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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: "If having one Indian at …" 468 comments · Page 11 of 19
How many of the Chinese and Indian residents are Intelligence Operatives of India and China? How is possible for Canada to check and green-light 140,000 Indian and 40,000 Chinese nationals every year, knowing that in …
How many of the Chinese and Indian residents are Intelligence Operatives of India and China? How is possible for Canada to check and green-light 140,000 Indian and 40,000 Chinese nationals every year, knowing that in one country virtually everyone is corrupt and the other is a closed-doors system?
Identity Attack0.27991617
Insult0.24928534
Profanity0.016069634
Threat0.00713294
Severe Toxicity0.005836487
Moderate 0.30502358 Low Con 0.282 Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
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...
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to deport some of these people to undergo trial in India but Trudeau govt under jagmeet Singh did not agree and so you have crimes happening in Canada but the bad name goes to India. As far as this oppression against minority is concerned all sikhs in India are free to do as they wish in their own land. They have a democratically elected leader and sikhs in India are very happy. Others in India love them and respect them a lot so much so that manmohan Singh became the prime minister of India with zero opposition to his leadership. Abdul kalam who is also a muslim became the president of India. This oppression story is fake. That is one of the ways for this khalistan punjabi apply for refugee status inside Canada. It’s a Canadian loophole they misuse and the worst part is even the govt knows that. They just won’t do anything about it.
Identity Attack0.37292135
Insult0.19967617
Profanity0.031641733
Threat0.017156094
Severe Toxicity0.01302678
Moderate 0.3048984 Constructive 0.674 Unverified_Claim
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
Brother at one side you say you are doing nothing wrong and Indians attack you for no reason but your thumbnail justifies those attacks. Btw I didn't find anything else offensive from your side in …
Brother at one side you say you are doing nothing wrong and Indians attack you for no reason but your thumbnail justifies those attacks. Btw I didn't find anything else offensive from your side in the video keep it up👍
Identity Attack0.23770751
Insult0.0777699
Profanity0.075468846
Threat0.059796512
Severe Toxicity0.013672344
Moderate 0.30452284 Constructive 0.674 Moral_Argument
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)
Ethnicity - Brampton: South Asian 52%, European 19%, Black 13%, Latin 2%, South East and East Asian 6%, West Asian and Middle East 2%, Indigenous 1% and others European : Others ≈ 1 : 4 …
Ethnicity - Brampton: South Asian 52%, European 19%, Black 13%, Latin 2%, South East and East Asian 6%, West Asian and Middle East 2%, Indigenous 1% and others European : Others ≈ 1 : 4 so approximately one fifth of the Brampton populations are whites. European : SA ≈ 2 : 5 so approximately for every 5 South Asian/Indian there are 2 whites. Brampton you have been successfully invaded by the true East Indian Company @ The Great India 🤣🤣🤣
Identity Attack0.36702603
Insult0.07396803
Profanity0.059948977
Threat0.013269233
Severe Toxicity0.014317908
Low Tox 0.29953843 Moderate Con 0.405
Sep 19, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele …
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele ONLY because they all pay cash so they can circumvent the taxes. They all make babies like mice so give it 40 years and Canada will not be recognizable. And it’s the governments fault because they’re so greedy for tax money that they let the here by the boat load because they don’t wanna wait for the rest of us to make Canada larger population wise because it will take way too long. That and their tuition money for colleges, the list goes on in this non talked about bullshit that the liberals have done. They seriously do all this scheming and raising taxes just to give our tax money away to everyone but the people who pay the taxes. We could have put a huge dent in the national debt by now, but liberals just can’t conserve money hence their name. If it doesn’t stop soon, we are doomed. Surrey BC where I lived for 14 years, is just as bad as Brampton. They all own 1.6-2 million dollar houses in the suburbs of the city, all own businesses and all do the same shit as Brampton, circumvent the taxes. That’s the thanks we get for letting them here is to scam us so they can get rich quick while we all suffer and will never own a house by the looks of it. In Victoria BC where I live now, it’s gotten so bad that I can’t move out of my house I’ve been in for 4 years cuz I can’t find anything cheaper and this place is a 400sq ft 1 bedroom for $1850 a month. Can’t afford to do anything but survive while the immigrants all live like kings. There’s gotta be a line to not cross and that has been the case for too long where it’s been crossed for a long time and no one says or does anything about it out of fear of being called a racist. Call me one. Idgaf anymore. I ain’t racist. I’m just sick of the rules being severely crossed for money. Money makes everyone that has a lot of it GREEDY sons of bitches and it’s gotta stop.
