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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: "Even as an Indian, i …" 455 comments · Page 6 of 19
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them …
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them are wanted in India and will face jail time without trial for conspiring against India. But Canadian, UK, US, Australian governments don't extradite them. Even innocent people from punjab get brainwashed there. Khalistani movement get funded by Pakistani ISI to wage terrorism against india. When British people were leaving india, they divided it and formed Pakistan. Part of punjab region was gone to Pakistan. These khalistani say that they want to liberate punjab and form khalistan. But these hypocrites want to do it on indian side only, not the Pakistani punjab side.
Identity Attack0.4774257
Insult0.4339631
Profanity0.117874645
Threat0.3490162
Severe Toxicity0.038593806
Moderate 0.44002727 Moderate Con 0.446 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
as if Indians don't face enough racism already, here comes the blatantly racist titled video and probably even more more racist undertones and rhetoric
as if Indians don't face enough racism already, here comes the blatantly racist titled video and probably even more more racist undertones and rhetoric
Identity Attack0.46028158
Insult0.28586254
Profanity0.13697
Threat0.020436687
Severe Toxicity0.023076924
Moderate 0.4398409 Low Con 0.182 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians just find ways to make their image even worse.
Indians just find ways to make their image even worse.
Identity Attack0.5075293
Insult0.3388922
Profanity0.18417911
Threat0.011275585
Severe Toxicity0.023076924
Moderate 0.43965456 Low Con 0.157 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi …
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi students scams or their diploma mill scams are being discussed. then it is "Indian Invasion" even though 95% of them are Punjabis
Identity Attack0.5135796
Insult0.4196762
Profanity0.22602804
Threat0.06939816
Severe Toxicity0.07542343
Moderate 0.4394682 Moderate Con 0.419 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is take over by Khalistani not Indians they don’t consider themselves Indian they are punjabi And they want different country 😂😂😂😂 inside india Even we don’t like them who wants to take apart our …
Canada is take over by Khalistani not Indians they don’t consider themselves Indian they are punjabi And they want different country 😂😂😂😂 inside india Even we don’t like them who wants to take apart our country india Our Indian government warn Canadian government not to allow these people in their country but they don’t listen they allow Khalistani tterrorists who are wanted or criminals in India So it’s canada government fault stop voting for leftist government
Identity Attack0.4911651
Insult0.37166002
Profanity0.043165036
Threat0.012958534
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.384 Policy_Critique
Jan 27, 2026 1 likes 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 …
Its crazy that even the indians are disgusted with how many indians are taking over.
Its crazy that even the indians are disgusted with how many indians are taking over.
Identity Attack0.46614665
Insult0.3388922
Profanity0.21132572
Threat0.012285355
Severe Toxicity0.022710243
Moderate 0.4269174 Low Con 0.212 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent …
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent stipulating that they outright prefer or are seeking Indian. I’m not white but I’m tempted to post an ad for place to rent and say it’s for for white tenants just to behold what happens. I mean we have never witnessed such conduct in Canada until these #&? ckers popped up. Even the prior immigrants are stunned. I’ve been working since 78 and now a senior but when I try to get help for housing I’m offered a night only shelter with mental and drug abusers to go try sleep in or the sidewalk or countless apologies. If I could put apologies in the bank, I would be rich While the former Marriott 2minutes up the street is home to all kinds of refugees. Don’t get injured, get any older or anything like that and unable to work in this country now as you’re much better off passing away.
Identity Attack0.4139151
Insult0.45758462
Profanity0.2882351
Threat0.017846745
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.643
Sep 8, 2025 Why Canadians Are Turning Against …
here in my city in ontario canada.. we are just flooded with immigrants. im talking muslim and indian.. theres so many of them here buying up properties and houses and getting shiny new cars that …
here in my city in ontario canada.. we are just flooded with immigrants. im talking muslim and indian.. theres so many of them here buying up properties and houses and getting shiny new cars that it doesnt even feel like canada anymore. they get benefits from the government while other people born in this country have to suffer. hell i walked into a tim hortons and everyone working there is either muslim or indian. i walk into a grocery store and it feels so awkward because i feel like im in another country half the time with all the foreigners there..
