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Canadian Immigration Dashboard [ CID ]
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: "Canada has the right to …" 277 comments · Page 2 of 12
7:56 This shirtless guy is an absolute clown. He's complaining about immigration yet he himself is an unhappy immigrant. If he's so unhappy, why doesn't he go back to Poland? Also, calling Canada communist is …
7:56 This shirtless guy is an absolute clown. He's complaining about immigration yet he himself is an unhappy immigrant. If he's so unhappy, why doesn't he go back to Poland? Also, calling Canada communist is hilarious considering that it has a free market economy, a multiparty democracy, free elections and protected right to free expression and free assembly.
Identity Attack0.17614605
Insult0.6370372
Profanity0.12903778
Threat0.009281937
Severe Toxicity0.021419114
Moderate 0.584095 Moderate Con 0.443 Insult Meta_Commentary
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
bruh who the hell wants to go to the usa from canada right now lmao
bruh who the hell wants to go to the usa from canada right now lmao
Identity Attack0.15517195
Insult0.2817503
Profanity0.5013569
Threat0.012285355
Severe Toxicity0.1465323
Moderate 0.5779532 Low Con 0.23 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but …
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but they are working and trying to get ahead …just like you , your parents or grandparents did ,you people are just being racist towards the Indians , all of you are migrant decedents ,and don’t even try the “we didi it the righ way” bs for is stupid , also you colonize and practice genocide of the locals but we don’t add that to the conversation right ? Im a migrant,did it “ right way” but understand not everyone can, why wouldn’t ( as long they don’t commit an actual crime) they have a chance also? This is not my canada , we are not the usa or europe, we are better.
Identity Attack0.45348886
Insult0.5739874
Profanity0.33453682
Threat0.08089764
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.668 Insult
Oct 17, 2025 IRCC Names India in Study …
wtf is happening to the world right now? Europe is screwed and almost invaded, Canada too. This is what happens when liberals have rights and a voice
wtf is happening to the world right now? Europe is screwed and almost invaded, Canada too. This is what happens when liberals have rights and a voice
Identity Attack0.2839175
Insult0.42743355
Profanity0.5249258
Threat0.011275585
Severe Toxicity0.059217658
Moderate 0.5532103 Low Con 0.278 Fear_Threat
Feb 5, 2026 Inside Canada's Indian Invasion...
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so …
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so they couldn't be hypocrites now.
Identity Attack0.29035977
Insult0.6099415
Profanity0.06195303
Threat0.007870848
Severe Toxicity0.013285006
Moderate 0.5532103 Moderate Con 0.301 Insult Comparative_Framing
Feb 13, 2026 Canada's tighter immigration policy divides …
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...
Jeez dread, Canada needs to do something quick, I'm seeing tis shit all over and it going to be a real mess if they don't fix it fast. Change the laws and force these people …
Jeez dread, Canada needs to do something quick, I'm seeing tis shit all over and it going to be a real mess if they don't fix it fast. Change the laws and force these people to adhere to the culture and laws, take away some one their rights, start by taking away their rights to practice their culture in public, stop their protesting, they are immigrants and should behave like a lifelong guest, deport them without question if they fail to assimilate.
