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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: "No kidding this is what …" 314 comments · Page 3 of 13
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
*Migrants are attacking White kids everywhere it's time to fight back*
*Migrants are attacking White kids everywhere it's time to fight back*
Identity Attack0.55044734
Insult0.24424846
Profanity0.1765991
Threat0.34804323
Severe Toxicity0.02453801
Moderate 0.47323486 Moderate Con 0.318 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Everybody complains about white people but everybody wants to live near them 😂 I am middle eastern and admit I only want to raise my kids in a nice white neighborhood, not Indian, Chinese, Hispanic, …
Everybody complains about white people but everybody wants to live near them 😂 I am middle eastern and admit I only want to raise my kids in a nice white neighborhood, not Indian, Chinese, Hispanic, or African.
Identity Attack0.55044734
Insult0.29855028
Profanity0.22663295
Threat0.010628296
Severe Toxicity0.035007052
Moderate 0.47323486 Moderate Con 0.479 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m sure it’s not Canadian culture but welcome hello but yes liars I was so embarrassed by a tfw ya that’s foreign workers to ask for a job imagine ur kids
I’m sure it’s not Canadian culture but welcome hello but yes liars I was so embarrassed by a tfw ya that’s foreign workers to ask for a job imagine ur kids
Identity Attack0.28034934
Insult0.5130944
Profanity0.08064143
Threat0.007857903
Severe Toxicity0.015350811
Moderate 0.47119883 Moderate Con 0.453 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
The truth about why the driving sucks. The government has hired a bunch on Indian immigrants to run our version of the “dmv” and they issue other Indians full licenses without ever doing the written …
The truth about why the driving sucks. The government has hired a bunch on Indian immigrants to run our version of the “dmv” and they issue other Indians full licenses without ever doing the written driving test or practical driving test. So they get real licenses without ever being tested or having to practice with a full licensed driver for 9 month to a year before getting their G2 which is the middle license after a G2 and 5 years you then do another driving test and get you G license (specific to Ontario). They just walk in pay and leave with a G license. The other corrupt part of this is the licenses issuers have a quota of fails to hit every day and because they pass all the Indians they fail the white kids and adults to meet their quota. We actively avoid getting our licenses at heavily Indian populated areas to avoid being failed solely because we are white and they need to meet their quota. This is becoming increasingly more difficult as the government continues to bring in an unsustainable number of Indian immigrants
Identity Attack0.40713623
Insult0.45135358
Profanity0.36230123
Threat0.011638066
Severe Toxicity0.023880709
Moderate 0.46716887 Constructive 0.521
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and …
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and Canada won't become Indian just because there are Indiana people in Canada I bet native people dint want Canada to become like england oh that's racist but its not when it's said about Indian people right And they moved away from Indian because Indian at lest in the video I see you don't live you survive so why would they not move to a better country so they can live and there kids can live
Identity Attack0.48915586
Insult0.42743355
Profanity0.2317999
Threat0.025443908
Severe Toxicity0.044870634
Moderate 0.45757914 Constructive 0.597 Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
If white Canadians or Natives make Enough kids everyone have 3 kids then our government don't need that many immigrants from india but They don't have enough Children They are busy in Drugs Alcohol women …
If white Canadians or Natives make Enough kids everyone have 3 kids then our government don't need that many immigrants from india but They don't have enough Children They are busy in Drugs Alcohol women Gambling driving cars Here we are
Identity Attack0.5135796
Insult0.38852
Profanity0.060951006
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.4574824 Moderate Con 0.314 Identity Attack Identity_Assertion
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
I will never ever understand why white people are responsable for others problems. Indian are making a lot of kids than they send them into white countries as ” students ”. Like this every white …
I will never ever understand why white people are responsable for others problems. Indian are making a lot of kids than they send them into white countries as ” students ”. Like this every white country fall, one by one. Neo marxism is destroying EU right now as well. Those white leaders from many countries now are just a bounch of nobodies.
