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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: "Just to be clear…. Most …" 172 comments · Page 2 of 7
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a …
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a pretty big country with a lot of empty space. they set up in a small town and didn't bother anyone. that's roughly in line with canadian values. however, during that time, we've seen a lot of cuts to systems that were intended to help people born in canada and a shift in resources to help people born elsewhere coming into the country. white canadians are correct in noticing that the government has picked a side, and is shifting it's resources to helping this one group at the expense of the other, and it's had visible results that you're helpfully documenting. it's relatively clear that, whatever the merit of that initial shift in resources, it's had some unexpected effects, and that policy needs to be reevaluated. it's relatively clear who needs government resources in brampton in 2025, and the answer is not the same as it was in 1995.
Identity Attack0.41222036
Insult0.5130944
Profanity0.2847897
Threat0.011974656
Severe Toxicity0.02444411
Moderate 0.47119883 Constructive 0.647 Insult Policy_Critique
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
The guy with the bicycle is spewing flat-out racist garbage with zero scientific basis. Sub-Saharan Africa has produced Nobel laureates, and world-class professionals in diverse disciplines including surgeons, mathematicians, and engineers. His misinformed and slanderous …
The guy with the bicycle is spewing flat-out racist garbage with zero scientific basis. Sub-Saharan Africa has produced Nobel laureates, and world-class professionals in diverse disciplines including surgeons, mathematicians, and engineers. His misinformed and slanderous claims originate from long-debunked colonial-era pseudoscience designed to justify oppression and not discover truth. The global scientific consensus is clear: no meaningful cognitive difference exists between human populations. Anyone stating otherwise is either ignorant or deliberately spreading dehumanizing propaganda, and deserves to be called out for exactly what they are.
Identity Attack0.28034934
Insult0.5130944
Profanity0.13608865
Threat0.010421164
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.43 Insult Moral_Argument
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
"sub sahara intelligence level below 70", people with that level of intelligence cannot take care of themselves much less reason or use a computer... am i dead? lol, okay seriously, anyone with an IQ above …
"sub sahara intelligence level below 70", people with that level of intelligence cannot take care of themselves much less reason or use a computer... am i dead? lol, okay seriously, anyone with an IQ above 110 - i am saying this knowing the IQ system is flawed but is the most common metric everyone can understand - who seriously believes a region of people exists with below 70 IQ as an average is clearly dumb. Believing online graphs without investigating the sources to prove your biast is dumb, the guy on the bike is dumb. I's not racism or anti racism, it's just reality, people with that level of IQ grouped together would not be able to take care of themselves, they would die out, it would not be possible, i would not even exist as a software developer before AI became mainstream.
Identity Attack0.23239216
Insult0.5129801
Profanity0.18909787
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.45703048 Constructive 0.519 Insult Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂 Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit. You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community. wtvr pays the bills ig 🥀🥀
Identity Attack0.45610145
Insult0.4339631
Profanity0.16775991
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.747 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
The immigration minister has a clear conflict of interest....given that her family is one of the east coast's largest landlords.....AND THAT'S WHY SHE SWUNG THE DOORS OPEN TO MASS IMMIGRATION, THE TFW PROGRAM AND TO …
The immigration minister has a clear conflict of interest....given that her family is one of the east coast's largest landlords.....AND THAT'S WHY SHE SWUNG THE DOORS OPEN TO MASS IMMIGRATION, THE TFW PROGRAM AND TO INTERNATIONAL STUDENTS! She, like many others in our corrupt liberal gov't.....ARE FILLING THEIR OWN POCKETS while Canada's identity and culture are destroyed. SHE NEEDS TO BE FIRED FOR SELFISH SELF-INTEREST, CORRUPTION AND TREASON!
Identity Attack0.10221587
Insult0.48569724
Profanity0.028913507
Threat0.054947287
Severe Toxicity0.01683561
Moderate 0.44393396 Moderate Con 0.404 Policy_Critique
Feb 26, 2026 20 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
2:29 okay, these little things are the reasons why when people think of India they think of a dirty place, like it's just toxic to place a specific road with clear garbage on the side, …
2:29 okay, these little things are the reasons why when people think of India they think of a dirty place, like it's just toxic to place a specific road with clear garbage on the side, out of all the clips you can find of Punjab, like i get that India is pretty dirty but you're putting it after he said he would prefer to live in Punjab as if he's wrong to think that , why not put golden temple or all the beautiful temples there!!!
