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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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Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "These people has been making …" 461 comments · Page 2 of 19
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his get the ahh whooping he deserves. Bro does 3 videos on real journalism exposes real issues but runs back to his roots. RACISM 😂😂😂😂😂😂. I couldn't imagine flying around the world can't possibly be enjoying yourself cause he is too busy doing rat shit. And bothering people trying to assimilate into the country. But because a few are causing issues we have to make it look 👀👀 like it's bigger so the big guy can do some more of that negotiating he been doing. Everywhere he goes bullshit follows 😡😡😡
Identity Attack0.50515443
Insult0.5130944
Profanity0.46460027
Threat0.3203622
Severe Toxicity0.35368225
Moderate 0.6744087 Moderate Con 0.438 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
what truly pisses me off is losing our holidays cause they dont celebrate them. this is my country your free to come and live here but fillow the rules your not allowed to shove religion …
what truly pisses me off is losing our holidays cause they dont celebrate them. this is my country your free to come and live here but fillow the rules your not allowed to shove religion down anyone throat your suppose to prayer away cause thats your right but tp shove it down and make us a slave to a god i dont believe in? as a first nation on my land. smarten the fuck up and respect the people who allow you to run from the disgraces of your own country you dont want to help but come here to destroy. my bloodline was here first before the whites so i have a right to say what i say. and if i get hate for my free speech then you also dont belong in this country
Identity Attack0.41975367
Insult0.50440645
Profanity0.6069483
Threat0.06593887
Severe Toxicity0.35112193
Moderate 0.6744087 Moderate Con 0.474 Insult Identity_Assertion
Sep 3, 2025 Why Canadians Are Turning Against …
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Identity Attack0.55044734
Insult0.66500133
Profanity0.21997347
Threat0.013631714
Severe Toxicity0.038593806
Moderate 0.6611249 Low Con 0.291 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
So people jelous hummmm a minority group does well while you deek junkies smoke fentaly and want free houses make that make sense and where do Canadian tent dwellers take their pooos Yea in public …
So people jelous hummmm a minority group does well while you deek junkies smoke fentaly and want free houses make that make sense and where do Canadian tent dwellers take their pooos Yea in public don’t belive me go walk by the pis pity party full of junkies pointing fingers to people because they are racist and jealous are pathetic good lord
Identity Attack0.33352965
Insult0.7065844
Profanity0.26600444
Threat0.012906751
Severe Toxicity0.04397394
Moderate 0.6611249 Low Con 0.28 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Yeah dammm Africans make people scared 😂😂
Yeah dammm Africans make people scared 😂😂
Identity Attack0.6458014
Insult0.46476576
Profanity0.5013569
Threat0.029587816
Severe Toxicity0.23224974
Moderate 0.65996873 Low Con 0.27 Identity Attack Humor_Satire
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
You speak neither English or French? You make broom handles? you belong to a sexist idiot religion? You have 15 kids and can't even take care of yourself? You hate the West and want to …
You speak neither English or French? You make broom handles? you belong to a sexist idiot religion? You have 15 kids and can't even take care of yourself? You hate the West and want to see it destroyed? Your kids are annoying, loud and terrible? Ok you are perfect for Canada and here's 80 grand and house. Honestly, these are the people I'm constantly meeting as a teacher. Canada will be crumbling for the next 40 years, easy.
Identity Attack0.48915586
Insult0.6831271
Profanity0.29209393
Threat0.025789235
Severe Toxicity0.104393706
Moderate 0.65996873 Moderate Con 0.481 Insult Unverified_Claim
Jun 21, 2025 How Canada broke its immigration …
This is disgusting Canada can’t even help their own people. Why are these sheeple getting 50000. A lot of Canadians don’t even make that! Very disgusting!
This is disgusting Canada can’t even help their own people. Why are these sheeple getting 50000. A lot of Canadians don’t even make that! Very disgusting!