Identity Attack0.5135796
Insult0.38406035
Profanity0.19770569
Threat0.03304107
Severe Toxicity0.023076924
Moderate 0.45703048 Moderate Con 0.351 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You know who is having kids? Immigrants. Say bye bye white and black people..we are being erased as we speak.
You know who is having kids? Immigrants. Say bye bye white and black people..we are being erased as we speak.
Identity Attack0.5485698
Insult0.28586254
Profanity0.10611444
Threat0.05171447
Severe Toxicity0.023076924
Moderate 0.45396814 Moderate Con 0.361 Identity Attack Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
I remember when I was in high school living in Toronto a bunch of Indians tried bullying us white kids lmao called themselves browntown
I remember when I was in high school living in Toronto a bunch of Indians tried bullying us white kids lmao called themselves browntown
Identity Attack0.5135796
Insult0.34203702
Profanity0.27005023
Threat0.044278983
Severe Toxicity0.023880709
Moderate 0.44933176 Moderate Con 0.41 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
i came to canada in 2009 and worked 3 jobs at one point, it made me mad that they are getting government assistant but as im watching this video, many are working, and supporting others …
i came to canada in 2009 and worked 3 jobs at one point, it made me mad that they are getting government assistant but as im watching this video, many are working, and supporting others around them, i gotta agree that in whte society, if someone makes it they take care of the wife and kids, while in other culture they are taking care of the whole fking street. unity is missing in white society.
Identity Attack0.44690517
Insult0.3470427
Profanity0.44431314
Threat0.010938995
Severe Toxicity0.02383376
Moderate 0.44573322 Constructive 0.682
Dec 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Usually when you're colonized it's by a superior race or culture lol this is the opposite of that. Even 30 years ago Brampton was known as Bramladesh. However in the 80's and 90's the Indians …
Usually when you're colonized it's by a superior race or culture lol this is the opposite of that. Even 30 years ago Brampton was known as Bramladesh. However in the 80's and 90's the Indians that immigrated here were great and for the most part fit in and their kids became great Canadians who contributed to the country. This latest flood of them has been awful. TLDR: Canada has become a dumping ground for the worlds trash and unwanted in the last 5 years with no standards or background checks done. Canada just seeks bodies.
Identity Attack0.44690517
Insult0.47384647
Profanity0.17706433
Threat0.009463178
Severe Toxicity0.023076924
Moderate 0.44039994 Constructive 0.608
Jan 27, 2026 Inside Canada's Indian Invasion...
At surface level, people can call it what it is, but the reality is the western woman doesn’t have sex anymore and if she does, she bears no children the nuclear family has been destroyed, …
At surface level, people can call it what it is, but the reality is the western woman doesn’t have sex anymore and if she does, she bears no children the nuclear family has been destroyed, so we’re being replaced by people that actually enjoy having families not left-wing parasites as a Canadian, who was born here I regret that we have fallen, but it’s the reality western women don’t have kids anymore It’s all about them.
Identity Attack0.38223284
Insult0.46774593
Profanity0.17706433
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.43965456 Moderate Con 0.458 Fear_Threat
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
This is a sad reality! For whom? Those whites who don’t wanna work and consume drugs or corrupt politicians who allowed illegal immigrants for money? Or couple in west who don’t do kids anymore for …
This is a sad reality! For whom? Those whites who don’t wanna work and consume drugs or corrupt politicians who allowed illegal immigrants for money? Or couple in west who don’t do kids anymore for the sake of freedom?
