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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: "It was better before they …" 672 comments · Page 13 of 27
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you …
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you wealthy and my kids poor just get out
Identity Attack0.16993292
Insult0.12521741
Profanity0.04065997
Threat0.012958534
Severe Toxicity0.009536743
Low Tox 0.2854903 Moderate Con 0.37 Moral_Argument
Dec 25, 2025 1 likes Deportations From Canada at Their …
Its almost like the countries they come from are a mess for a reason... if i didnt know better of course.
Its almost like the countries they come from are a mess for a reason... if i didnt know better of course.
Identity Attack0.2816105
Insult0.15911613
Profanity0.075792134
Threat0.007922632
Severe Toxicity0.009422302
Low Tox 0.2854835 Low Con 0.24
Sep 16, 2025 2 likes Why Canadians Are Turning Against …
I was called a racist every time I said those coming from the U.S. are not real refugees since the U.S. IS a safe country. JT sent out the tweet just so he could look …
I was called a racist every time I said those coming from the U.S. are not real refugees since the U.S. IS a safe country. JT sent out the tweet just so he could look better than Trump. He did not care about Canadians, just about how HE looked to the world. Unbelievable.
Identity Attack0.22935481
Insult0.17486192
Profanity0.023721304
Threat0.007262398
Severe Toxicity0.006790161
Low Tox 0.2854835 Constructive 0.529 Policy_Critique
Feb 17, 2026 35 likes LILLEY UNLEASHED: The fall of …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's appalling to see how our beautiful first world country is quickly becoming a gutter. The newcomers these days are the privileged ones. All of us need to speak up, especially those of us immigrants who retain our original accents &/ non-white because our white fellow Canadians are accused of being racist whenever they do (though many could learn to be more eloquent. ie. go back to your country does NOT help)! I see it as my Canadian duty to remind "misbehaving" newcomers the reason they left their country in the first place. ie. You chose Canada for a better life, so why try to change it into the one you left? ie. Help me understand your logic? Why not leave your hate & war at the border; just like normal folks won't bring stinky garbage into their new homes. Life is challenging enough when you uprooted to a new country (especially our unforgiving cold Winter). So, just focus on the positive things in your new country & leave all your miseries behind... ie. Learn to adapt & enjoy your new country. Canada is a great country because of the love & effort of those before you, so now you are the beneficiary. Join the legacy by enhancing this beautiful country & its culture, so you can pass on this century old legacy for later newcomers to enjoy, like you do now. What dignity do you have & what kind of life lessons to your children by bullying your culture & religion into Canada at the expense of other Canadians? This will fracture Canada if everyone does that. Do you want this country to become so fractured & terrible that your descendants have to leave for a better country, like you did? Is that what your religion teaches you? Does it state it's perfectly fine to satisfy all your whims & wishes at the expense of others? Are you striving for Canadians to think badly of your race/culture? Are you being a good ambassador to your race/community/culture/religion? Canadians are so friendly & helpful, if you need help, just ask, please don't demand. Learn the language & it's ok to speak broken/pigeon English with gestures to communicate. No one expects you to be an English scholar; you gain respect for trying. Apply some basic Canadians manners, which goes a long way... Please & Thank You, Smile doesn't cost you anything, besides it's good exercise for your facial muscles. I worked my entire career with the public, I very seldom encounter negative feedback when I do the above. If they get nasty, I tell them that's definitely not the Canadian way to make friends & wish them Good Luck! I also make a point in telling the wealthy ones "Tax Avoidance is legal (I'm more than happy to show them), but Tax Evasion is not! Then reminding them....Canada will be bankrupt eventually if everyone don't pay their fair share of taxes. ie. You may not suffer, but your children/grandchildren will. Worst Case scenario, you didn't get the necessary medical care when you most needed it!!! We should lobby for a mandatory course that all newcomers have to take & PASS a test about Canadian culture & expectations. If they fail, no citizenship for sure! But that would be another hornets nest because our parliament will debate over definition of "Canadian Culture" for decades. Welcome to Canada!😂
Identity Attack0.29798782
Insult0.1669316
Profanity0.028776871
Threat0.008039144
Severe Toxicity0.008392334
Low Tox 0.28547668 Constructive 0.831
Sep 12, 2025 Why Canadians Are Turning Against …
It's your Government's fault issued visa, you should be questioning your Government instead of harassing normal working people. You are jealous we are better at work than you ever will be and yeah people will …
It's your Government's fault issued visa, you should be questioning your Government instead of harassing normal working people. You are jealous we are better at work than you ever will be and yeah people will go where there is oppertunity if you don't want immigrants you shouldn't have gloated about your western bs values.
