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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 #}

Comment Explorer

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

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Active: "If Indians thought it was …" 39 comments · Page 1 of 2
Racist son of a ..... I av un- subscribed , ,,,,` grateful to the indians as opposed to the Africans` ,... intelligence level is like down syndrome ` and you put those comments in the …
Racist son of a ..... I av un- subscribed , ,,,,` grateful to the indians as opposed to the Africans` ,... intelligence level is like down syndrome ` and you put those comments in the video ,` here is a thought ,Take your sorry ass back to Europe Tyler ,leave americas for the natives ...idiot
Identity Attack0.55044734
Insult0.7804726
Profanity0.57236236
Threat0.06820184
Severe Toxicity0.45895407
Toxic 0.8988238 Low Con 0.245 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian here. Thanks for doing this video. I thought I was loosing my mind in the last 5 years when all of a sudden all you see is Indian people everywhere….its insane. I hope we …
Canadian here. Thanks for doing this video. I thought I was loosing my mind in the last 5 years when all of a sudden all you see is Indian people everywhere….its insane. I hope we get to revert this or we are way beyond f****d
Identity Attack0.5108175
Insult0.47273466
Profanity0.541926
Threat0.025271246
Severe Toxicity0.16960317
Moderate 0.5972042 Constructive 0.544 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash …
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash was pizza boxs, ice cream wrappers ect. I went out to work at 4:30 and it was a grown ass man walking out oh his house and dumping shit in my truck. I started asking what the hell was he was doing, he started threatning me i told him ill call the cops. Next morning i go out to my truck and almost got run over by a "mysterious" driver. Theyre disgusting people. I saw a giant black blob on the ground, shined a flashlight on it and it was thousands of roaches. They dont pay taxes because they donate their entire check to the temple and the temple cuts them the full check back. Its a huge scam
Identity Attack0.4774257
Insult0.5130944
Profanity0.596623
Threat0.13532294
Severe Toxicity0.20984669
Moderate 0.5885171 Constructive 0.594 Insult Personal_Narrative
Mar 3, 2026 Inside Canada's Indian Invasion...
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
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...
If Indians thought it was their right to kick out the Whites, then it should also be a right for Whites to kick out Indians. Am I missing something here?
If Indians thought it was their right to kick out the Whites, then it should also be a right for Whites to kick out Indians. Am I missing something here?
Identity Attack0.55803186
Insult0.24928534
Profanity0.2258264
Threat0.5195707
Severe Toxicity0.16960317
Moderate 0.4826145 Moderate Con 0.33 Identity Attack Threat Identity_Assertion
Jan 27, 2026 23 likes Inside Canada's Indian Invasion...
BETA MALE DOING THIS REPORTING. Youre scared of an out of shape indian youre going to meet. You do realize that Indian is petrified of us Canadians right? They know where they stand and would …
BETA MALE DOING THIS REPORTING. Youre scared of an out of shape indian youre going to meet. You do realize that Indian is petrified of us Canadians right? They know where they stand and would never take that kind of risk. BISH BOY! What you thought he would do to you, I will literally do to him. I will be calling him and he will be longer in a few days. Cold case!
