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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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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: "Canada needs to be much …" 67 comments · Page 3 of 3
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid in cash, leading to tax evaluation. So they were able to save more... They were able to buy a bigger house for cheaper basically. New immigrants move to Brampton probably cause it easier. They don't need to assimilate as much as they sued to. They can speak their own language, not have to learn another, etc. You can actually see certain immigrant groups take to certain cities for the reasons above. Vaughn is Italian, Etobicoke was multi cultural, now Somalian(last I visited), sauga is Arab, etc The universities are a big scam, and the govt is part of it. They don't care cause they get money.... People create these fake colleges and bring in students. Students have "online" classes and so they don't actually go in . In Canada ur allowed to work 20 hours as a student, but all work more under the table. And yes. As a Punjabi, there is too many Indians. It was too many when I left. Worse now.. don't even like visiting Canada anymore unless I go to Barrie or something.
Identity Attack0.08500996
Insult0.033239998
Profanity0.016342908
Threat0.0069516995
Severe Toxicity0.0026893616
Low Tox 0.11036996 Constructive 0.761 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Some politicians needed new votes to stay in power, so they opened wide the doors, inviting them and giving them benefits (paid for by taxpayers) without giving a dam that Canada was already in a …
Some politicians needed new votes to stay in power, so they opened wide the doors, inviting them and giving them benefits (paid for by taxpayers) without giving a dam that Canada was already in a housing crisis, Canada HAS to turn the "NO VACANCY" light on and send a bunch back. And before any governments send $$$ care packages to another country, Canadians should be asked if yes or no and about how much, NOT the governments. They are there to work FOR us not us for them!
Identity Attack0.014249804
Insult0.038566336
Profanity0.055940874
Threat0.0065697995
Severe Toxicity0.0027275085
Low Tox 0.102192536 Constructive 0.54 Policy_Critique
Aug 28, 2025 6 likes Why Canadians Are Turning Against …
Canada needs to start enforcing on a mass scale. They’re complaining how much it cost to deport illegals but it’s way cheaper than all the social and welfare services they get if they remain here
Canada needs to start enforcing on a mass scale. They’re complaining how much it cost to deport illegals but it’s way cheaper than all the social and welfare services they get if they remain here
Identity Attack0.06613251
Insult0.024897853
Profanity0.010979908
Threat0.009437286
Severe Toxicity0.0025749207
Low Tox 0.10045706 Moderate Con 0.306 Economic_Argument
Dec 24, 2025 4 likes Deportations From Canada at Their …
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe …
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe bill to keeo these immigrants/ refugees in rather nice 3/4 Hotles for the last few years . I’m a farmer who lives in the county but the closest city to where I live is Windsor and for the last 4 ish year the Government was hosting them in Five Hotel's across the city . It got to the point where it was cheaper for the government to BUY the hotels then rent all the rooms , so that’s what they did … No I’m all for helping people but that is kinda pushing it don’t you think ? There are no jobs for them , no homes for them , etc . We have been in a trade war for the last 2 years with the two largest economies in the world and we need to focus our economic power on thous conflicts at the moment and if the world like it or not fighting that is out top priority and everything else comes second .Even with out that fact Our former government overloaded what our ability’s where capable of handling . We have a pretty advanced social care network but these new folks who have never payed a dime into it and are living off of it for years with the government having no real plan on how to deal with it is just to much , with our with out the economic conflict we are currently in . The facts are the facts and we live in reality, anyways you guys all have a good one , cheers .
