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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: "Its back up!" 1,445 comments · Page 27 of 58
Trudeau ruined Canada….drugs, crime, now shootings in schools, lack of mental health care. NDP taxing the working class in BC….where did BC money go?? Crime at its worst….Pollution on hwy, back roads, speeding out of …
Trudeau ruined Canada….drugs, crime, now shootings in schools, lack of mental health care. NDP taxing the working class in BC….where did BC money go?? Crime at its worst….Pollution on hwy, back roads, speeding out of hand, dirty outhouses for tourists to gag at…..damaged trails not repaired…..BC housing to expensive for younger generations, lack of good paying jobs. NDP re elected….our budget received a “D”….funny how we ignore people living on streets or in tents “full of garbage”….theft issues with businesses even broken windows, fire issues. …..sad how BC is….born in BC 65 soon and this is not the BC I grew up in. Last 11 years deaths from drugs, has been excepted as a society…..no jail time for hard core criminals…..this is the reality behind the areas that are kept nice or had money invested into…..small towns were ignored…..little growth…or expansion ….list goes on ….so keep it real BC…why do we accept this as the “new normal”….? Where did our money go to…if you make over 50k…you’re being taxed more!! Yet food , and being taxed on every move we make down to water…..now more off working class people.
Identity Attack0.04538634
Insult0.26957804
Profanity0.026863953
Threat0.035458352
Severe Toxicity0.011444092
Moderate 0.3057765 Constructive 0.642
Feb 18, 2026 Canadian immigration officers investigating hundreds …
What is it with these immigrants who are so proud and nostalgic of the country they fled from. Maybe go back home.
What is it with these immigrants who are so proud and nostalgic of the country they fled from. Maybe go back home.
Identity Attack0.2964622
Insult0.13969865
Profanity0.026317406
Threat0.011223801
Severe Toxicity0.010604858
Moderate 0.30527395 Low Con 0.272 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Only to blame Canadian Government! Should stop and deport most of them back !
Only to blame Canadian Government! Should stop and deport most of them back !
Identity Attack0.2964622
Insult0.10440776
Profanity0.018392462
Threat0.033386398
Severe Toxicity0.010681152
Moderate 0.30527395 Low Con 0.198 Call_To_Action
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Lol I got rear ended before christmas by an Indian with no insurance. Now I got back pain
Lol I got rear ended before christmas by an Indian with no insurance. Now I got back pain
Identity Attack0.35948995
Insult0.12883772
Profanity0.10116278
Threat0.013631714
Severe Toxicity0.013285006
Moderate 0.30502358 Moderate Con 0.42 Personal_Narrative
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
12:26 he say that but wont allow any other race to marry into thier family. every year they travel back to india to find mate. bs answer
12:26 he say that but wont allow any other race to marry into thier family. every year they travel back to india to find mate. bs answer
Identity Attack0.35299334
Insult0.0836065
Profanity0.124631
Threat0.013424582
Severe Toxicity0.015673593
Moderate 0.30502358 Moderate Con 0.371
Sep 20, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Soluttion >>>>>>> Deportation. Come on Canadians, it's time to have our country back!
Soluttion >>>>>>> Deportation. Come on Canadians, it's time to have our country back!
Identity Attack0.29951343
Insult0.07491849
Profanity0.018665737
Threat0.03787563
Severe Toxicity0.015415368
Moderate 0.30502358 Low Con 0.269
Sep 19, 2025 24 likes Inside Canada's Indian Metropolis (Brampton)
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by …
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by fake students . Chalo, fresco, no frills, real cdn superstore , Costco, Amazon etc are only hiring Sikh punjabis. This is called discrimination against the Cdn citizens of ever colour. Our standard of living is down. Send these so-called student back. Not forgetting the refugees who are collecting free housing, free money for clothing shelter. We did not vote for these million of refugees to come to our country with all their hate for Canadians and our way of life. Close the borders. Especially Roxham in Quebec. Criminals, terrorist are entering Canada without being vetted. Home owners should have the right to defend themselves against home invasion.
Identity Attack0.31307843
Insult0.20201176
Profanity0.027273865
Threat0.010265815
Severe Toxicity0.01159668
Moderate 0.30502358 Constructive 0.679 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I am puzzled why Canada is not acting on deporting these criminals back where they come from.