Identity Attack0.17614605
Insult0.17610447
Profanity0.13697
Threat0.008841781
Severe Toxicity0.009117126
Low Tox 0.2854733 Moderate Con 0.457 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
It will get worse before it gets better. History shows that similar things happened to other countries. Government became corrupted, they pass policies that are insanity. Eventually the people of those countries rose up and …
It will get worse before it gets better. History shows that similar things happened to other countries. Government became corrupted, they pass policies that are insanity. Eventually the people of those countries rose up and overthrew that government by force. Carney, tread carefully. Because Canadians will soon replace despair with anger. And historically, Canadians during war time or backed into a corner, and left with no other option, are vicious.
Identity Attack0.14019285
Insult0.25602314
Profanity0.022696527
Threat0.009411395
Severe Toxicity0.0049972534
Low Tox 0.2854733 Moderate Con 0.482 Fear_Threat
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got …
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got out in 2002. Since the influx of Jeets, our insurance rates have sky rocketed, it’s impossible to get a decent job anywhere because they lie on their resume and scam the system, all while the government is giving them money. They also infect any place/city you want to go to. In 2017 it was a bad time to be in college/university, fast forward to now and how much more our government has imported, all of Ontario is doomed. Hope you went to Singh Hortons while you were here, it used to be good, now you’re lucky if you don’t get sick because of their hygienic standards. The only thing they’re good for is delivering us food when we don’t want to leave our house. The worst part is these people think they’re needed here and think they’re better than us Canadians because the government pushed them here. Useless people that infected and ruined everything we had, the jeet fatigue is real.
Identity Attack0.053399716
Insult0.24171697
Profanity0.07934829
Threat0.009307829
Severe Toxicity0.008506775
Low Tox 0.28425202 Constructive 0.564 Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
It don't matter how you say it... It's plain and simple. Canada let to many criminals and organized crime members into Canada. This is a small part of how they get into countries and take …
It don't matter how you say it... It's plain and simple. Canada let to many criminals and organized crime members into Canada. This is a small part of how they get into countries and take over countries. Wake up and pay attention to the last 10 years history of England, France, Germany etc concerning immigrants coming in and how it changed their Whole Countries.. And NOT FOR THE BETTER!!!Canada will be worse off because no one stands up for Canada's values and history. It's just"sorry, ok you can do that", oh am I infringing on your rights/ beliefs from another country.. Than let me change how everything is done here to accommodate you so you will be happy. Let me take away all the customs Canadians were brought up with because it might offend you. Now, you can take over our country. That's the beginning.
Identity Attack0.22458547
Insult0.21135417
Profanity0.026590679
Threat0.010239923
Severe Toxicity0.010070801
Low Tox 0.28312725 Constructive 0.554
Oct 2, 2025 2 likes IRCC Names India in Study …
We All Need To Unite As One Work Together And Go Back At Trump trudope carney singh arrest them and world gets better 😅😅
We All Need To Unite As One Work Together And Go Back At Trump trudope carney singh arrest them and world gets better 😅😅
Identity Attack0.02128403
Insult0.11464815
Profanity0.035399333
Threat0.1954604
Severe Toxicity0.010986328
Low Tox 0.2820025 Low Con 0.283 Call_To_Action
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Still better than bringing in the Chinese.
