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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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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: "When I was just starting …" 577 comments · Page 15 of 24
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Yea, but the immigrant ( all races) kids get far better grades in school, and that generation pays 30% tax every year of their 100k salary... They're the ones that gonna take this country into …
Yea, but the immigrant ( all races) kids get far better grades in school, and that generation pays 30% tax every year of their 100k salary... They're the ones that gonna take this country into next century of technologically advanced world. Issue with economy starts with the family. If you have single parent family and social issues.. kids aren't gonna make it in this highly competitive world. Please go to Google, facebook, Microsoft. .. you'll see immigrants left right and centre. Lets face the facts, immigrant mentality is what builds a proper county. First generation immigrants are lost and weird and seems odd, second generation is the cream of the crop . Third slows down then 4th is basically are the ones complaining about the first generation. Solution is to use these people and figure out how they will help this county in the next 30 years, not tomorrow. Look at how Irish, Ukrainian, Chinese, Italian etc.. came as first gen immigrants (to this native land). Cold.. lost.. try to use their wits to survive in a colonial economy. That second generation built what we have now. Immigration is a god damn economical strategy man... Issue with homelessness, has nothing to do with immigration. Homelessness is related to addiction and mental health. Most immigrants don't suffer from homelessness because they have relatives that look after each other. 3rd generation+ Canadians (all races) lack that.. if you're 18 you are own your own, thats where that issue is with homelessness.
Identity Attack0.11860296
Insult0.047935467
Profanity0.018597418
Threat0.007870848
Severe Toxicity0.0041007996
Low Tox 0.15932569 Constructive 0.681
Mar 16, 2019 How much do refugees and …
Lies right from the start
Lies right from the start
Identity Attack0.0043102503
Insult0.06794841
Profanity0.021466793
Threat0.0066668927
Severe Toxicity0.0020980835
Low Tox 0.15932569 Low Con 0.181
Dec 23, 2018 How much do refugees and …
A reckoning is coming for the people who do not want to assimilate to our customs and norms Canadians tolerate a lot of abuse and just smile and look the other way hoping people will …
A reckoning is coming for the people who do not want to assimilate to our customs and norms Canadians tolerate a lot of abuse and just smile and look the other way hoping people will realize how they are acting eventually and change their behavior the people from the middle east your gonna start a civil war. I am Canadian my family been here for many generations don't think for one second this place is gonna turn into the middle east Canada was the first to invade and liberate the Netherlands from the nazis don't for a second think we won't act that way on our own soil to people who disrespect us at home during covid the government got lucky that we were peaceful what happens when you corner a wild animal people are gonna find out
Identity Attack0.08004672
Insult0.0670459
Profanity0.019553876
Threat0.016810767
Severe Toxicity0.0052261353
Low Tox 0.15822013 Constructive 0.639
Aug 25, 2025 Why Canadians Are Turning Against …
I was born in brampton, lived in cbridge then to b.c.! I will never go back! Heres a fun fact tho, the government opened the flood gate to immigration, red taped housing, started a catch …
I was born in brampton, lived in cbridge then to b.c.! I will never go back! Heres a fun fact tho, the government opened the flood gate to immigration, red taped housing, started a catch and release program for repeat offenders, even violent ones! And made drugs decriminalised! From what I heard, there was commercials and panphlets all over differnt countries saying come to canada for a better life, its great here! Many came and because of the housing shortage due to the red tape, people were sleeping on the street in front of the government offices! Its also colder then many people that have never experienced could even imagine! Then there starting from the bottom! A chip on there shoulder thinking the gov owes them and do whatever you can to get payed! Hence why there were so many car, jewlery store, liqure store thiefts and break & enters! The cops were literally telling people to keep there car keys near the door so the thiefs can take them with no altercation! I blame turdo and sean fraser! Fun fact, sean fraser was the immagration minister then got cabnet shuffled to housing minister during turdos terms, idk what he is now but i think hes still in cabnet. I try not to be racist but this failed experiment and just plain bad math/out of touch with reality cabinet ministers are litterally making people racist! Its too many, too fast, when there manipulating the housing market by red taping it so much nobody can get a shovel in the ground! The stupidity of the gov is insane! I dont like the convervatives either as they will just swing the pendulem so far the other way too fast, i.e. cut everything! Including when they were hurting single mothers on welfare and persons with disibilities, we need somthing new, maybe a.i. or the upcomming future party, idk but this crap is wak!
