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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 in Canada is like …" 312 comments · Page 5 of 13
All the recent Indian immigrants interviewed seem to be very kind, hardworking people who are just trying to create a better life for their families. Then I read the comment section and it's just a …
All the recent Indian immigrants interviewed seem to be very kind, hardworking people who are just trying to create a better life for their families. Then I read the comment section and it's just a bunch of people spewing vitriol towards Indian immigrants. "Canada isn't supposed to look like India". What the hell is Canada supposed to look like, to me it just looks like America, what "Canadian national identity" do you really have?
Identity Attack0.38230872
Insult0.26957804
Profanity0.36230123
Threat0.008272167
Severe Toxicity0.023076924
Moderate 0.39915034 Constructive 0.656
Oct 9, 2025 25 likes Inside Canada's Indian Metropolis (Brampton)
I live in Toronto Scarborough area and my problem with Indian people isn’t the colour of their skin it’s the way they act it’s obviously not all of them but I see just about everyday …
I live in Toronto Scarborough area and my problem with Indian people isn’t the colour of their skin it’s the way they act it’s obviously not all of them but I see just about everyday with my own eyes how these people come to this country and treat/act in it everything from when a fire truck goes by with the lights on they don’t pull over just keep driving I see them constantly park in the handicap parking spot at the td bank up the street the houses on my street that are dirty with garbage are the Indian houses there are so many things I see on the daily they come to this country and either don’t care to learn the laws rules ect or they do learn them and don’t care like it’s absolutely ridiculous the USA and Canada have been ruined by foreigners and thats just the truth thats not me being mean salty racist or anything else negative im just speaking the truth a large percentage of foreigners don’t care about the citizens in whatever country they go to we are minorities in our own countries it’s a disgusting world we are living in
Identity Attack0.4508763
Insult0.37506318
Profanity0.1765991
Threat0.012440704
Severe Toxicity0.023076924
Moderate 0.3977292 Constructive 0.616
Jan 27, 2026 Inside Canada's Indian Invasion...
see your condition mr. the indians are paying more taxes than you... and you get that benefitss... if you have guts and energy than b more success full than any other person. and the person …
see your condition mr. the indians are paying more taxes than you... and you get that benefitss... if you have guts and energy than b more success full than any other person. and the person who move to canada for better future they working hard 10 to 12 hours a day.. or some times 18 hrs. & u guys can do that???? even low salary or low wages they working like donkeysss.... you guys have this capacityy to work like them... ?????????
Identity Attack0.28034934
Insult0.42567953
Profanity0.089693464
Threat0.007327127
Severe Toxicity0.014705247
Moderate 0.3972142 Constructive 0.544 Solidarity
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Why do whites act like they own the land wherever they colonise? Indians can leave canada when the European settlers leave Canada
Why do whites act like they own the land wherever they colonise? Indians can leave canada when the European settlers leave Canada
Identity Attack0.46050715
Insult0.17858955
Profanity0.08678388
Threat0.010731863
Severe Toxicity0.018707745
Moderate 0.39669925 Low Con 0.252
Oct 5, 2025 IRCC Names India in Study …
indians in Canada are like Bangladeshi in india
indians in Canada are like Bangladeshi in india
Identity Attack0.47178617
Insult0.3388922
Profanity0.11601777
Threat0.009281937
Severe Toxicity0.023293832
Moderate 0.39441586 Low Con 0.207 Comparative_Framing
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Identity Attack0.44690517
Insult0.36798462
Profanity0.0961592
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.39441586 Constructive 0.671 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons. However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places. So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up. Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Identity Attack0.316
Insult0.36798462
Profanity0.33453682
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.802 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Canadians turning against Indians because they have government preferences, taking over housing and jobs in every type of business. They are changing the face of Canada and forcing us into CanIndia. Canadians do not want …
Canadians turning against Indians because they have government preferences, taking over housing and jobs in every type of business. They are changing the face of Canada and forcing us into CanIndia. Canadians do not want to be forced to live the lifestyle they left behind in India. Enough is enough !!!!!!!!!!!! I am becoming racist at the age of 80 and I do not like having to say that.