Still better than bringing in the Chinese.
Identity Attack0.36702603
Insult0.06794841
Profanity0.028913507
Threat0.014048163
Severe Toxicity0.00957489
Low Tox 0.28087774 Low Con 0.185 Comparative_Framing
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
Dont hate indians , hate those who came here illigally, we pay 8 times more tution fees as canadian pays , we goes and work in those places where its hard to survival in -40*c …
Dont hate indians , hate those who came here illigally, we pay 8 times more tution fees as canadian pays , we goes and work in those places where its hard to survival in -40*c temperatures . So throw those who have bad intentions it could be white, black, brown . But dont hate or taget only one community because that wont solve the problem . Try to create more jobs and make housing affordable and make canada better place to live on. Thanks
Identity Attack0.31307843
Insult0.082372494
Profanity0.028093686
Threat0.010835429
Severe Toxicity0.009841919
Low Tox 0.27975297 Constructive 0.671 Moral_Argument
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa …
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa scam to pocket the money - giving dubious one year diploma which can never give any job skill. Advertising it’s a pathway for citizenship . There are better colleges in India where these visa seekers can never enter due to the standards
Identity Attack0.17769934
Insult0.24928534
Profanity0.040409464
Threat0.008867673
Severe Toxicity0.007896423
Low Tox 0.2786282 Low Con 0.294 Policy_Critique
Sep 28, 2025 IRCC Names India in Study …
5:43 I'm sure that anyone's gonna have a better job then him in his own country
5:43 I'm sure that anyone's gonna have a better job then him in his own country
Identity Attack0.10221587
Insult0.07808672
Profanity0.039657943
Threat0.01254427
Severe Toxicity0.009422302
Low Tox 0.27750343 Moderate Con 0.344 Economic_Argument
Feb 13, 2026 Inside Canada's Indian Invasion...
Conservatives grasping at straws now. What issue can we find that will make Canadians angry. "The illegal asylum seekers are getting better benefits than tax paying Canadians." LMAO
Conservatives grasping at straws now. What issue can we find that will make Canadians angry. "The illegal asylum seekers are getting better benefits than tax paying Canadians." LMAO
Identity Attack0.18313584
Insult0.16766082
Profanity0.044668075
Threat0.009618527
Severe Toxicity0.006828308
Low Tox 0.27750343 Moderate Con 0.31 Humor_Satire
Feb 24, 2026 'We do know that there's …
My parents came to Canada over 30 years ago with employable skills and money to support ourselves. We go through Canadian education system, get Canadian jobs and pay Canadian taxes. We still celebrate our own …
My parents came to Canada over 30 years ago with employable skills and money to support ourselves. We go through Canadian education system, get Canadian jobs and pay Canadian taxes. We still celebrate our own heritage with food and holiday but we do them in our own house. Not sticking into people’s faces. I feel that’s how immigration should be like. Not hordes of illegals and refugees that ruins our society and cost us loads of tax payer dollars. Now with Canada being India land, I’ll have no choice but leave this country eventually, I’ll have no choice but finding a better place to retire.
Identity Attack0.2854555
Insult0.16780703
Profanity0.025634222
Threat0.011275585
Severe Toxicity0.010604858
Low Tox 0.2763787 Constructive 0.708 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I agree with the comments of the immigrant contributors. You come here for a better life, that’s why you left your country. Now that you’re here, you refuse to integrate with this country’s rules and …
I agree with the comments of the immigrant contributors. You come here for a better life, that’s why you left your country. Now that you’re here, you refuse to integrate with this country’s rules and way of life. You bring your religion with you and that fine BUT, practice it in your places of worship and not force it down our throats. Further, don’t try to change our culture by crying foul every time you don’t get your way. The politicians have to change their corrupt ways of cater for a vote and uphold the values, rules and laws of this country…..unfortunately it may be too late. The media is fueling the immigrant hate by not addressing some facts. Facts like these jobs that they want now were looked down upon by the residents as being beneath them. The immigrants took those jobs at minimum wage, dirty menial jobs that you did not want. Now that the job market is almost non-existent, you’re complaining about no jobs. The jobs would have been yours if you didn’t think it was beneath you when it was available. The term that fits is “ snooze, you lose “.
