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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: "The comments on this video …" 48 comments · Page 1 of 2
All the racist in one video and in comments so its more like racist meeting fuck you all jokers
All the racist in one video and in comments so its more like racist meeting fuck you all jokers
Identity Attack0.39677486
Insult0.6306599
Profanity0.78491896
Threat0.13616586
Severe Toxicity0.45895407
Toxic 0.9248995 Low Con 0.141 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Racist son of a ..... I av un- subscribed , ,,,,` grateful to the indians as opposed to the Africans` ,... intelligence level is like down syndrome ` and you put those comments in the …
Racist son of a ..... I av un- subscribed , ,,,,` grateful to the indians as opposed to the Africans` ,... intelligence level is like down syndrome ` and you put those comments in the video ,` here is a thought ,Take your sorry ass back to Europe Tyler ,leave americas for the natives ...idiot
Identity Attack0.55044734
Insult0.7804726
Profanity0.57236236
Threat0.06820184
Severe Toxicity0.45895407
Toxic 0.8988238 Low Con 0.245 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Racist ass video. Majority of the people in this comment section seem to be dumb enough to believe everything this guy says. lol
Racist ass video. Majority of the people in this comment section seem to be dumb enough to believe everything this guy says. lol
Identity Attack0.37507164
Insult0.67254376
Profanity0.70864636
Threat0.040638234
Severe Toxicity0.35368225
Toxic 0.8778702 Low Con 0.143 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I see a lot of complete bullshit in the comments and in the comments from Canadians in the video. In what world do Indian immigrants not pay taxes? That's not a Canadian policy
I see a lot of complete bullshit in the comments and in the comments from Canadians in the video. In what world do Indian immigrants not pay taxes? That's not a Canadian policy
Identity Attack0.50515443
Insult0.5130944
Profanity0.57488567
Threat0.009955117
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.489 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
Identity Attack0.18705739
Insult0.65129566
Profanity0.18786818
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.6342749 Low Con 0.229 Insult Meta_Commentary
Feb 16, 2026 14 likes Inside Canada's Indian Invasion...
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest …
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest illusion of this world is the illusion of separation. Things you think are separate and different are actually one and the same. We are all one people. but live as if divided." Again shame on all you blatant racists and bigots in the comments!!
Identity Attack0.48915586
Insult0.6120431
Profanity0.091633186
Threat0.010343489
Severe Toxicity0.023927659
Moderate 0.60254884 Moderate Con 0.428 Insult Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 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...
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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)
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming …
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming someone that says Indians eat poo and rape is part of the African culture…I get the feeling this comment section is full of Pierre and Trump fan boys. You get my well deserved dislike Tyler
Identity Attack0.43896464
Insult0.46476576
Profanity0.31043148
Threat0.09623027
Severe Toxicity0.052940834
Moderate 0.50503236 Moderate Con 0.459 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
You cant even share this video and when i commented on other videos to watch it my comment gets removed... thats fkd
You cant even share this video and when i commented on other videos to watch it my comment gets removed... thats fkd
Identity Attack0.019877186
Insult0.20434737
Profanity0.3938786
Threat0.01238892
Severe Toxicity0.02420936
Moderate 0.45090583 Moderate Con 0.376 Meta_Commentary
Jan 29, 2026 109 likes Inside Canada's Indian Invasion...
Queue up that meme where a massive hoard of zombies is running towards a point.. that’s all the Indians watching and commenting on this video right now.😂🤣
Queue up that meme where a massive hoard of zombies is running towards a point.. that’s all the Indians watching and commenting on this video right now.😂🤣
Identity Attack0.41222036
Insult0.26957804
Profanity0.1811049
Threat0.046218675
Severe Toxicity0.023076924
Moderate 0.42129645 Low Con 0.201 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense …
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense in a lot of their comments…FYI i am a white person living in Brampton. Just calling balls and strikes, no agenda for me.
Identity Attack0.3817989
Insult0.22770336
Profanity0.29456177
Threat0.077831104
Severe Toxicity0.023076924
Moderate 0.39669925 Constructive 0.723
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
This is so incredibly racist. Wow. I’m shocked by this comment section and video. This is not ok.
This is so incredibly racist. Wow. I’m shocked by this comment section and video. This is not ok.
Identity Attack0.2127345
Insult0.18852992
Profanity0.08710717
Threat0.009178371
Severe Toxicity0.015092585
Moderate 0.3666224 Moderate Con 0.383 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Honestly I'm here for Tyler's racist inclined comments and videos. He don't really 'say it' but he shows it and you can see it in his eyes lmao. His videos are important and it's just …
Honestly I'm here for Tyler's racist inclined comments and videos. He don't really 'say it' but he shows it and you can see it in his eyes lmao. His videos are important and it's just funny to see him try to hide his feelings. hahah
Identity Attack0.17070955
Insult0.24561718
Profanity0.15371579
Threat0.013321015
Severe Toxicity0.018126737
Moderate 0.3625127 Constructive 0.642 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, …
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, Ireland, etc.? Anyway, I enjoyed the video. Brampton seems like a mini Punjab/ mini India. And driving over there is bad is true but why do the police and authorities don't do anything about it? Easy money from fines.
