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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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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: "Why does he think Canada' …" 289 comments · Page 11 of 12
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Invasion...
Trudeau said Canada's going to get a tan. Have you been asleep for the last ten years? What did you think that means.?
Trudeau said Canada's going to get a tan. Have you been asleep for the last ten years? What did you think that means.?
Identity Attack0.00449524
Insult0.02982438
Profanity0.012995303
Threat0.007327127
Severe Toxicity0.0014305115
Low Tox 0.06500591 Low Con 0.3
Jan 20, 2026 Why Canada’s immigration system has …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by looking to the South.. We know it takes us goin out to the poles by the millions, to vote, in order to elect, who we think is best for the country,..but then we expect small groups, of only a few100, to be capable of affecting change, with such major, post electoral issues, as this. Make no mistake, this, Canada, has already become a completely different place,..it's no longer the home we knew and loved, as it was. All those aspects are gone. And this is just the beginning. Wars Will Happen, in our cities.. Yes I'm just some guy that was born here in Canada, 61yrs ago. What I'm saying, is what I've been seeing, for decades. Rules and guidelines, and laws, need to passed. If you come to a foreign country, to live,..you practice, and learn their ways, and become one with them. None of this Social Separation B.S...If you want to live as you did in the country you left, find a secluded island, or go back to where you came from. It,s not just illegals that are being a problem.
Identity Attack0.011839314
Insult0.028832749
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.001707077
Low Tox 0.058737632 Constructive 0.793 Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study visa permits. I 100% agree with immigration officers that they need to carefully review the applications, because I also think things like this shouldn’t happen in any countries. But, I’m getting frustrated because this is delaying innocent international students’ visa process as well. I’ve finished my undergraduate studies and I decided to pursue master’s under a professor i met in my current university. I was very excited to study the field, and i applied for study extension visa months ago, and still haven’t gotten any updates from IRCC. So I couldn’t get enrolled in Fall semester. I’m still waiting, and i really hope that i can continue studying.. luckily my professor understood this situation and he said he can hold a position for me, but i’m still very anxious about all the situation. I hope all people who come to Canada are honest and don’t do illegal things. I really want them to realize that they are affecting students who just want to study. They are taking away the opportunity for others to learn.
Identity Attack0.023595277
Insult0.022512967
Profanity0.016957775
Threat0.0077802283
Severe Toxicity0.001783371
Low Tox 0.055274166 Constructive 0.858 Personal_Narrative
Sep 29, 2025 3 likes IRCC Names India in Study …
I live in Ontario, canada. I am an immigrant, but I think the title is fake news. Canadians are 100% united against mass immigration. I don't know if this narrative is politically motivated or bought. …
I live in Ontario, canada. I am an immigrant, but I think the title is fake news. Canadians are 100% united against mass immigration. I don't know if this narrative is politically motivated or bought. It's not true.
Identity Attack0.026408968
Insult0.018967867
Profanity0.011594773
Threat0.0065956907
Severe Toxicity0.0011491776
Low Tox 0.05354243 Constructive 0.701 Personal_Narrative
Feb 13, 2026 Canada's tighter immigration policy divides …
Immigration not problem , i am immigrant and now Canadian citizen i used to save money, now i have no money whatever i earn go into bills. Soo much of tax. I can’t even rent …
Immigration not problem , i am immigrant and now Canadian citizen i used to save money, now i have no money whatever i earn go into bills. Soo much of tax. I can’t even rent a basement maybe just a room. I told everyone not to come to canada. My brother payed 40,000$ in education with single day job. So he thinking going back nothing here. And its everywhere not just in canada
Identity Attack0.027815815
Insult0.017227544
Profanity0.011970525
Threat0.0062267366
Severe Toxicity0.0014305115
Low Tox 0.05255287 Constructive 0.656
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Canada is going to be America soon Think of that. You need more,to fight
Canada is going to be America soon Think of that. You need more,to fight
Identity Attack0.014350293
Insult0.014352918
Profanity0.013268576
Threat0.016638106
Severe Toxicity0.0022792816
Low Tox 0.05255287 Low Con 0.155
Jan 8, 2026 Inside Canada's Indian Metropolis (Brampton)
I get what people are saying in regards to the more recent influx BUT for everyone talking about deportation……..you DO REALIZE THAT all of us who aren’t Native ARE immigrants & at some point we …
I get what people are saying in regards to the more recent influx BUT for everyone talking about deportation……..you DO REALIZE THAT all of us who aren’t Native ARE immigrants & at some point we or our ancestors did this to the Native people. Just think about it & again I get WHY people feel that way but we ALL essentially took Canada from the Native people so we ALL as a country NEED to do better!!!! 👍🙂
Identity Attack0.025806036
Insult0.01617693
Profanity0.010706633
Threat0.006317357
Severe Toxicity0.0014972687
Low Tox 0.046368107 Constructive 0.722 Moral_Argument
Aug 28, 2025 Why Canadians Are Turning Against …
I think Canada has to reset the immigration stuff
I think Canada has to reset the immigration stuff
Identity Attack0.026408968
Insult0.013630914
Profanity0.0118680475
Threat0.00756015
Severe Toxicity0.0014305115
Low Tox 0.043646812 Low Con 0.237
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …
I want to go to canada next summer but i am rethinking now after watching these videos,,i think its better to stay in JAMAICA
I want to go to canada next summer but i am rethinking now after watching these videos,,i think its better to stay in JAMAICA
Identity Attack0.02238941
Insult0.015340924
Profanity0.014190876
Threat0.0077672824
Severe Toxicity0.002374649
Low Tox 0.04315203 Moderate Con 0.432
Dec 13, 2025 1 likes Why Canadians Are Turning Against …
I personally think that Canada should focus on its own people. Yes, immigration has stopped in the USA, but that does not mean that we should take them.
