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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

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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: "We understand. We live just …" 59 comments · Page 1 of 3
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking …
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking seperatist politics out of Canada. To be clear, you (one of the documentarians) was adorned with a pro Indian seperatist headwrap with a the Khalistani yellow and the symbol of swords. (12:00) You've just shown support for what is defined as a terrorist organization by many countries in the world, except Canada.
Identity Attack0.55044734
Insult0.5588244
Profanity0.6242122
Threat0.08089764
Severe Toxicity0.34993178
Moderate 0.6611249 Constructive 0.604 Identity Attack Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
Identity Attack0.50125694
Insult0.6407567
Profanity0.14666493
Threat0.011275585
Severe Toxicity0.023246882
Moderate 0.60311776 Moderate Con 0.331 Identity Attack Insult Identity_Assertion
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean …
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean imagine this happened to India, prolly Indians would react the same or even worst than that. And on top of that, some Khalistani terrorists are set free in Canada.
Identity Attack0.5203519
Insult0.48313886
Profanity0.5318404
Threat0.025443908
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.589 Identity Attack Personal_Narrative
Feb 11, 2026 Inside Canada's Indian Invasion...
Can’t drive if you can’t understand the language or road sings 😮😮😮😮😮😮😮😮 wtf 🤬 people drink and drive and never drive again and kill no one 🎉🎉🎉🎉🎉🎉🎉😂😂😂😂😂😂😂😂😂 lives here my hole life never thought about …
Can’t drive if you can’t understand the language or road sings 😮😮😮😮😮😮😮😮 wtf 🤬 people drink and drive and never drive again and kill no one 🎉🎉🎉🎉🎉🎉🎉😂😂😂😂😂😂😂😂😂 lives here my hole life never thought about killing someone but I talk my way out of it daily now 😢😢😢😢😢😢😢😢😢
Identity Attack0.04332388
Insult0.24424846
Profanity0.36302176
Threat0.38897106
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.389 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
Identity Attack0.6649212
Insult0.42367843
Profanity0.16869035
Threat0.012906751
Severe Toxicity0.038593806
Moderate 0.56269526 Moderate Con 0.401 Identity Attack Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
This is crazy. I am an Indian, and I fail to understand why so many Indians choose to live in other countries. For money? Don't they have any self respect or dignity? It us true …
This is crazy. I am an Indian, and I fail to understand why so many Indians choose to live in other countries. For money? Don't they have any self respect or dignity? It us true that Germans, Irish, Italians etc did migrate to USA en masse, but they did it out of desperation, to avoid famines. Indians must understand, western people despise the fact that so many Indians living in their countries. They don't like you. They why? Come back to your motherland, and serve the nation.
Identity Attack0.46028158
Insult0.41767508
Profanity0.1696208
Threat0.019055385
Severe Toxicity0.023076924
Moderate 0.46716887 Constructive 0.652
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Imagine if this same interview happened back 500 years ago, when people actually asked native Canadians about white man's immigration! On thier land, humans do migration for a better living, it called globalization, those who …
Imagine if this same interview happened back 500 years ago, when people actually asked native Canadians about white man's immigration! On thier land, humans do migration for a better living, it called globalization, those who don't understand this are not just uneducated, but also have a disgusting mindset, who only judge people based on their skin color!
