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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: "The difference between Indians in …" 141 comments · Page 3 of 6
This story could be based on any city in Australia as well, Indians are pouring into our country like an endless freight train. The political agenda in White countries (for some reason I can't fathom) …
This story could be based on any city in Australia as well, Indians are pouring into our country like an endless freight train. The political agenda in White countries (for some reason I can't fathom) is to destroy our race & culture. Swamping your country with foreigners from a different culture and race goes against every internal instinct a normal person would have to protect their family, race or tribe to survive in its identifiable form. Japanese people live in Japan, Chinese people in China, Germans in Germany; this is how the world should be. Otherwise, with untapped migration, no country will be identifiable by its roots or culture, which is the real tragedy, because what makes countries in the world different is what makes the world such an interesting and unique place.
Identity Attack0.41975367
Insult0.18480228
Profanity0.104876526
Threat0.0347677
Severe Toxicity0.021548226
Moderate 0.34757367 Constructive 0.647
Nov 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Just remember, the indians and other invaders have been weaponized by a certain group. They wage war by destabilizing and destroying western countries from within. It is the unchosen people. They have been warring with …
Just remember, the indians and other invaders have been weaponized by a certain group. They wage war by destabilizing and destroying western countries from within. It is the unchosen people. They have been warring with humanity for 2000 years. They fight in very unconventional ways. Soros, Wiseman, Blackrock, Century Initiative, etc They blackmail and corrupt politicians to put in their destructive policies. Divide and conquer. Every western country the same. Different erhnic groups. Weaponized flooding. Use pawns.
Identity Attack0.36942887
Insult0.26957804
Profanity0.08128801
Threat0.064969026
Severe Toxicity0.018126737
Moderate 0.3389984 Moderate Con 0.41
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
On the Canadian Government website it labels India as a high risk travel location and cites high rates of sexual assault, terrorism, and elevated crimes against foreigners. Yeah... Lets bring that over here. Many sham …
On the Canadian Government website it labels India as a high risk travel location and cites high rates of sexual assault, terrorism, and elevated crimes against foreigners. Yeah... Lets bring that over here. Many sham schools in India abuse our immigration merit system. What's even worse is that we bring in different groups of people from that region indiscriminately, and they fight each other when they get here too... who would have thought??? Indian people are great, when you actually thoroughly vet them. If you check the numbers given by the Canadian government its insanely disproportionate how many people are immigrating from India relative to other countries.
Identity Attack0.37012735
Insult0.24630153
Profanity0.050429728
Threat0.024580594
Severe Toxicity0.014188796
Moderate 0.3389984 Constructive 0.691 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Amazing that in a city like Toronto with every different race, only Indian people are working behind every single store counter.
Amazing that in a city like Toronto with every different race, only Indian people are working behind every single store counter.
Identity Attack0.43896464
Insult0.13064787
Profanity0.03189224
Threat0.007974415
Severe Toxicity0.0126394415
Moderate 0.3375374 Moderate Con 0.445
Sep 30, 2025 IRCC Names India in Study …
Most likely Punjabi invaders,cuz they are not indian , it's obvious they r different species then other Indian which I have seen the most
Most likely Punjabi invaders,cuz they are not indian , it's obvious they r different species then other Indian which I have seen the most
Identity Attack0.38826546
Insult0.1935001
Profanity0.14754629
Threat0.04098356
Severe Toxicity0.023076924
Moderate 0.3308965 Moderate Con 0.331 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million people (Canada) looks at white collar work as the only respectable work, sometimes because of their caste system. That's why a lot of poor Indians bathe in contaminated waste water and you see garbage all over the streets. Yet India has some remarkable engineers and mathematicians out of the human species and their billionaires living ~100 meters from the poorest. Second, Indians worship bartering or negotiating for everything even with a set price. saw a group of Indians upset with the price of entry in apple orchard and start arguing with the cashier trying to negotiate the price (my most recent experience). It's just a very different culture that only wants their own from education to even marriage. It's not gonna work with Western values
Identity Attack0.36733335
Insult0.25602314
Profanity0.0741757
Threat0.007832011
Severe Toxicity0.012574885
Moderate 0.3286776 Constructive 0.741
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I wonder what the real natives feel when the so called local becomes the majority. The difference between "local" and Indian immigrants is that indians didnt k*ll the natives.
