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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: "It should be obvious to …" 110 comments · Page 1 of 5
5:34.... India is not in africa. Fucking retard. It would be nice if you interview educated people...... obviously that's not what you want.
5:34.... India is not in africa. Fucking retard. It would be nice if you interview educated people...... obviously that's not what you want.
Identity Attack0.5135796
Insult0.7657292
Profanity0.8117245
Threat0.037530303
Severe Toxicity0.50703704
Toxic 0.9209984 Low Con 0.133 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
10:20 your credibility gets fucked with when you advertise such obvious data theft scams
10:20 your credibility gets fucked with when you advertise such obvious data theft scams
Identity Attack0.07012023
Insult0.47630358
Profanity0.7466957
Threat0.035458352
Severe Toxicity0.35368225
Toxic 0.89241093 Low Con 0.236 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
videos suck when it’s obvious it’s biased journalism
videos suck when it’s obvious it’s biased journalism
Identity Attack0.08583717
Insult0.46476576
Profanity0.57236236
Threat0.009126588
Severe Toxicity0.17315048
Toxic 0.7701451 Low Con 0.13 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
7:48 Isn't that obvious? Are you so dumb that someone had to tell you that for u to figure out lmao
7:48 Isn't that obvious? Are you so dumb that someone had to tell you that for u to figure out lmao
Identity Attack0.068465814
Insult0.6370372
Profanity0.41503602
Threat0.019055385
Severe Toxicity0.15706694
Toxic 0.7308154 Low Con 0.263 Insult
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Can take the guy on the bike too seriously... He's obviously very ignorant and also addressed himself as white trash which he sure isAt least he knows he's place.
Can take the guy on the bike too seriously... He's obviously very ignorant and also addressed himself as white trash which he sure isAt least he knows he's place.
Identity Attack0.5203519
Insult0.7065844
Profanity0.29984993
Threat0.01119791
Severe Toxicity0.0475607
Moderate 0.6852916 Moderate Con 0.432 Identity Attack Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
You crack me up the way you change your accent. It's SUPER obvious you don't speak a damn word😂😂😂
You crack me up the way you change your accent. It's SUPER obvious you don't speak a damn word😂😂😂
Identity Attack0.049989145
Insult0.4378843
Profanity0.57236236
Threat0.013579931
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.311 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The bullshit is obvious when they know the number of people who are "possibly non-compliant" but dont know the number of "fully non-compliant" If there is no distinction, the possibly non-compliant are all fully non-compliant.
The bullshit is obvious when they know the number of people who are "possibly non-compliant" but dont know the number of "fully non-compliant" If there is no distinction, the possibly non-compliant are all fully non-compliant.
Identity Attack0.022188433
Insult0.37733194
Profanity0.759977
Threat0.008155655
Severe Toxicity0.0475607
Moderate 0.6588125 Low Con 0.223
Oct 1, 2025 IRCC Names India in Study …
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...
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)
When the Indian lady who’s been here some time started talking about not robbing liquor stores, I was expecting no you to edit in footage of the assholes openly robbing LCBO in the middle of …
When the Indian lady who’s been here some time started talking about not robbing liquor stores, I was expecting no you to edit in footage of the assholes openly robbing LCBO in the middle of the day, just walking away with $1000 of liquor (obviously from one area of the world) 😢
Identity Attack0.36702603
Insult0.5130944
Profanity0.5013569
Threat0.030278467
Severe Toxicity0.18232453
Moderate 0.5885171 Moderate Con 0.448 Insult Unverified_Claim
Sep 19, 2025 22 likes Inside Canada's Indian Metropolis (Brampton)
@8:18 How dude didn't cut and run from that conversation/the operation when it was obvious he was dealing with something other than an Indian student looking to make the hop... He's either very bold, very …
@8:18 How dude didn't cut and run from that conversation/the operation when it was obvious he was dealing with something other than an Indian student looking to make the hop... He's either very bold, very stupid, or he's moving much more than innocent students around on the regular, and facing no consequences
Identity Attack0.2308735
Insult0.6109131
Profanity0.37052724
Threat0.039947584
Severe Toxicity0.023645958
Moderate 0.5721988 Moderate Con 0.438 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
That white guy on a bike is so ignorant. "Africans cannot even operate a cashier..." Really? I guess they import all their pilots, doctors, engineers, nurses, etc... Also, Africa is 54 countries, and in each …
That white guy on a bike is so ignorant. "Africans cannot even operate a cashier..." Really? I guess they import all their pilots, doctors, engineers, nurses, etc... Also, Africa is 54 countries, and in each country you could literally find numerous cultures and languages. Even within the same culture or family, two people aren't alike. This is why I watch YouTube videos that showcase Africa, because ignorance exists and has real-world consequences. Imagine that guy in HR, he'll obviously deny you a job if he learns that you're from Africa because he believes you're not intelligent.