Identity Attack0.41975367
Insult0.45135358
Profanity0.07514556
Threat0.008789998
Severe Toxicity0.017287504
Moderate 0.42985553 Constructive 0.601 Moral_Argument
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
i doesn't understand why these white candian gets offended by the Indian origin people like these whites were also immigrants to Canada they just conquered the Canada and just wiped out the indigenous people and …
i doesn't understand why these white candian gets offended by the Indian origin people like these whites were also immigrants to Canada they just conquered the Canada and just wiped out the indigenous people and now behaving like they are living there for generations
Identity Attack0.5135796
Insult0.2838064
Profanity0.09775851
Threat0.039947584
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.539 Identity Attack Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
What a disgrace. Multiculturalism is a failed experiment. We CANNOT turn Canada into India 2.0 The Sikh at 12:30 saying we all live in the same world to justify mass migration doesn't understand that that …
What a disgrace. Multiculturalism is a failed experiment. We CANNOT turn Canada into India 2.0 The Sikh at 12:30 saying we all live in the same world to justify mass migration doesn't understand that that sentiment of universalism is only applied to white countries and it is destroying OUR White culture. And different races are not just about skin color, it's also about culture and IQ levels. Indians with their low racial IQs bring a lot of problems. The man says that color doesn't matter, but Indians care about color. That's why they only hire Indians and discriminate on Whites and other races. Indians are in fact the most racist people in the world. Ignoring race only promotes multiculturalism and that promotes White genocide. Human beings are racial and we should accept it. All immigrants need to understand that they need to STAY home and build a better life for themselves AT home. Not running away to White nations to impose themselves racially, culturally and spiritually. Multiculturalism is White genocide. It destroys US, it destroys OUR homes and our cultures. Our nations need to be 90-95% White and we should only allow those people that truly want to assimilate and leave their cultures behind.
Identity Attack0.46028158
Insult0.38852
Profanity0.085167445
Threat0.012233571
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.57 Fear_Threat
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons …
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons is a lil ignorant tho, intelligence may be an issue but I’d say the bigger issue is customer service , communication, understanding and laziness. Cannot be bothered to do their job correctly or maintain a comprehension level higher than a kindergarten student. It’s soooooo problematic.
Identity Attack0.30256465
Insult0.4534306
Profanity0.04892669
Threat0.006874025
Severe Toxicity0.011444092
Moderate 0.40336934 Constructive 0.52 Policy_Critique
Jan 30, 2026 2 likes Inside Canada's Indian Invasion...
People are literally leaving the US trying to get to Canada because of trump, and your claim is that people are using Canada as a sneaky way into the states? I'm not sure you understand …
People are literally leaving the US trying to get to Canada because of trump, and your claim is that people are using Canada as a sneaky way into the states? I'm not sure you understand what happening right now. No one in Canada (except maybe Albertans) want to live in your fascist dictatorship.
Identity Attack0.19100772
Insult0.40243408
Profanity0.027410502
Threat0.0070164283
Severe Toxicity0.007972717
Moderate 0.37751234 Constructive 0.507 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian government needs to be filled with only white and indigenous politicians. No outsiders your family must have lived in canada for 4 generations, that way they shoupd fully understand how and what canadians want …
Canadian government needs to be filled with only white and indigenous politicians. No outsiders your family must have lived in canada for 4 generations, that way they shoupd fully understand how and what canadians want and need. Plain and simple. I dont see white canadians or amaricans as politicians in any other country! Its all their own people! India, Pakistan, China and so on. Canada needs to stand strong against outsiders and new comers who think their coming here to bring there BS
Identity Attack0.43256098
Insult0.24928534
Profanity0.108590275
Threat0.010628296
Severe Toxicity0.017416617
Moderate 0.37340668 Constructive 0.522
Oct 12, 2025 IRCC Names India in Study …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
What problem do you have with Indians living there? You guys are from Europe yourself. White people, and people from all over the world are coming to Canada because Canada was a vacant lot. It's …
What problem do you have with Indians living there? You guys are from Europe yourself. White people, and people from all over the world are coming to Canada because Canada was a vacant lot. It's not anyone's land. There are no native inhabitants there. Understand?😮😮😮😮😮😮😮
Identity Attack0.38215697
Insult0.12521741
Profanity0.035148825
Threat0.007068211
Severe Toxicity0.011672974
Moderate 0.3389984 Moderate Con 0.378 Moral_Argument
Mar 3, 2026 1 likes Inside Canada's Indian Invasion...
this is my understanding from London, lived in surrey, Langley and vancouver, its the immigrants who are the most pissed off. my friend from bc he is from fiji and it was so hard for …
this is my understanding from London, lived in surrey, Langley and vancouver, its the immigrants who are the most pissed off. my friend from bc he is from fiji and it was so hard for him to get here all the tests and what not, then to get his wife in took him 7 yrs then Trudeau opens the flood gates but not to normal immigrants but to people seeking asylum, by the tens of thousands halting regular immigration.