Identity Attack0.053854458
Insult0.0670459
Profanity0.023311393
Threat0.011042561
Severe Toxicity0.0046157837
Low Tox 0.15490346 Constructive 0.646 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I remember when my family immigrated here over 15+ years ago and my brother was only 1 years old. 2 weeks after coming here he slipped on the floor and cut open his forehead on …
I remember when my family immigrated here over 15+ years ago and my brother was only 1 years old. 2 weeks after coming here he slipped on the floor and cut open his forehead on the hinges of our door and he was bleeding everywhere (he later had to get 6 stitches to fix it), my father was out working and we didn't know how to contact the police or hospital because we didn't have a home phone yet. We used our neighbors and the ambulance came and I strictly remember that because we didn't have our health cards yet they wouldn't start work even though my father said he will pay when he gets there. I remember my mother and I feeling helpless while my 1 year old brother was bleeding out (the hospital staff tried to stop the bleeding with cotton ball and bandage) and I distinctly remember that they did not start helping my brother even WHILE my father was paying but only started work after the bill was completed. Even though my family felt helpless at that time and we felt it was unfair, we never blamed Canada because it was their policy and they have every right to follow protocols. So it makes me angry to see people who walked into our country illegally getting far better treatment than my family ever got even though it might not be anything as life threatening as ours was. It makes me angry that our hard earned tax dollars are used to help people who have no motivation to help the country that gave them asylum during war.. It's actually the opposite as a lot of these families call their free housing "disgusting" and compare it to "living like a slave". I'm angry because little girls at my brothers own school are getting shoved and assaulted by refugee boys as young as 6-7 and are let off with a simple "don't do that again" and a meeting with the parents. This is not the Canada my family came to love and call home so I can't imagine the hardships of Canadians who are living here for 3, 4, 5+ generations 😔😔
Identity Attack0.046159767
Insult0.04910661
Profanity0.08193458
Threat0.063029334
Severe Toxicity0.00793457
Low Tox 0.15490346 Constructive 0.87
Feb 12, 2019 15 likes How much do refugees and …
Canadians need to start have more baby's to stop imagation
Canadians need to start have more baby's to stop imagation
Identity Attack0.10221587
Insult0.046178754
Profanity0.015147334
Threat0.011275585
Severe Toxicity0.003643036
Low Tox 0.1537979 Low Con 0.202 Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Where did the point system go? Why is the canadian government not strict with fact-checking the documents being submitted by applicants? I thought Canada is stricter but I guess Indians are already treating it like …
Where did the point system go? Why is the canadian government not strict with fact-checking the documents being submitted by applicants? I thought Canada is stricter but I guess Indians are already treating it like the middle east where they can just pay the schools from their country to submit fraudulent papers saying they have a master's degree in computer science but when they start working, they couldn't even do proper coding!
Identity Attack0.10221587
Insult0.06459839
Profanity0.015079016
Threat0.0065827454
Severe Toxicity0.0028419495
Low Tox 0.1537979 Moderate Con 0.381
Oct 3, 2025 IRCC Names India in Study …
After covid 19 and lax immigration laws opened the flood gates of Indians to come in and what they did? Start buying houses making the prices reach unattainable levels now for any native. On top …
After covid 19 and lax immigration laws opened the flood gates of Indians to come in and what they did? Start buying houses making the prices reach unattainable levels now for any native. On top of that who's on every single job now? Well now it's literally impossible to get a job anywhere. Cost of food? Oh yeah it rose 2 folds. Quality of living? Well that dropped 2 folds too.
