!
Identity Attack0.6649212
Insult0.46173862
Profanity0.2453505
Threat0.13448004
Severe Toxicity0.23223943
Moderate 0.6426206 Moderate Con 0.434 Identity Attack Identity_Assertion
Sep 8, 2025 Why Canadians Are Turning Against …
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, …
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, never dealing again
Identity Attack0.46050715
Insult0.6308392
Profanity0.2661081
Threat0.01508414
Severe Toxicity0.16960317
Moderate 0.63782936 Moderate Con 0.492 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Reality is that the whites got lost to the brainpower and hardwork of Indians . Thats the reson you see the CEOs of google and microsoft are from India. Keep crying loosers😂
Reality is that the whites got lost to the brainpower and hardwork of Indians . Thats the reson you see the CEOs of google and microsoft are from India. Keep crying loosers😂
Identity Attack0.5698139
Insult0.5935568
Profanity0.33453682
Threat0.031314444
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.178 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Mf on the bike was funny af "Indians are disgusting but we got the upper class indians" "I'm as racist as the next guy"
Mf on the bike was funny af "Indians are disgusting but we got the upper class indians" "I'm as racist as the next guy"
Identity Attack0.5913144
Insult0.54471385
Profanity0.39409557
Threat0.049774777
Severe Toxicity0.1762085
Moderate 0.61223894 Moderate Con 0.406 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
So Indians came to Canada and didn't built anything or add to Canadian economy. Load of Bulsh*t . These Racists got to get some common sense. Look around you. The little town grew almost into …
So Indians came to Canada and didn't built anything or add to Canadian economy. Load of Bulsh*t . These Racists got to get some common sense. Look around you. The little town grew almost into a metropolis. Listen how casually the Red Neck says " they don't pay taxes" HAHA. Even the illegal immigrants in USA are being collected Tax from and you talking about legal Immigrants with SIN numbers.
Identity Attack0.5135796
Insult0.5739874
Profanity0.46460027
Threat0.019055385
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.332 Identity Attack Insult
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash …
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash was pizza boxs, ice cream wrappers ect. I went out to work at 4:30 and it was a grown ass man walking out oh his house and dumping shit in my truck. I started asking what the hell was he was doing, he started threatning me i told him ill call the cops. Next morning i go out to my truck and almost got run over by a "mysterious" driver. Theyre disgusting people. I saw a giant black blob on the ground, shined a flashlight on it and it was thousands of roaches. They dont pay taxes because they donate their entire check to the temple and the temple cuts them the full check back. Its a huge scam
Identity Attack0.4774257
Insult0.5130944
Profanity0.596623
Threat0.13532294
Severe Toxicity0.20984669
Moderate 0.5885171 Constructive 0.594 Insult Personal_Narrative
Mar 3, 2026 Inside Canada's Indian Invasion...
How ironic for a white person to speak on colonization and “their country” being taken over by non whites. White people have colonized every freakin continent and called it theirs and now when it’s done …
How ironic for a white person to speak on colonization and “their country” being taken over by non whites. White people have colonized every freakin continent and called it theirs and now when it’s done to them they don’t like it or feel safe then got all sorts or derogatory and racist remarks for these groups. It’s called karma. Ask the Indians about that😂😂😂😂😂😂😂😂😂😂 😂😂😂
Identity Attack0.57554024
Insult0.45135358
Profanity0.46460027
Threat0.028897164
Severe Toxicity0.18844056
Moderate 0.5885171 Moderate Con 0.432 Identity Attack Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You got Indians from Kenya n Uganda when they were ousted by Kennyatta n Idi Ameen.These Indians were from marginalised fsmily no education at all. The way their relatives keeping India same way they are …
You got Indians from Kenya n Uganda when they were ousted by Kennyatta n Idi Ameen.These Indians were from marginalised fsmily no education at all. The way their relatives keeping India same way they are converting Canada into filthy India.