Identity Attack0.44690517
Insult0.47787863
Profanity0.29209393
Threat0.13178273
Severe Toxicity0.027833538
Moderate 0.47119883 Moderate Con 0.356 Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
I thought the Philippines people was bad because most of them are extremly rude but after the indian influx i gladley accept the Philippines people lol
I thought the Philippines people was bad because most of them are extremly rude but after the indian influx i gladley accept the Philippines people lol
Identity Attack0.50917345
Insult0.40243408
Profanity0.22673377
Threat0.012285355
Severe Toxicity0.023364257
Moderate 0.4575469 Moderate Con 0.395 Identity Attack Identity_Assertion
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
2:24 As an south Indian these North India people is the reason everyone is hated on india bc of hindu religion bs culture and traffic and unhygienic north India streets and delusional people like him. …
2:24 As an south Indian these North India people is the reason everyone is hated on india bc of hindu religion bs culture and traffic and unhygienic north India streets and delusional people like him. If I were ever asked I choose Any European countries over India without thinking a second thought
Identity Attack0.46028158
Insult0.34548226
Profanity0.2600683
Threat0.036149003
Severe Toxicity0.034110364
Moderate 0.4421347 Moderate Con 0.477 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The Philippinos came here en masse and they integrated excellently, the Indians ruined the small cities they did have, crazy we thought we should exponentially boost the Indians not the phillipenos
The Philippinos came here en masse and they integrated excellently, the Indians ruined the small cities they did have, crazy we thought we should exponentially boost the Indians not the phillipenos
Identity Attack0.5051593
Insult0.34032786
Profanity0.21024476
Threat0.038220957
Severe Toxicity0.023364257
Moderate 0.4269174 Moderate Con 0.377 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
i had an old coworker whose US visa ran out so he had to move to canada. i caught up with him and asked him what he thought of canada. his response 'i hate it …
i had an old coworker whose US visa ran out so he had to move to canada. i caught up with him and asked him what he thought of canada. his response 'i hate it here... too many indians" . the funniest part about this whole story is that he is indian himself
Identity Attack0.5135796
Insult0.26957804
Profanity0.12991914
Threat0.010731863
Severe Toxicity0.023076924
Moderate 0.42129645 Constructive 0.541 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The well mannered and actually civilized high IQ Punjabs are the reason why Canada thought letting Indians in was a good idea btw, it's the same thing Canada did in the 80s-00s; they liked Hong …
The well mannered and actually civilized high IQ Punjabs are the reason why Canada thought letting Indians in was a good idea btw, it's the same thing Canada did in the 80s-00s; they liked Hong Kongers and thought letting in piss poor low IQ mainland Chinese was a good idea. Canada never learned anything and never will.
Identity Attack0.4482637
Insult0.4196762
Profanity0.22321637
Threat0.00967031
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.447 Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
I don't think this video is showing us the situation and the reality. I feel that this video is wanting to find the specific things and hateful thoughts about Indians. And I'm not an Indian …
I don't think this video is showing us the situation and the reality. I feel that this video is wanting to find the specific things and hateful thoughts about Indians. And I'm not an Indian and I don't really like Indians.
Identity Attack0.4931391
Insult0.23704576
Profanity0.17334256
Threat0.015774792
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.679 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
⚠️ Freedom of Speech ≠ Freedom of Hate Speech. 1. Do they have any Valid Answer for Why They Hate Indians? 2. Do they have any Logical Explanation for How Indians are Harming People Across …
⚠️ Freedom of Speech ≠ Freedom of Hate Speech. 1. Do they have any Valid Answer for Why They Hate Indians? 2. Do they have any Logical Explanation for How Indians are Harming People Across the World? 📌 The Answer is NO. 👾 Any Negative Action or Thought By An Individual from India ≠ Every or Many Indians' Action or Thought. 👾 Minor Exceptions Do Not Represent Most of the Indians. 🤖 Spreading Hatred Because of a Minor or No Reason is a Sign of Poor Mental Condition or Lack of Proper Education & Awareness. 🇮🇳 India is Much Bigger than Someone's Imagination. 🇮🇳 Being An Indian is a Matter of Pride. 1. India is the World's Largest Democracy. 2. India is One of the World’s Oldest Civilizations. 3. India has the World's Oldest Religion. 4. India is One of the Most Diverse Countries in the World. 5. India is One of the Fastest-growing Major Economies in the World. 6. India is the 4th Largest Economy in the World. 7. India has One of the Fastest-growing Startup Ecosystems in the World. 8. India is the Home to 18% of Total Humanity on Earth. 9. India has One of the Most Influencial Cultural Diversities in the World. 10. India Produces World's 2nd Most STEM (Science, Technology, Engineering & Mathematics) Graduates Every Year. 11. India has One of the Largest Youth Work forces in the World. 12. India has the 2nd Largest Active Military Personnel in the World. 13. India is the 4th Powerful Military in the World. 14. India is the World's Pharmacy that Provides 20% of the World’s Generic Medicines. 15. India is the First Country to Reach Mars Orbit on its First Attempt. 16. India is the First Country to Land near the Moon’s South Pole. 17. Many Scientific & Mathematical Concepts Like Zero, Decimal System, Yoga, Astronomy, Metallurgy were Originated in India. 18. India has the World's Largest Highly Skilled Diaspora across the Countries. 19. India is the CEO Capital of the World leading World's Largest Corporations. 20. India has 3rd Highest Billionaires in the World. 21. About 11% of All the American Unicorn Startups are Co-founded by Indian Origin Citizens. 22. About 10% of Total US Patents are Attributed to the Indian-origin Inventors. 23. About 10% of Total US Physicians are of Indian Origin. 24. Indian Diaspora Contributes more than 5% of Total US Income Taxes Annually. 25. Indian Diaspora Contributes more than 5% of the UK’s Total GDP. 26. About 60% of all Hotels in the United States are Owned By Indian-origin Businessmen. 27. About 40% of all Convenience Stores in the US are Owned By Indian-origins. 28. Indian Origins are the Highest-earning Ethnic Group in the U.S. 29. Indian Diaspora Holds over 300 High-ranking Government Positions Across the Countries. 30. India Survived & Rebuilt itself after Centuries of Foreign Invasions & Colonization. 🤔 Actions of Individuals ≠ Actions of 1.4 Billion Indians.
