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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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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: "Indians get out!" 531 comments · Page 10 of 22
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣 As for the smuggler - I hope an anonymous tip was made...
Identity Attack0.31307843
Insult0.37279442
Profanity0.030890211
Threat0.009100696
Severe Toxicity0.010910034
Moderate 0.37751234 Constructive 0.661 Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
Some indians are here as refugees. They said , they're persecuted in india for bieng " Christians" . They are not Christians, they lied to immigration to come to Canada. Once in Canada they do …
Some indians are here as refugees. They said , they're persecuted in india for bieng " Christians" . They are not Christians, they lied to immigration to come to Canada. Once in Canada they do all kinds of fraud to get work permit. They have a Bible written in their language but they're not Christians.
Identity Attack0.46614665
Insult0.25602314
Profanity0.03715288
Threat0.008556974
Severe Toxicity0.015673593
Moderate 0.37751234 Moderate Con 0.456 Unverified_Claim
Oct 5, 2025 IRCC Names India in Study …
I used to defend indians whenever a fellow construction worker is on them however now I don’t bother since most of them showed deep coldness and slick behaviour like racism towards blacks, natives and Asian, …
I used to defend indians whenever a fellow construction worker is on them however now I don’t bother since most of them showed deep coldness and slick behaviour like racism towards blacks, natives and Asian, smear campaign on job sites to get other contractors fired and of course the job will most likely be handed to them. Was disgusted when realising that some of them are getting paid 13/hr. To be short, this people are terribly dreadful and malignant in so many ways just really good at hiding it. And I am also an immigrant.
Identity Attack0.3825363
Insult0.35016364
Profanity0.14225815
Threat0.029933142
Severe Toxicity0.020515325
Moderate 0.37694603 Constructive 0.615
Aug 26, 2025 Why Canadians Are Turning Against …
Indians pay more taxes more law abiding than Pakistanis. We work hard respect the law here. There are some misguided youth who indulge in misconduct but very few smalll percentage 🇨🇦🇨🇦🇨🇦🇨🇦🇮🇳🇮🇳🇮🇳 Indi Canadians respect Canada …
Indians pay more taxes more law abiding than Pakistanis. We work hard respect the law here. There are some misguided youth who indulge in misconduct but very few smalll percentage 🇨🇦🇨🇦🇨🇦🇨🇦🇮🇳🇮🇳🇮🇳 Indi Canadians respect Canada but some racists don’t like Indians getting prosperous by the sweat of our brow😂😂😂
Identity Attack0.40447855
Insult0.2659317
Profanity0.035148825
Threat0.00823333
Severe Toxicity0.013672344
Moderate 0.37576625 Constructive 0.638
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians …
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians I really respect are sikhs there honestly some of the nicest and most charismatic people I know if there’s anyone who doesn’t deserves the hate it them
Identity Attack0.2964622
Insult0.16758773
Profanity0.14930901
Threat0.032695748
Severe Toxicity0.02116089
Moderate 0.37576625 Constructive 0.725 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Ngl indians mostly follow the rules, if someone’s law have too many loopholes to ‘migrate’ thats kinda their problem Imo they are one of the most clever and hardworking race on earth, except their numbers …
Ngl indians mostly follow the rules, if someone’s law have too many loopholes to ‘migrate’ thats kinda their problem Imo they are one of the most clever and hardworking race on earth, except their numbers are too high so u r bound to get a few rotten ones in the bunch
Identity Attack0.39773783
Insult0.27146968
Profanity0.25275812
Threat0.037530303
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.454 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Reality will kick in very hard for these racist when they have to pay tution fee, because currently they'll are enjoying free eduction due to hefty fee paid by poor Indians in canada's colleges. Go …
Reality will kick in very hard for these racist when they have to pay tution fee, because currently they'll are enjoying free eduction due to hefty fee paid by poor Indians in canada's colleges. Go to CRA and ask which community contributes financially through taxes. Go to CSIS and ask about involvement of Indian community involved in crimes. Go and check the streets of your metropolitans, which community is involved in selling and consuming drugs. You won't find Indians selling drugs, but you'll certainly find canadian zombies in the streets. You know why you always target Indians for earning revenue from youtube, because Indians are calm and peace loving. They keep cool when they saw fools and goons, who're frustrated from their own. Grow up and start raising questions against trump, who wants to occupy your whole country! But i'm sure, you won't show the darkside of your racist communities who only cares of themselves(Individual, not the community), you won't show how trump is threatening to canada's sovereignty, you wont show the behaviours of canadians and americans, because you won't get views and if you won't get views, then how would earn and pay the emi. Wake up, smell the coffee and focus on real threat. And for canada future, do something to neutralize the threat or surrender and become the hypocrite 51st state!!