Identity Attack0.50515604
Insult0.6407567
Profanity0.1589207
Threat0.009385503
Severe Toxicity0.02514347
Moderate 0.6491204 Moderate Con 0.303 Identity Attack Insult
Dec 7, 2018 How much do refugees and …
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...
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people …
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people liked it and accepted it. 2- Who the hell is talking that Islam is spreading and worried about his kids an indian man well well🤣, you guys literally fked up the country with your stink, rudeness, scammers, fake certificates, fake visas, and poisoned food.
Identity Attack0.5504064
Insult0.5739874
Profanity0.44133487
Threat0.24878941
Severe Toxicity0.23225316
Moderate 0.6426206 Constructive 0.559 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
You are the greatest country on earth. America is no longer the greatest country. The fact that you could erate people's countries and get away with it, it doesn't make you great. You are now …
You are the greatest country on earth. America is no longer the greatest country. The fact that you could erate people's countries and get away with it, it doesn't make you great. You are now a tyrant, but your time will come. You are falling cause most Americans live s***, most Americans live like dogs.
Identity Attack0.5135796
Insult0.6149945
Profanity0.47435758
Threat0.024753258
Severe Toxicity0.16960317
Moderate 0.6407703 Low Con 0.245 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
VERY SOON, ALL Canadians wlll be MADE to take Driving Tests, except Globalists will make EXCEPTIONS for IGNORANT, LOW IQ, Foreigners! OR be called RACIST! And it is the White People who allow it by …
VERY SOON, ALL Canadians wlll be MADE to take Driving Tests, except Globalists will make EXCEPTIONS for IGNORANT, LOW IQ, Foreigners! OR be called RACIST! And it is the White People who allow it by NOT STANDING UP For THEIR race. Being a Racist is only Self Preservation!
Identity Attack0.56711763
Insult0.6261769
Profanity0.0961592
Threat0.011793415
Severe Toxicity0.041283876
Moderate 0.63782936 Low Con 0.228 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They commit fraud en masse on behalf of our communist government. I hate these people, they hide behind thier religion while bringing all thier mafia bullshit. They flagrantly break laws and make exceptions. Riding motorcycle …
They commit fraud en masse on behalf of our communist government. I hate these people, they hide behind thier religion while bringing all thier mafia bullshit. They flagrantly break laws and make exceptions. Riding motorcycle with a turban, blatantly saying my religion, my enclave is above your countries laws. They take religious charity and then behave like cartels.
Identity Attack0.49032792
Insult0.5678696
Profanity0.5150164
Threat0.04363242
Severe Toxicity0.16960317
Moderate 0.63782936 Moderate Con 0.325 Insult Unverified_Claim
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Im sick of everything about these people. I hate their annoying voices,smells,and delusional idea of self-worth. Go back to your garbage pile and make it beautiful if you really are such a smart group of …
Im sick of everything about these people. I hate their annoying voices,smells,and delusional idea of self-worth. Go back to your garbage pile and make it beautiful if you really are such a smart group of people.
Identity Attack0.10221587
Insult0.61794597
Profanity0.29209393
Threat0.03373172
Severe Toxicity0.024678862
Moderate 0.6342749 Low Con 0.259 Insult
Oct 1, 2025 2 likes IRCC Names India in Study …
daammmit! we worked our arse off to get a pr and paid taxes, filling millions of forms to make everything legal, try to be good but these people are coming to canada easily! they are …
daammmit! we worked our arse off to get a pr and paid taxes, filling millions of forms to make everything legal, try to be good but these people are coming to canada easily! they are getting privilages!
Identity Attack0.10409598
Insult0.4596616
Profanity0.6528205
Threat0.011353259
Severe Toxicity0.16960317
Moderate 0.6342749 Moderate Con 0.447
Nov 22, 2025 1 likes Thousands of refugees allowed into …
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...