Identity Attack0.2854555
Insult0.22770336
Profanity0.047173142
Threat0.008893564
Severe Toxicity0.012435913
Low Tox 0.29953843 Constructive 0.588 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
At least the Indians are working. I watched that Hasidic Jew interview Tyler just did and that was wild how no one worked.
At least the Indians are working. I watched that Hasidic Jew interview Tyler just did and that was wild how no one worked.
Identity Attack0.36702603
Insult0.10148193
Profanity0.11292298
Threat0.01101667
Severe Toxicity0.013414118
Low Tox 0.29771072 Moderate Con 0.389 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are being overrun with them. Look at the Canadian government, that's how bad it has become. The Canadian government has become so corrupt because of this! Once they infiltrated the government, all kinds of corruption occured, their extended families were getting automatic citizenship, free healthcare, and draining the Canadian job market and healthcare benefits. One common scam they pull is that they will find a job, immediately apply for social welfare, and take time off and still get paid for months without even working. They completely abuse the system which results in actual Canadians who need social welfare benefits to not be able to gain any benefits, because of the amount of scammers that have infiltrated and colonized the country. Canada is screwed completely unless we speak up about this! There are many of us who don't like this and don't want it, but there are many Canadians who are bleeding hearts and weak who just accept it. They're going to outbreed us and eventually completely takeover and completely ruin the country. Canada is not the same place that I remember from my childhood. It has become the capitol of woke ideology, weakness, and completely overrun by Indians. Not to mention that we used to be a Christian country. We used to say Merry Christmas every year, Christian values were upheld and encouraged, now there are Mosques everywhere! There are more Mosques in Canada than Churches these days. Canada has become ruined. The worst part is, that those who come to our country don't even respect our values, traditions, or even attempt to assimilate. They expect us to conform to their ways. We can no longer be Christians because they are Anti-Christian, we can no longer speak English or French, because they hate our language. I have literally been to Toronto and Vancouver and seen the madness unfold, not an ounce of English is spoken or understood in those areas. It's either Chinese or Indian that is spoken. Usually, when you come to another country, you are supposed to conform to that country's values and traditions, not the other way around. Canada has done the complete opposite because of the bleeding hearts in charge of the country. I say screw that and no more! Make Canada Canadian Again! Keep Canada Christian!
Identity Attack0.10221587
Insult0.26957804
Profanity0.029888187
Threat0.00948907
Severe Toxicity0.006866455
Low Tox 0.295883 Constructive 0.677 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a …
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a living — it’s governments that failed to plan for housing, infrastructure, and affordability. Stop blaming immigrants for problems created by bad leadership. we get all the hate while working the jobs many young Canadians don’t even want to show up for. Not all immigrants work on cash and not all of us are the same — we’re out here paying taxes, grinding hard
Identity Attack0.31015682
Insult0.16824563
Profanity0.024472807
Threat0.009230154
Severe Toxicity0.008659363
Low Tox 0.295883 Constructive 0.629
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in the UK and there’s a lot of Indians over here. I genuinely don’t mind them, a lot of them work, contribute to society, don’t take the piss of our welfare state and …
I live in the UK and there’s a lot of Indians over here. I genuinely don’t mind them, a lot of them work, contribute to society, don’t take the piss of our welfare state and generally their religious ideology is not one to take over with v10l3nce. Plus their national food is so good! No issue with Indians
Identity Attack0.28034934
Insult0.1662211
Profanity0.28593817
Threat0.009799767
Severe Toxicity0.016706496
Low Tox 0.29405528 Constructive 0.663 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
how do we have more indians coming in than ukrainians, russians, jews, palestinian when they're ones at war?
how do we have more indians coming in than ukrainians, russians, jews, palestinian when they're ones at war?
