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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: "Cry about it" 158 comments · Page 2 of 7
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: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act …
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act entitled. You want Canadians to keep jobs in Canada, simply work harder stop crying like a little bitch about everything and be a good employee. Or get of your arse and start a business. You are not unemployed because you are being discriminated against, you are simply being outcompeted by people willing to work harder. The harsh truth of life.
Identity Attack0.46028158
Insult0.62169385
Profanity0.5188411
Threat0.021472665
Severe Toxicity0.20984669
Moderate 0.6426206 Moderate Con 0.339 Insult Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Brampton is infested with right wing Hindutva fanatics ......terrorists, who call for burning down Sikh Gurdwaras . They are funded by India's BJP govt and by the RSS . What is most hilarious is that …
Brampton is infested with right wing Hindutva fanatics ......terrorists, who call for burning down Sikh Gurdwaras . They are funded by India's BJP govt and by the RSS . What is most hilarious is that they targeted Sikhs, and then got beaten to pulp , and cried victim .................just like their mentor and Idol , Israel !!!!!! Brampton is a RSS Hindu Right Wing ghetto
Identity Attack0.6007182
Insult0.5739874
Profanity0.29984993
Threat0.3526302
Severe Toxicity0.35368225
Moderate 0.6342749 Low Con 0.265 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
The Anti-black African hating lies doesn't work anymore goofies; Ishowspeed toured several African Countries live debunking many of those lies white people ((just like this white obese bum crying about Africans) make..
The Anti-black African hating lies doesn't work anymore goofies; Ishowspeed toured several African Countries live debunking many of those lies white people ((just like this white obese bum crying about Africans) make..
Identity Attack0.6106996
Insult0.5678696
Profanity0.40783462
Threat0.04524883
Severe Toxicity0.17926651
Moderate 0.6289369 Moderate Con 0.313 Identity Attack Insult Identity_Assertion
Jan 28, 2026 5 likes Inside Canada's Indian Invasion...
That woman crying is pathetic she needs to get angry not depressed.
That woman crying is pathetic she needs to get angry not depressed.
Identity Attack0.18002926
Insult0.64537907
Profanity0.26641908
Threat0.019573374
Severe Toxicity0.023076924
Moderate 0.62702215 Low Con 0.236 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Indians are also extremely racist 😂 so that whole crying over “White man bad” doesn’t really cut it
Indians are also extremely racist 😂 so that whole crying over “White man bad” doesn’t really cut it
Identity Attack0.6220118
Insult0.4555076
Profanity0.28938356
Threat0.02250864
Severe Toxicity0.16960317
Moderate 0.60311776 Low Con 0.269 Identity Attack Identity_Assertion
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Conservatives complain about immigration, Lib government cuts immigration, Conservatives complain about the carbon tax, Lib government cuts carbon tax, Conservatives complain about Canada losing out on investment, Lib government travels the world achieving investments, etc. …
Conservatives complain about immigration, Lib government cuts immigration, Conservatives complain about the carbon tax, Lib government cuts carbon tax, Conservatives complain about Canada losing out on investment, Lib government travels the world achieving investments, etc. You'd think Conservatives would be happy that Libs are acting on their complaints....NO... Conservatives cry 'they stole our ideas'... It's so pathetic. And WEAK.
Identity Attack0.11280017
Insult0.66500133
Profanity0.09868695
Threat0.009385503
Severe Toxicity0.01683561
Moderate 0.6027529 Moderate Con 0.405 Insult Humor_Satire
Jan 20, 2026 Canada’s new rules in 2026
3:46 bro im crying 😭 funniest shit ive seen today
3:46 bro im crying 😭 funniest shit ive seen today
Identity Attack0.024600167
Insult0.1823172
Profanity0.64080805
Threat0.013165667
Severe Toxicity0.16960317
Moderate 0.6027529 Moderate Con 0.373 Humor_Satire
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
Whites colonized india....now indians are doing reverse colonisation...karma bitch 😂😂 Why are u crying 😂😂
Whites colonized india....now indians are doing reverse colonisation...karma bitch 😂😂 Why are u crying 😂😂
Identity Attack0.5548181
Insult0.5362655
Profanity0.54024357
Threat0.13751452
Severe Toxicity0.45293763
Moderate 0.6027529 Low Con 0.178 Identity Attack Insult Identity_Assertion
Feb 25, 2026 3 likes Inside Canada's Indian Invasion...
The woman crying about her pity party maybe should get rid of the car...try living on a fixed income before you bitch about how sad your life is
The woman crying about her pity party maybe should get rid of the car...try living on a fixed income before you bitch about how sad your life is
Identity Attack0.2331515
Insult0.5130944
Profanity0.50818664
Threat0.05430072
Severe Toxicity0.059217658
Moderate 0.60152835 Moderate Con 0.348 Insult Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
you and your cuck gang crying in comments is so funny lol
you and your cuck gang crying in comments is so funny lol
Identity Attack0.10221587
Insult0.48675314
Profanity0.40929472
Threat0.015947454
Severe Toxicity0.14916596
Moderate 0.568186 Low Con 0.15 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Well keep crying 😂. Mauritian in the US here. Kick us out if you can. Why waste so much energy on a thing that you know won’t change sh!t? We are here, we will be …
Well keep crying 😂. Mauritian in the US here. Kick us out if you can. Why waste so much energy on a thing that you know won’t change sh!t? We are here, we will be here forever. Just get rolling with it.
