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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

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "I'll just say that as …" 44 comments · Page 1 of 2
Men with bycicle tell the truth but this latte boys They'll say it's racism because they already know what to say: a black man fucking a white woman (90% of porn, Jews?) isn't racism; these …
Men with bycicle tell the truth but this latte boys They'll say it's racism because they already know what to say: a black man fucking a white woman (90% of porn, Jews?) isn't racism; these are normal ads with only men of color and white women; it's normal; why taht is not normal in any other fucking corner of the earth to promote this type of mulatization except North America and Europe??? Why? Racism?
Identity Attack0.6458014
Insult0.5362655
Profanity0.71218073
Threat0.11002964
Severe Toxicity0.45895407
Toxic 0.7675452 Low Con 0.297 Identity Attack Insult Unverified_Claim
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
As a Canadian I've been saying this for the last 5 years and was called racist. Well I'm going to be the biggest best racist i can. Get your backwards religion and culture out of …
As a Canadian I've been saying this for the last 5 years and was called racist. Well I'm going to be the biggest best racist i can. Get your backwards religion and culture out of my country, your disgusting religion and culture is not welcome here. You will not be tolerated by the people. The government may welcome you, the people will not. You'll have to cull the white population in Canada to silence this movement against Muslim immigrants. Worthless people with no humanity, not even for each other, they only care about their religion and nothing else. Calling them human I think at this point is a stretch. My cat has more emotional maturity and regulation then Muslims. Absolutely vile "people".
Identity Attack0.58743036
Insult0.5678696
Profanity0.19524631
Threat0.10389658
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.431 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
Identity Attack0.6649212
Insult0.42367843
Profanity0.16869035
Threat0.012906751
Severe Toxicity0.038593806
Moderate 0.56269526 Moderate Con 0.401 Identity Attack Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
You don’t have any problem, putting forward, absolute inaccurate content. How about your concentrate on your own country and stay the f*uk out of ours. In your Niagara video of woman claimed that once a …
You don’t have any problem, putting forward, absolute inaccurate content. How about your concentrate on your own country and stay the f*uk out of ours. In your Niagara video of woman claimed that once a day in Niagara Falls family day and everything is closed. Did you not check it? This video. You make it sound like everybody who is the greatest of Indian move to Franklin people from my neighbourhood they do talk to us saying hello. Help me when I’m at Walmart. Is the person that moving to send if you’re racist country. You’ll talk to Canadians who represent you more than they represent us and your post. What they say must be interesting in your bizarre echo chamber.
Identity Attack0.29035977
Insult0.42567953
Profanity0.46460027
Threat0.01940071
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.56 Meta_Commentary
Oct 16, 2025 Inside Canada's Indian Metropolis (Brampton)
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says …
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says what Canadians want to hear, but I feel he's stupider than Trump. He's Maple Trump. I was hoping the Conservatives would of gotten a new leader, a smart guy, but nope, let's put PP out their again and hope the 2nd or 3rd or 4th times the charm.
Identity Attack0.06522302
Insult0.5739874
Profanity0.17803068
Threat0.010447056
Severe Toxicity0.014382465
Moderate 0.4977744 Constructive 0.542 Insult Personal_Narrative
Feb 24, 2026 3 likes 'We do know that there's …
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They …
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They don't respect our rules, they commit crimes, they litter and use our beaches as their bathrooms. They dump in our green spaces, abuse our food banks, take all our jobs, housing and healthcare. They set up scam companies to give truck licences to East Indians and then send them down the road to kill our citizens. Omg I could go on and on. They look down on us in OUR COUNTRY!!!! Absolutely ridiculous. We need to protest like the UK is protesting or Carney will do NOTHING!!!!😡😡😡😡
Identity Attack0.5051593
Insult0.4339631
Profanity0.13608865
Threat0.067232
Severe Toxicity0.040387187
Moderate 0.47119883 Constructive 0.558 Identity Attack Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is …