Identity Attack0.43896464
Insult0.24928534
Profanity0.02522431
Threat0.010343489
Severe Toxicity0.015931819
Moderate 0.3827457 Constructive 0.587 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, …
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, skilled people; race doesn't matter, even that nurse guy should be deported. Don't allow any indian asylum seekers because India is poor, not as bad as a war-ridden country only allow doctors, engineers, and scientists, and businessmen with a master's degree, and don't allow Punjabi guys, they are less educated and quite erratic. Please check if they have any criminal history, and this applies to all immigrants who are not from Europe or Southeast Asia, etc You guys don't need indian truckers and janitors. pls don't be racist. Remember, 15% of all Canadian doctors are indian
Identity Attack0.46028158
Insult0.30326313
Profanity0.075792134
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.3827457 Constructive 0.616
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
Identity Attack0.46028158
Insult0.2735258
Profanity0.075792134
Threat0.008582866
Severe Toxicity0.01935331
Moderate 0.37955463 Low Con 0.299 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Canadian people should force the indians to learn their culture the way canadians live if i ever live in in canada i will myself learn canadian way of living because i too don't like my …
Canadian people should force the indians to learn their culture the way canadians live if i ever live in in canada i will myself learn canadian way of living because i too don't like my indian culture
Identity Attack0.50125694
Insult0.10587067
Profanity0.046922635
Threat0.02371728
Severe Toxicity0.016577384
Moderate 0.37955463 Moderate Con 0.379 Identity Attack Identity_Assertion
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
Identity Attack0.458714
Insult0.27146968
Profanity0.07482228
Threat0.008492245
Severe Toxicity0.01896597
Moderate 0.37795907 Low Con 0.299 Identity_Assertion
Jan 29, 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...
This is still better than coming in big ships, spreading diseases and killing native people, and forcefully taking native peoples land and pushing them to extinction. You should be grateful Indians are not repeating white …
This is still better than coming in big ships, spreading diseases and killing native people, and forcefully taking native peoples land and pushing them to extinction. You should be grateful Indians are not repeating white people history, like history of US Canada South Africa New Zealand Australia 😅
Identity Attack0.44690517
Insult0.16883044
Profanity0.05393682
Threat0.2836219
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.412 Comparative_Framing
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army …
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army in WORLD HISTORY was from "India" ( created in 1947). Parts of the Ahghani mountains and Tajikstan were taken and Gurjrati Muslims were given Panjab and Gujrati Hindus the other. On the north of steeles ave from Kipling to airport Rd there was NOTHING but some farms. After over 100 YEARS IN THE NATION the Sikhs and serving in BOTH WW1 and WW2 bought the first houses and businesses in the 90's. There are about 800,000 Panjabi's in Canada vs about 2 milliom Chinese. In the 90's, when Springdale was built, Gujrati people moved to Canada influx. The character of Kumar from Harold and Kumar go to white castle, rishi Sunak, kash Patel, the people rubbing cow manure on them and other setero type are Gujrati. The Sikh religion are AGINST conversation of ANY KING. If you are Christian, the Sikh religion says to be the best Christian as possible! Ben Sapiro, the Jew, as said and his people believe that Jesus was a jealot and is burning in hell in hot feces, SEMAN, and urine. In the 90's the government of Canada STOPPED allowing Panjabi farmers to come to Canada and made way for the Gujrati HINDUS. Over 100 YEARS the Sikh, Muslim and Hindus have been in Canada and NEVER asked for special treatment. Springdale was build and FIRST SETTLED by Panjabi's, who have been in nation for over 100 years. In 1947 "India" was created, again, and parts of Afghanistan and Tajikstan was taken and created Pakistan. Where is the homeland of Panjabi people? Your grandfathers are ROLLING in their graves because of the disrespect of the Panjabi people! Go look up Sikhs in ww1 and ww2. There were 2 Sikh and Anglo-Saxson wars and Panjab was the HARDEST and LONGEST land to take (which was through betrayal and NOT battle - another story). (Stoping here - because you are retarded)
Identity Attack0.39966375
Insult0.2435641
Profanity0.16357292
Threat0.058503386
Severe Toxicity0.02604016
Moderate 0.37751234 Constructive 0.638
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me …
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me just because I was different. That’s what racism looks like. So when I see videos today blaming immigrants, I know exactly how much hate that spreads. Young Indian students are dying, struggling in laundry rooms and basements, and instead of compassion we point fingers. Immigrants may need some adjustments, yes, but that’s no reason to divide or dehumanize us. Stop spreading hate — Canada is stronger when we stand together.”