Identity Attack0.48949075
Insult0.37506318
Profanity0.0715894
Threat0.010239923
Severe Toxicity0.018449519
Moderate 0.43965456 Moderate Con 0.308
Oct 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
No one really talks to me at work because I'm usually the only English speaking Canadian. Thankfully I found atleast this part time job that treat me great. But 28-31 hrs a week really doesn't …
No one really talks to me at work because I'm usually the only English speaking Canadian. Thankfully I found atleast this part time job that treat me great. But 28-31 hrs a week really doesn't do shit with a kid let alone if I was just myself
Identity Attack0.06431354
Insult0.18728738
Profanity0.5381406
Threat0.008039144
Severe Toxicity0.022710243
Moderate 0.4394682 Constructive 0.707 Personal_Narrative
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Years ago; here in Albany NY,car were told how cool it would be to get so many new cultures here after the Nano college opens. Lol. Now, we are inundated with rude and entitled illegals …
Years ago; here in Albany NY,car were told how cool it would be to get so many new cultures here after the Nano college opens. Lol. Now, we are inundated with rude and entitled illegals from all over the world. They're not leaving. They don't care what Trump says. This is a very liberal area, they feel safe here while they take all of the jobs and live off from the system. Thank you woksters. You ruined the last few years of my life. The kids? The kids are screwed and our system has them programmed and brainwashed.
Identity Attack0.29188538
Insult0.47384647
Profanity0.28708664
Threat0.012233571
Severe Toxicity0.023076924
Moderate 0.4394682 Constructive 0.508 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 1. **Ras Leela with married women** Bhagavata Purana 10.33.27 Krishna danced with married Gopis in the forest at night. Even though they left their husbands, the scripture says: Whatever Krishna does is pure, …
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 1. **Ras Leela with married women** Bhagavata Purana 10.33.27 Krishna danced with married Gopis in the forest at night. Even though they left their husbands, the scripture says: Whatever Krishna does is pure, even if He plays with others’ wives. 🛑 Normalizes adultery under divine excuse. 🩲 2. **Stealing clothes and watching girls naked** Bhagavata Purana 10.22.1 to 10.22.28 Krishna hides the clothes of young bathing girls, climbs a tree, and watches them come out of the river **naked with hands raised**. He says it’s a test of their devotion. 😳 Highly inappropriate by any ethical standard. 💍 3. **Sex with 16,000 women** Bhagavata Purana 10.59.42 After killing Narakasura, Krishna takes 16,000 captive women as wives. He is said to live with them all by creating multiple forms of himself. ⚠️ Glorifies mass polygamy and male domination. 🧈 4. **Stealing butter and lying about it** Bhagavata Purana 10.8 to 10.11 Krishna frequently steals butter from villagers and breaks their pots. Even when caught, he lies and charms his way out. 😂 Presented as playful, but glorifies theft and dishonesty. 🔪 5. **Killing Ekalavya, a tribal archer** Mahabharata, Adi Parva and Bhagavata Purana 10.52.31 Ekalavya, a low-caste boy, learns archery on his own. Drona cuts off his thumb. Later Krishna kills him, calling him unrighteous. 🚫 Reinforces caste violence against talented lower-caste individuals. 📿 6. **Supports caste system in Gita** Bhagavad Gita 4.13 Krishna says: I created the four varnas (castes) based on qualities and actions. Although interpreted philosophically, this verse was used for centuries to enforce caste discrimination. 📛 Justifies systemic social inequality. 🗣️ 7. **Killing Shishupala for verbal insults** Mahabharata, Sabha Parva During a royal ceremony, Shishupala mocks Krishna. Krishna responds by using his chakra to **behead him publicly**. 🧠 Kills someone for speech — raises moral concerns. #rama Unethical, Weird ❌🚩🚩🚩🚩👺🚩🚩❤🚩🚩🚩🚩🚩🚩🚩 Acts of Rama in Ramayana These are all from mainstream Valmiki Ramayana or well-known regional versions. 1. 💔 Banishing Sita While Pregnant — Based on Gossip Rama sends Sita to the forest alone while she is pregnant, based on a washerman’s comment about her “purity.” 