Identity Attack0.37292135
Insult0.46774593
Profanity0.5150164
Threat0.063999176
Severe Toxicity0.052940834
Moderate 0.52139956 Constructive 0.51 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
SADLY CANADA IS GETTTING EXACTLY WHAT THEY DESERVE THIS IS JUST THE BEGINING RIGHT NOW IF WE WAKE UP WE COULD CHANGE IT ALL TAKE A DAM PEN PICK UP YOUR DAM PHONE WALK TO …
SADLY CANADA IS GETTTING EXACTLY WHAT THEY DESERVE THIS IS JUST THE BEGINING RIGHT NOW IF WE WAKE UP WE COULD CHANGE IT ALL TAKE A DAM PEN PICK UP YOUR DAM PHONE WALK TO YOUR MP AND MLA GET OUT OF YOUR SYNICAL PESSIMISTIC SELFISH MODE AND WORK TO CHANGE THINGS PRICE OF FREEDOM IS ETERNAL VIGILANCE JUST FANCY WORDS ? CALL YOUR APATHY WHAT IT IS SIN. LAZINESS SHUT DOWN WOKE PATHETIC LEFT WING SOCIALIST/COMMUNIST MEDIA LIKE CBC ETC. OR SUFFER AND SHUT UP
Identity Attack0.23239216
Insult0.5393265
Profanity0.32965264
Threat0.13815513
Severe Toxicity0.05832097
Moderate 0.52139956 Moderate Con 0.33 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
It's a two headed monster - on the right, corporate property conglomerates have QUADRUPLED RENTS IN 20 years! on the left - CLOWNS have stopped having children because they hate themselves, and they welcome in …
It's a two headed monster - on the right, corporate property conglomerates have QUADRUPLED RENTS IN 20 years! on the left - CLOWNS have stopped having children because they hate themselves, and they welcome in invaders from other countries that are already overpopulated. The West is done until this two-headed snake is stopped, and in some countries, like Canada, it's probably already too late. Too bad, Canada used to have the hottest women.
Identity Attack0.2781757
Insult0.5723624
Profanity0.18417911
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.52007306 Low Con 0.279 Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
CRIMINALS FROM INDIA ARE ALL OVER THE PLACE AND THESE PEOPLE WILL STOP AT NOTHING WHEN IT COMES TO CRIME . THEY TRIVE ON CRIMINAL ACTIVITY CAUSE THE LAWS PROTECT THEM MORE THAN TRUE CANADIANS …
CRIMINALS FROM INDIA ARE ALL OVER THE PLACE AND THESE PEOPLE WILL STOP AT NOTHING WHEN IT COMES TO CRIME . THEY TRIVE ON CRIMINAL ACTIVITY CAUSE THE LAWS PROTECT THEM MORE THAN TRUE CANADIANS . CANADA HAS BECOME A HAVE FOR CRIMINALS AS TRUMP POINTED OUT ' PROTECT OUR BORDERS AND KEEP THESE DRUG LORDS OUT . TRUMP WAS RIGHT ABOUT THE DRUGS PRODUCED IN CANADA WITH THE PRE CURSERS COMING FROM CHINA . BC IS HOME .
Identity Attack0.5135796
Insult0.5101222
Profanity0.20016506
Threat0.02855184
Severe Toxicity0.035007052
Moderate 0.51980776 Moderate Con 0.415 Identity Attack Insult Unverified_Claim
Oct 1, 2025 2 likes IRCC Names India in Study …
Indians are destroying canada. They have bought almost all our franchises and housing companies, and are only employing their own. 25% of canadian young adults are unemployed because of them. They do not have a …
Indians are destroying canada. They have bought almost all our franchises and housing companies, and are only employing their own. 25% of canadian young adults are unemployed because of them. They do not have a right to be here. They cry racists if we criticises anythibg. I don't care anymore. It's in every city
Identity Attack0.58354634
Insult0.40243408
Profanity0.10301965
Threat0.030969119
Severe Toxicity0.02453801
Moderate 0.51980776 Moderate Con 0.47 Identity Attack
Sep 20, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed …
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed at proven, bogus asylum seekers and those whose Visas have expired and have no right to even remain in Canada. Also, I don't care what kind of a mess a legitimate asylum seeker is fleeing, I do not believe anyone "from away" is entitled to better health care benefits than Canadian citizens.
Identity Attack0.17381613
Insult0.56997263
Profanity0.22612886
Threat0.008789998
Severe Toxicity0.019998873
Moderate 0.509388 Constructive 0.621 Insult Policy_Critique
Feb 24, 2026 52 likes 'We do know that there's …
Guess what you are a product of the European invasion of North America, your grandparents aren't native and you don't have the right to stop legal immigrants. If you have said the same in europe …
Guess what you are a product of the European invasion of North America, your grandparents aren't native and you don't have the right to stop legal immigrants. If you have said the same in europe i would have agreed with you but not with countries like the US , Canada and Australia never. I can guarantee that if white illegal immigrants take over your entire country you wouldn't be having a problem but a brown legal immigrant will be a problem for you illiterates forever!!!!!