Identity Attack0.2839175
Insult0.2838064
Profanity0.17803068
Threat0.009618527
Severe Toxicity0.015415368
Moderate 0.3375374 Constructive 0.798
Sep 18, 2025 13 likes Inside Canada's Indian Metropolis (Brampton)
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it …
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it for you) my daughter got hired at Tim's ( cpl years back) the ONLY reason she got a second interview is because her first name can be easy Indian or Irish. They were calling her up she's standing there they couldn't understand how a white girl got hired. It's not ok. Even the non extreme ones do sympathize with extremist acts of terror on Christians. 70% have admitted this. When you listen to the news, 99% of the crimes - violent, assault, home invasions, women set ablaze on the subway... EVERY NAME IS NOT CANADIAN!!! sorry if you break the law , federal violent crimes or fraud GET THE F.O 5 years ago 1 store was bought by that group of people.... Within a year they were everywhere, and how they get to buy homes or business? Cuz they cheat the system. Living 20 in an apartment, running transports 24/7 letting unlicensed family members drive while they rest they cut open the seat to poop out the bottom while still clocking Kilometers while the Canadian guy follows rules. They undercut job prices safety is absent. We are getting outnumbered when we have paid into the system out whole lives. They come here get a welfare check get housing get all the cra benefits they never paid a dime into. It's bullshit we aren't happy and they gotta go Educational purposes only Entertainment purposes only
Identity Attack0.38176915
Insult0.24630153
Profanity0.08775374
Threat0.011249693
Severe Toxicity0.015286255
Moderate 0.33504707 Constructive 0.668
Jan 27, 2026 Inside Canada's Indian Invasion...
Air India Flight 182 and 1985 Narita(Japan) International Airport bombing. Khalistan did the biggest terrorist attack before 911. I don't understand why they let terrorists from India live in Canada.
Air India Flight 182 and 1985 Narita(Japan) International Airport bombing. Khalistan did the biggest terrorist attack before 911. I don't understand why they let terrorists from India live in Canada.
Identity Attack0.3817989
Insult0.16868424
Profanity0.020578653
Threat0.03407705
Severe Toxicity0.012207031
Moderate 0.3317266 Constructive 0.517
Jan 27, 2026 Inside Canada's Indian Invasion...
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Ya sorry, bye! We need to get back our Christian values and I’d like to go into a store, bank, restaurant and not be the white minority thank you very much! I’d like to understand …
Ya sorry, bye! We need to get back our Christian values and I’d like to go into a store, bank, restaurant and not be the white minority thank you very much! I’d like to understand the person on the other end of the phone once in awhile when I call for help! No more “pro Palestinian “ protests etc etc . Enough is enough. If I wanted to live in the Middle East…I’d go there!