Identity Attack0.031206898
Insult0.030926194
Profanity0.019348921
Threat0.006977591
Severe Toxicity0.0024318695
Low Tox 0.08479069 Constructive 0.816 Policy_Critique
Feb 11, 2026 5 likes Canada's tighter immigration policy divides …
It seems to me that Canada's basic ideology and identity revolves around $$$$. Much if that is heavy industry and services which cater to the needs of such industries. Family, faith, community, children, are way, …
It seems to me that Canada's basic ideology and identity revolves around $$$$. Much if that is heavy industry and services which cater to the needs of such industries. Family, faith, community, children, are way, way diwn on the list of priorities. Canada has what it fed. Quit complaining. 😢
Identity Attack0.018168874
Insult0.03257891
Profanity0.011526455
Threat0.006537435
Severe Toxicity0.0014019012
Low Tox 0.08320791 Moderate Con 0.497 Identity_Assertion
Mar 1, 2026 1 likes LILLEY UNLEASHED: The fall of …
Cleverly this videos talks about "how much" and not "how many" refugees get Social Assistance, then uses Vietnamese legal immigrants (the hardest working people in Canada) as an example of how quickly they become self-supporting. …
Cleverly this videos talks about "how much" and not "how many" refugees get Social Assistance, then uses Vietnamese legal immigrants (the hardest working people in Canada) as an example of how quickly they become self-supporting. The truth about refugees aftermath is that, the large majority of refugees in Canada coming originally from third world countries, live on Social Assistance for several years, some for life, knowing that the Canadian government will provide for them anything they need (Ironically there are very few statistics on this matter and no statistics at all since 2015, when the current government was elected).
Identity Attack0.04048799
Insult0.029053112
Profanity0.015625564
Threat0.006602164
Severe Toxicity0.0020503998
Low Tox 0.081625134 Constructive 0.635
Oct 15, 2019 2 likes How much do refugees and …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good jobs and I speak English like a native. I got my PR in 2015 and I remember the painful uphill battle I had to go through just get that. All the bureaucracy, redtape, unnecessarily rigid rules, high cost and long wait I received from CIC/IRCC felt like a humiliation to me. Every document was scrutinized and every step had obstacle that fealt unreasonable (my TOEFL examiner ask me why I had to do the language test required by CIC, and I had to visit a notary to validate my Chinese national ID card). It felt uneasy but I understood that these were the rules that everyone had to go through, and moving and integrating into a new society was never meant to be easy. I went back to Canada in 2021 and 2024, and it was evident that the country I once called home had gone down the hill. The streets were screaming crime, unemployment, inflation, drug and filth, it's total social rot. As someone who went through the whole immigration process (and many of my friends who went through the same have left Canada for good, like myself), I attribute much of this to failed immigration policy. I cannot help but feel confused, angry, betrayed and humiliated when I look at the recent immigration policies of Canada and their results, and compare with what I had to go through. The feeling sums up to: Canada penalizes the hard-working and law-abiding people, and rewards the undeserved and the cheaters. Example: when the US creates wars in the Middle East, why does CANADA bear the cost of bringing in refugees? I never regretted moving back to China and East Asia, and I feel bad for those who still truly think of Canada as home, as I am one myself. When the leadership of a country deviates from pragmatism, reason and common sense, and instead embraces idealogies, hypocrisy and political optics, this is what happens. The prices are paid by everyone, immigrant or not. For this, Trudeau deserves a court trial for his incompetence and dereliction of duty; and the people of Canada need some honest and serious retrospection. I will share some words of wisdom by the late Lee Kwan Yew: “Whoever governs Singapore (LKY was the PM and founding father of Singapore) must have that iron in him. Or give it up. This is not a game of cards, this is your life and mine. I've spent a whole lifetime building this and as long as I'm in charge, nobody is going to knock it down.” I hope the clownish weakling politicians in Canada (and, in much of the western world nowadays) can be enlightened a little bit.
Identity Attack0.01465176
Insult0.03158728
Profanity0.018187506
Threat0.0072235605
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.819
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
The indian guy literally said he and his wife came as a nurse... which is much needed in Canada... where the others you interviewed vetted when they came into the country? what was their 'hard …
The indian guy literally said he and his wife came as a nurse... which is much needed in Canada... where the others you interviewed vetted when they came into the country? what was their 'hard work' that got them qualified to come in
Identity Attack0.04667538
Insult0.018967867
Profanity0.012687869
Threat0.006149062
Severe Toxicity0.0015258789
Low Tox 0.06025757 Constructive 0.518 Question
Sep 30, 2025 24 likes Inside Canada's Indian Metropolis (Brampton)
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 …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following all the signs on the road. I’ve never seen so much car accident and too much car on the road. Why it is easy for them now to get a license. We need to remember driving in other country is not the same here. Also even your credit score is bad, even your salary is not good the car company gives you a car easily with hight interest. Thats also need to be check
Identity Attack0.007806548
Insult0.027218282
Profanity0.013131939
Threat0.0071588317
Severe Toxicity0.0016307831
Low Tox 0.049336795 Constructive 0.614 Policy_Critique
Sep 30, 2025 2 likes IRCC Names India in Study …
M. Carney's plan is working as intended. We need to keep these expired temporary foreign workers here in Canada, without them, doctors and police officers would be out of work. So keeping them here creates …
M. Carney's plan is working as intended. We need to keep these expired temporary foreign workers here in Canada, without them, doctors and police officers would be out of work. So keeping them here creates more jobs. I don't care how much it costs, we can always raise taxes. On top of that, Lena Diab has great salad recipes..!