Identity Attack0.3817989
Insult0.32682732
Profanity0.03915693
Threat0.03235042
Severe Toxicity0.01412424
Moderate 0.37458646 Moderate Con 0.455 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard in workplaces,hospitals,schools,retail,IT,manufacturing,government etc. ... Otherwise the so called mainstream bankrupt Cauca***n people dont even have money for retirement....Entitled lot dont want to work, they just want to make hateful videos and get attention. While they make such videos, Immigrants are focusing on working hard and getting ahead in life.
Identity Attack0.38176915
Insult0.3388922
Profanity0.22723788
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.37458646 Constructive 0.656
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
Identity Attack0.44690517
Insult0.09855611
Profanity0.08549073
Threat0.01698343
Severe Toxicity0.018191293
Moderate 0.37340668 Moderate Con 0.398 Fear_Threat
Feb 26, 2026 Inside Canada's Indian Invasion...
You are not wrong. I work for a truck rental company and every call we get from Canada is an Indian - very heavy accents. Very rude too.
You are not wrong. I work for a truck rental company and every call we get from Canada is an Indian - very heavy accents. Very rude too.
Identity Attack0.3857254
Insult0.31740165
Profanity0.030138692
Threat0.007314181
Severe Toxicity0.010147095
Moderate 0.3722269 Constructive 0.657 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an Indian, I feel so embarrassed. Imagine visiting Japan and you see more Arabs than Japanese, why would one feel? That's the same feeling I get when I think of Canada.
As an Indian, I feel so embarrassed. Imagine visiting Japan and you see more Arabs than Japanese, why would one feel? That's the same feeling I get when I think of Canada.
Identity Attack0.45348886
Insult0.21836096
Profanity0.07611542
Threat0.008686432
Severe Toxicity0.014963473
Moderate 0.37073207 Constructive 0.591 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Why in the first place White Canadian Politicians, Canadian Establishment allowed Large numbers of Indians to come to Canada ?? And Mind you, majority of Indian migrants are Legal Immigrants and those who had arrived …
Why in the first place White Canadian Politicians, Canadian Establishment allowed Large numbers of Indians to come to Canada ?? And Mind you, majority of Indian migrants are Legal Immigrants and those who had arrived illegally was taken back to India by indian authorities. But illegal Indians thise Canadian Government choose to keep and not handover to India purposely are mystery. And Remember Canada's Anti India group AKA Criminal Sikh Khalistani organisation which is Legally protected, patronised, used by very Canadian political party & Canadian Secret Service agencies to Snub india in geopolitics. Vanadian courts have already convicted these Khalistani Criminals for Bombing Air India Flight in 1983 where 300+ Candian citizens were died. These khalistanis & other ilegal indian immigrant who are willfully protected by canada under the name of Social Religious Freedom & what not. India had already complained to Canada about stop giving political asylum to these criminal groups, end the support to these Sikh Khalistani Criminals who are awaiting Criminal trials in Indian courts. But Canada refused to handover these criminals, many of these who have become Khalistani Drug Cartel Operatives & recruits living in Canada under secret Canadian government protection. And same Khalistani Big drug cartel money goes in to Canadian election funding and to the Canadian Political parties both the Conservative & Liberals are in co hoot with these Indian criminals. Thats why they get free run in Canada. Hense Canadian political parties protect ,shield the Khalistani group members when ever they get into trouble with Canadian Law & enforcement. So Canadian whites are equally responsible for