I wonder what the real natives feel when the so called local becomes the majority. The difference between "local" and Indian immigrants is that indians didnt k*ll the natives.
Identity Attack0.3817989
Insult0.13245803
Profanity0.19278693
Threat0.13815513
Severe Toxicity0.01806218
Moderate 0.32764325 Moderate Con 0.462 Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
World population is 8.2 BILLION. indian subcontinent is 2 BILLION (india, Pakistan, Bangladesh - all are the same nation, just divided by artificiai borders ). Plus Indian disapora around the world over 50 million. Fertility …
World population is 8.2 BILLION. indian subcontinent is 2 BILLION (india, Pakistan, Bangladesh - all are the same nation, just divided by artificiai borders ). Plus Indian disapora around the world over 50 million. Fertility rate is 1.95 (in 2025), one of the highest in the world. Every fourth person in the world is Indian. They cannot assimilate anywhere because they stubbornly stick to their traditions, religions and gods (in that they are fanatics) and style of clothing to deliberately underscore theit difference.
Identity Attack0.3817989
Insult0.24561718
Profanity0.12220735
Threat0.020091362
Severe Toxicity0.023076924
Moderate 0.32764325 Moderate Con 0.357
Nov 21, 2025 Why Canadians Are Turning Against …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and some opinions on the internet suck: The good: Cultural integration IS possible (the Indian families are more into hockey than the white families where I live), tons of cross-cultural friendships, beautiful blend of cultural celebrations, top achievers are almost always second-generation immigrants, kids are growing up to love their parents' culture while also loving Canada's, many fantastic families who engage their children well and raise them very respectfully, religious temples that will feed an amazing meal to ANYBODY who walks into them (as long as you cover your hair), low rates of family trauma (drugs, abuse, divorce, etc.), families that take care of their elders The rough: Not all families are interested in being Canadian (some families just send their kids to Indian speaking private schools, live in Indian areas, and only seem to practice Indian ways of life - what's even the point?), many Indian families retreated into their home-lives during Covid which removed their children from integration opportunities, a very small percentage of the families are absolutely TERRIBLE at parenting and treat their sons and daughters with different levels of respect, multi-family households pay a single property tax which makes the contribution per taxpayer much smaller (while social benefits are equal to anybody else), some crime such as extortion and gang activity has been imported into the country, some individuals' disregard for rules and laws (setting fireworks on Diwali in the middle of a dry, grassy field is just plain stupid), some Indian communities seem to vote blindly for their own ilk during local elections without any regard for policy or experience, LMIA immigration program has been corrupted by the nepotism of bad actors and the greed of large corporations (wages can be federally subsidized which makes it cheaper to hire immigrants than the 16 year old down the street). Many of these families were simply making good choices for their own family, so don't blame the people themselves for this - blame the government that allowed it to fester unsustainably. I'll continue to stick up for the majority of these beautiful families though - haters be darned! Watching these kids grow up gives me some hope for humanity!
Identity Attack0.2964622
Insult0.21368977
Profanity0.25915453
Threat0.008272167
Severe Toxicity0.01644827
Moderate 0.31825066 Constructive 0.786 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Having lived in an apartment complex that was primarily Indian I learned that we had different standards for trash mgmt. Besides that it was fine. Most had not really assimilated and kept to themselves. The …
Having lived in an apartment complex that was primarily Indian I learned that we had different standards for trash mgmt. Besides that it was fine. Most had not really assimilated and kept to themselves. The smell of the food was a bit much at times, it would make its way in to my apartment and my clothes would smell like their food the next day. Nice people but inconvenient neighbors
Identity Attack0.2774022
Insult0.24928534
Profanity0.10982819
Threat0.0069387536
Severe Toxicity0.009613037
Moderate 0.30439767 Constructive 0.77 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
All immigrant communities create own bubbles but Indians will be the only ones to criticise themselves. Thats why Indians are different from Pakistanis.
All immigrant communities create own bubbles but Indians will be the only ones to criticise themselves. Thats why Indians are different from Pakistanis.