Identity Attack0.39870077
Insult0.25602314
Profanity0.031641733
Threat0.007547205
Severe Toxicity0.013414118
Moderate 0.3625127 Constructive 0.747 Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. It is nothing but people from India. They're Punjab, people from Nigeria, Africa, and the Philippines, and in my experience. I am a blind, white single woman who owns my condo and a perfect parking spot for 8 years. I have bean horrifically harassed, buy these people. Because I would not bow down to their demands to give them my parking stall. They used the Calgary city police as weapons against me. Calling them and telling them I am a child molester, because I was Videoing in public videoing, taking evidence Of what is going on around here? Witches, my constitutional right? They called the cops telling them, I am a racist, a drug dealer, and a killer. They almost we're successful in having my nephew arrested telling the police that he hit their little cockroaches. With his car, the black cop that I invited into my home stupidly. Was Very hot and waning arrest both of us, but there was no damage on the car. No damage on their little cockroaches, no charges, but the black cop 2 hours later cold because he wanted my nephew's license plate number. He was probably trying to catch him driving dirty, but never called back. So he didn't find anything. These people have threatened to shoot me. They have threatened big consequences. They have threatened to slap the f out of me. They have threatened to pop the pimples out of my eyes. And when they found out that I was blind, that's when they ramped up the harassment, the cops did nothing about the threats towards me when they told the cops that we I threatened to kill them. They are the ones that threaten to chop my nephew and his dog up. The cops never did anything about their threats. They told me to stay in my unit for safety or move for my safety. The condo corporation refuses to do anything as well. So if anyone nose a good civil rights lawyer, please reply to me. Because I fear for my life, this is no joke and because I have to move. I will have a good case to sue the condo corporation as I feel unsafe. These people from these countries do not like people. With disabilities, they believe that we are a curse and that we are a waste of society.
Identity Attack0.3780483
Insult0.32682732
Profanity0.14402086
Threat0.02250864
Severe Toxicity0.019998873
Moderate 0.36095104 Constructive 0.759 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact? If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing. Racism will never be okay for Canadians. Stop it.
Identity Attack0.25309357
Insult0.3388922
Profanity0.057944927
Threat0.009204263
Severe Toxicity0.013285006
Moderate 0.36095104 Constructive 0.708 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
i once made a comment on a Facebook video about not seeing canadian culture in canada anymore , then over 100 muslim and indian people jumped in accusing me of "white wanabe" ,"betrayal to my …
i once made a comment on a Facebook video about not seeing canadian culture in canada anymore , then over 100 muslim and indian people jumped in accusing me of "white wanabe" ,"betrayal to my ancestors ", then they reported my fb to the point fb had to deactivate my account for good
Identity Attack0.44690517
Insult0.16766082
Profanity0.07320584
Threat0.012440704
Severe Toxicity0.015415368
Moderate 0.34328604 Moderate Con 0.499
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Who want Tyler to star to doing horror videos!👇Like this comment who want❤
Who want Tyler to star to doing horror videos!👇Like this comment who want❤
Identity Attack0.02821777
Insult0.0818789
Profanity0.12220735
Threat0.13532294
Severe Toxicity0.018836858
Moderate 0.3389984 Moderate Con 0.364 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
Here for the comments about the bike guy and getting human trafficked for a YouTube video 🤣🤣🤣🤣 lmaoooo
Here for the comments about the bike guy and getting human trafficked for a YouTube video 🤣🤣🤣🤣 lmaoooo
Identity Attack0.023193322
Insult0.061626412
Profanity0.114160895
Threat0.13815513
Severe Toxicity0.018707745
Moderate 0.3057765 Low Con 0.256 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just …
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just racism .. go to Markham filled with Chinese’s who’s stores names are written in their language they even had police station setup , go to Mississauga area filled with Arabs, go to parkdale filled with Philippines and Tibetan … every city in this country has sub section of communities and if people have issue with immigration go and complain to the government that’s allowing it to happen by selling false dreams … immigration is open to anyone as long as you have the money to support your stay here along with the necessary paperwork… plus half of the people complaining about jobs go and ask manager why they hire international kids .. cause they actually show up to work since they gotta work had to pay for high cost of living.. unlike most of the Canadian born kids that will call in sick cause they stayed up until 3 playing video games , it has nothing to do with skin color but work ethics
Identity Attack0.26325142
Insult0.16989174
Profanity0.03715288
Threat0.008841781
Severe Toxicity0.009727478
Low Tox 0.28547668 Constructive 0.686
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like …
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like every other group of immigrants who ever came before them, including those from Europe. The guy at 9:35 got lots of negative comments, but it's clear that he's the typical inspirational immigrant story, coming here, studying and working hard, and eventually achieving his degree, which brings him a better life in a prosperous country, the exact same thing Europeans came to Ellis Island for 100 years ago. And they also created Irish, Italian, Greek, etc. enclaves withing major cities. Also they say Brampton only had 18,000 people 50 years ago, and are upset that now it has 750,000, and all the growth has been from Indians. So then what's the problem? They didn't even displace anyone, they just moved to an area that was previously a small town on the outskirts of Toronto, and is now a major suburb. That growth of suburbs has happened over the last 50 years in every city in North America, from both domestic and immigrant people choosing to settle there. Did you expect a town that close to Toronto to experience zero growth over 50 years?!! While every other suburban area on the continent grows? If so, then you clearly aren't the brightest bulb.
Identity Attack0.2854555
Insult0.1505596
Profanity0.09389619
Threat0.012181788
Severe Toxicity0.012054443
Low Tox 0.27412915 Constructive 0.817
Oct 5, 2025 2 likes 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.