Identity Attack0.5135796
Insult0.48313886
Profanity0.10363861
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.509388 Moderate Con 0.371 Identity Attack Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Well, if the rcmp would catch these ppl and the feds and woke judges wouldn't give these ppl a hand to make sure they can stay in canada, this wouldn't be happening right now. But …
Well, if the rcmp would catch these ppl and the feds and woke judges wouldn't give these ppl a hand to make sure they can stay in canada, this wouldn't be happening right now. But ya sure, lets blame trump or some silly thing
Identity Attack0.023193322
Insult0.5678696
Profanity0.09389619
Threat0.008311004
Severe Toxicity0.0075531006
Moderate 0.4838166 Low Con 0.287 Insult Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
So when the guy said "today 1 in 4 people in Canada is immigrant" LOL 100% of people in Canada are immigrants there aren't much Native people left. So if anyone thinks they came before …
So when the guy said "today 1 in 4 people in Canada is immigrant" LOL 100% of people in Canada are immigrants there aren't much Native people left. So if anyone thinks they came before so they have the right? That's bullshit. Problem isn't immigration, problem is illegal immigration. People coming and not contributing to the growth. that's the problem. But Old European migrants thinking that it;s their ancestors land is also a problem. Fix that too.
Identity Attack0.3780483
Insult0.40243408
Profanity0.46460027
Threat0.010783645
Severe Toxicity0.023645958
Moderate 0.48021027 Constructive 0.529
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration from a person not even born here like just shows how far canada has fallen now we cant even put a Canadian in charge, no lets put a immigrant in charge who in there …
Immigration from a person not even born here like just shows how far canada has fallen now we cant even put a Canadian in charge, no lets put a immigrant in charge who in there right mind does that liberals are all losers.and what india is at war with who ,makes no sense persecution because they beoke the law in there country and dont want to face charges over there they come here and cry and suck there thumb hoping that they can stay ,time to deport them all and send the Immigration dummy with them.
Identity Attack0.4139151
Insult0.5130944
Profanity0.22663295
Threat0.056240413
Severe Toxicity0.02406851
Moderate 0.47622904 Low Con 0.241 Insult Identity_Assertion
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
He's right! 3:17 once these brownnies get in office, or Canadian politics, that's there foot in the door to passing whatever laws they want because then they multiply like rats and take over. One day …
He's right! 3:17 once these brownnies get in office, or Canadian politics, that's there foot in the door to passing whatever laws they want because then they multiply like rats and take over. One day you non-brownnies will be the minority and the majority will be...guess who? And one day there will be a name change from canada to new india! Now you know how the Indigenous felt when you took over their lands, now the other indians are taking over! This is not being racist but a fact!
Identity Attack0.49032792
Insult0.48627716
Profanity0.14930901
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47323486 Constructive 0.512
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration is a privilege, NOT a right !! WHY do these people seem to have so many rights. People who want to immigrate to Canada need to be vetted and bring something of substance to …
Immigration is a privilege, NOT a right !! WHY do these people seem to have so many rights. People who want to immigrate to Canada need to be vetted and bring something of substance to the country. The rest of Canada NEEDS to WAKE UP and follow suit. Hell, Canada looks way too much like India. Enough!!
