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Canadian Immigration Dashboard [ CID ]
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: "I am an Indian student …" 240 comments · Page 1 of 10
indian student who came to study on thse stupid colleges are mostly frauds
indian student who came to study on thse stupid colleges are mostly frauds
Identity Attack0.6649212
Insult0.72868866
Profanity0.4756165
Threat0.012751401
Severe Toxicity0.25624833
Toxic 0.83334327 Low Con 0.208 Identity Attack Insult
Sep 28, 2025 IRCC Names India in Study …
Finally someone showing the world the bullshit we gotta deal with. We got too man “student visa” Indians in our fucking country. The government is the biggest part of this problem smh
Finally someone showing the world the bullshit we gotta deal with. We got too man “student visa” Indians in our fucking country. The government is the biggest part of this problem smh
Identity Attack0.60238177
Insult0.5393265
Profanity0.7888968
Threat0.029933142
Severe Toxicity0.35368225
Toxic 0.8115627 Moderate Con 0.314 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indian money, students, businesses are keeping the Canadian economy afloat. Deal with it! Dienfranchised Unemployed Impoverished Homeless Anglos on the Dole can take a hike! You have no contribution to the GDP of Canada. Pathetic …
Indian money, students, businesses are keeping the Canadian economy afloat. Deal with it! Dienfranchised Unemployed Impoverished Homeless Anglos on the Dole can take a hike! You have no contribution to the GDP of Canada. Pathetic Whiny Losers!
Identity Attack0.4139151
Insult0.72756535
Profanity0.19032755
Threat0.009540852
Severe Toxicity0.02439716
Toxic 0.7105462 Low Con 0.186 Insult Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
MOST INDIANS ARE SCAMMERS THEY HAVE SCAMMED STOLE ME 2800$ THEY MADE FAKE TRUCK DRIVING SCHOOL IN BRAMPTON AND STEAL MONEY FROM PEOPLE ,THE CANADIAN GOVERNMENT HAS SHUTDOWN SOME OF THESE FAKE INDIAN TRUCK DRIVING …
MOST INDIANS ARE SCAMMERS THEY HAVE SCAMMED STOLE ME 2800$ THEY MADE FAKE TRUCK DRIVING SCHOOL IN BRAMPTON AND STEAL MONEY FROM PEOPLE ,THE CANADIAN GOVERNMENT HAS SHUTDOWN SOME OF THESE FAKE INDIAN TRUCK DRIVING SCHOOL,BUT THESE SCHOOL DON'T GIVE BACK MONEY TO THE STUDENT,THEY ALSO DRIVE BAD TO SCAM AND STEAL MONEY FROM INSURANCE COMPAGNIES
Identity Attack0.60238177
Insult0.58196646
Profanity0.2659699
Threat0.042985857
Severe Toxicity0.2391185
Moderate 0.68408644 Moderate Con 0.401 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That naked balding grossly ignorant Polish🇵🇱 racist 7:50 minutes into the video, came as a refugee in the 80s, when the🇨🇦 welfare system was much better at helping poor people... The Indian🇮🇳 immigrants paid their …
That naked balding grossly ignorant Polish🇵🇱 racist 7:50 minutes into the video, came as a refugee in the 80s, when the🇨🇦 welfare system was much better at helping poor people... The Indian🇮🇳 immigrants paid their own way, and got ripped off paying extra high tuitions to receive substandard Canadian🇨🇦 educations. Now they are being forced to take substandard slave jobs, to pay for their student loans, thanks to Canadian🇨🇦 ripoff artists....🙁
Identity Attack0.55011386
Insult0.6370372
Profanity0.21673056
Threat0.011741633
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.426 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving …
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving one house to 10 students making small compartments making more money, thus high rents. No jobs for born Canadians because of them. Govt pays employer who hire students. Many came through fake marriages, fake documentation etc. Govt distributing PRs to them like hot cakes. Govt looking at short term money as investment but the outcome is catastrophic. Govt should look into the fake colleges that are registered in Canada which invites them.This is absolutely unjust to Canadians.
Identity Attack0.5203519
Insult0.5678696
Profanity0.570067
Threat0.01698343
Severe Toxicity0.20678867
Moderate 0.6407703 Moderate Con 0.486 Identity Attack Insult Economic_Argument
Sep 30, 2025 IRCC Names India in Study …
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. …
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. They have RUINED what used to be a nicely mixed city of Brampton. It used to be clean, friendly, safe….not anymore. I grew up Brampton all my life and I’ve never been afraid of going out in the evenings or to events, until the last 10 years happened, especially the last 7 years. These new Indian immigrants are NOT respectful, not clean, downright rude, they stare at you if you’re a woman, I mean STARE. Im the summers of you wear a dress or shorts (and you’re an Indian or brown girl) they will yell obscene things and stare you down, it’s disgusting.
