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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "As a Canadian we need …" 446 comments · Page 3 of 18
Immigration has been a joke for years took my wife 10 months to get PR in 2017 now she is a Canadian citizen contributing to Canada trudope and his morons let in a boatload of …
Immigration has been a joke for years took my wife 10 months to get PR in 2017 now she is a Canadian citizen contributing to Canada trudope and his morons let in a boatload of unskilled multiple children asylum seekers??? Who now drive brand new cars b3cause trudope pays for their rent the food etc and what do they do ? Door dash skip the dishes drivers they are a drag on society BUT if u need a home care worker to look after our disabled people u can’t bring in foreigners, those agencies are in dire need of staff but trudope brings in door dash drivers thank god that drama queen resigned in disgrace
Identity Attack0.3817989
Insult0.54471385
Profanity0.26638454
Threat0.012181788
Severe Toxicity0.023505108
Moderate 0.509388 Constructive 0.541 Insult Policy_Critique
Jun 20, 2025 How Canada broke its immigration …
We do not need muslim to to organize our country Respect us and Remember our Country was the One of the Best to live in , Leave like us Canadian or may be go back …
We do not need muslim to to organize our country Respect us and Remember our Country was the One of the Best to live in , Leave like us Canadian or may be go back to your country
Identity Attack0.5913144
Insult0.36798462
Profanity0.078378424
Threat0.017846745
Severe Toxicity0.0475607
Moderate 0.509388 Moderate Con 0.364 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
The immigrants just don't integrate to Canadian morals. That is the problem. This is why we are losing our culture. (if Canada didn't take migrants I'd bet we'd have more kids and we are just …
The immigrants just don't integrate to Canadian morals. That is the problem. This is why we are losing our culture. (if Canada didn't take migrants I'd bet we'd have more kids and we are just adjusting to a population size that reflects our needs) Maybe ACTUAL Canadians should flip the fuck out like we do in war. I am hating how much worse Canada has gotten and I feel that if I put in more effort there will be the opposite of a reward at the end. Paying families to have kids means that women won't go to their corpo daycare. The more people you bring with NOTHING, takes away from those who paid for it and everyone suffers.
Identity Attack0.4830652
Insult0.43450394
Profanity0.46460027
Threat0.04201601
Severe Toxicity0.11756202
Moderate 0.50789946 Constructive 0.636 Identity_Assertion
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
The one video you say we can't survive without Indiana we have been doing it for years what do you think is going to change I am a true Canadian everybody is welcomed but do …
The one video you say we can't survive without Indiana we have been doing it for years what do you think is going to change I am a true Canadian everybody is welcomed but do not f****** change our way of life make the gentleman said leave your s*** out the door I don't understand a lot of use come to our country because it's so bad where you're coming from that's great you have somewhere safe to go and we accept you even on the fact that you and try and change our way of life please somebody out there stand up against all of this we need one person to stand up and we will follow let's get our Canada back there will be a war before you take it over and trust me you don't want that America learn not to f*** with us cuz we burnt their house down trust me we will burn yours down too I am not racist at all but for us being nice you are putting us into poverty work with us not against us or sooner or later you will regret it don't change our way of life we don't go to your country and do it Canadians have a lot of passion and helping people sooner or later we get fed up and then regrets happen
Identity Attack0.27875587
Insult0.43296707
Profanity0.5013569
Threat0.034422375
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.736
Sep 10, 2025 Why Canadians Are Turning Against …
Canada has a government that is destroying our country. The working class gets to pay for all these immigrants that live better and have more benefits than Canadians. Working Canadians are struggling to live. Our …
Canada has a government that is destroying our country. The working class gets to pay for all these immigrants that live better and have more benefits than Canadians. Working Canadians are struggling to live. Our adult children have no hope of owning homes. We need to get rid of the corrupt liberals!!!!!!!
Identity Attack0.3817989
Insult0.5130944
Profanity0.0569429
Threat0.1954604
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.429 Insult Economic_Argument
Mar 3, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Immigration has to stop. Has to be zero, we have no jobs, no infrastructure, no homes, and terrible, and declining health care. Multiculturalism does not work, Multiculturalism is based on insatiable greed, multiculturalism destroys societies, …
Immigration has to stop. Has to be zero, we have no jobs, no infrastructure, no homes, and terrible, and declining health care. Multiculturalism does not work, Multiculturalism is based on insatiable greed, multiculturalism destroys societies, we need mass deportation now. Muslims dont belong in western societies, Muslims should only live in muslim countries, there are 50 muslim countries, pick one. This is getting ridiculous, canada has lost its identity, these rotten politicians are not listening to Canadians.
