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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: "You did not play a …" 155 comments · Page 1 of 7
Why do you think you’re one of us? You aren’t “one of the good ones” you’re dirty immigrant family will go back to whatever shithole you came from alongside the rest of them playing wannabe …
Why do you think you’re one of us? You aren’t “one of the good ones” you’re dirty immigrant family will go back to whatever shithole you came from alongside the rest of them playing wannabe white guy isn’t going to save you dumbass
Identity Attack0.6227552
Insult0.7804726
Profanity0.6672561
Threat0.064645745
Severe Toxicity0.45895407
Toxic 0.85173553 Low Con 0.173 Identity Attack Insult Fear_Threat
Feb 3, 2026 Inside Canada's Indian Invasion...
only epstine and prince Andrew allowed to play with white boys ????? lol what culture Canada .. its a market place only fans .,.. and incest born fat whitey poop face see poop everywhere of …
only epstine and prince Andrew allowed to play with white boys ????? lol what culture Canada .. its a market place only fans .,.. and incest born fat whitey poop face see poop everywhere of course cos he is full of poop .. fat poop
Identity Attack0.6007182
Insult0.71120167
Profanity0.4894185
Threat0.061089642
Severe Toxicity0.45895407
Toxic 0.8403191 Low Con 0.098 Identity Attack Insult Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I’d rather be scammed by an Indian Call Center than play that bullshit advertised in the middle of this
I’d rather be scammed by an Indian Call Center than play that bullshit advertised in the middle of this
Identity Attack0.3895355
Insult0.48569724
Profanity0.764141
Threat0.100830056
Severe Toxicity0.23125283
Toxic 0.78711975 Low Con 0.249 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
what a horrible scammer you are. playing with stupid people's feelings. who are your ancestors? people who fled Europe and massacred most of native people on their home-land and moved the rest away, declaring it …
what a horrible scammer you are. playing with stupid people's feelings. who are your ancestors? people who fled Europe and massacred most of native people on their home-land and moved the rest away, declaring it "as their country". And now with your deep hatred in your heart begging money from people like yourself.
Identity Attack0.089973204
Insult0.7967344
Profanity0.29279903
Threat0.04098356
Severe Toxicity0.06011435
Toxic 0.78207105 Moderate Con 0.373 Insult Moral_Argument
Feb 27, 2026 4 likes Inside Canada's Indian Invasion...
I can’t be the only one who plays the game “spot a white person” while driving through Brampton 😂😂 shit is so bad now
I can’t be the only one who plays the game “spot a white person” while driving through Brampton 😂😂 shit is so bad now
Identity Attack0.5135796
Insult0.43450394
Profanity0.67055607
Threat0.34804323
Severe Toxicity0.33047765
Toxic 0.7570315 Moderate Con 0.378 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
When this dunce asks people if there is a lack of integration to me it's like asking is the sky blue. It's like he's playing dumb.
When this dunce asks people if there is a lack of integration to me it's like asking is the sky blue. It's like he's playing dumb.
Identity Attack0.04203484
Insult0.7762574
Profanity0.36902615
Threat0.0089712385
Severe Toxicity0.02425631
Toxic 0.74954444 Low Con 0.246 Insult
Jan 12, 2026 Inside Canada's Indian Metropolis (Brampton)
You dumb whyte Canadians thought that you were gonna play replace black Canadians in the workplace with punjabi, how did that work out for you guys😂
You dumb whyte Canadians thought that you were gonna play replace black Canadians in the workplace with punjabi, how did that work out for you guys😂
Identity Attack0.6649212
Insult0.6677319
Profanity0.36230123
Threat0.012130005
Severe Toxicity0.21596274
Toxic 0.7308154 Low Con 0.218 Identity Attack Insult
Jun 18, 2025 How Canada broke its immigration …
I’m driving by a closed local grocery store the other night. The parking lot has 8 or so Indians playing cricket in the lot under the lights. I just shake my head like man, what …
I’m driving by a closed local grocery store the other night. The parking lot has 8 or so Indians playing cricket in the lot under the lights. I just shake my head like man, what the fuck happened to my province. When I was young we had multiculturalism but this is different. As an adult I look around and we have an Indian invasion. Let’s be clear. It’s not Asians or blacks or whatever. It’s shit tons of Indians and yes they are ruining Canada.
Identity Attack0.6637263
Insult0.5678696
Profanity0.6672561
Threat0.061089642
Severe Toxicity0.35368225
Toxic 0.718943 Moderate Con 0.496 Identity Attack Insult Identity_Assertion
Jun 17, 2025 How Canada broke its immigration …
Trust me, Canadians are getting sick of this shit. I moved over an hour away from Brampton and even rural towns are getting taken over with indians. Something bigger at play causing this.
