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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: "These so called students should …" 45 comments · Page 1 of 2
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam …
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam is to enter Canada on fraudulent student visas just to shamelessly claim asylum. So disgusting!!! these people all need to be deported back where they came from and where they belong!
Identity Attack0.55044734
Insult0.6109131
Profanity0.17752954
Threat0.06755528
Severe Toxicity0.112294696
Moderate 0.6342749 Moderate Con 0.334 Identity Attack Insult Unverified_Claim
Sep 28, 2025 2 likes IRCC Names India in Study …
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. …
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. Turn great communities into shitholes. I didn't even know they had those big statues hanging around the city. I don't ever venture into Brampton anymore, as I don't do service calls or work as a mechanic. I basically got told, without being told they wanted a more diverse field of technicians. Over 12 years of work trying to get my mechanics license and I'm out. Guys can't even diagnose a ground on a vehicle, yet they can get the Red Seal license cause the "translator" gave them all the answers on the test. Lots of them coming over on student visas just to drop out or not go to school completely and take up basic minimum wage jobs from the actual tax payers of our Great? nation. The truck driving is also insane up north, past Thunder Bay. Trucks in ditches every 30-50 km's. Wheels coming off of trucks, turning around on the 2 lane highway in the middle of no where and gets the truck stuck cause they wanted to do a U-turn at 3am on blind corners. We driving our 3/4 ton work trucks have to pass our exits all the time cause they have their feet on the dash tailgating you. 90% of the ones that have come over, have made Canada a worse place to work/live.
Identity Attack0.27171627
Insult0.6308392
Profanity0.43272525
Threat0.011249693
Severe Toxicity0.024960563
Moderate 0.6020386 Constructive 0.749 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
these so called millions of fake indian asylum seekers are anti -india too ..canading governement has screwed up canada ..with illegal migrants , fake students etc ..not india's fault
these so called millions of fake indian asylum seekers are anti -india too ..canading governement has screwed up canada ..with illegal migrants , fake students etc ..not india's fault
Identity Attack0.6007182
Insult0.5362655
Profanity0.27207452
Threat0.019746035
Severe Toxicity0.1597006
Moderate 0.5885171 Low Con 0.22 Identity Attack Insult Unverified_Claim
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration levels should be zero until we deport all the illegals in the country and so-called a silent claimers and students who is visas have expired and then we should go back to bringing an …
Immigration levels should be zero until we deport all the illegals in the country and so-called a silent claimers and students who is visas have expired and then we should go back to bringing an immigrants according to their value to our society not the scum of the earth that we're taking in now
Identity Attack0.46028158
Insult0.5739874
Profanity0.2801717
Threat0.037530303
Severe Toxicity0.02430326
Moderate 0.5716857 Moderate Con 0.328 Insult Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across …
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across a homeless Indian? Do we need less of them? Yes, but do a lot of them also grind their asses off to make it work? Yes. They only get berated because there’s a surge of them, and this would’ve been just as bad for Africans, Latinos and East asians if roles were reversed. “They stay to themselves” yeah it’s called a community and white people have always excluded minorities lmao so suck it up. We do need to deport a lot of these students who make a mess but lets not act like these Indians aren’t hustlers who do what it takes to make it work.