I am puzzled why Canada is not acting on deporting these criminals back where they come from.
Identity Attack0.18313584
Insult0.24835461
Profanity0.019690514
Threat0.036839653
Severe Toxicity0.008583069
Moderate 0.30452284 Moderate Con 0.365 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
These are invaders plain and simple. The same happened in Europe in the middle ages until they were destroyed defeated and sent back!
These are invaders plain and simple. The same happened in Europe in the middle ages until they were destroyed defeated and sent back!
Identity Attack0.2127345
Insult0.16751462
Profanity0.06546012
Threat0.046541955
Severe Toxicity0.013414118
Moderate 0.30452284 Low Con 0.204 Fear_Threat
Aug 30, 2025 Why Canadians Are Turning Against …
Oh, I would like to see a local citizen to replace her in her job! And she can go back to her country!!!!!
Oh, I would like to see a local citizen to replace her in her job! And she can go back to her country!!!!!
Identity Attack0.19693321
Insult0.1342682
Profanity0.020646973
Threat0.021300001
Severe Toxicity0.010910034
Moderate 0.30439767 Moderate Con 0.381 Identity_Assertion
Feb 11, 2026 Canada's tighter immigration policy divides …
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or …
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or an irregular crossing he did not want to turn into a national morality play. For years, he has warned Canadians that the country is being overrun by “illegal border crossers,” “queue jumping asylum seekers,” and “abusers of the system.” He delivers these warnings with the solemnity of a man announcing a biblical plague, not a handful of exhausted families walking across a ditch in Quebec. In Poilievre’s political universe, Roxham Road is not a rural footpath. It is a symbol of national decline. It is chaos incarnate. It is the place where the rule of law goes to die. It is, in short, the perfect stage upon which he can perform his favorite role: the lone defender of order in a world gone soft. At least, that is the story he tells the public. The private story, as publicly reported, is considerably less heroic. The Public Record That Refuses to Behave: According to reporting from The Breach and the National Observer, someone described as the uncle of Poilievre’s spouse has an immigration history that reads like a greatest hits compilation of everything Poilievre claims to oppose. The reporting outlines that he entered Canada and made a refugee claim. That claim was refused. A deportation order was issued. He later re-entered Canada through Roxham Road. He then filed a humanitarian and compassionate application. Poilievre’s spouse reportedly helped prepare that application. This is not fringe gossip. This is what journalists documented through correspondence, interviews, and immigration records. In other words, the exact pathway Poilievre condemns as “abuse of the system” is the same pathway publicly reported to have been used by someone connected to him. And suddenly, the man who treats Roxham Road like a national security breach becomes quieter than a library at midnight. The slogans stop. The outrage evaporates. The border, once a sacred line, becomes a flexible suggestion. The Rhetoric: A Symphony of Outrage: Poilievre’s immigration rhetoric is a carefully orchestrated performance. He warns that irregular border crossings undermine the rule of law. He insists humanitarian and compassionate applications are loopholes. He claims the system is being gamed. He declares that Canada must “take back control.” He delivers these lines with the moral certainty of a man who believes compassion is a gateway drug. In his speeches, asylum seekers are not people. They are symbols. They are props. They are the raw material from which he fashions his political identity. He is the sheriff. They are the threat. The border is the battleground. And Canada is the damsel in distress. It is a compelling narrative. It is also a narrative that collapses the moment it becomes personally inconvenient. The Reality: A Study in Elastic Principles: When someone connected to Poilievre uses the very same system he condemns, the rules change with breathtaking speed. Irregular border crossings are no longer a crisis. They are a misunderstanding. A technicality. A regrettable but understandable choice. Humanitarian and