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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: "Because the Canadian government is …" 663 comments · Page 5 of 27
Why? How? I'd say blame it on former Trudeau and his team of misfits that allowed criminals to enter our country. Immigrant that exceeded the limit. Allowing rights for stuff like genders and equality and …
Why? How? I'd say blame it on former Trudeau and his team of misfits that allowed criminals to enter our country. Immigrant that exceeded the limit. Allowing rights for stuff like genders and equality and all other fucked up mental issues. Government talks a big game but barely do anything. And yes blame it on the same Canadian people who voted again with liberals that started all this in the first place. It's frustrating
Identity Attack0.38230872
Insult0.4794537
Profanity0.41255033
Threat0.011379151
Severe Toxicity0.02439716
Moderate 0.47886392 Constructive 0.535
Sep 1, 2025 Why Canadians Are Turning Against …
Oh, we are pissed at the government but we are also mad at the immigrants who don't bother to assimilate, integrate. Who come here bold enough to demand changes on OUR culture because THEY are …
Oh, we are pissed at the government but we are also mad at the immigrants who don't bother to assimilate, integrate. Who come here bold enough to demand changes on OUR culture because THEY are offended in OUR land! The immigrants who wish the end of Canada, who harass and intimidate targeted groups of Canadians on CANADIAN soil. Yes, we are mad at the immigrants too.
Identity Attack0.4931391
Insult0.44802538
Profanity0.28938356
Threat0.028897164
Severe Toxicity0.023880709
Moderate 0.47886392 Constructive 0.557
Sep 16, 2025 2 likes Why Canadians Are Turning Against …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
Identity Attack0.49032792
Insult0.46625584
Profanity0.42990944
Threat0.013217449
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.696 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It is true. When you walk into a store. They dont treat you like US Canadians do. Some of them do. But shit will change very soon if the Canadian government dont do something
It is true. When you walk into a store. They dont treat you like US Canadians do. Some of them do. But shit will change very soon if the Canadian government dont do something
Identity Attack0.2781757
Insult0.3388922
Profanity0.5249258
Threat0.009281937
Severe Toxicity0.023076924
Moderate 0.47886392 Moderate Con 0.463 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
Identity Attack0.3817989
Insult0.5015486
Profanity0.05243378
Threat0.0074565844
Severe Toxicity0.017610285
Moderate 0.47886392 Low Con 0.201 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
actually poop eating people is much better to people who blow themselves with bombs. canada needs people and Canadians don't want to have children the government have no choice but to allowed migration
actually poop eating people is much better to people who blow themselves with bombs. canada needs people and Canadians don't want to have children the government have no choice but to allowed migration
Identity Attack0.120924085
Insult0.37619758
Profanity0.36225098
Threat0.34804323
Severe Toxicity0.048457388
Moderate 0.47119883 Low Con 0.225 Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a …
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a pretty big country with a lot of empty space. they set up in a small town and didn't bother anyone. that's roughly in line with canadian values. however, during that time, we've seen a lot of cuts to systems that were intended to help people born in canada and a shift in resources to help people born elsewhere coming into the country. white canadians are correct in noticing that the government has picked a side, and is shifting it's resources to helping this one group at the expense of the other, and it's had visible results that you're helpfully documenting. it's relatively clear that, whatever the merit of that initial shift in resources, it's had some unexpected effects, and that policy needs to be reevaluated. it's relatively clear who needs government resources in brampton in 2025, and the answer is not the same as it was in 1995.