Identity Attack0.49584505
Insult0.46625584
Profanity0.41503602
Threat0.07323132
Severe Toxicity0.16233426
Moderate 0.4826145 Constructive 0.63
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Blaming India will not help . Gov. Of India told Canadian counterparts that criminals are using fake degrees to go study in Australia and Canada but you guys were making 4x tuition and took the …
Blaming India will not help . Gov. Of India told Canadian counterparts that criminals are using fake degrees to go study in Australia and Canada but you guys were making 4x tuition and took the money and those criminals . They were never Indin student . They came to join the Brampton Khalistani army . You will see them soon . Just know India warned you and you took the Khalistani side . Don’t call them Indian . As far as India’s prospective they are Canadian Khalistani terrorist 😊
Identity Attack0.48915586
Insult0.43158367
Profanity0.050680235
Threat0.031314444
Severe Toxicity0.023076924
Moderate 0.44039994 Moderate Con 0.454
Sep 28, 2025 IRCC Names India in Study …
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi …
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi students scams or their diploma mill scams are being discussed. then it is "Indian Invasion" even though 95% of them are Punjabis
Identity Attack0.5135796
Insult0.4196762
Profanity0.22602804
Threat0.06939816
Severe Toxicity0.07542343
Moderate 0.4394682 Moderate Con 0.419 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These so called students should kicked out of this country. Why is this Canadian government is so slow for actions? I support USA in this matter. Illegal go out and don’t give visa for those …
These so called students should kicked out of this country. Why is this Canadian government is so slow for actions? I support USA in this matter. Illegal go out and don’t give visa for those nasty nations. They are already damaging the system here
Identity Attack0.3958119
Insult0.4339631
Profanity0.09961538
Threat0.13346854
Severe Toxicity0.022452017
Moderate 0.4269174 Low Con 0.264 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any job in Canada than in India. India work market is saturated because of the population and wages are low. The Canadian government use them because they pay triple for schooling that's it. These Indians are racist and don't accept other cultures. They stick to themselves and are on video calls with each other every second of the day including while they're driving and working. Its creating a huge problem in the job market especially getting any minimum wage job. I hope they would go back because they're doing so much damage
Identity Attack0.46028158
Insult0.34237885
Profanity0.07514556
Threat0.00967031
Severe Toxicity0.01825585
Moderate 0.38811707 Constructive 0.617 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard in workplaces,hospitals,schools,retail,IT,manufacturing,government etc. ... Otherwise the so called mainstream bankrupt Cauca***n people dont even have money for retirement....Entitled lot dont want to work, they just want to make hateful videos and get attention. While they make such videos, Immigrants are focusing on working hard and getting ahead in life.
Identity Attack0.38176915
Insult0.3388922
Profanity0.22723788
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.37458646 Constructive 0.656
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
And yet, legal students get blamed and Canadians being called racists for years🤡
And yet, legal students get blamed and Canadians being called racists for years🤡
Identity Attack0.37730414
Insult0.25007802
Profanity0.02385794
Threat0.00756015
Severe Toxicity0.010070801
Moderate 0.3561489 Moderate Con 0.311 Moral_Argument
Sep 28, 2025 832 likes IRCC Names India in Study …
They should go to all the fraud Colleges and charge them and deport them along with all the so called students
They should go to all the fraud Colleges and charge them and deport them along with all the so called students
Identity Attack0.16587129
Insult0.2659317
Profanity0.06195303
Threat0.11922921
Severe Toxicity0.0128976675
Moderate 0.3389984 Low Con 0.119 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting …
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting turned down when I hand out resumes, because I'm white and I was born in Canada its bad they're taking all the student jobs and then buying the businesses where students are working and then firing the students i'm no longer in school, so it's even harder to find a job. It's gotten to the point where if you want a job you need to work for yourself. They're even taking jobs in the trades so now people are having to work for themselves under-the-table and launder their money the average median income in Canada is anywhere from $45000 to $50000 a year the average house costs $673,335 the average household only makes $80000 a year i used to dream about having my own home and starting a family now I just hope I can find an apartment for less than $2000 a month that isn't owned by a slum Lord living in Toronto that's bought the property without ever even being to Smiths Falls a day in their life.
Identity Attack0.39461556
Insult0.23704576
Profanity0.098067984
Threat0.030278467
Severe Toxicity0.016190045
Moderate 0.3389984 Constructive 0.675 Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Legal students being blamed Canadians being called racist The real enemies lurking out there 😢
Legal students being blamed Canadians being called racist The real enemies lurking out there 😢
Identity Attack0.35948995
Insult0.24561718
Profanity0.01887069
Threat0.008401625
Severe Toxicity0.009231567
Moderate 0.33338684 Moderate Con 0.312
Oct 25, 2025 IRCC Names India in Study …
You all are missing the point . SEE THE BIG PICTURE!!!!! WHEN USA 🇺🇸 INVADES A “COUNTRY” !!! ITS ALIES HAVE TO OBEY USA 🇺🇸 RULES !! So they so called “ THE OPPOSITION” get …
You all are missing the point . SEE THE BIG PICTURE!!!!! WHEN USA 🇺🇸 INVADES A “COUNTRY” !!! ITS ALIES HAVE TO OBEY USA 🇺🇸 RULES !! So they so called “ THE OPPOSITION” get transformed onto “ REFUGEES “ and temporarily student visas !! . So , ALL THOSE PEOPLE ARE SEND TO , CANADA ,GERMANY , FRANCE , ENGLAND , ITALY ,USA!!! . And that’s the price any country pays , TO BELONG TO “ NATO” . It’s up to Us , to rescue Canada 🇨🇦!! Before is too late !! . NEW IMMIGRANTS!! Please , INTEGRATE!! ,ADAPT , to this country !! OR GO BACK TO YOUR COUNTRY AND FIGHT FOR YOUE FREEDOM and RIGHTS!!!! But STOP TERRAFORMING THIS COUNTRY !! Once upon a time, IT WAS A GREAT COUNTRY !!!