Identity Attack0.01766643
Insult0.020321451
Profanity0.012312118
Threat0.0067186756
Severe Toxicity0.0013446808
Low Tox 0.04760506 Constructive 0.837 Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The government needs to much more thoroughly vet people before allowing them to enter Canada.
The government needs to much more thoroughly vet people before allowing them to enter Canada.
Identity Attack0.016360072
Insult0.0151129225
Profanity0.010160086
Threat0.008013252
Severe Toxicity0.0013923645
Low Tox 0.03828422 Low Con 0.185 Policy_Critique
Feb 19, 2026 Canadian immigration officers investigating hundreds …
As a beloved-canada, i give 2 advice. The first, canada needs not only limit immigration but also set/establish quota for each regions/countries where have a huge number immigants apply to canada (for example: india 30.000 …
As a beloved-canada, i give 2 advice. The first, canada needs not only limit immigration but also set/establish quota for each regions/countries where have a huge number immigants apply to canada (for example: india 30.000 immigrant/year, china 20.000 immigrants/year,....). The second, canada must empower for each territories/provinces to decide how much foreign people can study/work/live in there
Identity Attack0.015857628
Insult0.008994885
Profanity0.009562299
Threat0.006356194
Severe Toxicity0.0008916855
Low Tox 0.022964042 Constructive 0.576 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Thanks for the video Tyler, much needed help here in Canada. Remigration soon hopefully but I'm not holding by breath.
Thanks for the video Tyler, much needed help here in Canada. Remigration soon hopefully but I'm not holding by breath.
Identity Attack0.006511623
Insult0.0096028885
Profanity0.010091767
Threat0.0067316215
Severe Toxicity0.00081539154
Low Tox 0.019603057 Constructive 0.617
Jan 27, 2026 Inside Canada's Indian Invasion...
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be …
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be so bad if immigrants (not all - I know) didn't bring all their frustrations and anger from their home with them into our society. Currently immigration causes way too much friction and divisivness in Canada. They bring their problems with them They need to solve those issues in their home countries. We don't need those problems to be faught here in our peaceful country.
Identity Attack0.00075307256
Insult0.0003533653
Profanity0.000024432342
Threat0.000047496353
Severe Toxicity0.0000027140154
Low Tox 0.0014553746 Policy_Critique
Apr 14, 2025
Heightened scrutiny undermines Canada's reputation as a welcoming destination? Isn't this the point? Meanwhile, lax policies allow too much abuse of our "wecoming" system. Finally, with the US tightening their borders, Canada will be the …
Heightened scrutiny undermines Canada's reputation as a welcoming destination? Isn't this the point? Meanwhile, lax policies allow too much abuse of our "wecoming" system. Finally, with the US tightening their borders, Canada will be the desired destination for North America, and our policies must prepare for this likely outcome. One last point is this: i would rather this country take care of the first nations peoples, the dispossessed, those marginalized within our society and our elderly who've contributed to this country's growth and prosperity but, due to one or another reason, dont have workplace pensions for retirement. Once we've sorted out our own peoples, seen properly to the needs of those who were actually born here, ensured our hospitals and schools are well funded, then we can look to service the needs of a migrant population.
Identity Attack0.000051619318
Insult0.000120263016
Profanity0.000018316585
Threat0.000020267227
Severe Toxicity0.000003076367
Low Tox 0.00027410034
Apr 23, 2025

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.