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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

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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: "Let’s make a video on …" 13 comments
GOING SET THE PHONE CALLS EACH PLANET ROCK EACH WORLD ONLY NEED CLEAN AND CLEAR GET THE HUMANOIDS AND THEE UP DATED ON THE PHONE TODAY BEEN WORKING ON THIS THY SOURCE ONE SOURCE/ ANY …
GOING SET THE PHONE CALLS EACH PLANET ROCK EACH WORLD ONLY NEED CLEAN AND CLEAR GET THE HUMANOIDS AND THEE UP DATED ON THE PHONE TODAY BEEN WORKING ON THIS THY SOURCE ONE SOURCE/ ANY IN CANADA MAKE THEM CANADIAN AS YOU WAS TOLD TWO US THE PRESTON MANNING PLAN MAKE SURE THE JOB WAITING YOU ARE SKILLED WORKERS AS THE WHITE AND DARK SIN ARE LAZY WANT BIG JOB WITH THEY KNOW HURK AND THE HOE CREW ON TAXES. THIS WAS MOVED AS THE WORKERS START AT THE BOTTOM LEARN THE JOB WORK KNOWING IF THEY IN THE NATION HIS GIVES ALL THE TIME MOVE FORWARD .. THEY KNOW ABOUT MY CLASS EACH WORLD THE CANADIAN EXPERIENCE . IF ANY SAYING THY ALLAH SOURCE TIMOTHY CAMERON DREW DOES KNOW .. YOUR IGNORANCE AS FRAMED THEM SELFS AS ANY WITH MIND FUNCTION THINKING THEY STEALING AS IT ONLY ONE GUY . BUY BY STOOGES ....THIS WHY YOU CANT' READ SAME AS THY CANT WRITE THAT THE PUNK's JOKE ABOUT THY SPELLING WHY PAY ANY THEM HUMP's WRITE SPELL READ THE MINDS OF THEM ARE RUDE STOOGE WITH NOT ANY COMPREHENSION AS LOOK AT ART OF CHINA WRITING LOOK AT MY SPEAKING WAYS WANTS ARABIC AS WORDS NOT IN THE ENG LISH THE REAL TERRORIST THAT THINK THEY BETTER STEALING FROM MY LIFE THY COMPANYS THEN CLAIMS THAT DUMBEST HOE HANDLE HURK's ANY EVER SEEN . THINK TIMOTHY ONLY READ GRADE 5 WHY EVERY NEW PAPER EVER MADE ANY NATION GRADE 5 HURK's OF STEALING PISS ANT's .!!!! SPELLING READING COVERED VIDEO EASY SPEAKING COMPTERS GOT THAT WHY ANY NEED SPIRIT FAT CAT CRIME FAMILY WITH THE R THY TIMOTHY MOUTH THEY HAVE ACTORS AND HOE's WITH MALL COP SUCKER's PROTECTING FOOL's >>>> MOVING FORWARD WITH OUT THE PASSED AS THE JEWISH SAY PASSED OVER ARMY OF REMOVE THIS ISREAL ZOINIST DEVIL FAMILY FRAME BLAME GAME LOOK AT THE USELESS IDIOTs . STARTING FIGHTS WHY THE FAT CAT THINK NO OTHERS COULD WATCH THEM STEALING FROM WHO THE OE FRAMED THE FOOL'S ... THINK YOUR TRAPPED FROM WHAAT YOU DID AND SAID ... WHO CARES ABOUT WHO SAID THAT HUSTLERS THAT TRAPPED YOU FOOL's THAT WHO THEY ARE. YOU LEARN YOU JUST BECOME DUST STONE THAT EASY .... THINK ABOUT THE NATION THAT YOU ARMY KILLED ???? TAX STEALING PAY YOUR ROYAL FOIL DEVIL FAMILY's WHO FAT CATS GOVERNMENTS EXP AND WAGES EARNING RETIREMENT FUND'S ... THE CREW OF CONVICT DEMON SALES ON STOOGE'S YOU LEARN DID THIS ON EVERY FORM YOUR JUST MIND ARE AND OR HAS BEEN LOST IN THEM SELF'S . HAVE JOB GOING FOR THE FUTURE AS AND AS CLEAN AND CLEAR !!!! GET THIS EARTH GARDEN AS HUB HEAR IN CALL ANY HUMAN AND OTHERS FORMS PLANETS ROCK's EACH WORLD . THEY WATCH CALL THE PLANET WITH NEWS OUT LET THEY COULD NOT CALL MESSAGE THEY WANT TALK WRONG PLANET
Identity Attack0.14007242
Insult0.93425286
Profanity0.018247532
Threat0.0069734706
Severe Toxicity0.0021460403
Toxic 0.93778807 Insult Meta_Commentary
Apr 16, 2025
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...