I personally think that Canada should focus on its own people. Yes, immigration has stopped in the USA, but that does not mean that we should take them.
Identity Attack0.029144434
Insult0.013668913
Profanity0.0113385795
Threat0.0073918556
Severe Toxicity0.0012969971
Low Tox 0.04315203 Constructive 0.552 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country They have no time to commit crime they brought in so much refugees in Canada some of them lied just to come Canadian goverment. Dosen looks after their citizen they take from the citizens and give to the refugees that worked here for many years the citizen suffer that’s wrong
Identity Attack0.026105914
Insult0.0055637187
Profanity0.000032565335
Threat0.00047479253
Severe Toxicity0.0000051477014
Low Tox 0.042401526
Apr 14, 2025
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country They have no time to commit crime they brought in so much refugees in Canada some of them lied just to come Canadian goverment. Dosen looks after their citizen they take from the citizens and give to the refugees that worked here for many years the citizen suffer that’s wrong
Identity Attack0.026105914
Insult0.0055637187
Profanity0.000032565335
Threat0.00047479253
Severe Toxicity0.0000051477014
Low Tox 0.042401526
Apr 14, 2025
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
Random, but a comment I saw on a video about Tradeau and Katy Perry being official was: "They are perfect for each, because she thinks she went to space and he thinks he saved Canada." …
Random, but a comment I saw on a video about Tradeau and Katy Perry being official was: "They are perfect for each, because she thinks she went to space and he thinks he saved Canada." 🤣😂
Identity Attack0.003921773
Insult0.018581128
Profanity0.013302735
Threat0.0061814263
Severe Toxicity0.0009918213
Low Tox 0.036634352 Moderate Con 0.5 Humor_Satire
Oct 17, 2025 77 likes Inside Canada's Indian Metropolis (Brampton)
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, …
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, no fun activities. I can’t go out, eat out, if you really think about it, it's really depressing that you're working full-time still you're not able to live your life. Canada is going down and will lose good people because of affordability issues.
Identity Attack0.010803374
Insult0.015188923
Profanity0.010945748
Threat0.0064015044
Severe Toxicity0.0010442734
Low Tox 0.035220183 Constructive 0.633
Aug 29, 2025 6 likes Why Canadians Are Turning Against …
I just finished my test January 28 2026 19/20. , I got multiple True/False questions as many people. One was about Olympic gold medal winner in 2010 Vancouver was Men's team. True. I remember a …
I just finished my test January 28 2026 19/20. , I got multiple True/False questions as many people. One was about Olympic gold medal winner in 2010 Vancouver was Men's team. True. I remember a question about start of the modern energy industry, it had given timefram and what was the energy . I chose the Oil Alberta 1947 , which was correct. It has I think hydroelectricity Quebec 1980 as another answer closest for choice. Another question I remember True false , it has 3 names Question was are these one of the great inventors of Canada. So I would suggest you take note of Greatest inventors of Canada. There are multiple. Many answers of questions are too easy to eliminate because they don't make sense at all. You are mostly between 2 answers easily. If you just study this video I think you'll surely pass 😅. Another question was ; Who are appointed by on the advice of Prime minister? Answers; Memebers of parliement Mayors Senators Citizens Obviously Senators was the answer but answers might differ, so just study the other applicable answers for the questions.