Trust me, Canadians are getting sick of this shit. I moved over an hour away from Brampton and even rural towns are getting taken over with indians. Something bigger at play causing this.
Identity Attack0.5135796
Insult0.5130944
Profanity0.70384485
Threat0.014738814
Severe Toxicity0.16960317
Toxic 0.71760553 Constructive 0.572 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This whole they dont speak english thing is crap they choose to do it so they can play stupid. Another thing why are we allowing "them " to take driving test in any language besides …
This whole they dont speak english thing is crap they choose to do it so they can play stupid. Another thing why are we allowing "them " to take driving test in any language besides english or french
Identity Attack0.14875233
Insult0.6099415
Profanity0.542788
Threat0.010654188
Severe Toxicity0.14389864
Toxic 0.71760553 Low Con 0.253 Insult Identity_Assertion
Sep 7, 2025 Why Canadians Are Turning Against …
Liberals across the West are an exceptionally idiotic bunch with no real ideology or any kind of plan, the only thing they do is getting behind any guy playing the victim card !! I am …
Liberals across the West are an exceptionally idiotic bunch with no real ideology or any kind of plan, the only thing they do is getting behind any guy playing the victim card !! I am a new immigrant not from the West and I feel this really !!
Identity Attack0.4054415
Insult0.71120167
Profanity0.3597395
Threat0.014911477
Severe Toxicity0.034110364
Moderate 0.6989911 Moderate Con 0.431 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
nah bruh. The video aside. Why the fuck is Tyler of all people playing games for cash? This dude aint broke. He's lying about making $100 on that app. Love the content tho.
nah bruh. The video aside. Why the fuck is Tyler of all people playing games for cash? This dude aint broke. He's lying about making $100 on that app. Love the content tho.
Identity Attack0.051126
Insult0.38406035
Profanity0.6643082
Threat0.012130005
Severe Toxicity0.22207877
Moderate 0.6744087 Moderate Con 0.386 Meta_Commentary
Jan 27, 2026 1 likes 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...
This is not just some natural form of osmosis where Indian people randomly end up in Canada. This was an intentional policy of the Canadian government to change the demographics of the country. The Canadian …
This is not just some natural form of osmosis where Indian people randomly end up in Canada. This was an intentional policy of the Canadian government to change the demographics of the country. The Canadian people have been PLAYED FOR FOOLS.
Identity Attack0.46028158
Insult0.64537907
Profanity0.17566866
Threat0.007935578
Severe Toxicity0.023076924
Moderate 0.60311776 Low Con 0.26 Insult Unverified_Claim
Sep 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
FreeCash is a shite app that generates no money unless you play 6 hrs a day for 2 months. Than you might get 30 bucks.
FreeCash is a shite app that generates no money unless you play 6 hrs a day for 2 months. Than you might get 30 bucks.
Identity Attack0.05089863
Insult0.36798462
Profanity0.6750904
Threat0.00899713
Severe Toxicity0.02491361
Moderate 0.6027529 Low Con 0.292 Advertisement_Spam
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an …
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an entire media ecosystem just for that perspective. You think your immigrants weren't going to notice? Assimilate into _what_ ? The loudest mouths telling you they hate you and you're responsible for all their problems despite being a minority, because you're not a white Christian? And then you're going to scapegoat _them_ for the problems your government and system created, refuse to adapt, and complain that someone did. And _also_ , just like here in NYC.. the reason why a place gets taken over by a bunch of colored immigrants.. is usually because white people start _running_ . And again, the few that are left, complain about _their own_ fleeing, before doing so themselves. Hilarious. I'm in NYC, my neighborhood is literally every kind of immigrant, Filipino, Jamaican, West Indian, Indian, Haitian... all low to middle class, with some who really _saved_ up working for their 30-50 years here. Kids born or here since little kids, educated and making good money with few exceptions. And so of course the neighborhood.. looks just like any neighborhood in America (albeit denser and more traffic). Must be all that 'wokeness' in NYC. This has nothing to do with white or black or brown, of course. This dynamic plays out anywhere with people that are unwilling to challenge themselves and their ego just finding an easy scapegoat...
Identity Attack0.5485698
Insult0.4810288
Profanity0.6001929
Threat0.05688698
Severe Toxicity0.21290472
Moderate 0.5921536 Constructive 0.61 Identity Attack
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
I would rather u play with my poo over playing with my children 😂 😂
I would rather u play with my poo over playing with my children 😂 😂
Identity Attack0.03636306
Insult0.2817503
Profanity0.39409557
Threat0.079364374
Severe Toxicity0.16960317
Moderate 0.5721988 Moderate Con 0.337 Humor_Satire
Jan 27, 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...