Identity Attack0.53446084
Insult0.48228607
Profanity0.13168186
Threat0.039602257
Severe Toxicity0.02406851
Moderate 0.50503236 Moderate Con 0.343 Identity Attack Identity_Assertion
Jun 18, 2025 1 likes How Canada broke its immigration …
As a Canadian Immigrant , I am sick and tired of these people coming to Canada with the expectation of a free ride , and shoving their Culture and Religion down our throats. My father …
As a Canadian Immigrant , I am sick and tired of these people coming to Canada with the expectation of a free ride , and shoving their Culture and Religion down our throats. My father worked hard all his life to support the family , and we became Canadians, learned the language and support ourselves . These New Comers are simply disgusting, disrespectful and Entitled . This has to stop, we need a New Government that Puts Canadians First.
Identity Attack0.46028158
Insult0.5130944
Profanity0.0684662
Threat0.010421164
Severe Toxicity0.023076924
Moderate 0.50503236 Moderate Con 0.497 Insult
Aug 25, 2025 1,527 likes Why Canadians Are Turning Against …
How dare those Muslims block of streets because they want to pray. It's all deliberate to show Canadians they won't be told what to do by kafirs. You don't need to treat them with respect …
How dare those Muslims block of streets because they want to pray. It's all deliberate to show Canadians they won't be told what to do by kafirs. You don't need to treat them with respect when you know they hate whites, Christians and anyone else who won't bow down to Islamists.
Identity Attack0.58354634
Insult0.36798462
Profanity0.1413768
Threat0.023026628
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.36 Identity Attack Fear_Threat
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Quit being so damn soft Canada. Our lives are at stake. Do what you need to do to make Canadians safe again. Be hard on the criminals UNAPOLOGETICALLY!!!!!!
Quit being so damn soft Canada. Our lives are at stake. Do what you need to do to make Canadians safe again. Be hard on the criminals UNAPOLOGETICALLY!!!!!!
Identity Attack0.17614605
Insult0.47384647
Profanity0.4113413
Threat0.02803385
Severe Toxicity0.023645958
Moderate 0.4850187 Moderate Con 0.317 Fear_Threat
Feb 20, 2026 Canadian immigration officers investigating hundreds …
The government is useless I can't believe you guys allow this🤦🏽‍♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's …
The government is useless I can't believe you guys allow this🤦🏽‍♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's nothing wrong with practicing in your home. If the tables were to turn if Canadians came to do the same to their country they would flip. Which is easy for the Muslim to do the same 🤔 All they're doing is setting an example by teaching their children to hate even more. Segregation, dominance, and arrogance is not the way in Canada. Every Nation comes here just as they come here as well too. If they miss their home so bad go back!!! No need for this terrible 😔
Identity Attack0.4508763
Insult0.5130944
Profanity0.12639372
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.4850187 Constructive 0.591 Insult Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Come on Vassy you are sounding rediculous. What does it matter 10,000 or 100,000 anyone committing a bogus claim needs to be weeded out and sent home. Doesn't this just make sense why should they …
Come on Vassy you are sounding rediculous. What does it matter 10,000 or 100,000 anyone committing a bogus claim needs to be weeded out and sent home. Doesn't this just make sense why should they have better health care than I do as a Canadian who has contributed for years.
Identity Attack0.02821777
Insult0.5543018
Profanity0.09001675
Threat0.012078222
Severe Toxicity0.01322045
Moderate 0.4838166 Moderate Con 0.457 Insult Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
Canadians have to realize that we will need much stronger Government which will say NO to all of these new migrants (not immigrants) who are taking jobs, culture, raising their idols, praying in the street …
Canadians have to realize that we will need much stronger Government which will say NO to all of these new migrants (not immigrants) who are taking jobs, culture, raising their idols, praying in the street and making havoc to other people. They are acting like that are entitled to do that just because they are allowed to ! I am immigrant too and I didn't came here to watch all these people how change and make it dirty more and more every day. They just bringing same shit where they are running from ? You see how stupid that is ? We have to change Government as fast as possible otherwise Canada is done ! People wake up don't be scared to say NO ! I would love to see how this beautiful country goes down the drain. Cheers ❤❤❤
Identity Attack0.39677486
Insult0.46625584
Profanity0.45706853
Threat0.014566151
Severe Toxicity0.024725812
Moderate 0.4826145 Constructive 0.616 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Yes these immigrants are very rude. They have no personality. I was in Walmart and the cashier of course an imaginant and she's so sour, and as my items are piling up .she said you …