Identity Attack0.4139151
Insult0.34032786
Profanity0.09034003
Threat0.030623792
Severe Toxicity0.01806218
Moderate 0.37751234 Constructive 0.754 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure …
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure call him out, but do exactly the same for any other race or community. There are many hard working, law abiding Indians in Brampton. Painting all Indians with the same brush demotivates the genuine ones. This is like someone spotting 5 homeless white or refugee people on the road and filming them to then say all white and refugees are sh*t.
Identity Attack0.42615733
Insult0.3388922
Profanity0.30866358
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.695 Moral_Argument
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Sorry I don't believe that Indian dude, from my personal experience of working for an Indian company, being the only white employee, not 1 of them ever told 100% truth! Lying is considered Normal in …
Sorry I don't believe that Indian dude, from my personal experience of working for an Indian company, being the only white employee, not 1 of them ever told 100% truth! Lying is considered Normal in they're Culture, they don't see it as lying!!! I bet anything he found away around the rules and cheated and lied to get his RN Certificate and now does the bare minimum at his job, thats what he meant by its easy now!!! Note he also said Canada is like Indian, that just means they are turning it into India, so how can a person say they're proud to be Canadian??? Proud to be a Canadian means you asymulate, not turn it into India! Your getting a warped opinion from a lying Indian!!! That said I did meet a few good Indian elders mostly, as they follow the beliefs were all equal and treat you with respect, but if it ever comes down to an Indian against a white person in a dispute, the Indian will Always be favored in they're communities!!!😎😎😎
Identity Attack0.38230872
Insult0.3388922
Profanity0.07611542
Threat0.010058682
Severe Toxicity0.018836858
Moderate 0.37751234 Constructive 0.73 Unverified_Claim
Sep 20, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking …
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking out, brothers and sisters. You are correct, I am not upset with immigrants per se, but am frustrated with how leaky and inept the government has been with their slack policies. I have been in public parks and watched as non-English speaking immigrants leave their trash littering a park! Where they do not respect personal space. I want to live with people who are interested in being Canadian and respect the cultural values and norms of Canadian citizens, NOT those who plan to come in and take over. Come on, guy who said Muslims are going to take over Canada. How well received do you thing that will be?! I have Muslim and Indian friends and they are not like this idiot.
Identity Attack0.2808415
Insult0.40243408
Profanity0.07482228
Threat0.0077154995
Severe Toxicity0.011444092
Moderate 0.37694603 Constructive 0.852 Policy_Critique
Sep 7, 2025 1 likes 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)
These india indians are everywhere now Canada Singapore UK Australia... Seems like they want world war 3.
These india indians are everywhere now Canada Singapore UK Australia... Seems like they want world war 3.
Identity Attack0.44690517
Insult0.16773392
Profanity0.06546012
Threat0.13211988
Severe Toxicity0.023076924
Moderate 0.3722269 Low Con 0.114 Fear_Threat
Oct 1, 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.