Identity Attack0.39334553
Insult0.25998658
Profanity0.14313951
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.601 Moral_Argument
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
On the Canadian Government website it labels India as a high risk travel location and cites high rates of sexual assault, terrorism, and elevated crimes against foreigners. Yeah... Lets bring that over here. Many sham …
On the Canadian Government website it labels India as a high risk travel location and cites high rates of sexual assault, terrorism, and elevated crimes against foreigners. Yeah... Lets bring that over here. Many sham schools in India abuse our immigration merit system. What's even worse is that we bring in different groups of people from that region indiscriminately, and they fight each other when they get here too... who would have thought??? Indian people are great, when you actually thoroughly vet them. If you check the numbers given by the Canadian government its insanely disproportionate how many people are immigrating from India relative to other countries.
Identity Attack0.37012735
Insult0.24630153
Profanity0.050429728
Threat0.024580594
Severe Toxicity0.014188796
Moderate 0.3389984 Constructive 0.691 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I walked into a house that I wanted to lease. It was of course rented by Indians and some were still living in there. The owner wanted almost $4k per month. The moment I stepped …
I walked into a house that I wanted to lease. It was of course rented by Indians and some were still living in there. The owner wanted almost $4k per month. The moment I stepped foot inside the house, the stench was so powerful that it nearly made me vomit. I initially thought it was just the entrance, it got progressively worse the further in I went. Bathrooms were unclean, there were stains all over the walls, rotten food around, dirty shoes and clothes thrown all around, damage to just about every corner inside of the house ... I walked out. The next day, I went to see another house on the other side of the city, thinking it's more on the outskirts and it looked slightly better on the outside, same exact situation and I was ironically asked if I was "Indian because I can get a discount on the rent", I walked out. The blatant racism and disrespect was nauseating. I was raised that it's not permissible to exit out of your house dirty let alone not cleaning up after yourself. I was raised to be fluent in both official languages. I'm not seeing any of these norms happening anymore... if anything, it's the complete opposite.
Identity Attack0.32768643
Insult0.24835461
Profanity0.25275812
Threat0.039256934
Severe Toxicity0.023076924
Moderate 0.3302291 Constructive 0.74
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- …
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- totally untrue! If you compare how the anti-immigrant ppl are speaking vs the immigrants you can see which side the hatred is coming from. I like when the Sikh temple leader tells him we see eachother as the same, we are all human- this strongly counters the thoughts ppl have on Indians clinging to their own. Ofc not all think like him
Identity Attack0.31307843
Insult0.113185234
Profanity0.08128801
Threat0.013269233
Severe Toxicity0.010375977
Low Tox 0.27525392 Constructive 0.831
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
They are everywhere I thought my city had a lot of Indians! But Tyler is there a part 2 because what happened at the end ?😂😂😂😂
They are everywhere I thought my city had a lot of Indians! But Tyler is there a part 2 because what happened at the end ?😂😂😂😂
Identity Attack0.28622448
Insult0.06794841
Profanity0.09583591
Threat0.011715741
Severe Toxicity0.013285006
Low Tox 0.27047762 Moderate Con 0.419
Jan 27, 2026 Inside Canada's Indian Invasion...
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on …
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on the internet who lose it on me for no reason at all. The most hateful people i have met online have been canadians. I have talked to american gr0ypers online on platforms like discord and omegle etc... and they've been more respectful, polite and friendly than so called "liberal" canadians. Some of them i even befriended. This is sad. What a sorry state it would be to live in one of these canadians mind. Filled with hate against one particular peoples. All of this hate that i have received will only make me definitely avoid to visit canada at all costs!