Identity Attack0.18903255
Insult0.24171697
Profanity0.026317406
Threat0.0083886795
Severe Toxicity0.0062179565
Low Tox 0.27525392 Constructive 0.637
Aug 31, 2025 2 likes Why Canadians Are Turning Against …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
I am an immigrant,I never abused the system, never took what was not mine, I worked hard and I am nurse, I waited four years to purchase my dream car and 2 months in, the …
I am an immigrant,I never abused the system, never took what was not mine, I worked hard and I am nurse, I waited four years to purchase my dream car and 2 months in, the person who don’t use road codes or stop light hit my car! I worked hard and I am kind and respectful…. People who steal DAILY gets a slap on their wrist and gets their Canadian citizenship right away. I don’t eat or drink and place my cup on store shelves with clothes that other people are about to purchase. Canada is not safe anymore! All the jobs are going to a set of immigrants who acts like pigs! Driving in the dowtown area, u have to keep your foot on the break because there WILL be about 20 bikes that will ride in front of your car without notice . I work so hard and sometimes it’s so overwhelming, the last time this got to me…. I had to go and take a little vacation…. No I could not afford it but it’s better than getting stressed out because Canada is becoming a 3rd world country!!! There are HONEST people who work so hard and cannot afford anything , not even their rent! WE ARE FED UP, it is not the older immigrants, it is the new ones that are destroying the country and turning it into trash!
Identity Attack0.09741807
Insult0.15698463
Profanity0.060951006
Threat0.2330281
Severe Toxicity0.016383713
Low Tox 0.27525392 Constructive 0.691
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
A student. He is not honest. Canada should deport them. They would not like other people taking over their country. They need better leaders
A student. He is not honest. Canada should deport them. They would not like other people taking over their country. They need better leaders
Identity Attack0.07921951
Insult0.18852992
Profanity0.018324144
Threat0.042662576
Severe Toxicity0.0065612793
Low Tox 0.27412915 Low Con 0.251 Call_To_Action
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like …
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like every other group of immigrants who ever came before them, including those from Europe. The guy at 9:35 got lots of negative comments, but it's clear that he's the typical inspirational immigrant story, coming here, studying and working hard, and eventually achieving his degree, which brings him a better life in a prosperous country, the exact same thing Europeans came to Ellis Island for 100 years ago. And they also created Irish, Italian, Greek, etc. enclaves withing major cities. Also they say Brampton only had 18,000 people 50 years ago, and are upset that now it has 750,000, and all the growth has been from Indians. So then what's the problem? They didn't even displace anyone, they just moved to an area that was previously a small town on the outskirts of Toronto, and is now a major suburb. That growth of suburbs has happened over the last 50 years in every city in North America, from both domestic and immigrant people choosing to settle there. Did you expect a town that close to Toronto to experience zero growth over 50 years?!! While every other suburban area on the continent grows? If so, then you clearly aren't the brightest bulb.