corruption, rampant unchecked immigration of criminals and then its easy for Whites Canadians to blem India & Indians for everything mess they have created in Canada. No White Canadian is questioning RCMP's role in all this mess bcoz white Canadians never want to question their White Canadian Police and how the RCMP police operates ignoring the criminal activities of Immigrants who become drug cartel members and how the hell they get quick easy Canadian Citizenship where as a Legal Skilled immigrant do not get Canadian PR or Citizenship even after putting many efforts and money as fees. Something Rot is Cookin in Canada and it Smells bad....😢😢
Identity Attack0.4139151
Insult0.26957804
Profanity0.049427703
Threat0.011612174
Severe Toxicity0.018126737
Moderate 0.36867723 Constructive 0.504 Unverified_Claim
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed about Brampton when the international student boom happened. This is different from families settling or people starting families. Young students who are basically poor and desperate take up all the jobs and they pack so much into one house. Indian international students have ruined Indian reputation in Canada. Indians figured how to game the system and flood Canada better than other nationalities. And it’s true they do not integrate. They leave their land and come to a place where it’s just like home. Where they can live work, and go to school and not interact with any other race, ethnicity probably can go weeks without speaking English. Chinese have similar places like this but they’re not frowned upon.
Identity Attack0.42615733
Insult0.26957804
Profanity0.11539881
Threat0.015947454
Severe Toxicity0.017997624
Moderate 0.36867723 Constructive 0.605 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and …
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and do daily riots and try to claim the land without even doing any progress in the country....while indians who work hard for the country they live in make it prosperous with opportunity they do philanthropy, charity still getting hate for few bad people... You people really don't deserve kindness
Identity Attack0.44690517
Insult0.24928534
Profanity0.04216301
Threat0.017156094
Severe Toxicity0.017868511
Moderate 0.3666224 Moderate Con 0.494 Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too …
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too much immigration but let’s not get it twisted - a lot of the complaints are projection.
Identity Attack0.3895355
Insult0.34237885
Profanity0.104876526
Threat0.009100696
Severe Toxicity0.013801457
Moderate 0.3666224 Constructive 0.62 Moral_Argument
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian …
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian indian who is preaching here ,and why did british,french,italian,roman loot everything from asia and africa,central asia , middleast and invdade them and stolen everything put their country as junk yard and now all the west is entirely debt ridden,Why cry now,Stop bombing them and should not have done all this in first place since 100 of years ago,Migration is human thing ,no one can stop,its god instilled in human and this is how civilization expanded around the world..I understand ,i get the disgustian behaviour pattern of indians in the west especially the sanghis hindu extremist who were being exposed right ,left and center all over the world in social media..Like Faith says people migrate for economic reason,even that is not working any more,Leave the east and africa at peace ,lot of people will remigrate back home,..I say this for a fact.Stop bombimg them working with zionist jews pedophiles isralies who are root of all the problem that exist on face of the earth.,the banks they own,corporations they own,healthcare industry they own,diamond mines they own,weapons industry they own,drug and porn industry jews own..