compassionate applications are no longer loopholes. They are legitimate pathways. Necessary tools. Evidence of a compassionate system. The border is no longer a sacred line. It is a suggestion. A guideline. A flexible concept open to interpretation. It is a remarkable transformation, like watching a man insist that jaywalking is a crime against humanity until his friend does it, at which point it becomes a misunderstood act of civic expression. The Political Convenience of Shifting Standards: Poilievre’s political identity is built on the idea that he alone will restore order. He alone will enforce the rules. He alone will protect Canada from the chaos of irregular migration. But the moment the rules become inconvenient, they are no longer rules. They are preferences. They are vibes. They are whatever he needs them to be in the moment. This is not a minor contradiction. It is a fundamental collapse of the moral architecture he has built his political brand upon. If irregular crossings are a crisis, then they are a crisis for everyone. If humanitarian applications are loopholes, then they are loopholes for everyone. If the system is broken, then it is broken for everyone. But Poilievre’s version of justice is not universal. It is conditional. It is situational. It is deeply, profoundly personal. The Broader Pattern: Institutions Are Sacred Until They Are Not: This is not the first time Poilievre’s principles have proven to be more flexible than advertised. He has attacked the Supreme Court of Canada when its rulings do not align with his political needs. He has accused the justice system of being too lenient when it suits him and too harsh when it does not. He has framed himself as the defender of institutions while undermining them whenever they become inconvenient. It is a pattern. It is a habit. It is a worldview. And it reveals something essential about his politics. For Poilievre, institutions are not pillars of democracy. They are tools. They are props. They are instruments to be used when helpful and discarded when not. The Satirical Truth: A Philosophy in One Sentence: Pierre Poilievre’s immigration philosophy can now be summarized with clinical precision: Canada must crack down on irregular border crossings, except for the ones that are fine. And he will decide which ones are fine. It is a stance that bends so far backward it could qualify for a gymnastics medal. It is a stance that reveals more about political convenience than national security. It is a stance that exposes the gap between what Poilievre says and what Poilievre does. And it is a stance that makes one thing abundantly clear. Polievre's Hypocrisy
Identity Attack0.10221587
Insult0.28586254
Profanity0.023379711
Threat0.00866054
Severe Toxicity0.007209778
Moderate 0.30439767 Constructive 0.557 Policy_Critique
Feb 23, 2026 LILLEY UNLEASHED: The fall of …
The problem lies in letting too many people in in a very short space of time because when this is (intentionally) done foreigners do nkt mix with the local culture, instead using only what they …
The problem lies in letting too many people in in a very short space of time because when this is (intentionally) done foreigners do nkt mix with the local culture, instead using only what they are used to from back home. Khalistani Sikhs are the equivalent of, for example, zionjst Jews, extremist muslims, etc: they shout the loudest, but are the minority from thise communities and definitely not loved by said communities. From a (corrupt) government point of view this is the perfect storm.
Identity Attack0.316
Insult0.20901857
Profanity0.0569429
Threat0.011379151
Severe Toxicity0.010375977
Moderate 0.30427247 Moderate Con 0.471 Policy_Critique
Feb 28, 2026 2 likes Inside Canada's Indian Invasion...
The Canadians call Brampton , Bramledesh . I can't stand when I get sent there for work, I can't stand the smell of curry. I would love to have my country back to the way …
The Canadians call Brampton , Bramledesh . I can't stand when I get sent there for work, I can't stand the smell of curry. I would love to have my country back to the way it used to be in the 80's. I got rear ended by an Indian woman while driving down the road, I'm not sure how she got her license ( I know how she got it... $$$). There is no laws in India for driving a car so they don't know how to drive.