Yes these immigrants are very rude. They have no personality. I was in Walmart and the cashier of course an imaginant and she's so sour, and as my items are piling up .she said you have to pack these items away before I continue. In the meantime I'm getting my bags out and trying my best to hurry because the line is very long she's just standing there looking around instead of offering to help me pack up my groceries no ..... SHE doesn't do that. She's standing there. I found it very rude, disrespectful, disgusting and no help for another human being.. they have no compassion for our Canadian people. It's disgusting I'm truly thinking of boycotting Walmart. They need to be back in there own country. Not to come here and behave this way. Canada is Done. Our government should be ashamed of themselves. To treat their own people like garage. But they will pay for their EVILNESS
Identity Attack0.50588524
Insult0.48627716
Profanity0.21564959
Threat0.014738814
Severe Toxicity0.023692908
Moderate 0.48141238 Constructive 0.643 Identity Attack Personal_Narrative
Aug 30, 2025 Why Canadians Are Turning Against …
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
Identity Attack0.57150364
Insult0.26957804
Profanity0.043165036
Threat0.024062606
Severe Toxicity0.023076924
Moderate 0.47886392 Low Con 0.294 Identity Attack Identity_Assertion
Aug 29, 2025 Why Canadians Are Turning Against …
As a Canadian, I speak for the ones that are too scared to, we are SICK of these immigrants taking over OUR country. They need to GOOOOO
As a Canadian, I speak for the ones that are too scared to, we are SICK of these immigrants taking over OUR country. They need to GOOOOO
Identity Attack0.5135796
Insult0.45758462
Profanity0.07482228
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.47886392 Moderate Con 0.456 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our country 🙄. You can't be that dumb. I'm not trying to be harsh, but most of us speak our language and 1 or 2 languages from the European settlers here. It really suits everyone here to never bring Indigenous people into your conversations while you call it "Your country, your 'Canada', you culture". Everyone who's ancestors aren't from need to do better. It blows my mind how you come here and fight against each other while being immigrants yourselves. You demand assimilation from others while you yourselves aren't Indigenous, and don't make the slightest effort to assimilation to OUR culture. Complete hypocrites.🤣🤣🤣 If I were you, I'd be ashamed. I can't see myself ever going to someone else's country, living in it, let alone being born in it, and have the audacity to act and speak with that amount of utter continuous ignorance and disrespect the way most of the European settlers and other settlers/"Canadians" do. Do better before complaining about each other cause, you're no better and immigrants yourselves. Oh ya, and film Native Child in the background at 7:06, the place not First Nations operated known for stealing our children and getting tons of funding to line their pockets while almost all reserves have no clean drinking water, houses breaking down, unable to get work outside due to racist from all types of immigrants (yes, including European 'Canadians'), but putting a video of a European 'Canadian' talking about not being able to afford cable and her bills. Because these things are happening to European settlers/ 'Canadians', now it's finally a problem. The IRONY.
Identity Attack0.36702603
Insult0.5130944
Profanity0.18909787
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.592 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Federal liberals screwed Canadians Canada is broken Humpty Dumpty can never be put back together again Alberta needs to separate from broken Canada
Federal liberals screwed Canadians Canada is broken Humpty Dumpty can never be put back together again Alberta needs to separate from broken Canada
Identity Attack0.3908055
Insult0.48484445
Profanity0.26735115
Threat0.0116639575
Severe Toxicity0.023152983
Moderate 0.47323486 Low Con 0.141 Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
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...
If you are Canadian, you will need to be racist for your survival and the survival of the country. Newcomers go home.
If you are Canadian, you will need to be racist for your survival and the survival of the country. Newcomers go home.
Identity Attack0.48949075
Insult0.37619758
Profanity0.042413518
Threat0.014566151
Severe Toxicity0.023076924
Moderate 0.46186632 Low Con 0.221 Identity_Assertion
Sep 11, 2025 Why Canadians Are Turning Against …
Thats why CANADIANS NEED. HUMANOIDS KICK OUT IMMIGRANTS IF YOU DONT LIKE 😂😅
Thats why CANADIANS NEED. HUMANOIDS KICK OUT IMMIGRANTS IF YOU DONT LIKE 😂😅
Identity Attack0.46028158
Insult0.2817503
Profanity0.10920923
Threat0.49142194
Severe Toxicity0.0475607
Moderate 0.45921504 Low Con 0.182
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Liberals are allowing it! Don’t make Canadians get mad because we are know for how fiercely we fight to protect others and our own! Look at Europe and how they are sending all Muslims and …
Liberals are allowing it! Don’t make Canadians get mad because we are know for how fiercely we fight to protect others and our own! Look at Europe and how they are sending all Muslims and Islamist terrorists back to their own countries! I believe it’s 52 Muslim countries to choose from! When western Canada separates, I’m not sure how these problem will be solved! Illegals and Islamist terrorists need to be dealt with!!!
Identity Attack0.5203519
Insult0.36798462
Profanity0.02795705
Threat0.023026628
Severe Toxicity0.022322904
Moderate 0.45757914 Constructive 0.579 Identity Attack Fear_Threat
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.