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is doing that piece of s***. He is turning Canada into a European nation. You watch once joined the European Union and then the richer get richer, there'll be no oil class, the poor be poor and guess what, when you look at the European Union, they are all about one ruled government. One world order wake up this whole entire immigration thing is a f****** joke. From my aunt's opinion and yes, that normally filters on. So it doesn't exactly say all the swear words, my apologies, but no born and raised canadian, and this is a d*** joke, they want to turn around and keep on pushing us and pushing us well.Maybe soon enough, they're real canadian people push back car needed, begets, sent back to the us and a box everybody else who came here.There's no want to fall at our rules.Arborgulations are way of culture.Get the f*** back, where'd ever held country?You came from him because guess what time is ticking tiktok?Tiktok, revenge, you can a snap, and when we do all you immigrants, carney, evernels fit in or f*** off
Identity Attack0.1508922
Insult0.44464502
Profanity0.45190978
Threat0.020954676
Severe Toxicity0.0394905
Moderate 0.46982017 Constructive 0.645 Call_To_Action
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
And from the numbers that I've been hearing on in the internet Canada's gone up 237% in crime chief of police in Toronto says just comply let them come in let them rape your wife …
And from the numbers that I've been hearing on in the internet Canada's gone up 237% in crime chief of police in Toronto says just comply let them come in let them rape your wife let them rape your daughter but just comply has a Canadian and as a senior there's no complying they'll be met full force
Identity Attack0.17614605
Insult0.26957804
Profanity0.25367188
Threat0.44185185
Severe Toxicity0.0475607
Moderate 0.4574824 Constructive 0.526 Fear_Threat
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
Identity Attack0.46028158
Insult0.3416952
Profanity0.17380778
Threat0.05753354
Severe Toxicity0.032316983
Moderate 0.45243698 Low Con 0.276 Identity_Assertion
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
I’ve said it once I’ll say it again for those in the back. If you’re an immigrant here bring the good parts of your country and culture and leave the garbage stuff behind AND ASSIMILATE! …
I’ve said it once I’ll say it again for those in the back. If you’re an immigrant here bring the good parts of your country and culture and leave the garbage stuff behind AND ASSIMILATE! be part of Canada that’s it
Identity Attack0.39207554
Insult0.46923602
Profanity0.15283443
Threat0.0074565844
Severe Toxicity0.019482423
Moderate 0.4421347 Moderate Con 0.421 Policy_Critique
Aug 26, 2025 39 likes Why Canadians Are Turning Against …
As an Indian - this is not good at all . I’ll always be Indian and I’d never settle in a western country . All that aside , the people are racist , not wanting …
As an Indian - this is not good at all . I’ll always be Indian and I’d never settle in a western country . All that aside , the people are racist , not wanting your country to become India is very justifiable 😂 But saying they ate poo and being racially stereotypical is not good . 🫤
Identity Attack0.4453683
Insult0.35849577
Profanity0.2980872
Threat0.011560392
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.666
Jan 27, 2026 Inside Canada's Indian Invasion...
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
One thing I noticed is the only thing people ever say positive about foreigners coming to their area is that the food is good. Like just pay attention now and you’ll see, it’s always “ …
One thing I noticed is the only thing people ever say positive about foreigners coming to their area is that the food is good. Like just pay attention now and you’ll see, it’s always “ the food is better now that we have diversity” lol it’s like wtf
Identity Attack0.22458547
Insult0.16989174
Profanity0.4185329
Threat0.008336896
Severe Toxicity0.02296847
Moderate 0.39987978 Moderate Con 0.466 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has been broken into atleast 20 times in 5 years and 3 months ago a older Indian man broke into our house and was wearing my sister's clothes sleeping in her bed. He went through all our stuff and even ate food out of the fridge. So violating and frustrating living in Brampton lately. I'm so ashamed to say im from Brampton and even indian people in other towns have made fun of me for living in Brampton and telling me how bad the driving is. Lol thanks buddy. 😢
Identity Attack0.36702603
Insult0.24287975
Profanity0.22592722
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.37340668 Constructive 0.805 Personal_Narrative
Sep 19, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we …
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we on average let in 1 million people per year. It’s disgusting. It’s purely the liberals thinking “oh yeah all of of them vote the same, let’s bring em in and they’ll vote us in.” Short term play all about greed and power worship. Instead of a long term play to serve Canada. Indians and other immigrants who came here before this liberal season, they all despise the new immigrants. Because they had to jump through so many hoops to become Canadian. These new people are welcomed even though they don’t work and go straight on welfare. It’s sick and twisted.