Identity Attack0.37222284
Insult0.06757036
Profanity0.07708528
Threat0.04718852
Severe Toxicity0.01322045
Low Tox 0.29405528 Low Con 0.253 Question
Nov 20, 2025 17 likes Thousands of refugees allowed into …
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and …
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and to those who also live on the street cannot even park there car or live in there homes due to the loud noise. No permit, just taking over. The other problem the last few years immigrations number have skyrocket and 90% of them our Indians. The government should have never let such a large group from one country enter. Meanwhile as climate change happen a lot of countries will be in trouble and the people will need to go somewhere. Iran has only 3% of there water reserve left. India has ruin there country and so has China with pollution and dumping of heavy metel in river and lakes. Meanwhile the Caribbean is expected to be unlivable in 15 and 20 years. The USA we are expected to lose 100 miles of our coastline. That area is where 50% of Americans lives. Pretty soon it will be everyone for themselves if certain country do not look at the long term picture. Also the lifestyle we are living today is just not sustainable.
Identity Attack0.2783691
Insult0.24835461
Profanity0.07385241
Threat0.01254427
Severe Toxicity0.010681152
Low Tox 0.2922276 Constructive 0.629 Fear_Threat
Dec 7, 2025 Why Canadians Are Turning Against …
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)
Look into the murders in edmonton connected to the indian community. One case, a man and his 11 year old were killed in a targeted attack in connection with south asian gangs
Look into the murders in edmonton connected to the indian community. One case, a man and his 11 year old were killed in a targeted attack in connection with south asian gangs
Identity Attack0.33675182
Insult0.06858205
Profanity0.03690237
Threat0.22908778
Severe Toxicity0.013091337
Low Tox 0.2854971 Constructive 0.605
Jan 27, 2026 Inside Canada's Indian Invasion...
Lmao, he tried hard to figure out anything negative about Indians but couldn't find one😅
Lmao, he tried hard to figure out anything negative about Indians but couldn't find one😅
Identity Attack0.2854555
Insult0.07301756
Profanity0.12991914
Threat0.009566744
Severe Toxicity0.012207031
Low Tox 0.2854903 Low Con 0.219
Nov 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was …
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was extremely disheartening (I’m experiencing racism from people darker than me?!). Eventually one landlord told me what was up - they must help their own people and essentially only rent to other Indian people. You see it in all the companies where you have an Indian hiring manager - they are biased to employing only their own. I was left no choice but to leave Brampton.
Identity Attack0.36702603
Insult0.15556364
Profanity0.10178173
Threat0.010938995
Severe Toxicity0.013414118
Low Tox 0.28548008 Constructive 0.737
Sep 21, 2025 104 likes Inside Canada's Indian Metropolis (Brampton)
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants. Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Identity Attack0.2783691
Insult0.17610447
Profanity0.038655918
Threat0.009126588
Severe Toxicity0.008850098
Low Tox 0.28548008 Moderate Con 0.496 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
that one canadian born indian trucker is cool
that one canadian born indian trucker is cool
Identity Attack0.28034934
Insult0.15840563
Profanity0.0715894
Threat0.020436687
Severe Toxicity0.014447021
Low Tox 0.28547668 Moderate Con 0.359 Solidarity
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work properly or look for jobs in India; they just prefer going to Canada. I don’t know what kind of jobs they get there. Some of them go there depending on relatives, and some go illegally, which is completely wrong. Because I want to say one true thing about Indian people: there is very little civic sense in India. Yes, if they belong to the upper class, then they may have some civic sense, but in the lower and middle class, civic sense is very low. That’s why wherever they go, they behave the same way they think, without caring that they are in another country. They don’t care about respecting that country or adjusting to its culture. Instead, they try to impose their own culture everywhere. They want to create their own space everywhere and put their own things everywhere. But if foreigners come to India and live here permanently, they just do their work and live normally. Even if they do something publicly to promote their own culture, Indians will immediately go against them. But I haven’t seen the same reaction outside. People there should also oppose this; otherwise, Indians will really spread everywhere in the same way.
