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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: "Turning against Indians* 🇮🇳 💩" 120 comments · Page 1 of 5
I am an indian , i left that piece of shit country to be away from india and indians as they are the most uncultured and uneducated people , i will warn u , DO …
I am an indian , i left that piece of shit country to be away from india and indians as they are the most uncultured and uneducated people , i will warn u , DO NOT LET SO MANY INDIANS IN AND DO NOT TURN BEAUTIFUL AND CLEAN COUNTRIES IN INDIA
Identity Attack0.7207808
Insult0.6306599
Profanity0.6321197
Threat0.27637172
Severe Toxicity0.48825464
Toxic 0.83334327 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
Canada REALLY needs to return to two official religions again. Christian and Jewish. Ban Islam and no tax free for other religions. Indians won't hire Canadians and they take over our business'. They smell and …
Canada REALLY needs to return to two official religions again. Christian and Jewish. Ban Islam and no tax free for other religions. Indians won't hire Canadians and they take over our business'. They smell and are HORRIBLE because they cut corners everywhere and are super cheap. They've turned Tim Hortons into shit holes. A&W is crap. These people are dirty and disgusting. To all business owners. NEVER hire Indian. They will ruin your business.
Identity Attack0.7063701
Insult0.72868866
Profanity0.5188411
Threat0.10236332
Severe Toxicity0.35368225
Toxic 0.78855824 Moderate Con 0.494 Identity Attack Insult Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan …
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan I can spot a Indian/Pakistani/Bangladesh (more or less all the same) from behind from 20m away by the way the walk and what they wear. But this - in all fairness - applies to all foreigners in Japan, also Europeans and Americans. If highly educated Indians come to your neighbourhood, no worries. But if cheap labour force moves to your town .... well, expect some filthy behaviour and zero self-consciousness regarding their own disgusting behaviour. I don't like cheap labour force from underdeveloped countries because the hever learned how to behave properly.
Identity Attack0.6682205
Insult0.6308392
Profanity0.6001929
Threat0.064645745
Severe Toxicity0.44713756
Toxic 0.718943 Constructive 0.575 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
nova scotia has also turned into a little india. I swear I see more indians than any other race in this damned province
nova scotia has also turned into a little india. I swear I see more indians than any other race in this damned province
Identity Attack0.55044734
Insult0.4794537
Profanity0.62717754
Threat0.013217449
Severe Toxicity0.17926651
Moderate 0.6827122 Low Con 0.278 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Time to stop this disgusting Invasion we are getting from the Indians their culture is not wanted here their way of life is a disgrace to our culture they're stealing our jobs and turning Canada …
Time to stop this disgusting Invasion we are getting from the Indians their culture is not wanted here their way of life is a disgrace to our culture they're stealing our jobs and turning Canada into a communist country with the progressive liberals
Identity Attack0.6778536
Insult0.6099415
Profanity0.196476
Threat0.020609349
Severe Toxicity0.1762085
Moderate 0.6744087 Moderate Con 0.334 Identity Attack Insult Identity_Assertion
Sep 8, 2025 Why Canadians Are Turning Against …
The Indians here in Indiana are buying up all the gas stations and turning them into "smoke shops" and most people avoid their shops...also the apartments they pack them in, live with cockroaches and do …
The Indians here in Indiana are buying up all the gas stations and turning them into "smoke shops" and most people avoid their shops...also the apartments they pack them in, live with cockroaches and do not clean and are just dumb people.
Identity Attack0.50515765
Insult0.6831271
Profanity0.3320008
Threat0.011405042
Severe Toxicity0.027833538
Moderate 0.6667219 Moderate Con 0.388 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working …
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working for thw first time because all new begginer entry lvl jobs are taken by all the east indians and other foriegm worker bs. It needs to change, something needs tohappen before it to late, tbh it already feels to late theyve been slowly but steady moving all of India/chyna over and taken over Canada. It feels very weird being a white person walking around your own country getting weird angry looks when you go to a specific area or neighborhood. Its just Wrong it shouldnt be like that. Dont come into our fucking country and try n turn it into your old shithole one, you Follow OUR COUNTRYs rules and laws. Smh. Canada so cooked. Love your work Tyler keep up to good stuff. Hope you enjoyed the way while you were here.