🕉️ Uttara Kanda, Valmiki Ramayana “A ruler must be free from blame. I banish you to uphold my people’s trust.” Comment: Seriously? Gossip over your wife? This is not ideal leadership or love — it’s cruel and cowardly. 2. ⚔️ Killing Shambuka the Shudra for Doing Tapas Rama beheads a Shudra ascetic just because he was doing penance in the forest, which “violated dharma.” 🕉️ Uttara Kanda, Ramayana “By performing penance, the Shudra threatens the cosmic order. He must die.” Comment: Casteist horror. What kind of god kills someone for meditating? 3. 🐒 Making Monkeys Fight His War Instead of asking help from humans, Rama uses an army of monkeys (Vanaras) — like Hanuman, Sugreeva, etc. 🔹 Comment: Literal monkey business. Why use animals for war instead of diplomacy? Slaying Vali Unfairly from Behind a Tree Rama hides and shoots Vali from behind while he's fighting someone else (Sugreeva). 🕉️ Kishkindha Kanda “A king can kill from hiding when dharma is at stake.” 🔹 Comment: That’s just sneaky and cowardly, not heroic. 🔥 Asking Sita to Do Agni Pariksha (Fire Test) After rescuing her from Ravana, Rama demands she walk through fire to prove her purity. 🕉️ Yuddha Kanda, Valmiki Ramayana “I rescued you for honor, not for love. Prove your chastity.” 🔹 Comment: Toxic masculinity. Instead of comforting her, he humiliates her. Never Defending Sita Against Critics He allows society to question Sita again and again, never confronting the toxic moral policing. 🔹 Comment: Doesn’t defend his wife. Silent when he should speak. 7. 🪦 Abandoning His Children in Forest His twin sons, Lava and Kusha, are born and raised without knowing who their father is. 🔹 Comment: A father who abandons family, then fights his own sons without knowing. Blind Obedience to Dharma, No Compassion Rama is shown as a king who follows “Rajdharma” even when it destroys his personal life. 🔹 Comment: Robot-like morality — no real humanity or emotion. ❓🤔 So… Why the “Jai Shri Ram” Hype? Originally a devotional phrase, “Jai Shri Ram” has now become: 🚩 1. Political Slogan (Not JustReligious) Widely used by Hindutva groups (like RSS, Bajrang Dal, etc.) Chanted during hate crimes, riots, and lynchings Used to assert Hindu supremacy, not peace or devotion Brainwashed Symbolism Kids in schools, people on streets forced to chant it Becomes reflex rather than real devotion 🔊 3. Used in Intimidation Many victims of hate attacks in India were forced to chant “Jai Shri Ram” before being beaten or killed. 🔹 Example: Tabrez (Jharkhand), 2019 🔹 Example: Delhi Riots, 2020 Fake Masculinity & Heroism Rama is projected as “Hindu warrior king” — even though real Ramayana presents him as soft, conflicted, and Fake Masculinity & Heroism Rama is projected as “Hindu warrior king” — even though real Ramayana presents him as soft, conflicted, and emotional The aggressive macho image is fake propaganda
Identity Attack0.43256098
Insult0.36798462
Profanity0.33453682
Threat0.13815513
Severe Toxicity0.34927294
Moderate 0.43720075 Constructive 0.558 Advertisement_Spam
Oct 2, 2025 1 likes IRCC Names India in Study …
That's nice many cities should be taken up by non-whites anyways they do less kids
That's nice many cities should be taken up by non-whites anyways they do less kids
Identity Attack0.5135796
Insult0.24928534
Profanity0.17803068
Threat0.045895394
Severe Toxicity0.023199933
Moderate 0.43475235 Moderate Con 0.341 Identity Attack
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Muslims dont want to work..just keep having kids.
Muslims dont want to work..just keep having kids.
Identity Attack0.48949075
Insult0.25404143
Profanity0.10611444
Threat0.012181788
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.156
Jun 21, 2019 2 likes How much do refugees and …
Please come to Ireland we are absolutely over run here it’s ridiculous at this stage. They live in their little community. They don’t mix with the Irish and openly tell their children not to mix …
Please come to Ireland we are absolutely over run here it’s ridiculous at this stage. They live in their little community. They don’t mix with the Irish and openly tell their children not to mix with Irish kids.