The one video you say we can't survive without Indiana we have been doing it for years what do you think is going to change I am a true Canadian everybody is welcomed but do …
The one video you say we can't survive without Indiana we have been doing it for years what do you think is going to change I am a true Canadian everybody is welcomed but do not f****** change our way of life make the gentleman said leave your s*** out the door I don't understand a lot of use come to our country because it's so bad where you're coming from that's great you have somewhere safe to go and we accept you even on the fact that you and try and change our way of life please somebody out there stand up against all of this we need one person to stand up and we will follow let's get our Canada back there will be a war before you take it over and trust me you don't want that America learn not to f*** with us cuz we burnt their house down trust me we will burn yours down too I am not racist at all but for us being nice you are putting us into poverty work with us not against us or sooner or later you will regret it don't change our way of life we don't go to your country and do it Canadians have a lot of passion and helping people sooner or later we get fed up and then regrets happen
Identity Attack0.27875587
Insult0.43296707
Profanity0.5013569
Threat0.034422375
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.736
Sep 10, 2025 Why Canadians Are Turning Against …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our country 🙄. You can't be that dumb. I'm not trying to be harsh, but most of us speak our language and 1 or 2 languages from the European settlers here. It really suits everyone here to never bring Indigenous people into your conversations while you call it "Your country, your 'Canada', you culture". Everyone who's ancestors aren't from need to do better. It blows my mind how you come here and fight against each other while being immigrants yourselves. You demand assimilation from others while you yourselves aren't Indigenous, and don't make the slightest effort to assimilation to OUR culture. Complete hypocrites.🤣🤣🤣 If I were you, I'd be ashamed. I can't see myself ever going to someone else's country, living in it, let alone being born in it, and have the audacity to act and speak with that amount of utter continuous ignorance and disrespect the way most of the European settlers and other settlers/"Canadians" do. Do better before complaining about each other cause, you're no better and immigrants yourselves. Oh ya, and film Native Child in the background at 7:06, the place not First Nations operated known for stealing our children and getting tons of funding to line their pockets while almost all reserves have no clean drinking water, houses breaking down, unable to get work outside due to racist from all types of immigrants (yes, including European 'Canadians'), but putting a video of a European 'Canadian' talking about not being able to afford cable and her bills. Because these things are happening to European settlers/ 'Canadians', now it's finally a problem. The IRONY.
Identity Attack0.36702603
Insult0.5130944
Profanity0.18909787
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.592 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese or Muslim I bet 18 million + are muslim/ Indian or chinese that dislike Canadians , I know most Muslims hate everyone that lives in Canada That one Student is like 50+ how are we letting people like him come here as a student this man is a nurse brah I bet he doesnt know are standards at all This video just makes me hate Canada even more The fucked thing is the old mans right Help the person First but At this point we are just sick of it we cant help ourselfs, we need them all gone back to pre 2010 lvls
Identity Attack0.47178617
Insult0.36798462
Profanity0.0838743
Threat0.04718852
Severe Toxicity0.023458159
Moderate 0.4269174 Moderate Con 0.472 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American …
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American I would not tolerate this infestation in my country. Like I literally would not tolerate it and I would do something about it to make sure this doesn’t happen.
Identity Attack0.057492398
Insult0.11978693
Profanity0.07934829
Threat0.010291707
Severe Toxicity0.0061416626
Low Tox 0.23523538 Constructive 0.582
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Yet another video meant to create hate and division. Why would you let someone claim indians pay no taxes without following up? How can indians pay no taxes when they pay tens of thousands dollars …
Yet another video meant to create hate and division. Why would you let someone claim indians pay no taxes without following up? How can indians pay no taxes when they pay tens of thousands dollars in tuition, buy real estate, and are not eligible for any social assistance? Why not look into who makes up the bulk of offenders in Canada, who's on welfare/disability, who's unemployed? Of course this wouldn't fit your narrative.