Identity Attack0.4887047
Insult0.36537176
Profanity0.29209393
Threat0.02613456
Severe Toxicity0.02402156
Moderate 0.4269174 Moderate Con 0.494 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Canadian here: 10 yrs ago it was rare to hear a Canadian say something derogatory about another ethnicity beyond the basic complaints about the French or Natives. Even that was fairly tame since a lot …
Canadian here: 10 yrs ago it was rare to hear a Canadian say something derogatory about another ethnicity beyond the basic complaints about the French or Natives. Even that was fairly tame since a lot of Canadians have either French or Indigenous ancestry. I have never heard so much ethnic hostility over the past 5 yrs as people will just openly insult Indians. I have heard professionals say “Never trust an Indian”. Canadians are PISSED with how Indians have exploited Canada
Identity Attack0.4830652
Insult0.36798462
Profanity0.2661772
Threat0.014393489
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.604 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and …
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and when the guy that worked there was serving me, I asked him, why don't I ever see any Americans working there? He said, because Americans are lazy, and especially the black ones. He said Americans always want days off. Days off because you're sick, or days off because it's a holiday, days off for everything. They don't want to work. This is all because of Clinton. He made a deal where Indians could come to the US, and they were given money to "start" a company. The idea was, they would BUILD a company, and hire Americans to work it. Instead, they bought stores and motels and used those to import their family and friends from India to here, for work. When I went back to school, I had no choice but to work at a gas station. I was off on payday once, and went in to get my check. There was a new guy at the counter, an Indian. I asked for my check, and wanted him to cash it for me. We always did that if there was enough money in the register. He told me to move, customers waiting. He didn't speak English very well. I went to the office to see the work schedule, and he yelled at me to get out of there! I told him what I was doing, he said "You work no!! I work! You boss no own, my boss own! Leave now! After a little more back and forth yelling, I found out my boss sold the gas station the night before and we were all out of a job. I blew up in front of all the customers! They started to walk out. Lol. That station didn't even last a year, and they had to close down. If they had a drive off (back in the days of a pump and run) they would call the police, but couldn't speak English very well. So they would tell police robbery! After a few times of that, the police told them to never call again. This was a very small town in SW PA, and word got around, and no one went to that station any more. This is the same area that was featured in Tyler's and others videos about all the Haitians that were shipped in by Biden. Bell Vernon PA, right across the river from Charleroi PA. The area is still FULL of Haitians, scaring all the native people away. Taking over the Walmart that is right across the street from where this gas station used to be. One of the many reasons I live in TX now.
Identity Attack0.4911651
Insult0.40243408
Profanity0.2327678
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.79 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Like USA, get officers to get them all out of our soil. Not racism, but they need to leave, even they got official papers. Stop giving them benefit for our tax dollars. Not racism, but …
Like USA, get officers to get them all out of our soil. Not racism, but they need to leave, even they got official papers. Stop giving them benefit for our tax dollars. Not racism, but majority robberies from The blacks new immigrants. Not racism, but too many Indians, no integrity, not polite, not following our cultural and demanding us to respect them. Respect is a two- way street. Thry don't respect our traditions, they should get deported. Politicians corruption like a third world countries because those immigrants are from those countries.
Identity Attack0.49032792
Insult0.39297962
Profanity0.09583591
Threat0.08396416
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.413 Call_To_Action
Sep 13, 2025 Why Canadians Are Turning Against …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and then he laughed about it and I got pissed. I said something about it and I told my boss he's not even supposed to be working here and my boss told me to mind my business. That's what's going on in Canada. Also these clowns that say that they are a benefit to Canada obviously aren't having their field of work crushed by too many people so you're easily replaceable. When you are easily replaceable your company no longer values you even if you are amazing at your job. They might be a financial benefit to companies and other Indians but they are not a benefit to Canadians. They only shop at Indian businesses and only deal with Indians in all aspects of their life. They refused to deal with Canadians and Canadian companies. They are cutting us out and being racist and discriminatory towards Canadians in Canada. That's ridiculous and we should stop it
Identity Attack0.1007269
Insult0.48627716
Profanity0.22562476
Threat0.012699619
Severe Toxicity0.014898917
Moderate 0.4269174 Constructive 0.707 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese or Muslim I bet 18 million + are muslim/ Indian or chinese that dislike Canadians , I know most Muslims hate everyone that lives in Canada That one Student is like 50+ how are we letting people like him come here as a student this man is a nurse brah I bet he doesnt know are standards at all This video just makes me hate Canada even more The fucked thing is the old mans right Help the person First but At this point we are just sick of it we cant help ourselfs, we need them all gone back to pre 2010 lvls
Identity Attack0.47178617
Insult0.36798462
Profanity0.0838743
Threat0.04718852
Severe Toxicity0.023458159
Moderate 0.4269174 Moderate Con 0.472 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Didn't even get into all indian mafia shooting and extorting each other.
Didn't even get into all indian mafia shooting and extorting each other.
Identity Attack0.44690517
Insult0.24928534
Profanity0.1413768
Threat0.4467921
Severe Toxicity0.02406851
Moderate 0.42568782 Low Con 0.135
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m …
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m in Australia but the majority of the Punjabi people here are so insufferable I can’t take it. (I’m Bengali fyi) it’s not just Punjabi people tho a lot of other dialects are like that, even where I’m from. But yeah, don’t attack me it’s just my opinion.