Guy with the bike calls himself and other white people 'trash,' yet feels qualified to rank African immigrants as less intelligent than people he accused of defecating on buses just weeks ago and eating feces. …
Guy with the bike calls himself and other white people 'trash,' yet feels qualified to rank African immigrants as less intelligent than people he accused of defecating on buses just weeks ago and eating feces. Make it make sense.
Identity Attack0.57150364
Insult0.5739874
Profanity0.36230123
Threat0.013113883
Severe Toxicity0.13863131
Moderate 0.61223894 Low Con 0.299 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get …
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get supported. Because for some reason, people think Carney is king and walks on water and was the first man on the moon and everything else he takes credit for that. He didn't do. He left nothing but chaos in his wake anywhere. He's been just asked the slaves in the Amazon rainforest. What they thought of him in Brookfield, management asked the United Kingdom what they thought about his stint there and now he's in Canada. He wrecked things for 5 years as Trudeau's advisor and now he's the big shot, loser, screwing Canada even worse. I'm willing to bet if anyone actually cared enough to follow the money. I think canadian taxpayers are paying for not only his trips around to these other countries for deals, but I think were accommodating Brookfield management as well!
Identity Attack0.13377325
Insult0.6677319
Profanity0.2347036
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.60311776 Moderate Con 0.488 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
When I sit in meetings at my job in healthcare and I'm the only person that speaks English, and I mean these people can't make themselves understood properly, I don't give a shit anymore if …
When I sit in meetings at my job in healthcare and I'm the only person that speaks English, and I mean these people can't make themselves understood properly, I don't give a shit anymore if its racist, our country is broken.
Identity Attack0.36702603
Insult0.4339631
Profanity0.6242122
Threat0.014220826
Severe Toxicity0.07542343
Moderate 0.6027529 Constructive 0.537 Personal_Narrative
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
WTF work permit holders are not working in Canada rather working in Middle East. They r rotating their families out of Canada to make it appear that they all live in Canada. Get this butts …
WTF work permit holders are not working in Canada rather working in Middle East. They r rotating their families out of Canada to make it appear that they all live in Canada. Get this butts out of there. Dodgy people they will corrupt this gorgeous country. I know few of them and have e posed them to the immigration too. Where is the bloody immigration now
Identity Attack0.41975367
Insult0.5393265
Profanity0.48510036
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.458 Insult Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year …
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year long put up signs in their stores about "Ed" and "Ramadan". They can't say the word "Christmas" !! Us white Canadians make this company what it is today, NOT these people from India. It's wrong. I really hate these woke companies. And thanks to these ignorant Indian people we are not allowed to do fire works on Canada Day because they had to ruin that for us as well by setting off fire works all the time at all hours of the night during their holidays. Fire works of any kind are now banned.
Identity Attack0.56445944
Insult0.57566804
Profanity0.41031027
Threat0.027170537
Severe Toxicity0.16960317
Moderate 0.6020386 Constructive 0.634 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
@9:10 😮 , so these people literally. Build and make there own idols!!!! And worship statues.!!!!!! 😮😮😮 , while they're busy , you know , harassing white women. And taking s**** in public places and …
@9:10 😮 , so these people literally. Build and make there own idols!!!! And worship statues.!!!!!! 😮😮😮 , while they're busy , you know , harassing white women. And taking s**** in public places and not wiping. !!!! You know , those people literally view that as something they can deal with later. I wish i was joking. 😮‍💨
Identity Attack0.46028158
Insult0.43296707
Profanity0.44366163
Threat0.17648515
Severe Toxicity0.19149859
Moderate 0.57271194 Moderate Con 0.381 Unverified_Claim
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. …
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. I'm probably smarter than him. some africans being illiterate doesn't make them stupid and indians don't eat poop. leaving what he said in the video without calling it out looks like you agree. every group has bad drivers. every group has bad people- like the biker guy. stop the stereotype. imagine judging all white people off the biker guy. that’s what you’re doing. it’s not fair.
Identity Attack0.4911651
Insult0.5130944
Profanity0.40878695
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.661 Insult Moral_Argument
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.