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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

Summary Charts

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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: "This isn't good people who …" 11 comments
It's hilarious that even now Canadians will not say a word against these majority white politicians and bureaucrats. Even at this table, there are 2 whites, 1 East Asian and 1 South Asian. Yet the …
It's hilarious that even now Canadians will not say a word against these majority white politicians and bureaucrats. Even at this table, there are 2 whites, 1 East Asian and 1 South Asian. Yet the entire country just wants the South Asians out. You will not hold a single one of your kind responsible for what is predominantly a white political and bureaucratic body. And then you wonder why you're being called racists. You people ARE. It's so much easier to direct your anger towards the brown guy than the white guy isn't it? Because then you'd have to admit that the white guy is the one holding the gun and the brown guy is the one whose shoulder is being used to rest the gun on. Good luck fixing the roots of your problems Canadians. You just carry on shouting at the symptoms.
Identity Attack0.4508763
Insult0.3388922
Profanity0.06345607
Threat0.011974656
Severe Toxicity0.017158391
Moderate 0.39021665 Constructive 0.506
Sep 28, 2025 IRCC Names India in Study …
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have …
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have a high school diploma, but he wants to talk about the intelligence level of all Africans? I've written two books and contributed a chapter to a compendium on journalism in West Africa. While I agree that many of the Africans going to Canada are from war-torn countries without a good education, he speaks of Africa like it's a monolith. Realities in Ghana aren't same as in Ethiopia. South Africa isn't same as Rwanda nor is Senegal same as Madagascar so unless he is referring to individual countries with specific examples, his claims don't even make any sense. I would like to see just one contribution from fatty to scholarship😂😂. EDIT: By the way, some of Africa's brightest minds include Ngozi Okonjo, an economist and politician (Nigerian) who serves as director general of the World Trade Organization; Vera Songwe, an economist (Cameroonian) who served as head of the UN Economic Commission for Africa; Dr. Tedros Adhanom an Ethiopian doctor who currently serves as DG of the World Health Organization; Prof. Salim Abdool Karim (South African) scientist globally respected for his research on immunology; Aliko Dangote (Nigerian) and Africa's richest man and one of the top 100 richest people in the world according to Forbes. The list is too long but fatty there wouldn't know because he's as dumb as a rock and it's easy for him to spew garbage rather than read an actual book or question the stereotypes which he's fed about Africa by his chosen echo chamber.
Identity Attack0.44690517
Insult0.344702
Profanity0.09518933
Threat0.012233571
Severe Toxicity0.021031776
Moderate 0.37955463 Constructive 0.741 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Clear your minds, wipe your mental slates clean, because as nice as it is to clutch our pearls and tsk-tsk about what this gov is doing, they're not listening to one word of what we're …
Clear your minds, wipe your mental slates clean, because as nice as it is to clutch our pearls and tsk-tsk about what this gov is doing, they're not listening to one word of what we're saying. Not ... one ... word. Their agenda isn't affected by your little concerns about the economy or jobs or immigration or how much youre struggling. It must be exhausting for the liberals to even have to do their performance theatre in the HOC. Ugh, you little people. Anyway, they will carry on with the charade until unquestionable power is achieved, and good luck to all of us in prying them out. Adrienne, Brian, Lorrie, you endlessly chat about the issues as if you think you can bring reason to whats happening if only they'd listen. Just stop it, really. With complete respect to all of you, do you think you change anything in this commentary? Youre all great, but we're in a paradigm rut on how to view this government and frankly, all governments. Perhaps we should all personally step back for a period and examine exactly what it is we're doing and start looking for solid, out-of-the-box solutions, because using 19th century political tools for affecting change just doesn't work anymore. Finally, this might be hard to wrap our heads around, but we are all part of the problem in some way. If you have the faculty to do so, ask yourself if you work for or support entities that ultimately support the very system oppressing you. Be smarter out there, everyone.
Identity Attack0.053399716
Insult0.35677677
Profanity0.073529124
Threat0.020264024
Severe Toxicity0.0119018555
Moderate 0.3389984 Constructive 0.673 Call_To_Action
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Good journalism, it's good to get out and hear what people are thinking. In viewing, it occurs to me that it's hard for white people, and maybe Christians, to understand some Asians. I'm an American, …
Good journalism, it's good to get out and hear what people are thinking. In viewing, it occurs to me that it's hard for white people, and maybe Christians, to understand some Asians. I'm an American, so-called white American, and love Sanatana Dharm, or what most people call Hinduism - that term should soon be forgotten. Anyway, this video shows a variety of people called Indians but whom are vastly different in belief. So much so, they maybe fighting in India but abroad, they stick together. Islam and most Indian philosophies (they are not religions as there is no overarching institution or organization) feed the "devotees" several times a day...it is a part of the culture, shared meals with those who share faith. The Indians, they basically want a better life and will send money home. Muslims will buy land through a trust and then buy more and more. I don't know about Canada, but there are no such cultures in America - well, the Church has bought a lot of land but does nothing to serve people. The Mormons have land and a strong daily schedule, some community churches have very strong programs, but as a whole, The Church has done nothing to make itself appealing and therefore, there's no opposite or equal force. What to do? and as far as assimilating, yes, they should, but to what? Should they start playing hockey, drinking beer, etc. The second gen might. The West has lost it's way and religion isn't the solution but a culture not so decadent would be a good start.
Identity Attack0.28034934
Insult0.06722072
Profanity0.075792134