Identity Attack0.2823795
Insult0.16846494
Profanity0.047674157
Threat0.015947454
Severe Toxicity0.020127986
Moderate 0.3266089 Moderate Con 0.45
Sep 16, 2025 1 likes Why Canadians Are Turning Against …
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, …
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, lawlessness corruption is extreme on top countries like UK Canada Australia and NZ are making billions out of these so-called students. On top they are getting 19-year-old to 30-year educated healthy young ones to work for them for pittance. Your government knows it very well and they should be blamed for the mess. Wait a few years more
Identity Attack0.34974504
Insult0.24928534
Profanity0.051181246
Threat0.0089712385
Severe Toxicity0.012054443
Moderate 0.32128486 Moderate Con 0.482 Policy_Critique
Oct 2, 2025 1 likes IRCC Names India in Study …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to be innocent with lies. Instead of following regulations, they started rioting in city squares, in city parks, making noise, throwing garbage. "Halt on Deportations: In response to the scandal, the Canadian government paused the deportation of the implicated students to investigate the situation further and consider alternative solutions.  Review of Cases:A process was put in place to review the cases of the affected students, particularly those who were victims of the fraud.  Fake Admissions:The students obtained their Canadian visas through a fraudulent agent who provided fake admission offers from Humber College, leading to their entry into the country.  Loss of Status:Upon discovering the fake letters, the students were deemed to have lost their study permit status, making them subject to deportation by the Canada Border Services Agency (CBSA).  Political Pressure:The New Democratic Party (NDP) in Canada called on the government to not deport these students, highlighting their exploitation and the circumstances under which they were brought to Canada.  Crackdown on Scammers:The government and authorities also began cracking down on the agents and fraudulent institutions that facilitated this scam, as the students were often unaware of the forged nature of their documents, according to the Canadian Federation of Students.  Advocacy for Students:Organizations and Members of Parliament (MPs) called on the government to show leniency towards the students, highlighting their victim status and advocating for waivers of deportation.
Identity Attack0.10221587
Insult0.26957804
Profanity0.06646215
Threat0.011974656
Severe Toxicity0.00919342
Moderate 0.30716252 Constructive 0.628 Unverified_Claim
Sep 23, 2025 3 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 …
It's a human trafficking scam... and politicians are probably getting "contributions"... the migrants have to pay both in Canada and at home to these fake colleges that exist only on paper. I wonder how much …
It's a human trafficking scam... and politicians are probably getting "contributions"... the migrants have to pay both in Canada and at home to these fake colleges that exist only on paper. I wonder how much an international student ends up paying just to come here... India has what? like a hundrem million dollar millionaires? How many live as basically what might as well be called slavery? Consider that some of these slave owners prefer living in Canada...
Identity Attack0.24074486
Insult0.23704576
Profanity0.02474608
Threat0.008815889
Severe Toxicity0.00831604
Moderate 0.30136615 Moderate Con 0.451
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
My daughter is a fully qualified for graphic Designer and yet (with thousands of $$$in student debt) cannot find a job. She actually put in her resume with an Indian name as well as in …
My daughter is a fully qualified for graphic Designer and yet (with thousands of $$$in student debt) cannot find a job. She actually put in her resume with an Indian name as well as in her own name. Guess which resume had a call for an interview, yes - the one with the Indian name. This is insane. I require personal health-care at home and i REFUSE TO have my Canadian worker be replaced with an immigrant from Kenya. Sorry but the Canadian worker has been here for 5 generations and then suddenly she's going to lose her house because of this situation with immigrants. Not if have anything to do with it if and when i can. Sharia law, and other foreign practices are not respectful to Canadian culture. If they dont assimilate to our culture, speak our official languages (French and English). Deport them all. ALL OF THE IMMIGRANTS MUST BE DEPORTED, ESPECIALLY ISLAMICS, AND MUSLIMS, AS WELL AS INDIANS. These immigrants are not respectful to the host country. The muslim women wearing hijabs (veils covering their entire faces should NOT BE PERMITTED for safety reasons) must follow our culture and expose their faces. From Canada 🇨🇦 ❤❤❤
Identity Attack0.26494437
Insult0.17858955
Profanity0.046171114
Threat0.0077802283
Severe Toxicity0.009841919
Low Tox 0.2853768 Constructive 0.67 Personal_Narrative
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
John tibbits is the worst offender of this. He has publicly insulted the residents and taxpayers of the region in which conestoga college is located, for questioning him on the fraud and problems the international …