Identity Attack0.37012735
Insult0.1640896
Profanity0.035900343
Threat0.00951496
Severe Toxicity0.01083374
Moderate 0.30319387 Constructive 0.628 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
8:52 irony is that he is walking naked on the street and calling out on people walking naked at home. :). On a serious note, this is the same concern in UK. I was in …
8:52 irony is that he is walking naked on the street and calling out on people walking naked at home. :). On a serious note, this is the same concern in UK. I was in UK for 4 years and the reason I came back to India is there are just so many immigrants that locals their have developed an anti immigrants sentiment . You don't want to live in a place just for a bit more money where you don't feel you belong. I believe people should be free to go and work in any country but through legal channels and respect that country's culture and try to integrate
Identity Attack0.23998553
Insult0.123407245
Profanity0.1612468
Threat0.021472665
Severe Toxicity0.015673593
Moderate 0.30319387 Constructive 0.842 Personal_Narrative
Oct 15, 2025 Inside Canada's Indian Metropolis (Brampton)
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated here. Unfortunately, they have no desire to assimilate, they bring their own culture and they stay in their own communities. The government offers tax breaks for businesses, hiring foreign workers over people born in Canada, leaving the youth without any part-time work. On top of that some of my favourite restaurants growing up, I haven’t eaten at in years because it’s been taken over by Indians, the quality of food goes down, you end up getting food poisoning and if you aren’t in their community, you get worse service and get charged more than what an Indian would pay at the same restaurant. They don’t understand cleanliness or sanitation, they leave their garbage and waste on the street and dump it in random locations, and quite frankly have no respect for anyone who lives here or the country that has taken them in. I feel like a minority of my own country and I truly don’t understand what being Canadian means anymore because I’m pretty sure being Canadian is a thing of the past. Most of my friends have moved further north, to Vancouver island or moved out to the prairies to get away from them and higher prices as everything gets more expensive, thanks to our government, caring more about immigrants than citizens. When a family gets accepted to come here they bring their parents their aunts and uncles their brothers and sisters on temporary visas, they also collect social assistance as soon as they arrive and when their visas expire, they have no desire to go back, which has resulted in thousands of illegals remaining here. I mean I get it. Why would you go back when you’re getting treated better here and are given food, housing and an allowance every month but it’s gotten to a point where India outnumbers Canadians. I want them all sent back.
Identity Attack0.36702603
Insult0.16839184
Profanity0.041912504
Threat0.0084793
Severe Toxicity0.012359619
Moderate 0.30319387 Constructive 0.737 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
If you’re time is up it’s time to go you will be found and you will not be allowed to come back you’re not only hurting yourself but everyone in the Canada economy as well …
If you’re time is up it’s time to go you will be found and you will not be allowed to come back you’re not only hurting yourself but everyone in the Canada economy as well as the people that wish to come in the legal way. Don’t come in under the disguise of education just to become a criminal
Identity Attack0.011617327
Insult0.31740165
Profanity0.019280603
Threat0.012026439
Severe Toxicity0.0045776367
Low Tox 0.29953843 Moderate Con 0.359 Policy_Critique
Oct 6, 2025 IRCC Names India in Study …
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until …
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until they opened the gates to India like it’s another bus stop away from India. Since then there have been so many illiterate people that fraudulently came here and keep trying to make Canada like back home which needs to stop. The reputation of Indian people which used to be hard working and family people is getting ruined by people that come here to give back nothing to Canadian economy. People that used to come into Canada came in with a dream but now it feels like just visiting another Indian state especially Brampton……… hopefully this stops but with the monkeys that have currently taken over Canadian parliament i hardly see an end to this.
Identity Attack0.2808415
Insult0.24928534
Profanity0.036401358
Threat0.008194493
Severe Toxicity0.00831604
Low Tox 0.29771072 Constructive 0.607 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
SEND. THEM. ALL. BACK.
SEND. THEM. ALL. BACK.
Identity Attack0.089973204
Insult0.07365121
Profanity0.03690237
Threat0.24090876
Severe Toxicity0.017997624
Low Tox 0.29771072 Low Con 0.223 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or …
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or racist but I’ve gone to India many times and there everyone is in Canada or something but when they get there they treat it like India, like if ur gonna go to a different country at least respect them . India is a beautiful country with good food it’s just that some (keyword some) people are disrespectful most Indians are like this because of stereotypes so they sometimes feel angry so then they try to get revenge. I’m not saying everyone is like this but I had to get it out because I’m starting to feel annoyed with Indians and other people, Indians also say that the uk stole from them so they are stealing back but that was only uk and only the government not the people. What u see on screens is not actually what India looks like on behalf of the Indian community I would like to say I’m sorry to everyone and every country we have taken over just know not everyone is like this only the Indians who have a ego and think they are better , sorry Canada, America, Australia and any other country
Identity Attack0.33352965
Insult0.17486192
Profanity0.12639372
Threat0.011741633
Severe Toxicity0.017029278
Low Tox 0.295883 Constructive 0.774 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
A group of Indian young men from Brampton robbed a number of LCBO stores, got caught on camera, threatening with a dog spray, lcbo employees were complicit with it. Police say they caught them, but …
A group of Indian young men from Brampton robbed a number of LCBO stores, got caught on camera, threatening with a dog spray, lcbo employees were complicit with it. Police say they caught them, but they were freed on bail and back doing similar crime.. India is also full of advertising how to get a Canadian PR..