Identity Attack0.30256465
Insult0.42881694
Profanity0.5188411
Threat0.13178273
Severe Toxicity0.06101104
Moderate 0.5566829 Moderate Con 0.354 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians legally colonising country?!? Nice cry more poor illiterate people 🥺
Indians legally colonising country?!? Nice cry more poor illiterate people 🥺
Identity Attack0.5051593
Insult0.5543018
Profanity0.22105443
Threat0.020264024
Severe Toxicity0.05832097
Moderate 0.5559701 Low Con 0.205 Identity Attack Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
To all whites : all u can do is cry on internet alll day😅😅😅 can't revert anything 😂😂😂😂😂
To all whites : all u can do is cry on internet alll day😅😅😅 can't revert anything 😂😂😂😂😂
Identity Attack0.54151535
Insult0.36193377
Profanity0.2453505
Threat0.079364374
Severe Toxicity0.15706694
Moderate 0.5559701 Low Con 0.19 Identity Attack Identity_Assertion
Jan 27, 2026 2 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...
Crying white europeans. Nothing new, time for you to go home to Europe - where you actually belong
Crying white europeans. Nothing new, time for you to go home to Europe - where you actually belong
Identity Attack0.5680164
Insult0.42367843
Profanity0.19155724
Threat0.063999176
Severe Toxicity0.06101104
Moderate 0.54325575 Low Con 0.174 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
All whites are immigrants too, by killing native without any doubt, now a days in whites are native, later some other?????????? Don't cry.
All whites are immigrants too, by killing native without any doubt, now a days in whites are native, later some other?????????? Don't cry.
Identity Attack0.57150364
Insult0.34626248
Profanity0.15195307
Threat0.38897106
Severe Toxicity0.06488878
Moderate 0.52007306 Low Con 0.279 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
Indians are destroying canada. They have bought almost all our franchises and housing companies, and are only employing their own. 25% of canadian young adults are unemployed because of them. They do not have a …
Indians are destroying canada. They have bought almost all our franchises and housing companies, and are only employing their own. 25% of canadian young adults are unemployed because of them. They do not have a right to be here. They cry racists if we criticises anythibg. I don't care anymore. It's in every city
Identity Attack0.58354634
Insult0.40243408
Profanity0.10301965
Threat0.030969119
Severe Toxicity0.02453801
Moderate 0.51980776 Moderate Con 0.47 Identity Attack
Sep 20, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
Find sad people and interview news channels drawing board story cry me a river first deport all Indian
Find sad people and interview news channels drawing board story cry me a river first deport all Indian
Identity Attack0.55044734
Insult0.35333878
Profanity0.17520344
Threat0.34804323
Severe Toxicity0.16233426
Moderate 0.509388 Low Con 0.138 Identity Attack Identity_Assertion
Feb 11, 2026 Canada's tighter immigration policy divides …
Dear god. These snowflakes crying Full of bull💩. I’m Canadian that lives in Alberta And I can say it’s not as bad as these snowflakes are saying
Dear god. These snowflakes crying Full of bull💩. I’m Canadian that lives in Alberta And I can say it’s not as bad as these snowflakes are saying
Identity Attack0.1808059
Insult0.49389273
Profanity0.39409557
Threat0.009463178
Severe Toxicity0.02430326
Moderate 0.4977744 Moderate Con 0.383
Aug 25, 2025 Why Canadians Are Turning Against …
I am a non-white immigrant and I absolutely oppose any further Indianization of Canada. Bringing immigrants from a single country is neither multiculturalism nor diversity. Not to mention Indians are pretty xenophobic and intolerant. Everything …
I am a non-white immigrant and I absolutely oppose any further Indianization of Canada. Bringing immigrants from a single country is neither multiculturalism nor diversity. Not to mention Indians are pretty xenophobic and intolerant. Everything they do and expect in Canada, they would allow none of that in their own country. They join the MAGA when it serves them, and then cry racism when when its inconvenient. It's no surprise that everybody is sick of Indians, not just white people.
Identity Attack0.5707127
Insult0.4339631
Profanity0.09486605
Threat0.011612174
Severe Toxicity0.023076924
Moderate 0.49139655 Constructive 0.524 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Muslims are not able to compete with the HINDUS. Sorry they are crying muslims anti hindu thats it, stop interviewing muslims. No Hindu voices.
Muslims are not able to compete with the HINDUS. Sorry they are crying muslims anti hindu thats it, stop interviewing muslims. No Hindu voices.
Identity Attack0.55803186
Insult0.34203702
Profanity0.098067984
Threat0.013165667
Severe Toxicity0.023692908
Moderate 0.47886392 Low Con 0.225 Identity Attack Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
voting for politicians who allow people and then cry about how many people they allowed lol. Looking at these comments, feel like restarted people are living in canada
voting for politicians who allow people and then cry about how many people they allowed lol. Looking at these comments, feel like restarted people are living in canada
Identity Attack0.38238457
Insult0.5130944
Profanity0.16775991
Threat0.008181547
Severe Toxicity0.021290002
Moderate 0.47886392 Low Con 0.274 Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
It is no longer a cry of racism. India and Indians are culprits. This is the tip of iceberg. I believe it is underestimation . Not 79,000. The question is how to remove them
It is no longer a cry of racism. India and Indians are culprits. This is the tip of iceberg. I believe it is underestimation . Not 79,000. The question is how to remove them
Identity Attack0.5504064
Insult0.40243408
Profanity0.17055123
Threat0.34804323
Severe Toxicity0.10702737
Moderate 0.47886392 Moderate Con 0.431 Identity Attack Identity_Assertion
Sep 27, 2025 1 likes IRCC Names India in Study …

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.