Identity Attack0.120924085
Insult0.036545437
Profanity0.020510335
Threat0.0067963502
Severe Toxicity0.003967285
Low Tox 0.15324512 Constructive 0.522 Economic_Argument
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
I loved in Brampton for over 20 years. For most of the time there, I had no issues with Indians. Most of the ones I met were nice and generous people. The issues have truly …
I loved in Brampton for over 20 years. For most of the time there, I had no issues with Indians. Most of the ones I met were nice and generous people. The issues have truly started cropping up since 2018. Seems like the younger immigrants bring their rivalrys and feuds over here.
Identity Attack0.16801116
Insult0.035443626
Profanity0.022833163
Threat0.00704232
Severe Toxicity0.0032806396
Low Tox 0.15269235 Constructive 0.763
Dec 12, 2025 Inside Canada's Indian Metropolis (Brampton)
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of …
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of you showed how it has been rejigged, a lot of the details. Good job. Honestly, excellent interview. I saved it to my PC. Here is the hard part. Excepting the US, the entire west, UK, Germany, France, Spain, Canada, Australia etc, is engaging the same precise nation wrecking migration policies. Ponder the concept - its a global plan. THAT is the hard part. Stretch your mind Lilley, you can do it. You would start to wonder whether its one arm of an overall decline of the west actual plan. Wreck energy, agriculture, public finances, flood the place with unvetted migrants to swamp the place, deride the history, promote shame, wreck the very concept of a family, de-industralize. Make us all poor, dependent, minorities in our own homeland. Keep gnawing away at free speech, arrest grandmas for posting why is the local hotel full of migrants who dont speak english? Just how it is man. I know, its hard to comprehend. Facts are facts however.
Identity Attack0.045901958
Insult0.06984934
Profanity0.02433617
Threat0.009074804
Severe Toxicity0.0031661987
Low Tox 0.15213956 Constructive 0.797 Unverified_Claim
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
There have always been a few questionable people that are immigrants and refugees but it was in the early 2000s when you first started to see the foreign students and immigrants/refugees start to me more …
There have always been a few questionable people that are immigrants and refugees but it was in the early 2000s when you first started to see the foreign students and immigrants/refugees start to me more the "gimmegrant" type. They wanted sponsorship, benefits, housing, etc but didn't want to put in the work or participate and some were very dim also. It just got worse every year from 2006 I would say but with Trudeau in 2015 letting more in and telling them we have no culture spelled our doom but then you have ministers like Rempel who also like to play according to the wind. She was all about Islamophobia and supporting Muslims when convenient but now seems to want to close doors.
Identity Attack0.06704199
Insult0.07491849
Profanity0.023789622
Threat0.0071199946
Severe Toxicity0.0036811829
Low Tox 0.15213956 Constructive 0.65 Personal_Narrative
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
We cannot save everyone in the world because we are a western country. It's the 21st century and western countries have been sending billions to developing countries since the 1940's to develop their countries. This …
We cannot save everyone in the world because we are a western country. It's the 21st century and western countries have been sending billions to developing countries since the 1940's to develop their countries. This was a U.N. pact started in the 1940's. Almost 8 decades later can we not expect more from developing countries. WE NEED TO MAKE THE LEADERS OF DEVELOPING COUNTRIES MORE ACCOUNTABLE FOR THEIR OWN PEOPLE OR STOP THE FUNDING. AND THIS LADIES AND GENTLEMEN IS WHY THE U.S. HAS STOPPED FUNDING. The U.S. also stopped funding NATO because they were paying the most and many countries were regenging on their payments. We need to expect more from all countries.