Identity Attack0.5135796
Insult0.5678696
Profanity0.17473823
Threat0.015256803
Severe Toxicity0.02406851
Moderate 0.56269526 Constructive 0.698 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Immigration is obviously a mess, but a big problem like in the U.S is that the immigrants are the only one who do the dirty work or hard jobs that require actual physical work. The …
Immigration is obviously a mess, but a big problem like in the U.S is that the immigrants are the only one who do the dirty work or hard jobs that require actual physical work. The white folk or the citizens born and raised do not want to touch these kind of jobs. But overall canada especially the toronto and surrounding areas has taken a turn for the worse in the past 10-15 years. Also that guy on the bike is one of the dumbest racists who is one of the lazy white folk that complain of other cultures but wont put any effort in improving their own pathetic lives.
Identity Attack0.5135796
Insult0.5678696
Profanity0.20262444
Threat0.009981008
Severe Toxicity0.023270357
Moderate 0.54823303 Moderate Con 0.497 Identity Attack Insult Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that …
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that place, and many other places in Ontario. Not their fault I would say, but a really badly managed immigration fuck up thats not gonna end well I fear.
Identity Attack0.41222036
Insult0.4339631
Profanity0.5013569
Threat0.017156094
Severe Toxicity0.027833538
Moderate 0.51980776 Constructive 0.639 Policy_Critique
Feb 6, 2026 Inside Canada's Indian Invasion...
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the …
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the problem for all of this. Lack of assimilation, lack of civic sense, lack of fucking common sense. Of course this makes my blood boil. But what I'm genuinely tired of? The endless discrimination. I've lost count how many people profile me or treat me like garbage until we have a 20 second conversation, they hear my accent and I watch in real-time as their body language and frown disappears. It's like watching racism disappear like a light switch. So let me ask all of you a question - how should people like myself, born and raised here handle this? It doesn't end. Everyday, there's a new comment from a new person, another racial slur, another person throwing a bottle at me from their car as I'm walking, another passerby getting aggro at me for no reason, another form of insanity. How should regular people like myself handle this or deal with this? No trolling.
Identity Attack0.44690517
Insult0.42567953
Profanity0.5188411
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.4977744 Constructive 0.741 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an American i feel as though Canada is becoming a liability to us and i hope we stop dealing with them one day or just take it away from them because obviously they don't …
As an American i feel as though Canada is becoming a liability to us and i hope we stop dealing with them one day or just take it away from them because obviously they don't know how to run a country anymore!..Have some pride Canada WTF!🖕🏻🇺🇲☝🏻
Identity Attack0.28034934
Insult0.44802538
Profanity0.42990944
Threat0.024753258
Severe Toxicity0.023880709
Moderate 0.47886392 Moderate Con 0.338
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If I were that Indian trafficker, I’d refuse to help you right off the bat. Bro, you look so suspicious, and your English is obviously too good for an illegal immigrant 🤣
If I were that Indian trafficker, I’d refuse to help you right off the bat. Bro, you look so suspicious, and your English is obviously too good for an illegal immigrant 🤣
Identity Attack0.5108175
Insult0.42881694
Profanity0.16869035
Threat0.011560392
Severe Toxicity0.023270357
Moderate 0.47886392 Low Con 0.298 Identity Attack Humor_Satire
Feb 16, 2026 Inside Canada's Indian Invasion...