Identity Attack0.3817989
Insult0.13064787
Profanity0.048425674
Threat0.009230154
Severe Toxicity0.011062622
Moderate 0.30427247 Moderate Con 0.434 Identity_Assertion
Nov 16, 2025 Inside Canada's Indian Metropolis (Brampton)
No Indians or for that matter any other community enter Canada and choose to live their lives here if the Governments doesn't allow that. Please also acknowledge the fact that so many well educated Indians …
No Indians or for that matter any other community enter Canada and choose to live their lives here if the Governments doesn't allow that. Please also acknowledge the fact that so many well educated Indians are coming here which is a huge brain drain and capital loss for India itself , just because it is not able to provide better job opportunities there. Now they are coming with different cultural background with English not as their first language. But they settle down here for long term and contribute to the economy of this country. Don't hate them, they have done nothing wrong
Identity Attack0.37012735
Insult0.16124763
Profanity0.024814399
Threat0.009204263
Severe Toxicity0.009841919
Low Tox 0.29771072 Constructive 0.719
Dec 8, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or …
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or racist but I’ve gone to India many times and there everyone is in Canada or something but when they get there they treat it like India, like if ur gonna go to a different country at least respect them . India is a beautiful country with good food it’s just that some (keyword some) people are disrespectful most Indians are like this because of stereotypes so they sometimes feel angry so then they try to get revenge. I’m not saying everyone is like this but I had to get it out because I’m starting to feel annoyed with Indians and other people, Indians also say that the uk stole from them so they are stealing back but that was only uk and only the government not the people. What u see on screens is not actually what India looks like on behalf of the Indian community I would like to say I’m sorry to everyone and every country we have taken over just know not everyone is like this only the Indians who have a ego and think they are better , sorry Canada, America, Australia and any other country
Identity Attack0.33352965
Insult0.17486192
Profanity0.12639372
Threat0.011741633
Severe Toxicity0.017029278
Low Tox 0.295883 Constructive 0.774 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial …
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial revolution was built on back of Indian slaves paying 70 percent taxes to the crown. Canada, UK and Australia were built on this stolen money. They stole money from the Indians and they stole land from the indigenous. This video shows nothing but prejudice. People only have a problem with brown immigrants. I remember 35,000 European immigrants arrived in the city in 2021 even before the Ukraine war and no one cared. Brampton has 27% Indian people so they're clearly not a majority but they are a majorly targeted group because of this prejudice. I don't have the Canadian numbers but in the US 6% of tax comes from Indians and they're 1% of the population. You don't have to trust me you can look it up. The motives of this look racist because when you try hiring white folks the retention rate is extremely low, these past 6 months I have seen 8 employees in managerial positions who quit less than 2 weeks and it's impossible to retain them no matter what salary you offer and then when you go hire an Indian they just don't quit and work harder. But again that's an anecdote, that doesn't mean white folks don't work hard. Everyone has different experiences so stop, putting half baked stuff out on the internet and stop embarrassing yourself. You got a problem, go back to your country. Why don't you go back to jolly old England and serve the queen.
Identity Attack0.27510223
Insult0.21135417
Profanity0.028776871
Threat0.011146127
Severe Toxicity0.008888245
Low Tox 0.28674445 Constructive 0.657
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
My dad grew up in Brampton, it was a blue collar biker town. Hell's Angels ran it. Now it's Browntown aka Bramladesh I grew up in Milton just down Steeles Rd. There was an HA …
My dad grew up in Brampton, it was a blue collar biker town. Hell's Angels ran it. Now it's Browntown aka Bramladesh I grew up in Milton just down Steeles Rd. There was an HA clubhouse until it got fire bombed when i was a kid. Plaid and Mullets is what i grew up in... Now its mostly Indian. They've pretty much connected through growth.... *cough cough ....Indian invasion. Going to my hometown is like a different place all together, when i left the was only 1 Indian takeout and it was expensive. Brownchode told me because he was the only 1 unless you wanted to drive to Brampton, he laughed. Now when i go back all the places i used to know are all Indian. From grocery to take out our dine in. It's actually gross to see the complete takeover, thanks federal govt and the pos liberals
Identity Attack0.33675182
Insult0.110259406
Profanity0.20262444
Threat0.03787563
Severe Toxicity0.02167734
Low Tox 0.2855005 Constructive 0.626 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be …
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be allowed to just up and leave in the millions to any country they want too
Identity Attack0.2831485
Insult0.11616662
Profanity0.08064143
Threat0.010188141
Severe Toxicity0.0119018555
Low Tox 0.2854971 Constructive 0.515 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjabi Indians do not represent most of Indians, they have a different religion, education standards and lifestyle. Especially khalistani activists which are considered terroristic organisations.