Threat0.014911477
Severe Toxicity0.008888245
Low Tox 0.2359567 Constructive 0.847
Nov 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am First Nations and I have been concerned about how the face and language of Canada has changed. The first thing we noticed in our small town was that the taxi companies were taken …
I am First Nations and I have been concerned about how the face and language of Canada has changed. The first thing we noticed in our small town was that the taxi companies were taken over by East Indians. Now days you are hard pressed to get a taxi anywhere in Canada and get a driver who hails from India. I used to like Tim Horton's until I needed an interpreter to make my order, one doesn't speak English so, she had to get another worker to take my order. You go into any 7/11 or any gas station, or convenience store. All are staffed by people from India. But, it isn't just Indians. There are many other immigrants coming to Canada from China, Japan etc. None of these immigrants do not speak very good English. I have faced prejudice from these people who do not recognize my rights as an indigenous person. Going for an xray, blood test the field is mostly Asian. I have to get cataract surgery and I couldn't understand the Chinese receptionist and had to spell most of what I said to her. That means their business is mostly with Chinese-speaking people. As a First Nations person my status will always be a minority. With every immigrant that comes to Canada my status as an indigenous person diminishes. Taking transit shows me that english or french are ever spoken. Canadians are the new minority.
Identity Attack0.10221587
Insult0.054962315
Profanity0.020646973
Threat0.008401625
Severe Toxicity0.0042533875
Low Tox 0.13214645 Constructive 0.806 Identity_Assertion
Sep 21, 2025 1 likes Why Canadians Are Turning Against …
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone …
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone else, for it is an outrage to discriminate against any such man because of creed, or birthplace, or origin.. But this is predicated upon the person’s becoming in every facet a Canadian, and nothing but a Canadian… There can be no divided allegiance here. Any man who says he is a Canadian, but something else also, isn’t a Canadian at all. We have room for but one flag, the Canadian flag… And we have room for but one sole loyalty and that is a loyalty to the Canadian people.’ Wilfrid Laurier 1907
Identity Attack0.060675595
Insult0.03335018
Profanity0.017026093
Threat0.007974415
Severe Toxicity0.0024986267
Low Tox 0.104361884 Constructive 0.515 Identity_Assertion
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
As a Canadian I think immigration is a good thing, but the liberal government has completely broken that system. The people coming here do not assimilate into Canadian culture and they do not respect this …
As a Canadian I think immigration is a good thing, but the liberal government has completely broken that system. The people coming here do not assimilate into Canadian culture and they do not respect this country. This isn't the Canada I grew up in and it's not the Canada that I want to keep living in. I hope it will be fixed. I love Canada
Identity Attack0.06385879
Insult0.028832749
Profanity0.011133623
Threat0.0067186756
Severe Toxicity0.002231598
Low Tox 0.10045706 Constructive 0.625
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had enough with trying to find a job, he stopped counting at over 450 resumes that were ignored, so he decided that we should start our own company, a small delivery company that 2 years later, we added a safe ride service to (driving drunk people home in their own vehicle). I was the manager of a little pizza place, which was run by immigrants, but good ones. I was hired because my husband approached them about doing deliveries, and they wanted to meet me. I had no idea I was going for an interview but they begged me to work for them, their reason; although they could speak English, they weren't fluent in it, so they wanted an English speaking employee who could easily understand the customer's. Within days, I was promoted to manager, and I loved my job and all of them. They treated everyone with such kindness and generosity. I found out just how much support they got from our government, when I broke down one day because I couldn't afford my prescription. My boss was so confused because he and his family got free prescriptions, dental, eye care, etc and they thought everyone got that. My boss paid for my prescription and actually apologized to me for how our own government treated us. He also showed me that they get $2,500 every 2 weeks, funding to start or buy businesses, but if they don't hire other fw's or immigrants, that funding changes to a grant and they have to pay it back. They are given money for housing, and vehicles. He was pushed out of that business by his 2 partners, and the partner's promised him I would keep my job. That was a complete lie. They stopped putting me on the schedule, claiming financial problems (bs), but hired not one but two new full time immigrant employees. I lost it and quit. Our town isn't that big, and word spread fast, especially when everyone found out that I was still owed over $2,000, which I will never see because no government agency will help me. Their business is actually struggling now and I love that for them. As for my husband and I's business, it's going strong but I came unglued when we recieved a letter from the government "suggesting" that we hire immigrants. I wrote back, telling them in no uncertain terms would that ever happen, and it will be a cold day in hell when one of us steps back so one of the government's favored people can take that money from us because we are the only 2 employees and we're not sacrificing a damn thing for someone who already gets everything.
Identity Attack0.015355183
Insult0.034341812
Profanity0.01893901
Threat0.007353018
Severe Toxicity0.002193451
Low Tox 0.07687678 Constructive 0.825
Sep 2, 2025 Why Canadians Are Turning Against …
This isn't good people who pay taxes should have the say . And I say no more people shut the borders.
This isn't good people who pay taxes should have the say . And I say no more people shut the borders.
Identity Attack0.018470341
Insult0.021159383
Profanity0.012517073
Threat0.008026198
Severe Toxicity0.0015640259
Low Tox 0.0665887 Moderate Con 0.438 Policy_Critique
Nov 20, 2025 17 likes Thousands of refugees allowed into …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.
Identity Attack0.008768492
Insult0.027841117
Profanity0.016821137
Threat0.007249452
Severe Toxicity0.0016498566
Low Tox 0.057748068 Constructive 0.801
Aug 25, 2025 6 likes Why Canadians Are Turning Against …

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.