Identity Attack0.029144434
Insult0.06617179
Profanity0.028640235
Threat0.008686432
Severe Toxicity0.0044059753
Low Tox 0.15213956 Constructive 0.673
Dec 23, 2025 2 likes Deportations From Canada at Their …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually ended up speaking with a possible "mule" who again is there "temporarily" 3. Please look up the free documentary CBC put out in regards to the E Indian community "handing out" commercial driving licenses 4. Please search all the recent arrests inbound and outbound Detroit and Port Huron borders. 98% east Indian and the names are always written in the articles. These are facts 5. The "mules" get a slap on the wrist for the contraband and end up getting deported 6. The company starts the process again and claims they know nothing 7. Their company owners all drive exotic vehicles and fancy homes Please look into this, it's been happening for years and years
Identity Attack0.024198212
Insult0.071750276
Profanity0.024199532
Threat0.0101363575
Severe Toxicity0.0039863586
Low Tox 0.15103401 Constructive 0.747 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Indians are generally good people some might have issues but hey no one ain't perfect. Now the issue is I prefer migrants to assimilate e.g. I am a japanese migrant in canada so I decided …
Indians are generally good people some might have issues but hey no one ain't perfect. Now the issue is I prefer migrants to assimilate e.g. I am a japanese migrant in canada so I decided to do things to be canadian speak English, Go skiing and live like everyone else Not building my own japan town or whatever. Also the second issue is Mass migration because these people once they come they start promoting it back home so more people come so it pretty much a point of no return. Also using the canada for a stop over for usa is very weird reason but don't do that that just sets a bad example to your people
Identity Attack0.12556632
Insult0.037980765
Profanity0.03840541
Threat0.0077025536
Severe Toxicity0.004673004
Low Tox 0.147767 Constructive 0.717
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Same thing happening in Australia. And the driving 🤦‍♀️😂 I had a lady slam her brakes on in the middle of a busy road, and just stop. I was beside her at the stop lights …
Same thing happening in Australia. And the driving 🤦‍♀️😂 I had a lady slam her brakes on in the middle of a busy road, and just stop. I was beside her at the stop lights and asked her what she was doing as she nearly caused an accident.. she said, “you drive your way and I’ll drive my way”.. I tried to highlight the road rules in this country and she started to abuse me 😂
Identity Attack0.04925346
Insult0.032028005
Profanity0.044668075
Threat0.043955702
Severe Toxicity0.005340576
Low Tox 0.14429577 Constructive 0.618 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
You should start judging by color if you want to keep your country. It’ll keep you safe too.
You should start judging by color if you want to keep your country. It’ll keep you safe too.
Identity Attack0.1035157
Insult0.025026767
Profanity0.01620627
Threat0.0091524795
Severe Toxicity0.004043579
Low Tox 0.14256015 Low Con 0.239 Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
bro in the bike should start his own podcast
bro in the bike should start his own podcast
Identity Attack0.009693438
Insult0.036325075
Profanity0.041160982
Threat0.01187109
Severe Toxicity0.004272461
Low Tox 0.14256015 Low Con 0.268 Meta_Commentary
Jan 28, 2026 716 likes Inside Canada's Indian Invasion...
Canadian here. It’s only divisive because it doesn’t go far enough Edit: also don’t be fooled—Trudeau didn’t help but this trend started in the West long before he was in office
Canadian here. It’s only divisive because it doesn’t go far enough Edit: also don’t be fooled—Trudeau didn’t help but this trend started in the West long before he was in office
Identity Attack0.019977676
Insult0.071433455
Profanity0.021398475
Threat0.006550381
Severe Toxicity0.0020122528
Low Tox 0.14082454 Constructive 0.513 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
Talk, talk, talk.......If you were serious You would come out and vote. And vote PPC! But...No. 😅 👍 👍 And Cnadians would start having kids!!!
Talk, talk, talk.......If you were serious You would come out and vote. And vote PPC! But...No. 😅 👍 👍 And Cnadians would start having kids!!!
Identity Attack0.04512853
Insult0.058475737
Profanity0.014839902
Threat0.00756015
Severe Toxicity0.0032424927
Low Tox 0.13908891 Low Con 0.292
Jan 4, 2026 1 likes Why Canadians Are Turning Against …
First give them hopes to come to foreign place and work on low income... Then once you take make of them local start to call it invasion but their government is the one should be …
First give them hopes to come to foreign place and work on low income... Then once you take make of them local start to call it invasion but their government is the one should be blamed...