At least they're Sikhs and Hindus and obviously can be still quite arrogant, but not as much as Muslims, soon the world will be Sharia Law according to them.
At least they're Sikhs and Hindus and obviously can be still quite arrogant, but not as much as Muslims, soon the world will be Sharia Law according to them.
Identity Attack0.5498214
Insult0.4302003
Profanity0.14225815
Threat0.013321015
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.357 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Lena was so obvious from day one that her wheels are spinning, but the mouse is MAiD. Almost the entire liberal party is a large fry short of a Happy Meal, so you just try …
Lena was so obvious from day one that her wheels are spinning, but the mouse is MAiD. Almost the entire liberal party is a large fry short of a Happy Meal, so you just try and ignore these things. I sold everything when Carney was elected. Whether I move to Alberta or stay here in Ontario, house prices have tanked. No matter what, because of this clown show, I won.
Identity Attack0.022188433
Insult0.5130944
Profanity0.06345607
Threat0.0070034824
Severe Toxicity0.007133484
Moderate 0.4574824 Moderate Con 0.388 Insult Economic_Argument
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
It is funny coming from a Jamaican who obviously came from somewhere. Why are you making these sort of videos? I mean, most of these are handpicked by the right to spread division and hate. …
It is funny coming from a Jamaican who obviously came from somewhere. Why are you making these sort of videos? I mean, most of these are handpicked by the right to spread division and hate. Maybe we should advocate for mass deportation, including people like you but then you'd oppose that, wouldn't you. When a racist sees you, you are just non white, Jamaican.
Identity Attack0.4907465
Insult0.3406697
Profanity0.15019037
Threat0.029587816
Severe Toxicity0.023076924
Moderate 0.44002727 Moderate Con 0.493
Aug 25, 2025 Why Canadians Are Turning Against …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and then he laughed about it and I got pissed. I said something about it and I told my boss he's not even supposed to be working here and my boss told me to mind my business. That's what's going on in Canada. Also these clowns that say that they are a benefit to Canada obviously aren't having their field of work crushed by too many people so you're easily replaceable. When you are easily replaceable your company no longer values you even if you are amazing at your job. They might be a financial benefit to companies and other Indians but they are not a benefit to Canadians. They only shop at Indian businesses and only deal with Indians in all aspects of their life. They refused to deal with Canadians and Canadian companies. They are cutting us out and being racist and discriminatory towards Canadians in Canada. That's ridiculous and we should stop it
Identity Attack0.1007269
Insult0.48627716
Profanity0.22562476
Threat0.012699619
Severe Toxicity0.014898917
Moderate 0.4269174 Constructive 0.707 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
What I'm surprised by as a Canadian myself, how come nobody did a thing to prepare... this was very obvious during Covid that you needed to get out of the Canadian Dollar and into something …
What I'm surprised by as a Canadian myself, how come nobody did a thing to prepare... this was very obvious during Covid that you needed to get out of the Canadian Dollar and into something less trash.
Identity Attack0.18158256
Insult0.4794537
Profanity0.075792134
Threat0.0062137907
Severe Toxicity0.008811951
Moderate 0.4269174 Moderate Con 0.447
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
man what the sponsor is obviously fake 😭
man what the sponsor is obviously fake 😭
Identity Attack0.047448806
Insult0.34782293
Profanity0.17803068
Threat0.009877442
Severe Toxicity0.018578632
Moderate 0.41690505 Low Con 0.242 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
hope to see interracial couples skyrocket in peel region otherwise this will be eventually become hub for disease due to LACK of biodiversity . obviously .
hope to see interracial couples skyrocket in peel region otherwise this will be eventually become hub for disease due to LACK of biodiversity . obviously .
Identity Attack0.46028158
Insult0.23704576
Profanity0.17987521
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.40614098 Low Con 0.242 Unverified_Claim
Sep 19, 2025 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.