I feel that white guy around 8:21 is not very clever. Afrains at least do not take a lot of power, whilst Indians will manipulate you white guys and treate you as a slave once …
I feel that white guy around 8:21 is not very clever. Afrains at least do not take a lot of power, whilst Indians will manipulate you white guys and treate you as a slave once they become majority, play with your vote system game and maitrise the power. Also, rape is in the gene, read the lizard story. Good luck, anglosaxons.
Identity Attack0.5548181
Insult0.4718924
Profanity0.36230123
Threat0.2836219
Severe Toxicity0.17009245
Moderate 0.55739564 Moderate Con 0.368 Identity Attack Identity_Assertion
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
This is all of canada now. Bring in 8 million of them in a decade with no place to put them, then play stupid and pretend there's no homeless crisis. Every cashier, taxi driver, delivery …
This is all of canada now. Bring in 8 million of them in a decade with no place to put them, then play stupid and pretend there's no homeless crisis. Every cashier, taxi driver, delivery driver, security guard, fast food place.....all been replaced with foreign workers. I can barely understand half of them, and constantly have to ask them to repeat themselves.
Identity Attack0.11047905
Insult0.6120431
Profanity0.17613389
Threat0.010110466
Severe Toxicity0.017093835
Moderate 0.5532103 Moderate Con 0.473 Insult
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian why is Tyler always portraying our culture to be bad. Playing spot the white person is ridiculous! Portraying our country as bad.
As an Indian why is Tyler always portraying our culture to be bad. Playing spot the white person is ridiculous! Portraying our country as bad.
Identity Attack0.46050715
Insult0.5129801
Profanity0.22713706
Threat0.009747985
Severe Toxicity0.022839356
Moderate 0.5140397 Constructive 0.532 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
When you arrive at Pearson airport the signs you see on arrival are “Immigration” in bold, S.I.N sign directing you where to go, then as soon as you grab your bag there’s a phone booth …
When you arrive at Pearson airport the signs you see on arrival are “Immigration” in bold, S.I.N sign directing you where to go, then as soon as you grab your bag there’s a phone booth giving you access to buy phones and plans. It’s a welcome to Canada, grab your shit and get out there. 800,000 plus in Q1 alone but apparently the doors are closed according to Trudeau 2.0. Congrats Canada, you played yourself
Identity Attack0.18546575
Insult0.42567953
Profanity0.4596479
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.47473195 Moderate Con 0.489
Jun 19, 2025 1 likes How Canada broke its immigration …
Even if you would pay me to play those dumb cheap $+√p!d game I would refuse and before Ill make 8-9k$/month with this $h!+ lol goodluck ;) ;p
Even if you would pay me to play those dumb cheap $+√p!d game I would refuse and before Ill make 8-9k$/month with this $h!+ lol goodluck ;) ;p
Identity Attack0.017465452
Insult0.4125297
Profanity0.33376193
Threat0.013269233
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.255 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
You should then also discuss that a lot of companies are attracting these 'knowledge' workers and the goverment plays a big part of in it too. Its all just dumb. Companies want cheap labor, lobby …
You should then also discuss that a lot of companies are attracting these 'knowledge' workers and the goverment plays a big part of in it too. Its all just dumb. Companies want cheap labor, lobby with goverment, goverment agrees because of international competativeness..... and bamm 1 family turns in to, 2 into 10, into 20 etc. But no body is holding companies responsible, and the people who live there are getting f*cked but not by the immigrants, its the businesses in their own country that lobbied like a mf to get these people here.
Identity Attack0.14233272
Insult0.4710501
Profanity0.39670458
Threat0.011223801
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.536 Economic_Argument
Feb 27, 2026 Inside Canada's Indian Invasion...
Canada please be very careful... with the wave of Indians, especially the privileged-class (aka higher-caste) groups, arriving with their religious and ideological trash baggage. Not only will they destroy communal harmony in your country, they …
Canada please be very careful... with the wave of Indians, especially the privileged-class (aka higher-caste) groups, arriving with their religious and ideological trash baggage. Not only will they destroy communal harmony in your country, they will use the Canadian $$ to economically destabilize the society in the home country. Hope their children get a good and liberal education and are not spoiled by home-grown bigotry, supremacist and caste-ist brainwashing. These double-speaking cohorts operate pretty much as clandestine as communal white racist groups, essentially playing the same game from an older brown playbook. 🙏
Identity Attack0.4887047
Insult0.46327567
Profanity0.08775374
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.44393396 Moderate Con 0.463 Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.