Identity Attack0.37507164
Insult0.29383746
Profanity0.20139475
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.707 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I am living in a tourist town in East Kootenay, British Columbia. They are coming, they own now gas stations, pizza chains, restaurants with a Canadian tradition fasade, Tim Hortons, McDonalds, they drive like nuts, …
I am living in a tourist town in East Kootenay, British Columbia. They are coming, they own now gas stations, pizza chains, restaurants with a Canadian tradition fasade, Tim Hortons, McDonalds, they drive like nuts, they are arrogant and males are disrespectful. Sad, very sad, Invermere is slowly becoming Punjabmere. At 4:03 "...we live by our own rules, they don't learn, I don't learn..." crystal clear, they are detached from Canadian culture and want us to integrate to their culture.
Identity Attack0.36702603
Insult0.45758462
Profanity0.072882555
Threat0.008026198
Severe Toxicity0.01825585
Moderate 0.41445592 Constructive 0.615 Identity_Assertion
Sep 30, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own …
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own family members that's why they keep on having kids everybody is getting fed up even here in the USA with all these Muslims and other immigrants need to start clearing out the government I'm picking people who are for us
Identity Attack0.46028158
Insult0.3416952
Profanity0.30690086
Threat0.039602257
Severe Toxicity0.02439716
Moderate 0.40614098 Constructive 0.577 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
😂😂 sadly this video is reality and not speaking the truth isn’t racist. They are leaving India, clearly something is wrong with India. Why they come to Canada if they wanna turn Canada into India? …
😂😂 sadly this video is reality and not speaking the truth isn’t racist. They are leaving India, clearly something is wrong with India. Why they come to Canada if they wanna turn Canada into India? Clearly they are not the smartest… smh.
Identity Attack0.45348886
Insult0.35849577
Profanity0.08419759
Threat0.008945347
Severe Toxicity0.019095084
Moderate 0.4014846 Low Con 0.252 Identity_Assertion
Feb 25, 2026 13 likes Inside Canada's Indian Invasion...
I am a Canadian and I am absolutely sick and tired of these Indians, I’m married at 22 with a child on the way and buying a house seems like an impossible task because all …
I am a Canadian and I am absolutely sick and tired of these Indians, I’m married at 22 with a child on the way and buying a house seems like an impossible task because all these Indians are literally being given free houses from the government send all of them back to there so called paradise and never let them come back. I want Canadians in Canada and that’s it. They are not a net positive, they’re a net negative and it’s clear as day.
Identity Attack0.46028158
Insult0.3493834
Profanity0.082581155
Threat0.010731863
Severe Toxicity0.023076924
Moderate 0.39987978 Constructive 0.525 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Ok so Indians who came to Canada in 50s, 60s, 70s, 80s, 90s they tried to a assimilate but the whites never let them. They were racists, never gave them equal opportunities, always belittled them. …
Ok so Indians who came to Canada in 50s, 60s, 70s, 80s, 90s they tried to a assimilate but the whites never let them. They were racists, never gave them equal opportunities, always belittled them. So then those same Indians grouped together and created their business for their own and now you complain we do not assimilate. Dude clean your own backyard before complaining about others. If they do not work why there are no Indian homeless. They worked hard, harder your 5 generations combined thats why they were able to build houses. Their bathrooms are bigger then your bedrooms. If now have something to complain you are free to leave the country. so at 3:00 he is saying, it does not cost illegals a penny to go to hospital. How many illegals has he smuggled into Canada. Any person in Canada without the provincial insurance has to pay everything out of pocket. I just got my dads blood work done today and he is on a visitor visa. It costed me $750 dollars, and before that just a walk in visit costed me $$175 dollars. And about paying taxes, I garuntee you a single houshold of Indians pay more in Taxes than a whole street of these white shit heads. The amount of myths they have created around immigrants is astonishing. There is is a reason conservatives loves the poor and the uneducated. You can clearly see the stark difference between how a Canadian born and raised person is speaking about other and how an immigrant is speaking about others and distributing free food and serving the society. THe people who have never tried to help anyone will always be jealous of those who help and prosper. We did not came from broken country, we just came here for a little better life which we have gotten with our hardwork and we owe nothing to these half ass naked shit rags complaining about immigrants when they themselves are either one or descendants of immigrants.