Identity Attack0.23391083
Insult0.06858205
Profanity0.014532468
Threat0.0074824756
Severe Toxicity0.004005432
Low Tox 0.2312681 Moderate Con 0.415 Policy_Critique
Sep 24, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different people since I was 18 and learned great things I can add to my construction or cooking repertoire that you could possibly couldn't learn in the West without diversity. BUT now we have a group of people coming here buying up businesses while only hiring people from their country buying up single homes putting up crammy 8 plexus, and only renting to people from their home country. If these were French people like my heritage is, I would be even more pissed because I could say something without being called a racist. These immigrants are coming here with one goal retribution against the English Empire for the past or some shit, I dont know, and they're taking it out on us Canadians. over 5 years I've collected proof so I feel very safe coming out now and talking about this because I have everything to back it up. Those single homes I was talking about half of them burned down and they use insurance fraud money add multiple loopholes to use government money along the way as well, that's damn taxpayer money building parts of these homes... I'm a concrete worker they do not let these walls set properly, they don't seal the windows and doors properly, everything's going to leak but because they only rent to people from their home country after 3 years they can take their name off the property and nobody and I mean nobody is going to report leaks because they have a tyrannical control over who they rent to.... I dont even need to name the group because its OBVIOUS, living in the same city most ky life I've seen a drastic change, and this isnt intregation like my family did as they we're the members of french part of the metis tribe long ago. 5 years in a row they have added an average of 70,000 people legally to the city I live in I live in of 1.4 million people that is absolutely absurd the train system is packed all the way until 1:00 a.m.... it's just simple economics you can't add that many people and have a sustainable City.... these idiots never played sim city or some shit Also there are millions that came pretending to get spots in our universities and didn't show up, and these are the same people that are buying up all the businesses and houses and only letting the people from their own country be involved that is not integration....... There's also a huge problem with people faking Refugee status from this very place and there's even a few videos circulating online on just how to do it people from this country bragging how their making double of the average income of a Canadian a year PLUS free food and board from this fake Refugee status, HOLY FUCK! We are radicalizing here in Alberta and it's about to get real. Not only do these immigrants only want their own people involved in anything they are rude as hell when confronted about any of this even in a kind way.  There's a great deal of them that are at the top of the fenthinal distribution. mind you a lot of that's being shipped from other places but the distribution hails differently....roughly 70% of the major fenthinal arrests and seizures have those paticular heritage backgrounds to prove it. They are destroying the country in SO MANY WAYS, im DONE trying to be civil or nice about this debate,  5 years is my limit bitches, fuck you, fuck off or we'll fucking make you -Alberta proud , and fuck you again bitches
Identity Attack0.06749674
Insult0.0720671
Profanity0.06145202
Threat0.007534259
Severe Toxicity0.005493164
Low Tox 0.16043124 Constructive 0.775 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, …
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, proper culture, or good education—it makes everything so much harder for them when they arrive in a new country too.I also want to talk about jobs in Canada, bruh. All the industries seem dominated by specific ethnic groups that have basically taken them over. For example, in construction, you mostly see Spanish or Portuguese crews who only speak their own language on the job. And Indians—they've pretty much taken over all the Walmarts and fast-food chains in Canada.They should've kept Canada truly multicultural instead of letting it turn into this. And don't even get me started on the nepotism in the job market lol. You cant even make a gues how hard was for me to find a roofing company that speaks english in their crews lol.
Identity Attack0.06294931
Insult0.045593183
Profanity0.035399333
Threat0.007754337
Severe Toxicity0.0038719177
Low Tox 0.121732734 Constructive 0.756
Jan 27, 2026 Inside Canada's Indian Invasion...
You should also make a video on the Italian invastion of the Ontario government in Canada. They've captured the goverment and are given tens of billions in government contracts and grants, back-door deals, and heads …
You should also make a video on the Italian invastion of the Ontario government in Canada. They've captured the goverment and are given tens of billions in government contracts and grants, back-door deals, and heads up on projects (413 highway) before the public knows so Italians can buy up all the land. Check out the companies that received funding from the Skills and Development fund. Mostly Italian companies and donors to his government. It's also ironic, because this government lobbied for more and more immigrants and opened up scam colleges to bring immigrants in and exploit them for low wages. But na, let's ignore all that and blame immigrants for everyone's problems.
Identity Attack0.057492398
Insult0.05203446
Profanity0.017709278
Threat0.007832011
Severe Toxicity0.0030517578
Low Tox 0.11202335 Constructive 0.582 Unverified_Claim
Mar 1, 2026 Inside Canada's Indian Invasion...
Let’s make a video on — how native feels abt Eurofication?
Let’s make a video on — how native feels abt Eurofication?
Identity Attack0.053854458
Insult0.019999169
Profanity0.033144772
Threat0.011974656
Severe Toxicity0.0038909912
Low Tox 0.0969861 Low Con 0.288 Call_To_Action
Feb 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.