Identity Attack0.36702603
Insult0.13245803
Profanity0.024609445
Threat0.03649433
Severe Toxicity0.01121521
Low Tox 0.295883 Constructive 0.537 Unverified_Claim
Oct 4, 2025 IRCC Names India in Study …
😂😂😂😂😂😂 While I was watching just for gags 20 year back I was amazed how canada people so gentle, city looks so clean 😂😂😂😂😂 Now our india canada same Why we have to tour canada …
😂😂😂😂😂😂 While I was watching just for gags 20 year back I was amazed how canada people so gentle, city looks so clean 😂😂😂😂😂 Now our india canada same Why we have to tour canada While everything is Indian 😂😂😂😂
Identity Attack0.36702603
Insult0.08434689
Profanity0.037904397
Threat0.0075083673
Severe Toxicity0.014253352
Low Tox 0.29405528 Moderate Con 0.401
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am an Indian and I would say Canada belongs to white people, and we should respect their social values. Canadians dont let Canada to turn into Punjab India or into any other country. Canada …
I am an Indian and I would say Canada belongs to white people, and we should respect their social values. Canadians dont let Canada to turn into Punjab India or into any other country. Canada has a great culture. Preserve your culture Preserve your identity Canadian authorities and Native Canadians must make sure that strict civic sense to be followed by every immigrant.Make English language mandatory for every immigrant. Also every brown skinned is not Indians. Many Pakistani and Bangladeshi also tag themselves as Indians. And Indians who want to turn Canada like their homeland they please come back to India if you miss so much your country why to be in foreign land.
Identity Attack0.3817989
Insult0.09563028
Profanity0.044167064
Threat0.010913103
Severe Toxicity0.01159668
Low Tox 0.29405528 Constructive 0.746 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Lived in Brampton for 22 years and I seen it go from bad to worst (for obvious reasons) glad me and my family got the hell out of there cuz it’s a sinking ship, I’ll …
Lived in Brampton for 22 years and I seen it go from bad to worst (for obvious reasons) glad me and my family got the hell out of there cuz it’s a sinking ship, I’ll only visit to see friends and relatives but I’ll never move back, I now live in a small town near London, way better over here
Identity Attack0.08500996
Insult0.08831572
Profanity0.29209393
Threat0.0130621
Severe Toxicity0.015221698
Low Tox 0.29405528 Constructive 0.565 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
This is a disaster of a video, poor and wrong info. Its a poorly made video. Quebec controls its own immigration, and it has different target amounts and is slight different from the rest of …
This is a disaster of a video, poor and wrong info. Its a poorly made video. Quebec controls its own immigration, and it has different target amounts and is slight different from the rest of Canada They don't explain that there are two different programs. one for students one for temporary workers (very new and is being phased out and going back to being a mostly agricultural temp worker program) and one for everyone else. the text showed said the girl is a temporary worker when they also said she came as a student and graduated, and was working after graduation as part of the permit. Also Quebec has its is own immigration programs that are slightly different from the rest of Canada
Identity Attack0.049989145
Insult0.16766082
Profanity0.0838743
Threat0.012026439
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.735 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
They “the government “ does this on purpose to create a crisis. Rather than spend the money on border agents which would help control this issue as well as the flow of illegal firearms, they …
They “the government “ does this on purpose to create a crisis. Rather than spend the money on border agents which would help control this issue as well as the flow of illegal firearms, they let in unvetted, undocumented migrants to cause backlash from you and I, basically opening the door for them to correct it by implementing a digital ID. This is nothing new, all the WEF puppets world wide are pulling the same strings. Enough is enough! It’s time to take our countries back with mass deportations. Get the military involved and do whatever it takes to get these low quality migrants out of our country
Identity Attack0.16373143
Insult0.25602314
Profanity0.056441884
Threat0.014566151
Severe Toxicity0.009651184
Low Tox 0.2922276 Moderate Con 0.421 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …

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.