Identity Attack0.4911651
Insult0.6500014
Profanity0.3496935
Threat0.01254427
Severe Toxicity0.08595808
Moderate 0.63782936 Constructive 0.543 Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian-born Indian myself, I truly hate how Canada has become. i cant even go to school without Indian international students being so loud and obnoxious. these indians make us look so bad, it's …
As a Canadian-born Indian myself, I truly hate how Canada has become. i cant even go to school without Indian international students being so loud and obnoxious. these indians make us look so bad, it's terrible. They don't even bother to learn proper manners; it's disgusting.
Identity Attack0.6106996
Insult0.5739874
Profanity0.24147889
Threat0.017674083
Severe Toxicity0.06011435
Moderate 0.62136006 Constructive 0.523 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Yet you still accepting indian foreign students, what a fkn joke
Yet you still accepting indian foreign students, what a fkn joke
Identity Attack0.46028158
Insult0.40243408
Profanity0.5365423
Threat0.0115345
Severe Toxicity0.16960317
Moderate 0.60254884 Low Con 0.151
Sep 28, 2025 1 likes IRCC Names India in Study …
…..fraudulent and dishonest Indian students must be deported back to India…
…..fraudulent and dishonest Indian students must be deported back to India…
Identity Attack0.6227552
Insult0.5130944
Profanity0.12035047
Threat0.061412923
Severe Toxicity0.109661035
Moderate 0.60254884 Low Con 0.113 Identity Attack Insult
Sep 28, 2025 1 likes IRCC Names India in Study …
As a Canadian-Indian born and raised in Brampton for the majority of my life. This shit is accurate. Alot of the issues stem from international students abusing Canada's immigration. That bike guy is wild btw😭
As a Canadian-Indian born and raised in Brampton for the majority of my life. This shit is accurate. Alot of the issues stem from international students abusing Canada's immigration. That bike guy is wild btw😭
Identity Attack0.36702603
Insult0.46173862
Profanity0.6242122
Threat0.012751401
Severe Toxicity0.059217658
Moderate 0.5921536 Constructive 0.65 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
All of these fake colleges that Canada is letting Indians and other immigrants in are absolutely ridiculous. A ridiculous amount of uneducated immigrants from a several countries are coming in as fake students and fake …
All of these fake colleges that Canada is letting Indians and other immigrants in are absolutely ridiculous. A ridiculous amount of uneducated immigrants from a several countries are coming in as fake students and fake asylum claims and Canadians have to suffer as a consequence. These people also take loans and cash out on credit, take cash and run back to their country. The rest of Canadians are left holding the bill. F this libtard government we live in.
Identity Attack0.46028158
Insult0.58196646
Profanity0.2761231
Threat0.01101667
Severe Toxicity0.02449106
Moderate 0.5885171 Moderate Con 0.408 Insult
Sep 30, 2025 IRCC Names India in Study …
these so called millions of fake indian asylum seekers are anti -india too ..canading governement has screwed up canada ..with illegal migrants , fake students etc ..not india's fault
these so called millions of fake indian asylum seekers are anti -india too ..canading governement has screwed up canada ..with illegal migrants , fake students etc ..not india's fault
Identity Attack0.6007182
Insult0.5362655
Profanity0.27207452
Threat0.019746035
Severe Toxicity0.1597006
Moderate 0.5885171 Low Con 0.22 Identity Attack Insult Unverified_Claim
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
@8:18 How dude didn't cut and run from that conversation/the operation when it was obvious he was dealing with something other than an Indian student looking to make the hop... He's either very bold, very …
@8:18 How dude didn't cut and run from that conversation/the operation when it was obvious he was dealing with something other than an Indian student looking to make the hop... He's either very bold, very stupid, or he's moving much more than innocent students around on the regular, and facing no consequences
Identity Attack0.2308735
Insult0.6109131
Profanity0.37052724
Threat0.039947584
Severe Toxicity0.023645958
Moderate 0.5721988 Moderate Con 0.438 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but …
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but they are working and trying to get ahead …just like you , your parents or grandparents did ,you people are just being racist towards the Indians , all of you are migrant decedents ,and don’t even try the “we didi it the righ way” bs for is stupid , also you colonize and practice genocide of the locals but we don’t add that to the conversation right ? Im a migrant,did it “ right way” but understand not everyone can, why wouldn’t ( as long they don’t commit an actual crime) they have a chance also? This is not my canada , we are not the usa or europe, we are better.
Identity Attack0.45348886
Insult0.5739874
Profanity0.33453682
Threat0.08089764
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.668 Insult
Oct 17, 2025 IRCC Names India in Study …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
In the past 10 years brought with student visa must be deported. No PR no nothing. Go home. This is absolutely ridiculous because they are hiding and working with cash because managers are Indians.