Identity Attack0.41222036
Insult0.5130944
Profanity0.2847897
Threat0.011974656
Severe Toxicity0.02444411
Moderate 0.47119883 Constructive 0.647 Insult Policy_Critique
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is …
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is doing that piece of s***. He is turning Canada into a European nation. You watch once joined the European Union and then the richer get richer, there'll be no oil class, the poor be poor and guess what, when you look at the European Union, they are all about one ruled government. One world order wake up this whole entire immigration thing is a f****** joke. From my aunt's opinion and yes, that normally filters on. So it doesn't exactly say all the swear words, my apologies, but no born and raised canadian, and this is a d*** joke, they want to turn around and keep on pushing us and pushing us well.Maybe soon enough, they're real canadian people push back car needed, begets, sent back to the us and a box everybody else who came here.There's no want to fall at our rules.Arborgulations are way of culture.Get the f*** back, where'd ever held country?You came from him because guess what time is ticking tiktok?Tiktok, revenge, you can a snap, and when we do all you immigrants, carney, evernels fit in or f*** off
Identity Attack0.1508922
Insult0.44464502
Profanity0.45190978
Threat0.020954676
Severe Toxicity0.0394905
Moderate 0.46982017 Constructive 0.645 Call_To_Action
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
Thank you for covering this issue. You came to ground zero… Im a irish-french canadian and have had to gro up in this HELL. If anyone is racist it’s the Indians, I was about to …
Thank you for covering this issue. You came to ground zero… Im a irish-french canadian and have had to gro up in this HELL. If anyone is racist it’s the Indians, I was about to be homeless because i couldnt find a job. I know for a fact im not the only one, all my friends are in the same situation. They only hire their own, we pay the highest tax in all of north America. If you want my opinion, i HATE them all equally just as much as i HATE canada. As a Canadian, i beg America to annex Canada. We need ice here too, and our government is run my the CCP. Im 25 and im this close from disappearing myself….
Identity Attack0.46028158
Insult0.43296707
Profanity0.25458565
Threat0.019055385
Severe Toxicity0.023880709
Moderate 0.4645176 Constructive 0.687 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Blame your federal government leadership, dirty immigration lawyers, and the ecosystem who thrives on weak loop holes in the Canadian system. Shame on the Canadian government
Blame your federal government leadership, dirty immigration lawyers, and the ecosystem who thrives on weak loop holes in the Canadian system. Shame on the Canadian government
Identity Attack0.37152436
Insult0.48627716
Profanity0.08549073
Threat0.0101363575
Severe Toxicity0.01825585
Moderate 0.45761138 Low Con 0.15 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
The governments of Canada made a catastrophic mistake that opened the door of immigration for Indians and they came like flies, ،،،،،I think Canada will become dependent on the Indians and the Canadians will be …
The governments of Canada made a catastrophic mistake that opened the door of immigration for Indians and they came like flies, ،،،،،I think Canada will become dependent on the Indians and the Canadians will be expelled because the population will become the Indians are in control and therefore Canada will not become for the Canadians,,,,, Canada will become a dirty people, they do not like cleanliness, they take a bath once a week, they worship cows and idols.
Identity Attack0.4907465
Insult0.46327567
Profanity0.06796519
Threat0.010964886
Severe Toxicity0.023076924
Moderate 0.45757914 Moderate Con 0.361 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I am indian and the Canadian government must deport them! It's not diversity it's just indian only, where are the white people 😢
I am indian and the Canadian government must deport them! It's not diversity it's just indian only, where are the white people 😢
Identity Attack0.55044734
Insult0.25998658
Profanity0.09961538
Threat0.05236103
Severe Toxicity0.023076924
Moderate 0.4575469 Moderate Con 0.457 Identity Attack Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Tyler, you did right. You would’ve been nuts to stay in that ‘safehouse’. And make no mistake about it—our government knows EXACTLY what the fuck is going on. As a Canadian, I’d like to thank …
Tyler, you did right. You would’ve been nuts to stay in that ‘safehouse’. And make no mistake about it—our government knows EXACTLY what the fuck is going on. As a Canadian, I’d like to thank you for posting this!
Identity Attack0.034042787
Insult0.36798462
Profanity0.5013569
Threat0.008686432
Severe Toxicity0.023076924
Moderate 0.45751464 Constructive 0.572 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
That should scare all the lgbtq plus communities that are supporting the liberal government to hear that Mark Carney has spoken and said muslim values are Canadian values. ? If you think the Christians we're …
That should scare all the lgbtq plus communities that are supporting the liberal government to hear that Mark Carney has spoken and said muslim values are Canadian values. ? If you think the Christians we're bad when you heard their biblical words. ? By hearing what this Muslim was speaking. It sounds like you will have Muslims in your face and cutting off your blank because they despise your sexual acts, and they despise everyone else that doesn't agree with their religious ideology.