Identity Attack0.44690517
Insult0.38406035
Profanity0.22592722
Threat0.011353259
Severe Toxicity0.022710243
Moderate 0.4269174 Constructive 0.551 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
You can cut immigration all you want, it's not going to make Canadian kids any less lazy.
You can cut immigration all you want, it's not going to make Canadian kids any less lazy.
Identity Attack0.38200524
Insult0.45135358
Profanity0.052934792
Threat0.017156094
Severe Toxicity0.01393057
Moderate 0.4269174 Low Con 0.267
Jan 3, 2026 New rules, regulations take effect …
5:20 "grape isnt against their culture" is false. this is a MAN issue. men dont find it a problem to violate women and they barely get any punishment for it. look at the files recently …
5:20 "grape isnt against their culture" is false. this is a MAN issue. men dont find it a problem to violate women and they barely get any punishment for it. look at the files recently published by the fbi. you got every type of coloured man hurting kids and women.
Identity Attack0.47178617
Insult0.26957804
Profanity0.15107171
Threat0.29205206
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.427 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
I came to Canada 20 yrs ago as a skilled worker. Brought a lot of money , pass ielts with 8.5 bands even learn French . I was a software engineer . Got a job …
I came to Canada 20 yrs ago as a skilled worker. Brought a lot of money , pass ielts with 8.5 bands even learn French . I was a software engineer . Got a job paid all taxes here . Learn and respect Canadian culture adopt it . Upgrade my education to masters in AI . Now I can’t get a job coz Indian support Indian . And Pakistani prefer Canadian over Pakistani . No job on merit and skill ? Found out many dumb ppl got job even they are not citizens ? How come ? Coz they have reference ? I came to Canada for my kids better future now Canada is being taken over by one culture and I really don’t like this . Crimes are increasing , schools are over crowded , health system is exhausted . They should do something otherwise after 10 yrs when our kids grew up Canada won’t be same as it was when we came
Identity Attack0.37507164
Insult0.47630358
Profanity0.15283443
Threat0.010239923
Severe Toxicity0.017868511
Moderate 0.4269174 Constructive 0.631 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I’m live in a tent surrounded by junkies harassed daily by rich immigrants that look at me like dog meat,profiled by security guards in turbans,even the homeless shelters hire them everyday is a slap in …
I’m live in a tent surrounded by junkies harassed daily by rich immigrants that look at me like dog meat,profiled by security guards in turbans,even the homeless shelters hire them everyday is a slap in the face.our political leaders are more worried about gay pride than division of labour and resources.we need to get our kids off drugs not give them more reasons to quit life.i wish I had video of the entitled Hindu that lectured me on Brit’s in India 70yrs before he was born it’s okay to crap on British colonization but you can’t crap on them for flooding into Europe and North America because that’s racist. What do I get when I go to India? Delhi belly or pickpocketed. Maybe if we send Walmart,Tim hortons, ,McDonald’s to India and go back to mom and pop shops. Ask them how they feel about gay pride than,do they get to drive out the muslims like they did when the Brit’s left? That’s why Pakistani exists,we just expect them to drop their bullshit when they move here.ive slept in a tent next to a war memorial and was routinely woken up by free palatstine and other bullshit protests that those soldiers did not fight for
Identity Attack0.458714
Insult0.42567953
Profanity0.19893537
Threat0.13815513
Severe Toxicity0.024772761
Moderate 0.4269174 Constructive 0.618 Personal_Narrative
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Your last question basically points to how racist you are yourself. It's the same question I bet aboriginals ask about how whites over populated the 'Hammmericas' and turned it into a Eurocentric place. We still …
Your last question basically points to how racist you are yourself. It's the same question I bet aboriginals ask about how whites over populated the 'Hammmericas' and turned it into a Eurocentric place. We still ask that question, remember I came here as a kid and got to observe all of this bs in this country.
Identity Attack0.44690517
Insult0.40243408
Profanity0.20808282
Threat0.008375733
Severe Toxicity0.02116089
Moderate 0.4269174 Constructive 0.616 Identity_Assertion
Sep 28, 2025 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.