Identity Attack0.23998553
Insult0.1640896
Profanity0.055940874
Threat0.008272167
Severe Toxicity0.0074005127
Low Tox 0.25462922 Constructive 0.623 Personal_Narrative
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
😂 Quebec is now the smart province 😂 who would have thought . This needs to go Canada wide enough Indians … there are too many…
😂 Quebec is now the smart province 😂 who would have thought . This needs to go Canada wide enough Indians … there are too many…
Identity Attack0.25309357
Insult0.0811385
Profanity0.025497584
Threat0.0075083673
Severe Toxicity0.007133484
Low Tox 0.2396185 Low Con 0.257 Identity_Assertion
Nov 25, 2025 Quebec Ends Economic Immigration Program …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where I'm coming from when I say this. I wasn't influenced by him finding these fraudulent daycares because this was prior to that. When I went to her house I had to Google maps it. Everybody in Calgary knows the Northeast is all Indian. As a matter of fact I counted how many people I saw that weren't Indian when I was there cuz I thought it was funny. I saw two white people and one Asian in the whole quarter of the city. When I got to her house I said to her why do you have so many businesses around your house it doesn't even make sense and then I showed her the Google maps and there had to be seven or eight daycares a trucking company and a bricklaying company and a drywall company. All of these businesses that don't have signs because I went and looked. These people are doing the same fraud here. This is what's killing our country. Our money is worthless because of them and they are taking all of the homes so homes are unaffordable for Canadians. On top of that they get into management and jobs and only hire their people and don't hire Canadians. We are under attack. It doesn't have to be somebody storming our beaches to attack us. Our country is under attack and we're in denial.
Identity Attack0.17381613
Insult0.100019015
Profanity0.05017922
Threat0.008841781
Severe Toxicity0.0063323975
Low Tox 0.20839658 Constructive 0.826 Fear_Threat
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
I thought that Canada is an Indian country 😂
I thought that Canada is an Indian country 😂
Identity Attack0.27510223
Insult0.06267534
Profanity0.040158957
Threat0.006641001
Severe Toxicity0.006790161
Low Tox 0.2043827 Moderate Con 0.36 Humor_Satire
Dec 24, 2025 IRCC Names India in Study …
seeing a lot of franchises only hiring Indians, I thought canada was supposed to have balanced work forces.
seeing a lot of franchises only hiring Indians, I thought canada was supposed to have balanced work forces.
Identity Attack0.27662867
Insult0.057890166
Profanity0.017367685
Threat0.0071070488
Severe Toxicity0.004310608
Low Tox 0.20242359 Moderate Con 0.313 Economic_Argument
Feb 15, 2026 Inside Canada's Indian Invasion...
It’s sad being a born Canadian and watching the land I love turn into an income battleground. Nobody wants to hire someone with the thought of training. They want people with experience but won’t give …
It’s sad being a born Canadian and watching the land I love turn into an income battleground. Nobody wants to hire someone with the thought of training. They want people with experience but won’t give the experience to those who lived here and need it. They’d rather hire someone from somewhere else that has experience and then fails to follow through as the born and raised person given the opportunity would. The amount I’ve seen white people fight to work and work fighting to keep their job burning themselves out when they’re easily replaceable by someone for a fraction of the cost and needing 3 people in their place since most immigrants are extremely lazy, especially after getting the pr. I’ve watched so many eastern Indians start to work full time. Hardly do anything until they get their card then drop off the map of actual work being done only to move to Ontario. Meanwhile I apply to countless jobs and don’t get one call back in 2 years with experience. Don’t even get me started on housing..
Identity Attack0.21668483
Insult0.06652143
Profanity0.025770858
Threat0.0083886795
Severe Toxicity0.0051498413
Low Tox 0.20195828 Constructive 0.643 Personal_Narrative
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Bro i almost thought this was australia or New zealand with the amount of indians i saw lol. They also use us (new zealand) to gain entry into australia since all you need is to …
Bro i almost thought this was australia or New zealand with the amount of indians i saw lol. They also use us (new zealand) to gain entry into australia since all you need is to be a NZ citizen and no visa required.
Identity Attack0.2308735
Insult0.053791173
Profanity0.066963166
Threat0.0077802283
Severe Toxicity0.006980896
Low Tox 0.19870108 Moderate Con 0.468
Jan 27, 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.