Identity Attack0.5135796
Insult0.36193377
Profanity0.09583591
Threat0.12689553
Severe Toxicity0.023076924
Moderate 0.45751464 Moderate Con 0.487 Identity Attack
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
If white Canadians or Natives make Enough kids everyone have 3 kids then our government don't need that many immigrants from india but They don't have enough Children They are busy in Drugs Alcohol women …
If white Canadians or Natives make Enough kids everyone have 3 kids then our government don't need that many immigrants from india but They don't have enough Children They are busy in Drugs Alcohol women Gambling driving cars Here we are
Identity Attack0.5135796
Insult0.38852
Profanity0.060951006
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.4574824 Moderate Con 0.314 Identity Attack Identity_Assertion
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Because the Canadian government is incompetent af 🤦🏼‍♂️
Because the Canadian government is incompetent af 🤦🏼‍♂️
Identity Attack0.36702603
Insult0.5101222
Profanity0.11292298
Threat0.0072753434
Severe Toxicity0.014640691
Moderate 0.45549932 Low Con 0.145 Insult Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for …
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for their own political manipulation. Liberals = the most corrupt government in Canadian history (33 listed below and counting): Green Slush Fund (SDTC) – $1B+ in questionable clean-tech grants SNC-Lavalin Affair – Political interference in criminal prosecution ArriveCAN App – ~$60M for a basic travel app WE Charity Scandal – ~$912M contract to connected insiders Phoenix Pay System – $3.5B+ and still failing McKinsey Consulting Contracts – $500M+ outsourced policy work Foreign Interference Scandal – Intelligence warnings ignored Organized Crime & B.C. Money Laundering – Triad-linked casino and real estate laundering Fentanyl & Opioid Crisis – Border failures and weak enforcement Aga Khan Vacation Ethics Breach – Illegal luxury trip Randy Boissonnault Scandal – Business ties and lobbying questions Investing in Canada Plan – ~$92B in poorly tracked infrastructure spending PMO / Telford Staff Scandals – Obstruction and document withholding Bill Morneau Controversies – WE ties, pension conflicts Paul Chiang Controversy – Foreign interference allegations Unlawful Emergencies Act Use (Trucker Convoy) – Bank accounts frozen, later ruled illegal Firearms Buyback Fiasco – Projected $2B–$6B and counting Mark Carney / Brookfield Conflicts – Offshore tax structures, revolving-door politics Chrystia Freeland Ukraine Funding Controversy – Oversight concerns Baylis Medical Ventilator Contract – ~$237M contract awarded to a firm owned by a former Liberal MP for COVID-19 equipment. Mary Ng Ethics Breach – Multiple government contracts directed to a close personal friend and media personality. Dominic LeBlanc Ethics Breach – Awarding a lucrative Arctic surf clam license to a company linked to his wife’s family. NSICOP "Traitor" MP Allegations – National intelligence reports of sitting MPs "wittingly" collaborating with foreign hostile states. Admiral Mark Norman Prosecution – A failed $50M legal battle involving alleged political interference in a naval procurement contract. Han Dong Controversy – Resignation from caucus following allegations of CCP involvement in his nomination and conduct. Governor General Expense Scandals – ~$1.3M in luxury travel, high-end catering, and secretive villa renovations under Payette and Simon. PBO Carbon Tax Gag Order – Government blocking the Budget Officer from releasing internal data showing the tax’s true economic hit. GC Strategies $250M Windfall – Total federal contracts awarded to the two-person ArriveCAN firm since 2015 across multiple departments. Public Health Agency (PHAC) Missing Data – Intentional destruction of emails and documents related to the Winnipeg Lab security breach. Sustainable Development Technology Canada (SDTC) RCMP Probe – Formal criminal investigation into 186 cases of alleged conflicts and $390M in funding. "The Other Randy" Business Scandal – Investigation into text messages suggesting a Cabinet Minister remained active in private business. COVID-19 Quarantine Hotel Fiasco – Billions spent on mandatory hotel stays marked by reports of safety failures and lack of oversight. Parliamentary Witness Coaching Scandal – $263,000 in taxpayer funds spent to "coach" government employees and witnesses on how to spin answers at committee. Etc Etc The Liberal performance review: rushed programs, no transparency, friends get paid, costs explode, and no one is held accountable. Over a decade, this government has burned through $100B+ in waste, failed programs, insider contracts, and ethics breaches—with zero consequences—all on the backs of taxpayers while they get rich.