Identity Attack0.36702603
Insult0.16773392
Profanity0.062454045
Threat0.009644418
Severe Toxicity0.012359619
Low Tox 0.28547668 Constructive 0.67 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Talk about the government ffs, stop using Indians as scapegoats. Its well documented any group, even westerners, dont assimialte easily to other countries. One thing to note is that Indians already know English so they …
Talk about the government ffs, stop using Indians as scapegoats. Its well documented any group, even westerners, dont assimialte easily to other countries. One thing to note is that Indians already know English so they dont have to assimialte to a local English accent compared to a Spanish/Japanese/Korean counterpart etc.
Identity Attack0.2949366
Insult0.16053712
Profanity0.09486605
Threat0.008686432
Severe Toxicity0.009765625
Low Tox 0.28547668 Constructive 0.555 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
My daughter is a fully qualified for graphic Designer and yet (with thousands of $$$in student debt) cannot find a job. She actually put in her resume with an Indian name as well as in …
My daughter is a fully qualified for graphic Designer and yet (with thousands of $$$in student debt) cannot find a job. She actually put in her resume with an Indian name as well as in her own name. Guess which resume had a call for an interview, yes - the one with the Indian name. This is insane. I require personal health-care at home and i REFUSE TO have my Canadian worker be replaced with an immigrant from Kenya. Sorry but the Canadian worker has been here for 5 generations and then suddenly she's going to lose her house because of this situation with immigrants. Not if have anything to do with it if and when i can. Sharia law, and other foreign practices are not respectful to Canadian culture. If they dont assimilate to our culture, speak our official languages (French and English). Deport them all. ALL OF THE IMMIGRANTS MUST BE DEPORTED, ESPECIALLY ISLAMICS, AND MUSLIMS, AS WELL AS INDIANS. These immigrants are not respectful to the host country. The muslim women wearing hijabs (veils covering their entire faces should NOT BE PERMITTED for safety reasons) must follow our culture and expose their faces. From Canada 🇨🇦 ❤❤❤
Identity Attack0.26494437
Insult0.17858955
Profanity0.046171114
Threat0.0077802283
Severe Toxicity0.009841919
Low Tox 0.2853768 Constructive 0.67 Personal_Narrative
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
I was born here in Canada in 1969 and since Justin Trudeau took over as our government, everything just went downhill. I also very upset with our government bringing in millions of Immigrants and giving …
I was born here in Canada in 1969 and since Justin Trudeau took over as our government, everything just went downhill. I also very upset with our government bringing in millions of Immigrants and giving large handouts of of our Canadian tax dollars to support the new immigrants that our coming into Canada. Why is the government giving large hand outs to these Indian immigrants instead of helping us true Canadians who helped built this Country. It is a dam shame to see what the Liberal Government our doing to this country of ours were many are homeless, high cost of living and the high crimes that happens every day in Canada and what does the government do is let these criminals back into our streets where us true Canadians do not feel safe any more. The one thing that pisses me off is seeing is all these new immigrants coming into Canada by the thousands that are taking away our Canadian entry jobs like Walmart, McDonalds and A & W fast food restaurant where as our young born Canadian students and others can not find a job to help them pay for there school loans and get a good education degree. We need to put a stop to this. For enough is enough before our Liberal Government destroys our country.
Identity Attack0.2331515
Insult0.18604483
Profanity0.1719469
Threat0.008738215
Severe Toxicity0.012054443
Low Tox 0.28425202 Constructive 0.688 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
I'm Canadian. 99.9% of the Indian people that come here are wonderful, the odd one has a bad attitude, just like any other group of people
I'm Canadian. 99.9% of the Indian people that come here are wonderful, the odd one has a bad attitude, just like any other group of people
Identity Attack0.2869935
Insult0.13245803
Profanity0.054938845
Threat0.008129764
Severe Toxicity0.008049011
Low Tox 0.28312725 Constructive 0.606 Solidarity
Mar 1, 2026 Inside Canada's Indian Invasion...
The indians are good people . The ones that we should fear the ones that follow extreme ideas .Hindus ,Sikhs nothing to worry.
The indians are good people . The ones that we should fear the ones that follow extreme ideas .Hindus ,Sikhs nothing to worry.
Identity Attack0.31307843
Insult0.09124154
Profanity0.058445938
Threat0.04132889
Severe Toxicity0.015931819
Low Tox 0.28087774 Moderate Con 0.424
Dec 19, 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.