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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: "and a story that the …" 122 comments · Page 1 of 5
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
Identity Attack0.04925346
Insult0.40243408
Profanity0.70864636
Threat0.044925548
Severe Toxicity0.2322463
Toxic 0.75208336 Constructive 0.568 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
India is the most racist country on the planet, they have a caste system for fuck sake but when in other countries they are professionals victims. In Ireland they are creating fake stories of being …
India is the most racist country on the planet, they have a caste system for fuck sake but when in other countries they are professionals victims. In Ireland they are creating fake stories of being attacked
Identity Attack0.6413409
Insult0.5130944
Profanity0.64657205
Threat0.094697006
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.404 Identity Attack Insult
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Kick them all the fk out, end of story, get the fk OUT!!!!!!!!!!
Kick them all the fk out, end of story, get the fk OUT!!!!!!!!!!
Identity Attack0.09162762
Insult0.47357693
Profanity0.54024357
Threat0.5940531
Severe Toxicity0.35368225
Toxic 0.7510937 Low Con 0.157 Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles. Also, my also Indian Mom recently told me about how she could never be left alone in India because there are a lot of "nasty people" over there. And I've heard those horror stories and seen various clips of that, it's insanity. Thank God I was born in the West.
Identity Attack0.57957685
Insult0.5130944
Profanity0.7107322
Threat0.046541955
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.766 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Ngl. I wanted to hear this story but the lady on the left, is one hot piece of a ss ❤❤❤❤ mmmm
Ngl. I wanted to hear this story but the lady on the left, is one hot piece of a ss ❤❤❤❤ mmmm
Identity Attack0.12440576
Insult0.5145894
Profanity0.6242122
Threat0.033386398
Severe Toxicity0.23226003
Toxic 0.7308154 Moderate Con 0.467 Insult
Nov 23, 2025 Thousands of refugees allowed into …
A lot of people (racists) in the video sayin that indian immigrants dont work at all. Bullshit. All the people ik are working their asses off and works multiple jobs. This video is defo showing …
A lot of people (racists) in the video sayin that indian immigrants dont work at all. Bullshit. All the people ik are working their asses off and works multiple jobs. This video is defo showing one side of the story. Immigrants hating on immigrants, such a classic
Identity Attack0.55044734
Insult0.5130944
Profanity0.6321197
Threat0.047835086
Severe Toxicity0.35112193
Toxic 0.7308154 Constructive 0.601 Identity Attack Insult Solidarity
Oct 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why is no one talking about the 2nd part of the story? that shit was INTENSE!!
Why is no one talking about the 2nd part of the story? that shit was INTENSE!!
Identity Attack0.014048826
Insult0.26957804
Profanity0.7888968
Threat0.009618527
Severe Toxicity0.09649272
Toxic 0.7308154 Moderate Con 0.326 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for …
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for a long time until the new ppl started showing up. Aside from that these videos make ppl who lived here for generations also look bad. A sikh solider on 1 stamp and everyone started freaking out without knowing context. Everyday i see ppl blaming the action of 1 person on everyone, culture, and etc. I see ppl actively lying and many ppl actaully believing in jt. These ppl highlight only the bad as the biggest picture leaving out the actual story.
Identity Attack0.40713623
Insult0.5270482
Profanity0.55356324
Threat0.045895394
Severe Toxicity0.35058254
Moderate 0.6544696 Constructive 0.59 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing …
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing in Wendy’s while ordering and waiting for his food. When a white lady and her 8-10 year old son he noticed kept getting really close to him. He said excuse me in trying to keep distsnce as I have a cold and the lady turned to him told him to fuck off and go back to India ☝️ he’s Bahamian 🇧🇸 ☝️ and here is the kicker her SON is also mixed but is darker skinned than my friend and he said in that moment he saw her sons reaction was embarassed and that of being ashamed. We don’t know this woman’s life story but this is a partial snapshot of how frustrated and tired ppl are on top of toxicity ignorance and hatefulness.
Identity Attack0.5135796
Insult0.4339631
Profanity0.57236236
Threat0.100830056
Severe Toxicity0.34981552
Moderate 0.5885171 Constructive 0.74 Identity Attack Personal_Narrative
Aug 28, 2025 4 likes Why Canadians Are Turning Against …
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest …
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest its trudeau who messed it up
Identity Attack0.57150364
Insult0.4962726
Profanity0.33954415
Threat0.05171447
Severe Toxicity0.09649272
Moderate 0.5885171 Low Con 0.279 Identity Attack Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I feel that white guy around 8:21 is not very clever. Afrains at least do not take a lot of power, whilst Indians will manipulate you white guys and treate you as a slave once …
I feel that white guy around 8:21 is not very clever. Afrains at least do not take a lot of power, whilst Indians will manipulate you white guys and treate you as a slave once they become majority, play with your vote system game and maitrise the power. Also, rape is in the gene, read the lizard story. Good luck, anglosaxons.