Punjabi Indians do not represent most of Indians, they have a different religion, education standards and lifestyle. Especially khalistani activists which are considered terroristic organisations.
Identity Attack0.32768643
Insult0.16751462
Profanity0.057944927
Threat0.016292779
Severe Toxicity0.010757446
Low Tox 0.28548008 Moderate Con 0.427 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Yaaaaaa. That restaurant look REALLY busy. Indian restaurants open up in any available location in Brampton, which now has Indian people in Brampton questioning, "How many different ways can you possibly cook Indian food?" A …
Yaaaaaa. That restaurant look REALLY busy. Indian restaurants open up in any available location in Brampton, which now has Indian people in Brampton questioning, "How many different ways can you possibly cook Indian food?" A petition went out online in 2023, in Brampton, that McDonalds wasn't catering to the "Indian Culture". It's a simple fact that the 10% of the "privileged culture" that are coming over to Canada are completely destroying the reputations of the Indians that came here and worked for their futures, to now being classified as the ignorance being brought to Canada for India
Identity Attack0.33352965
Insult0.11172232
Profanity0.04792466
Threat0.0100069
Severe Toxicity0.010299683
Low Tox 0.2854699 Constructive 0.661 Identity_Assertion
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
They say there's no difference between white caucasian Canadians and Indians no there's a huge difference between the two races the difference of values
They say there's no difference between white caucasian Canadians and Indians no there's a huge difference between the two races the difference of values
Identity Attack0.36702603
Insult0.07333439
Profanity0.029050145
Threat0.0069646453
Severe Toxicity0.008392334
Low Tox 0.27750343 Moderate Con 0.431
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This stuff is so overblown. Indian people are cool, they'll become fuuly assimilated Canadians in a few generations. "White" Canadians today count as people from all over Europe, when in the past they were all …
This stuff is so overblown. Indian people are cool, they'll become fuuly assimilated Canadians in a few generations. "White" Canadians today count as people from all over Europe, when in the past they were all different and all fear mongered about each other
Identity Attack0.30256465
Insult0.07428485
Profanity0.04266402
Threat0.007754337
Severe Toxicity0.007896423
Low Tox 0.2648175 Constructive 0.617
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't …
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't invade any country we blend with other country's culture. And we speak "malayalam" as our language. India does consist of 28 completely different states and 22 plus different languages. Everyone is different in their culture and language spoken and the food itself. And I am also sad I came to canada from kerala to get a foreign exposure but sadly I saw more punjabis, gujaratis and many hindi language speaking north indians more than canadians😢. We keralites get the racism not from canadians but from these so called Punjabis and gujaratis the hindi speaking people. Its awful
Identity Attack0.27701542
Insult0.15343215
Profanity0.054437835
Threat0.008945347
Severe Toxicity0.009117126
Low Tox 0.26104406 Constructive 0.794 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to …
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to move up and settle in their own region. Who made canada a Canada, of course its the Europeans. African muslims immigrants and Indians are same. Difference is one is doing it aggressively and another one doing it silently. Also don't forget the civic sense, indiscipline and behaviours of Indians. Canadian government should do something. Votebank politics ruined nations.
Identity Attack0.2869935
Insult0.12702756
Profanity0.020988565
Threat0.009981008
Severe Toxicity0.0075912476
Low Tox 0.25915736 Constructive 0.583 Policy_Critique
Oct 9, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain …
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain about the lack of assimilation of immigrants to the diverse Indian culture. But abroad in another country as immigrants they want to protect their culture and do not want to assimilate to that country's culture or way of life. 😅 The comments about equality of humans, non discrimination etc made me laugh so much.. Ask them about the caste discrimination in their society, anti-conversion laws, attacks on sikhs, muslims, christians institutions/places of worship, and how they treat african students & other non-white races in India to have a better understanding on their views. 😂😅
Identity Attack0.28034934
Insult0.09563028
Profanity0.06946823
Threat0.009023022
Severe Toxicity0.008163452
Low Tox 0.25462922 Constructive 0.792 Comparative_Framing
Sep 20, 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.