Identity Attack0.4482637
Insult0.5130944
Profanity0.5865656
Threat0.023889944
Severe Toxicity0.23225145
Moderate 0.6544696 Constructive 0.713 Insult Fear_Threat
Jan 27, 2026 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...
India will invade the entire usa as well as canada. They are grabbing our job as well as opportunity. But the most shocking thing is they all are scammer. They don’t know english 😢😢 they …
India will invade the entire usa as well as canada. They are grabbing our job as well as opportunity. But the most shocking thing is they all are scammer. They don’t know english 😢😢 they are collaborating with our govt Through illegal way. It’s time to deport them. They will turn Canada into India 😢😢. Don’t Trust any Indian. They are so tricky and cheap 😢😢😢
Identity Attack0.6458014
Insult0.54471385
Profanity0.196476
Threat0.08703069
Severe Toxicity0.16960317
Moderate 0.62136006 Moderate Con 0.418 Identity Attack Insult Fear_Threat
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
Identity Attack0.55011386
Insult0.5270482
Profanity0.5365423
Threat0.033386398
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.403 Identity Attack Insult Identity_Assertion
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Naperville illinois is basically the same thing. Huge Indian population. Setting up their own cultural areas within the city. Overtaking entire shopping districts. Forcing their ideals on others. You come to American for the opportunity …
Naperville illinois is basically the same thing. Huge Indian population. Setting up their own cultural areas within the city. Overtaking entire shopping districts. Forcing their ideals on others. You come to American for the opportunity and yet you want to turn it into the shithole you came from.
Identity Attack0.46028158
Insult0.5130944
Profanity0.541926
Threat0.012647836
Severe Toxicity0.16496792
Moderate 0.6020386 Moderate Con 0.402 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 2026 1 likes 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...
As an Indian who lives in India and has no plans to move abroad, I hate to see Indians turn other countries into sht holes. You should start kicking them out, especially if they're in …
As an Indian who lives in India and has no plans to move abroad, I hate to see Indians turn other countries into sht holes. You should start kicking them out, especially if they're in illegally or is overstaying their visit.
Identity Attack0.55803186
Insult0.47020787
Profanity0.5013569
Threat0.3297989
Severe Toxicity0.16960317
Moderate 0.55739564 Constructive 0.579 Identity Attack Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Pierre trudeau was the godfather of immigration, since then its been an open door policy of every bottom feeder around the world looking to suck the blood out of Canada. They don't come to embrace …
Pierre trudeau was the godfather of immigration, since then its been an open door policy of every bottom feeder around the world looking to suck the blood out of Canada. They don't come to embrace our society, they drag along their failed, demented, cultures along with them and that's why Canada is falling to a 3rd world status. That man said it "It feels like he's in his home town." yeah, they're turning Canada into fvcking india, and those of us born here who are not Indian don't want that. This is a cultural take over.
Identity Attack0.5108175
Insult0.5130944
Profanity0.46460027
Threat0.043309137
Severe Toxicity0.20067264
Moderate 0.5532103 Moderate Con 0.405 Identity Attack Insult Fear_Threat
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
In 20 years Indian will slave all white in North America . Keep take them in they will turn 180 and enslave everyone
In 20 years Indian will slave all white in North America . Keep take them in they will turn 180 and enslave everyone
Identity Attack0.57554024
Insult0.35016364
Profanity0.2761231
Threat0.42643023
Severe Toxicity0.19761463
Moderate 0.52272606 Low Con 0.128 Identity Attack Fear_Threat
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section …
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section of Jersey City. Gross and disgusting. All the worst of Indian behaviors exhibited here. Why should I want this for my town or suburb in the US?