Identity Attack0.0055866763
Insult0.016936934
Profanity0.015215653
Threat0.007353018
Severe Toxicity0.0014209747
Low Tox 0.034984488 Constructive 0.721 Meta_Commentary
Jan 28, 2026 8 likes Canadian Citizenship Test 2025 – …
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses …
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses cars don't have to worry about nothing it's all provided for them through the taxpayers money well the real Canadians are living out on the streets and eating out of garbage bins I don't have a bed or a roof over their heads due to the immigrants coming into our country then they come into our country in protest terrorist actions destroy our buildings are statues our churches block our streets hospitals shopping malls an etcetera they disrespect our rules and regulations and think they can voice their opinion on everything and get away with it they come here most of them with a green card as a visitor from another land overseas and yes they think they're a real Canadian but never contribute never done nothing for the country but just take from the real Canadians that made the country to what it is today and it's all government doing before they give a house or car or anything that they get the immigrants get if you're standing alongside of one peppermint will give it to the immigrant faster than what they'll give to a real Canadian they're more or less told to sleep on the streets and eat out of garbage bins because he's immigrants deserve nothing but the best in our country we have to show them that they are welcomed no they're not welcome anymore Canadian should come first not somebody that came in on a boat or an airplane from another country and overseas it's a government can't look after their own then they shouldn't be in the government because our prime minister is supposed to be protecting the real Canadians not the ones that are coming in over our borders I wonder if that's ever going to change probably not because they still need these foreigners votes just stay in the position where they're at Canada has become a very undeveloped country now in Canada has been put into a lot of danger due to the terrorism that's in our country from the people that they bought in our country from overseas I mean just look at all the protesting from the palestines and Hamas people what they've done so far to Canada we see it on the news just about every day ask for their rights anyways I can keep going on but it's not worth my time tomorrow is never promised it's just that I know Canada is sinking and sinking fast due to our government and their policies but when it sinks do you think the government's going to stand on board and go down with the ship nope I'll be in another country safe and sound
Identity Attack0.014712535
Insult0.008164782
Profanity0.00007872977
Threat0.0002559232
Severe Toxicity0.0000045725806
Low Tox 0.034101393 Fear_Threat
May 6, 2025 1 likes
Sad part is that they think its a right, not a privelage, to be in Canada need to tighten imigration laws
Sad part is that they think its a right, not a privelage, to be in Canada need to tighten imigration laws
Identity Attack0.016963007
Insult0.012490907
Profanity0.010143006
Threat0.0064144502
Severe Toxicity0.0009775162
Low Tox 0.032391842 Moderate Con 0.357
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the green show, NFB and Cbc and was always fascinated with Canada. I knew then when I was 20 that I will make Canada home. I wrote my IELTS ENGLISH test, studied here with good grades. And I did. I have an amazing career and young kids. And I have loved everyday of it. I have watched rerun of trailer park boys about 10 or so times already, watched Corner gas, watch hockey, I have embraced the weather, the people and the values this nation stands for. I have travelled coast to coast and to the great north. Heck I have been to more places in Canada with my job than other Canadians who are born and raised here. Now all I see there these ignorant, entitled effs thinking they can come and change the way of life. Like how Don Cherry said, they want the milk and honey but won't respect the values. I am effing done with this immigration and the government. Steven Harper was the prime minister when I got my citizenship and it was the proudest moment of my life. I really hope Canadians wake up. I know exactly why the racism has gone up and I don't blame the Canadians at all. These clowns bought it on to themselves. I just had enough and wish things would back to how it was 20 or so years ago.
Identity Attack0.011321344
Insult0.016556932
Profanity0.019348921
Threat0.007534259
Severe Toxicity0.0019073486
Low Tox 0.032156147 Constructive 0.658
Sep 20, 2025 26 likes Inside Canada's Indian Metropolis (Brampton)
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of the story. My brother is a journalist in NYC and he also amplifies voices that are so often drowned out by louder, flashier ones. As a Canadian, who was born in South Africa, but have grown up in BC since elementary school, I feel incredibly grateful for the opportunity this country has given my family. We all work hard to build on the values shared in this nation. I love learning about aspects of Canada that I am unfamiliar with, but ultimately help shape its identity. 🙏
Identity Attack0.0076585566
Insult0.01819439
Profanity0.014771583
Threat0.006686311
Severe Toxicity0.0011396408
Low Tox 0.03109552 Constructive 0.882 Solidarity
Oct 8, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
We need an ICE team in canada, I think these guys are trying to cover their lack of response in light of what is happening down south.
We need an ICE team in canada, I think these guys are trying to cover their lack of response in light of what is happening down south.
Identity Attack0.004846719
Insult0.017088935
Profanity0.00998929
Threat0.006815769
Severe Toxicity0.001001358
Low Tox 0.030034892 Moderate Con 0.389
Dec 28, 2025 Deportations From Canada at Their …
Canada also has a human trafficking issue and it just keeps getting worse. I think it would be so awesome if you could bring some light to this issue so that people start taking this …
Canada also has a human trafficking issue and it just keeps getting worse. I think it would be so awesome if you could bring some light to this issue so that people start taking this 15 times more seriously.
Identity Attack0.011321344
Insult0.013706914
Profanity0.010279642
Threat0.0065697995
Severe Toxicity0.0010490417
Low Tox 0.029327808 Constructive 0.658 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Literally yesterday I was thinking of visiting Canada Montreal and now this vid pops up 😮
Literally yesterday I was thinking of visiting Canada Montreal and now this vid pops up 😮
Identity Attack0.008065533
Insult0.011008898
Profanity0.019075647
Threat0.008103873
Severe Toxicity0.0019741058
Low Tox 0.027913637 Moderate Con 0.432 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...

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.