John tibbits is the worst offender of this. He has publicly insulted the residents and taxpayers of the region in which conestoga college is located, for questioning him on the fraud and problems the international students he’s brought in have caused or participated in. Even other ontario college presidents have called him out on this and he’s extremely defiant. He needs to be removed from Conestoga college in any acting role and banned from running an educational institution in the future
Identity Attack0.0073625734
Insult0.25602314
Profanity0.018392462
Threat0.013010317
Severe Toxicity0.004825592
Low Tox 0.27525392 Moderate Con 0.481
Oct 1, 2025 IRCC Names India in Study …
Long Overdue, get all the criminals out NOW. CBSA need to step up and do more to get the SO-CALLED Students out and find the Ones who are hiding in OVERCROWDED Basements. 👎👎👎👎🎄🎄
Long Overdue, get all the criminals out NOW. CBSA need to step up and do more to get the SO-CALLED Students out and find the Ones who are hiding in OVERCROWDED Basements. 👎👎👎👎🎄🎄
Identity Attack0.019776696
Insult0.24928534
Profanity0.024882717
Threat0.015256803
Severe Toxicity0.0065994263
Low Tox 0.27047762 Moderate Con 0.337 Call_To_Action
Dec 24, 2025 41 likes Deportations From Canada at Their …
For all 10 or 20 million people in Canada there are 1500 million in India. Apparently we are doing well. We will better of without this Canadian asylum scam (drugs/ human trafficking business) and student …
For all 10 or 20 million people in Canada there are 1500 million in India. Apparently we are doing well. We will better of without this Canadian asylum scam (drugs/ human trafficking business) and student visa scam. The so called Indian student (black T shirt , beared) in Brampton did not appeared to be well educated. (English) So in effect he was paying ransom of 8K masqueraded as education fees to have right to work in Brampton .
Identity Attack0.27798235
Insult0.15769513
Profanity0.020783609
Threat0.00746953
Severe Toxicity0.00705719
Low Tox 0.25462922 Constructive 0.637
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in just few years , unbelievable !! why no inquiry about replacing all other hard working Canadians and legal immigrants by new arrivals from only one country ,India and who are those workers , most of them are students , many came with fake documents and many many of them have absolutely no intention to finish their education in Canada but to use these loopholes to get into Canada and never leave , India is one of the most corrupt countries in the world ( look at the origin of most of the scam calls ! ), you can get a PHD degree there with money, ( the most scary part is hiring nurses or doctors with maybe fake degrees ) now corruption and loopholes in our immigration system allowed this influx of cheaters while hundred of thousands of Canadians cant find jobs and honest people from everywhere who try to immigrate through the front door face all the difficulties, this is not racism, it is the truth ...
Identity Attack0.26833034
Insult0.11978693
Profanity0.025360947
Threat0.00866054
Severe Toxicity0.0077438354
Low Tox 0.25462922 Constructive 0.566
Oct 1, 2025 IRCC Names India in Study …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and more and more liberal voters use the racism card on people who point out these issues just to make themselves feel like a good person, more and more major cities in Canada will be filled of them who either entered as an international student, or as an asylum seeker. It is not "multiculturalism" or "diversity" if there is only people from one culture coming to Canada? Where are the people from countries like Italy? Germany? Ukraine? Mexico? It is not racist to point out how in very few homes, most notably in Brampton, around 7 or more people live in one house. It is not racist to point out how these Indians need to learn to write and speak proper English. It is not racist to point out how they need to adapt to our civilized way of life here in Canada. It is not racist to point out the rise in crime done by people of Indian descent. It is not racist to point out how, coincidentally, the quality in Tim Hortons has dropped lately, when in a majority of them have workers of Indian descent, which are usually in major cities. How so? The liberal-imposed foreign worker plan, plus a little bit of corporate greed. It is not racist to point out that Indian "international students" are getting their food from food banks, which are supposed to be for the poor, and how some places of work only hire Indians, because they are run by Indians. Why is this discussion even about Indians? Because they make up HUGE majority of people coming to live in Canada. Matter of fact, this does not apply to Indians coming to Canada, but to whoever goes to live in another country. It does not take much out of you to at least adapt to the way of life in which ever country you go to. The conservative party sees this in a way that the liberals do not. Come back to this comment in another 10-20 years when the liberals are still in power. You'll see the difference.
Identity Attack0.27759558
Insult0.110259406
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.005645752
Low Tox 0.2540519 Constructive 0.705
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.