Identity Attack0.46028158
Insult0.33998606
Profanity0.08290444
Threat0.011974656
Severe Toxicity0.02116089
Moderate 0.3974717 Constructive 0.587
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
He can clearly hear you have North American accent. Stop faking your videos when you can report the absurd things happening around the world.
He can clearly hear you have North American accent. Stop faking your videos when you can report the absurd things happening around the world.
Identity Attack0.10221587
Insult0.26957804
Profanity0.11725569
Threat0.011612174
Severe Toxicity0.015867263
Moderate 0.39441586 Low Con 0.21
Jan 27, 2026 Inside Canada's Indian Invasion...
Arrest these 4 women , their nervousness is clearly saying how much money they have made from Indian and other foreign agents as commission to make the way receptive for those fraudulent students
Arrest these 4 women , their nervousness is clearly saying how much money they have made from Indian and other foreign agents as commission to make the way receptive for those fraudulent students
Identity Attack0.29798782
Insult0.36709076
Profanity0.089693464
Threat0.13815513
Severe Toxicity0.017158391
Moderate 0.37751234 Low Con 0.164 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canada is a country of immigrants. Some towns have higher concentrations than others. But there is significant racism here with this anti-Indian sentiment.. Do folks walk through Toronto's "Little Italy" neighborhood and bitch and whine …
Canada is a country of immigrants. Some towns have higher concentrations than others. But there is significant racism here with this anti-Indian sentiment.. Do folks walk through Toronto's "Little Italy" neighborhood and bitch and whine about how they wish all these wops would leave and go back to Italy? Of course not. But, because these specific immigrants are also a visual minority, the racism factor goes up ten fold. Immigration has helped Canada exponentially more than it has hurt it. Be better - this is clearly very racist and xenophobic content.
Identity Attack0.3857254
Insult0.33964422
Profanity0.2801717
Threat0.0104988385
Severe Toxicity0.02167734
Moderate 0.37458646 Constructive 0.697 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
Identity Attack0.44690517
Insult0.09855611
Profanity0.08549073
Threat0.01698343
Severe Toxicity0.018191293
Moderate 0.37340668 Moderate Con 0.398 Fear_Threat
Feb 26, 2026 Inside Canada's Indian Invasion...
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Well how do you expect the issue to be resolved when the ircc is employing predominantly indian people. It's clear india is disproportionately causing the problems
Well how do you expect the issue to be resolved when the ircc is employing predominantly indian people. It's clear india is disproportionately causing the problems
Identity Attack0.4508763
Insult0.16897665
Profanity0.07223598
Threat0.011223801
Severe Toxicity0.018836858
Moderate 0.3666224 Moderate Con 0.316
Sep 29, 2025 IRCC Names India in Study …
How is this news? It’s just person after person expressing their opinion and perspective. Interesting? Yes. But low effort and takes no steps to study the reality of the demographic shift. If you take the …
How is this news? It’s just person after person expressing their opinion and perspective. Interesting? Yes. But low effort and takes no steps to study the reality of the demographic shift. If you take the first half of the video as fact and not a bunch of random, self proclaimed rednecks, opinions, you’d walk away thinking that the town is in shambles. Which it is clearly not. This just smells like rage bait for racists looking for ammunition to hate foreigners
Identity Attack0.36702603
Insult0.3388922
Profanity0.045670103
Threat0.0089712385
Severe Toxicity0.010223389
Moderate 0.3625127 Moderate Con 0.338 Meta_Commentary
Dec 3, 2025 Inside Canada's Indian Metropolis (Brampton)
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for …
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for ? I'd say put Sean Fraser in, he's got good hair, but he's already botched the immigration file once. You three pundits are right on the money with all your points. In the spirit of cooperation why doesn't Carney just put Michelle into the portfolio ? These Liberals are botching everything they touch. In an ideal world Carney should cross the floor, become the Conservative's lead Trump negotiator and we could dump the rest of the Liberal party in recycling, where the vast majority of them belong....including you Fanjoy
Identity Attack0.23239216
Insult0.40243408
Profanity0.051431753
Threat0.009722093
Severe Toxicity0.010299683
Moderate 0.3625127 Constructive 0.546 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how …
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how can you call them Indian? If you don’t make these types of videos. I’m sorry to say but canada will change into punjab. But next time make sure you call them by who they are “khalistani” and as an Indian pressure your government to send them back!