Identity Attack0.6007182
Insult0.563347
Profanity0.21564959
Threat0.014393489
Severe Toxicity0.072789766
Moderate 0.57271194 Moderate Con 0.371 Identity Attack Insult
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the …
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the "bike guy," we're tired of mass immigration of these people who....ALL.....VOTE.....LIBERAL. This is how clowns like Justine Trudeau got into power. Immigrants keep voting for the "open border Liberals. DEPORT THEM ALL.
Identity Attack0.4911651
Insult0.5723624
Profanity0.10240069
Threat0.11922921
Severe Toxicity0.023974609
Moderate 0.5721988 Constructive 0.556 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They allowed the vid back , been living in Brampton 35 years seen it go from nice to trash as soon as it got filled with Indians
They allowed the vid back , been living in Brampton 35 years seen it go from nice to trash as soon as it got filled with Indians
Identity Attack0.5612457
Insult0.48627716
Profanity0.32299677
Threat0.012699619
Severe Toxicity0.13599765
Moderate 0.568186 Moderate Con 0.398 Identity Attack Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to Canada my dad got a job as a engineer and my moms a house wife, they are well assimilated to the culture of Canada and speak good English, they still practice there religion but don't force it down peoples throats. These are the types of immigrants that Canada needs not uneducated rats who don't know how to respect the people and country that welcomed them in the first place.
Identity Attack0.55044734
Insult0.5678696
Profanity0.2268346
Threat0.015429466
Severe Toxicity0.067522444
Moderate 0.5532103 Constructive 0.657 Identity Attack Insult Personal_Narrative
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
I've said this for a long time, Indians are everywhere . We've got to round them up and send them back to where they came from
I've said this for a long time, Indians are everywhere . We've got to round them up and send them back to where they came from
Identity Attack0.58743036
Insult0.36709076
Profanity0.20139475
Threat0.2566701
Severe Toxicity0.16960317
Moderate 0.51980776 Moderate Con 0.436 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are not bums I'll give them that they all got a smoke shop or a gas station around here but they don't bother anyone other than a couple of the younger ones thinking they …
Indians are not bums I'll give them that they all got a smoke shop or a gas station around here but they don't bother anyone other than a couple of the younger ones thinking they are going to get somewhere with the underage white girls if they sell them vapes but that's only a few and I think that would be the case in any culture at least they don't rape them usually just make them uncomfortable
Identity Attack0.50515443
Insult0.40243408
Profanity0.41436642
Threat0.33609006
Severe Toxicity0.19149859
Moderate 0.51980776 Constructive 0.585 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to …
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to act then it’s fine if they build their culture hair, don’t forget Europeans and white people built their culture all over the world and killed everyone that wasn’t what they wanted and got rid of their religions in their ancestors and they got rid of their culturewhite people have killed billions of people, but nobody seems to care about that as soon as you see some brown people moving into your country, that’s under 1 million you guys flip out it’s weird
Identity Attack0.5135796
Insult0.34237885
Profanity0.2801717
Threat0.5195707
Severe Toxicity0.17009245
Moderate 0.5140397 Constructive 0.558 Identity Attack Threat
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Such a racist , biased untruthful borderline intolerant article 😡😡😡😡. People from India are highly skilled and your country desperately need them hence your country got them here on H1 and unlike those Islamic country …
Such a racist , biased untruthful borderline intolerant article 😡😡😡😡. People from India are highly skilled and your country desperately need them hence your country got them here on H1 and unlike those Islamic country immigrants who come and slowly invade and hate .. the locals.. Indians .. work hard , PAY TAX , Contribute to country’ s grand GDP , and try to build a life for themselves and families without hurting others !! If their prosperity and growth is sticking a thorn in your eye , you need to think whose fault it is !! Get the PERSPECTIVE right !! 😡😡😡
Identity Attack0.46028158
Insult0.49151286
Profanity0.07740857
Threat0.012337137
Severe Toxicity0.02406851
Moderate 0.509388 Moderate Con 0.476
Nov 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
Identity Attack0.5135796
Insult0.5130944
Profanity0.2366394
Threat0.01052473
Severe Toxicity0.023645958
Moderate 0.50789946 Moderate Con 0.379 Identity Attack Insult Humor_Satire
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.