Identity Attack0.3817989
Insult0.08459369
Profanity0.05017922
Threat0.012026439
Severe Toxicity0.014317908
Moderate 0.3234372 Constructive 0.608 Identity_Assertion
Jan 16, 2026 2.9 million Canadian temporary visas …
The biggest problem is they come to our home to escape a hell in their own country. But then they try to turn our country into the one they ran from. They try to change …
The biggest problem is they come to our home to escape a hell in their own country. But then they try to turn our country into the one they ran from. They try to change the ways we who were born and raised here are aloud to live our lives as we always have. My first job ever was tim hortons. Now im watching teens unable to gain independence unless their parents i Know someoneone who can hire them meanwhile no one can understand the person taking their order at tim hortons...Canada is to expensive now and we dont have the means to support these people anymore. Its costing us more with what they have done to our economy . Some of these people have zero care for human life ether they drive like A holes and cause accidents that cost lives. Canada is no longer a welcoming happy country. We are exhausted from busting our ass to keep a roof over our head leaving us unable to afford other things even food. Its not that they are all awful people (some are) but we CANT support them anymore we need to be able to support ourselves again !! The last 2 prime ministers are also to blame in reality. As an albertan i dont even care about anyone east of manitoba because they chose to vote this reality to life. I wanna see western canadas money stay on the west end of this country. There is a canadian divide and its time to seperate so not every canadian has to suffer for the stupidity out that way
Identity Attack0.25647953
Insult0.24928534
Profanity0.16264248
Threat0.011508608
Severe Toxicity0.015221698
Moderate 0.31825066 Constructive 0.665 Economic_Argument
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
As an immigrant myself, living in Canada for 25 years now, I hate how we keep getting newcomers who do not want to assimilate into Canadian culture. Why try to force and push the very …
As an immigrant myself, living in Canada for 25 years now, I hate how we keep getting newcomers who do not want to assimilate into Canadian culture. Why try to force and push the very culture you chose to leave? Why try to transform Canada into the same culture you walked away from? I truly do not understand these people, especially those from India and Muslim communities, who fill public streets with their old cultural rituals...
Identity Attack0.38445538
Insult0.13607834
Profanity0.023243073
Threat0.0072365063
Severe Toxicity0.008850098
Moderate 0.31825066 Constructive 0.646 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
just last month i took a speedy to get an appointment and the dude had to call someone else to translate, how the hell can someone who cant speak/understand basic english get a canadian drivers …
just last month i took a speedy to get an appointment and the dude had to call someone else to translate, how the hell can someone who cant speak/understand basic english get a canadian drivers license and somehow he was driver a very expensive car. someone explain how that works? either be canadian or even alittle canadian just as long as ur not someone who simply lives here and has no intention of ever even understanding what it means to be canadian.
Identity Attack0.1444726
Insult0.16897665
Profanity0.29209393
Threat0.008026198
Severe Toxicity0.013349563
Moderate 0.31686464 Constructive 0.532 Policy_Critique
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated here. Unfortunately, they have no desire to assimilate, they bring their own culture and they stay in their own communities. The government offers tax breaks for businesses, hiring foreign workers over people born in Canada, leaving the youth without any part-time work. On top of that some of my favourite restaurants growing up, I haven’t eaten at in years because it’s been taken over by Indians, the quality of food goes down, you end up getting food poisoning and if you aren’t in their community, you get worse service and get charged more than what an Indian would pay at the same restaurant. They don’t understand cleanliness or sanitation, they leave their garbage and waste on the street and dump it in random locations, and quite frankly have no respect for anyone who lives here or the country that has taken them in. I feel like a minority of my own country and I truly don’t understand what being Canadian means anymore because I’m pretty sure being Canadian is a thing of the past. Most of my friends have moved further north, to Vancouver island or moved out to the prairies to get away from them and higher prices as everything gets more expensive, thanks to our government, caring more about immigrants than citizens. When a family gets accepted to come here they bring their parents their aunts and uncles their brothers and sisters on temporary visas, they also collect social assistance as soon as they arrive and when their visas expire, they have no desire to go back, which has resulted in thousands of illegals remaining here. I mean I get it. Why would you go back when you’re getting treated better here and are given food, housing and an allowance every month but it’s gotten to a point where India outnumbers Canadians. I want them all sent back.
Identity Attack0.36702603
Insult0.16839184
Profanity0.041912504
Threat0.0084793
Severe Toxicity0.012359619
Moderate 0.30319387 Constructive 0.737 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
14:41 This person is lying through his teeth about Hinduism, they are everything that stands against unity, liberty & fraternity. As a person who lived in India, and understands their culture, I disagree with this …
14:41 This person is lying through his teeth about Hinduism, they are everything that stands against unity, liberty & fraternity. As a person who lived in India, and understands their culture, I disagree with this person.
Identity Attack0.2783691
Insult0.14874944
Profanity0.07255927
Threat0.010421164
Severe Toxicity0.0090408325
Low Tox 0.2922276 Constructive 0.609 Personal_Narrative
Nov 1, 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.