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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: "People from India have to …" 595 comments · Page 14 of 24
When I go to work building new homes, I am almost always the only person that speaks English. You ask someone to move their vehicle to get a truck in or something and they look …
When I go to work building new homes, I am almost always the only person that speaks English. You ask someone to move their vehicle to get a truck in or something and they look at you like a Taxidermized fish. DONT let them eat lunch in the house, you'll never get the curry smell out. I've seen people drop out of buying new houses cause they just stink like India, the walls are already that yellow grease color and once that happens its ruined, like having a smoker live in the house but greasier.
Identity Attack0.2795294
Insult0.20901857
Profanity0.15985115
Threat0.010628296
Severe Toxicity0.016771052
Moderate 0.30427247 Constructive 0.638
Sep 16, 2025 1 likes How Canada broke its immigration …
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family …
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family businesses we all know it go to your corner store you see it people that can't speak English convenience stores people are driving for Uber can't speak English people working at Tim Hortons can't speak English and it's really funny that even when I go to Tim Hortons they play Indian music they talk behind the counter in Indian why this is not rocket science we know what's going on we know it started with the liberal government this is all just a scam by Jeemeet Trudeau he even dressed up as an Indian what does that tell you he makes special trips to India what does that tell you and our borders are opened up to anybody from India to come in as a temporary foreign worker yeah just think about it Canada and don't forget elbows up elbows up 💪
Identity Attack0.13163337
Insult0.24928534
Profanity0.058445938
Threat0.008414571
Severe Toxicity0.010604858
Moderate 0.30319387 Constructive 0.578 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
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...
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...
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...
Lol ik you're mad my guy and i am from India the people attacking you were most likely bought and paid for people by the current government or some bots. Plus I assure you Punjab …
Lol ik you're mad my guy and i am from India the people attacking you were most likely bought and paid for people by the current government or some bots. Plus I assure you Punjab and Sikhs had nothing to do with any hate you got.
Identity Attack0.11512129
Insult0.24424846
Profanity0.13785136
Threat0.011327368
Severe Toxicity0.014705247
Low Tox 0.29405528 Constructive 0.522 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
😂😂😂😂😂😂 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)
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Identity Attack0.25478655
Insult0.18604483
Profanity0.056441884
Threat0.00933372
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.76 Moral_Argument
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
lot of people who commits crime and scams in india who are running from authority come to canada tell canadian government that they are persecuted minority indian government be like you wants them take them …
lot of people who commits crime and scams in india who are running from authority come to canada tell canadian government that they are persecuted minority indian government be like you wants them take them so congratulation canada government of india agreed to take back all illegal immigrant
Identity Attack0.33352965
Insult0.15769513
Profanity0.02303812
Threat0.009540852
Severe Toxicity0.00793457
Low Tox 0.2922276 Moderate Con 0.423 Unverified_Claim
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and …
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and to those who also live on the street cannot even park there car or live in there homes due to the loud noise. No permit, just taking over. The other problem the last few years immigrations number have skyrocket and 90% of them our Indians. The government should have never let such a large group from one country enter. Meanwhile as climate change happen a lot of countries will be in trouble and the people will need to go somewhere. Iran has only 3% of there water reserve left. India has ruin there country and so has China with pollution and dumping of heavy metel in river and lakes. Meanwhile the Caribbean is expected to be unlivable in 15 and 20 years. The USA we are expected to lose 100 miles of our coastline. That area is where 50% of Americans lives. Pretty soon it will be everyone for themselves if certain country do not look at the long term picture. Also the lifestyle we are living today is just not sustainable.
Identity Attack0.2783691
Insult0.24835461
Profanity0.07385241
Threat0.01254427
Severe Toxicity0.010681152
Low Tox 0.2922276 Constructive 0.629 Fear_Threat
Dec 7, 2025 Why Canadians Are Turning Against …
I don’t blame the immigrants, I blame our liberal government because they are the ones who are supposed to control the amount of people coming into the country. If I travel to another country that …
I don’t blame the immigrants, I blame our liberal government because they are the ones who are supposed to control the amount of people coming into the country. If I travel to another country that I want to live in or work in, I need to follow their rules, laws and respect their culture, not trash their country, and change their culture and country to my country. This is what has happened in Canada, too many fn people from India here and they’ve basically taken over everything in the country, again this is not their fault, it’s our own governments fault.