Identity Attack0.37953663
Insult0.2735258
Profanity0.1413768
Threat0.13785169
Severe Toxicity0.023076924
Moderate 0.36456755 Constructive 0.571 Moral_Argument
Aug 24, 2025 1 likes Why Canadians Are Turning Against …
Indian can get degrees or diploma for cash at their country universities. Its corruption. What is our high commission do in India? How do they verify documents for visa. 90 percent student are fake. They …
Indian can get degrees or diploma for cash at their country universities. Its corruption. What is our high commission do in India? How do they verify documents for visa. 90 percent student are fake. They r here for work
Identity Attack0.3817989
Insult0.2817503
Profanity0.05543986
Threat0.007974415
Severe Toxicity0.011367798
Moderate 0.3625127 Moderate Con 0.356
Sep 30, 2025 IRCC Names India in Study …
If you get offended easily don’t scroll You will get offended Don’t even get me started with Tim’s bro every one is jammed packed with them I tried to get me a job and they …
If you get offended easily don’t scroll You will get offended Don’t even get me started with Tim’s bro every one is jammed packed with them I tried to get me a job and they said that it was Indian only but I know for a fact that it is not
Identity Attack0.26833034
Insult0.1640896
Profanity0.14930901
Threat0.029933142
Severe Toxicity0.018449519
Moderate 0.36095104 Moderate Con 0.436 Fear_Threat
Jan 27, 2026 9 likes Inside Canada's Indian Invasion...
Im tired of being hit almost every day on my ebike every day. Literally got hit on friday by one in edmonton and I have to taxi and we all know taxi drivers are indian …
Im tired of being hit almost every day on my ebike every day. Literally got hit on friday by one in edmonton and I have to taxi and we all know taxi drivers are indian and they are some of the worst drivers I dont how they come to canada get there license and how they come to our country and our eay richer than us white people the government helped them way too much while they dont help the people that lived here there whole lives. We got to struggle and watch these people that just move here and way more richer than us and pisses me off. We just keep getting flooded with more and more. I could ramble all day about it but its becoming a joke
Identity Attack0.3817989
Insult0.2659317
Profanity0.12220735
Threat0.13127698
Severe Toxicity0.020386212
Moderate 0.36095104 Constructive 0.563 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
I just hope they realize they are stealing jobs.... I haven't been employed in years and everywhere I go its Indian people... Can't even get a job at mc donalds....
I just hope they realize they are stealing jobs.... I haven't been employed in years and everywhere I go its Indian people... Can't even get a job at mc donalds....
Identity Attack0.38215697
Insult0.24903896
Profanity0.058946952
Threat0.011042561
Severe Toxicity0.011367798
Moderate 0.36095104 Constructive 0.547 Economic_Argument
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
I’m from Peterborough Ontario and we get the Serians not the Indians and not to be racist but Canada is getting bad
I’m from Peterborough Ontario and we get the Serians not the Indians and not to be racist but Canada is getting bad
Identity Attack0.3908055
Insult0.24493282
Profanity0.07676199
Threat0.00948907
Severe Toxicity0.014253352
Moderate 0.3561489 Constructive 0.505 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
More like Khalistanis rather than Indians most people who are qualified only takes up Canada if they don't get their first choice ( US ) but Canada under Trudeau in the name of diversity allowed …
More like Khalistanis rather than Indians most people who are qualified only takes up Canada if they don't get their first choice ( US ) but Canada under Trudeau in the name of diversity allowed people with questionable background without any checks and they mostly come from one region , to generalise this goof up by canadian govt for monies from international students to subsidise education to Canadian citizens is just mind boggling to start with :) As we know Canadians enjoy their company with Khalistanis , we don't need them here , keep them close to you
Identity Attack0.2949366
Insult0.34626248
Profanity0.11477985
Threat0.00814271
Severe Toxicity0.013801457
Moderate 0.35186127 Constructive 0.523
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
the biggest problem i have with india is their hiring practices. you can just tell whether a place has a indian manager. for example, my local subway has all indian people in their mid 20s-30s, …
the biggest problem i have with india is their hiring practices. you can just tell whether a place has a indian manager. for example, my local subway has all indian people in their mid 20s-30s, except for one old white lady who has been working there since forever. The problem is they only hire indian people. And those indian people always get my order wrong one way or another.
Identity Attack0.44690517
Insult0.15627414
Profanity0.0741757
Threat0.009644418
Severe Toxicity0.013155893
Moderate 0.34757367 Constructive 0.542 Identity_Assertion
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.