Identity Attack0.5548181
Insult0.4718924
Profanity0.36230123
Threat0.2836219
Severe Toxicity0.17009245
Moderate 0.55739564 Moderate Con 0.368 Identity Attack Identity_Assertion
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
Find sad people and interview news channels drawing board story cry me a river first deport all Indian
Find sad people and interview news channels drawing board story cry me a river first deport all Indian
Identity Attack0.55044734
Insult0.35333878
Profanity0.17520344
Threat0.34804323
Severe Toxicity0.16233426
Moderate 0.509388 Low Con 0.138 Identity Attack Identity_Assertion
Feb 11, 2026 Canada's tighter immigration policy divides …
Canada 🇨🇦 has gone to 💩. No longer the best country in the world not even close. Sad. The Uber story is so true and if you think the guy driving the 18 wheeler has …
Canada 🇨🇦 has gone to 💩. No longer the best country in the world not even close. Sad. The Uber story is so true and if you think the guy driving the 18 wheeler has a legitimate license or training think again. Totally corrupt.
Identity Attack0.37655997
Insult0.5177041
Profanity0.20700185
Threat0.009230154
Severe Toxicity0.023076924
Moderate 0.509388 Moderate Con 0.381 Insult
Sep 21, 2025 25 likes Inside Canada's Indian Metropolis (Brampton)
The statue is wierd but I bet it has a cool ass story behind it. The Temple looks cool,, relatively speaking. Id break bread with these people.
The statue is wierd but I bet it has a cool ass story behind it. The Temple looks cool,, relatively speaking. Id break bread with these people.
Identity Attack0.052944973
Insult0.24928534
Profanity0.5013569
Threat0.012285355
Severe Toxicity0.023076924
Moderate 0.50503236 Moderate Con 0.443 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
THIS GREAT LAND BELONGS TO THE NATIVES AND THEY THE WHITES KILLED THEM AND STUCK ON RESERVATIONS … please spare me the sobbing story
THIS GREAT LAND BELONGS TO THE NATIVES AND THEY THE WHITES KILLED THEM AND STUCK ON RESERVATIONS … please spare me the sobbing story
Identity Attack0.5274064
Insult0.34392178
Profanity0.16589902
Threat0.34804323
Severe Toxicity0.0394905
Moderate 0.5024724 Moderate Con 0.359 Identity Attack
Sep 10, 2025 Why Canadians Are Turning Against …
An Indian pooped on the floor in my factory bathroom and there was no toilet paper around. TRUE STORY
An Indian pooped on the floor in my factory bathroom and there was no toilet paper around. TRUE STORY
Identity Attack0.4931391
Insult0.36709076
Profanity0.29984993
Threat0.0287245
Severe Toxicity0.055630904
Moderate 0.46982017 Moderate Con 0.358 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Why don't you tell the real story in India they have guys right in the airports selling you fake id and passports to get in to Canada. This is a business to india to come …
Why don't you tell the real story in India they have guys right in the airports selling you fake id and passports to get in to Canada. This is a business to india to come to Canada and scam people not all but most are scammers.
Identity Attack0.38318536
Insult0.5129801
Profanity0.094542764
Threat0.010291707
Severe Toxicity0.017287504
Moderate 0.46716887 Constructive 0.542 Insult Unverified_Claim
Dec 24, 2025 31 likes Deportations From Canada at Their …
Jews, Indians Muslims, Africans, all people Tyler likes to say are bad people and do stories on... what about the white people?.... i think I've realized Tyler might be racist?
Jews, Indians Muslims, Africans, all people Tyler likes to say are bad people and do stories on... what about the white people?.... i think I've realized Tyler might be racist?
Identity Attack0.4931391
Insult0.3388922
Profanity0.096482486
Threat0.010239923
Severe Toxicity0.01896597
Moderate 0.43720075 Moderate Con 0.471 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Whites making up fictional stories about immigrants to cope with the fact that they have been here for generations and still broke lmao.
Whites making up fictional stories about immigrants to cope with the fact that they have been here for generations and still broke lmao.
Identity Attack0.48915586
Insult0.25007802
Profanity0.21781154
Threat0.011922873
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.206 Humor_Satire
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Hoho do i have a story to tell you. I rented out part of my shop to east indians. Cabinet shop. They had 5 guys. Turned out they were all on student visas but they …
Hoho do i have a story to tell you. I rented out part of my shop to east indians. Cabinet shop. They had 5 guys. Turned out they were all on student visas but they worked minday to saturday 10 hours a day. Of course none of them went to school instead they tuned in on their phone online to the school and put the phone doen and continued to work. Then i had enough ans kicked them out. Some of those guys didnt even get paid and their boss was just laughing at them. East indians are just as scammy as they are on the phone. Void all active student visas or make them pay a 100k like under trump.