Identity Attack0.50515443
Insult0.36798462
Profanity0.2253223
Threat0.035113025
Severe Toxicity0.030523606
Moderate 0.42349213 Constructive 0.683 Identity Attack Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Listen.. Surrey in BC is even worse. 95% of them are Indian... And they don't speak English 🙃
Listen.. Surrey in BC is even worse. 95% of them are Indian... And they don't speak English 🙃
Identity Attack0.48915586
Insult0.29855028
Profanity0.16450337
Threat0.011586283
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.46 Fear_Threat
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
We normal, sane, reasonable Canadian-born and bred citizens have become so "whipped" in the last 10 years under this tyranny called the LIBERAL PARTY OF CANADA, and their woke ideology. Im 60y.o., and have been …
We normal, sane, reasonable Canadian-born and bred citizens have become so "whipped" in the last 10 years under this tyranny called the LIBERAL PARTY OF CANADA, and their woke ideology. Im 60y.o., and have been screaming from the hilltops for ten years about out country being over run and dominated by Indians, and Muslims. ENOUGH !! FFSAKES, I'M NEARING THE POINT OF NO RETURN. IF THESE LIBERALS WIN THE NEXT ELECTION, IT WILL BE A CALL TO ACTION FOR ME. I WILL DO SOMETHING THAT OTHERWISE, I WOULDN'T EVEN CONTEMPLATE. MY ACT WILL BE HEARD AROUND THE WORLD, AND HOPEFULLY IT WILL CAUSE OTHERS TO AT LEAST ENACT CHANGE, AND TAKE CANADA BACK FROM THESE EVIL, SAVAGES THAT ARE OVERRUNNING HER. I'LL BE GIVING MY LIFE FOR MY BELIEFS, AND FOR MY LOVE OF GOD AND COUNTRY! GOD HELP ME, FORGIVE ME, AND GOD BLESS CANADA AND PIERRE POLIEVRE. HE IS MY, AND CANADA'S ONLY HOPE OF RESCUE. THE MUSLIM AND INDIAN TAKEOVER WILL END, OR I WILL!!
Identity Attack0.44690517
Insult0.40243408
Profanity0.09992486
Threat0.0287245
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.487
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
They're living here now,after few years they claim Canada is theirs and even say they founded canada and all indigenous people were indians like they say here in the USA such a 💩jeet history manipulators. …
They're living here now,after few years they claim Canada is theirs and even say they founded canada and all indigenous people were indians like they say here in the USA such a 💩jeet history manipulators. Don't underestimate them save your lands from these punjabi invasion will they tolerate if we do the same there?
Identity Attack0.46028158
Insult0.40243408
Profanity0.19893537
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.481 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
We don't even need 3,000 more. Every where I look, I see Indians and Pakistanis. We've been invaded.
We don't even need 3,000 more. Every where I look, I see Indians and Pakistanis. We've been invaded.
Identity Attack0.49855098
Insult0.24424846
Profanity0.07805514
Threat0.0475118
Severe Toxicity0.023076924
Moderate 0.41445592 Moderate Con 0.5
Jan 3, 2026 1 likes New rules, regulations take effect …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and …
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and only hear Indian music…my daughters class last year was only Indian and Arabic kids and the principal was Indian how are they gonna teach Canadian culture and education I’d ask what she did in school she said learned Indian dances. I’m 11 generations Canadian and they completely chaged our small home towns and neighbour hoods we have our own customs and cultures and it’s all gone now also there’s so much rape and assault charges or teachers molesting kids or men in girls bathroom and it’s Indian men!!! Disgusting and sad I used to love being Canadian now I hate Canada
Identity Attack0.37730414
Insult0.43158367
Profanity0.11725569
Threat0.013579931
Severe Toxicity0.021806452
Moderate 0.41168427 Constructive 0.627
Sep 1, 2025 Why Canadians Are Turning Against …
Mostly white people abuse the system. Even Charlie Kirk as said Chinese and Indians work harder in our great country USA USA USA
Mostly white people abuse the system. Even Charlie Kirk as said Chinese and Indians work harder in our great country USA USA USA
Identity Attack0.49855098
Insult0.24561718
Profanity0.104876526
Threat0.009696201
Severe Toxicity0.018578632
Moderate 0.41168427 Moderate Con 0.45
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
As a black South African, even we are tired of african foreigners (specifically Nigerians and Zimbabweans). We have a massive Indian population too but they are fine for the most part.
As a black South African, even we are tired of african foreigners (specifically Nigerians and Zimbabweans). We have a massive Indian population too but they are fine for the most part.
Identity Attack0.5135796
Insult0.26957804
Profanity0.17520344
Threat0.011793415
Severe Toxicity0.023076924
Moderate 0.41168427 Constructive 0.623 Identity Attack Personal_Narrative
Jan 27, 2026 1 likes 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.