Identity Attack0.06294931
Insult0.04032305
Profanity0.01402008
Threat0.0101363575
Severe Toxicity0.0031089783
Low Tox 0.13388206 Low Con 0.283 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Every one of you in Canada is an immigrant or descendant of an immigrant, so please don’t do to each other what they did to your grandfathers and grandmothers! Put yourself in the place of …
Every one of you in Canada is an immigrant or descendant of an immigrant, so please don’t do to each other what they did to your grandfathers and grandmothers! Put yourself in the place of the person who just arrived and feel how much they are suffering to start a new life, find a new place, find furniture, change career and look for a new job, get the cultural shock and cold weather shock and learn how to survive the cold winter and learn a new language, and make new contacts, new friends and new families maybe… too much to handle while you are not giving a fuck about all his struggles but pushing him to change his culture automatically like if it’s magic and at the same time he is not aware why on earth is everyone against his religion or accent or way of thinking and your rejections towards them by showing clearly your attack towards them here online without shame! Those people who are escaping from wars or genocides or poverty to find a better opportunity to be able to feed their families abroad, you have no consideration for what brought them here or what they had endured and you want to let them endure more above their struggle to survive all the inconvenience in a capitalist frozen country! Please try to be nice to each other and teach one another how to live respecting one another boundaries and culture! a country with many nationalities is multicultural and multiculturalisme can’t exist with racism and discrimination. Keep the multiculturalism with the nice picture it holds which keep the country warm and colourful. Live in peace and love❤
Identity Attack0.09410924
Insult0.06285016
Profanity0.017845914
Threat0.007417747
Severe Toxicity0.0037002563
Low Tox 0.13214645 Constructive 0.735
Sep 17, 2025 1 likes Why Canadians Are Turning Against …
Sad thing about this video is that it solely puts all the blame on the immigrants and misses the big picture. Who let them in , for what purpose? Why not start with the liberal …
Sad thing about this video is that it solely puts all the blame on the immigrants and misses the big picture. Who let them in , for what purpose? Why not start with the liberal cabal of this nation? Why does Canada have a failed immigration system?
Identity Attack0.10221587
Insult0.035443626
Profanity0.012312118
Threat0.006602164
Severe Toxicity0.002231598
Low Tox 0.13214645 Moderate Con 0.378 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something that dates back to the British era, when Britain sent a group of Indians, specifically Sikhs, for security or labor work in Canada. This started the trend of Sikhs (turban-wearing ones) moving there. In modern times, the West was richer in terms of education and infra compared to Asia, which attracted many normal students and families immigrants also. Canada and America were built by immigrants, but now things are saturated, which I understand, and that’s where the resentment comes from. The majority Sikh state ( punjab) in India is still behind in development and job wise cooperation, and the historical pattern from the British era of moving to Canada for a better life has become a norm for many young people there. The close, collaborative nature of Sikhs—like a cousin in Canada inviting another cousin from India to come over, open a shop, work together, or share housing—is another reason many don’t hesitate to immigrate. These are some of the reasons behind mass immigration from India. Now, with saturation, the resentment toward immigration has grown. India itself faces issues with immigrants who live off our taxes, take rights meant for native children, and abuse policies, laws, or the environment. At least Canada has better-off immigrants—educated and contributing to the economy. While some may depend on taxes, most are hardworking and self-sufficient; otherwise, Canada’s economy would have collapsed by now. In end i can understand the hatred but you guys should stop this yourselves - not hunting them but prevent more.
Identity Attack0.11280017
Insult0.047935467
Profanity0.017504321
Threat0.0074048014
Severe Toxicity0.0031280518
Low Tox 0.13041082 Constructive 0.817 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This the results of continuing to vote in liberal progressive leadership,this was starting to happen in the U.S. Thank God most Americans have awakened to the madness and voted in a conservative president who is …
This the results of continuing to vote in liberal progressive leadership,this was starting to happen in the U.S. Thank God most Americans have awakened to the madness and voted in a conservative president who is taking control and stopping the madness.I suggest to you my Northern neighbors to do the same and save your Nation!
Identity Attack0.023796257
Insult0.06599696
Profanity0.019007329
Threat0.00713294
Severe Toxicity0.0021457672
Low Tox 0.12520397 Constructive 0.599
Aug 25, 2025 Why Canadians Are Turning Against …

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.