Identity Attack0.2949366
Insult0.16989174
Profanity0.059948977
Threat0.008272167
Severe Toxicity0.010528564
Low Tox 0.28674445 Constructive 0.559
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
This is a Big Problem. But the problem was created by short sighted Canadian propaganda. They duped millions of vulnerable young people with false promises! People in Punjab were told by visiting, white Canadian politicians …
This is a Big Problem. But the problem was created by short sighted Canadian propaganda. They duped millions of vulnerable young people with false promises! People in Punjab were told by visiting, white Canadian politicians like Trudeau (who literally dressed up and danced all around India) that they are welcome in Canada and should sell whatever little they had in India and come here. They were poor and gullible and fell for it, and here we are! Canadian Government is FAR FAR stronger than any to-be immigrant group. Indian government pleaded with Canada to watch what kind of characters they were importing (google it)! And guess what Canada still voted for the Liberals! So who should shoulder the bulk of the blame?
Identity Attack0.2764353
Insult0.23704576
Profanity0.03715288
Threat0.009696201
Severe Toxicity0.009765625
Low Tox 0.28674445 Constructive 0.514
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian I am completely ashamed of the way Indians are representing our country outside and honestly I understand the point of view from the Canadians ,when u migrate to another country you are …
As an Indian I am completely ashamed of the way Indians are representing our country outside and honestly I understand the point of view from the Canadians ,when u migrate to another country you are supposed to adjust to their culture and their principles but unfortunately these people have turned it into a mini india there which simantaneously affects a lot of Indians who live outside as well because they have to deal with stereotypical and racial comments.I am completely against the way they celebrate our festivals outside its a nuisance to both the countries.
Identity Attack0.36702603
Insult0.16802633
Profanity0.058946952
Threat0.0091524795
Severe Toxicity0.01159668
Low Tox 0.28674445 Constructive 0.784 Identity_Assertion
Dec 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
You made many videos against India and its culture okay I appreciate it but now make videos about the good things in India and its culture? You won't I guess because you wouldn't get the …
You made many videos against India and its culture okay I appreciate it but now make videos about the good things in India and its culture? You won't I guess because you wouldn't get the reach that you get while showing the badbside of our country and its people
Identity Attack0.22458547
Insult0.0836065
Profanity0.08419759
Threat0.015602129
Severe Toxicity0.011520386
Low Tox 0.28674445 Constructive 0.533 Policy_Critique
Feb 4, 2026 3 likes Inside Canada's Indian Invasion...
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial …
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial revolution was built on back of Indian slaves paying 70 percent taxes to the crown. Canada, UK and Australia were built on this stolen money. They stole money from the Indians and they stole land from the indigenous. This video shows nothing but prejudice. People only have a problem with brown immigrants. I remember 35,000 European immigrants arrived in the city in 2021 even before the Ukraine war and no one cared. Brampton has 27% Indian people so they're clearly not a majority but they are a majorly targeted group because of this prejudice. I don't have the Canadian numbers but in the US 6% of tax comes from Indians and they're 1% of the population. You don't have to trust me you can look it up. The motives of this look racist because when you try hiring white folks the retention rate is extremely low, these past 6 months I have seen 8 employees in managerial positions who quit less than 2 weeks and it's impossible to retain them no matter what salary you offer and then when you go hire an Indian they just don't quit and work harder. But again that's an anecdote, that doesn't mean white folks don't work hard. Everyone has different experiences so stop, putting half baked stuff out on the internet and stop embarrassing yourself. You got a problem, go back to your country. Why don't you go back to jolly old England and serve the queen.
Identity Attack0.27510223
Insult0.21135417
Profanity0.028776871
Threat0.011146127
Severe Toxicity0.008888245
Low Tox 0.28674445 Constructive 0.657
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The native Indian story doesn't help your cause if you Indians from India are doing the same thing as white people did. You're not advocating for indigenous people either.
The native Indian story doesn't help your cause if you Indians from India are doing the same thing as white people did. You're not advocating for indigenous people either.
Identity Attack0.37292135
Insult0.082619295
Profanity0.030639706
Threat0.0076766624
Severe Toxicity0.008087158
Low Tox 0.2855005 Moderate Con 0.391 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
For you to know there are many white people & families coming & living in India nowadays. This video is aimed at degrading a community openly. Managing Immigration is a government responsibility.
For you to know there are many white people & families coming & living in India nowadays. This video is aimed at degrading a community openly. Managing Immigration is a government responsibility.
Identity Attack0.34324843
Insult0.06953252
Profanity0.04792466
Threat0.016292779
Severe Toxicity0.011062622
Low Tox 0.2854971 Constructive 0.521 Comparative_Framing
Feb 12, 2026 3 likes Inside Canada's Indian Invasion...