Identity Attack0.44690517
Insult0.37392882
Profanity0.2268346
Threat0.03649433
Severe Toxicity0.023076924
Moderate 0.3972142 Constructive 0.594
Sep 30, 2025 IRCC Names India in Study …
So the Hindu bloke claims all religions are the same. So why do they have so many statues of different gods. Ganesh the elephant is the most interesting. I guess they forgot why the Sikhs …
So the Hindu bloke claims all religions are the same. So why do they have so many statues of different gods. Ganesh the elephant is the most interesting. I guess they forgot why the Sikhs separated from Hinduism. They have never gotten along in India. The Sikhs were murdered by both Muslims and Hindus. But in America they can sell their BS stories and no one questions. RocaNews just did not ask the right questions.
Identity Attack0.46028158
Insult0.2735258
Profanity0.1413768
Threat0.077831104
Severe Toxicity0.023076924
Moderate 0.3827457 Constructive 0.517 Policy_Critique
Nov 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Sad to see how unintelligent majority off humanity really are so superstitious and do not follow the evidence.. How can you worship sticks and stones and other earthly materials that which you carve with your …
Sad to see how unintelligent majority off humanity really are so superstitious and do not follow the evidence.. How can you worship sticks and stones and other earthly materials that which you carve with your own hands.. Why do they worship that which does not benefit them neither can do any harm to their enemies. You leave the one and only real God Allah who created everything in the heavens and earth and worship that which depends on your own hands or tounge(superstitious stories). Please wake up and stop worshipping idols stop following blindly like blind sheep your forefathers and ancestors. They were not educated neither they were guided.. this generation is more educated and have more access to real knowledge will You Still Believe milk is green just because your ancestors used to believe that reminds me of the following verses of the Holy Quran وَإِذَا قِيلَ لَهُمُ اتَّبِعُوا مَا أَنْزَلَ اللَّهُ قَالُوا بَلْ نَتَّبِعُ مَا أَلْفَيْنَا عَلَيْهِ آبَاءَنَا ۗ أَوَلَوْ كَانَ آبَاؤُهُمْ لَا يَعْقِلُونَ شَيْئًا وَلَا يَهْتَدُونَ When it is said to them: \\Follow what Allah has sent down.\\" They say: \\"Nay! We shall follow what we found our fathers following.\\" (Would they do that!) Even though their fathers did not understand anything nor were they guided? (Al-Baqarah 2:170)" وَمَثَلُ الَّذِينَ كَفَرُوا كَمَثَلِ الَّذِي يَنْعِقُ بِمَا لَا يَسْمَعُ إِلَّا دُعَاءً وَنِدَاءً ۚ صُمٌّ بُكْمٌ عُمْيٌ فَهُمْ لَا يَعْقِلُونَ And the example of those who disbelieve, is as that of him who shouts to the (flock of sheep) that hears nothing but calls and cries. (They are) deaf, dumb and blind. So they do not understand. (Al-Baqarah 2:171) And another place in Quran (sura ambia (prophets) /) Ibrahim (Abraham) asked the idol worshippers.... 52. When he said to his father and his people: "What are these images, to which you are devoted?" 53. They said:"We found our fathers worshipping them." 54. He said: "Indeed you and your fathers have been in manifest error." 55. They said: "Have you brought us the truth, or are you one of those who play about?" 56. He said: "Nay, your Lord is the Lord of the heavens and the earth, Who created them and of that I am one of the witnesses. 57. "And by Allah, I shall plot a plan (to destroy) your idols after you have gone away and turned your backs." 58. So he broke them to pieces, (all) except the biggest of them, that they might turn to it. 59. They said: "Who has done this to our aliha (gods)? He must indeed be one of the wrong-doers." 60. They said: "We heard a young man talking (against) them who is called Ibrahim (Abraham)." 61. They said: "Then bring him before the eyes of the people, that they may testify." 62. They said: "Are you the one who has done this to our gods, O Ibrahim (Abraham)?" 63. [Ibrahim (Abraham)] said: "Nay, this one, the biggest of them (idols) did it. Ask them, if they can speak!" 64. So they turned to themselves and said: "Verily, you are the Zalimun (polytheists and wrong-doers)." 65. Then they turned to themselves (their first thought and said): "Indeed you [Ibrahim (Abraham)] know well that these (idols) speak not!" 66. [Ibrahim (Abraham)] said: "Do you then worship besides Allah, things that can neither profit you, nor harm you? 67. "Fie upon you, and upon that which you worship besides Allah! Have you then no sense?" I pray to the true one and only God Allah guides us all. Ameen Love and Peace... Just to let the unintelligent Haters know , I do not come back to my comments I just write and move on and wish the BEST🌹
Identity Attack0.30103904
Insult0.39743927
Profanity0.07191269
Threat0.009981008
Severe Toxicity0.016319158
Moderate 0.37751234 Constructive 0.531
Jan 21, 2026 Inside Canada's Indian Metropolis (Brampton)

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.