Identity Attack0.2854555
Insult0.1505596
Profanity0.09389619
Threat0.012181788
Severe Toxicity0.012054443
Low Tox 0.27412915 Constructive 0.817
Oct 5, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
(Flees gang violence, applying for Asylum) _ Creates and joins gangs in Canada when they arrive. Becomes liasons for the old gangs they fled from. Their community fears the police... (because back where they are …
(Flees gang violence, applying for Asylum) _ Creates and joins gangs in Canada when they arrive. Becomes liasons for the old gangs they fled from. Their community fears the police... (because back where they are from, the Police is corrupt and works with gangs.) Thus they perpetuate the cycle by not calling out the individuals and help gang-busting units. Canada then starts enabling this. By kid-gloving migrants, non-permanent residents, Visa holders. Judges arent helping either. BAIL, BAIL, BAIL $$$. And thus Crime is imported. Religious extremists call out xyz-phobia. Etc... I was told that my struggles, my hard work. My self-imprivement and all of the trials I got througb are "A priviledge" that I have it better than xyz. And I get demeaned for my skin colour, and that I was born in Canada so I (must have is good) _ right? As a french-Canadian. English Canadians shit on me. As a woman, I get judged as a Tomboy and asked if I'm a Lesbian (no. I just like video games and Cars), and get judged by my skin whenever I claw myself out of a challenge or find some stability and happiness. Colonizer, slaveowner, cracker, priviledged, cooshie, freerider, racist, kkk, nazi. White supremacist, faschist, etc... Its enough to infuriate anyone. And you'd think we got away from being racist. Of using slanderous namecalling. Its depressing.
Identity Attack0.16993292
Insult0.20668297
Profanity0.02344803
Threat0.02803385
Severe Toxicity0.008735657
Low Tox 0.27412915 Constructive 0.648
Aug 25, 2025 Why Canadians Are Turning Against …
If our government would have screen immigrants mybe we wpuld be treated better😢
If our government would have screen immigrants mybe we wpuld be treated better😢
Identity Attack0.07559885
Insult0.0334822
Profanity0.002052616
Threat0.025398882
Severe Toxicity0.000032050873
Low Tox 0.2732999
Dec 11, 2025
People make negative comments because they’re looking at people of non white race and they’re visual presentation Some people of non white race are not migrants just like whites blacks Chinese have fallen on bad …
People make negative comments because they’re looking at people of non white race and they’re visual presentation Some people of non white race are not migrants just like whites blacks Chinese have fallen on bad times and lost they’re way they don’t look so good But these are people that fought for this city when things were better for them so watch your comments because you don’t know a person’s situation
Identity Attack0.30103904
Insult0.08434689
Profanity0.058946952
Threat0.007974415
Severe Toxicity0.009422302
Low Tox 0.27236435 Constructive 0.591
Aug 26, 2025 Why Canadians Are Turning Against …
Smuggling people across the US / Canada border is still defined as "human trafficking" and those people belong in jail, or better off deportation. Patriotic feelings are wearing very thin and these people will be …
Smuggling people across the US / Canada border is still defined as "human trafficking" and those people belong in jail, or better off deportation. Patriotic feelings are wearing very thin and these people will be subjected to beatings very soon. They just don't understand the hate that they are bringing upon themselves.
Identity Attack0.07508347
Insult0.076185785
Profanity0.019622196
Threat0.34804323
Severe Toxicity0.011749268
Low Tox 0.27047762 Moderate Con 0.442 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
It's not enough because you can work 10 hours at 21$ make 210$ pay your tax your left maybe with 140$ pay 15% on any purchase your left with 115$ gas with the large lands …
It's not enough because you can work 10 hours at 21$ make 210$ pay your tax your left maybe with 140$ pay 15% on any purchase your left with 115$ gas with the large lands we have maybe 10$ to 20$ per day because again it's just taxed insurance 500$ per month and rent 1200$ for one room with strangers. 8$ bag of chips 20$+ subway for a fkn sandwich. 10$beer like it's gold. Oh yeah and yesterday I saw eska(water) at 7.50$ plus fee for plastic bottles. Another tax bottles, cans, bags, batteries all taxes like it wasn't enough tax out there. School tax med tax first home welcome tax 5k . There's no better money then fee and tax.credit tax take your money out tax
Identity Attack0.019374741
Insult0.15769513
Profanity0.28593817
Threat0.009696201
Severe Toxicity0.01322045
Low Tox 0.27047762 Constructive 0.691 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …

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.