Canada also constitutes by Invaders belonging to british colonial past. Unnecessary racism against India. When Canadian PM is in India seeking for economic package to survive tarriff. Be careful India are lectured to take 50 …
Canada also constitutes by Invaders belonging to british colonial past. Unnecessary racism against India. When Canadian PM is in India seeking for economic package to survive tarriff. Be careful India are lectured to take 50 million or more infiltration that too with no valid Visa or passport. Just imagine what Canada should be numbered in Democracy list before Syria , Pakistan probably . That is what it should be placed ! India has multiple churches which also involved in mass conversion illigally but still India has maintained Democracy. What about Indian people question you same. Why church is here for !? We don't denied Democratic right and constitutional rights. Same like Indian has rightfully constructed Temple . Its thier Democratic right . Besides Canada always support terrorist and Khalisthani separatists elements. (What if India harbour same set of people who will support free Ontario form canada. Will you accept it !?) This is the question that is been asked by journalist to your foreign secretary.He was silent
Identity Attack0.293411
Insult0.16883044
Profanity0.021603432
Threat0.010731863
Severe Toxicity0.010528564
Low Tox 0.2854903 Constructive 0.616 Policy_Critique
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
The country of India have NOT fix is overpopulation problem.. So the people of India will happily flood into other countries, including the United States of America, with Great Numbers.. A clear-cut invasion.. And WEAK …
The country of India have NOT fix is overpopulation problem.. So the people of India will happily flood into other countries, including the United States of America, with Great Numbers.. A clear-cut invasion.. And WEAK Nations trying to play nice, will allow them to..
Identity Attack0.2846865
Insult0.11616662
Profanity0.055940874
Threat0.021472665
Severe Toxicity0.018384963
Low Tox 0.2854903 Low Con 0.212 Fear_Threat
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I'M FROM INDIA. PEOPLE OF CANADA DO SOMETHING BEFORE ITS TO LATE. CHASE THEM AWAY OUT WHO IS NOT A CITIZEN OF CANADA.
I'M FROM INDIA. PEOPLE OF CANADA DO SOMETHING BEFORE ITS TO LATE. CHASE THEM AWAY OUT WHO IS NOT A CITIZEN OF CANADA.
Identity Attack0.27875587
Insult0.07555214
Profanity0.023243073
Threat0.13815513
Severe Toxicity0.014576134
Low Tox 0.2854835 Moderate Con 0.387
Oct 27, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
When these people goes to india on visits do not allow them back into canada
When these people goes to india on visits do not allow them back into canada
Identity Attack0.35624164
Insult0.076502606
Profanity0.02433617
Threat0.008893564
Severe Toxicity0.0090408325
Low Tox 0.28548008 Low Con 0.232
Dec 13, 2025 Why Canadians Are Turning Against …
You have to get used to indian people here in Canada 🇨🇦 and do you know why because with the global warming India 🇮🇳 will become unlivable.
You have to get used to indian people here in Canada 🇨🇦 and do you know why because with the global warming India 🇮🇳 will become unlivable.
Identity Attack0.36702603
Insult0.07840354
Profanity0.022218296
Threat0.011974656
Severe Toxicity0.009613037
Low Tox 0.28547668 Moderate Con 0.34
Dec 28, 2025 Inside Canada's Indian Metropolis (Brampton)
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work properly or look for jobs in India; they just prefer going to Canada. I don’t know what kind of jobs they get there. Some of them go there depending on relatives, and some go illegally, which is completely wrong. Because I want to say one true thing about Indian people: there is very little civic sense in India. Yes, if they belong to the upper class, then they may have some civic sense, but in the lower and middle class, civic sense is very low. That’s why wherever they go, they behave the same way they think, without caring that they are in another country. They don’t care about respecting that country or adjusting to its culture. Instead, they try to impose their own culture everywhere. They want to create their own space everywhere and put their own things everywhere. But if foreigners come to India and live here permanently, they just do their work and live normally. Even if they do something publicly to promote their own culture, Indians will immediately go against them. But I haven’t seen the same reaction outside. People there should also oppose this; otherwise, Indians will really spread everywhere in the same way.
Identity Attack0.36702603
Insult0.16773392
Profanity0.062454045
Threat0.009644418
Severe Toxicity0.012359619
Low Tox 0.28547668 Constructive 0.67 Identity_Assertion
Feb 10, 2026 1 likes 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.