Identity Attack0.37082586
Insult0.28791866
Profanity0.084844165
Threat0.010705971
Severe Toxicity0.012207031
Moderate 0.34757367 Constructive 0.592 Policy_Critique
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
I'll just say that as a British guy, the ask for Khalistan is fair in my opinion. Us Brits screwed the Sikhi over after they did a lot for us.
I'll just say that as a British guy, the ask for Khalistan is fair in my opinion. Us Brits screwed the Sikhi over after they did a lot for us.
Identity Attack0.27991617
Insult0.19967617
Profanity0.35346076
Threat0.032695748
Severe Toxicity0.01986976
Moderate 0.3389984 Constructive 0.639 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
As a white person I’ve noticed for a long time but it can’t say anything cause I’ll be labelled racist
As a white person I’ve noticed for a long time but it can’t say anything cause I’ll be labelled racist
Identity Attack0.35299334
Insult0.09563028
Profanity0.12158839
Threat0.012078222
Severe Toxicity0.012435913
Moderate 0.32182294 Moderate Con 0.464 Identity_Assertion
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
As indian we didn't like our country because india have more blind followers of political parties like BJP who never asked questions to government (in 2014 and 2025 BJP ruled india) we have corruption in …
As indian we didn't like our country because india have more blind followers of political parties like BJP who never asked questions to government (in 2014 and 2025 BJP ruled india) we have corruption in anyway if your Rich with contact with political (BJP) so your are free to any crime. ( Same Indian are uncivilized and some are civilized who Leved india to better quality Life ) I'll just went to say something to other. I'll didn't hate our country but I'll enough to see corruption in anyways in India.
Identity Attack0.29951343
Insult0.26957804
Profanity0.096482486
Threat0.024753258
Severe Toxicity0.017093835
Moderate 0.3140926 Constructive 0.717 Personal_Narrative
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Canada 🇨🇦 has been trying to attract more people from Europe and that has failed for years now because of our winters. Nobody has children like in the past and the demographic of our population …
Canada 🇨🇦 has been trying to attract more people from Europe and that has failed for years now because of our winters. Nobody has children like in the past and the demographic of our population has declined. If we don’t have children, then who’s going to pay for the pensioners to live? All the comments here are just about how crooked the liberals are and not a bad word about PP. If you google him you’ll find that he is worth $95 million and he’s a shareholder of Brookfield and yet he’s a god in the same eyes. Well Carney is a banker and I would expect a banker to have more money than just about anyone. I’m a conservative voter but I am proud to say that I voted for Carney otherwise we would have been sold out to the USA . The problems with immigration is a very strong and should be reviewed and corrected.
Identity Attack0.068465814
Insult0.26957804
Profanity0.05393682
Threat0.0074565844
Severe Toxicity0.0060653687
Low Tox 0.2854903 Constructive 0.748 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Its very bad here in Canada. All jobs that used to go to the youth now go to immigrants. Tyler, its no joke to say you'll pray to other gods. Keep your heart and mind …
Its very bad here in Canada. All jobs that used to go to the youth now go to immigrants. Tyler, its no joke to say you'll pray to other gods. Keep your heart and mind pure, otherwise you will be snared.
Identity Attack0.27701542
Insult0.110259406
Profanity0.024951037
Threat0.028897164
Severe Toxicity0.008125305
Low Tox 0.28312725 Constructive 0.513 Economic_Argument
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
Next thing you’ll know, the Libs will say we need a digital ID to combat this nonsense and force it upon us. And the elbows up crowd with name and shame us like they did …
Next thing you’ll know, the Libs will say we need a digital ID to combat this nonsense and force it upon us. And the elbows up crowd with name and shame us like they did during Covid with the vaccine pass.
Identity Attack0.018972786
Insult0.25800487
Profanity0.035649836
Threat0.010214032
Severe Toxicity0.004043579
Low Tox 0.2820025 Moderate Con 0.351
Sep 30, 2025 IRCC Names India in Study …
They CAN do this because of what generations of Canadians did. Why can’t they do the same in India? What is different there than in Canada? I will say I’ll take a million Indians before …
They CAN do this because of what generations of Canadians did. Why can’t they do the same in India? What is different there than in Canada? I will say I’ll take a million Indians before 1 Muslim.
Identity Attack0.316
Insult0.053205602
Profanity0.021330157
Threat0.0130621
Severe Toxicity0.008087158
Low Tox 0.25084448 Constructive 0.574
Nov 29, 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.