Identity Attack0.42615733
Insult0.18977246
Profanity0.040409464
Threat0.038220957
Severe Toxicity0.018836858
Moderate 0.35186127 Moderate Con 0.495 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Just so we are clear, bro I just moved to Brampton myself. I am a Canadian born citizen, but also Hindu Punjabi but i recently got baptized into Christianity. However, I wanted to state that …
Just so we are clear, bro I just moved to Brampton myself. I am a Canadian born citizen, but also Hindu Punjabi but i recently got baptized into Christianity. However, I wanted to state that the poo eating is only in one part of India more or less which you already went to and The rest of India does not condone the eating of deh poo poo. Thank you and yes their are a lot of dirty ppl also unfortunately. Facts are facts. A lot of us dont like being clean for some reason. A shower a day would be nice. Some Deodorant also would be great cuz the purchasing of deodorant seems to be quite low over here. Wish i ran into you man i would have enjoyed talking to u. Big fan.
Identity Attack0.28034934
Insult0.34314156
Profanity0.16496858
Threat0.008272167
Severe Toxicity0.01502803
Moderate 0.34328604 Constructive 0.818 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Clear your minds, wipe your mental slates clean, because as nice as it is to clutch our pearls and tsk-tsk about what this gov is doing, they're not listening to one word of what we're …
Clear your minds, wipe your mental slates clean, because as nice as it is to clutch our pearls and tsk-tsk about what this gov is doing, they're not listening to one word of what we're saying. Not ... one ... word. Their agenda isn't affected by your little concerns about the economy or jobs or immigration or how much youre struggling. It must be exhausting for the liberals to even have to do their performance theatre in the HOC. Ugh, you little people. Anyway, they will carry on with the charade until unquestionable power is achieved, and good luck to all of us in prying them out. Adrienne, Brian, Lorrie, you endlessly chat about the issues as if you think you can bring reason to whats happening if only they'd listen. Just stop it, really. With complete respect to all of you, do you think you change anything in this commentary? Youre all great, but we're in a paradigm rut on how to view this government and frankly, all governments. Perhaps we should all personally step back for a period and examine exactly what it is we're doing and start looking for solid, out-of-the-box solutions, because using 19th century political tools for affecting change just doesn't work anymore. Finally, this might be hard to wrap our heads around, but we are all part of the problem in some way. If you have the faculty to do so, ask yourself if you work for or support entities that ultimately support the very system oppressing you. Be smarter out there, everyone.
Identity Attack0.053399716
Insult0.35677677
Profanity0.073529124
Threat0.020264024
Severe Toxicity0.0119018555
Moderate 0.3389984 Constructive 0.673 Call_To_Action
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Why even have an immigration minister. These people clearly have had a mission in mind, make all these failed/fake refugees into citizens for a perpetual Liberal Majority.
Why even have an immigration minister. These people clearly have had a mission in mind, make all these failed/fake refugees into citizens for a perpetual Liberal Majority.
Identity Attack0.2831485
Insult0.31740165
Profanity0.026727317
Threat0.0113014765
Severe Toxicity0.010070801
Moderate 0.3389984 Low Con 0.176 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
CLEARLY WE NEED MORE FENTANYL AND M.A.I.D TO MAKE WAY FOR THE ILLEGALS….
CLEARLY WE NEED MORE FENTANYL AND M.A.I.D TO MAKE WAY FOR THE ILLEGALS….
Identity Attack0.29798782
Insult0.15485314
Profanity0.030639706
Threat0.2836219
Severe Toxicity0.023076924
Moderate 0.3389984 Low Con 0.164 Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …

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.