Identity Attack0.37879246
Insult0.4747285
Profanity0.21024476
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.45396814 Moderate Con 0.497 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Same as the US government, a bunch of people who answer zero questions. I'm so tired of these anti-Canadians. "we don't have the data, but we collect a lot of data" "we don't know where …
Same as the US government, a bunch of people who answer zero questions. I'm so tired of these anti-Canadians. "we don't have the data, but we collect a lot of data" "we don't know where they are but we do". These women are a disgrace not only to Canadians, but to women, and they should not be allowed to hold any office of this importance.
Identity Attack0.44690517
Insult0.47787863
Profanity0.047173142
Threat0.013269233
Severe Toxicity0.019482423
Moderate 0.45090583 Moderate Con 0.432
Oct 2, 2025 IRCC Names India in Study …
Now is the time for Canadians to pressure provincial governments to pull their heads out of their asses and follow Quebec’s lead on these issues and separating religion from reality.
Now is the time for Canadians to pressure provincial governments to pull their heads out of their asses and follow Quebec’s lead on these issues and separating religion from reality.
Identity Attack0.23542951
Insult0.36365277
Profanity0.38343847
Threat0.021127338
Severe Toxicity0.023076924
Moderate 0.4475325 Low Con 0.198 Call_To_Action
Nov 22, 2025 6 likes Quebec Ends Economic Immigration Program …
Canada is heaven for khalistani extremists and terrorist, Canadian government itself doesn't take any action even after India's request....
Canada is heaven for khalistani extremists and terrorist, Canadian government itself doesn't take any action even after India's request....
Identity Attack0.46050715
Insult0.40243408
Profanity0.020032106
Threat0.011819307
Severe Toxicity0.018126737
Moderate 0.4421347 Low Con 0.226 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Canadian Government is as Bad as UK😢
Canadian Government is as Bad as UK😢
Identity Attack0.46028158
Insult0.40975618
Profanity0.099305905
Threat0.009204263
Severe Toxicity0.022064678
Moderate 0.4421347 Low Con 0.206 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians have been sucked dry and gaslit by the government. Learned helplessness is what doesn’t allow change
Canadians have been sucked dry and gaslit by the government. Learned helplessness is what doesn’t allow change
Identity Attack0.27875587
Insult0.40189892
Profanity0.32120174
Threat0.040638234
Severe Toxicity0.023364257
Moderate 0.44039994 Moderate Con 0.306
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them …
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them are wanted in India and will face jail time without trial for conspiring against India. But Canadian, UK, US, Australian governments don't extradite them. Even innocent people from punjab get brainwashed there. Khalistani movement get funded by Pakistani ISI to wage terrorism against india. When British people were leaving india, they divided it and formed Pakistan. Part of punjab region was gone to Pakistan. These khalistani say that they want to liberate punjab and form khalistan. But these hypocrites want to do it on indian side only, not the Pakistani punjab side.
Identity Attack0.4774257
Insult0.4339631
Profanity0.117874645
Threat0.3490162
Severe Toxicity0.038593806
Moderate 0.44002727 Moderate Con 0.446 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians should be fed up with their corrupt government.
Canadians should be fed up with their corrupt government.
Identity Attack0.37361985
Insult0.47384647
Profanity0.04216301
Threat0.00933372
Severe Toxicity0.010604858
Moderate 0.4398409 Low Con 0.237
Aug 27, 2025 1 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.