Identity Attack0.46028158
Insult0.38852
Profanity0.3778404
Threat0.018710058
Severe Toxicity0.024819711
Moderate 0.47323486 Moderate Con 0.453 Identity_Assertion
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
I will tell you how this EVIL happened = first MARXIST CARNEY THE CORRUPT CRIMINISTER WHO HATES CANADIAN BORN N ONLY SERVES HIS BROUGHT OVER SLAVES$$$$ CARNEY HATES OUR COUNTRY CANADA 🇨🇦 AS HE DESTROYED …
I will tell you how this EVIL happened = first MARXIST CARNEY THE CORRUPT CRIMINISTER WHO HATES CANADIAN BORN N ONLY SERVES HIS BROUGHT OVER SLAVES$$$$ CARNEY HATES OUR COUNTRY CANADA 🇨🇦 AS HE DESTROYED THE 🇬🇧 N WAS BOOTED OUT TRUDEAU N CARNEY BOTH GOT AWAY WITH RIGGING THE 2020 ELECTION SO THE PLANNED N DID IT AGAIN IN 2025 WITH THERE USUAL HACKERS / HELPERS = 🇨🇳 🇮🇳 ☪️ also they FIRED our REAL canadian born RCMP N POLICE N HIRED THERE OWN AS THEY LANDED n please REMEMBER MARXIST CARNEY 'S RIGHT HAND PARTNERS ARE = WEF CLAUS SHWAB N BILL GATES WHO SEE US AS THERE PREY !!! HOPES THIS HELPS YOU A BIT INVTHE REAL TRUTHS OF TRUDEAU N MARXIST CARNEY N THERE COMPLIENT LIBERAL / DEMOCRAT REGIME PARTY 100% FACTS oh n they bought$$$$ the fake media !!! Our only option = FIGHT FIGHT !!! TO JOIN THE 🇺🇸 NOW!!!!NOT 1 SECOND TO LOOSE 😊
Identity Attack0.28034934
Insult0.48627716
Profanity0.10611444
Threat0.042985857
Severe Toxicity0.024960563
Moderate 0.47119883 Moderate Con 0.411 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Why don't you tell the real story in India they have guys right in the airports selling you fake id and passports to get in to Canada. This is a business to india to come …
Why don't you tell the real story in India they have guys right in the airports selling you fake id and passports to get in to Canada. This is a business to india to come to Canada and scam people not all but most are scammers.
Identity Attack0.38318536
Insult0.5129801
Profanity0.094542764
Threat0.010291707
Severe Toxicity0.017287504
Moderate 0.46716887 Constructive 0.542 Insult Unverified_Claim
Dec 24, 2025 31 likes Deportations From Canada at Their …
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and …
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and Canada won't become Indian just because there are Indiana people in Canada I bet native people dint want Canada to become like england oh that's racist but its not when it's said about Indian people right And they moved away from Indian because Indian at lest in the video I see you don't live you survive so why would they not move to a better country so they can live and there kids can live
Identity Attack0.48915586
Insult0.42743355
Profanity0.2317999
Threat0.025443908
Severe Toxicity0.044870634
Moderate 0.45757914 Constructive 0.597 Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
A lot of this is racist. There's also a lot of hypocrisy. You white people invade the United States of America and Canada coming in by the thousands and completely took over both countries, and …
A lot of this is racist. There's also a lot of hypocrisy. You white people invade the United States of America and Canada coming in by the thousands and completely took over both countries, and then you sit here and complain that you're being invaded. Are you guys for real. You invaded first, so you don't have a right to complain. You know who else felt like strangers in their own country? The native Canadians and the Native Americans.
Identity Attack0.4907465
Insult0.41767508
Profanity0.06796519
Threat0.009048914
Severe Toxicity0.021419114
Moderate 0.45751464 Constructive 0.511 Moral_Argument
Feb 28, 2026 3 likes Inside Canada's Indian Invasion...
As an immigrant... Canada/Canadian are very polite and respectful people... Its way different back home ... but what this people did to this place is disgusting... changing the norms, forcing your cutlure... Us immigrants are …
As an immigrant... Canada/Canadian are very polite and respectful people... Its way different back home ... but what this people did to this place is disgusting... changing the norms, forcing your cutlure... Us immigrants are toxic... and I do believe its our fault why they are mad about this... people crapping all over the place... fishing without license, srinky rented houses aometimes getting destroyed, crime rate have gone high, over crowded city because immigrants grying to get as much family members as they can... WE FORGOT TO RESPECT THIS PLACE... no matter what... this is their place respect it... if you cant dont come here go home... back there you can do whatever you want... and please migrants youre not entitled here... Canada just gave you a chance its not a privilege its not rights... respect respect respect... you adapt not them
Identity Attack0.40447855
Insult0.47384647
Profanity0.17987521
Threat0.011094344
Severe Toxicity0.023076924
Moderate 0.44039994 Constructive 0.652 Personal_Narrative
Aug 27, 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.