Identity Attack0.55044734
Insult0.4962726
Profanity0.16217725
Threat0.013702838
Severe Toxicity0.02458496
Moderate 0.51980776 Constructive 0.651 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The Pakistani guy telling about immigration is funny , these pakistanis turned london into hell...most indians come in country are educated and progressive while offcourse few black sheeps are there but most of them develop …
The Pakistani guy telling about immigration is funny , these pakistanis turned london into hell...most indians come in country are educated and progressive while offcourse few black sheeps are there but most of them develop the country they live in and are not problematic like other countries people 😅.....
Identity Attack0.55044734
Insult0.44126466
Profanity0.33453682
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.577 Identity Attack Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Turning against Indians* 🇮🇳 💩
Turning against Indians* 🇮🇳 💩
Identity Attack0.56711763
Insult0.47273466
Profanity0.33808854
Threat0.3423812
Severe Toxicity0.35112193
Moderate 0.509388 Low Con 0.149 Identity Attack Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
The issue is real concerns warping into a racist perspective. No doubt there’s too many Indians coming into Canada, as the Canadian government is more than happy to accept. And the frustration from over-immigration turning …
The issue is real concerns warping into a racist perspective. No doubt there’s too many Indians coming into Canada, as the Canadian government is more than happy to accept. And the frustration from over-immigration turning into “fuck Indians”, it happens so quick. Being a man born in Canada with Indian heritage, lets you see how much the new immigrants don’t like you because you are too “white” for them, and Canadians don’t like you because you look like all of the new people coming in that look just like you. Lose lose all around.
Identity Attack0.5274064
Insult0.4596616
Profanity0.48510036
Threat0.027515862
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.645 Identity Attack Personal_Narrative
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Dear Indians don't turn Canada and Europe into sithole ❤
Dear Indians don't turn Canada and Europe into sithole ❤
Identity Attack0.50515765
Insult0.47384647
Profanity0.44366163
Threat0.009981008
Severe Toxicity0.041283876
Moderate 0.50789946 Low Con 0.225 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
@5:19 This guy know nothing about india. Rape is totally part of the primitive caste indian culture. In fact rape is a huge in India. In 2022 more than 31k case where record by the …
@5:19 This guy know nothing about india. Rape is totally part of the primitive caste indian culture. In fact rape is a huge in India. In 2022 more than 31k case where record by the National Crime Records Bureau. It 86 rape by day (one every 20 minutes). Theses numbers are only the tip of the iceberg. For the driving watch the New-Dehhi episode of Dont drive here. The get the drive exam is to turn around a ciment slab in a parking lot. Those people are really low IQ.
Identity Attack0.48915586
Insult0.48627716
Profanity0.25093055
Threat0.13785169
Severe Toxicity0.09385906
Moderate 0.4850187 Moderate Con 0.439 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Because they let in too many Indians and Punjabis that show no effort at assimilation and are trying to turn Canada into India! We import our crime from India !
Because they let in too many Indians and Punjabis that show no effort at assimilation and are trying to turn Canada into India! We import our crime from India !
Identity Attack0.57957685
Insult0.37392882
Profanity0.07449899
Threat0.0130621
Severe Toxicity0.02402156
Moderate 0.47886392 Low Con 0.251 Identity Attack Identity_Assertion
Jun 17, 2025 How Canada broke its immigration …
I dont care if they are good people they need to deport these Indians before it too late and Canada turns into India. We dont want them in the US and if they come we …
I dont care if they are good people they need to deport these Indians before it too late and Canada turns into India. We dont want them in the US and if they come we will send them back to Canada.
Identity Attack0.5698139
Insult0.33896056
Profanity0.09098661
Threat0.13211988
Severe Toxicity0.02514347
Moderate 0.47886392 Moderate Con 0.339 Identity Attack Fear_Threat
Jan 28, 2026 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.