In the past 10 years brought with student visa must be deported. No PR no nothing. Go home. This is absolutely ridiculous because they are hiding and working with cash because managers are Indians.
Identity Attack0.5135796
Insult0.5130944
Profanity0.17803068
Threat0.017156094
Severe Toxicity0.023076924
Moderate 0.54823303 Moderate Con 0.306 Identity Attack Insult Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
No shiiit Sherlock. Blame it on public post secondary international admissions. Dying to make money . By the way look out for Cote d Ivoire? While u are at it with “indians”. Who let theem …
No shiiit Sherlock. Blame it on public post secondary international admissions. Dying to make money . By the way look out for Cote d Ivoire? While u are at it with “indians”. Who let theem in LEGALLY? IRCC. Who gave them extended work hours under study permit?? IRCC. Who stopped “discrimination when hiring DOMESTIC FIRST, PR STATUS ……. THEN SOME?? IRCC. in other words don’t blame international students. Look at the logistical greed ‼️
Identity Attack0.38826546
Insult0.43158367
Profanity0.5013569
Threat0.017328756
Severe Toxicity0.10702737
Moderate 0.54325575 Moderate Con 0.438
Sep 29, 2025 IRCC Names India in Study …
79k .indian. fraud student just a fraction of million. Fraud student visas.indian are scammers.they are just hiding in diff remote places.in canada.
79k .indian. fraud student just a fraction of million. Fraud student visas.indian are scammers.they are just hiding in diff remote places.in canada.
Identity Attack0.5504064
Insult0.5130944
Profanity0.12639372
Threat0.012647836
Severe Toxicity0.02420936
Moderate 0.52139956 Low Con 0.24 Identity Attack Insult Unverified_Claim
Nov 3, 2025 IRCC Names India in Study …
I am Indian, and I request that Canada and the USA deport Indians back to India. No country should feel as though it is being invaded or colonised by people who do not belong there.... …
I am Indian, and I request that Canada and the USA deport Indians back to India. No country should feel as though it is being invaded or colonised by people who do not belong there.... This is stupidity...I did my Masters in London for two years. I promised myself that I would make friends only with students from the UK, Europe, and other countries—except India, experience their culture and then return to India once my studies were finished. I did exactly that.
Identity Attack0.49855098
Insult0.5270482
Profanity0.25915453
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.637 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus …
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus clown carney where he plans to invite a total of 65 million muslims from africa, middle east and the third world making our population 100,000,000. we will be outnumbered by indians from india, middle east, and Africans. The problem with any immigration is when we only take the best and the brightest we are stealing away the future from those nations, when we take in the illeterate we are burden by their tribal backward ideologies, and have to care for these people from cradle to grave as they will never be able to compete in an open job market where every grade three student has a better education than they. We MUST send them all home. ALL OF THEM. Why are we allowing a man who hasn't lived in Canada for over thirty years, a man whos primary residence is in New York state to be leader? He's not truly Canadian, and shouldn't have been allowed to enter public office.
Identity Attack0.44690517
Insult0.5130944
Profanity0.1413768
Threat0.49142194
Severe Toxicity0.15443328
Moderate 0.52007306 Moderate Con 0.431 Insult Unverified_Claim
Feb 24, 2026 1 likes LILLEY UNLEASHED: The fall of …
Message to all Indian students: You don't talk loud on the train in the quite zone area! If you could read the signs, you should understand and follow it! you are all annoying!
Message to all Indian students: You don't talk loud on the train in the quite zone area! If you could read the signs, you should understand and follow it! you are all annoying!
Identity Attack0.40255263
Insult0.5130944
Profanity0.16031636
Threat0.01119791
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.408 Insult Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS WILL BE PORTECTED. 100% THEY MADE LOTS OF MONEY FROM THESE STUDENTS AND LET THEM DISAPPEAR. SHAME THEY SHOULD BE REMOVED FROM IRCC. THEY ARE INCOMPETENT AND GENETICALLY FRAUD. REMOVE,REMOVE,THEY BELONG IN THE PRISON,IF THEY ARE NOT HONEST AND DONT TRY TO TRACK THOSE DISAPPEARED STUDENT. THEY SHOULD BE SENT TO PRISON.THEY KNEW IT,THEY HAVE THEIR PHONE AND THEIR ADDRESS. WHAT A SHAME. WE CANADIANS DONT WANT FRAUD,CROOKED PEOPLE WORKING IN IRCC. SHAME,DISGUSTING,WHAT AN EMBARRASSMENT.
Identity Attack0.27991617
Insult0.54471385
Profanity0.10425757
Threat0.18597278
Severe Toxicity0.043077253
Moderate 0.5140397 Moderate Con 0.373 Insult
Oct 10, 2025 1 likes IRCC Names India in Study …

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.